diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index d5dbd35..62b964c 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -10,7 +10,7 @@ jobs: runs-on: ubuntu-latest strategy: matrix: - python-version: ["3.10", "3.11", "3.12"] + python-version: ["3.11", "3.12", "3.13", "3.14"] steps: - uses: actions/checkout@v6 - name: Set up Python ${{ matrix.python-version }} @@ -20,7 +20,7 @@ jobs: - name: Install dependencies run: | pip install -e . - pip install flake8 pytest pytest-cov codecov wheel + pip install flake8 pytest pytest-cov codecov build - name: Lint with flake8 run: | # stop the build if there are Python syntax errors or undefined names @@ -29,18 +29,18 @@ jobs: flake8 . --count --exit-zero --statistics - name: Test with pytest run: | - pytest --cov=./calibr8 --cov-append --cov-report xml --cov-report term-missing calibr8 + pytest -v --cov=./calibr8 --cov-append --cov-report xml --cov-report term-missing calibr8 - name: Install and test with PyMC v5 run: | pip install "pymc>=5.0.0" - pytest --cov=./calibr8 --cov-append --cov-report xml --cov-report term-missing calibr8 + pytest -v --cov=./calibr8 --cov-append --cov-report xml --cov-report term-missing calibr8 - name: Upload coverage uses: codecov/codecov-action@v6 with: file: ./coverage.xml - name: Test Wheel install and import run: | - python setup.py bdist_wheel + python -m build cd dist pip install calibr8*.whl python -c "import calibr8; print(calibr8.__version__)" diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index c3f271a..0aa0cd4 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -16,11 +16,11 @@ jobs: - name: Set up Python uses: actions/setup-python@v6 with: - python-version: "3.11" + python-version: "3.13" - name: Install dependencies run: | pip install -e . - pip install flake8 pytest pytest-cov twine wheel + pip install flake8 pytest pytest-cov twine build - name: Test with pytest run: | pytest --cov=./calibr8 --cov-append --cov-report xml --cov-report term-missing calibr8 @@ -30,7 +30,7 @@ jobs: pytest --cov=./calibr8 --cov-append --cov-report xml --cov-report term-missing calibr8 - name: Build package run: | - python setup.py sdist bdist_wheel + python -m build - name: Check version number match run: | echo "GITHUB_REF: ${GITHUB_REF}" diff --git a/.readthedocs.yml b/.readthedocs.yml index a527416..4e8177d 100644 --- a/.readthedocs.yml +++ b/.readthedocs.yml @@ -7,7 +7,7 @@ version: 2 # Set the OS, Python version and other tools you might need build: - os: ubuntu-22.04 + os: ubuntu-24.04 tools: python: "3.12" @@ -19,6 +19,5 @@ sphinx: python: install: - requirements: docs/requirements.txt - - requirements: requirements.txt - method: pip path: . diff --git a/calibr8/core.py b/calibr8/core.py index 97e50b9..1f7c041 100644 --- a/calibr8/core.py +++ b/calibr8/core.py @@ -6,6 +6,7 @@ """ import datetime +import importlib.metadata import inspect import json import logging @@ -20,7 +21,7 @@ from . import utils from .utils import DistributionType, pm -__version__ = "7.2.0" +__version__ = importlib.metadata.version(__package__ or __name__) _log = logging.getLogger("calibr8") diff --git a/notebooks/Advanced_Custom_Noise_Models.ipynb b/notebooks/Advanced_Custom_Noise_Models.ipynb index 313d9cc..ac9a10a 100644 --- a/notebooks/Advanced_Custom_Noise_Models.ipynb +++ b/notebooks/Advanced_Custom_Noise_Models.ipynb @@ -47,7 +47,8 @@ " @staticmethod\n", " def to_scipy(*params):\n", " return dict(mu=params[0])\n", - " \n", + "\n", + "\n", "# Note: A `PoissonNoise` model with optional PyMC support is already included in calibr8." ] }, @@ -70,9 +71,9 @@ "class CellCountCalibration(calibr8.ContinuousUnivariateModel, PoissonNoise):\n", " def __init__(self):\n", " super().__init__(\n", - " independent_key=\"cell dry weight [g/L]\",\n", - " dependent_key=\"cells counted [-]\",\n", - " theta_names=[\"slope\"]\n", + " independent_key=\"cell dry weight / g/L\",\n", + " dependent_key=\"cells counted / -\",\n", + " theta_names=[\"slope\"],\n", " )\n", "\n", " def predict_dependent(self, x, *, theta=None):\n", @@ -82,6 +83,7 @@ " # Always return a tuple 👇\n", " return (slope * x,)\n", "\n", + "\n", "ccc = CellCountCalibration()" ] }, @@ -132,14 +134,12 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -148,10 +148,7 @@ "\n", "xdense = numpy.linspace(0.01, 20, 1000)\n", "ydense = numpy.arange(0, 10)\n", - "p = ccc.scipy_dist.pmf(\n", - " ydense[:, None],\n", - " mu=ccc.predict_dependent(xdense)[0][None, :]\n", - ")\n", + "p = ccc.scipy_dist.pmf(ydense[:, None], mu=ccc.predict_dependent(xdense)[0][None, :])\n", "\n", "sm = ax.imshow(\n", " p[::-1, :],\n", @@ -163,9 +160,9 @@ ")\n", "cbar = pyplot.colorbar(\n", " sm,\n", - " cax=fig.add_axes([0.92,0.126,0.03,0.7545]),\n", + " cax=fig.add_axes([0.92, 0.126, 0.03, 0.7545]),\n", ")\n", - "cbar.set_label(\"probability of observation [-]\", rotation=270, labelpad=15)\n", + "cbar.set_label(\"probability of observation / -\", rotation=270, labelpad=15)\n", "ax.scatter(cdw, obs, marker=\"x\")\n", "ax.set(\n", " ylabel=ccc.dependent_key,\n", @@ -201,14 +198,12 @@ }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -220,24 +215,31 @@ " f\"and after observing {', '.join(map(str, yobs[:-1]))} and {yobs[-1]} cells, \"\n", " \"our posterior belief is that the \\ncell dry weight of our sample \"\n", " f\"is in the [{pst.hdi_lower:.2f}, {pst.hdi_upper:.2f}] g/L interval \"\n", - " f\"with a {pst.hdi_prob*100:.0f} % chance.\"\n", + " f\"with a {pst.hdi_prob * 100:.0f} % chance.\"\n", " )\n", - " \n", + "\n", " fig, ax = pyplot.subplots()\n", "\n", " pst_full = ccc.infer_independent(y=yobs, lower=0, upper=20)\n", " ax.plot(pst_full.eti_x, pst_full.eti_pdf, color=\"gray\")\n", - " ax.plot(pst.hdi_x, pst.hdi_pdf, lw=5, label=f\"{pst.hdi_prob*100:.0f} % HDI\", color=\"orange\")\n", + " ax.plot(\n", + " pst.hdi_x,\n", + " pst.hdi_pdf,\n", + " lw=5,\n", + " label=f\"{pst.hdi_prob * 100:.0f} % HDI\",\n", + " color=\"orange\",\n", + " )\n", " ax.set(\n", " ylim=(0, None),\n", - " ylabel=\"posterior probability [-]\",\n", + " ylabel=\"posterior probability / -\",\n", " xlim=(0, 20),\n", - " xlabel=\"cell dry weight [g/L]\",\n", + " xlabel=\"cell dry weight / g/L\",\n", " )\n", " ax.legend()\n", "\n", " pyplot.show()\n", "\n", + "\n", "yobs = [4, 5]\n", "pst = ccc.infer_independent(y=yobs, lower=0, upper=20, ci_prob=0.9)\n", "show_posterior(pst, yobs)" @@ -267,14 +269,12 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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goJJ2O0exyIUxwCIi0ovLfwNJ+7Tbqw+HoXj6WJ/SPPEtcCPZkT0ichgGWEREeiE1orQE1gXKN4Xh1Hgke1NqSzKuWv+eiQyMARYRkR5kZQInv9dur3afPiu330zpKkDl/tanCWVqlMjFMMAiItKDs38A1+K126OHwrBkE2gtSXuzE96JXAwDLCIi3awe1BDaEShTFYYV3g0oU0O7/egXjuwNkUMwwCIicrbMNOD0Yu32qvfB0CQHq9ZI7fZT84AbKY7sEZHdMcAiInK2hN+BG0mW2zx9gSgr284YRbXhgIe3drJ7LCu7k2thgEVE5GyxP2m3hfcAfMvD8PxDgEgrye6cJiQXwwCLiMiZMtOBWCvTg64wemVW/SHttvPrgeTDjuwNkWsHWDNmzEC1atXg7++PZs2aYf369ZrnxsfHY+jQoYiJiYGnpydGjy64DcNXX30FDw+PArfr168X+3mJiOy6evDGZe1CnVIN3VVU6mm9svvxrxzZGyLXDbDmzZungqQXX3wRu3btQocOHdC7d2+cOnXK4vlpaWkICQlR5zdq1EjzcQMDA1UwlvsmgVRxn5eIyG5OWZse7A74lnOdi+/pDVQbpt1+7KvsemBELsCpAdaUKVMwYsQIPPzww6hbty6mTp2KKlWqYObMmRbPr1q1Kj788EMMGzYMQUFBmo8rI1bh4eF5biV5XiIiu8i6YX31YNRdrnfhqz+o3XbtDJCwypG9IXK9ACs9PR07duxAjx498hyX+5s2lazoXEpKCqKjoxEZGYm+ffuqUaqSPq+MniUnJ+e5ERGVSMIfQPpF95geNAuMAULaabdz6xxyEU4LsBITE5GZmYmwsLA8x+V+QkJCsR+3Tp06Kg9r6dKlmDt3rpoabNeuHQ4fPlyi5508ebIaNTPfZMSLiKhErJUmCOvmGqsHi5rsLiN6rIlFLsDpSe4ynZebyWQqcKwoWrdujfvuu0/laElu1Y8//ojatWvjo48+KtHzTpgwAUlJSTm32NjYYveRiEjlGp1e4h6rBy19b17/y4vNIzPV+rQpkUE4LcAKDg6Gl5dXgVGjc+fOFRhdKglZbdiiRYucEaziPq+fn59Kns99IyIqtgtbgbTzltukIGfkQNe9uD6BQOUBxds2iMggnBZg+fr6qvIIq1evznNc7rdt29ZmzyMjU7t370alSpUc+rxERFbFLdVuC+sM+FVw7QtY9V7tNkl0v3bWkb0hsjmNfQscY+zYsbj//vvRvHlztGnTBp9++qkqlTBy5Micabm4uDjMmTMn52skWDInsp8/f17dl6CpXr166virr76qpglr1aqlEtGnTZumzpk+fXqhn5eIyO5OWwmwKlupeO5KNbF8K1hO8jdlZe9PGPO0M3pGZPwAa/Dgwbhw4QImTZqkalU1aNAAy5cvVysAhRzLX5uqSZMmOZ/LasDvv/9enX/ixAl17PLly3j00UfVFKAko8v5f/75J1q2bFno5yUisiupWJ58QLu9cj/XfwG8fIHowcDhmdqrCRlgkYF5mGQOjYpMRsckgJOEd+ZjEVGRHHgf2PWs5bZyDYE+f7vHBT2/EVjdXru970EgsLYje0RuINlB799OX0VIROR2rOVfuWLtKy3BbYHSVbXbmexOBsYAi4jIkdIuAOc3uHf+lZmUxrGW7C4BFidZyKAYYBEROVLcsuwkbksCIoAKTd3r9bAWYKUcBS5sc2RviGyGARYRkV6mByW53cPN/iwH1QXKNy3eZthEOuZmv8lERE6UmQ7Er9Rud6fpwdyqDtVuO/UjpwnJkBhgERE5SuJGICPFcpt3aSC8i3u+FlF3abelxmZXvScyGAZYRESOcmaFdlt4N+39+Vxd6SgguI12+8kfHdkbIptggEVE5Cjxv2q3Vert3q9D1N3abbE/aS8MINIpBlhERI6Qehq4vEe7PaKXe78OUXdav3aJWxzZG6ISY4BFROQI1pLbA+sCpd18q65SkUBIO+vJ7kQGwgCLiMgRzliZHoxw8+nBwkwTSrkGThOSgTDAIiKyt6wbQMJq7XYGWNmqDJLy7pav0bUzwPlNdnl5iOyBARYRkb1J/tCNZMttXqWAkA58DUSpykCIlc2fOU1IBsIAi4jImdODYV0ALz++BoVaTTgfyMrktSJDYIBFRGRv8VbqX3F6MK8oa9OE8dnFWokMgAEWEZE9XUsALu3Sbnf38gz5BVQCQjtqt7PoKBkEAywiImeNXpWtDZSpzuufX/Rg7WtyejFXE5IhMMAiInLW9jicHrQs8g4r04RxwIXtNnlpiOyJARYRkb1I3aazv2u3u/v2OFoCwqyvJjy9yJG9ISoWBlhERPZy+R8gLVHjr6+f9Vwjd1fldu22UwsAk8mRvSEqMgZYRET2kvCbdltoB8A7gNdeS6SVACvlCJC0j9eOdI0BFhGRMwKs8G687taUqQqUb6rdHstpQtI3BlhERPaQmQac+1O7nQFWyaYJTy8s1stC5CgMsIiI7CFxM5B5zXKbbwWgXGNe95upIqsJNVzaDaQc5zUk3WKARUTk6OlB2R7H04vX/WYC6wKBMdrtnCYkHWOARURkD8y/KjkPD+vJ7pwmJB1jgEVEZGvpl4GLVophMv/KNtOE5zdlb0VEpEMMsIiIbO3sWu3tXEpX5fY4RVGhOVAqUqPRBJxeUvTXh8gBGGARETl6elCmvsg204SxXE1I+sQAi4jI1s6y/pXDpgnP/gGkX7Lt8xHZAAMsIiJbuhoLJB+0voKQikb2JfQLttxmygDifuEVJd1hgEVEZEvWNncu3xjwD+H1LipPb6Byf+125mGRDjHAIiKypbNrtNu4etA+04TxK4DM6yV4cCLbY4BFRGQrJlP2CkItYV15rYsrvCvgXdpyW8ZV64EtkRMwwCIispWrx4HUU5bbPLyyc4moeLz8gUq9tNs5TUiuFGAFBgbi2LFjtusNEZGRWRu9qtAC8CnjyN64Hmt5WHE/a9ceIzJagGWS4XAiIspmdXqwM69SSVW+DfDQeNu6dga4uIPXmHSDU4RERLYg/3Ces5IHFMoAq8T8KlqfZj29tOTPQaSHAOu+++5T04RERG4v5RiQetryZfDwBkLauf0lsonKA7Tb4rhtDrlIgDVz5kwEB2sUfyMicifnrEwPVmT+lc1EWsnDurwHSDluu+ciMvIU4YwZM1CtWjX4+/ujWbNmWL9+vea58fHxGDp0KGJiYuDp6YnRo0cXOOezzz5Dhw4dUL58eXXr1q0btm3blueciRMnwsPDI88tPDzcLt8fEbkJa2UCOD1oO2VrAkH1tNs5TUg64dQAa968eSpIevHFF7Fr1y4VGPXu3RunTlle5pyWloaQkBB1fqNGjSyes3btWtxzzz1Ys2YNNm/ejKioKPTo0QNxcXF5zqtfv74K2My3PXv22OV7JCI3cNP6V8y/ctxqQuZhkT54mJy4FLBVq1Zo2rSpmmo0q1u3LgYOHIjJkydb/drOnTujcePGmDp1qtXzMjMz1UjWxx9/jGHDhuWMYC1evBi7d+8udF8luJObWXJyMqpUqYKkpCTmoRG5uytHgJ9raedf3XVZu0gmFV3iFmBVG43r7QUMOg/4lueVJYvk/TsoKMju79+FHsFatWoVbty4YbMnTk9Px44dO9ToUm5yf9OmTTZ7ntTUVNXvChUq5Dl++PBhREREqOnJIUOG3LSelwR88oKYbxJcEREp1kavKrZkcGVrck39wyy3mTKBM7/yB5OcrtAB1siRI9X03ODBg/H999/j8uXLJXrixMRENboUFpb3l0TuJyQkwFbGjx+PypUrq1ys3CNnc+bMwcqVK1XOljxf27ZtceHCBc3HmTBhgop2zbfY2Fib9ZGIXDj/itODtie1sCr3025nVXcyUoAlIzx//vknbrnlFjUtJ0nhXbt2xbRp03DixIlid0ASzHOTGcv8x4rrnXfewdy5c7Fw4UKVRG8meV6DBg1S34sEXsuWLVPHv/76a83H8vPzU0OJuW9ERNn1r6yMYDHB3fF5WDKClZlupycmskOSe8OGDfHSSy+pVXkScN11111YsWKFypuSpPP//ve/+Ouvvwr1WFLewcvLq8Bo1blz5wqMahXHe++9hzfffFNNbUq/rSldurQKtmTakIioyPlXUkXcEk8fIKQtL6g9hHcDvEpZbsu4Yj3oJdLzKkLJX5Jpw+XLl6vpPgmuZCSrV69eKrC5GV9fX1WWYfXq1XmOy32ZriuJd999F6+99poK/po3b37T8yV5/cCBA6hUqVKJnpeI3JC16u3Mv7If7wCgUt4c3jxYroGczNsWDyIjQDLlJresrCyruUy5jR07Fvfff78Kgtq0aYNPP/1UlWiQwM2c9yTlFSRfysy88i8lJQXnz59X9yVYq1evXs604Msvv6zyxKpWrZozQlamTBl1E88++yz69eunSjjIiNnrr7+uVhUMHz7cFpeDiNyJtQR3Tg/af5rw9GLtcg3NP5I8FDt3gsiOAVZuUgBUkuELQxLmJRibNGmSqkXVoEEDNSIWHR2t2uVY/ppYTZo0yflcViFKICXnm/PApHCprFC8884783zdK6+8osoziNOnT6taWTLyJn1t3bo1tmzZkvO8REQ2yb9igrt9Ve4rmbzyQhRsS40FLu0GKvzvPYPIbepgGZmj6mgQkY4lHwR+qaOdf3Wn1L/SyBMi21jdHji/0XJbg1eAhtn/WBPptg4WEREVpf5VKwZXjsDNn0mnGGARERXXee29U5l/pYPNn2WK8CprFpJBAizZokaSzq9du2afHhERGcX5DdptYZ0c2RP3FRiTfdMS97Mje0NU/ABLSis8//zzqtDoI488opLDiYjcjoyMXD2pvR9exdaO7pH7slbVnQEWGSXAev/993NKJ0iZhI4dO6oSCVLY8+zZs/bpJRGRkUavyjcBfLLLwpCTq7qf/QO4cYUvAxkjB0sqsA8YMACLFy9WwdbQoUNV7SnZAHngwIH4448/bN9TIiKj5F+FdHBkTyi4DeBX0fJ1yEoH4lfxGpGxktxlyxyp4C6jV6GhoaowqHyUIp5SzJOIyC1HsELbO7In5OkNRNymfR2k6CiR3gMsqXwu04RSFLRDhw5qmvCHH35QhT5fffVVVY19yZIlmDVrln16TETkbOmXgMt7tdtDGGDpKg/rzDIgK9ORvSEqeiX3yMhI1KhRAw899BAeeOABi1XbW7ZsiRYtWvDyEpFrOr/JcvVwUbY24B/q6B5RpZ6Ap2/2lGB+aReAxM0cWSR9B1i///67GrmyRiqjrlljZQNUIiKXrX/F/Cun8CkLhN0KxK/Unibk1C3peYpQ9vS7fPmyxdLzXbp0sVW/iIiMmX/F6UF9riZkuQbSe4C1bt06tZlyftevX8f69Vb+qyMicgWZ14EL27XbuYLQyZs/a0j+F0g+5MjekJsr9BThP//8oz7K3tD79+9HQkJCTltmZiZWrFiBypUr26eXRER6IcGVpTwf4R8OlKnu6B6RWekooHzj7C1ytEaxAp/h9SJ9BViNGzeGh4eHulmaCgwICMBHH31k6/4RERkr/8rDw5G9IUvThJoB1lKgLgMs0lmAdfz4cTV6Vb16dVX/KvfqQV9fX1X/SgqQEhG5tHPMv9J9uYa9kyy3nd+YvaJQqygpkTMCrOjoaPUxKyvLls9PRGQcUkspcaN2O/OvnK9CUyAgArh2pmCbKRM48ytQ7T5n9IzcTKECrKVLl6J3797w8fFRn1vTv7+VVRxEREaWtBe4kWy5zbssUK6ho3tE+Xl4Zo9iHflEe5qQARbpJcCS/QUlqV2mAeVzLZKfJQnvREQu6Zy1/QfbAp5Mk9BNHpZWgHVmBZCZDnj5OrpX5GYKFWDlnhbkFCERuS3WvzKG8C6AVykgM7VgW8YV4Nw6oFJ3Z/SM3EiJNnsmInIbJpP1FYTMv9IPL3+gUg/tdm7+THoZwZo2bVqhH/Dpp58uSX+IiPTp6gnLidPC0weo2NLRPaKbTROeXmy57fRSoNk0ltQg5wdYH3zwQaEeTHKwGGARkdvlX1VoDngHOLI3dDOVb5N3JcubcqeeAi7vAcpzUQI5OcCSGlhERG6N+VfG4h8KBLcGEjdrTxMywCI7Yg4WEVFhMP/KtTZ/lmlCImePYI0dOxavvfYaSpcurT63ZsqUKbbqGxGRPlw/n71ZsLUSDaQ/kf2BvydYbru4HUg9A5SKcHSvyE0UKsDatWsXbty4kfO5tRwsIiKXI1usaAmqz61X9Cqwbvbm2ynHLLefWQbUfMTRvSI3UagAa82aNRY/JyJyC1bzrzo4sidUFPJPv0wTHpyqPU3IAIv0mIMVGxuL06dP2643RESGy79q78ieUHGmCbWc/Q3IsFCMlMgZAVZGRgZefvllBAUFoWrVqmoTaPn8pZdeyplGJCJyGRlXgYs7tdtDOYKlaxIA+wRZbsu8DiT85ugekZso1BRhbv/5z3+waNEivPPOO2jTpo06tnnzZkycOBGJiYmYNWuWPfpJROQciVsBU4bltlJVgNJRju4RFYUUgY3oA5ycq12uwdooF5GjAqy5c+fihx9+QO/evXOONWzYEFFRURgyZAgDLCJyLcy/Mj7Jw9IMsH4GTFmAB6sWkW0V+SfK399fTQ3mJ8d8fbk7ORG5Uf5VKPOvDCGiF+ChMZ5w/RxwYZuje0RuoMgB1pNPPqlqYqWlpeUck8/feOMNNX1IROQysjK0K4ELriA0Bt9yQGhH7XYZxSJyxhThHXfckef+b7/9hsjISDRq1Ejd//vvv5Geno6uXbvaun9ERM5zaXd2krslvuWBoHqO7hGVZJrw7B/a5RoavcFrS44PsGSVYG6DBg3Kc79KlSq27RURkd6nB4PbMW/HSCL7ATtHW25L2gukHAfKVHN0r8jdA6wvv/zS/j0hIjJSgjvzr4xFKrpL1f2kfdrThDFPO7pX5MK4bIKIyBKTCThnrcAo618ZDjd/Jj2XaRDz58/Hjz/+iFOnTqncq9x27rRSkI+IyCiuHAbSzltu8/QDKjRzdI+opKTe1f7JltvOrQPSL2cnxBM5YwRr2rRpePDBBxEaGqo2fm7ZsiUqVqyIY8eO5amNRUTkuvlXrQAvP0f2hmyhYkvAP9RymxSTPbOC15mcF2DNmDEDn376KT7++GNV9+r555/H6tWr8fTTTyMpKQnFebxq1aqp+lrNmjXD+vXaf9Ti4+MxdOhQxMTEwNPTE6NHW05YXLBgAerVqwc/Pz/1USrPl+R5icgNWS0wyvpXhiTFRCP6arezXAM5M8CSacG2bduqzwMCAnDlyhX1+f3336+qvBfFvHnzVJD04osvqtGwDh06qFEweQ5LpN5WSEiIOt9cIiI/2bZn8ODBqj9SPkI+3n333di6dWuxn5eI3BDzr1yTtW1xziwHsrinLjkpwAoPD8eFCxfU57LR85YtW9Tnx48fh0mSQotgypQpGDFiBB5++GHUrVsXU6dOVSUfZs6cafF8qRb/4YcfYtiwYQVKR5jJY3Tv3h0TJkxAnTp11EepzyXHi/u8RORmrsUDKUc1Gj2A4Ox9WMmAwrsBXv6W225ctj5ySWTPAKtLly74+efsqrcSpIwZM0YFNDJqdPvttxf6cSQ5fseOHejRo0ee43J/06ZNKC4Zwcr/mD179sx5zOI+r4yeJScn57kRkYuy9iZbvhHga/kfPDIA79JAWDftdik6SuSMVYSSf5WVlaU+HzlyJCpUqIANGzagX79+6n5hJSYmIjMzE2FhYXmOy/2EhAQUl3yttccs7vNOnjwZr776arH7RUQGco75Vy5fdPTML9p5WE2nAB4eju4VuXuAJcnlcjOT/Ca5FZdHvh9imWbMf8wej1nU55WpxrFjx+bclxEsVrAncsMVhKx/ZXzWEt1lajj5ALdBIufUwbp06RJmz56NAwcOqKBE8pikdIOMZhVWcHAwvLy8CowanTt3rsDoUlFzxKw9ZnGfV1Ykyo2IXNyNZODy39rtXEFofKUigAotgIvbtacJuc8kOToHa926daq8gdTDkkDr4sWL6nM5Jm2FJSUepDyClHjITe6bVykWR5s2bQo85qpVq3Ie017PS0Qu4vxmwJSdBmFxuxV5cybjq9xPu43lGsgZI1hPPvmkmhKUFXcyEiQkp+mJJ55QbXv37i30Y8mUm5RRaN68uQqMJL9LSiWYc7lkWi4uLg5z5szJ+Zrdu3erjykpKTh//ry6L0GT1LsSo0aNQseOHfH2229jwIABWLJkCX777TeVJ1bY5yUiN8b6V+5TrmHPfy23JW4Grp/TLkpKZI8A6+jRo6qQpzm4EvK5BC25A6HCkJWHUvJh0qRJqohogwYNsHz5clX+Qcix/LWpmjRpkvO5rAb8/vvv1fknTpxQx2QU6ocffsBLL72El19+GTVq1FB1r1q1alXo5yUiN8b8K/dQriFQKgpItVT/0ATELQNqPOiEjpGr8DAVsXhVu3bt8Nxzz2HgwIF5ji9evFiNGkmZBHcgSe5Si0uq1wcGBjq7O0RkC5npwPwgIPO65fbbJPm5Dq+1q/jrKeDQx5bbIgcCHQvuAkLGl+yg9+9CjWD9888/OZ/LljgyDXfkyBG0bt1aHZNio9OnT8dbb71lt44SEdndxR3awZVfMBAYwxfB1fKwtAKs+FXZPwtaRUmJbDGCJWUZZLXgzU6VcyQfyx1wBIvIBe1/F9j9vOU2jmi4nsw0YEEIkJG95VsBnZYBlfs4ulfkTiNYsg0OEZHLY/6Ve/HyAyJ6Aad+stwet5QBFtk3wGLyNxG5PCnNcH6jdntoB0f2hhw5TagZYP0MmGayqjs5rtCorCSUDZJzFxqVvCxZsUdEZEhJB4D0i5bbvEoB5Rs7ukfkCBF9AA9Py7XPrp0BLu0EKjTja0H2LzS6cuVKVXNq27ZtaNiwoSpxsHXrVtSvX79A8U4iIpeofxXcBvD0cWRvyFH8Klqvzs/Nn8lRI1jjx4/HmDFjCqwYlOPjxo1D9+7di9sXIiKd5l9ZeQMm46vcHzj3p3YeVsNXHd0jcscRLJkWHDFiRIHjDz30EPbv32+rfhER6WcEi/lX7rttzqXdwNVYR/aGXESRA6yQkJCc7Wpyk2OhodxWgIgMSN5Ar5603ObhBVT8304Q5IICa1uvcca9CckRU4SPPPIIHn30URw7dkxtSyNJ7rLPn1Rxf+aZZ4rTByIi/Y5elW8K+JRxZG/IWdOEye9qTxPWfsLRPSJ3C7Bkf7+yZcvi/fffV5sxi4iICEycOFFVeSciMhzmX5FMEx7QCLDOrgFuXAF8yvI6kX0CrIyMDHz33Xe45557VKL7lSvZ1W8l4CIiMizmX5GsFJUVhWkXCl6LrPTsrXOiBvE6kX1ysLy9vfH4448jLS0tJ7BicEVEhpZ+Cbi8V7s9pJ0je0PO4ukNRNym3S7ThET2THJv1aoVdu3aVdQvIyLSp/ObpIy75TZJfPbn4h23ysPScmYZkOUee+2Sk3KwnnjiCZXMfvr0aTRr1gylS5fO0y7FR4mIDIP5V2RWqQfg6Zs9JZifTB0mbgZCWRON7BRgDR48WH3MndAuKwlNJpP6mJnJCJ+IDOQcC4zS/5Mk9rBbgfiV2tOEDLDIXgHW8ePHi/olRET6lHENuLhduz20oyN7Q3qZJtQKsE4vBhq/zc2fyT4BVnR0dFG/hIhIny5sBbJuWG4LiABKV3N0j8jZKvcF/nrSctuVw0DSfqBcfUf3itwhwBIHDx7ERx99pLbNkWnBOnXq4KmnnkJMjJVKuEREhpoe7MCRCndUOgoo3wS4pLGYK3YBAyyyzyrC+fPno0GDBtixYwcaNWqkktp37typjv30009FfTgiIn0muHP/QfdV5Q7tttiFjuwJGZiHSbLTi6B69eq47777MGnSpDzHX3nlFXzzzTdqCx13kJycjKCgICQlJSEwMNDZ3SGiosrKAOaXBzJSLLf3/hsoz1XRbinpALCsnnZ7vyNA2RqO7BEZ8P27yCNYCQkJGDZsWIHjEnRJGxGRIVzarR1c+ZQDyjVwdI9IL4LqAoF1tNtPL3Jkb8igihxgde7cGevXFxxWlw2fO3ToYKt+ERE5sf5VO8CjyH8eyZVwmpAcneTev39/jBs3TuVgtW7dWh3bsmWLyr969dVXsXTp0jznEhEZLsGd+VckAda+Ny1fByk4mhoHlKrM60S2y8Hy9Czcf3WuXnSUOVhEBiZ/9haGAWnnLbd33wiEtHV0r0hvPyNLqgKppyy3N/8YqK1RzoF0Tbc5WFlZWYW6uXJwRUQGl3xQO7jy8gcqNHd0j0hvPDw4TUglwiQDInI/1vKvKrYCvHwd2RsyYh7WuXXA9URH9oYMhgEWEbmfmxUYJRLBbQH/MMvXwpQJxP3M60SaGGARkfuxWmCU+w/S//P0AiIHal8OqepOpIEBFhG5l9TTwNUTlts8vIDgNo7uERl1mjBhNXAj2ZG9IVcNsDIyMvD111+zoCgRueb0oOxB51PGkb0hvQvtnF141pKsdCBuuaN7RK4YYHl7e+Pxxx9HWlqa/XpEROS0AqPMv6J8ZMFD5X7al+U09yYkG00RtmrVCrt37y7qlxER6QMLjJItpwnPLAcyrvGaUskruT/xxBMYO3YsYmNj0axZM5QuXTpPe8OG3ByViHQq7SKQtFe7PaS9I3tDRlGpJ+BVCshMLdiWcRVIWAVEDnBGz8iVAqzBgwerj08//XSequ1SEN7Vq7cTkcGd36jdJpv7+oc4sjdkFN4BQEQfIHa+5fZTPzHAopIHWMePHy/qlxAR6QPzr6gk04RaAdbppUDm9exdAIiKG2BFR0cX9UuIiPSB+VdUXJX7Ap5+QJaFRV4ZV4D4lRzFopLXwTp69CieeuopdOvWDd27d1fThXKMiEi3JFfm4l/a7VxBSNb4lAUiemu3n/yR149KFmCtXLkS9erVw7Zt21RCe4MGDbB161bUr18fq1evLurDERE5RuJWwJRhua1UJFCao/N0E1F3a7fFLeVqQirZFOH48eMxZswYvPXWWwWOjxs3To1oEREZLv/Kw8ORvSGjThNKnpXkW+WXkQLErwCq3O6MnpErjGAdOHAAI0aMKHD8oYcewv79+4vcgRkzZqBatWrw9/dXZR/Wr7fyRxDAunXr1HlyfvXq1TFr1qw87Z07d1arGfPfbrvttpxzJk6cWKA9PDy8yH0nIlfJv+L+g1TYacI+2u2nOE1IJQiwQkJCLBYalWOhoaFFeqx58+Zh9OjRePHFF7Fr1y506NABvXv3xqlTpzRXMPbp00edJ+e/8MILKv9rwYL/bbi5cOFCxMfH59z27t0LLy8v3HXXXXkeS6Y0c5+3Z8+eIvWdiAwkMw1I3KTdzvwrssk04c9AhoVaWeSWijxF+Mgjj+DRRx/FsWPH0LZtWzX6s2HDBrz99tt45plnivRYU6ZMUaNhDz/8sLo/depUleM1c+ZMTJ48ucD5MloVFRWlzhN169bFX3/9hffeew+DBg1SxypUqJDna3744QeUKlWqQIAl2/5w1IrITVzYDmRqVNv2CwaC6jq6R2RUEbcBXgGWf55kIcWZX4Go7Pcjcm9FDrBefvlllC1bFu+//z4mTJigjkVERKhpt9zFR28mPT0dO3bsULlbufXo0QObNln+T3Pz5s2qPbeePXti9uzZuHHjBnx8fAp8jbQNGTKkQMX5w4cPq377+fmp7X/efPNNNeWoRfZfzL0HY3Iyd1AnMoxz66xPD3oUa0E1uSPZDFyCLM2ioz8ywCKlyH9VZMRKktxPnz6NpKQkdZPPR40apdoKKzExUVV9DwsLy3Nc7ickJFj8Gjlu6fyMjAz1ePnJSkeZIjSPkJlJQDVnzhw1WvbZZ5+px5XRuAsXLmj2V0bUgoKCcm5VqlQp9PdKRE52bq12W2hnR/aEXEG0tWnCX7JHssjtlejfNhnJkltJ5A/KzFvuFOV8S8fNo1dSRqJly5Z5jkuel0wp3nLLLaqW17Jly9Txr7/+WvN5ZbTOHFDKTfZiJCIDyEwHzlvJvwpjgEVFJInusjehxZ+31OwNoMntFWqKsGnTpvj9999Rvnx5NGnSxGoAtHPnzkJd1ODgYJV8nn+06ty5cwVGqcwkZ8rS+ZJPVbFixTzHU1NTVf7VpEmTbtoXmT6UYEumDbXIVKLciMhgpLiopU16hW8FIKi+o3tERuddOrtkg9aqQdmbMCpv3i+5n0IFWAMGDMgJLgYOHGiTJ/b19VXlFqQ46e23/69uiNyX57OkTZs2+Pnnn/McW7VqFZo3b14g/+rHH39UOVP33XffTfsi50n5CVmdSETuND3YiflXVPzVhFoBlnmaUAIxcluFCrBeeeUV9VFypqTOlFRwl9Gskho7dizuv/9+FSBJ8PTpp5+qEg0jR47MmZaLi4tT+VJCjn/88cfq62Q1oyS9yzTg3LlzCzy2HJdgMP/Ilnj22WfRr18/tSJRRsBef/11lbQ+fPjwEn9PRKQzZ60luHdyZE/Ilci2ORJAWcq3khWGEmRFD3ZGz8iIqwhlSk9W7clojy0CrMGDB6vEcpnGk1pUki+1fPnynA2l5VjumlhSkFTaJcl++vTpahXgtGnTcko0mB06dEiVjpDRLUskKf+ee+5RifFS16t169bYsmULN7ImcjVZN4DEjdrtzL+i4vIuBVTuB5z8wXL7ie8ZYLk5D5M5S7yQWrRoobbJ6dq1K9yZjHjJakJJeA8MDHR2d4jIksQtwKo2lq+Nb3lgUCKnCKn4YhcB6++w3ObpA9yeAPjlrc1I7vP+XeRVhG+88YaaYvvll1/UCJN0NPeNiEg3zlrLv2L9K7LBNKFPoPboqVatLHILRS402qtXL/Wxf//+eVYTmssrSJ4WEZEusP4V2ZNs/FxlEHDsS+1pwpqP8jVwU0UOsNasWWOfnhAR2ZKMIJxn/hXZWdV7tQMs2UHgaixQmoWp3VGRA6xOnbjqhogM4OJOICPFcptPOSDoFkf3iFyR7AQQUAm4Fm+5XZLg6z3n6F6RUSu5r1+/XtWXku1lpIyC+Oabb9TKPSIiQ+w/6OnlyN6Qq5Kfo6gh2u0nvnNkb8jIAdaCBQtUqYaAgABVtd28AfKVK1fUhslERPpPcOdIPNlQ1aHabZf/Bi7v4+V2Q0UOsKQo56xZs9Qmybmrp8toVmG3ySEisqusDOD8eu121r8iW6rQDChbW7v95Pe83m6oyAHWwYMH0bFjxwLHpZbE5cuXbdUvIqLiu7TLSv5VEFCuEa8u2Y6sqLc2iiWrCYtWcpLcMcCqVKkSjhw5UuC45F9Vr17dVv0iIrLP9GBIB+Zfke1FWwmwrp4AEjfzqruZIgdYjz32GEaNGoWtW7equldnzpzBd999p4qPPvHEE/bpJRFRUZy1Uk6G04NkD4G1gAotrI9ikVspcpmG559/XpWXv/XWW3H9+nU1Xejn56cCrP/85z/26SURUWFlpgPn/9RuZ4I72bMm1sXtlttOzQOafZC9hQ65hSLvRWiWmpqK/fv3IysrC/Xq1UOZMmXgTrgXIZFOSXHR1e2161/J/oMs0UD2cC0BWFwZMGVZbu+0DKjch9feyXS7F+FDDz2kSjKUKlUKzZs3R8uWLVVwdfXqVdVGRORUCb9bnx5kcEX2EhAOhHXVbj8+h9fejRQ5wPr6669x7dq1Asfl2Jw5/OEhIic7ay3A6uLInpA7sraa8PRiIP2SI3tDRgiwZEhNhtNkRlFGsOS++Xbp0iUsX74coaGh9u0tEZE1GVetr9YKtzK6QGQLVe4AvAIst2WlASd/5HV2E4VOci9XrpxaNSi32rULFlST46+++qqt+0dEVHjnNmRv8myJ7BcXWJdXk+zLJxCoMgg48a3l9mNfAbUe46vgBgodYK1Zs0aNXnXp0kVtl1OhQoWcNl9fX0RHRyMiIsJe/SQiKvn0oBSEJLK36g9oB1gXtgDJB4HAGL4OLq7QAVanTtl7dx0/fhxRUVFqxIqIyDgJ7pweJAcJuxUoVQVIjbXcfuxroDH37nV1RU5yP3DgADZu3Jhzf/r06WjcuDGGDh2qcrGIiJwi7WL2FjlamH9FjuLhCVQbpt1+4hsgK5Ovh4srcoD13HPPqcR2sWfPHowdOxZ9+vTBsWPH1OdERM6r3q5R1q9MTaB0lKN7RO7MWoCVeho4+4cje0NGCLBkilAKiwrJxerXrx/efPNNzJgxA7/++qs9+khEVLL8K45ekaMF1gaC22q3H//akb0hIwRYktAuVdzFb7/9hh49eqjPJendPLJFRKSr/CsGWOQM1Ydrt8UuBG7wPdOVFTnAat++vZoKfO2117Bt2zbcdttt6vihQ4cQGRlpjz4SEVknUy5XDmm3h97KK0iOF3U34OVvuS3zGnDqJ0f3iPQcYH388cfw9vbG/PnzMXPmTFSuXFkdl+nBXr162aOPRETFH70q3xjwD+YVJMfzLQdEDtRuP/qFI3tDei3TYCYlGn755ZcCxz/44ANb9YmIyIblGbg9DjlRtQeAkz9YbkvcBFzeB5Sr7+hekR4DLJGZmYnFixerkg1SD6tu3boYMGAAvLy8bN9DIiJrTKabFBhl/StyovBuQEAEcO2M5fajnwPNOEDhioocYB05ckSVZYiLi0NMTIyq7i75V1WqVMGyZctQo0YN+/SUiMiS5APab14e3kBoR143ch5PL6D6g8C+Nyy3H58DNJ6snatF7pOD9fTTT6sgKjY2Fjt37sSuXbtw6tQpVKtWTbURETlU/ErttuBWgE8ZR/aGqKAaI7SvSvrF7BWF5HKKHGCtW7cO77zzTp69CCtWrIi33npLtRER6SbACs8uI0PkVGWqWf9ZPPKZI3tDeg2w/Pz8cOXKlQLHU1JSVI0sIiKHybgGnLPyj12lnnwxSB9qPqLddm4tkGylzAi5R4DVt29fPProo9i6davKv5Lbli1bMHLkSPTv398+vSQisuT8eiDzuuVr41sBqNCc1430oXJ/wC9Eu12S3cm9A6xp06apHKw2bdrA399f3dq1a4eaNWviww8/tE8viYiKPD3YLTvBmEgPvHyB6g9otx/7CshMd2SPSG+rCMuVK4clS5bg8OHDqkyDkL0JJcAiItJNgMXpQdKbGg8DB9613JZ2HohbCkTd6ehekZ7qYIlatWrlBFVSC4uIyKFS44CkfdrtlZjgTjrcADq0c3bOlVayOwMs950iFLNnz0aDBg1ypgjl888/5/wxETlQ/CrttqD6QCnujUoGS3ZPWAVcOerI3pCeRrBefvlltS3OU089pfKwxObNmzFmzBicOHECr7/+uj36SUSUF6cHyYiq3JG9AEPqX1lyeCbQ9D1H94rswMMkywCLIDg4GB999BHuueeePMfnzp2rgq7ExES4g+TkZAQFBSEpKQmBgYHO7g6Re8nKBBaGar9J3bqSU4SkXzvGAAenWm7zKQfcHgd4l3J0r9xGsoPevz2Lsw9h8+YFlz43a9YMGRkZtuoXEZG2izu0gyvZciSkA68e6VetkdptNy4DJ753ZG9ILwHWfffdh5kzZxY4/umnn+Lee++1Vb+IiIo3PRjSEfAO4NUj/QqMAcK7a7cf+jh7E3Nyv1WEkuS+atUqtG7dWt2XQqOyN+GwYcMwduzYnPOmTJliu54SEZklsDwDGVzt/wAJqy23Xf4bOL8RCG3v6F6RM0ew9u7di6ZNmyIkJARHjx5VN/lcjkmbbP4st927dxfq8WbMmKE2ipbViDLNuH79eqvny36Hcp6cX716dcyaNStP+1dffaXKRuS/Xb9+vUTPS0Q6kXYBSNys3c76V2QEEbcBpaOtj2KRe41grVmzxmZPPm/ePIwePVoFO1IN/pNPPkHv3r2xf/9+REVFFTj/+PHj6NOnDx555BF8++232LhxI5544gkV4A0aNCjnPElaO3jwYJ6vlUCquM9LRDpyZgVgyrLcJqUZguo5ukdERSe7DNR6Atg9znJ77AIg9QxQKoJX111WEdpSq1at1MhX7pyuunXrYuDAgZg8eXKB88eNG4elS5fmVJAXsgfi33//rUpFmEewJHi6fPmyzZ5XpKWlqVvuVQhVqlThKkIiR9s4FDg513JbzZFAy4I5okS6HY1dHKm9n2aDV4CGEx3dK5eXrNdVhLaSnp6OHTt2oEePvNWW5f6mTZssfo0EUfnP79mzJ/766y/cuHEj51hKSgqio6MRGRmpNqeWKcuSPK+QwEteEPNNgisicrCsDODMr9rtlW9zZG+ISsavIhCdt+RRHkc+4f6EBua0AEvqZUnJh7CwsDzH5X5CQoLFr5Hjls6X8hDm+lt16tRRo1gy0iW1ucybUcveicV9XjFhwgQV7ZpvktRPRA4muVeyjF2rPENYF0f3iKjkye5aridkTxWSe+1FaCv59zGUGUtrextaOj/3cVnZaF7dKCS4kulAKY46bdq0Yj+vn5+fuhGRE8X9ot0mwRWLM5LRVGgKBLfRXrjx7wdA9BB503J0z8ioI1hSEd7Ly6vAqNG5c+cKjC6ZhYeHWzzf29sbFStWtPg1np6eaNGiRc4IVnGel4h04swy66uyiFxtFOvidiBRO32F9MtpAZavr68qj7B6dd46IHK/bdu2Fr9G9j7Mf77U45LK8j4+Pha/RkampGREpUqViv28RKQDKSeApH3a7cy/IqOqcifgH67d/i9rShqR0wIsIUVJP//8c3zxxRdqZaBsGH3q1Cm1MtCc9yTFS83k+MmTJ9XXyfnydVL09Nlnn80559VXX8XKlStx7NgxFViNGDFCfTQ/ZmGel4gMNnoV1MB6TSEiPfPytT6KFbsISDnmyB6R0XOwBg8ejAsXLmDSpEmIj49HgwYNsHz5crUCUMgxCXzMpDCotEtANH36dERERKi8qtw1sKQ8w6OPPqqmAGW1X5MmTfDnn3+iZcuWhX5eIjJY/lXlvo7sCZHt1XwM2Pe6RskGE3BwGtBMY4No0iWn1sEyMkfV0SAiABlXgfkVgaz/1aLLo9t6bitCxrdtZHZpBku8ywADYwHfco7ulctJdvU6WEREhZbwh3Zw5VsBCP7fymEiw4oZrd2WkQIc/dyRvaESYoBFRPp3xsr0YKVegKfTK84QlVxQHeurYWWaUIrtkiEwwCIifZMshjgrCe7MvyJXUmes5eMe3kBIB+BGkqN7RMXEAIuI9O3y38C1OMttHp5ApZ6O7hGR/YTdCpRrlHP3WqY/Nlxsh7OttwDtvsveXocMgQEWEembKQuo3A8mr4CCbcFtAb8KzugVkX1IxXYZxSpTA2j2EVYGfIbfL3TH+h3HecUNhgEWEel/K5FOS3GwwUZ8F3cv/r7WHiZzzStOD5IrqjoU6HsQiPkPWrfvpg7t379flRci42CARUSG8O/hkziSWgvxlV+ER//jQJ+9QLXhzu4Wke3Jog1Pr5wt4mrVqqV2JdmwYQOvtoEwwCIi3cvKysKhQ4fU53Xq1MmeRilXHwiwsr0IkYvo0KGD+vjPP/+oYtpkDAywiEj3YmNjce3aNfj7+yMqKsrZ3SFyqCpVqqBq1arqH41Nm7jxs1EwwCIi3ZP8ExETEwNPT/7ZIvfTsWNH9XHnzp1ISUlxdneoEPiXioh0TXJPZFN2Ua9ePWd3h8gpZAQrMjISmZmZ2Lx5M18FA2CARUS6nx68cuUK/Pz8UL16dWd3h8gpPDw8cnKxtm/fjqtXr/KV0DkGWERkmOlBb29uiUPuS1YTVqpUCTdu3MDGjRud3R26CQZYRKRbnB4kyjuKdeutt+aMYjEXS98YYBGRbsXFxSE5ORm+vr6oUaOGs7tD5HQ1a9ZUuVgZGRlYv369s7tDVjDAIiLd2rdvn/rI6UGigqNYO3bsUP+AkD4xwCIi3U8P1q1b19ndIdKNatWqITo6Wq0o/PPPP53dHdLAAIuIdOnMmTNISkqCj4+PmhYhov+NYnXu3Fl9vmvXLly6dImXRocYYBGRrqcHa9eurYIsIspbF0vKlkh19zVr1vDS6BADLCLSHXnT2Lt3r/q8fv36zu4OkS517dpVfdyzZw/i4+Od3R3KhwEWEenOyZMnVXFR2XtQav8QUUERERFo0KCB+vy3337jJdIZBlhEpDvyH7k5uZ3FRYm0denSRe3PeezYMRw9epSXSkcYYBGRrkh9H3P19oYNGzq7O0S6Vr58ebRo0SJnFEtW35I+MMAiIl05dOgQ0tLSEBgYqJaiE5F1skehFONNSEjIGf0l52OARUS6Yn6DkNwSWY5ORNaVLl0a7du3V5///vvvSE9P5yXTAQZYRKQb165dw+HDh9XnnB4kKrzWrVujXLlyqrI7N4LWBwZYRKQbUrldqlOHhoYiLCzM2d0hMgypFde9e3f1+aZNm3D58mVnd8ntMcAiIt1ND95yyy3O7gqR4ciqWylAKgtFVq9e7ezuuD0GWESkCxcvXsSJEyfU5wywiIpOchZ79uypPspKXPPvEzkHAywi0oXdu3erjzVq1EBQUJCzu0NkSOHh4WjatKn6fMWKFWpXBHIOBlhE5HTyJmAOsJo0aeLs7hAZvvhoQEAAzp49i61btzq7O26LARYROZ1UoJatceRNISYmxtndITK0UqVKoVu3bupz2Qg6KSnJ2V1ySwywiMjpdu7cmVOagVvjEJWcjARXqVIFN27cUFOF5HgMsIjIqVJSUlT1dmHOHSGikpFE9759+6p9Cv/9918cPHiQl9TBGGARkVP9888/KgercuXKqv4VEdmG/D61adNGff7rr7+ywruDMcAiIqeRjWl37dqlPmdyO5HtdezYUa3KlTws2QyaHIcBFhE5zalTp5CYmKiqUMveg0RkW7IJdL9+/dTn27dvZ20sB2KARUROs23bNvVRgis/Pz++EkR2ILXlzPmNS5cu5VShgzDAIiKnkE1pZe9B0apVK74KRHYk+xQGBgbi0qVL+OOPP3it3SHAmjFjBqpVqwZ/f380a9YM69evt3r+unXr1HlyfvXq1TFr1qw87Z999hk6dOiA8uXLq5vUAjH/l2w2ceJEtcIi902q3xKR4/z1118qBys6OpobOxPZmbxnmqcKpfjoyZMnec1dOcCaN28eRo8ejRdffFElukpg1Lt3b5WXYcnx48fRp08fdZ6c/8ILL+Dpp5/GggULcs5Zu3Yt7rnnHlVcbfPmzYiKikKPHj0QFxeX57Hq16+P+Pj4nJt5k1kisj/ZjHbHjh3q85YtW/KSEzlAzZo10bhxY/X5okWLcP36dV53O/Iwyb+QTiLTAjIvPHPmzDy7gQ8cOBCTJ08ucP64cePU/LF5WkGMHDkSf//9twqmLMnMzFQjWR9//DGGDRuWM4K1ePHinK05iju9YV6ZIcOuRFR48jsrv4PyuzNq1ChVq4eI7C8tLU3N/Fy+fFltqn7HHXe43WVPdtD7t9P+qqWnp6v/YGV0KTe5v2nTJotfI0FU/vNl53CZapBqtZakpqaqtgoVKuQ5fvjwYURERKjpySFDhuDYsWM3/aGUFyX3jYiKTv6nM0/bN2/enMEVkQPJYhIJqiQ1RmZupA4duViAJUuzZXQpLCwsz3G5n5CQYPFr5Lil82W6QR7PkvHjx6sChuZ9mcwjZ3PmzMHKlStVzpY8btu2bXHhwgXN/sqImkS85ptsQUBERSfT9WfOnIGXlxcrtxM5gbx/SX0ssXz5cjWaRbbn9HF5iaLz/3eb/9jNzrd0XLzzzjuYO3cuFi5cqBL8zCTPa9CgQWp4VAKvZcuWqeNff/215vNOmDBBDSeab7GxsUX4LonIzDydL6UZSpcuzQtD5AQSYEmgJbMzkscsAx7kIgFWcHCw+g82/2jVuXPnNFcUyUo/S+fL5rAVK1bMc/y9997Dm2++iVWrVqkNZK2RP/ISbMm0obVhVZmrzX0joqKRUeL9+/erz81beBCR40ne4+23367e206fPs0q764UYEl1WSm3sHr16jzH5b5M11kif5Dzny8BlORxSCVos3fffRevvfaa2kFc2m5GInhJnK9UqVKxvx8iurmNGzeqj7Vr12ZpBiInkwVgsqhMbNmyJeefH3KBKcKxY8fi888/xxdffKECnDFjxqgSDbIy0DwtZ175J+S41O6Qr5Pz5etmz56NZ599Ns+04EsvvaTaqlatqka85JaSkpJzjpwv9bSk7IPUA7nzzjtV0vrw4cMdfAWI3If8jsnqQdGuXTtnd4eIANSpUydnUGPJkiVWc5HJQAHW4MGDMXXqVEyaNEnV5vjzzz9Vwp0UHhRSnyp3TSxZ8SftUutKzpdRqmnTpql8qtyFS2WFogRNMiJlvsmUoZkMh0qtrJiYGLWaQkbTJHo3Py8R2Z78jmVlZanadHIjIn3o0qWL+p2U984ff/yRW+m4Qh0sI2MdLKLCu3btmvpnSv6ADx06FLVq1eLlI9KRK1eu4JNPPsHVq1dVPcq77rrL6oIzI0t29TpYROQ+pO6VBFeygEWqSRORvpQtWxZ33323Sn6XFBxJo6GSYYBFRHYl23FIrqM598pV/ysmMjqZJuzbt6/6XAKsffv2ObtLhsYAi4jsXvdKpgilNIvsAUpE+tWkSRO0bt1afS7bWUlRYCoeBlhEZDeSz2EuLCqJtNxzkEj/unfvrqbyZZeU77//HhcvXnR2lwyJARYR2c369evVXqCy76csByci/ZN/hGQlvhT3ln+SvvvuO/WRioYBFhHZhazQkY3YzaNXzL0iMg6p8H7vvfeiXLlyagRLRrJkoQoVHgMsIrILqVcn+5tJwd/q1avzKhMZTJkyZVSQFRAQoHKxpEaWTBtS4TDAIiKbkz1CzVXbu3btytErIoOSxSlSu062ozt69Cjmz5/PjaELiQEWEdmU1C7+9ddf1UfJu4qMjOQVJjIw+R2W3U+8vb1x8OBBLFy4UO3KQNYxwCIim5INY0+cOKH+GPfs2ZNXl8gFyFZ1sr2dl5eX+h2XEg4MsqxjgEVENiNJsKtWrcopKioJskTkGqR0g6wulFWGe/bswYIFCzhdaAUDLCKymQ0bNqh9viSwkgCLiFyLTPvLPoXmkax58+apUixUEAMsIrIJWcq9adMm9XmPHj1UUiwRuWaQNWTIEJUGcPjwYVXCIS0tzdnd0h0GWERUYpLQ/vPPP6vpAinJwKKiRK4/XXjffffB19dX5Vx+9dVXuHLlirO7pSsMsIioxLZv367+yMqo1W233cayDERuIDo6GsOHD0fp0qWRkJCAzz//XJVooWwMsIioxFODv/32m/q8W7duqFChAq8okZuQbbBGjBiBihUrqvzLL774QtXLIgZYRFTCqcElS5aoJFep2N6iRQteTyI3U758eRVkRUVFqVws2btw06ZN6u+DO+MIFhEV29atW3Hq1Ck1Ndi/f39ODRK5KdlO5/7770ejRo1UYLV69WosWrTIrVcYMsAiomKRvcnMU4Pdu3dX/8USkfuSVYUDBgxAr1691D9bUitr9uzZSExMhDtigEVERZaamqo2fpVVg7JisHnz5ryKRKQCq1atWmHYsGEoVaoUzp49i08//TRnb1J3wgCLiIpEhv9l6D8pKUmNWsl/rPJHlYjIrGrVqhg5cqT6KNOEsrWO/N24fv2621wkBlhEVCTr16/HkSNH1HTA3XffDX9/f15BIiqgbNmyKi/r1ltvVf+E/fPPP5g5c6bbrDJkgEVEhXbgwAGsWbNGfd6nTx+Eh4fz6hGRdpDh6YmOHTvigQceUCPeUsrh22+/VYWJXb36OwMsIioUWS0om7uKZs2aoUmTJrxyRFQoUVFRasqwZcuW6v7OnTsxffp07Nu3z2XLOTDAIqKbOn/+PObOnauS2mNiYtToFRFRUfj6+qJ3796q+ruMZsnWOvPnz1d1sy5cuOByF9PD5Kqho53JMGdQUJBK9A0MDHR2d4jsxlydWX7WIyMj1eogbuRMRCWRkZGBDRs2qJv84yZTiVKouFOnTqqmliu8fzPAKiYGWOQOLl++jDlz5uDSpUtqCxyp1ixLr4mIbOHChQtYsWKFWjgjZNFMhw4dVLBlr3/kGGDpHAMscoc/fBJcyc+6DOfLyFW5cuWc3S0ickFHjx7FqlWrcjaLlg2k27Vrp2rs2TrQYoClcwywyNVzriS4SklJUZu4SnDFqXAisqesrCxVkHTdunVq+s4caLVp00aNaEkOly0wwNI5BljkqmSoXhJPZQl1aGioqmNTpkwZZ3eLiNxEZmamCrSk5p6kKQjJy2ratKkKtCR/qiQYYOkcAyxyNbLeZfPmzWp/Qfm8SpUqGDJkCHOuiMhpgdaePXtUoHXx4kV1TAqWyvZcUu4hOjq6WLtIMMDSOQZY5EpktGr58uWq0rKQGldSikGqtRMROXvq8NChQ9i2bRuOHz+eczwkJASNGzfGLbfcoqrGFxYDLJ1jgEWu4uTJk2qfMBmKl/8Ge/bsqf475P6CRKQ3586dU4GW/DMoexwK+VtVvXp1NGzYUI1u3SxXiwGWzjHAIqOTP06y7Y1MCwpZIThw4EA17E5EpGfXr19XVeAlVys2NjbnuKw4rFmzpiqIXLt2bYs1tRhg6RwDLDIqya+SvIbff/9d/RybpwRl5MrPz8/Z3SMiKhLJz5IRLblJzT4zGdmqWrWqCrRq1KiB4OBgdYwBls4xwCIjBlYyHShJ7HFxceqYrMaRXCv5A0REZPS/cQkJCfj333/VzVxTy0zytGQqUVZHS40te1dyZwYrkRv80Tl48CA2btyI06dP5wyjS7VkqS/DRHYicgUeHh6oVKmSut16661qZEv+9knpGfnnUvY+lClFmV50BAZYRC5KioTKH5Ndu3blbKTq5eWlpgM7duxYpFU3RERGU6FCBfVPpNwk51RytY4dO6ZytxyBexEWE6cISY9SU1PVcuYDBw7g8OHDavRKSG6VbDnRunVrFg0lIreW7KDNnjmCRWTwHekln+rEiRPqPzP5D80cVAkpFip1YurXr88EdiIiB/KEk82YMQPVqlVTO2g3a9ZMVWy1RvYokvPkfElWmzVrVoFzFixYgHr16qk3FPm4aNGiEj8vkR6KgZ45c0ZN+UlR0C+++AJvvfUWvvrqK6xduxanTp1SwVV4eDg6deqEJ554Ag899JDaXoKrA4mIHMupI1jz5s3D6NGjVbAjGf2ffPIJevfujf379yMqKqrA+VLBVVY8PfLII/j2229V0q68iUg110GDBqlzpKbP4MGD8dprr+H2229XwdXdd9+NDRs2oFWrVsV6XiJ7kqBI8gNkek/ypnLfpPin5E9Jsqa0WyKbocpSZKlfJasBS7pPFxERGTwHSwIe+e965syZOcfq1q2rih1Onjy5wPnjxo3D0qVLVX6J2ciRI1Uir7lYogRXMr/666+/5pzTq1cvlC9fHnPnzi3W81qbw926davVnJbCXN7CvgS2eixXfz5bPlZhn0+2cpB9s8w3mbrLfd98k0BKRqLMN1nNIh8L+zylSpVSS4xllYyMVFWuXFklcrLqOhFR4bh8DlZ6ejp27NiB8ePH5zneo0cPbNq0yeLXSBAl7blJccTZs2erNy5Zei7njBkzpsA5U6dOLfbzCvMbopm8MOKHH37g9AvZhKzwk2BdRqTMN/kjIP8cmG+Wpvpk6TERERWOucCyvceXnBZgJSYmqv/ow8LC8hyX+1IozBI5bul8GS2Qx5P/6rXOMT9mcZ5XyMjWq6++WuD4Bx98UIjvloiIiPRE0i/smVLh9FWE+ac2JKK0Nt1h6fz8xwvzmEV93gkTJmDs2LE59yU3RnJeJLHYnXJeJPKXlWmyWs2eQ6t6w++br7c74M85f87dQVJSksq3lvQKe3JagCV7AsmUSP5RIyltn390yUxyTiydL5WoK1asaPUc82MW53mFTM1Ymp6R4MqdAg0z+Z75fbsPvt7uha+3e3HX19vT09M1yzT4+vqq8girV6/Oc1zut23b1uLXSDXW/OevWrVKFVCU/Ctr55gfszjPS0RERGSYKUKZcrv//vtVgCSB0aeffqqm3GRloHlaTooozpkzR92X4x9//LH6OinVIAntkuBuXh0oRo0apbYBefvttzFgwAAsWbJEbW4rZRoK+7xEREREJWJysunTp5uio6NNvr6+pqZNm5rWrVuX0zZ8+HBTp06d8py/du1aU5MmTdT5VatWNc2cObPAY/7000+mmJgYk4+Pj6lOnTqmBQsWFOl5C+P69eumV155RX10J/y++Xq7A/6c8+fcHfDn/Lpdry/3IiQiIiJyta1yiIiIiFwNAywiIiIiG2OARURERGRjDLCIiIiIbIwBlhUzZsxAtWrV4O/vr2pnrV+/3urFXLdunTpPzq9evTpmzZoFI5HtgFq0aIGyZcuqDYVl8+uDBw9a/Zq1a9eqCvj5b//++y+MYuLEiQX6LwVrXfm1FlWrVrX42j355JMu9Vr/+eef6NevHyIiIlR/Fy9eXGAXB/kZkPaAgAB07twZ+/btu+njLliwAPXq1VMFiOXjokWLYJTvW/ZuHTduHG655Ra156WcM2zYMJw5c8bqY3711VcWfwZk03KjvN4PPPBAgf63bt3apV9vYel1k9u7775r6Nd7ciHet5z1O84AS8O8efMwevRovPjii9i1axc6dOiA3r17q3pZlhw/fhx9+vRR58n5L7zwAp5++mn1AhmFBA3y5rplyxZVeFX2eJRNsK9evXrTr5Uf6Pj4+JxbrVq1YCT169fP0/89e/ZonusKr7XYvn17nu/ZXHz3rrvucqnXWn5+GzVqpGroWfLOO+9gypQpql2uiQTX3bt3t7qJttTgGzx4sKqn9/fff6uPd999N7Zu3QojfN+pqanYuXMnXn75ZfVx4cKFOHToEPr373/Tx5WK37lff7nJPxpGeb1Fr1698vR/+fLlVh/T6K+3yP+affHFFypYGjRokKFf73WFeN9y2u+4XYtAGFjLli1NI0eOzHNMamqNHz/e4vnPP/+8as/tscceM7Vu3dpkVOfOnZONHq3WCFuzZo0659KlSyajknpmjRo1KvT5rvhai1GjRplq1KhhysrKctnXWvq/aNGinPvyvYaHh5veeuutPLWBgoKCTLNmzdJ8nLvvvtvUq1evPMd69uxpGjJkiMkI37cl27ZtU+edPHlS85wvv/xSXRujsPR9S33FAQMGFOlxXPH1lmvQpUsXq+cY7fW29L7lzN9xjmBZkJ6ejh07dqgoODe5v2nTJs1oN//5PXv2xF9//aWG4426IaYozIaYTZo0QaVKldC1a1esWbMGRnP48GE1fCxTwkOGDMGxY8c0z3XF11p+5r/99ls89NBDVjc9d4XXOv9opOxLmvv1lOmATp06af6uW/sZsPY1Rvh9l9e+XLlyVs9LSUlRG91HRkaib9++ahTXaGS6W6aTateurXYFkb1orXG11/vs2bNYtmwZRowYcdNzjfZ6J+V733Lm7zgDLAsSExORmZlZYPNnuZ9/k2gzOW7pfBmulMczGvknSLYUat++PRo0aKB5nrzRylZDMj0m0wwxMTHqjVfyAYyiVatWajumlStX4rPPPlOvpexLeeHCBbd4rYXka1y+fFnlp7jya52f+fe5KL/r5q8r6tfomeTUjB8/HkOHDrW66W+dOnVUXs7SpUvVFmUyVdSuXTv1D4pRSKrHd999hz/++APvv/++mjLq0qUL0tLS3Ob1/vrrr1XO0h133GH1PKO93iYL71vO/B136l6Eepf/P3l58az9d2/pfEvHjeA///kP/vnnnzx7OFoib7JyM5O9HWNjY/Hee++pPSGN8gfXTJJ+5XuoUaOG+iMkv6yu/loL2dNTroOM4rnya22r3/Xifo0eyairjNpmZWWphT3WSDJ47oRwebNt2rQpPvroI0ybNg1GIHk1ZvImLHvSygiNjOhYCzhc5fUWkn9177333jSXymiv93+svG8543ecI1gWBAcHw8vLq0CkKsPI+SNaM0mas3S+t7c3KlasCCN56qmn1H8sMv0jw8JFJb+Qev0PpzBkVZUEWlrfgyu91uLkyZNqQ/SHH37Y7V5r82rRovyum7+uqF+j1+BKEndlGkUShK2NXlni6empVnAZ+WdARmYlwLL2PbjK6y1kNbwsVCnO77ueX++nNN63nPk7zgDLAl9fX7UE37yqykzuy9SRJfLffP7zV61apf478vHxgRFIdC7/Acj0jwyfSz5SccgcvfzRMiqZKjhw4IDm9+AKr3VuX375pcpHue2229zutZafcflDmvv1lHw0WZmk9btu7WfA2tfoNbiSN0sJsIvzz4H8zdi9e7ehfwYkFUBGYq19D67weucerZb3N1lx6Aqvt+km71tO/R0vdDq8m/nhhx9MPj4+ptmzZ5v2799vGj16tKl06dKmEydOqHZZTXj//ffnnH/s2DFTqVKlTGPGjFHny9fJ18+fP99kFI8//rhaWbF27VpTfHx8zi01NTXnnPzf9wcffKBWqxw6dMi0d+9e1S4/VgsWLDAZxTPPPKO+Z3kNt2zZYurbt6+pbNmyLv1am2VmZpqioqJM48aNK9DmKq/1lStXTLt27VI36e+UKVPU5+bVcrK6SH7uFy5caNqzZ4/pnnvuMVWqVMmUnJyc8xhyHXKvIN64caPJy8tLfe2BAwfUR29vb/XzY4Tv+8aNG6b+/fubIiMjTbt3787z+56Wlqb5fU+cONG0YsUK09GjR9VjPfjgg+r73rp1q8kI37e0ye/7pk2bTMePH1crY9u0aWOqXLmyS7/eZklJSepv18yZMy0+hhFf78cL8b7lrN9xBlhWTJ8+3RQdHW3y9fU1NW3aNE+5Alnq26lTpzznywvcpEkTdX7VqlU1f4j1Sn4pLd1kqa7W9/3222+rpf3+/v6m8uXLm9q3b29atmyZyUgGDx6sftkkSIqIiDDdcccdpn379rn0a222cuVK9RofPHiwQJurvNbm8hL5b/L9mZdxS6kOWcrt5+dn6tixo/ojnJtcB/P5Zj/99JMpJiZG/dxI2Q69BZrWvm8JLrR+3+XrtL5v+UdTAnL5uQ8JCTH16NFDBStG+b7lTVf6LH2X102+Fzl+6tQpl369zT755BNTQECA6fLlyxYfw4ivNwrxvuWs33GP/+8gEREREdkIc7CIiIiIbIwBFhEREZGNMcAiIiIisjEGWEREREQ2xgCLiIiIyMYYYBERERHZGAMsIiIiIhtjgEVERERkYwywiMhmHnjgAQwcODDnfufOnTF69OgiPcbEiRPRuHFj3b8qX331FcqVK1ei60NErosBFhFRMQwePBiHDh2y+bWrWrUqpk6dWujzZTPbFStWlOg5r127hlKlSuHff/8tVuBIRAUxwCIiQ0lPT4ceBAQEIDQ01Kl9+Oeff3DhwgXceuutJXqc1atXo0qVKqhTp47N+kbk7hhgEVGOrKwsvP3226hZsyb8/PwQFRWFN954I6c9Li5OjdyUL18eFStWxIABA3DixIkSXcG33noLYWFhKFu2LEaMGIHr169bnFabPHkyIiIiULt2bUyaNAm33HJLgcdq1qwZ/vvf/1p8Hml7//33c+7LY3p7eyM5OVndT0hIgIeHBw4ePJgTyD3//POoXLkySpcujVatWmHt2rU5X29ppOf1119XQZd8Lw8//DDGjx9vcbrzvffeQ6VKldQ1fPLJJ3Hjxo2cKdWTJ09izJgxqi9ys2bJkiXo2bOneq0skRGp9u3bw9/fH/Xq1cNvv/2mHnPx4sUFHqd///5Wn4uIioYBFhHlmDBhggqwXn75Zezfvx/ff/+9Cn5EamqqGikpU6YM/vzzT2zYsEF93qtXr2KPKv3444945ZVXVBD3119/qaBjxowZBc77/fffceDAATXS8ssvv+Chhx5S/du+fXue0Zxdu3apgMwSCV7MAZLscb9+/XoVKMr3IdasWYPw8HDExMSo+w8++CA2btyIH374QT32XXfdpb7Xw4cPW3z87777Tn0fcv127NihgtOZM2cWOE+e5+jRo+rj119/rQI1uYmFCxciMjJSBZDx8fHqZs3SpUtVkKsVLEsQKVN/W7duxaeffooXX3zR4nlyTbUeh4iKyUREZDKZkpOTTX5+fqbPPvvM4vWYPXu2KSYmxpSVlZVzLC0tzRQQEGBauXKluj98+HDTgAEDcto7depkGjVqlOb1bdOmjWnkyJF5jrVq1crUqFGjnPvymGFhYeq5cuvdu7fp8ccfz7k/evRoU+fOnTWfa+nSpaagoCBTZmamaffu3aaQkBDTmDFjTM8995xqf/TRR02DBw9Wnx85csTk4eFhiouLy/MYXbt2NU2YMEF9/uWXX6rHy93vJ598Ms/57dq1K/C9REdHmzIyMnKO3XXXXTnPK6T9gw8+MN3M6dOnTT4+PqYLFy5YbP/1119N3t7epvj4+Jxjq1evNsmf/UWLFuUc27hxoyk4OFhdF0vfFxEVD0ewiEiREaK0tDR07drV4hWRUZkjR46o6S8ZuZJbhQoV1JSejMgU9znbtGmT51j++0KmA319ffMce+SRRzB37lz1/DLFJiNIMrKlpWPHjrhy5Yoa5Vq3bh06deqkRuTkcyGjW3JM7Ny5U41yyXSk+XuVm5yr9b3K1GLLli3zHMt/X9SvXx9eXl4592XU7ty5cygqGb1q166deg20+iN5VTIqZ60/Mj3Yt29feHry7YDIlrxt+mhEZFiStG2NTCVJHpMEMvmFhITYsWdQOVD59evXT+UeLVq0SH2U4HDQoEGajxEUFKTyoSSQ2rRpE7p06YIOHTpg9+7datpPVgTKNKL5e5UgSILK3MGQkEBLS/6cKQnS8vPx8SnwNfJ8RWVtetD83DfL4TI/juS3EZFt8V8WIlJq1aqlgizJd7KkadOmKhCRJG5Jgs99k+ClOOrWrYstW7bkOZb/vhZJUB8+fDi+/PJLdRsyZIjKN7JGAijJfZIcMvlcktQl+ducnC79EU2aNEFmZqYaWcr/veYeEcpNcre2bduW55jklRWVjNTJc1uTkpKivg9riemyIvDUqVM4e/ZszrHcOWtCXk9ZpNCjR48i95OIrGOARUSKrDQbN26cWjk3Z84cNRUmwc7s2bNV+7333ovg4GA1aiIJ4sePH1dTZqNGjcLp06eLdRXla7/44gt1kxEkSXjft29fob9eVur98ccf+PXXX61OD5pJUCU1o2RkRwIr8zEZlTNPDwqZGpTvd9iwYSrxXL5XCU4kgX358uUWH/upp55S10oS1yVwkaBNkuMLM4qUvw6WBICyYjMxMdHiOfI9SEBcvXp1zcfp3r07atSooYJQ6Yck7JuT3M19kunBbt26FQhMJcCTkb3cN1lUQESFxwCLiHLI6sFnnnlGlTqQ0RwpyWDOD5I3YXnjl9Vxd9xxh2qXoEaKVAYGBhbrKsrjy3NJYCfTj1Ki4PHHHy/010uQ0bZtWzV6JGUUbkbysIQEU+YgQz6XgCJ3gCVkVEwCLLke8vgyWiSr8SSvyRIJyGQV5rPPPqtG+yQokxWNErgWhawglFElCY60pl4lMLrZqj+Z2pRyDDLa1aJFCxWMvvTSS6rN3Cetx5GvkVG83Lc+ffoU6fsgcncekunu7E4QERWH/PmSqbDHHnsMY8eO1d1FlFEkmVL85ptvbPaYEgzKdKaM2llKWrdGRrGkLpYsVpBpXUmwj42N1Zz2JKLiY5I7ERmSjKxJ4CJTaVKzytmkTtisWbNU4U8ZPZIVjlLYU2p32ZJUbpdCpDIqdTOyAECS8mWkT4IqmZKVlYcyOiZTslOmTGFwRWQnHMEiIkOSKT7JCfvwww8xdOhQZ3dHTZXKykYp8SArGmVaUabkZDrVWSSX7rXXXlOjVHKtJN9KqtlLBXkisi8GWEREREQ2xiR3IiIiIhtjgEVERERkYwywiIiIiGyMARYRERGRjTHAIiIiIrIxBlhERERENsYAi4iIiMjGGGARERERwbb+D9uaL04/CZy/AAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -307,18 +307,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Mon Nov 22 2021\n", + "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", - "Python version : 3.7.9\n", - "IPython version : 7.24.1\n", + "Python version : 3.13.12\n", + "IPython version : 9.11.0\n", "\n", - "numpy : 1.19.2\n", - "calibr8 : 6.1.3\n", - "scipy : 1.5.2\n", - "matplotlib: 3.3.2\n", + "calibr8 : 7.2.0\n", + "matplotlib: 3.10.8\n", + "numpy : 2.4.2\n", + "platform : 1.0.8\n", + "scipy : 1.17.1\n", "\n", - "Watermark: 2.2.0\n", + "Watermark: 2.6.0\n", "\n" ] } @@ -331,7 +332,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -345,9 +346,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.13.12" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Advanced_Hierarchical_Calibration.ipynb b/notebooks/Advanced_Hierarchical_Calibration.ipynb index 8d3b84d..4a3aa44 100644 --- a/notebooks/Advanced_Hierarchical_Calibration.ipynb +++ b/notebooks/Advanced_Hierarchical_Calibration.ipynb @@ -53,16 +53,18 @@ " dependent_key=\"readout\",\n", " theta_names=[\"intercept\", \"slope\", \"sigma\"],\n", " )\n", - " \n", + "\n", " def predict_dependent(self, x, *, theta=None):\n", " if theta is None:\n", " theta = self.theta_fitted\n", " intercept, slope, sd = theta[0], theta[1], theta[2]\n", " return calibr8.polynomial(x, [intercept, slope]), sd\n", - " \n", + "\n", + "\n", "def predict_P(S0, k, time):\n", " return S0 * (1 - numpy.exp(-time * k))\n", - " \n", + "\n", + "\n", "# Create the raw calibration model. We will use it to generate data.\n", "cmodel = LinearCalibration()" ] @@ -97,26 +99,26 @@ ], "source": [ "time = numpy.array([5, 15, 30, 60]) # seconds\n", - "true_S0 = 5.0 # mM\n", - "true_k = 0.05 # 1/s\n", - "true_intercepts = [0.15, 0.45, 0.28] # arbitrary units [a.u.]\n", - "true_slope = 0.3 # a.u./mM\n", - "true_sigma = 0.08 # a.u.\n", + "true_S0 = 5.0 # mM\n", + "true_k = 0.05 # 1/s\n", + "true_intercepts = [0.15, 0.45, 0.28] # arbitrary units [a.u.]\n", + "true_slope = 0.3 # a.u./mM\n", + "true_sigma = 0.08 # a.u.\n", "rng = numpy.random.RandomState(20211118)\n", "\n", "dataset = {}\n", "for ib, intercept in enumerate(true_intercepts):\n", - " batch_id = f\"batch #{ib+1}\"\n", + " batch_id = f\"batch #{ib + 1}\"\n", " # Simulate product concentrations\n", " P = predict_P(true_S0, true_k, time)\n", - " \n", + "\n", " # Simulate measurement readouts\n", " mu, sd = cmodel.predict_dependent(P, theta=[intercept, true_slope, true_sigma])\n", " dataset[batch_id] = cmodel.scipy_dist.rvs(\n", " **cmodel.to_scipy(mu, sd),\n", " random_state=rng,\n", " )\n", - " \n", + "\n", "dataset" ] }, @@ -132,13 +134,11 @@ "cell_type": "code", "execution_count": 4, "id": "9f2b37f2", - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -156,9 +156,9 @@ "ax.set(\n", " xlim=(0, None),\n", " ylim=(0, None),\n", - " xlabel=\"time [s]\",\n", - " ylabel=\"readout [a.u.]\",\n", - " title=\"\"\"experimental data\\n$P_0=0, S_0=5\\ \\mathrm{mM}$\"\"\"\n", + " xlabel=\"time / s\",\n", + " ylabel=\"readout / a.u.\",\n", + " title=r\"experimental data\\n$P_0=0, S_0=5\\ \\mathrm{mM}$\",\n", ")\n", "pyplot.show()" ] @@ -219,25 +219,173 @@ "id": "4c14db96", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\osthege\\AppData\\Local\\Continuum\\miniconda3\\envs\\dibecs_6.3.0\\lib\\site-packages\\pymc\\distributions\\logprob.py:168: FutureWarning: joint_logp has been deprecated, use model.logp instead\n", - " warnings.warn(\n", - "c:\\Users\\osthege\\AppData\\Local\\Continuum\\miniconda3\\envs\\dibecs_6.3.0\\lib\\site-packages\\pymc\\util.py:501: FutureWarning: The tag attribute total_size is deprecated. Use model.rvs_to_total_sizes[rv] instead\n", - " warnings.warn(\n", - "c:\\Users\\osthege\\AppData\\Local\\Continuum\\miniconda3\\envs\\dibecs_6.3.0\\lib\\site-packages\\pymc\\util.py:501: FutureWarning: The tag attribute value_var is deprecated. Use model.rvs_to_values[rv] instead\n", - " warnings.warn(\n", - "c:\\Users\\osthege\\AppData\\Local\\Continuum\\miniconda3\\envs\\dibecs_6.3.0\\lib\\site-packages\\pymc\\util.py:501: FutureWarning: The tag attribute transform is deprecated. Use model.rvs_to_transforms[rv] instead\n", - " warnings.warn(\n" - ] - }, { "data": { - "image/svg+xml": "\n\n\n\n\n\n\n\nclustertimepoint (4)\n\ntimepoint (4)\n\n\nclusterbatch (3) x timepoint (4)\n\nbatch (3) x timepoint (4)\n\n\nclusterbatch (3)\n\nbatch (3)\n\n\n\ntime\n\ntime\n~\nConstantData\n\n\n\nP\n\nP\n~\nDeterministic\n\n\n\ntime->P\n\n\n\n\n\nlikelihood\n\nlikelihood\n~\nNormal\n\n\n\nP->likelihood\n\n\n\n\n\ny_obs\n\ny_obs\n~\nConstantData\n\n\n\nlikelihood->y_obs\n\n\n\n\n\nslope\n\nslope\n~\nNormal\n\n\n\nslope->likelihood\n\n\n\n\n\nS0\n\nS0\n~\nLogNormal\n\n\n\nS0->P\n\n\n\n\n\nsigma\n\nsigma\n~\nLogNormal\n\n\n\nsigma->likelihood\n\n\n\n\n\nintercept\n\nintercept\n~\nNormal\n\n\n\nintercept_batch\n\nintercept_batch\n~\nNormal\n\n\n\nintercept->intercept_batch\n\n\n\n\n\nk\n\nk\n~\nHalfNormal\n\n\n\nk->P\n\n\n\n\n\nintercept_batch->likelihood\n\n\n\n\n\n", + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "clustertimepoint (4)\n", + "\n", + "timepoint (4)\n", + "\n", + "\n", + "clusterbatch (3) x timepoint (4)\n", + "\n", + "batch (3) x timepoint (4)\n", + "\n", + "\n", + "clusterbatch (3)\n", + "\n", + "batch (3)\n", + "\n", + "\n", + "\n", + "time\n", + "\n", + "time\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "P\n", + "\n", + "P\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "time->P\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "likelihood\n", + "\n", + "likelihood\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "P->likelihood\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "y_obs\n", + "\n", + "y_obs\n", + "~\n", + "Data\n", + "\n", + "\n", + "\n", + "likelihood->y_obs\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "sigma\n", + "\n", + "sigma\n", + "~\n", + "Lognormal\n", + "\n", + "\n", + "\n", + "sigma->likelihood\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "intercept\n", + "\n", + "intercept\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "intercept_batch\n", + "\n", + "intercept_batch\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "intercept->intercept_batch\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "slope\n", + "\n", + "slope\n", + "~\n", + "Normal\n", + "\n", + "\n", + "\n", + "slope->likelihood\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "S0\n", + "\n", + "S0\n", + "~\n", + "Lognormal\n", + "\n", + "\n", + "\n", + "S0->P\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "k\n", + "\n", + "k\n", + "~\n", + "Halfnormal\n", + "\n", + "\n", + "\n", + "k->P\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "intercept_batch->likelihood\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -247,24 +395,30 @@ ], "source": [ "# This model code uses the \"coords\" feature of PyMC models to track, for example, the names of batches.\n", - "with pm.Model(coords={\n", - " \"batch\": list(dataset.keys()),\n", - " \"timepoint\": list(numpy.arange(len(time))),\n", - "}) as pmodel:\n", - " t = pm.ConstantData(\"time\", time, dims=\"timepoint\")\n", - " y_obs = pm.ConstantData(\"y_obs\", numpy.array(list(dataset.values())), dims=(\"batch\", \"timepoint\"))\n", - " \n", + "with pm.Model(\n", + " coords={\n", + " \"batch\": list(dataset.keys()),\n", + " \"timepoint\": list(numpy.arange(len(time))),\n", + " }\n", + ") as pmodel:\n", + " t = pm.Data(\"time\", time, dims=\"timepoint\")\n", + " y_obs = pm.Data(\n", + " \"y_obs\", numpy.array(list(dataset.values())), dims=(\"batch\", \"timepoint\")\n", + " )\n", + "\n", " # Process model\n", " k = pm.HalfNormal(\"k\", 0.1)\n", " S0 = pm.Lognormal(\"S0\", mu=numpy.log(5.0), sigma=0.05)\n", " P = pm.Deterministic(\"P\", predict_P(S0, k, t), dims=\"timepoint\")\n", - " \n", + "\n", " # Calibration model\n", " intercept = pm.Normal(\"intercept\", mu=0.3, sigma=0.2)\n", - " intercept_batch = pm.Normal(\"intercept_batch\", mu=intercept, sigma=0.1, dims=\"batch\")\n", + " intercept_batch = pm.Normal(\n", + " \"intercept_batch\", mu=intercept, sigma=0.1, dims=\"batch\"\n", + " )\n", " slope = pm.Normal(\"slope\", mu=0.5, sigma=0.5)\n", " sigma = pm.Lognormal(\"sigma\", mu=numpy.log(0.1), sigma=0.1)\n", - " \n", + "\n", " # Observing the product concentrations with the calibration model\n", " cmodel.loglikelihood(\n", " name=\"likelihood\",\n", @@ -273,11 +427,11 @@ " x=P[None, :],\n", " dims=(\"batch\", \"timepoint\"),\n", " # Pass priors for the calibration model parameters:\n", - " theta=[intercept_batch[:, None], slope, sigma]\n", + " theta=[intercept_batch[:, None], slope, sigma],\n", " # This slicing here 👆 makes the intercept into a column-vector,\n", " # such that it's shape broadcasting aligns with P[None, :] from above.\n", " )\n", - " \n", + "\n", "pm.model_to_graphviz(pmodel)" ] }, @@ -293,42 +447,36 @@ "cell_type": "code", "execution_count": 6, "id": "744ad05a", - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Auto-assigning NUTS sampler...\n", + "C:\\Users\\osthege\\AppData\\Local\\miniforge3\\envs\\dibecs_9.2.1\\Lib\\site-packages\\threadpoolctl.py:1226: RuntimeWarning: \n", + "Found Intel OpenMP ('libiomp') and LLVM OpenMP ('libomp') loaded at\n", + "the same time. Both libraries are known to be incompatible and this\n", + "can cause random crashes or deadlocks on Linux when loaded in the\n", + "same Python program.\n", + "Using threadpoolctl may cause crashes or deadlocks. For more\n", + "information and possible workarounds, please see\n", + " https://github.com/joblib/threadpoolctl/blob/master/multiple_openmp.md\n", + "\n", + " warnings.warn(msg, RuntimeWarning)\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (3 chains in 3 jobs)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [k, S0, intercept, intercept_batch, slope, sigma]\n" ] }, { "data": { - "text/html": [ - "\n", - "\n" - ], + "application/vnd.jupyter.widget-view+json": { + "model_id": "8f4a7718f99b45f19e960883eaeafcb0", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "" + "Output()" ] }, "metadata": {}, @@ -337,16 +485,9 @@ { "data": { "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [6000/6000 00:31<00:00 Sampling 3 chains, 1 divergences]\n", - "
\n", - " " + "
\n"
       ],
-      "text/plain": [
-       ""
-      ]
+      "text/plain": []
      },
      "metadata": {},
      "output_type": "display_data"
@@ -355,7 +496,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 3 chains for 1_000 tune and 1_000 draw iterations (3_000 + 3_000 draws total) took 73 seconds.\n"
+      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 26 seconds.\n"
      ]
     }
    ],
@@ -378,13 +519,11 @@
    "cell_type": "code",
    "execution_count": 7,
    "id": "72c4884b",
-   "metadata": {
-    "scrolled": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
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" ] @@ -396,20 +535,22 @@ "source": [ "var_names = [\"intercept_batch\", \"intercept\", \"slope\", \"sigma\", \"k\", \"S0\"]\n", "units = [\"a.u\", \"a.u.\", \"a.u./mM\", \"a.u.\", \"mM/s\", \"mM\"]\n", - "fig, axs = pyplot.subplots(ncols=len(var_names), figsize=(12, 12 / len(var_names)), dpi=100)\n", + "fig, axs = pyplot.subplots(\n", + " ncols=len(var_names), figsize=(12, 12 / len(var_names)), dpi=100\n", + ")\n", "for ax, name, unit in zip(axs, var_names, units):\n", " arviz.plot_forest(\n", - " idata, ax=ax, var_names=[name], \n", - " kind=\"ridgeplot\", combined=True,\n", - " hdi_prob=0.99\n", + " idata, ax=ax, var_names=[name], kind=\"ridgeplot\", combined=True, hdi_prob=0.99\n", " )\n", " # Remove redundant texts from the automatic yticklabels\n", - " ax.set_yticklabels([\n", - " ytext._text.replace(name, \"\").replace(\":\", \"\")\n", - " for ytext in ax.get_yticklabels()\n", - " ])\n", - " # instead put the name and axis \n", - " ax.set_xlabel(f\"{name} [{unit}]\")\n", + " ax.set_yticklabels(\n", + " [\n", + " ytext._text.replace(name, \"\").replace(\":\", \"\")\n", + " for ytext in ax.get_yticklabels()\n", + " ]\n", + " )\n", + " # instead put the name and axis\n", + " ax.set_xlabel(f\"{name} / {unit}\")\n", "fig.tight_layout()\n", "pyplot.show()" ] @@ -431,7 +572,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -446,11 +587,7 @@ "\n", "# Predict product concentrations with higher time resolution\n", "time_dense = numpy.linspace(0, 60, 100)\n", - "P_dense = predict_P(\n", - " S0=pst.S0.values[:, None],\n", - " k=pst.k.values[:, None],\n", - " time=time_dense\n", - ")\n", + "P_dense = predict_P(S0=pst.S0.values[:, None], k=pst.k.values[:, None], time=time_dense)\n", "\n", "fig, ax = pyplot.subplots(dpi=100)\n", "\n", @@ -462,8 +599,8 @@ ")\n", "ax.set(\n", " title=\"Posterior probability of product concentration over time\\n(lines are individual samples)\",\n", - " ylabel=\"product concentration [mM]\",\n", - " xlabel=\"time [seconds]\",\n", + " ylabel=\"product concentration / mM\",\n", + " xlabel=\"time / s\",\n", ")\n", "\n", "pyplot.show()" @@ -491,20 +628,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Tue Dec 13 2022\n", + "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", - "Python version : 3.8.13\n", - "IPython version : 8.6.0\n", + "Python version : 3.13.12\n", + "IPython version : 9.11.0\n", "\n", - "matplotlib: 3.6.2\n", - "numpy : 1.23.4\n", - "arviz : 0.14.0\n", - "calibr8 : 7.0.0\n", - "pymc : 4.4.0\n", - "sys : 3.8.13 | packaged by conda-forge | (default, Mar 25 2022, 05:59:45) [MSC v.1929 64 bit (AMD64)]\n", + "arviz : 0.23.4\n", + "calibr8 : 7.2.0\n", + "matplotlib: 3.10.8\n", + "numpy : 2.4.2\n", + "platform : 1.0.8\n", + "pymc : 5.28.1\n", "\n", - "Watermark: 2.3.1\n", + "Watermark: 2.6.0\n", "\n" ] } @@ -513,19 +650,11 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f55dcd49", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "dibecs_6.3.0", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -539,12 +668,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" - }, - "vscode": { - "interpreter": { - "hash": "af141d71e3a017549b9cc6058c5febc95824a77db2d22f409079e0a7d7179b7f" - } + "version": "3.13.12" } }, "nbformat": 4, diff --git a/notebooks/Advanced_In-depth_Model_Fitting.ipynb b/notebooks/Advanced_In-depth_Model_Fitting.ipynb index df87ced..d7089dc 100644 --- a/notebooks/Advanced_In-depth_Model_Fitting.ipynb +++ b/notebooks/Advanced_In-depth_Model_Fitting.ipynb @@ -11,15 +11,8 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:00.491593Z", - "iopub.status.busy": "2022-12-13T17:44:00.491593Z", - "iopub.status.idle": "2022-12-13T17:44:07.733556Z", - "shell.execute_reply": "2022-12-13T17:44:07.733023Z" - } - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot\n", @@ -42,19 +35,12 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:07.737539Z", - "iopub.status.busy": "2022-12-13T17:44:07.737539Z", - "iopub.status.idle": "2022-12-13T17:44:08.679393Z", - "shell.execute_reply": "2022-12-13T17:44:08.678390Z" - } - }, + "execution_count": 2, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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QAOICYViIwZEjR+ovGgi1v/3tb+pMGo6lAQQiPguEbQ2QJoC8RhTkoKURvmTANYMo7kzjfORP4pyNDgBGKgJ+ecG5xPHhqCLcvbOtpVqDNk2ocodARbst/MwNHjxYfxZR9IPcV+Se4rVRIY7819dff32bwQXdBfJ8ITBRxY6uCXC9UXmPKn2cB/JNAUQh/p0g9xL5nZMmTdLiLRR2wcnG+wFHHnmkvi98+UOLLPxcoFofQxA6Az5biGB8wcG/azikCQkJ2m0AIISP10EaBlxbXC/8PD3yyCPad7ernw2q9/EziVQOvCf8jPz1r3+NFakRQrYFTuTX6+qkweOXlASLTBzslIgEVYD6gj7NXVQH1HBFIwFdDiG5NYwcjn3pVIG5RXTGckXDIRWkhnCzmC0qNA3Bid/fNrNNEq2JseVt1SJAQH6xZgcF5PKQHDjOLWZTyyp7zUFtXYEfiUhxhUUaPTuSYmbSEPznxRUyOMfTQoC2yDdt9XxTtVOavTuS+2mSZq9JvlvfKIOyo60KWxc9tb42WL94dfYWYRpd0vJqRPlwZaX8c2GxXHPYKNnT9Ghxevnll+sfKeQc7sjIQ/zxwh8cuDDG9CK4PXBP8QfVqDLfHeAfUk9gZ84DLh+EE6qg4TaiFRI+E4jG+L6i+OOOqmdUh1dUVKi7BSEEdw1tg+K3BVjf2gGDs4Xqc7QoOuGEE9RxRHU2BEpH06HiQfERzg+V+vG5lhA4L730krp1cGfhYKJavDvyTVuDVkiGQIUYhQBHURLcSwh6DAaAOIPIgshvncbQnaAqHv8WIPpwQ49SnB/cT1wLAwhDpCWgqAnXG3nGcLPxxTC+zRX+QGC4AfbFMZBriyEJ+Nw6M6YWohcdHPClA+cE1/y5556TESNGtHBjr732Wv13C2cTrwM3GkK7q+D3A35O0RsVP9N77bWXfpExHHZCyFY8Ab88sGCNPPvlJql1BWLL051mOWKiQ47ZyyKhiD8qQiGGtphx8fmfRnhel0WiVe5oXwSBiXsVnVZb7HlHxa+xgiUcMxzYtgI/EpLicgjI5B0WkF+urZJBWe6torRVBf3WrU1S1YwvsTtW/wB8Aau+J2N/vTfyTFsJSCwrlx2bpmhgN6dLtnPH9kGu7NJ1mds4pq3Bmic/L5XLe0B43xTpoV1YISLgoKFoBX/QIU63F9aH84Yeh2gbEw9CmxBJGzdu3G4RTzzLli1T5w6Ct63cxJKSEr03ejMSQvoe/HdO+jqQAXA/jVuj1yW/+1+pfL0uOsykLSYMicgls8MSkqhANQSpup1mixojsXuTRR+3hVHYZIhZhPNbPA5HxahRDKVh/XBomzZQ6m6Wpcg73xTs8Ps+ed9KGTvYt02eaVsieV2lXZ5auOPi9NxDamVorn+Ht9+Vx1/XyWP/99L9ZOaI7isU3Z6W6jXOKZwl5BkihIyw6I6CN240X2+rrQwuUHviFK8JxygehF0JIYSQvgTEHMLxaCOE+0Z/o4bivQGvLnvla598va5j32rZBpO8/X1QjppiEqfVKVa7tU0BaghPX8AXDd/HVeQb+ahbq+y3toaKD4dD8La+QfAaBUvGrSmlc83kUxKtYrO0nJbXHkOy/ZLkCInLB0exA4dXguJM8EtmWp00eKM5tkbBl3Ef35nASGkIhEIScDjFG8T5QHwHRUy4j94k7t5qDcpnFc3yaUVcx4Itot7IyY1vl4WOBRV2fDZwh3F83CISMYUky3+N2CMtu7oghWNP0yPFKRxT5AN2NE+9LVB1214jd2N9eyAPDz08CSGEkL7ojKJAyR1wS6OvMeaS4rlRfAS8wYAsWN5eQVFLvljtkJOnRUWPVt+HvNGWT5EtLaC2FEjF55YawgnEckoNt9USdVkNsbm9HtedFZBRueuTsLgkIcElEVuZrKr2aoGWcT00lzbkU7FuFHkZt4aksFQjN9bkl4jE3eKeiyn63n75rnQenPYO1sx+uO1E645pp3lA2ORp3bVK0hJ3X+FurxGnyAFDkQiqmzv7gwk62qejdRDExnSceOcU/TEJIYSQ3gTEosvvUkEKMQoRiluzr7nFWEsIRohKbd0UDsn6Koc0e3ckbxOtmUS+KKmS/CxXTJAaAhSvYYhOI6fUYXHocyzfWde3OdCs76/Zv+U+0BwV2ukBqa71S9jUrCI0bHJJWNwSMbn13hCP4I+fdOEEOt8hqvuI4NpBxEcdY+Naxgv61jejDVZFvUPCYVz36C2a+2oRc2Rr3iqWZCc7ZPrQzk0s7PPiFDmlqKjGZCJU6KPqHqDwAuA5ilhaF9jE9zJsr5E76KiZOyr7cSOEEEJ6I3D7INZwa/BGp//gMVw/o/rcaOWEbbHMbrbr+MpkW7KKnU1VRth3x6hoapb0VE/M+Uy0RSvqd8RcQqHOhmq7uH3QS02SnFQlTf4GafBtuXkbpMnfpOIa902+Jr2PtaHahcoG4g3XBYLabrHrDe8P18vlSZRGd6KEQg4xiQ1bit1ilUEZIkNzRR9DjOOGnFvjcfzNyMPVx7g3GWkRFvm2KEW+X5cibi+OjTdjkaSEiMwY6ZH9x7q0hVRn+WhZkixa1nE3AHxlOW9m4R4vhupx4hSTclDtfffdd+utNWhoftJJJ2k/xrZACxw0bW+Nsay7xlUSQgghPQGITBVw3saYQ4p7o0WRMWEJ28HRNMRWcmJUjAJtXh8OiNvnlpAJeY075pyC3JRkSUvoOAyM167x1Ei1u1rva9y1sqqiUSqaGsQfqZagqVrE1D39hhOsCeK0OSUSShafL1Ui4SQxR5xiFqc4LIlSkGWTsflmSbQl6La44ZoY94Yg3V73AENYY8pSoj2iKQXdpemOnCxy2ESPbKgOddvxDxjnks21NllTtm2fU2O2waFjc7VSvyfQo8Rp/AzseFAYhT6HmJ9uTKtpC/RORHgeLaP23XdfXYY2NKj8x3NjbCMhhBDSW0EIHoIUzmK9t15D93BIjSlJcEoRqvcH/dFwutUh6QnpsdZGOpgk5NP9IBzdQXescb7FEZBE+xjx+C3bbQaflBBW0QQgiitdlVLRXCEVruityl2lghRiuU22028eIjHVkaqz31Pt0fsUe4ok25NjtyRbkiTZk/Sx9kGNK8ralQISx+lMNf6ePr7FLHLaAfXy2cokWVzkFJd363VCKB+OaU9oIdUjxSn6LRqTXOJBX0JMDYpfd/HFF8sTTzwhxcXF2lPTmAWPZuLIHYWgRZgehU6YMoSG6IQQQkhvBKFshLUh9Oo8dSpGUWWPYib8B2GJMD6cUohRCLV0R3qs+T3EJwSkitFAVIxCoGJ7IyQPMQiRN2OUp90QcEgaJGBeLwHTeklIK5J7vlgvm5s2q1jeYSJmsUSyxBrJ2XKfrfcWyRRLBLcMOWScXQ6d2LWJcLtLQO4I8V0HWj+ObdNqcpRBiwb+cfu0tSz23Dh+XKP/+HWThtfL+KEiq8uCEgja5MRxh8uJkyb2GFHaI8VpZzAaucd/MGjWjqbnaNyNvFWMzkSjbTiunA5FCCGktwExCXe0zovWRNFcTGOMJ5xRFaSRoCRYEtRVRMgeoDAJIhQOqtsfvcf26o6aLbodXEerY9vwNULAm2ossqKiTvzmYvGb1orfXCIBc4mETHWx7WrbMURBRkKG5CblSrYzO3bLTMiWVz4dIz5f5pZcyvaIyJKSsMwaX9VtTmdrjFZL8WNEW98bua2tlxv7G+u2nnWcINxySbXwSP/f0nx/y3/Gsth0p7jtTVs+j/jJT1rYZBSSxR87bn088a/XGiwblVcv4YhP9hmW3uOEaa8Rp3BOcdveMoAJMHBUCSGEkN4IBA8cUgjRWnetOqTIKYUAgTCFIIXzCacToW5DkGq439cUK4Qy2iEBdVNtiRombyuXEsK3pL5E1tat1ft1rnXiTWi/Cb8e0+KQvJQ8yU/Ol4HJA2VA0gAZkDxAcpw5+nptNYP3qzDdHiYNOyMk357zafTwNEaPxjfjj1/WQlgaQhLCcEvDfVSy43nsHhXuWwQiRHy8WNRt4vqu6jqzKdZzNTYByhCe8ROhWonO1tOijP1i66XtSVLtitC447VY30roGs+RboGfDeNnp6fRK8Rpb+Tbzd9qHs+eBs2Rp+ZP3dOnQQghZDvA7YRLWuOukXpfvYbvdTJSJBzLEUX1NxxPI2Sv/TdRmR/wiCvo0mb3WGa1WLXIB/mYrVs3QaQhJ3RVzSpZXbNaimqLtFCpPSBsMhPyJS+pUEbn5Mvg1HwZlDJIMhIzOtUWCrmfnaHe7Vex3XoyFP5XMbbFTcR/scdbWiwZLZQwItUiW8elGsuN7Y1G/vHToYz3FC9UtzdBalcSiQvntxXGN4Q3rlN7+7UGX2R6MhSnuwgIU/Re6+189dVX8vvf/15ntOMHfZ999pE77rhDZ523BvPjkVLxxRdfiNVqlUMPPVT++te/7vB4V+QF47W+//57cTqdcvzxx+sM9+21+MJ53XLLLfLwww9LIBDQWemYEY80D4OGhgYZN26cnjtyk3cE/ALCbHkcGyxcuFBmz56tRXtG/vMFF1ywQ6N1d4R169bJsGHD5LHHHtPjAkQHMIN+7dq1MnRodIoHXhudLTARrafQ+lq1hXH9XnjhBTn11FOlp4DrimvaViSGkN0BhALC9nCzIDRrPbWxSnv8LYFAhdGQk5ijwgsiTft7ag9Tl6ytMInLJ5KUYJJhOVE3tbWAqnJVydKqpSpI19SsUVe2LSC+8lPyZXjGcBmaNlSGpA1RIdqWE9oZ8Hvabu1cRT6KmJALa/TyhOBGyyWIzNb9PdXp3PI8fnJUV4VkvANrCL9IuP00AGBsb+xv/Bf9v9XjOOGo52ikAhiZAaatgrKFk9pO2H/LghbL23NN9bHZJDZT9Nr2RChOSbssXrxYDj74YJkxY4Y89dRT+o8JYvGwww5TgTZz5szYtitXrtQ/8Mjxff7558Xr9crNN9+s42SXLFkiOTk5HV5pdGM45phj5LjjjpNXX31Vx8n+9re/1df6+uuvWwjN1uDc0HrsH//4h/bAvfrqq1XQ3nTTTbFtbrjhBhk9erQKva4ydepU+fzzz2X8+PGyu8D1wGvm5eXtttckhOweEHaHEIUohTjVFlBbipcgPOH2of8ohKHRfF4b6WsvU498uSpNlpUOErdv65/ypISQTB/hlmmjaqSobpUsq1ymohSV9G2BtkujM0erGFVBmj5UHdeuYDT1N8aTxk+EgkBKSzGL05Ehbt/2OwGkJIrMHJ6r+ZCGG9oZQYnXRXustkL98aLTWGecjorGLWF+Q+SCeKdWn8c5qYYItko0f7d1nqkKUMOV3eLaAuNY8W5w/DmYjFB/fFFTZIuYbXG1osffcmJbBW788lbbwn1H8Rs+/54IxSlpF7iY6enpMn/+fHUyweGHH65O6K9+9Sv59NNPY9tCiEJAvvHGG5KamqrLpk2bJqNGjVL39M9//nOHV/rXv/61ike4kHBdAVxEOLSPPvpoh6Ns33zzTTn77LNjbuOaNWvktddei4lTiDu4Yl2dOmaA97XffvvJ7gSifnvCnhDSu4D4ROgeohQ3RNkgprAc+aIobspOzFZBhmUI9SO8DcGKEZuQQfMXF0hJhbOFcglKrZQHvpDn13wuT5X8GJ3P3goUTY3OGh27wRXtrHsGMWfMhzduKkC3uJdGY3nkpCINwW61xyZFHTwuIvOXbO/3sElmjzdLgi3qEuP4uA6GsNRxqFvmyMfcyi3Oo4byjclI8VOS4tzVFuIwIrFwf/SVt56b4W7GROMWYRcvEGPLttzHX8v41IK2clKN12svZcDUKkc1/vxa56K2ta6951ueRD8b5pyS3gbEJ5w7Q5iClJQUdVNfeuklKSsrU0cPvWQhSs8777yYMAVo8YUw7ssvv9yhON20aZO6tP/3f/8XE6Zg//33V8GK/TsSp3Bp46eGJScn6zKAMP9ll10m119/vYwZM2anrkdbYf32rhuGRUDIzps3T88Nghlhb6QuIMUAAh8OLyaidURbYX0DXLNf/vKX8s0332iPYLxPpFXgF6HB+vXr5cYbb5R333039rqXXHKJ/OIXv2ixHaaoQczDta6qqpLBgwfL3LlzY186DBobG+W6667Tz9/n88mBBx4o999/f6euIz4bnPezzz6r5wRn/m9/+5vsvffesW3gluNLDVJEMJgDhY5w6tEizmgdF399PvzwQ3XskTKAPxzozgEnPb63MX4Wfve738mTTz6p7wNO+D333NOpcydkZ8P3yO1EiB3iVKcdhcNaSY+cUrhZKCaCiNDUMI9Lt/H4PSrGUNCUmZgpnyxP2SJMRQKmcnFbPhOP+XPxmVeJxIWDAcTYqMxRMiF3gkzMmSiDUwd36ku6IT5x7oYTCQFmTDSCq5tiTtH7tiYhtRa+J06NyKaakPy4QbZpBm88H53vl71GNkq1e0vofksY33BQ7Sb7NuJTnUezSUPv2ziLcWKydQpA/IjPWO5pXD5qC3fUEJ9bCqdiKQayNc+1vRzVju5Ba3FqamN9/HLjcfy+rbcz6EjY9lTonJJ2wdjYtsLpxjJM3oI4Ra9Zj8cjkydP3mZbLHvvvfdUkKCPbVsYuZPt7R/v0LYFRCyECHrfQpj+5z//0XQCgNxTiGeI090BBBJEOvJa//73v2t/3uXLl+s5FhQUaPoBhOQ777wjP/vZzzR3FKK1s5SXl6tbDKGI/SHgkboAMYbXBxCZeF18jrfffruKW3yJgOuNzww9gAE+G4huLLv11lv1mn/88cf6ZQEpGXCmjV/wJ598suYfQ7Qi/xifDdIxOgPEMoQhcoQhTpGnCrEPZ9vIT0b+Lb5MIH8YY4fxReihhx7S18T1bD2MA4IbX6QgeDds2KBO/DnnnKOi1eDSSy9VYYr3f8QRR+jP3Zw5c6SpqRP9GQnpAnD/IEormyv1HuF7DdNvqbqHm5nmSNNlcFGxHqF7rNcCKHuS5l5GjyXyRZFfGi2vicu6SPwQpK1Ar9DE0AzJsEyTXx2VJ0n2hB0+TwjQmBANh2M9UHFz2p3aP9UYyanLzbY2Q+44Ft6b4Xyq2xmOhvhP2T8iA1Ykyxer7dLs3SqUEMqfNVbkmL0TxGp2tizkiQt7G/mmOlt+S8GTMWe+tfg0RoMabm6Loqm43NRt5tG3KpZq/ZzsWihOSbsgtxLOFX5BGS4bhB4mcIGampoW9xARrcEyiJq6urp28ya3t7+xvj3Q0xaupjGeFtPAIHiKiorkj3/8o6Yl2O27vl0G3GE4c3/605/UwTSASwjH+ZNPPok5yxBHcB7hBEKkYjRvZ8A1eeutt9R1NNItcA0gzgxxClcQrjQ+L2O7o446SvsD//Of/5Sf//zn6kyj9doPP/ygwhoDLIzzg9BH3i++XOA5BDVc4/vuu0/P2dgO1xbve0dBmgLEtPELHu4r0j8ghvHFAqBgKr5oCueMAjk4qHiPxusbHH300S0cXDjB+Awg4vFlADnReJ9wjJE3bZw7jgeRT8iuAL/7EJLXaUmuKs0vBQjNwymFKEU/UIg3Y548xClEHUQgXFLDeUR+6pLyJbJg7VdSZPpRxN6yMtsazhNnaKY4wzPFHh6jTZIkIFJVXytJ7bRjMkQoXg/ngNeC2IToRD5igi0h9hwz5VuP9DTC+96AV4u3DJcVojI2M36LiE0wJcQEJY5x6j4ROWV6RIrLRYu5kh0mGZNvk0SbPbadkQpguKc4Bzi0xnJDZMa2j1tmCFgKyd4JxSnpUPTBjUT4GeIDIhXOWmlpqa6PDwuDjn4J7MgviPa22d6+SDvAoAUIMYhnI+x71llnqfCAi4qCK7iMEKxTpkzRSWKGmO2OP0A//elPVfxAOJ1++umxdXAlMRgCaQk4T5yfwbHHHquOL74AdNZ9hOAyBKcBHE84nQZwDfEFo/V2yM2FC4n1EKe4R+pB6wp6bAdxivOHkDNGC7cWc7jOnRGn2D7+M8XnBYc3fnQxuh/A7f3f//6nLirEqcGKFSu2OeaJJ564zbUA+FmNH4vc+tzxWZ1//vk7fO6E7CgQmShCwghPjPQ0ckohTCH84JRCyKmT6m3UfFI4i3BJIVqNfyObmjbJotJF8vmGz9VJVbb887GEB0hSaJYkhQ4WW6SwzT6X8e2bIEZ1TGk4oK8NRxH5oEgnQGEM8g+Nm+HUxu+L1zcELd4PiIlXiz0mZluHkg2xasysN0QrXn9YhlVzbHGM+HSA2DZ4vEV8kv4DxSlpF4SmERpG+yWIGYC8P4RF4RIOGjRIl2VlZel9Ww4nHCz8kkJhVXtsb/+2HNW2MM4HIHyLsC1yEHFchKMR4oc4gZt6yimnaHjYZmv5C7grIGyO3NIJEyZsIzLx2hCkCPHj1hYI7XcW45q1TrdAekX8a7fOUwVGHma88w0B1/pLADoeIAc4fjs8b/3a2LcztLU9lqGFWLyAhShGUR5C+XCccX4Q9PHv0aD1ORmpJ8a2xnto/dptvR9CdgaIN50x76rQML4/7I+NDoUIzHXmqjA0Jj4hfA8gDo12TTjG12Vfy0elH8ma2jUtjp9oTRKL92BJCs0WR3hcm4I0HovFp68DQWmIUXQAQIgeYhGvCWEZnxuK14dYNsQsHNJ4EYrcVzw2ioOMAh+j+MnY1ng9TQXYkgJgiFAjNYCik7QFxSnpEDhnCP+ioAehabhccAnhtKEaH4wYMUISExM1B7U1WDZy5Mh2802B4WBiW4iP1vt31uGEEIFLCjGIcDnyLOHyIi8RINwLgbp69WoVlDsLhBCcOYTMEV5HGoERpsc98k7PPffcdouf0JVgVwDRhVzN1mzevFnvjbxNbIfQf+sWJWjnBWEdvx2e4/rGCzqEzjtDW9tjmXFM5KHiM0MubXyuMNIg8GWlKxjHxuvEf4kx3g8h3RXCL2suk/Lmcq2uhxMKkQdBh0IniLx4UQpHES6p4VIi13TBugV6M0Srwfjs8TKrcJZMzJ0iD7yZJ66AebvtmJyOoOSmN6mYzLJmqbOJNlHxYhTnBAGq06TCfo2QQTQaohJC1oiSGftgf63E3yI4IXDjnVdDxLaXj0rI9qA4JTskvgyBiOpvuIQoLoEg1R8iq1VOOOEEreBGPh9ErLEtRBvy/DoCYgGh56efflpdWYg5gHD3qlWrVBx3BuR4wm1DMY3xRwPCBkIE52o0zG89aWNnQKU5UgcgTlHcgzxNOI8I5aPYCMU+CDXvjtxXA/SIRR4nhiOgACneVYYIxXkZ2yHf9JVXXlFHOX47Yz3A9vh8n3nmmRY5n0hl6Az//e9/9TMyhDBC7yiyMnJlsRyfTetiPBRQxYf3O4PRXQHnbnypAnjf8akWhHQFCLuypjJ1SyFMIUoRvgfIKYWog/CEeG32NWtDd4T2jTY+2Oe9kvfksw2fqcNpAOF6QMEBcnDBwTqn3mD6SLcsWhb9Pds+Jtl/TEiGZRSoIDVEIs4N54ucV9xD32I9BCVELISp7r2lqMgQs5o3iolTtiQVoxCn7aUAELKzUJySdkFYHDl/06dPV6GAsCsKeFC8gnzAeJCLCkGIohW4XUYTfrhucDFb/NBZrdrqB2FbA6QJIK8RBTlXXnmlunY4DkRxZxrnI38S5xw/PQmpCPjmD+cSx4ejinD3zraWag0mUKHKHQIV7bbQNgotmVBAhKIf5L4i9xSvjQpx5L++/vrrLSrKuxN8KYDARBX7bbfdpq43Ku9RpY/zQL4pgChEDi5yL5HfOWnSJC3eQmEXnGy8H3DkkUfq+4Lz7HK59OcC1foYgtAZ8NlCBOMLDlxSOKRw1tFtACCEj9dBGgZ+fnC9IPwfeeSRDtNDtvfZoHofLauQyoH3hJ8RtKuKb39GSGfAlyj0KYW4hDhtDjSr+ENuJnJKIeDgnNZ76lWcQnhClBrh+5K6EnlrzVvyfcX3LSrTMZnpiBFHyNSBU9sUfgeMc8nGGqsUlye2245p0hCROdMxujTaVxVOrPZINZn09SE0cS4QrcYXdTilWI71EKoQosZzQ4yywIjsDihOdxEYNdfbzwMuH4QTqqDhNqIV0uWXX66iMb6vKBg7dqxWiyMNAIU18eNLWzeRh/vV2gGDs4XqcwhauLDG+NLWY0g7AoIY54dK/fhcSwgcuLpw6+DOwsFEtXh35Ju2Bq2QDIEKMQoBjqIkuJcQ9OglCnEGkQWR3zqNoTvBdYcjCdGHG3p74vzgfuJaGEAYwuFGUROuN/KM4WbDxY5vcwWBj+EG2BfHQK4thiTgc8Pnv6NA9KJHK7504Jzgmj/33HOaHhLvxl577bUqhOFs4nXgRkNodxWIW1TnozcqfqYxzQxfZAyHnZDOANdxc9NmFaWV7koNh0OIQsQhrxTOJAqhUIEPsQohmGqNfhEqrS+VV1e/Kj9U/NDimJMHTJajhh+lzfHbEoEIwUNgYlLUEdNqZWBJnny/NlWavVtD56mJJpk1TuTg8T6p93o1v9VwPRF6xwhQiFG4ucg7RTESRCkKsbAe2xmClJA9hSnSnbHNPsayZcvUuYPD0lZuYklJid7v6Ox4Qkjvg//OSWvQEgqidGPDRnEFXSoAIVbTE9JV9CF8ryF8f3MsFA6xuaFxg7y26jX5rvy72LEQOp85ZKYcOfxInWnfFjg2BC5eB0ISItIQk1aTXYorRJq8YS1+GpjpEotZ1PnU9k8Wa6xxO84DyyFIUxNSY8eKD/sTsru1VFvQOSWEEEJ2AIhDhPA3N25W1xROZlOgSZKsSZoTiiIoo+AJYhD5phB9aCf10oqXZPHmxS1E6QFDDpDjRh0nWc5tO0Zok/6AR51S5IFCRKY4UqIC05qox8f5eAIuyUjzSFa6eUt+aHosbxRheO1Xak2QVEdqbJY6BGpnR5YSsjuhOCWEEEK2A4Qneo5uatyk4jMYibqlWQlZmi+K9lF1nrpYH1OExSEu31r1lhY7QUgCNMefOXimnDD6eMlJapnyBLCd0cYJIjQrMUuSHckqShGeR04r2lLhBiA2tegK89sjJg3Vw1XVNAJHaqyHKYuWSG+C4pQQQgjZTtETROn6xvUqGiEMkVuanZgtTf4mDfM3+hs1jI6pThCrH6//WF5e+bIWQhk4gwdLevBsqd8wUFbY3ZI5LhqCByhaQuN+7AsxidZTEJiGSwrR2+huVFFsuKg6sUlMKl6xLdo+pSWkxRxSFi+R3grFKSGEENIGcDE1t7Rxo4pTCEfkfqY70lX4oRAKbimEJVxKuJNFtUXyzI/PaH6pAcaJZgYu0ab5wOWNaCuozbU2OWHfcvEGIVItMbfTcF7hkiJv1R10a89QuKDIIQUQn9gW7abSE9P1HuF7ClLSF6A4JYQQQlqBkPyGhg0qMlHcBAGKjk1wNOFwwi3FcohIuKUQrfOWzZOFpQtjx7CEsyUjeIE4QwdHZ93HiFbirylLkM9XJsvsSTZtPQVRCjcU6QIYawpxChGK4wO4tYYzimUQpHRISV+E4pQQQki/JhAKy9fr6qTB45e0RLuMGCBS6SqTdfXrVHQipK6FRNZEFY1wSyFeDbf027Jv5dmlz6pYBRCYGcHTJME3R8wSHVbSNhFZui5TztrPLHarVY8J0YtiKaPtk1nMGsLHa6FwynBWWdBE+jIUp4QQQvqtKH1oYbE8+fk6qW72x5anO82y32ifzJ6IoiePZCRmqIuJCn0IUBQfYRkKoyBK41tDjc0aK4cOvkje/GL8DpyBSZq8Jlm+2S95WTVaXQ/xiRA/wvh4DaQQ4B6OqTFRipC+DsUpIYSQfilML3vya1mwqmqbCfX17pDMX2KTtZURueqILHEHmtUxRcW+0Zrpy41fytM/Pq3OKoDTefr407U91MpNCZ06F5cvEu2RCp/Vlqghe7ikWIbQPfNISX+D4pQQQki/A44phCnYdhJNVK6u2myXV7/1yOQR5ZpzipZNmPz072//LV9t+iq29YxBM+SMCWdo3ihItHdutk260y7pCanqkmYnZevrQKQS0l+hON1FvFf8XosWInsKhIgwo5kQQshW1xShfEjQjmVkRD5fbZNxQ8MqGFfXrJZHvntEar21uhYu6vlTzpe9B+7dYq/stAZJtKeIx48/saYOj5/mNMthYwplYHKOhu8ZuieE4nSXAWFqJMcTQgjpOaD4KT7HtH1M4vZZpbYhXT5Y97y8U/SOtpMCk3InyQVTLtBc0PjWU/jdbzVZZcYor7aL2t7x587Il4m54zg+lJA4OL+MbJdPPvlEjj32WMnIyJDExEQZNWqU3H777ds0qv7Pf/4j06ZNk9TUVMnKypJZs2bJm2++ucNX+P3335eZM2eK0+mU7OxsueCCC6SysnK7++G1//CHP8igQYMkNzdXfvazn4nP52uxTUNDg+Tn58ujjz66w+eDPK9bbrkl9nzhwoW6DPcGOMfk5GTpDtatW6fHf/zxx2PL8BjLsM7gkEMO0TnFPYnW16otjOv34osvSk9i6NCh+jmS/gOq8neUoFTL48v+JPOL5qswRaHS2ZPOlp/N+FlMmOJ3EPqRwpCAm5qXkienzUiVCYMNX7Ztf3b2mBy57ojJFKaEtILilHTIs88+qyIzLS1NnnzySXnrrbfkt7/9rf4yjgfi8LLLLpMZM2bI//73PxVVDodDjj/+eHnppZe2e5UXLVokxxxzjAwYMEBeffVVue+++1SsHnbYYdsIzdY89dRTcvfdd8sf//hHeeCBB2TevHnyl7/8pcU2N9xwg4wePVouvPDCLn/iU6dOlc8//1zvdxfHHXecvmZeXt5ue01C+joWS8e/Uww85u+lLOFaKXMX6fOC1AL5/cG/l9lDZ8eKlDAxCu2fwMCkgTIoZZCmU7kCTXLaAXVyzF5BSWmVPpqdbJfrjhgt/z5vutiMEVGEkBjMOSXtsmnTJhWcP/3pT+XBBx+MLZ89e/Y228KRPPDAA+Whhx6KLTviiCNk4MCB8sQTT8icOXM6vNK//vWvVTzCVbNaoz+Ww4YNkwMOOECPfcUVV7S7L9zZs88+O+Z+rVmzRl577TW56aab9DnEHcTyd999t1NVr3CE99tvP9md5OTk6I0Q0j1gFGlqcrUkJ4Sl2YvfB9v+ToBD2mj9n9RbnxQxhXXZrMJZcuaEM2Mz6g231B/2a1U98kVRWY9pTvWeep3mlJGYICdPT5CLDsyRivokiYSdkp3klOlDMyhKCekAfmUj7fLwww+Ly+VSp3R72Gw2dVfjSUhIiN22J4IXL14s5557bkyYgv33318F68svv9zh/l6vV5KSkmLPEWbHMhAIBFRgX3/99TJmzBjZGdoK67fFp59+qmkJcI1x/QzBfNZZZ2naARzlcePGqcu7PdoK6xvgmh100EGaBjF8+HC58847JRyO/iE1WL9+vZxzzjktXhcuc+vtamtr5corr9TUCLvdrsf73e9+t41r3djYKJdeeqmmbeA6H3300bJ69WrpDPhsfvnLX+oXF6SJwJnHF4d4vv76aznzzDM15I5tcD937lwpLS1t8/osWLBAv8DguuPc8GVo8+bNLbbFz8JvfvMbfV1cM3yZ+uqrrRXXpO9T6aqUtXVrZV1Dsew3yt+mMA2LS6rsf5J62+MqTC0mm1y414Vy7uRzY8IUuaVwS/Gzl5ecJ/kp+dpKqtpTrVX9EKmYHIXlY7LGyIQBY+X4iWPkhMlDZOaILApTQrYDxSlpl48++kgyMzNl5cqVstdee6lwhMi5/PLLVaTEc+2118r8+fPlkUcekbq6OikrK1MBglxP5IB2xNKlS/V+8uTJ26zDMmN9e0DEvvDCC7Js2TIVL8h9xTKA8H4wGFRxujt4/vnnNRXh9NNP1/QEiObly5fLPvvso+8DwvCNN97QcD2uy6233tql1ykvL1e3GMITLjFSIpC68PTTT8e2qaqq0uvw7rvvao4wtjv88MPlV7/6lVx99dUtxCLccKRt4DODE43j3nXXXS0cbzhFJ598sqZRXHfddfqlAU4yXrsz3HjjjVJSUqJffnCDiEQeLZYZQIzjy8Tf/vY3eeedd+TPf/6z/kzhOlZXV29zzEsuuUS/ICENBeeNLxB4D/FAVP/1r3+V8847Tz+bn/zkJ/r+8PNK+jb42S1vLldhWlJXouLysEkhGT/Y+JIWTVMKmDZLmeM68Vg+1+eJ5gFywwE3aO9SA3fArbmlCN1DfGYnZusEKfRBxQQp9EDNSsyS0ZmjZXTWaClML1ThSgjZcRjWJx06mm63W0477TQVPhAKcOuQXwqh9fHHH8fC5D//+c/V4brqqqtUKAAI29dff11D8x1RU1MT2741WGasb49rrrlGxYhRJLTvvvtqcU5RUZHmoUI0ww3c1UBAwW3805/+pA6dAQRfSkqKFpYhNcBIeYArCbcTIhXFZp0B1wT5v8jxBRCduAYQZxBf4J577tHP8Msvv4xtd9RRR0koFJJ//vOf+pnBmUbaxQ8//KDCGp+1cX5wRuGav/fee/ocIhEOJfKBjS8cWI5ri/e9oyBNAcLW+NmBg4kiu//7v//TLxbg1FNP1ZsBzhlONHKS8R5bf+GBg3v//fe3cILxGUDEwynFFyy8z1/84hcqXo1zx/Eg8knfpsJVoaJ0Q8MGCYaC6mpi/Odx+2yS5CS7LFuXLTWBlVJl/6OETdEv3oOde8svD7xAUh3RqAwmRKESH6NFc5NyVYDiZxhuKWbewy2FOEUx1MDkgZLtzGahEyFdhM4paReEfuGqwemCOIW7hdxQiAiErj/44IPYto899pi6p3DkUMgE4XTkkUfKSSedpKJmR2gvH3R7eaII0b799tuyceNGddy++OKLmMML4YHQNwqupk+fLunp6RpG3p4b21lXBnm5EO0QTvHCFNcP1+mUU07R84SLa9zQAQHrcb6dBYLLEJzxLnN82PvDDz+U8ePHb7MdcnNxzlhvbAeHN14MGtsB43OGMAWtxRzSFToDto//TAsLC9XhNY4PmpubVRiPHDlSHXvcIJaRJrFixYptjnniiSducy2AcT3aO3c43PGpJKTvYTimpfWlGnJPsEXTjMpd5eIKNMphkwKy39TXpTrhdzFhevSIY+XmQ6+ICVPsV+et08b4A1MGqvg0lqE6H+IU4f0x2WPULR2QPIDClJCdgOKUtAty9wy3LR4jjPvtt9/qPcKihmOKsCnC2tjmv//9r4ZhIRJ35HXackjhgLXlqLYF8iUhdABC1BCgcDNxXISjcR4IDUOsQiwiB7E78Pv92iFgwoQJ24S48doQon//+9817Bx/gzgFbYWpt4dxzeJBTqnH42nx2m1V+aOllrHeuIfYbf0lAAIfwi1+Ozxv/drYtzO0tT2WxX/+ELD/+Mc/9GcKX26QGwrXHq5r/Hs0aH1OuBbA2NY4duvXbuv9kL5DRXNFNMe0fp0EwgFJsidJOBJWJ7XZ16wTnd5a85Y8uuRhCUWC6oqid+mp4+eoswpcfpeOLcVIUYTxsQ9C+EgNSLYl6zFHZo3U29D0oZzsREg3QHFK2qWtHFBgtJEym6M/PqtWrVIRACHaGriVcDPhhLWHEY7/8ccft1mHZZ3t6QkhgpxIpCEgXI5qfZwrhA5SD+BsIuTf2UKe9oAQgjO3YcMGDa/H5zDi9S0Wi7qQEFdt3QyR2t1AdEGMt8YoFELxkLFdRUXFNu3B0GMWwjp+Ozxv/SUCofPO0Nb2WGaIROQpIy8XnxNyhfFlBz9bkyZN0i8rXcE4duvXbuv9kD5U/FQfFaYqJO3J2vYJwtTtd+vzx79/XF5b/Zpuj7zQX+z3Czmw4EB9DhGL3FKE8wckDVBn1Kj2R16p3WrXED5yS0dmjtQw/s50AyGEbIXilLQLCkYAQubxIGQPjLZKhhPXOjwNsYNlEGjx1fRtOZ4IPaOYB7mFBtgXwnd7bahagxxPiBlUexvngfxOCBFgCOXWYmxn2HvvvTV1AKkFSH8whgcglI9iI1SjQ+xDrLe+7SrnDqIOxViGw20AVxl/RI2WYNgO1+SVV17ZZjtjPTC2f+aZZ1psh1SGzgBHPf7aI/T+2Wef6XUDODesN9xPAxRPxf98dAbj2K3PHXm2xs8F6YNV+XVRYQp30xf06XJPwKPu5gOLH5AvNkV/Z+U4c7TwaWz2WH2Ofeo8dRquR4g+JylHmvxNui9ELXJLR2WOklFZo7TgCTmshJDug8lWpF2QM3rCCSfIbbfdpvmnEKNo8YMKcxSnoJAFFBQUqID897//rYICTiDEIApQkJuKSvF4RwGhVOR9xuesIvyOAhUU5KClEcQdXDO4pp1pnI/8SQwBiM8pxdQpOKdIPcDxEWJHa6KdbS3VGrRpQpEY3NODDz5Yc28HDx6sBUS4VkgnQLsjvHZTU5O6tygYM3I/uxsU/0BgojMAPkOkPKASHz1rcR4ohgIooEJbq/PPP19dbjiUKN5CYRc+S7wf4+cB7wuOJnI/Iazx+aJ6vzPgs0VaBarn4ZIiVxftxpDXDFA0htdBpwW4trheEP7oBIGc4a5+Nqjeh5uOlAq8J/yMIA3FKFIjfQM4mxCmcE1VmNqiwrTKVaV5onazXf725d+kuK5Ytx+RMUKu3udqSXFER41iW/QvRTU+3FAIWYTx4ZYi7A8hm5+aryF+rCOEdD8Up7sI/GLrC+eBXEqIUQhP3MMlheiBoIgHjhRyBCFU0DQfAgDiB25o64IZuF+tHTA4W3Bkb775ZhXEcBwhgCFQWjto7YHiIuSVolIfgsYAAgdTquCo4nzgYKJaHOfY3aA/qCFQIUYhwFGUBPcSIh2DASDOILJQob6rQvoA+ZlwJCH6cEP7L5wfqtVxLQwgDJGWgIp7XG+0oIKbjZZT8Z8zBD7aUWFfHAO5tujEgM9t7Nio47QjQPQinQFfOnBOcM2fe+45GTFiRAs3FgV2EMJwNvE66BoAod1VIG5RnY/eqKjsR3s0fJExHHbS+4HbCbfUaBeFUD0EqSFMkUf61y/+KhsbN+r2E3ImyJXTr4w5n2gT5Ql6tBI/OymazlLjrhGn3anCFDmlCOWjWt/ISSWEdD+mSHfGNvsY6JsJ5w4OC4pdWmP0ZcQffEJI34T/znsHaPNUUlsiK6pWSDASFabIMa1yV6kbitzRe768R0P7YFreNLl06qViNVtj+yPPFH1LIUxRCKXV/dYEdV8LMwplcOrgHmM8ENJXtFRb0DklhBDSq4GQXF+/XlbVrJKQhDQnFM4phCka5ON27xf3ausncOCQA+W8Keep+wlB2uBtUJGKwidU42M7PIcwRb7pkNQhMih1EHNLCdlN9Ki4xJIlSzRshxxGVFWjhRDyBeOn3rSHMcawrVtnq4kJIYT0DiA81zesl5XVK1WQ2sw2CUVCGspXYRrwyl8++0tMmB4x/Ag5f8r5KkzhpiIVACIUhU/pCelS54sWQuE4COOj6GloxlAKU0J2Iz3KOa2vr5chQ4boDG3kvKHoArmMmLmOQg3k620PNINvnf/GPoaEENL3QNgdjilC+ehjqoaEmKTSXam5oxCnd39xt1bag5PGnCTHjzpet4OQRasoFELlOnPFbrFLrbc22ibKYpfhGcPVLUV/U0JIPxanKIoxWr4YoChm7dq1WpCzI+IUeQ2oIiaEENJ3geuJcaQrqleIN+TV8DwcT+SUoo8pxOo9X9wjDb4G3f6UsafIcaOiBXXIRcVyhPBzk3NV0Nb76jUdAK2iUME/OG2w5q0SQvp5WL89UG3NEYOEEEIA6ng3NW2S1TWrNd8UQhXCEm2k9HkkJPd8fo86o+DE0Se2FKbeBslIyNAxpGiThyp97J+RmCFjssZoGJ/ClJA9R49yTg3wywI3TNp54YUXdHwh2hTtCHBa0QonLS1NXVj0d9yRCUNo74P94kEfSkIIIT2L8uZyKa4p1jZPYQnrGFEUP2nFfTisoXyE6AFE6QmjT9DHqNpHiD/TmantoNBUH44r8ksxAQoN9dG/1GK27OF3SEj/pkeKUzRh/9e//qWP7Xa79iT86U9/2uE+mJmNPo1oFI+m2hh7eeedd+pzNAqfMmVKh/ujMTn6eBJCCOm5QJBiJCmc04hEVJiiSX69p16f3/vlvfocHD3iaDl5zMmaY4r8UzTXRw9TCNPmQLOG822WaOHTkLQhWq3PEaSE7Hl6ZJ/T9evXq5OJGyboIN8UE4TQFLwzGNNuDj30UHn11Ve75JyefPLJ7HNKSD+GfU57Dk2+JllTsybWyxT9RxGir/ZUa+sn5Jhubtocq8o/ffzpMWHqCrgkKyErNooUTfWxz8jMkSpMs5y7ZowwIf2dZX2lzylaSeEGjAk6mHCD8YqYerOjYEoQxka2nvneFrm5uXojhBDS84DALG0olTW1azSUj5xQiMwab41W1z+4+MGYMD2k8JCWwtTv0sb6aLCP0D/cUgjT0VmjNZTPxvqE9Cx6RUEUxhtihKHhYHQGGMMYu0gIIaR3grZPqMxfVb1KC5qQI4r80Vp3rdjNdnny+yelqC5aIzA9b7qcNeksFabYBsIUoXy4pqjQh5DFbWz2WBmWMYzClJAeSK9QbZj7DYHZ2TGhaEGFfFPknRJCCOl9wGCAI4rpT+hdCtGJ3FIUQKGR/ksrX5IlFUt0WwjOi/e+WJcbxU8QptnObGnwN2irKYfVIWOyx6gwRdsoQkjPo0eF9S+77DItZoJTOmDAAKmurtZq/Xnz5smvf/3rWEj/4osvlieeeEKKi4ulsLBQlx1++OFy8MEHy+TJk2MFUXfddZf+Irv99tv38DsjhBDSFdC3tKimSKpddbK+yiqBoF184TrJSgvJJxsWycfrP9btMGL0qulXacjeEKYI4xvCFG5poi1RJz4VphXqY0JIz6RHiVOMKsWEJwhPTItKTk7WKvunnnpKzjnnnNh2oVBIb/G1XCh8goj961//Kh6PR/NHUQj1+9//XkaPHr2H3lHvBzm/Cxcu1CI19JuNB8vgSmOqF9xtp5MNqwkh3QeKnYpq1sozn9fKF2vSxeU1gn154ktYLOWmN/QZBOjP9/25Cs42hanZrsVT6GGKHFO4p4SQnkuPrNbvLRVmu7KKNxAKy9fr6qTB45e0RLtMH5ohNsvuz8L4/PPPZf/995ebb765RauthoYGOeCAA8Tr9eo2nSlUI6Q3wWr9PQMKmVZUrZbrXyiRVZttCPDjT5auc5sXS5X9dhFTWGymVLl51m8lL2VArME+Ku8hTCFSkZ8KYTo2Z6wKUziohJDdR5+p1u/PQJQ+tLBYnvx8nVQ3+2PLc5Idcu7MQrnikBG7VaTCzT7ssMPkgQcekN/+9rfqjvr9fjnllFOkvLycwpQQ0u1g4tPGxo36u3DVZkNMRoWp37ROqu13qTA1RRyS5b1VijYMlJyxDVrwhClPyDNVYWqxidPq1BxTClNCeg+9oiCqPwnTy578Wu55b7XUxAlTUN3s0+U/feob3W53gtSImpoaeeSRRzSV4qKLLlJR+tprr8moUaN267kQQvo2+B1T1lwmy6tWyWer4J9sDe6FpE4q7bdJxOTR59n+68QRGSmLi5xS466XNEeaOqZosI9WUQmWBC2SojAlpHdBcdqDgEuwYFV0EEDrXAvj+YcrK+WfC4t363nNmjVLDjroILnnnnvk+uuvl//+97/yzDPPaLh/R8nMzNQcVUII6Yhqd7UU1xbLktJGadYc06hjGhG/VDrukJC5Up+nBy4QZxi/g0zi8lqksTlbcpw54g64VZgmWhNlXM445pgS0guhOO0hwA1FKD/6a7h9sP7Jz0t3u3t600036cQtdEC4++67Zc6cOTu876ZNmyQQCGjhFCGEtAfGi5bWl2pPU5dv63K0jqq23Sd+8yp9nhQ8TFKDP2mxr03SxRfyadtBFDwhxxRjSVn8REjvg+K0h4DiJ+SYbq86Deurmn26/e7kyCOP1HxTtOz6+c9/3ql9kQQ9duxYzqwmhHTYaH9jw0ZZXbtaQpGQZDi3Fi41WJ8Tt3WRPnaEJkhW4Goxtfoqn2CPfmFHwdP4nPEUpoT0YihOewioyt+V23dHxbLb7dYCqbbABC9U9Ofn50tWVpZcc801Eg5H/1ig5+yIESM0VxU9aPfZZ59YBfTKlSvliCOO0LB/RkaGXHnllbv1fRFCekieaVOZNtqHSEWz/Kz0Bkm0B8Rl/kQabM/odtbwQMnx3ygmscXvLSkJYRmc5ROrxao5pgVpBZJgTdhj74cQsnNQnPYQ0C5qV26/s3z77bd6P3Xq1DbXX3fddbJkyRJ1STEc4ZNPPpGnn35a12EZeqWed955WlgFFxVpAuDss8+WCy+8UJeXlpbqY0JI/6LGUyNFtUVabW+KmCQYCUqjt05GDFklNfb7dBtTxCk5/pvFImmt9jbJjFE+sVstMjpztDbYd9rYc5mQ3gzFaQ8BfUyzk+07lHOKtlLYfk+I02nTpm2zbuPGjfLkk0/q8AQ4oOnp6dq8/5tvvok5pzfccIMccsghYrPZ5IILLpAVK1boOjioPp9PhyoYriohpP/g8ruktC6aZwoHFe5nrbtW/GG/fN3wtxaV+fZIQdye0SSo0fl+OXRiUIXp0IyhkuJI2UPvhBDSXVCc9hDQu/S8mUN3KOf0vJmFu70hP4QmJkS1VdT00Ucfyb777qtheYPa2lrJy8vT0D6EKPqiGmAsLUL/4LnnnpPHH39cj/vLX/5SC6cIIf0vzzQsYQ3F13nrxBPwyAvLX5AKV7luNyXjJ5Jjn95i35QEkUMnueScg90yMnuYCtP0hPQ99E4IId0Jm/D3INBgf8mGem0XBYc0Xqgazw8dmyuXHzJit5/bd999125IHyF5uKXx+afz589XJxUhfoyTjZ8g9dJLL8kxxxyjj4866ii9wX3FxCkUXMF1JYT0fcqby1WYBsIBcZgd0uxrliZfk3y56Uv5rvw73WZS7iS5asZREgpXyIpNPjFJsuSlpkluRpPYLRZtFTU0bahOhSKE9A3onPYg4Ib+69xpct0RoyU7ueXsZzzHcqzfE2NMKysr5Z133mlzHULxcE/RMqq+vl6uuOIKGTdunBx88MEa0rdarfL888+raH300Udl8eLFcumll6pINQqjIHAR3sd+hJC+T62nVkpqS9QpxTdvuKi13lp1Ul9Z9Ypug76ll+x9iVbmN/sbZFS+yP6jnJKXhbGkZhmYPFCGZwyXAckD9vTbIYR0I3ROexgQntccNkrdUbSLQlU+ip+QY7onROmOsN9++8lVV12lzirC8j/5yU9UjBrFUJdddpnMmzdPW1BByL733nuaX7po0SKtzm9ubpbhw4fLv//9bxk2bNiefjuEkF2MN+iV9fXrtacpephizGi1q1pd08e+f0yX2c12uXKfKyXJnqTL0Vg/KyFLAqGAWEwWDeGPyholecl5/LwI6WOYIshAJ22ybNkymThxogqsCRMmbLPecP0grAghfRP+O+9ewpGwitLFmxaLJ+jREaNwTOs8dfLvb/8tpQ2lut2le18q+w7eV4UsclDhkkKgwmFNtCXKlIFTtJcplhFCeq+WaoueacURQgjpk1S5qmR1zWoVplaTVadCNXob5YO1H8SE6WHDDlNhCpcU6zMSM7S5PnJTjV6mQ1KHUJgS0kehOCWEELL72kbVl2ohlMlk0gp95JwW1xfLh+s+1G2GpQ+T08afpg4r+p4ifJ9iTxFPyCMWsciYzDFaBMWxpIT0XShOCSGE7HJC4ZAWO6HZPnJK4ZoilF/vq5dnfoxOgEq0Jspl0y5TR7TB26D5phCn3pBXhemIrBFSmFEoyfZkfmKE9GEoTgkhpAOYlt+NbaPqVksgEtBipyZ/kzqpzy19TtwBt25z/pTztUIfoXyL2SKZCZniD/m1Wn9w6mB1TDMTM/nzSkgfh+J0J9Cw1Jb58YSQvgn+jePfOuk6cEHX1a/TyU9oG+UP+qXeWy8LSxdKcV2xbjN76GyZnj9dfEGfCtJ4EZqRkCEjMkfIgCS2jCKkP0BxuhM4HA5tneT3+7vvEyGE9BjQmxc3jN0lXQNFTesb1ktJXbS7CUL2db46WVe3Tt4teVeXobjp9PGnayU+2kbBMcW0qGAkqLmlY7LHSF5KHr8kENJPoDjdCdCrE5SVlVGgEtIHw/kYPhH/b510LZy/pmaNFjihnymKnNCA/5ml0TxTh8UhP53201ieaUpCiqQmpGoLKeSZjs0aqyF9towipP/ABnE7QVJSkmRmZuoceYzphLuC8B9DgIT0fmEaCoX05nQ6JSUlZU+fUq8EBU9wTBv9jVoA5fF7pMHTIC+teElzTsG5k8/VHqZwTOGSZjgytK+p2WTWAqiC9ALta0oI6T9QnO4EEKG5ubkqUhsbG3X8JosnCOkb/7bxZTMjI0Nv/MLZeZA3urFxo+aaAvxuRJ7pt+XfyvLq5bps5uCZst/g/TTPFD1MkVOK0D6EKQQrmuyjWp8Q0r+gON1J8EcrOTlZb4QQ0p8JhMKxscv+cL14zatjbaPQMqrcVS6vrnpVt81OzJazJp6lLabgomYlZkUnQEWC2td0ZOZIFkAR0k+hOCWEELLTovShhcXy5OfrpLp5a4FocoJdZoxKkhmj6zWfdN6yeeqQojXURXtfpEVPaMKf4kjR3qW+kE9zUFEANSh1EB1rQvopFKeEEEJ2Sphe9uTXsmBVlbRuuNXsNcmHPzqluCIktqwXZEPjBl1+zMhjZHTWaO1najPbJN2RrsIUohWOaUFagRZPEUL6JxSnhBBCugwcUwhTENlmbVSurqpeKxVN7+tjCM8Tx5yoeaYQpMgzDUVC6pIOTok22sdkKEJI/4WtpAghhHTZNUUov6MRBWFplmrbPSpdbWa7XLr3pVrwhDxTNNe3W+wSlnA0zzRrpGQ7s/lpENLPoTglhBDSJVD8hBzTbR3TrdTa/ikhc7U+PqzgTG2m3+hrVHc02RbNM7WZbDI2e6zkJbPRPiGE4pQQQkgXQVV+R7jNn4nLulAfJ4Smyfj0w7WHKUizp2lxFFzUUZmjtNE+80wJIYDOKSGEkC6Rlmhvd11IGqTG/mD0D00kSbL8PxOHLSQuv0t7lyLHFG2mBiUPksKMQq3YJ4QQilNCCCFdZvrQDMlOblug1tr+JWFTvT7OCPxU0hLSJTWlSseTJloTJSQhbR81InOE5Dhz+CkQQmLQOSWEENIlbBaznDI1a5vlLvMn4rZ+pI8TQ/tJUmi2TBlWLw6rVdIcW8L5YpYxWWMkPzWf/UwJIS2gOCWEENIl0Kf0oPEeGZXn27IkouH8WvtD0T8wkRTJ8l8lIwd6ZdKwcslwZOhEKDA8c7gMSRui1fqEEBIPxSkhhJBOE46EZXPTZiltKJEzDmyQQye5xOkISq3tIQmbGnSbPLlMDp1glcOnlkimM03sVrtETBHJdGbKsPRhkpaQxitPCNkGNuEnhBDSaapcVbKmZo06oXaLRaaOqhR/4ley4sdPdP3YjOny85ljxRMsF7MpQfuY+sN+sZvtMjpjtDbfJ4SQtqBzSgghpFOgHVRpfalUuio1XzQQCkhFc4W8svIlXY/+pZfuM1ciElRBCocUeaYYTzoqa5QMThssFrOFV50Q0iYUp4QQQnaYSCQiZU1lUlxbHFtW76uXt4reElfApc/PmnSWpNpTtdl+uiNdLKaoEEWTfY4nJYRsD4pTQgghO0ydt06K64rFE/Ko6ERR1LKqZfJt2be6fu+Be8uMQTN0eYI1QZw2p4QiIXFaneqasm0UIWR7UJwSQgjZIRC+X9+wXjY1btIQPUL11a5qeXnly7oe/UvPnnS2+EN+DeenOlJj1fmjs0fr6FKkARBCSK8Rp0uWLJHjjjtOCgoKJDExUTIzM2XmzJny9NNP79D+lZWVcsEFF0h2drY4nU7d94MPPtjl500IIf0B5JginB+WsI4dbfQ2yvtr35d6b7TZ/mnjT9M+prFwPvJKTaIto3CDk0oIIb2qWr++vl6GDBkic+fOlUGDBonL5ZJnnnlGzj33XFm3bp3cdNNN7e7r8/nksMMO02Pcd999kpubKw888IAcffTR8v7778usWbN263shhJC+RJOvSdbWr1XhiXC+O+CWNbVr5JMNW6rzs8bKQQUHaTgfDmqSPUmdVtyPzBwpGQkZe/otEEJ6CT1KnB5yyCF6i+f444+XtWvXyr///e8OxekjjzwiS5culc8++0wdUzB79myZMmWK/OY3v5Evv/xyl58/IYT01Z6mCOWvrVurBVF4XuOukZe2VOfbzDY5d8q5GubHLdeZK8FQUEP4COcPTB7IcD4hpHeG9dsDYXqrtWMd/fLLL8uYMWNiwhRgn3POOUe++uor2bRp0244U0II6XtUu6s1nI/CJoTqm/xN8tH6j6TCVaHrTxpzkgpSuKsI65vN5q3h/FROgSKE9GLn1CAcDuutrq5OXnjhBXnnnXfkH//4R4f7wDU96KCDtlk+efJkvV+2bJmmCnSUr1pVVdViWVFRUZffAyGE9AW8Qa+U1pVKhbtCzGIWX9gnJXUl8uHaD3V9YVqhHDH8iFh1PkL6KIJiOJ8Q0qfE6ZVXXin/+te/9LHdbpf7779ffvrTn3a4T01NjRZQtcZYhvUd8eCDD8qtt966U+dNCCF9jbLGMimqLdLqfFDnqZNXVr2iLiqKos6fcr6G+VGhjzZRWM5wPiGkz4nTG2+8US655BJ1M19//XW5+uqrtTjqV7/6VYf7ddSiZHvtSyCITzvttG2c05NPPrmTZ08IIX0DVOGjCEp7mopFmgPN8uXGL6W0oVTXHzniSA3b13pqtW0UQv4RiUhBWoEUpBaI3WLf02+BENIL6ZHiFK2kcAPHHnus3t9www1y/vnnS05OTpv7ZGVltemO1tbW6n1brmo8qO7HjRBCiEgwHJSNjRtlfeN6dU3xfHPTZnm7+G29PNnObDlh1AlatW+z2DSMj22S7ckyInOEZCSyOp8Q0ocLombMmCHBYFBKSkra3WbSpEny448/brPcWDZx4sRdeo6EENLXiqAQzkfIHuIULaTeWvOW5qCCcyado06pJ+jRIqhQKBrmN6rzCSGkT4vTBQsWaPXn8OHD293mlFNOkZUrV7ZoGQVBiwb+++67r+Tn5++msyWEkN6NJ+CRdXXrNL8UwhQC9MeqH2VJxRJdv0/+PjIxd6IK1hRHiljNVomYIjI4dTCr8wkhfSusf9lll0lqaqo6pQMGDJDq6mqt1p83b578+te/joX0L774YnniiSekuLhYCgsLddlFF12kTfeRN3rnnXdqiB5FTqtWrdIm/IQQQrYP+piWNZVpRb5EkLAv2tP01VWv6npU458x4QwN51tNVg3ja3W+LUlGZIxgs31CSN8Sp+hR+thjj6nwxKSn5ORkbaL/1FNPab9SA4SPcMMvUQOHw6GjStFw/5prrhG32y177bWXvP3225wORQghnSiCKq4r1vC9jij1NcqCdQu06AnMGTdHi59q3bWSnZQdC/tjCtTAFDbbJ4T0MXF64YUX6m17PP7443prDdxWCFtCCCFdL4LCDR1OMH4U1foLSxfq+uHpw2VW4SwVrMmOZK3Gxz75yfnacB99TgkhpF/knBJCCNn1VLmqpKiuSNtBwQ2t99VrOB/uKFzUcyefq4IVUatkWzSc77A41DVF9T4hhHQHFKeEEEI0hxRFUAjXQ4i6g275atNX6pwCTIFCwRNGl6YmpEpYwipiIUzzUvO220uaEEJ6ZVifEELI7gdOaHlTueaawjENh8L6/O2iaE/TzIRMOWH0CTqiFAVRCZYEFaeYCFWYXihOm5MfGyGk26BzSggh/RyjCAojSOGaYhLUeyXviSvg0vVnTjxT20X5Qj5JsadonqnFZJFRWaMYzieEdDsUp4QQ0o+B0NzUtEmLoAAE6sqalfLFpi/0OfqZ7j1wby2CQpW+yWzSEP6wjGGSl5ynjfgJIaQ7oTglhJB+jDEJSougTCap99TL66te13VwS8+aeJa2lUJPU4TvURyVlpAmw9KHaQN+QgjpbihOCSGkn0+CQhGUKRKdBPX5ps9lY1PURT125LEatkd4H66pUbWPIqjcpNw9ffqEkD4KxSkhhPTjIihMgoLoxG1z42aZXzxf16PY6ZiRx2h1fpI9SV1UgIp93GwW2x5+B4SQvgrFKSGE9EMafA1SUl8inpBH80bhjkKYIoQPEM5HqB+9TNHTFNX5qNIfkc4RpYSQXQvFKSGE9DMgOFEAtaFxg0hEJBgKyrKqZfJN2Te6furAqVoI1eRrkjRHWmw/jiglhOwOKE4JIaQfFkGV1JZIKBISs5ilzlsnr6+OFkFhJClaR6EpP0L3eA4HNdeZKwXpBZJoS9zTp08I6eNQnBJCSD8CYfvS+lKp9lSrMEVY/9MNn0pZc5muP37U8eqWolgKPU2NIqgRmSPY05QQ0vPF6cqVK2Xu3LmSl5cndrtdvv32W11+6623yoIFC7rrHAkhhHQTla5KbbiPcH44HC2CerfkXV03IGmAjilFEVSyI1mLoIyepoNSB7GnKSGkZ4vTJUuWyD777COLFi2SQw45REKhUGxdc3Oz/POf/+yucySEENIN1Ljr5a2la+SbtSEprbRLo88l7xS/EyuCmjtxbqxyP8mWpOH8ZHuyDM8Yzp6mhJDdRrQ3SBe4/vrrZfLkyfLee++pazpv3rzYuhkzZsj//ve/7jpHQgghO0EgFJYHFxTJY5+VSL0bRkKGLo84Nsh689f6GFOgJuRMkFpPraQnpMfyUUdljmJPU0JI7xCnn376qTz99NPidDpbuKZgwIABUl5e3h3nRwghZCeF6WVPfi0LVlW1WB6RkJTJw/rYLHY5ddzp2k7KYXXEiqAwnnRw2mB9TgghPT6sjwbOcEzboq6uThwOx86cFyGEkG7goYXF2whT0Gx5RwLmEn2cEjhVVpYWanhfe5pGwppvOjxzuGQmZvJzIIT0DnGKkP7LL7/c5rr58+fLtGnTdua8CCGEdINr+uTn68TUanlIGqTe9qQ+toQHSGpwjnxd5JREa7KYzeZYEVR+Sr5W6hNCSK8I61977bVy1llnSVJSkpx77rm6bP369fLhhx/Ko48+Ki+++GJ3nichhJBO8vW6Oqlu9m+zHMI0bGrWx5mBS8UsCeL2idQ0pElKbkBSHakyLH2YFkMRQkivEadnnHGGFBcXyy233CL333+/LvvJT34iVqtVW0mdcMIJ3XmehBBCOkm9e1th6jOtkWZLtHVUQmiaJIb3ja1z+0zaYgo9TXOTcnm9CSG9S5yCG2+8Uc477zx55513pKKiQrKzs+Woo46SwsLC7jtDQgghXcJq9bV4HpGw1Nn+JWKKiESs6pqa4oL+ifaw5Kfmy5DUITodihBCep04BYMHD5aLL764e86GEEJItxAKhyQ7rVGSHCFx+ZA3ahKXZaH4LCt1fWrwRLFFBm/ZOiLJCWEZPkBkZMZIFkERQnqnOEV+6fYoKCjo6uEJIYTsBNXuailtLJHpI72yaFmKhMUt9bbHdJ0lkiFpwTPjtjbJ9JEeGZU1XAamDNSCKEII6XXidOjQodv9Bda6/ykhhJBdD1pCratbJzXuGjlwnEk21Fjkm+rnJWSq0/XpgQvELE51TCFMR+X55Ji9LDI0fagk2ZP4ERFCeqc4RUV+a3FaXV0tr732mmzcuFFuuumm7jg/QgghnaTSVSkldSWqPc2miOw19itZ9GW09Z89PEaSQrP1cZIjLPuM8siBY90yJntvFkERQnq3OL3gggvaXH7dddfJaaedJhs2bNiZ8yKEENIFGn2NsrZurbiDbjUQmv3N8k7JWxKWkBY/nTNpriSZK8VmC8j4/AQxmcOSn8wiKEJIz2GXdFeGcH344ehYPEIIIbsHTHYqayqTdfXr9HkwHJTvyr+T5VXL9fkBBQfIfsPyZVButYzLt4qYQmIz2zgJihDSt6r12yIYDEp9ff2uODQhhJB2qPXUSnFtsYpSuKb13np5c82bui7Rmihzxs5RJzXJlhSb/IQ8U0yCYhEUIaRPOqeBQEC++eYb+cMf/iBTpkzpzkMTQgjp6PdvKCAbGzdKeXO5RCQi/qBfFpUukip3la4/ccyJKlAD4YA4bSiGEklxpOiYUk6CIoT0CefUmL/cFhkZGdqYnxBCyO4BIhSuKYSpWcyysWmjfLD2A12Xl5wns4fO1nzUFHuKLsN2IzNHsgiKENJ3xOnNN9+8jThNSEjQFlPHHnuspKREfwESQgjZtbgDbm0dhTA+ip5QDPVu8bviC0UnRJ058UwN9VtMFnFYHVrFPzB5oAxOHSx2i50fDyGkb4jTW265pXvPhBBCSKeJRCJS0VShFfpwQ/F8ZdVKWbx5sa7fa8BeMj57vNR4aiQjIUPXW81WdU2znFm84oSQ/lGtTwghZPfQ4GuQ4rpi8Ya8YhGLPn9jzRu6DiL09Amniyvg0nxTVOYbRVB5KXmxoihCCOm1zultt922w9si5P/73/++K+dECCFkBwiFQ7K5cbPml2oRVMgvizctltKGUl1/xPAjJDMxU8P9WYlZ2moKxVAogkp1pPIaE0J6vzjtTCif4pQQQnYtCNWjCCoUCWk+abm7XOYXz9d1aY40OW7Ucdo6ClX56pKaREZkjmARFCGk74jTcDi8686EEELIDuML+mRD/QapdFfqc0/IIwvWLdCwPvjJuJ9ocRRyTBHSh2uanZgthemFkmBN4JUmhPRYmHBECCG9tXVUXbGKT1Tfo1r/o/Uf6brh6cNl30H7Rl1Te4oKUzincE2zndl7+tQJIaRDKE4JIaSXAdFZUlciTf4msZgtWvD0dtHb2i7KaB2FNlI2i01vAG2jBqUM0u0JIaTPji/96KOP5P7775cVK1aIx+PZJue0uLh4Z8+PEEJIHHBKy5vKpbS+VIugMBnqh4ofZGnVUl2//+D9tRofo0y1CErCkmBJkBEZIyQ9IZ3XkhDSd53TTz75RA477DBpaGhQcTp27FgZNGiQrF+/XqxWqxx88MGdPuaHH34oF110kR4rKSlJj3fSSSfpSNTt8fjjj6sgbutWXl7exXdJCCE9izpvnYbzIUrROqrR2yhvFr2p6xwWh8wZN0ed1SRbkobycRueMVwGpgxsd6ofIYT0Cef0D3/4g1x44YXy0EMPic1mkzvuuEOmTp0qP/zwgxx99NEyZ86cTh8Tx6qpqZFrr71Wxo8fL1VVVXL33XfLfvvtp+NQDz300O0e47HHHlNxG09WFhtNE0J6Pwjbb2zYKJsaN+lz9Db9ZMMnUt4c/QJ+/OjjVZQ2+hu1Wh/OarojXYZmDNUWUoQQ0qfF6dKlS+VXv/pV7Jt4KBTS+8mTJ2t/U/REPeGEEzp1zAceeEByc3NbLIPQHTlypPzpT3/aIXE6ceJEmT59eqdelxBCegPV7mopqS/RllA6Gaq5Qt5b+56uy3HmyOHDDtc8VC2CkrCYJVoEhXWEENLnw/put1uSk5PFbDaLw+GQ6urq2Do4l8uXL+/0MVsLU4DXgIu6YcOGrp4qIYT0erxBr1bk17prY8/fK3lP3AG3Pj9jwhna7xRhfIfVoW2kBiYP1EIooyiKEEL6tDgtKCiQiooKfQzx+Oab0ZwnsGjRom4LpSOn9dtvv5UJEybs0PbHH3+8WCwWyczM1NQCOLw7QmVlpSxbtqzFraioaCfPnhBCuge4pGvr1mpbKPScLqopks83fq7rxmePl8m5k8Xld6lrClcVo0vhmmJCFCGE9Iuw/iGHHCILFy6UU089VS699FK58sortTAKLuq7774r1113Xbec4FVXXSUul0t+97vfdbjdwIEDdRvkp6ampsqPP/4od955pz7/9NNPZcqUKR3u/+CDD8qtt97aLedMCCHdSaOvUVtHuUNubQXV4G3QIijklMIpPWPiGeIOurW5PkQplhemFUpeSl50MhQhhPQiTBHt4Nx5EMavra2V0aNH6/N77rlHnnnmGc1BhXsJoYhCqZ0BuasotPr73/8uV199daf3X7dunUyaNElzVV999dXtOqcowIoHzunJJ5+s7uuOOreEENKdwCldXb1avtj0heb24zma7T/949O6/tBhh8oZ48/QKn5MgAIofjqg8AApSCvgh0EI2aMgEo16oM5oqS47p9nZ2Xoz+OUvf6m37gIuJoTpH//4xy4JUzB06FA58MAD5YsvvtihfNe2cl4JIWRPgn6laB0VCof0y3+Nu0Yb7oNkW7KcNPokbR2VbE/W9XBNEc7PTeLvM0JI76TL8Z5//OMfUldXJ7sCCNNbbrlFbzfeeONOHQvGMIq2CCGkt+EP+WVD4wbNN0WBE6Y+LSpdJDWeGl1/0tiTxG6xayFUojVRhWmWM0sK0gs0xE8IIb2RLqu2n/3sZ5Kfny9nnHGG9iDtYnbANtx+++0qSm+66SbtpbozrF27VvNNkXdKCCG9jSpXlRTXFqvoBOhxumDdAn2MUaQHFxys+ahaBCURFbCYBJXt3BrVIoSQ3kaXw/oofnr00Uc1z/TFF1+UvLw8Of/88+WCCy6QUaNGdemYaLh/8803a2/T4447bptwvCEyL774YnniiSd0PGphYaEuO/zww3UqFfqsGgVRd911l4a5IHgJIaQ3gcp7VOej+AmiEy2j3il5R91TMHfiXHVW0SbKbrWrQYC2UbihKIoQQvqdczpmzBj585//rONKX3/9ddl///21KAo9Tg866CCd1NRZcBwwf/58mTlz5jY3AxQF4Bbv1qLwad68eXLeeefJUUcdpcIUhVBff/21JuISQkhvwWiwv7Z+rT5HEdTyquXyTVl0lPO0vGkyOmu0uAIunQiF9QjvI9c0PSF9D589IYTsoWr9tqivr5dnn31WWzht3rxZgsGg9LcKM0II2VnqPHWyeNNi2di0UV1TFEXd/+X9sr5xvbqid8y+QxwWh7aVQiEUxCnE6tS8qZJkT+IHQAjp1Vqq2yqFGhsb5fnnn5ennnpKNm7cKAkJTMYnhJDOEgwHZWPjRr3BO/AH/fLFxi9UmIKjRxyt7ijC+1oEFYlIqiNVhmcMpzAlhPQJdlqcfvDBB3LOOedozunll1+uy/71r39JWVlZd5wfIYT0K6rd1do6ymiwX+mulHeK39F1GQkZcszIY7R1VIojRTuRaOuojBGSk5Szp0+dEEK6hS5nzaOSHkVJmHk/YMAA7UV64YUXas4pIYSQzuMNeqW0rlRq3bWxIqgP1n4gTf4mXX/quFOjG0ZEEiwJKkwHJA2QIWlDNOeUEEL6tThFXikmQaHf6THHHKPz7AkhhHQdFEFhTKlRCoCCqE/Wf6KPR2aMlH3y99FJUEbRk8VkUdcUvU0JIUT6uzjdtGlTiwlRhBBCug5aRkGYekIeDdc3+Zp0EhQa7MNFPXPimeIJetQhtZltEpawDEkdIvmp+Rr+J4SQvsJOjS8lhBCy86DafnPjZiltKJVgMCLrqyzyTfkqbR8FDig4QArSCjTcD5cU4XwUQw1PHy5pCWn8CAghfQp2aiaEkB5QBLW6plgWLk2UxWsSpdkXls2OV7Rk1RxxSp7pHKn3NkmSI0ldUojTYenDZGDKwD196oQQ0u1QnBJCyB7EF/RJSU2p/P1dvxSVJWu1U6P1FQmaN+v6tMBc+WrlYKmobZJzDnbHqvaHZgyVRFsiPztCSJ+DiUqEELIHqXRVyiOfbJCiMoc+D0qdNFif08e28BBJCZ2gj0srU+TTlU59PDxzuGQ7mVpFCOmbUJwSQsgeAkVPa2pK5LNVCGJFK/TrbY9LxOTRxxmBy8QUC3BF5OsipwxIytNCKJvFxs+NENIn6bI4veiii2Tt2ujc59aUlpbqekIIIe0XQZU1l8lHazaJy4dWfCbxmVeIy/qhrk8M7SeJ4b3j9jBJs9cibneeZCZm8rISQvosXRanjz/+uFRVVbW5rrq6Whv0E0IIaZtaT60U1xSLyx91TCMSllrbv6IrIzbJCFzS5n5WSROTycTLSgjps+ySsH5tba04HNH8KUIIIS3xh/yysXGjOqeJtrAua7a8L35zkT5ODc4RW6TtSvyBqam8nISQPk2nqvU/+ugjWbhwYez5ww8/LPPnz2+xjcfjkVdffVXGjx/ffWdJCCF9iCpXlRTVFiFSLwU5QbE76qXeFI02WSJZkhY8rc39spPtMn1oxm4+W0II6cHidMGCBXLrrbfqY4SVIE7borCwUB544IHuOUNCCOlDNPubdRJUo7dRJz95Qy4xpT0n4aYGXZ8RuEjMktDmvufPHCo2C+tYCSF9m06J09/85jdy9dVX69zn3Nxceeedd2Tq1KkttkE4PzkZvfoIIYTEg9+dZU1lsq5+nTbSR1EU8k6Lmt+P/v4MTRBn6KBWFw05qSaZPSZHLj9kBC8oIaTP0ylxmpiYqDeASv28vDyx2+276twIIaRPUeOpkeLaYgmEAjrpqc5bJ28WvakiFS7qkYXnStH6sLh9W93R1ESTnLPfEPnF4RPpmhJC+gVdnhCF0D0hhJBOFkE1lelzCNRvyr6RNbVr9PnsobPlhImZUjVypbaL8gbMkppglTP33kdGZQ9nhT4hpN/Q5eSlQCAgd9xxhxY+JSUlicViaXGzWjkZlRBCWhdBRUwRdU2r3FXyVtFbui7ZniwnjTlJmvxNkpqYJMMHBGX8EL8cPrZABqfnUZgSQvoVXVaQN9xwg9x7771yzDHHyMknn8zWUYQQsgNFUBCmroBLFqxbIPXeel0/Z+wcsVvs4vV7JSMhQ8P86Y50GZoxVJy26MhSQgjpL3RZnD7//PNy8803yx/+8IfuPSNCCOlDQGhubtqsRVDIKw2Gg7Kubp0sKl2k64emD5UDCw6UOk+dpDpSdXuzmGVE5gjJcebs6dMnhJDeE9avq6uTgw8+uHvPhhBC+ugkKIhSuKZwUd8qfkufg7MmniW+oE9sZps4rA4N4Q9MHihDUoeIzWLb06dPCCG9R5xCmC5ZsqR7z4YQQvpgEVR5c7m2jvKFfPJ9xfeyvGq5rj9wyIHqnCLMj7xTuKYWk0VGZI2QjEQ22yeE9E+6LE7vv/9+eeSRR+Sll14Sv9/fvWdFCCF9gEpXpaypWRMtghKzVLur5c01b+q6RGuizBk3R1x+l+aVWi3RLCvkmeYl56nLSggh/ZEu55zutddeWrF/2mmnaRjK6WyZtI9lDQ3RiSeEENLfaPI1ydq6tRrGhzCFO/pR6UdapQ9QnQ9R2uBtkGxHti6Dezo8fbikOFL28NkTQkgvFKc/+clP2N6EEELaAOH5TY2bVJxiKlQoEpLS+lL5cN2Hun5w6mDta9rga4gKUVN0etSIjBGSm5TLa0oI6dd0WZw+/vjj3XsmhBDSR0D4HpOgjCIoiNC3i96WQDig68+edLY+xroEa4Lmo0KUFqQXaFEUIYT0Z5jURAgh3Yg36JX19eulwl2h4hNFUd+Xfy9Lq5bq+v2H7C8jM0ZquD/VnqqOKbaDa5qVmMXPghDS79kpcbpy5UqZO3eu5OXlid1ul2+//VaX33rrrbJgwYJ+f3EJIf2zCAquKYAjChf1jTVvxIqgTh13qgpTPLaarRrSL0wrlPzUfLGYLXv47AkhpBeLU7SR2meffWTRokVyyCGHSCgUiq1rbm6Wf/7zn911joQQ0ivAxKeimiJxBV2xIig026/x1Oj6U8aeokVQaClltI5KtCTK8IzhkpaQtqdPnxBCerc4vf7662Xy5MlSVFQkTz31lIamDGbMmCGLFy/urnMkhJAeD/JL0dN0feN6WKZaBIXwvlEEVZBaIIcMPUSr+FEEhY4mJrNJJ0ENSB6wp0+fEEJ6f0HUp59+Kk8//bS2kIp3TcGAAQOkvLy8O86PEEJ6BVWuKllTuyY6ftRkllp3rfY0NSZBoQgK+afaes/q1O0ynZlaBIWiKEIIITvpnMIpRZ5pe6NNHQ5WnBJC+gdopL+ufp3UuevEJCYtivq+8ntZXr11EhRC99gORVAqYM1mGZk5UnKcOXv69AkhpG+IU4T0X3755TbXzZ8/X6ZNm7Yz50UIIb0CfFEvayrTnqZwRQ0X9fXVr+tj5Jj+ZNxPtAgKDqnNYtPlg1IG6Y1FUIQQ0k1h/WuvvVbOOussSUpKknPPPVeXrV+/Xj788EN59NFH5cUXX+zqoQkhpNeAYidU56PICUVQ6Gm6oHSB1HnrdD2EaaItUYul4JKGwiF9jtZR6Qnpe/r0CSGk74jTM844Q4qLi+WWW26R+++/PzY1ymq1aiupE044oTvPkxBCehy+oE821G+QzU2b9bk/7Je19Wu1Qh8glH9QwUEqTFEEhVzUsIR1+cCUgZyyRwgh3SlOwY033ijnnXeevPPOO1JRUSHZ2dly1FFHSWFh4c4clhBCegUVrgpZU7dGq+7xX72nXsP5yCnF83MmnaNFUBClRhFUhjNDCtMLNdxPCCGkm8UpGDx4sFx88cU7exhCCOlVwA1FON8dcGs4vznQLIs3LZbiumgD/sOHHy6DUwdLradWMhMytSE/iqBGZY6SnCQWQRFCSLeIU+SUdoaCgoJObU8IIb0BtIfa1LhJShtKJRKOSFCCUt5cLm8VvaXrMxIy5KQxJ2l1PiZBoQgK4fwhqUO0CEonQxFCCGmTTv2GHDp0aKdypFr3P90eKKZC79TPPvtMNmzYIOnp6TJ9+nS5+eabd6j6v7KyUn7zm9/IG2+8IW63W6ZMmSJ33HGHHHbYYZ06D0II6fB3jatSVteu1kp9VNujKOq94vd0IhQ4Y8IZKkAhTrOd2RIOhyXBliAj0lkERQgh3SpOUYVviNNAIKDCD034URw1cOBAKSsrk3nz5qkwhKDsLA899JDU1NRoJ4Dx48dLVVWV3H333bLffvtpXuuhhx7a7r4+n09FaH19vdx3332Sm5srDzzwgBx99NHy/vvvy6xZszp9PoQQ0hq0hFpXt07zS5FX6gl6ZE3NGvli0xe6fmLuRJmWN02r9Y1JUAjpswiKEEJ2gTi94IILWhRDQUDCpUQelQFE6XHHHSdr1qyRzgIxCVEZD8TlyJEj5U9/+lOH4vSRRx6RpUuXqus6c+ZMXTZ79mx1T+Gmfvnll50+H0IIiQcFTehpqnml+J4eEc0pfW31a7reZrbJ2RPP1ib8VpNVi57QOgqToIZmDNUWUoQQQnZRE/4nn3xSrrzyyhbCVA9oNuvyp556qtPHbC1MQXJysopghPk7AgMBxowZExOmAG2tzjnnHPnqq69k06ZNnT4fQgiJB831V9esVsFpjpilyd8kn274VDY1RX+/HDfqOMlyZml4P9me3GISFML7hBBCtk+Xs/IRfvd4PG2uw3KMMO0OGhoa5Ntvv+3QNQVwTQ866KA2J1mBZcuWyaBBgzrMV0UaQTxFRUVdPm9CSN8CVfml9aWab4pwfiAckA0NG+Td4nd1fX5yvhw98mgVrEn2pFgRVEFqgVbtswiKEEJ2sTidOnWq3HbbbRo6R39TAwg8LN97772lO7jqqqvE5XLJ7373u+2K5czMzG2WG8uwviMefPBBHR5ACCFtjihtLJOi2iIJh02yvtomFY1emb/hDRWp4NzJ5+p2cFWTE5I1zzTRkijD04dLmiONF5UQQna1OEWh0uGHH64V/ChEQkFUeXm5fPDBB7oeRUg7y+9//3t55pln5O9///sOVet31Elge10GkIpw2mmnbeOcnnzyyZ04Y0JIXwTV+Ktq1si7P1hkcVGWuLxmabZ8JzX2Fbp+VMphMix9pDT4aluMJEU4Py81j5OgCCFkd4hTVNAvXrxY3caFCxeqM5mVlaVjS2+66SaZMGGC7Aw4LroB/PGPf5Srr756u9vjtdtyR2tra/W+LVe1db5rWzmvhJD+DYqbSmpK5d633bKmLFmroELSKHW2/+h6cyRdPJWXynOfmOT4Gc1it9rVQUWOaUF6gSRYE/b0WyCEkF7FTnWCHjdunDz33HPS3UCY3nLLLXpDV4AdYdKkSfLjjz9us9xYNnHixG4/T0JI3wYis7ypXB7+eL2sKXNsWWqSOtujEjY16rPMwGVikWRZWyHyQ8lAmTXBrb1PR2awCIoQQnZrtf6u4vbbb1dRCvf1D3/4ww7vd8opp8jKlStbtIwKBoPa1H/fffeV/Pz8XXTGhJC+CnqVrqopkk9X4Xt8RJd5zT+IyxpNW0oITRNnyCjEjMg3xU4JR0wyNH2oDEobpCKVEELIbnROP/nkE3n22WeltLR0m8p95Hga+aedyWNFn1T0NkWv1C++iDa1jk8lABdffLE88cQTUlxcLIWFhbrsoosu0j6pyBu98847NUSPIqdVq1Z1S/4rIaR/4Q/5ZUPjBvm8uFJcvmhBU0T8UmN7QB+bIg7JClyplftRTNLstUh1faocNXK4pDpS9+DZE0JIPxSnjz32mIpE5HKOHj1aHA4j5LU1HNZZXn/9db2fP3++3lpjHBNjUXGLfw28PsQwGu5fc801OqVqr732krfffpvToQghnQ/nN5fL6urV4vZvXV5vnSdBc7SnaVrwbLFGBmyzb5o9XwYkb7ucEELILhand911l5x++unqYLYWpl0FhVU7wuOPP6631gwYMEDPhxBCdjacj7ZR6G2aZLfpMr+pRBqtL+pje3iEpAZPanPfYVkDxG6x8wMghJDdnXOKUP4ll1zSbcKUEEJ6UjgfDfYj4YgMyvJJgt0nNfb7RUwhkYhZsvw/E5O0zieNSEaSRQ4dHU01IoQQspvFKSr1Kyoquro7IYT06HA+HlstVnEHmyQx63nxm6MT41KDc8QeGdHG3iY5Z98hYreyCIoQQvaIOP3Tn/6khUecWU8I6Uvh/OLaYg3no9Ie9xsbN8qyxpd0vTWcL2nBM1vtFc19339kqvzssHF74KwJIaRv0eWcU1TGY+49iqFQeIQm+K2r9V999dXuOEdCCNlt4fz1DetVb4YiIRWrr65+NTai9LDBl8iGjTZx+bbul5wQkVOmZsiNx+wjNkuP685HCCH9R5z+8MMPYrFYtGXT5s2b9daZcaGEENJTw/k2i01q3DXyXdl3srpmtW4zq3CWnDa5QKrGrpL6pkyJhJySYA/JQSMHyT6DJkqijUVQhBCyR8XpunXruuUECCGkp4XzXX6XVLoq5bXVr+n6jIQMOXXcqbreYbHK+HybhCJeSbYny5jskZKWEO2DSgghZOdhDIoQ0q/xBX2xcD4a6ofC0XD+62teF08wOlzk7Elna3sot98tqQmpGvI3RUwyKnMUe5oSQkhPEqc+n0/+9a9/ydy5c+WII46QNWvW6HLkmpaUlHTXORJCyC4BIfyypjJZVb1KH5tNZmn0NcrSyqXyQ8UPus2M/Bmy18C9pMnfJMmO5FgP0/y0fBmcNpg9TQkhpKeE9aurq2X27NmybNkyGThwoLaVampq0nWvvPKKvPPOOzo+lBBCeio1nhoprisWT8ATq86vclXJyytf1vUp9hSZO3GueINeLZLC82AoKHarXUakj5CsxJaFoIQQQvagc4oxofX19fL111/L+vXrW4wShWhdtGhRN5weIYTsGiBI19ev15A+hGc4EpZ6b72G810Bl25zzqRzJMmeJM3+ZklPSNdtxCQazs9LzWPhJyGE9CTn9I033pA///nPMnXqVJ1zH8/gwYNl48aN3XF+hBDS7UBkIpy/pjaaigTXtNZTq+H87yu+12XT86fLtPxp0uBrUIEKtxT7ZTuzpTC9UJw2Jz8ZQgjpSc5pY2OjFBa2PaYvEAhIMBjcmfMihJBdBkL3EKbekFesJmssnP/SymizfYTvz554thZLoUAKz1EEZTFZ1DWFQCWEENLDxOmwYcPk888/b3PdV199JWPGjNmZ8yKEkF0C2kShMr+suUzD+cFwUOo8dfLGmjdi4XxU58MtRREU2kRFtkyBGpY5TAalDlKnlRBCSA8Tp2effbaG9VGZb+SbovH+4sWL5b777pNzzz23O8+TEEJ2Grigmxo3yZqaaDjfarZq2H559XJZUrEkFs7HDXmmCN0nWhP1dxxyToelD9PepoQQQnpgzulvf/tb+fTTT+WUU06RjIwMXXbUUUdJTU2NHH300XLttdd253kSQshOU+GqkNW1qyUQCYjNbJMmX5NUu6rlpRXRcD6EJ8L5GGUKRzUzIVPD+WgxhXB+blIuPwVCCOmp4tRms8lbb70l8+bNkzfffFNbSWVnZ8vxxx8vZ555ppjN7O9PCOk5NHgbZF39Oh1LCiBAUZ2PKVDNgeYW1fkojspIzBCT2aRFUCMyRsjg1MHqtBJCCNm17NRvWoTxIURxI4SQngqEKPJMMaIUoLCp1lerjfZ/qNzabB/hfDThRzjfaXVKIBzQnNNhGcM4opQQQnYTO20DoGXURx99pOF8OKcHHXSQtpIihJCeAPJFNzdultU1qyUsYQ3n1/vqpdJVGavOT3OkyVmTzmoRzg9GghrOH5k5UgYkDdjTb4MQQvoNXRan4XBYfv7zn8tDDz3Uos+pxWKRyy+/XIuiGNonhOxpqt3VUlJXogVOcEzRPqrB0yD/W/E/8YV8us2Fe12obml8OB+itjCtUIakDhGbxban3wYhhPQbuixOb7nlFvnHP/4hl156qZx11lk6wrS8vFyeeeYZeeCBB7RI6rbbbuvesyWEkE6A/qXxU6DQEgptoxZvXhxrwD+rcJZMzJ2o4XxU5iOcD9cUvU1HZI5QsUoIIaQXiNNHH31UK/Lvvffe2DL0Np01a5Y4nU5dT3FKCNnTbaNQnQ9RarfYpdZbK+XN5TqiFOQ4c+S08adtDec7o+F8k5hkVNYoGZDMcD4hhOxuulxSX1tbK8cdd1yb67Ac6wkhZI+2japZLf6wX/NMUZGPiv15y+apEIUAvXjvi1W0oqUUCp8Qzsd/Rjgf6wghhPQScTplyhRZvXp1m+uwfOLEiTtzXoQQ0mUQul9bt1bzTU0RkwRDQW0b9emGT6MhfhE5ZuQxWuyEKVDIN02yJmnbKPQ6ZTifEEJ6YVj/L3/5i8ydO1cKCwtbOKivv/663HnnnfLss8921zkSQsgO4w16ZUPDBi2CQjgfvUkhUrFsftF83QY9S08YfYL4gj4t7kxNTI2F80dmjWQ4nxBCeqM4veKKK8Tr9cqJJ54oKSkpMmDAAG3E39TUJFlZWXLVVVe16If6/fffd9c5E0JIm8D5RNuoZVUrpaTCIv5AgoRNTWJz1MuzS5+NidVL975ULGaLVu1nJWbp7yhU5xekFUhBagHD+YQQ0hvFKQQo+prGk5+f3x3nRAghXWJTQ7nc+/5K+XB5ori80ayliCRKfcIT0miK5sGjAGpQ6iAN8yOEj5A+mu3jMcL8rM4nhJBeKk4XLlzYvWdCCCE7QbWrTq7571JZUhpBvCa23GVZKI2mj/RxlnWqzCo4VDwBT6z5PgqmzGKW0VmjGc4nhJDeXBBFCCE9BbSCuveDZbKkNLBlSVScBkzlUmt7UB+bI2mS2PQL+XRlkrj8LklPSNeJUcgzxXjSIWmszieEkF4vTquqquSGG26QmTNnyqhRo2TZsmW6/F//+pd899133XWOhBDSYZ5pad1GefXbeg3iG0QkJDW2v0rEFHVJs/w/F4uky9dFieK0p0iCNUHzTCFSIU5xTwghpBeL07Vr12o7qfvvv1+LCUpKSsTni44C/OGHH3Q5IYTsaipdlTJ/+Wpp9ppahPMbrPPEZ1mpj1OCx4kzvI+ud/tsUteQIYFQQMwmszbbH5g8kB8UIYT0dnH6m9/8RtLT02XNmjXy0UcfqQNhcOCBB8qnn37aXedICCFtgqKmdfXrZFMDXNOteM3LpMH6nD62hYdIeuCiFutdvmgXEfQzRVspVPATQgjpGXT5N/IHH3wgDz30kFboh0KhFuvy8vJk8+bN3XF+hBDSfj/Txg1SVFMkCfat37ND0ijVtr+ImMIiEatk+38tZnG02DfREdFRpUPTh0qqI5VXmBBC+oJzih6nmZmZba5zuVxiNrPWihCyawiFQ7KxcaOsrFqpvUtH5ZklyRGSiISlxn6fhMzVul1G4GKxR4bH7RmR5ISQDM+NyOiM0TIgaQA/IkII6WF0WUGOGTNG3n///TbXIczP8aWEkF1FeXO5rKlZoxOeEJ4Phn0yYWiNNFleF4/lS90mMTRTUkLHt9rTJDNGeWVs9igZnDZYG/ETQgjpI+L00ksvlfvuu09vdXV1uszv98uLL74oDz74oPz0pz/tzvMkhBCl1lMra+vXaiGU0QoKywblLZN6+2O6jSWcK1n+a3VdlGhO/Oh8v5y6T6oUphdKkj2JV5QQQvpSzumVV14pS5YskV/84hdy3XXXxQqhUBgF4Xr++ed353kSQoi4A24prS+VtbVrVXg6zA6p9lRr39JnfnxSIhIUk5hliOk6BPBjVyw5ISIzRrnliEki43L2kpykHF5NQgjpoexUieq///1vueiii+TNN9+UiooKHWd6/PHHy/777999Z0gIIWioHwrI+vr1srpmtTqm6FPa4G2QZl+zvL76dalyV+l1mjPuFDlyeJasKdskbr9JBqakyqBsr1jNJhmfO0XyUvK0hRQhhJCeyU73T9lvv/30Rgghu7LR/qbGTbKqZpWKVLvFri5qnbdOllYtla82f6XbTciZIEeNOEpC4YDkZDRqwZPJ7BN0ukMoH1OgIGoJIYT0XGgfEEJ6PBXNFVJUVyRNvqZYtT7yTHGbt2yeLktzpMnFe1+sjxt9jTrxCSIW1fxpCWkyPGO4ZCa23WGEEEJILxWnaA9lsVh2+NYVmpqatMH/kUceKTk5OVqJe8stt+zQvo8//rhu39atvLy8S+dDCNmz1HnqtNF+WVOZOqg2s00dU2/AK48teUwC4YDmn1469VLtWQph6rQ7JcWRIr6wT6wmq4zOGq3hfEIIIX0srH/zzTer0DN47LHHpLm5WU444QQZOHCglJWVyRtvvCFJSUmai9oVampqNJcVo1FPPvlkefjhhzt9DJzX2LFjWyzLysrq0vkQQvZ8AVRxbbEK0yRbklS7q8Xtd8uLK16M5ZmeMvYUGZs9VreHUE13pKtoNYtZRmaOlCGpQzgFihBC+qI4jXcw7777bhWk6HWanJzcwvk8/PDDxel0dumECgsLtTUVRHB1dXWXxCl6rE6fPr1Lr08I6Rkgt3RD/QbNMw1JSBKtiVoAhRtyTJdULNHtpgyYIkePPFq3hzjNTcpFO1PtHoWcU+SawkUlhBDSx3NO0csU4fd4YQpSUlJ0OdZ3BSMMTwjpvxgFUCtrVkYLoEx28QQ9UuutlXJXubyy6hXdLtuZLRftdVGLPFOIWOSkOq1OGZ09OipWCSGE9P1q/U2bNonV2vbuWL4nczzRzqqqqkrS0tLkkEMOkdtuu227E6sqKyt1n3iKiop28ZkSQtqdAFW7JlYAhaImFD95g9E8U4hXq9kqV0y7Qpvpw01NtCVKqj1VvCGvWEwWFab5KflsG0UIIf1FnI4bN07uueceOeaYY8Rms8WWY0oUQv6tcz53B0gz+N3vfqetrVJTU+XHH3+UO++8U59/+umnmsfaHnB6b7311t16voSQbUFOaUltiVboQ4Q6rA7NLYWD+syPz0iDr0G3mztxrobsEcqHeM1IyJBgBE34TVqZX5BWoPsSQgjpJ+L0jjvu0IKl4cOHy5w5c1QYwi196aWX9P6VV6Jht93J0UcfrTeDgw8+WI477jiZNGmSFnO9+uqrHU68Ou2007ZxTvEeCSG7B4Tm19Wt0/GkrQug3l/7vuafgpmDZ8rBBQfH8kwx8QmN9SFOEcYfljFMQ/yEEEL6kTiF6Js/f746lQ888ICEw2HNFZ0xY4ZWy6MoqicwdOhQHav6xRdfdLhdbm6u3gghewZPwCPrG6IToOCEOm3OWAHU6trV8l7Je7rd4NTBcs6kc3QbuKgQoRCxCOcnWhJlVNYoLYQihBDSDydEHXbYYXpzu91aYZ+RkdHlKv1dSSQS0R6thJCeQSAUlq/X1UmDxy9piXaZMiRZNjZukJVVK6OhfItDHVEUQNV76+XpH57W/SBCr9rnKg3XYznyTdF8H7moCOejn+mglEFiMXetzzIhhJA+ML4UQJD2RFEK1q5dq/mmPcXJJaS/i9KHFhbLk5+vk+pmf2x5ZpJV9hvtl/1G+8RqNUcnQLlrxR/yy3+++4/4w34Vn5dNu0xynDni8ru0hynyTLUJv2lLnml6gRZGEUII6efitLt5++23xeVyac9UsHz5cnnxxRf18bHHHqtC+OKLL5YnnnhCiouLtTcqgABFnunkyZNjBVF33XWX/uG6/fbb9+h7IqS/A2F62ZNfy4JVVdqGNJ5aV1De+s4sxRVOOX+WX6o9FSo6UQBV46nRbX4y7icyIWeCClaE8Ac4o6F7iNYsZ5YMTR/K8aSEENIH6JHi9IorrpDS0tLY8xdeeEFvhhOKPNJQKKQ3hOwNUPg0b948+etf/yoej0dzSA899FD5/e9/L6NHj94j74UQEgWOKYQp2PqvtiWrNtvlre/dMnm4Vz5Y+4GsqF6hy/fJ30eOGnGUOqoomspMzJQEW4L4Qj5JsCZEx5MmczwpIYT0BXqkOF23bt12t3n88cf1Fs+99967C8+KELIzrilC+VsGN3VARL4tThJ76mp5t+TdWAHUBVMu0McogMK0p1RHquaZokJ/bNZY3YZ5poQQ0jdglRAhZJeD4ifkmHYsTIFJ6vwl8uQPT+ozVOxfNT1aANXkb9JCqQxHhjqmCOePzBypeaZwTwkhhPQNKE4JIbscVOXvCEFTlVQ57pBQJKCu6OXTLtcepqjcR7u6TGemhCIhFaYDkwdqnin7mRJCSN+C4pQQsstBu6jtERavVNpvl5CpLjYBanzO+FijfQhTm9kmYQmro6r9TJPZz5QQQvoaFKeEkF3O9KEZkp3cvkCNSFhq7PdIwFyizw8pnC2zh87WAijkmaJlVIo9RfNMrSarjM0eK4NSB6m7SgghpG/B3+yEkF2OxSxy4l5p7a5vsD4jbstn+jgvcaLMnXimduIwCqAQuncFXGIxWdQxHZI2ROyW7buxhBBCeh8Up4SQXQpE5qbGTTJ9TJ2MyQ8YS2PrXZaF0mCbp4+d5nz59UGXauW9UQCVmZCpfU3hkkKUIs8U1fqEEEL6JhSnhJBdKkzLmsukuLZY6r01cuZBjXLMXkFJcoR1vde8XKpt9+ljuzlJrj/oSkl1JEULoCJbCqDCIRWmaLQ/InOEZDuz+YkRQkgfpkf2OSWE9A0qXZVSUlcim5o2qchMcyTL9FHVUpBfI+uqw/Lk8j+KhFCZb5FrZlwu+akDxRf0iSfokVxnrhZAYSJUoiUx1mgfE98IIYT0XeicEkJ2CdXuallXv07W16+XYDgoyfZkzSGt8daI2RSRl4vvEW+oWbc9b/K5Mi5nnG7X5GvSUD62RwEU8kzH5IyRIalD2GifEEL6ARSnhJBup85TJ+vq1mk4PxAJqNBEDmmNu0bF5n+++49UuaOjTI8fdbwcWHCghvEbvA2SlpC2TQFUYVqhNuInhBDS96E4JYR0K/Xeellbt1bW1KzRhvlJ1iTxBDzqpKLQ6b9L/yvFdcW67X6D9pOTxpykuanYL8meJJmJmeIOusVqtrIAihBC+iEUp4SQbqPR16iO6era1RKSkI4VRc4oXFIUNc0vmi/flH2j247JGiMX7HWB5pDCVUVrKITzsT0cUxZAEUJI/4TilBDSLTT7m1WYrqpZJcFQUIuZUAQFxxQh+8WbF8u7Je/qtihsunL6leqOuvwuXQ8xCjCaNNGaKKMzWQBFCCH9EYpTQshOA4EJYbqyZqUWNUF0wimt9lSLL+STVdWr5Lmlz+m2mPR07b7XaggfBU9Yn52YrWIW+ak2q02LowanDWYBFCGE9EMoTgkhOwXySdc1bBWmCNNDnKKNlNvvls1Nm+XRJY9KRCIa5v/5vj/XXqWBUEDdVq3MdyTHRpMi3F+QVsAJUIQQ0k+hOCWE7JQwXVu/VlZUrVCxicFPDrNDKt2V6qaiddRDXz+khVEQrFftc5UUpheqiMW6jMQMSU9MV5GKYqkRWSN0PVxVQggh/ROKU0JI1x3T+nWysnql5phCgMIZhTBFr1KE6//+1d/1Hnmkl+x9iYzLHre1ZZQjTbISslTEamV+6hAZmjZU20gRQgjpv3BCFCFkp4QpJjqh8Mlpc2ooHxX7EKP3f3m/VuGDsyadJdPzp7doGYUCKG0ZZbFKVmJ0NGluUi4/DUII6efQOSWEdF2YhqLCFGITVfkI1aOw6e+L/67FUOCE0SfI7KGz9THWOywOFaNoGYWiqSRbEkeTEkIIiUFxSgjpsjBFOB/Tn9DHFI4ohOc/Fv9DNjZu1O0PLjhYThx9oj6GowoximIoBfmpVoeG+gensjKfEEJIFIpTQsjOC1NPveabPvTNQ1ogBfbJ30fOmXyOVu+j4Akh/ZyknGjLqHBAw/ljs8dKQXqB2Cw2fgqEEEIUilNCyHZxB9wqOtsSpnWeOhWm//n2P7K6ZrVuP2XAFLl474vVKcW+qORHjima62ue6ZaWUUPTh+q+hBBCiAHFKSGkQ+B6qjCtWql5oq2FKQqhnvj+CVlatVS3R5j+8mmXawU+epd6gh4Vpmi+ry2jTFtbRuE4hBBCSDys1ieEtAtaQq1vWC8rqldob1II0xRHilS5osIUhVDP/PiMfFv+rW4/ImOE9jJFmB5CFmIU05/QHgrHgmCFKIVjih6nhBBCSGsoTgkhbYICJowkXV27WnNEUZWf6kjVdlG1nloVpvOWzZPPN36u2xekFuhYUoTpEcZv9DaqY4pbo79RhWl+Sr4MzxjOllGEEELaheKUELINqLwvrStVYQrHFMVMKbaUFsL0+WXPy8frP9bt85Lz5Bf7/UJD/PHTnzITM6PC1GSV7KRs7WWKbQkhhJD2oDglhLSgxl0j6+vXy5q6NeqWRiSiorPCXaFV+YYw/Wj9R7r9wOSB8quZv9JwP4QphC3C+KjMR1gfwhQjSkdnjpZBqYO0ep8QQghpD4pTQkgMOKPIMV1bt1bzSyEk0SS/orlCc0whQJ9fHidMk6LCNC0hTYWsMZY0x5mjY0lR/JTsSNbK/MFpg7V6nxBCCOkIilNCiIbty5vLtY8pxCkcUOSIoqk+lsMNRb4phOmi0kVbhen+v1KXNBwJ6zYQonBMUaFvNpslwZIgY7PGypC0IXo8QgghZHvwrwUh/RwIy81Nm7X4aVPTJnVMMbkJ4hLCFPmjKkyXPS8LSxfqPgOSBrQQpnBVIUxznbnaBxUOKSr2x+WM0yb7dot9T79NQgghvQSKU0L6MXBIIUyLa4s1pI/2TwjjA4TyUbEPYfr0j0/LZxs+iwnTX+//662O6ZY8VAhTVPVjLKkx/Qlto9hknxBCSGegOCWknwIhuqFhg+aX1nhq1PFMtaeqwESDffQlReP8x5Y8Jos3L25R/BQvTJ12p7aGCkVCEg6HxWq1aigfvUxRSEUIIYR0BopTQvohnoBHShtKpaS2RAuXfEGfFjVhohOEqdvvVmGKkaRLKpboPoNTB8sv9/ulOqlGKF8d06RczVmFqEX4XoVpxlBOfyKEENIlKE4J6adTn4pqi9Q99Ya86oQ2B5ql2lWtDirc0AcWPyjLq5fpPvlJw+WX+/5MUh3JLYQpqvJNYtLjoOBpVNYoDeWjqp8QQgjpChSnhPQj0EAfPUyL64pVZKKqPjMhU+p99SpMEZq3mRLkjgUPSoV3he7jCI0XS/Ut8vC7Dpk2wiXjCjdIakJUmKLwySiAGpU5SkP5cGAJIYSQrkJxSkg/AGH3CleFbGzcqDmmEKEohoIwrfPWqTCNmCISiZjl5gV/k6ZQie6XENpLcvw3iVkSxOWNyEfLUmVjzTC59NBIC2E6MnOkDMscplOhCCGEkJ2BHbEJ6eOgOT5EKSry19au1dxQiNU0e5rml6IqH832A6GA3LborpgwTQzNkFz/zSpMo0QnO5WUO2XRMntLYZoxTEeVEkIIITsLxSkhfRgUOqGx/ura1doyCsLUZrZpuyi0joI4RU9T9DL9v0/+T5oC5bpfUvBwyfH/TkzSVn/SiHyyyqIuqyFMs53Zu/29EUII6Zv0OHHa1NQkv/nNb+TII4+UnJwcdXRuueWWHd6/srJSLrjgAsnOzhan0ykzZ86UDz74YJeeMyE9Ecy1L6krkdXVq6XWXav5pQm2BC1cQnN9tI9KtiVr4/27PrtLBSpIDcyRrMC1YhJLO0c2SbPXLEFvAYUpIYSQvi9Oa2pq5N///rf4fD45+eSTO7Uv9jnssMNUjN53333y6quvyoABA+Too4+WRYuiIxcJ6S+FT2gTtbJ6pVbhQ5hmJGRoH9Ky5jLNM0VLqJU1K+Xez+8Vd8Ct+6UHLpSM4EVagb89nNYcOqaEEEL6fkFUYWGh1NXVqWNaXV0tDz/88A7v+8gjj8jSpUvls88+U8cUzJ49W6ZMmaJu7JdffrkLz5yQPQ8q8JFDuqlxk4bz8Ry5oVkJWdLkb5JqT7X2MIVQ/Xj9x/LMj89IRKLFTccOu0h+XLbjXwiHpGft0vdCCCGkf9LjnFOIUty6wssvvyxjxoyJCVOAaTXnnHOOfPXVV7Jp06ZuPFNCehboNVpaXypratZog33kl6IiH0IUTilC+Wi+j1ZPL698WUeSQpjazXa5cvqVcsK4/STJEdKc0o7Av86cZIdMH8rKfEIIIf1AnO4McE0nT568zXJj2bJl0YbihPQ1MOUJ+aWralZpyyhMerKYLBq6NyryIUSRY/rId4/I/OL5uh+mQP1q/1/JXgP3EotZZO/hTbGq/PaAdD1vZqHYsAMhhBDS18P6O5uvmpm5bTsbYxnWd1RIVVVV1WJZUVHRLjhLQrqXGneNhvHX1q/VdlBwRyFKEYGAW4r800Rboob47/3yXllTu0b3G5g0UK7d91rJScrR5xC0E4bVSEV9gqwpS9giQ7cKVdOWJYeOzZXLDxnBj5EQQsguoU+JU9BRSkBH6x588EG59dZbd9FZEbJr+pdCfKKH6caGjdpYH6NI0W8UQrPaXa0V+HBHMQHq71/+Xcpd0VZRmOZ01T5XSbI9WZ+jIAr7DEjJlquOsMsbS7zyxWq7NHu3/pvJTnaoYwphSteUEELIrqJPidOsrKw23dHa2lq9b8tVNbjyyivltNNO28Y57WzHAEJ2B3BH0QJqfcN6nXPvD/u1sX5WYpYKUrilKHxKT0hXp/Shrx+KVeTPyJ8hF+51odgstljLKTiuuc5cyXRmSoO3QQ6fbJXDJ4W1XVSiJVvy09I1x5SilBBCyK6mT4nTSZMmyY8//rjNcmPZxIkT2903NzdXb4T0dCA8EcZH0ROa7EN0JloTNXQPtxQ9TcMS1lGiH5V+JP9d+l91VcGxI4+Vk8eerNX5ELONvkZtG5WblKuFU/XeenFYHGK1WNVdHZo+VFIcKXv6LRNCCOlH9KmKhlNOOUVWrlzZomVUMBiUp59+Wvbdd1/Jz8/fo+dHyM6G8SFKMYYUFfkIw7sCLs0vhQta1lSmxVBms1lD+c8tfU4r8iFM0Xj/kr0vkTnj5qgwRf4pKvixPDc5V4Vsna9OhSkmRo3JHiPDM4ZTmBJCCNnt9Ejn9O233xaXy6XTosDy5cvlxRdf1MfHHnusTn66+OKL5YknnpDi4mLtjQouuugieeCBBzQ8f+edd6oTilzSVatWyfvvv79H3xMhOwPcUYwfRX5ptatagpGgtonKTsxWgQrHtMnXpDmkWH7fl/fJ8urlui/EK/JLR2SMiIlcOKROu1P3d9qcKlQhTPF4ZNZIKUwrVCeWEEII2d30SHF6xRVXSGlpaez5Cy+8oDewdu1aGTp0qIRCIb0hNGngcDh0OhQa7l9zzTXidrtlr732UrE7a9asPfJeCNkZ8PONMaObGzfLhsYN6pbiBnczNSFVRSXC/Eb/UrSM+sfif2j7KDAkdYhcM+MaLZICyC3VIilHiuaYwnGFUE2wJuiykZkjpSCtQI9PCCGE7AlMkXh1R1qAvqjIU0X/1AkTJvDqkN0KhCRGjSKUj3uE4uGgpjnSNE8U055QDIXHcEcXb14sj3//uDbjB1MHTpWL9744JjSRn4riJxRJoX0U+p6iP6rdYtdCKoTxh6QNiRVKEUIIIXtCS/VI55SQ/g4KlSBKEcZHuB6CE6F8hOEhUOGmwvFMsiWpuHxh+Qvybsm7ui/E6kljTpJjRx2r+aUAIhRtpiBCIUwx0tQf9KtwhYOKwicIU4vZsoffOSGEkP4OxSkhPQjkg6KoCf1LNzRs0PxRoxo/1dYyjJ9sS5PiypC8uPpvsqF5he6PnNFL975UJg2YpM+NinwwwDlAspxZ0uRvUtcUDumglEEqTPNS8mJClhBCCNmTUJwS0kNAyB25pZubN6sAhVD1BD3a4gkiEw30EcYPh02ydO0Q+bhoo2yQv0jIHM0vdUQK5aiBv5DxOdHG+kgDMFpDQZQinG9U6FtNVhmWMUxzUtFGqqMBFYQQQsjuhOKUkD0MRGSlq1LKm6LTnhByR34onEyE8SFaIVZRyOSwOOWtr/Pku+r5Umd9XMQU7V/qDM6SrMDV8u3qRGlq8srJ+1WJK9AoSfYkyXZma/gfqQBwYHFcVO4XpBfECqUIIYSQngLFKSE9oEUUHFOIR/QkNYqe4HBiGdxSVOjD+Vyw1CKf194tHtsX0QNErJIRuFBSQidqrilYU5Ygi5bb5bBJaZLjzNE8UjimEKbITzUq8tlcnxBCSE+E4pSQPQBC9mj3hNZPKHzSFlEhr66DW4rHVU1VKiptZps6nCV16+Sldf+RgKVSt7OEcyXH/1txRMa0OnpElpVmy9x9RcISbR0FYYoeqKjIhzBlD1NCCCE9FYpTQnYzCNNjmhNuCNejCl8LnOzJmh9a76tXtxTbYdITCpfeK3lPXlzxPwlvCeMnhvaVLP8vxCLR/NKWmMTltciKzR4ZmutXYYrQPgqfBqUOUveUEEII6alQnBKym0DlPXJL4ZYilI/2UHBMkXOKFk+BcEAFK8QpgFuKNlIPfv2gLKtaFj1IxCIZwQskJXhyLIzfHh6/qLAdnDpY20Tlp+SzIp8QQkiPh+KUkN1Ag7dB20OhEh+PEdbH2FG4pXA2UVWPEH6Tt0mLmBB2/6HiB3lsyWPa+gmkObIlsfG34giP26HXTE6wyIiMQhmcNlhzT1mRTwghpDdAcUrILgRV9+hbCscUbmkwFFS3FKYnckvVLW0ukwZPgxZDZSRmqJP67NJn5cO1H8aOs++gfWXuhLPl3/MLxeXDULeOXNOIpCSKHD1ulAzNGKJjTQkhhJDeAsUpIbsACMwad42G8CE+UYEPIer2u3XUKCYzwUGt9dZq6B7N89Fkf33Dennku0dkU9MmPQ5m3p896WyZOXimPp8+0i2LlqVs59VNMmdqlozOHsHCJ0IIIb0OilNCuhkUMiGEX9VcJZXuShWqGB+K/E8dHRr0xdxSFEOhRRTyR99Y/Ya8vvp1dVABKusx7Qn7GEwdWS3rqiJSWpmqDmlLBzX6fOaIFLn+6KmSaGPhEyGEkN4HxSkh3QQKnBC+xw2FTXBKsQxiFALUYor2G9VKfF+zOO1RtxTbPrrkUVlbv1aPgyb5x406Tm/odQogcOGwYuzoObM8sqQoWT5aaZImz9bXT3da5Ix9Bsp1R0wWu9XCz5UQQkivhOKUkG4K4euUp+ZydU6NED7C9ShGcgfd6qIalfjILUWB0vsl78v/VvxPtwd5yXly8d4Xa9sng0Ao2qsUU56wH8aZpk90yYzRPimvS5Jg0C7DswfIEWNGSHZSBj9PQgghvRqKU0J2gkZfo44drXZXa1P9SCSi+aUAvUUhXLEO1fhGdT7ySCFin/j+CVlTu0a3RVj/8OGHyyljT2nRhxRCF84rBGmWM0sr+5Gnisb8SfYE2Xd4hraKwg3HJYQQQno7FKeEdAEI0MrmSqn2VKvQRBW+PxztW4rRo2imD+GKMD5cT2PKE8TrW2vektdWv6Z9Tw0Re9FeF8norNGx46PVFPZDWH9A0gDJdGZGha6nWt1Ys5hjvUsHJg/UEaWEEEJIX4DilJBOgBzSKleV3tAiyhfyadgdBU8QjbnOXF2Ggie4pViH6nwUQ6ES//HvH9d7wy09dNih6pbGu54QuDodypGizflT7ana6xSvjdA+Kv0L0wp12hMELyGEENKXoDglZAeAk1njqVG3FLmjKE4Kh8PSHGhWV9QI4WMbiFKj4AnjR5FP+tKKl+Sd4ndilfhwO8+fcr6MyhwVew3sD7cVoAcqwvgQtXBL7Va7Hg+FVQVpBTIoZRDbRBFCCOmTUJwS0gEQjKiuRz4p3NJaT200rzTo1nUQiwi9Q1RClOIeVfkoXEKofWnlUnnmx2d0f4B1R488Wo4fdbwKTwPklcIdRU6qFjwlpIs35FWxC0fWarKqU8owPiGEkL4OxSkhbQABCrEJQYpKfLiXcD0RWjfyShGKR5ETqvQhShHCRygeBU3Y97mlz8nXZV/HjpmXNFQu3vs8GZpREFumLaL8URcWIXzkliZYEmJV/cm2ZBWnQ9KHSH5yvopeQgghpC9DcUpIK1EKoQmnE6IU9xCOEKVwS5HzibxSo6cppjxBoOqEJ0eqhv/RHuqVVa9Ex5QitzSSKOmB88TmOVZe+lhk+gi3HDDOJcFw1C3FMdOT0iUzIVNTAFDdjxA++p3itQzHFLmmhBBCSF+H4pSQLaIUQrHaVa2hdIhSVOBDLKLYKdGWqP1KIT4R2oezibxTVOWjKAlCclX1Kvnvsv/KxsaNsWvqDB4kGYFLxCpZ+tzljej40dJqkxwzvU7zSuGGQtxC6MKdRWgfIf8hqUMkLyVPcpNytScqIYQQ0h+gOCX9HjilGrp3V+sNLZ4QokexE8Qnip1AfF4pxKiRbwqx+uLyF+WrzV9t/YcVzpPMwOWSGJ7W6vpGRea6imRZs2GoTJru1NeDGEYPU7vZrmJ1UPIgyU/NV6FKCCGE9CcoTkm/dkohStUpdVWpSMQNbZwgOlExD8cSz+FqwimFk2rklULAvrH6DXmr6C0N8wOb2S7pwdMkwXeKmKWjpvgR+WpNohw6sUnCkYCG9uGWopk++poOSB4QG11KCCGE9Cf414/0y5xSQ5TiBmGJED5yRyEIUS2Pezyv99RLoz9a7JRkT5JUa6oeY/HmxTp2FE6rwfT86TIz9yx57fOtzfTbxySNHpH1VVYZnW/TAisjtxS5q4QQQkh/heKU9AtQFQ/3E2IUYXiIU7ik3kBAVmz2iS9glaykDBmbbxVvyK1hdjilnqBH80HRrxQuanFtscxbPk9K6kpix0bP0bkT58rY7LGyYmPnipYCQZsUpEWnPOFGt5QQQkh/h+KU9GlQwIQ8UYhRjBKF0wnn0xPwy9vfh+SrNQnS7N0qKJMTAjJ5mEsmDK2QZEeitneCKEXYH05pfGsoCNYTx5woBxccHBsfmmiPdOr8RucMlpGZwzV/lRBCCCEUp6SPglA9muejP2mDp0FqvbUSCUc0Z7TB1yzPfZwmqzZv63I2e03y2YpMqax3yukH1EuTv1HeWvOWLCxdqE4rgLt5xPAj5JiRx6irGk9WWr0k2lPE48f3vo4r7DOTrHLCxAnitLNFFCGEEGJA55T0KTwBT9QhdVVLna9OQ/MQpf6wX6vv0eD+mzVZsmpze0eICsrVZWF58LO3ZGXjm+IL+WJr9x20r8wZO0dbQMWDnFTksqKoacYor7aL2h4X7j+cwpQQQghpBcUp6TOV97XuWnVIUcTkDrglLGEdC4q8UbRpyknMkUjEJAuXR+fbt+VsRsQvTZa3pME2TzbUNcWWI5/0J+N+IsPSh22TNoBqfvQnTUtI0/D8qBkpUt0QlmUbcfxIi9cxlhw6NlcuP2TELrwqhBBCSO+E4pT0WhBmRz4pRCma4qPQCWIRyyFIEdo3JjoBiMgfNnqk2Zu5zbEiEpBmy7vSYHteQqaaFiNH506aI+NzxrfcPhLRan5vwCvJjuSoMHWka/9TOKinHxCUL1alyCerLNLk2bpfdrJDzptZqMLUZjHvystDCCGE9EooTkmvA66oIUohBBHGj0hE20FhnTFlCS2hIFbhqjZ6GzWsX9FoR7ZnK1H6njRYX5CQuSq23BoeJOmBc2XuXuNlfE60h2l86gCEKdxY9COFW5pgTdBlmCaFllOYKDVnH6dcPitPyuqcEg4lSIbTIdOHZlCUEkIIIR1AcUp6BRCZxoQmiFGE7uGOYu49ipwgPFGoZDTIN1zVBl+DCka4qCheyklOihOlH0iDdV4LUWoJD5D04BmSFDpMTGIRp6M2tg7HQA6rzWzTBv1wSyGCkZOK1lMOq0NSE1L1PPKSo2NHcZuSx4InQgghZEehOCU9GriUEJgI2cP9RPjeCN1DFHqDXnUwIRbRzgk5pmgbBSELJxPbwsk0+pQOzGwWr+NjqZZXJGTe2kDfEs6VtOAZkqyiFP8sIpKUEJIh2X4tdsKxEMqHSwpRiuPBrUWOK5JIjeOj9RQEKRxVbEcIIYSQzkFxSnocEJQQpGiaD5dUhabfpev8Qb+4g24Vik67M5ZPimXN7mYN4SO0bxKTilK4qLo+4JaF6xbKeyXvSZN5a6GTJZwTJ0ptcWdhkmkjmqXZ3yDBSFAdUhWmjrRYXinEcbItWSwWi94bY0dRyY9tCCGEENJ5KE5Jj8AoMDJySJu8TeqSYrKTuqSoug94VGxivCfu4/NJsS/C/MZ6Y9ISBO4Haz+QBesW6HqDRPNASfSeLsmhQ8Qk9vgzUWE6dECzjC3cIA5rsuQm5KooRThf80oDLk0RSLWkit1q18lORgjfEMOEEEII6RoUp2SPgrC85pJumWEPMYllEKsIp0NQosAJVfc5STnqSGI9xpA2+5qj+aRhv4b2MxMzY47l5qbN8m7Ju/LFxi9izfONUaPHjTpO9h44XavpFxdZxOXdej5OR0gmDq2RA8a5JTMxOucexU5G/1Q8VvFrsur55DhzJDc5V51VQgghhOw8FKdktwPRCccTQhRFS3gMoakV95GtLimEoFHgBAcVoXlsh+InPAbqYFpT9TEE7arqVfJOyTvyQ8UPLV5zeMZwOXbksTJ5wOSYgD1ovEv2H+uS9VVWqXf7xWzxyYgBIumJKZLmGKwV9xDCla5KdWLhngLkt2YlZWkYH6F+5JoSQgghpHugOCW7BSMEj2p3jBVFaBx5pai2hzOKSnjNFTWZVHBC+OExhCqKoTSX1O/WPE+HxdEidA+x++WmLzV8v6FxQ+w1kXe618C95MgRR8qozFHbnFNU8LokJdknAzOjRVOotsfr43xQgW8Ws74WjgWhjNA9HFMUPqEAixBCCCF9XJw2NzfLTTfdJM8//7zU1tbK2LFj5frrr5czzzyzw/0ef/xxufDCC9tcV1ZWJgMHDtxFZ0w6EqQQoRCkcEjRBB+CFGF2I2yPQiY8d1qdMcFnTF1CyN5wSbUAyubU8LnhVOKYKHJaVLpIxasBROsBQw6QI4YfofmgbZ0Xjgnhi6IqbGOIUpwTUgYgmpFKgPPBNgjfQ5RmO7OZV0oIIYT0J3E6Z84cWbx4sdx5550yevRoefbZZ2Xu3LkqFs4666zt7v/YY4+poI0nK6vlHHSymwSpr17D8HgMJzJiijbKN6Y3wQGFW4mwPcQnXFFjHxwjfhvMrI8P3S8sXSjfln2rrqsBwu6zh86WgwsPVrezNRDBEKU6OcqeJBmJGbpdvCjF+WsFvt2ir204pRClSDMghBBCSD8Sp2+99Za89957MUEKZs+eLaWlpfLrX/9azjjjDG3b0xETJ06U6dOn76YzJoboU5fT39xCkKI5PsQk1ntDXh31CZEJMYhRn3BAIRTVVfU1q2iFk4oQOrYxeocCiEoUN8Ep3dy8ucWFx7z7w4cdLtPyp8VC/fGoQxuIOrQQpRCaODZySuNFKZxSq92qYjneKcW5EEIIIaQfitOXX35ZkpOT5bTTTmuxHOF6uKZffvml7L///nvs/MhWIOogRlWQeutV/LUlSCE4bSabCsGUpBQtRoqF7be0ZULxE5ZhwhJEq5HLieOsrV8rH5d+rDmlcFYNIEKn5U2Tw4YdpsVObYGwvaYEoKG+PUldUohSOKAQxW2JUohRpBeogHWk8CMnhBBC+rM4Xbp0qYwbN06s1panNXny5Nj67YnT448/XqqqqiQtLU0OOeQQue2229RN3R6VlZW6XzxFRUVdeh99FWOmPEQo2j9B+KH9E1IujNn22whS51ZBiv3/v707gY6qPP8H/iQzSSYLCQQSEiAmQFgkQABlVQQRBEFaUKFVq6h1qVSr/mtBpYCIK7XVU/sHLVZLZREQlFZtbRVERVRQ2UEIOwJhDYSQfe7vfJ/kHWcmkxAkyVzC93POnCQ3NzN3Ltf4zfO+73N1xX1RWZUU4RF9QlGZ9O4Piu8jjH6651PZd3KfzzEgNPZL7SeXp1weMDya6QGo5CLkYo4q5pOa6QMaSk8f1cVQJpQi6JpFTgylREREwWWrcHr06FFp1apiFSw+Pt7z/cpgwdOECROkV69eEhsbK+vXr9d5q/h6xYoVkpmZWeVrT58+XaZMmVID76L+MAuHtDl+wUnP4iRdfGSVrXY3gRQtl9Ck3hXm0rs2IZDi+wihGmqL8soWIZUWahjUNlFew/bYd8uRLbJi7wr5+sDXPr1JMcyPFlD9U/tLRmJGwLsvmVZTOA6E0IaRZXdzQjjF62G7WX2PMIzgiikGplKKuzoFmqdKREREF3A4hap6Rlb1vSFDhujDuOKKK2TYsGHSqVMnmTRpkixZsqTK1x07dmyF6QSonI4YMUIuJKhm6nB7UZ72IcUcULRwQsDEgibv5vgYwkcgRQN8BEH8+/gHUoRCPPA97Ifhde9wefDUQfl87+eyct9KbXLvDfM+L7/ocunToo8uXgrErPjHR4ROVEBjw8sWOeF1cCxoRYUwijDsCHGI0+HU50bTfoRS75BMREREwWWrcIpV9YGqo2gp5V1Bra60tDS5/PLL5YsvvjjjvomJifq40JgV7Ga4HUP2CJaokqIqitCGfTAcjuCKJvlYxY4hcVQo8X1TYUUQ9A+kqJAiWHoHUrzG6gOrZeXelbIjZ4fP8aDK2S25m/S9qK+0a9wuYJXUDN2bRvwIvAibqJIiAGOKgan4mp6oCKU4lvioeK2WIpjyrk5ERET2Y6twiirnvHnzpKSkxGfeKYbooTpzRwMFmdDQigHnQqWVzfK5n3igOmoqnXrbUPmhOlroLtRtGAo3t+00LZ10hX75YiaEWuyHwIgwGSiQ4vtrDq7RuaSbDm/yaQEFrRu1lt4tekv3Zt01bHordYvsPRIueYWWhITmS+O4HIkMC9dqLeadImQiKCMkYy4sphmgcorvI5Tic1MlxUf/5yciIiL7sFU4HTlypMycOVMWLVqkbaOMWbNmSbNmzaRnz55n9Xw7d+7U+aYDBw6UCxWCprZoQmWzOF8XMOEjtiFUYu4oYIhe54+WFGjwRNjTeaHlC5oA1VMTZhFMUUnFNlQ7tZrqN2SPgLvh8AZZtX+VBlPs6y3eFS+9WvSSPil9KmmWL7Jic7SsyoqS04U/tBCLcSXLZe3ccm3XMAl3OvU4sPIex40epY3CGmnVFuEUtxc1oZR9SomIiOzPVuH0mmuukUGDBsm9994rJ0+elPT0dK2k/uc//5HZs2d7epz+8pe/1MC6fft2SU1N1W0IoJhnipX9ZkHUtGnTNKRMnTpVLtQwisVLJoxiG6qLpoKK8IgqIyqeOuzt+OFe9mYfBD8EVjNsb8Ir5pqi9ZP/fE0858bDGzWQrs1eq/t7w3SAS5tdKj2b95T0+PSAw/ZQWFIiC1Y0kl3ZqHKWJ+hypwoc8sFah+w9Wiqj+hyVCKezbJGTw6FVXgTROFecDt8jnHp3AiAiIiJ7s1U4hcWLF+uqeyxiMrcvRUD1vn1paWmpPhDEvKcEzJ8/X55//nnJz8/X+aMDBgyQiRMn6p2m6itt0VQ+LI+PCKNodm/C6A9tntzy3YFSOVFQLGGOIklpUixR4RE6R9M0xAdUNzEn1ARSM1yPc42Q59/2CRBgUSH99sC3Gkjx2t6wP+5xj0CakZARsFG+/1zSVVublAdTCLxYadM+h6za1lCGdXXocyKUYjpBI1cjDaWmXyoRERGdP0Is74RHPjZu3KjzXNFfNSMjwxZnB+HRzA81i5h0AVJpga6qR7UTflhVXyT/WxciX2yLkLyCH6qUsZEi/TuEyqBObimxivQ5TMgtKinytHxCdRTh0j9Q4nXXZa/TW4hiDmmR23fIHj+D9k+XJl8qnRI76fNU+Z6w+r+kWPueuhzR8v/fT5ZTBQilVa+ij4sUefWXydK0QVmVlCvviYiIzu8sZbvKKflWRRESTRjV5vXF+brNhEmEUPQBxQIjDLfjewiXbnGLQ8Jl9idRsvn7ihXEk/mW/PNrt2z8Pl+G9fheSq0iT3VUh+sjKrZXys7LlrUH12p1dNuxbZ4gbGDeacfEjrqo6UyBVO8gVb6qH8EXDfubRJbdKnTfkUg55TsboFIn8kVOn06Wi1ok89IhIiKqBxhObUQDZ3kQNWEUYdPchhOBDoHR3B7U0+IJt/W0xFPljImM0SHt9751y+bvfQPkD8qC5/aDkfL1tsbSL+N0hWFwhOPtx7drGMUDPUn9YQ5pZlKmdEvqJh0SOlQ5vxNh1rxH0/cULaCwkMpMF8B7y8lHMi3rClAd+b5FWyIiIjqPMZzaBFog7Ty+0zPPE6FTZ1yEiM4b1SDqLtLtWFWP9lioVJoWT2ZhkZm3ebIwT5ZudJWH0KqGxi1ZszNW+mWU3bceq/Exf3R99npd2OQ/fxRQ4eyc1Fm6Nu0qbRq30cqnafeUXxQikeGWpDQpEkeo76IqfK69RsvbOSGQ4j0gqGKf4/nH9dgjwqLPKpzGRXLBExERUX3BcGoTCGf7TuzTuzAhxKFqiSCqIVUsXR2PyiLmVOJzM+Ru9jNtnRBu8XFHtkNOFVx0xte1pESOFm2WWd98Lvvy1smek3sq7INpAy0btZTMppn6aN6gudfri3yyMVpWZ0VJnle7p+iIEumYdlwyWx+R6PCyAK1N8sMitWJqmvujOow7PCHgRjmjdJ/45iE6J/ZkxVzsd1wiTWIi5NK0wHePIiIiovMPw6lNIKTtO3lAq49ut0tiXQ5pm1x2/3nv4XZzu07MK/UOo9iOsGfuGW+5GwR8HQTd4pDdUhC6VvId30hh6AaxQgol+4DvfqhqdkzoqHNHcT/7QPedRzBdsKKhZB1AhdZ3XR2C6pffJUhObkO5c4BbAyqOzdxNCg8cC6YFYHU9Kr944HPMd/1Z90KZ+YnfQVV4LyK39k6VMJRoiYiIqF5gOLWB4lK3/GPFYZm/KtGn2Tyqh5e3L5F+HU5LiVWoLaJw1yYEUzTNR4UVFUdUVDFMbu7eBDGu8mF+1EZDDmoYLQhdJwWOdeIOyQlwFCGSFpeqQRSBtGXDlmdsxfTZpqjyYFr28/7PB9/tD5NPNoXIgE6FcrrgtC7cQvBFANXjtUQ/RwjHanv0J8XX4waHyvZDpbJ0yyF9Ju/oa74e0D5RftW/9VmfbyIiIrIvhlMbBNO7/7Faln13WERCK6yof/9bh2zaXypXX7JPnKEhGkQR6jA8HqhfKOacHjp9SHaf3io5rt1yytoopaF47ooc7gSJdHeROEcX+X9XN5c4V0w1jre4rBdpUaGs2t6kPCZWPad12Sa39Lm4WAOo0+HUH8HxoxqLbehNis/9V/e/cssl8vLH2+UfK3fL4VNlc2KlfCgfFVMEU1ZNiYiI6heG0yCb8fH28mBaefVxV3aMfLc7Va7IyKvw86ie7s/dL1nHsmTrsa2y9ehWySkor4z6rYUKtWLF5e4krtJMcbk7i9NqrvNJ+7fLlThXxec2YRfTBtBHFcHUGeKUiLAIyctLkvzC6lw+IdqvNPtYtHRq4ZIGrgY6rxTD9wikqKL6t6wyEDzvv6qNhtDVu47LifwiXfyEOaYMpURERPUTw2mwh/NX7qowbF2RJau3R8llF+dJibtQduXskqzjWRpI0eoJ8zcDwcKjaOkgpfmZGkjDrJYS4qnOllU82yQXSJ/2vsHU06KqpFCH4VGt1VX2rniteOLz3BNYIV9Zm6qKopwJ0j6huQZSTEGo7LalgSCI9m7duNr7ExER0fmL4TSIUA08cqryJp1l80WzpTB0sxwr3SKTl22UQ/l7KjS/N7C4qG3jtvpo17idtIhtIZYVKp9viZZVWE3vdYeoaJdbuqef1mAaEoJ2T2XD9aiOopKJFk9a2QyPEpfDpYHUzGnFoqZQB3qRVr+FU0bTNGkem3hW54eIiIguPAynQYRham+lckKKQrdJYehWKQrdqh/dISc938/1K5CigX2b+DaSHp+uj6SYpIoVyRCRvh3yNISaPqSuMLckx5ctsjpRWKRh19wZCguS0NIJYRRfm+dDJRU9UNGvFNvSEjFEb0mu3mL0zO2eerTE/FQiIiKiqjGcBpFpHn/K8aGccM6TktDsSvcNscKlRWyadEhsKa0atZLWjVrr6vbqclvFktAwT1f5ozpaUBqm1VE8B+Z9ahh1RPhUR82dqnSuqcOp0wSwr1nFf1XHUHlndUmVr8t2T0RERHQ2GE6DCAt7msSES16+o0IwdbqbS4S7rYS72+rHRhGp8uAVOXrXpepAoEQQ1TtKuUt0IVO4M1yH/qOjozWIojJq7tAE2De3MLfsbk5Sdjcn7O+McHr2iYmI0coq5o3+dmCsHDu5Wz7ZeoztnoiIiKhGMJwGERb63No7TZ778GKJLO3lFUbTJVR82zr1SM+tNJhiRb1ZxIRAasIoqqAIl3qbUGfZrU4xfG+G6rUhfknZ7VLNz2AfDO2bNlWoksaExehzaOuniAYaTM1dnv42JontnoiIiKjGMJwG2b39W8uavTmydMvvA/QMDbyiHnNEvSujbrdbh921GT8qo+HRnhX2uNWpGYZHGMUKfCx8wiNUQjW0Inzi5xFaEXQRRPHAyvy4iDh9PrR/wnP6Y7snIiIiqkkMp0GGcIdm85Pf/UwWf31ECooiKqyo79H2hBSVFktRcZGUlJbN8URVFI+4sDgNkuGhZQuavCujCLE6VF+Uqx+x+h+BFQ9UQNHjFNVPVEwRQM12NMbH13je6rZ8YrsnIiIiqgkMpzaAYDe6R6wURbwnJYWpIu5IcTiLJKHhSW3zdLrY4amEulxl4dKEUVRGzXxQ78qoCaM6t9QRUTZ31OHUyigCpxmaN9VRUy31v0sTERERUV1iOLWR0FBL4uOOaPWy7DalZW2dUCHVVk+OCJ/73WOeKOaMFpUUlQ3Th5QN03vCaKhTAyrCK75GqEUgjXXF/jB0Xz53lIiIiMgOGE5tAsERt/RMjEnUjzps71UVRcUTc0xPF56WInfZ8D6CKkKrLlZyxXrmjHqHUTzMbUJRJT2boXoiIiKiusZwahOoeMZHxmvfUQy5oyqaX5Kvw/NmiB5hFVVRLE7C54AgirCpQ/KOCK2EovJqwii+9q62EhEREdkZw6nN4C5MecV5nlZQnl6jDqcuYDJ3c0LodIWVL24Kb+AJovjIyigRERGdrxhObUKrn+Fl1U6EUTCr6XU1fvmCKLOK3gRR7yb6REREROc7hlObwLzQtIZpuuJeV+M7y8IohvDNQibtW1p+e1EiIiKi+ojh1CZQDUU4NUP55l73rIoSERHRhYTh1EYLolLiUoJ9GERERERBxZ5CRERERGQbDKdEREREZBsMp0RERERkGwynRERERGQbDKdEREREZBsMp0RERERkGwynRERERGQbDKdEREREZBsMp0RERERkGwynRERERGQbDKdEREREZBsMp0RERERkGwynRERERGQbDKdEREREZBsMp0RERERkGwynRERERGQbDKdEREREZBvOYB+AnRUWFurHrKysYB8KERER0XnHZCiTqaqD4bQKe/fu1Y8jRow4138bIiIiogs6U3Xr1q1a+4ZYlmXV+hGdp3JycmT58uWSkpIiERERtf6XBULwO++8I+np6bX6Whcynmee5/qE1zPPdX3Da7r+nWdUTBFM+/XrJw0bNqzWz7ByWgWcxJ/+9KdSl3CRZGRk1OlrXoh4nnme6xNezzzX9Q2v6fp1nqtbMTW4IIqIiIiIbIPhlIiIiIhsg+GUiIiIiGyD4dQmEhISZPLkyfqReJ7Pd7yeeZ7rG17TPM/1SYLNMwdX6xMRERGRbbBySkRERES2wXBKRERERLbBcEpEREREtsFwSkRERES2wXAaZKdOnZIHH3xQmjVrJi6XS7p06SJvvvlmsA+rXvn4448lJCQk4OOLL74I9uGdt3Jzc2XcuHFy9dVX64pPnM/HH3884L7ffPONDBw4UGJiYvTOa9ddd53s2LGjzo+5Pp/n2267LeA13r59+6Ac9/lk6dKlcscdd+i5io6OlubNm+vdAb/++usK+/Jarv3zzGv53K1Zs0aGDRsmF110kURGRkp8fLz07t1bZs+efV5c07x9aZDhIli1apU8++yz0rZtW5k7d67ceOON4na75aabbgr24dUrTz/9tFx55ZU+2zp27Bi04znfHT16VP76179KZmam3qP51VdfDbjfli1bpH///vqH14IFC6SgoEAmTZokffv21V+gdm1lcr6dZ8D/hBAA/LdR1WbMmKHn+YEHHpAOHTrI4cOH5Y9//KP06tVLPvjgAxkwYIDux2u5bs4zr+Vzl5OTIykpKZon8EdAXl6ezJkzR2655RbZtWuX/P73v7f3NW1R0Lz33nsW/gnmzp3rs33QoEFWs2bNrJKSkqAdW32ybNkyPc8LFy4M9qHUK263Wx9w+PBhPceTJ0+usN+oUaOsJk2aWCdOnPBs27VrlxUWFmaNGzeuTo+5Pp/nMWPGWNHR0UE4wvNfdnZ2hW25ublW06ZNrauuusqzjddy3ZxnXsu1p2fPnlZKSortr2kO6wfR22+/rWX0UaNG+Wy//fbbZf/+/fLll18G7diIzsQMG1elpKRE3n33Xbn++uslNjbWsz01NVWr2PhvgM79PNO5SUxMrLANv5tR3du7d69+zWu5bs4z1a4mTZqI0+m0/TXNcBpEGzZskIsvvthzoRidO3f2fJ9qzq9//Ws91/iPcPDgwfLZZ5/x9Nay7du3S35+vuea9oZtWVlZOoxENQPnOikpSRwOh7Ro0ULuu+8+OXbsGE/vj3DixAmdi5eRkaFf81qum/Ns8FquGZgiiBCKKRTTp0/X6RPjx4+3/TXNOadBhLk3rVq1qrAdE5fN9+ncxcXF6RwnzKtp3Lix/gf3hz/8Qb9+7733NKhS7TDXsLmmvWGbZVly/PhxSU5O5j/BOcKcVDzMPOrly5fLCy+8IB999JHOa0eFis7uj1nM05swYQKv5To8z8BrueaMHTtWXnnlFf08PDxc/vznP8s999xj+9/PDKdBVtVwHYfyakbXrl31YWCi98iRI6VTp066CprhtPbxOq99Dz30kM/XgwYN0uv+hhtukJkzZ1b4PlVu4sSJunjkpZdekksuucTne7yWa/8881quOY899pjceeedcujQIfnXv/6loyn4Y+Dhhx+29TXNcBpEqOIFqo6aYbhAf81QzUC7jGuvvVZefvllHdbgiubau8ahsuscv/jwb0G1A3+EoWUPW6ZV35QpU+TJJ5+Up556Sv9HbvBarpvzXBleyz8OWknhAUOHDtWPjz76qIwZM8bW1zTnnAYRKnebN2/W+SDe1q9frx/Z5qh2YcgCWKGuPa1bt9bgb65pb9iWnp6u/X2pdq/z0FD+qq9uYEIPWTxQcfLGa7luznNVeC2fux49emjmQB9TO1/T/I0VRPhLEE34Fy1a5LN91qxZ2pS/Z8+eQTu2+g7zaLBKEb3dGI5qDxagDR8+XBYvXqzN5I09e/bIsmXLtM8v1Z633npLTp8+rX0kqWpTp07VsIT+j5MnT67wfV7LdXOeK8NruWbg9y7+WMV6Fztf0yHoJxW0Vye968vq1avlueee079S5s2bp/PDcBeHm2++mWeoBuBmBhjWuPTSS7WNxrZt27TxM1Yq/vvf/9Y7Y9CPg/OH+Uv4xYY7v6At2ujRoz1DSFFRUdrkuXv37tKtWzd55JFHPE2eMWzEJvw1c56xEhfX+c9//nP9PYLRACyIevHFF7U6grZ0GN6nwPD7AHPwhgwZEjAwmXDPa7n2z/Pu3bt5LdeAu+++WzvToFLatGlTOXLkiCxcuFDmz58vv/vd72TatGn2vqaD1mGVPA2If/Ob31hJSUlWeHi41blzZ2vevHk8OzXomWeesbp06WLFxcVZDofDSkhIsEaOHGl99dVXPM/nKDU1VZvCB3rs3LnTs9/q1au1yXZUVJQVGxtrjRgxwsrKyuL5r6HzfOzYMb2m09LSrMjISP1d0qZNG22inZOTw/N8Bv369av0/Pr/b5LXcu2eZ17LNeO1116z+vbtqw32nU6n1bBhQz3/b7zxRoV97XhNs3JKRERERLbBOadEREREZBsMp0RERERkGwynRERERGQbDKdEREREZBsMp0RERERkGwynRERERGQbDKdEREREZBsMp0RERERkGwynRERERGQbDKdEZBt///vf9b7wu3btqrHn/Pjjj/U58bE+wLnB+8G5qk3Tp0+v9deoSv/+/fVBRBcehlMiso1hw4bJypUrJTk5OdiHcsELdjgloguXM9gHQERkJCQk6IOIiC5crJwSka2H9TG027FjR1m1apX07dtXoqKipFWrVvLss8+K2+32+fktW7bIkCFDdJ8mTZrIr371K8nNzQ34Wh9++KFcddVVEhsbq/tfdtll8tFHH/ns8/jjj+vxfPvtt3LdddfpvnFxcfKLX/xCDh8+XOE558+fL71795bo6GiJiYmRwYMH6896u+222/R7WVlZMnToUP08JSVFfvvb30phYaHPvvv375fRo0dLgwYN9HV/9rOfycGDBwO+n9WrV8tPfvITiY+PF5fLJV27dpUFCxYEPL/Lli2Te++9V89R48aN9b3htYy0tDTZuHGjLF++XPfHA9sqg9fCv42/0tJSad68uT6/MWXKFOnZs6ceJ85nt27d5G9/+5tYliU/ZnpGZdMcqnM+iMieGE6JyPYQyG6++WYNhf/85z/lmmuukUcffVRmz57t2Sc7O1v69esnGzZs0CHpN954Q06dOiX33XdfhefDz1199dUajmbNmqWhBSEGYdI/oMLIkSMlPT1d3nrrLQ2s77zzju5bXFzs2efpp5+WG2+8UTp06KDPh9dHMEZo27Rpk8/z4ecQnBCOlyxZInfccYe88MIL8txzz3n2yc/Pl4EDB8p///tfeeaZZ2ThwoWSlJSkAdUfwibCdU5Ojrz88sv6nF26dNF9Aw3N33nnnRIWFiZz586VadOmaeDDuTXefvtt/QMAgQ7TLPDAtsrcfvvt8tlnn8m2bdt8tuPYEXrxfe8wec899+g5Wrx4sQbX+++/X6ZOnSo15WzPBxHZjEVEZBOvv/46ymfWzp07Pdv69eun27788kuffTt06GANHjzY8/X48eOtkJAQa82aNT77DRo0SH9+2bJl+nVeXp4VHx9vDR8+3Ge/0tJSKzMz0+rRo4dn2+TJk/VnH3roIZ9958yZo9tnz56tX+/Zs8dyOp3W/fff77Nfbm6ulZSUZI0ePdqzbcyYMfqzCxYs8Nl36NChVrt27Txfz5gxQ/dbsmSJz3533XWXbse5Mtq3b2917drVKi4u9tn32muvtZKTk/W9eZ/fsWPH+uw3bdo03X7gwAHPtoyMDD331XHkyBErPDzceuyxx3y24303bdq0wnEZOC5874knnrAaN25sud1uz/fw2t6vj38/739HA9fKjz0fRGRPrJwSke2hYtijRw+fbZ07d5bdu3f7VMsyMjIkMzPTZ7+bbrrJ5+vPP/9cjh07JmPGjJGSkhLPA1MEMCUA0wfy8vJ8fgZVW28Yanc6nfqa8MEHH+hz3HrrrT7PieFkVHP9h6IxDD18+PAzvh8M56PCWtX7wfQATGcwx+j9+pg2cODAAfnuu+98fsb/OfHa4P36ZwNTA/B+UIU2Uy2OHz+uFUucE5wrY+nSpVoRxjQFh8OhFdxJkybJ0aNH5dChQ3Kufsz5ICJ74YIoIrI9hB9/EREROvRtINy0bNkyYLD1huF/uOGGGyp9PYRXzBut7DkQtnBMeE3v5+zevXvA5wsN9a0DYI4rgqv/+ykoKPB5P02bNq32+3n44Yf1EciRI0eqPJ94bfA+n2cLUxMWLVok//vf/3TKw7x583QOLebYGl999ZVOp8A84pkzZ0qLFi0kPDxcp0k89dRT5/T653I+iMheGE6JqF5A4Aq0WMh/GxYBwUsvvSS9evUK+Fz+oRDPgYU9BqpwCI8m5JnnxJzU1NTUGns/CHPVfT+Yg+u98Mhbu3btpLYhkDZr1kxef/11/RwfsfAJc3CNN998Uyul7777rk84Rzg9E7O//6Ix/6Bpl/NBRD8ewykR1QtXXnmlLu5Zu3atz9A+Fv14w0KZhg0b6iKlQIulApkzZ45ccsklnq+xmAcB1TSJRxhDNXX79u1y/fXX19j7wetgAZj3MLz/+0HQatOmjb5vLMqqKf6V6TPBEP0tt9wiL774onz66ae6Wv6VV16pMJ0B5wn7GngNLB47E9MtYN26dXq+DZyfujgfRFR3GE6JqF548MEH5bXXXtNG/k8++aRWPxEqMf/QG1o3oWqKOacYvsfwfmJioraGQqDBxxkzZvj8DFaVI1QNGjRIWyxNnDhRAzDmnprg9MQTT8iECRNkx44dOne1UaNGOsSM6iemCKCF0tnAXE2s4MdHDHkjcL3//vs6v9UfQiA6GCC0YRgdVV68t82bN8s333yjK/3PVqdOnbTSifZYWLmPyiW2nWloHx0HMC82MjKyQmcB/Nv86U9/0u/ffffdWn1+/vnnPdMKqoLpDJiris4FOLeoUKOzAv5t6uJ8EFHd4YIoIqoXEF7QlxPDyOjhidZICFR/+ctfKuyL72HBEVpNoa0RQs8DDzygwQXtnfwhACHkYpgYi3ew+AdtkjBf0sAwMob1t27dqsEXwWjcuHG6yOiKK6446/eDealm8dAjjzyiIXrfvn0aGANVWRGCURFGSMfP4Byglys+/zEQprGY66677tLFaP4LuAJp27at9OnTR48T5wqLnrwNGDBA/4BYv369Ph/CPN4X3l91oMKKf5/x48fLqFGj5Pvvv9e5rXVxPoio7oRgyX4dvh4R0XkDPU0R0lBNNXMZiYiodrFySkRERES2wXBKRERERLbBYX0iIiIisg1WTomIiIjINhhOiYiIiMg2GE6JiIiIyDYYTomIiIjINhhOiYiIiMg2GE6JiIiIyDYYTomIiIjINhhOiYiIiMg2GE6JiIiIyDYYTomIiIhI7OL/AHLxGIJMCnDnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -64,8 +50,8 @@ } ], "source": [ - "θ_mu = (0.1, 4, 15, 0.3, 1) # 5 parameters of the asymmetric logistic\n", - "θ_scale = (0.05,) # 1 parameter for constant scale\n", + "θ_mu = (0.1, 4, 15, 0.3, 1) # 5 parameters of the asymmetric logistic\n", + "θ_scale = (0.05,) # 1 parameter for constant scale\n", "# concatenate all the parameter into one vector:\n", "θ_true = θ_mu + θ_scale\n", "\n", @@ -87,10 +73,10 @@ " scale=calibr8.polynomial(X_dense, θ_scale),\n", ")\n", "\n", - "ax.scatter(X, Y, label='$Y_{obs}$')\n", + "ax.scatter(X, Y, label=\"$Y_{obs}$\")\n", "\n", - "ax.set_xlabel('independent value')\n", - "ax.set_ylabel('dependent value')\n", + "ax.set_xlabel(\"independent value\")\n", + "ax.set_ylabel(\"dependent value\")\n", "ax.legend()\n", "pyplot.show()" ] @@ -113,23 +99,16 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:08.710098Z", - "iopub.status.busy": "2022-12-13T17:44:08.710098Z", - "iopub.status.idle": "2022-12-13T17:44:08.726126Z", - "shell.execute_reply": "2022-12-13T17:44:08.725129Z" - } - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "class ToyAsymmetricModelV1(calibr8.BaseAsymmetricLogisticN):\n", " def __init__(self):\n", " super().__init__(\n", - " independent_key='concentration_mM',\n", - " dependent_key='absorbance_au',\n", - " sigma_degree=0\n", + " independent_key=\"concentration_mM\",\n", + " dependent_key=\"absorbance_au\",\n", + " sigma_degree=0,\n", " )" ] }, @@ -150,37 +129,33 @@ }, { "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:08.729096Z", - "iopub.status.busy": "2022-12-13T17:44:08.729096Z", - "iopub.status.idle": "2022-12-13T17:44:08.742096Z", - "shell.execute_reply": "2022-12-13T17:44:08.741096Z" - } - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ - "guess = [\n", - " 0, # lower limit approximately at 0 ?\n", - " 4.5, # upper limit maybe around 4.5 ?\n", - " 12, # inflection point maybe at arond 12 ?\n", - " 1/5, # approximate slope at inflection point\n", - " 2, # asymmetry paramter: the inflection point is near the upper limit -> positive value\n", - "] + [\n", - " numpy.ptp(Y)/100, # constant noise at around 1 % of the amplitude\n", - "]\n", + "guess = (\n", + " [\n", + " 0, # lower limit approximately at 0 ?\n", + " 4.5, # upper limit maybe around 4.5 ?\n", + " 12, # inflection point maybe at arond 12 ?\n", + " 1 / 5, # approximate slope at inflection point\n", + " 2, # asymmetry paramter: the inflection point is near the upper limit -> positive value\n", + " ]\n", + " + [\n", + " numpy.ptp(Y) / 100, # constant noise at around 1 % of the amplitude\n", + " ]\n", + ")\n", "\n", "# bounds can be half-open, or closed:\n", "# `fit_scipy` works best with half-open bounds for L_L and L_U\n", "bounds_halfopen = [\n", - " (-numpy.inf, 1), # L_L\n", + " (-numpy.inf, 1), # L_L\n", " (3.5, numpy.inf), # L_U\n", - " (10, 20), # I_x\n", - " (1/20, 1), # S\n", - " (-3, 3), # c\n", + " (10, 20), # I_x\n", + " (1 / 20, 1), # S\n", + " (-3, 3), # c\n", "] + [\n", - " (0.01, 0.5), # min/max for scale\n", + " (0.01, 0.5), # min/max for scale\n", "]" ] }, @@ -193,15 +168,8 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:08.745095Z", - "iopub.status.busy": "2022-12-13T17:44:08.745095Z", - "iopub.status.idle": "2022-12-13T17:44:08.773136Z", - "shell.execute_reply": "2022-12-13T17:44:08.772127Z" - } - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "data": { @@ -238,20 +206,20 @@ " \n", " \n", " guess\n", - " [0, 4.5, 12, 0.2, 2, 0.037627665408536896]\n", + " [0, 4.5, 12, 0.2, 2, 0.03695088673049284]\n", " \n", " \n", "\n", "" ], "text/plain": [ - " θ\n", - "method \n", - "truth (0.1, 4, 15, 0.3, 1, 0.05)\n", - "guess [0, 4.5, 12, 0.2, 2, 0.037627665408536896]" + " θ\n", + "method \n", + "truth (0.1, 4, 15, 0.3, 1, 0.05)\n", + "guess [0, 4.5, 12, 0.2, 2, 0.03695088673049284]" ] }, - "execution_count": 33, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -259,9 +227,9 @@ "source": [ "model = ToyAsymmetricModelV1()\n", "\n", - "df_results = pandas.DataFrame(columns=['method', 'θ']).set_index('method')\n", - "df_results.loc['truth', 'θ'] = θ_true\n", - "df_results.loc['guess', 'θ'] = guess\n", + "df_results = pandas.DataFrame(columns=[\"method\", \"θ\"]).set_index(\"method\")\n", + "df_results.loc[\"truth\", \"θ\"] = θ_true\n", + "df_results.loc[\"guess\", \"θ\"] = guess\n", "df_results" ] }, @@ -276,23 +244,12 @@ }, { "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:08.775119Z", - "iopub.status.busy": "2022-12-13T17:44:08.775119Z", - "iopub.status.idle": "2022-12-13T17:44:09.194866Z", - "shell.execute_reply": "2022-12-13T17:44:09.191900Z" - }, - "scrolled": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [], "source": [ - "df_results.loc['scipy', 'θ'], history_scipy = calibr8.fit_scipy(\n", - " model,\n", - " independent=X, dependent=Y,\n", - " theta_guess=guess,\n", - " theta_bounds=bounds_halfopen\n", + "df_results.loc[\"scipy\", \"θ\"], history_scipy = calibr8.fit_scipy(\n", + " model, independent=X, dependent=Y, theta_guess=guess, theta_bounds=bounds_halfopen\n", ")" ] }, @@ -305,15 +262,8 @@ }, { "cell_type": "code", - "execution_count": 35, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:09.208854Z", - "iopub.status.busy": "2022-12-13T17:44:09.207848Z", - "iopub.status.idle": "2022-12-13T17:44:09.239880Z", - "shell.execute_reply": "2022-12-13T17:44:09.238911Z" - } - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -349,17 +299,17 @@ " \n", " truth\n", " (0.1, 4, 15, 0.3, 1, 0.05)\n", - " 39.048817\n", + " 39.377018\n", " \n", " \n", " guess\n", - " [0, 4.5, 12, 0.2, 2, 0.037627665408536896]\n", - " -12718.564797\n", + " [0, 4.5, 12, 0.2, 2, 0.03695088673049284]\n", + " -13374.086225\n", " \n", " \n", " scipy\n", - " [0.03816243158544993, 4.036333518903234, 14.84...\n", - " 42.226240\n", + " [0.13988127038553777, 4.028090868385948, 14.62...\n", + " 42.696669\n", " \n", " \n", "\n", @@ -368,48 +318,39 @@ "text/plain": [ " θ loglikelihood\n", "method \n", - "truth (0.1, 4, 15, 0.3, 1, 0.05) 39.048817\n", - "guess [0, 4.5, 12, 0.2, 2, 0.037627665408536896] -12718.564797\n", - "scipy [0.03816243158544993, 4.036333518903234, 14.84... 42.226240" + "truth (0.1, 4, 15, 0.3, 1, 0.05) 39.377018\n", + "guess [0, 4.5, 12, 0.2, 2, 0.03695088673049284] -13374.086225\n", + "scipy [0.13988127038553777, 4.028090868385948, 14.62... 42.696669" ] }, - "execution_count": 35, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df_results['loglikelihood'] = [\n", - " model.loglikelihood(x=X, y=Y, theta=θ)\n", - " for θ in df_results['θ']\n", + "df_results[\"loglikelihood\"] = [\n", + " model.loglikelihood(x=X, y=Y, theta=θ) for θ in df_results[\"θ\"]\n", "]\n", "df_results" ] }, { "cell_type": "code", - "execution_count": 36, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:09.242845Z", - "iopub.status.busy": "2022-12-13T17:44:09.242845Z", - "iopub.status.idle": "2022-12-13T17:44:12.042337Z", - "shell.execute_reply": "2022-12-13T17:44:12.042337Z" - }, - "scrolled": false - }, + "execution_count": 8, + "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\osthege\\AppData\\Local\\Temp\\ipykernel_24424\\1783795081.py:20: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + "C:\\Users\\osthege\\AppData\\Local\\Temp\\ipykernel_33884\\3196951038.py:24: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " fig.tight_layout()\n" ] }, { "data": { - "image/png": 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MNXA6wu9LKuKwLBfgwrDD9Q1ceK0RkXP25Ba/uq+KyOmgIRDi1//azbH3/majgGr3MzQ5P2rTxrA9OO0MXPYAnHY6MdaYI8fQ1ukiIiI9oc8lserr6/nKV77CHXfcQXZ2NtXV1QAEAuHh2NXV1bjdbnw+X7vt09LS2h1tVVlZCdDuKK0WGRkZZGRkdPETiEhvCZpBqpqqqGwMJ64O+Q8RNIORaYIuw4XXGcdz/3Lxyb5j9wYJ7xr470+S2V/h5rPTK/F6XRQchKpAIUHn3sNTRsJ/m0Y5GHabGGorD784Xn7cduAgHoftw4EPlxHHyIEufO44Yt2xxLriOFiZzL6yZAKBWBx4MfAS53EzLsdiyjCTGPeRqY4ux5HbtmlBcbmHxoBBrMcmJz3AsVPs/7XFx6otCR3+O/bkFr+6r4pIXxc0La59cg1NwSMJLBuTWtdLVLt+B0Z4sw9sF7HWRGLNqXitMbjtwRg42z2ntk4XERHpGX0uiVVeXs6hQ4f46U9/yk9/+tM2x1NSUrjyyiv585//3G77cePGsWnTpjblLWVjx47t1nhFpPcFzSCVjZWU1pdywH+A6sZqTNuMrHMV547D5XbRFGrirx8088m+lvl3rTNNNhYBo5CPyndSvPoTGilgf91+7Ji2yapjhZ/Ap5GZkMDAxETq/ekcrMjEaafitFMO/0nFQQLGUXP6Zo2tY8YYf5vzdSYhdSynA/IyOl5v5YLRfvZXutl5IIZjRxhoi18REXh8ZSGbSuoi7y2aKPc8TKNzY7jAdpFgXk5i8BpcHLv+oe6rIiIivanPJbGysrJ4++2325Q//PDDrFq1itdff5309OMvoHz11VezcOFC1q9fz9SpUwEIhUI899xzTJ06lezs7B6LXUR6VsgKhUddNZRRVLWXD/fU4Q+A1x0iP9Mg3uMjZIWoD9RTH6ynvrmR9TvyafmRYWMSMHbS5NxMk2MTzY5PIlMAK+vauaDtwm0Pxm3l4LYH47Kzwn+sgThJwcDg+mmV5GUEMC14cXVyu8milvfDBzYxfVQ4gWXZFrZtR3ZEtGyLrNSmSFlT6MgxAAsL7PDuV0CkXsvr8FXaSb7ZMPucclISB7C5KJWG5iMLammLXxE50wVNiyVrdkfe2wQp8/yQJucHALiswaQH7sRrD2vTNtnXTHPQ0WoXWN1XRUREelafS2LFxMQwa9asNuVLlizB6XS2OnbLLbewdOlSCgsLyc3NBeDmm2/m0UcfZcGCBTz88MNkZGTw2GOPsX37dt58881e+hQi0p1s26aqqYqD9Qcpqi7mTxvqWbfDQ33TkWnF8TEW555Vz/j8g4SsZjwuD1W1KfgDARqda2l0vEujcyOWUd/uNRx2PLlJuYwcMITNO8dhBYbisrOPO1UEbHwxJjnp4ZFQhmFx1fllrN2ewAeF8fibj9xe47wmY/MqOCe/nKom+3B9AwMDB47w65b3RvhHj8NwRNbwaznWsnW7w+EIt8PAcBx1DlrXb8mjGRjknWdwxTkNFJU52VVxkJlDJ/HFSdP0I0tEzlhB0+LeP22i0h+MlFW6H48ksGLM8QwIPICD2GNa2kwbVcWFo/14XB72l8dQVFXGRUPP47pJ03VfFRER6UF9Lol1MkzTxDTNyCgEAK/Xy4oVK7j77ru54447aGhoYOLEibz++uvMnDkzitGKyKloCDZwqP4QxTXF7Knex3P/imP7/pbRTkfUNxn865NE9lW6uHLqIT4u/YAVhe9SHLP1yHomR3FZWXitccRYY/FaY3DZWVxzbjWjBzeTYZ94HSkwGJtbQVVTORBOOjkNJ+cNb+S8YRUcqIojEHQS64EhA4J4XS5cRhYOwxFJUDkMRyRx1ZLIOjohdXRiy7ZtwnkpIzJCq71RWUe/j5RF/rIZlW3h85mcm5egH1oicsYKmha3LtvI29uP7ChY73yLetc/AfBYIxkQeBAHMW3aXjI+yKfPTcRBMhiQGhcgIcHkvLxE3Ve7SX19Pffffz9//OMfqaysZNSoUdxzzz187nOf67Ddvn37+MlPfsIHH3zARx99RE1NDc888ww33nhju/XffPNNHnjgAT766CPi4uL49Kc/zY9//GOt5Sgi0oedNkmsJUuWsGTJkhOWAWRmZrJ06dLeCUxEeoRpmZQ1lFFSU8Lumt00h5p5a7Ob7fuPt76VTZPjfd6teJt33lhLyG5uVc2wY4m1ziHWnEyMNRGXPaDNNWM94Wl9k4ZXsrfcwe5DPo43NTA/q5G5Yy1i3AMjOwG6HK5wMsvhZFhaOFnV0tyyrVZ/WqYQ2tgErWDkdUt5ZCdVG2zDjozEakl8tXy2o5NdLf8O2OHRWJEkF/aRNjYkeBIiI75ERM5Ej68sbJXAMqmiyv0kAA47iQHN97abwModYDHz7CZqmoMYGLgcLgzDIN4Tr/tqN7rmmmvYsGEDDz/8MCNGjOB3v/sdn//857Esiy984QvHbVdQUMDzzz/PxIkTufzyy3nhhReOW3fVqlVcdtllzJ8/n1dffZXS0lK+/e1vM3fuXDZu3IjX6+2JjyYiIl102iSxROTM0RBsYH/dfgorCylvKMe2bUwbNhTEcWxSyaKBeueb1Ln+SshxIFx4eORRgicBV/OFuAPnE2ONx8Dd5lotDeK8JrFx+6lqMnA73Fx1fikbd6bw/q4E/E1HphQmxMJFoyw+NT4Gh8OLaZmYtolpmQStYGSBeQgnn5w4W428OnbdKhs7MooLwsknp+GMjKRy4ACDViNOgUgyyzbCdY6ehnj0VMSW9pFRXhhkJ2STHnv8tQVFRPqzoGmxbG0RR+9ZW+X+LZYRXrMwLfA/uEg7ppWNx2Vz85x6XA4DpxGLwxF+aBHjimFg/EDdV7vJa6+9xhtvvBFJXAHMnj2bPXv2cNddd3HttdfidLY/1f+iiy6irCycnNy4cWOHSay77rqLESNG8NJLL+FyhX8SDR06lAsuuICnn36a22+/vZs/mYiIdAclsUSkz7Btm/KGcvbV7GNn1U4CoQCWbRHnjmPbAZP6piPJq5BRSq3rFeqdb0YWZ4fwroGx5lSuGDOZ2cNHsGZrUqemBp6X72dQQhYelweP04Pb4SZ/qoPPTrbZcTBAXaOF1xNiUGozTgfUBRzhHzCHE04tI6XcDnfky7BhGNi2HUkqOQ0nbqcbl8OFy3BFRm65HC6cDmer6YRHJ75chiuyDlZLvaNHYB39d/jTGO2vkXXU63hPfDf+LycicvrYWFRFef2RnV2bjQL8rpUAxJnTibOmttPKYNbZAdJ8CaTGppLgScDn9uF1eSP39QTPifoa6YxXXnmF+Ph4FixY0Kr8pptu4gtf+ALr169n+vTp7bZ1ODo3Gq6kpIQNGzbwox/9KNJnA0yfPp0RI0bwyiuvKIklItJHKYklIn1CyAqxr2YfRdVFFNcWY2PjMlx4XB6qm6opqTaBeEJUUOv+I3XOf4ARirR3WQNJCF1BvDkXBz4G+6pwOZqZNqqO4gonuw62HcXV8n7MYIv/mJwIhknADNAUasJvh5/Iux1uhqQfWSTdZcRFpuo5DScepwePy0OMIwaPy4Pb6cZpHJ5e6HThcXhwOV3hMoczMuqqZcRUy/TDo9fHOjqBJSIi3aumMdDqfbX72fAL20ly8MZ224zLMfjK7BFk+NKI98QT547D6Tjexh/SFZs3b2b06NGtkksA48ePjxw/XhLrZK5x9DmPvc7q1as7bF9aWhoZ8dWioKCgSzGJiEjnKIklIlHXGGxkb/VetlVso6a5Btu2iXXF0hhqpLyhnKZQE26Xh0rXb6h3vYZtHPkBEmOeQ0LoM8Ra52FwJOnjdDZT3VRNyApx+eR6PirM4INdia1GcyXEwNQRTVwwyk9dwIHL6QIbXIaLGFd4LRSHw0GcK444Vxwx7hjcDjdul5tYZywelyc8qsrhCo/AOjyiyuUIJ60i61qJiEifkRTribwOGLtocr4HQLz5Kdx2dpv6c8fE8f2rRpMRn47Loa/OPa2iooKzzjqrTXlqamrkeHdc4+hzHnudE13jscceY9GiRV2OQ0RETp56YhGJqpqmGvZU72Fr+VaazKbIlLvqpmqqm6txGS42lW7iT9v+RIO7IdIuxjyX5OAX8dojjzmjTZw3xIDkWnxuH/HeeGJdsYyY4uYz5wXZfiBIXaNFQoyDvEwLpwEepw8Aj9NDvDueBG8CXpeXWHcsMa4YPE4PXmd4ykhLskoJKhGR09OkvBTSfG4q/AFqXa+EC20HiaHPHlPTJjnOyc/+cwqJMb5ej/NM1lEf25397/HOdaJrLFy4sM10x4KCAq666qruCk1ERI5DSSwRiZoyfxm7qnaxo2IHFhZuw41pm5T6S2kINlDdWM3vt/yeopqiSBuvOY7k0HXEWGcf56wG548IkJecg9fppdlspjHYiB8/boebYZkGLqc7vJuUO54kbxI+jw+f2xdJWrUkrjRVRESk/3E7HVx5bgpPvVOA3/lvILwWltvOOqamwU3Tz1ICq5elpaW1OxKqsrISaH/01KlcA9of1VVZWXnCa2RkZJCRkdHlOFpUNFRQF6jrtvOJiPS2BE8CaXHHborSM5TEEpFeZ9s2h/yH2FGxg91Vu7FtG6/LS0OggaqmKkzb5I1db/DW7rciu/mlxabxn2M+x46CWRQcjOV461udPdjmsgkumswGGkONkSl+XoeXOHccKbEpJHoSSfAmEOeOI9YdS6wrVgkrEZEzyMXjLJZ8/DcIBAFIMC8/6mi4P5k9cgALZw+PSnxnsnHjxvHCCy8QCoVarYu1adMmAMaOHdvla7ScY9OmTVx++eWtjm3atKlbrnEy6gJ1bC/fjtt5vF2URUT6rqAZZGT6SCWxRKR/sm2bA/UH2Fq2leKaYgzDIMYVQ01zDTVNNVQ1VbHs42Xsr9sPgNNwcmn+pcwfPh+vy8uEzGr+9UkjH+xKoKH5yJe9hFg4f3gT00bXE7I9kYXVE2MSSY9NJ8GTQGJMIj63D5/Hp0XTRUTOUAEzQEVDKfWuNyEAHjsbrzUucjw5zsmXpuXx1TkjcTvVV/S2q6++mqeeeoqXX36Za6+9NlK+dOlSsrOzmTq1vd0jT86gQYOYMmUKzz33HHfeeSdOZ/hB1rp169i+fTtf//rXu3yNk+V2uhmcOLjXrysi0lX7avf16vWUxBKRXmPZFvvr9vNJ6SccqD+AgYHL4aKisYK65jo27N/AX3b8hZAV3nUwPyWfmybeRFZ8eIpHQ7CBhmADk0d4mTU2SEV1Mk0BBw5nE3kDTFxOA5czFp/bR4Yvg5TYFJK8ScR74ol1x0bzo4uISB9R01TDxgMbKWsoBWDOsImMTiymKeBk+IBBfOG8yWTGp0c5yjPXZZddxiWXXMLtt99ObW0tw4YN44UXXmD58uU899xzkYTTLbfcwtKlSyksLCQ3NzfS/qWXXgJg165dAGzcuJH4+HgA/uM//iNS7//9v//HJZdcwoIFC1i4cCGlpaXcc889jB07lptuuqm3Pq6IiJwkJbFEpFfYtk1JbQmbDm2irCG8LbVhGJQ3lFPTVMOLn7zI5rLwltcOw8EVI67g8mGX43Q4CZpBaptrcTvdpMemkxSThGEYeF31uAwXGOBxesn0ZZIWl0ZqbCqJ3kTi3HHR/MgiItIHVTRUsGrPqsj7cZlnkx5XR2pMKhflDifD1zvTIeT4/vSnP3Hffffx4IMPUllZyahRo3jhhRf43Oc+F6ljmiamaWLbdqu2xy64/uijj/Loo48CtKo7a9YsXnvtNR588EGuuOIK4uLi+PSnP83//d//4fV6e/DTiYhIVyiJJSI9zrZt9tftZ9OhTZT6SzEMA9u2qWys5FDDIZZ8uIRD/kMADIgbwH+d+1/kp+Rj2Ra1zbUErSCJ3kRSYlNwOVz4g36cOHEaTnxuHwMTBpIelx4eeRWTpKmCIiLSLtu2KW0oZXNp+KFJblIu6XHpYENuci6DkwZr99k+ID4+nsWLF7N48eLj1lmyZAlLlixpU35sUqsjl1xyCZdccsmphCgiIlGiJJaI9LiD9QfZUrqFg/UHcRpObNumorGC7eXbeW7TczSGGgE4J+scbjnnFmJcMTSHmqkL1OFz+xgQN4BYVywNoQaCZhCXw0WcK44hSUPIiM8gJSYFn0e7R4mISMeazWbeP/A+FY3hXenGDBhDKBQiLS6N/NR8jeAVERHp45TEEpEedaj+EJ+UfUJxbTEOw4Fpm1Q2VrJ231pe2fZKZPfB+cOvYGLKZ9l9wIntqGdAsp/0uDSSY5IJWkH8IT8uw0WsO5bBiYPJis8iPS5da12JiEin1TTVsHL3ysj7eGsS+yrjmDBwSGT9RREREem7lMQSkR5T0VDBtvJt7KnZg4GBaYUTWCv3rOT1gtcB8Dg9TEtbyO7ts9nc7DzcMoX4GIvpI0JMG12Hx+nE6/SSm5RLdmI26XHpelouIiInrbS+gjV7tgHgsrJ5d0t4p7u1mwxuuqCE22fla0dCERGRPkxJLBHpEXXNdeys2ElhZWFkDayKxgqWFyxn5Z6VACR4EhjteYCiPWOA1mtY1DcZ/PNjD3vKE/n6ZXHkp+SRlZBFojex9z+MiIic9oKmxXdeLqCsaRcYEGudEzlW3WDyyBs7+LC4mievP0+JLBERkT5KPbSIdLu65gb+/PEW/vThLnaVujAtKG8o55Vtr0QSWKkxqczNWMShsjGHWx27kG74/fb9bj4szGBY2jAlsERE5JQETYt7Xv6IDSWbwAgCEGNOiBxveYzy1rZSnlhZGIUIRUREpDM0EktEuk3QtHj07Z0sWbOb6gYTSAIg1hugKeFpivzrAcj0ZfL1qd/k2TfzCf90OP5OUAbwp43l3HkJOJzHrSYiItJG0LR4fGUhS9fspsIfpMn1YfiAbeC1xrWpbwDL1u7hNk0rFBER6ZOUxBKRbhE0LW5dtpG3t5dxdGLKxqbEepo6/78BGJwwmG9M+wYVVan4m0+clbKBsvpmNhZVMS0/rec+gIiI9Cut+6WwJufHAHjsfJwktGmjPkdERKRv0yMmEekWj68sPOqHwpGRVTWu56lz/Q0AlzWY6an343P7KPc3ntT5axoD3RWqiIicAVr3S2BRT8AoAFpPJWyP+hwREZG+SUksEemyoGmxdM3uNuW1rj9R4/49AE5rAJmB77F590AqGqpJ9cWc1DWSYj3dEquIiPR/QdNi2dqiVpPVmxybwbAAiLE6TmKpzxEREemblMQSkS5bv6uMCn+wVZnf+S+q3E8D4LCTyQz8AJedgb/ZSX19JqMHevB5LY7dlfBYBjAg3sukvJQeil5ERPqbjUVVlNcHWvUwLVMJsV14rTHttlOfIyIi0rcpiSUiXWLbNoUVB1uVNRs7qHD/HADD9pHZ/H3c9qAjbaxYTAJMHdFER4u6QzjFdcO0XC2wKyIindbedMBmxzYAvNZwHLQ/Glh9joiISN+mHlpEuqS8oZyq5n2R9yHKKfP+ANsIgO1gQODbeOyhrdp43CG8Ti9fmT2cmSNSgbaprJb3c0ZlcNus/B78BCIi0t8cOx3QJkjA2AWAxx5x3Hbqc0RERPo27U4oIqesMdjIzoqdxMTtJ86bSX1zgDLv9zGNSgBSgv9NrHXuUS1s4mMsRmQ5mZA1jrNSzuI3X/LyxMpClq3dQ1l9c6RmeryXG6blaptzERE5aZPyUkiP91BxeEphwNgFRggAr9U2iZUe7+FL0/LU54iISFSFTJstJY3UNVkkxDg4e1AsLmfHM1fONEpiicgpsWyLPdV72F65HQyTiUNreLXwKQKOQgDiQ5eTYH76mFYGF4w0OS97InkpecS4wtM57pg7nNtm5bOxqIqaxgBJsR4m5aXoh4SIiJwSt9PBDdPyeOSNHQA0O3ZEjnmska3q/ud5g/nhNePU54iISNSETJvfr6/krx/UUNVgRspTfE6umJjE56amKpl1mJJYInJKyvxlbK/YTnOwGRubes/LNLjeAcJbl6cGb8WITAq0AYNR2SG+NncMZ6UOxeNsPdXD7XQwLT+tdz+EiIj0W7fPyufD4mre2lZKwLEdAIedhMvOjNSZMypDCSwREYmqkGnz0J/38+6uhjbHqvwmy1ZXsv1AE9+9KluJLPpgEuvDDz/kvvvuY9OmTZSVlREbG8vIkSP5yle+wnXXXddh2yVLlnDTTTe1e+zAgQNkZWX1RMgiZxx/wM+Oih0cqj+Ejc2Oih28XvB3AOKcqQy276T5qNtLfIzF+SOCfG32aIaltU1giYiIdDe308GT15/HT9/4mAfXhZNYXmsEBgapPic3Tc/X9EHpE6oaqzhYf/DEFUWkX/rLe0He3RXqsM76XQ089U4RV5zr7qWoOu9g/UFSYlLIS87rlev1uSRWdXU1OTk5fP7zn2fQoEH4/X6ef/55rr/+eoqKirj//vtPeI5nnnmGUaNGtSpLS9MID5HuYNkWe2r2UFBZQMgKUR+s59mPnyVkh3AYDv7n/FvJiKtkb3kdThKIddvkZ8GkQecwLPUsJbBERKTXuJ0OLhlv8p31BwAYPiCFy/NL+fqMK8hMSI9ydCJh/qCf4tpigmYw2qGISC8zLXhjUyrhba06GmVl88amAOOGHqSvPXs56D/IkKQhvXa9PpfEmjVrFrNmzWpV9ulPf5rdu3fz61//ulNJrLFjxzJp0qQeilDkzFbeUM728u00BZuwbZvnP36eisYKAK4edTU5iTnUB+sZMygWw2jC7XAzIWsC+Sn5kTWwREREesva4rWR1yMyE5mUm0hqXFIUIxJpy2k4yYrXrBGRM832/Rb+ZqsTNQ3qmwzq6zMYmd23slhlDWW9er2+9ek7kJ6ejsvV53JuImeUplATOyt2UlpfCgas3LOSj0s/BmBsxljmDp1LXXMdyd5kABw4GDNgDMNThxPrjo1i5CIicqbaULIh8npg/ECyErJwO/vedAwRETnz+JtPXKcr9fujPpvEsiyLUChEWVkZjz32GP/4xz/49re/3am2n/70p3E6naSmpnLNNdewefPmHo5WpP+zbZt9NfsorCwkYAc4WHeQv+74KwDJMcncPPFm6pvrSfAm4DAcOAwH+Wn5DE8bjs/ji3L0IiJyJgpZIbaUbwEgNSaVtNg00uK0xISIiPQNPm/P1u+P+uzQpoULF/Lkk08C4PF4+MUvfsGXv/zlDttkZWVx3333cf7555OYmMimTZt4+OGHOf/881m9ejUTJkzosH1paSllZa2HwhUUFHTtg4j0E9VN1eys3Eldcx0Az256lmYz/CjgpgnhDRW8Li9OhxMMGJQwiNHpo0mOSY5WyNIH6L4qItHUEGigqLoIgAFxA0iOSSYlJiW6QYmIiBw2LMsgMRZqG09cNzE2XP9M12eTWPfeey//9V//RWlpKX/961/56le/it/v58477zxum3nz5jFv3rzI+4suuoj58+czbtw4HnzwQV599dUOr/nYY4+xaNGibvsMIv1FyAqxu3o3+2r2YWOzYtcKdlfvBmBm7kzyU/NpDDbi8/owDIO02DTGZo5lQNyAKEcu0ab7qohEU0ldSWTdxnRfOimxKSTFaD0sERHpG5wOg1ljHPzlvROvizVrjAOnQ0msPpvEGjJkCEOGhFe4v/zyywH4zne+w5e+9CUGDOj8D+O8vDwuvPBC1q1bd8K6CxcuZMGCBa3KCgoKuOqqqzofuEg/VFpfys6KnTSZTZTWl/JawWsApMelc/Woq6lvricxJhHbtolzxzEuYxwD4wdiGLrJnul0XxWRaHr/wPuR1+lx6QyIH4DXqbkYIiLSd8ybYLC71GBTsX3cOuNyDOZN0G8r6MNJrGNNmTKFJ554gl27dp1UEgvCa/k4HCde/isjI4OMjIxTDVGkX6pt8vPqpq1sL23A5fTwYuEyglYQA4ObJtxEc6iZeG88Dhy4nC7OzjibIclDwtMK5Yyn+6qIREvQtHht28bI+wGxWWT5svSARURE+hSnw+D2Sxws/8hm5SdWq6mFibHhEVjzJhgahXXYaZPEevvtt3E4HJx11lkn1W737t2sXr2aiy++uIciE+mfgqbF4ysLeWZ1IVUNJpBBnfM1Kj17AZgzdC6DEwdj2iYuhyu8kHtqPvmp+XicnugGLyIiZ6yW/mvZ2iK2N28FFxh2HO+8dymDnQHGXmbhdvbZvY1EROQM5HQYzD8nPNqq4KCNvzm8iPuwLCWvjtXnkli33noriYmJTJkyhczMTMrLy3nxxRf5wx/+wF133RUZhXXLLbewdOlSCgsLyc3NBeDiiy/moosuYvz48ZGF3X/84x9jGAbf//73o/mxRE4rQdPi1mUbeXv7kQW5Taqoci8FwGllEKr4EvWBElJiEjEwyIzPZFT6KBK9idEKW0REznBH918GEPCG12/0WHk0Bdw88+9y9pS/x5PXn6dEloiI9DlOh8HIbCWtOtLnkljTpk3jmWeeYenSpVRXVxMfH8+ECRN49tlnue666yL1TNPENE1s+8i80XHjxvGHP/yBn/zkJzQ2NpKRkcGcOXN44IEHGDFiRDQ+jshp6fGVha0SWACV7qewDT8AqcHbKTqUwidFcOHoemLdsYxJH0OGT9PGREQkeo7uvyxMgsYeADz2UCD8o+CtbaU8sbKQO+YOj1aYIiIicor6XBLrpptu4qabbjphvSVLlrBkyZJWZT/72c96KCqRM0fQtFi2tggDaEkRNzrep8H1LwDizOnEWZMBmw8KE7hwdCOjB4wmJykHh6Gn2iIiEh3H9l8h4yC20QyA2xoaqWcAy9bu4bZZ+RqNJSIicppRzy0irWwsqqK8PhBJYFk0U+l+HADDjiUlcOvhIwb+ZhfBphzyU/LxurTbk4iIRM+x/VfA2B055jkqiWUDZfXNbCyq6t0ARUREpMv63EgsEYmumsZAq/e1rpcJOQ4AkBy8DhfprY4ne7JJiU3ptfhERETac2z/FXQcTmLZBm4794T1RUTk5JiWrUXIpdcpiSUirfi8RzqekFFGretlANzWWSSYn25Tf2hqZq/FJiIicjxJsa13xg04wrvpuuwsHMScsL6IiHSOadks/8hm5ScWtY1HyhNjYdYYB/MmKJklPUfTCUWklcFpAXwxFmBT5VoSWU8kNXgrBs5WddPi3Uw9a0AUohQREWltUl4K6fEeWn42BY1iANx2Tqt6BjAg3sukPI0iFhE5WaZl89gbFn95r3UCC6C2Ef7ynsXjb1iYlt3+CUS6SEksEYloDDayu7qACXnVNDu20eBaBUBc6EJirLFt6t84bagWxRURkT7B7XRww7Q8bMAmSMjYHy63hrSqZwM3TMtV/yUicgqWf2SzubjjBNWm4vBILZGeoN5bRCIO1B1gT/UexucfxB/7RLjQdpMSOnrH0HCHNGtkOrfNyu/9IEVERI7j9ln5zBmVQdA4AIYFHBmJ1TJCa86oDPVfIiKnwLTCUwg7Y+UnGo0lPUNJLBEBwB/wU1BVQE2gho8PfUCdVQhAOlfiso+se5UYa7Bwdg5P3TBZT7FFRKRPcTsdPHn9eVw4pvpImRVOYqXHe/nWJSN48vrz1H+JiJyCgoN2mymEx1PbGK4v0t20sLuIALC/bj/FNcU0h5r5e8HfAUjyJnHnBVMprSqmOeQizRfL58+ZwsgBwzAMLdYoIiJ9j9vpIDVlT+T9p8ZbXDNmKJePHaXklYhIF/ibe7a+SGcoiSUi+AN+dlXtoqa5hn/v/Te1zbUAXDXqKjBMhmQ043HYjMscRV5qjhJYIiLSp+2o2AFAgieByWd5mTkyWwksEZEu8nl7tr5IZ6g3FxH21+1nb/Ve/AE/b+5+E4Ds+GzGZYzD6wz3Phm+DIalDiPG1XabchERkb7Csi12Ve0CIDU2lURPInHuuChHJSJy+huWZZAY27m6ibHh+iLdTUkskTNcfaCeXVW7qAvU8XbR2zSFmgD4zMjPYFomhsMgzhXHsNRhDPANiHK0IiIiHWsMNLK/LrwzYWpMKilxKXicnihHJSJy+nM6DGaN6VwKYdYYB06HkljS/ZTEEjnDldSUsKd6D9WN1byz9x0A8lPyOSv5LLxOL4ZtMChxEHkpeTgdzihHKyIi0rGt5VsJWkEA0uLSSItNi3JEIiL9x7wJBuNyOk5OjcsxmDdBCSzpGUpiiZzB6gP1FNUUUReo443dbxCyQgB8ZsRncBjh20OCJ4HhqcNJikmKZqgiIiKdsunQpsjrgfEDSYlNiWI0IiL9i9NhcPslDj5znqPN1MLEWPjMeQ5uv0SjsKTnaGF3kTPY/tr97KneQ2l9Ke/ufxeA8RnjyYrPwulw4nQ4yU3OZVDSoChHKiIi0jmbyzdHXucm5ZLgTYhiNCIi/Y/TYTD/nPBoq4KDNv7m8CLuw7IMJa+kxymJJXKG8gf87K7eTW1zLW/ufhPLtjAwmD98Pg7DgW3bpMSmMCJ9hBbEFRGR08aO8vDOhLGuWDLjM4n3xEc5IhGR/snpMBiZraSV9C4lsUTOUAfqDrC3ei+H/If44OAHAJw38DySY5JxOVx4nB7yU/PJ9GVGOVIREZHOK6ouAiA5JpkET4IexIiIiPQjWhNL5AzUGGxkV/UuagO1rNi1AhsbA4NL8i/BZbgwbZNMXyZnJZ+F2+mOdrgiIiKdYlomJXUlACR7k0mOTdbOhCIiIv2IRmKJnIEO1R+iuKaYktoSPjz0IQCTsieR5E3CcBjEOGPIS8kjLU47OomIyOmjoqGCqqYqAFJiU7QzoYiISD+jkVgiZ5imUBO7qnZR1VTFW0VvRUZhXTz0YjwODzY2gxIHMTRlKE6HM9rhioiIdNqWsi2R1+lx6STHJEcvGBEREel2SmKJnGFK/aXsrdnL/tr9fHzoYwAmZ08mKSYJy7DwuXyclXIWKTHaklxERE4vW8u3Rl5nJ2RrZ0IREZF+RkkskTNIwAywu2o3FY0VrCxaGRmFNfesubgMF9gwKGkQQ5KGYBjaaURERE4v28u3R14PSRqinQlFRET6Ga2JJXIGOVhbxqqd+/nkUH1kLazJ2ZNJ8iZhY5PoSWRYyjASvYnRDVREROQkBU2L9/btBCDG6SMlJh2f2xflqERERKQ7KYklcgYImhaPvr2TZ1YXUtOYSIV7DbbLBiDVvhLDdmE4wk+tByUO0igsERE5bQRNi8dXFrJsbRGbA3vBCXZgCI/+PYvmmr0snD0Mt1OTD0RERLqDadkUHLTxN4PPC2Yvd7FKYon0c0HT4tZlG3l7exlgEzLKqXe+BUCsOZWtuybQUF/H5y6sZWjyUK0fIiIip42j+zgDCMXsB8BlZ1PX5OBnb+7ko301PHn9eUpkiYiIdIFp2Sz/yGblJxa1jUfK47zDKZ3QxNRBVq/0terNRfq5x1cWHk5gARjUuv4ERgiApOB/ArCnNIGte3IYlDQoSlGKiIicvKP7OJMGTKMKALedHanz1rZSnlhZGJX4RERE+gPTsnnsDYu/vNc6gQXQ0Ozk5Xeb+fKz7xE0rR6PRUkskX4saFosW1tEy+RAk2rqnf8EIMaciNceefiIzTvbDLzOuKjEKSIicrKO7eNCxoHIMddRSSwDWLZ2T698se5PiouLWb58ORUVFdEORUREomz5Rzabi+3jHA33xL310EhJLJF+bGNRFeX1AVpuN7WuV7GNZgCSQv95VE2DKr/JxqKqXo9RRETkVBzbxwWPSmK5rSNJLBsoq29WH9eB+++/n2984xuR92+++SYjRoxg/vz5jBgxgi1btvRqPPX19Xz9618nOzubmJgYJk6cyO9///tOtS0tLeXGG28kPT2duLg4pk2bxooVK9rUmzVrFoZhtPkzb9687v44IiKnNdMKTyE8kd56aNTnklgffvgh8+fPZ8iQIcTGxpKamsq0adN47rnnOtW+sx2XyJmgpjEQeW3RQJ3rNQA81ki81rgO64uIiPRlx/ZZIcf+yGuXPfCE9eWIl19+mTFjxkTe33///YwfP55XXnmF3NxcfvCDH/RqPNdccw1Lly7lu9/9Lq+//jqTJ0/m85//PL/73e86bNfc3MzcuXNZsWIFixcv5tVXXyUzM5N58+axatWqNvXPOuss1q5d2+rPz3/+8x76VCIip6eCg3abKYTt6a2HRn1uYffq6mpycnL4/Oc/z6BBg/D7/Tz//PNcf/31FBUVcf/99x+3bUvHVV1dzeLFi8nIyODRRx9l3rx5vPnmm8ycObMXP4lI9CXFeiKv613/wDb84fLgAgza7kB4dH0REZG+7Ng+K2iEk1gOOxkHbafHq487vpKSEoYNGwZARUUFGzZs4LXXXuPSSy+lqamJb33rW70Wy2uvvcYbb7zB7373Oz7/+c8DMHv2bPbs2cNdd93Ftddei9PpbLftb3/7WzZv3syaNWuYNm1apO2ECRO4++67Wb9+fav6sbGxnH/++T37gURETnP+5pOr39MPjfpcEmvWrFnMmjWrVdmnP/1pdu/eza9//esOk1gn23GJ9HdnD4ohMRZqGoPUOl8FwGUNJtaa0qqeAaTHe5mUlxKFKEVERE7epLwU0uM9VByeUhg6nMQ6eiohqI/rDNu2sazw9I/Vq1fjdDq56KKLABg4cCDl5eW9Fssrr7xCfHw8CxYsaFV+00038YUvfIH169czffr047YdOXJk5HcAgMvl4rrrruPee++lpKSEQYO0iY2IyMnweU+ufk8/NOpz0wmPJz09HZer45xbRx3Xu+++S0lJSU+HKdKnVDWVc85Zdfid72A6wl9AE0NXYxzzn74N3DAtV9uPi4jIacPtdHDDtLwja2Idnk549KLuoD6uM/Lz8/nb3/4GwO9//3umTJlCbGwsAAcOHCAlpfcSgJs3b2b06NFtvvePHz8+cryjti312mt77NpehYWFpKam4nK5yM/P57777qOxsRNzZkREziDDsgwSY09czwAG9MJDoz43EquFZVlYlkVVVRUvvvgi//jHP/jVr37VYZvNmzczY8aMNuVHd1wdPX0pLS2lrKysVVlBQcEpRC8SfUEzSFF1EaNy9/JS0YtggdNOId6c3abunFEZ3DYrPwpRSn+n+6qI9KTbZ+XzYXE1b24rwjKqAXAfTmIZhBNY6uNO7Mtf/jJf+cpXWLZsGdXV1Tz99NORY6tXr261XlZPq6io4KyzzmpTnpqaGjneUduWeidqe+GFF3LttdcyatQoGhsbef311/nxj3/Mv//9b95++20cjuMnPbu7b6tpqqGysZKD9QdP+RwiIj3FtCAtIZHaxo5HWPXWQ6M+m8RauHAhTz75JAAej4df/OIXfPnLX+6wzcl0XO157LHHWLRo0SlGLNK3VDZWsq92H9srP6HBKgYgzf40BkduPunxbr40bSi3zcrXE2rpEbqvikhPcjsdPHn9eXzjzwU8eniAjuvwdML0eC83TMtVH9cJt99+OykpKaxZs4YpU6Zw3XXXRY41NjZy44039mo8htF23c7OHDuZtscuVn/55ZeTl5fHnXfeyauvvsrVV1993PN0d9/WEGygzF9Gkjep284pItIdTAuWb8xlb6mHcJqqvXtsuLy3Hhr12STWvffey3/9139RWlrKX//6V7761a/i9/u58847O2zXlU5v4cKFbebfFxQUcNVVV3U6bpG+wLItiqqLOFR/iH/v/TcAXqeX22YMo6auCNuMY+qQcfzHxHPwuNpfHFWkO+i+KiI9ze10MCqnAg4nsWaNdnLTOSO4ZLSSVyfjc5/7HJ/73OfalP/617/u1TjS0tLaffBcWVkJ0O4D6+5oC3Dddddx5513sm7dug6TWD3RtzkNJ+lx6afcXkSkJ/xri4+9pQmH3x0vn2IwLCvEk9ef1yv9bp9NYg0ZMoQhQ4YA4ScjAN/5znf40pe+xIABA9pt09WOKyMjg4yMjK6ELdInVDdWU1xTzK6qXRRWFQJwYc6F+DwxxKTVMjptELOHDlcCS3qc7qsi0hu2lW2LvJ6Wn8rMEdlKYJ2mxo0bxwsvvEAoFGq1LtamTZsAGDt2bIdtW+odrTNtj9bRVEJQ3yYiZwbTgo0FcRx/BFYLm0PVvdfn9tkk1rGmTJnCE088wa5du46bxOqujkvkdLevdh/76/azrmQdAAYGUwdPxTAMfE4feSl5JHoToxyliIhI92h5YONz+0iPS8frOsmtlM5Ac+bM6XRdwzBYsWJFD0ZzxNVXX81TTz3Fyy+/zLXXXhspX7p0KdnZ2UydOrXDtgsXLmT9+vWReqFQiOeee46pU6eSnZ193LYt1wA4//zzu+GTiIic3orLPfibOzPowaCuyWBjURXT8tN6PK7TJonVssBiews9tuhqxyXSH9QH6imuLeag/yAfHvwQgIlZE0nyJmHaJtkJ2eQk5pxweq2IiMjpoqimCICkmCRSYlNwOU6br7hRY1lWp78L2LZ94krd5LLLLuOSSy7h9ttvp7a2lmHDhvHCCy+wfPlynnvuOZzO8A+qW265haVLl1JYWEhubi4AN998M48++igLFizg4YcfJiMjg8cee4zt27fz5ptvRq7xzjvv8MMf/pCrr76as846i6amJl5//XV+/etfM2fOHK644ope+7wiIn1VY+Dkfi/WNAZ6KJLW+lwPf+utt5KYmMiUKVPIzMykvLycF198kT/84Q/cddddkVFYXem4RPqzg/UHKa4u5t1972LaJgAX5FyAw3DgdrgZkjyElNje2ypbRESkJ5mWSUltCQDJ3mSSY5KjG9BpYuXKldEO4bj+9Kc/cd999/Hggw9SWVnJqFGjeOGFF1qt2WWaJqZptkqweb1eVqxYwd13380dd9xBQ0MDEydO5PXXX2fmzJmRegMHDsTpdPL973+f8vJyDMNg+PDhfO973+Nb3/rWCacTioicCWI9J/cAIym2490Lu0ufS2JNmzaNZ555hqVLl1JdXU18fDwTJkzg2WefbbVTSlc6LpH+qjnUzJ7qPZQ3lrN+/3oAcpNyGZQwiJAdYpBvELlJuTgMfTkTEZH+odRfSl2gDoABcQO0w1s/EB8fz+LFi1m8ePFx6yxZsoQlS5a0Kc/MzIxMCzyeYcOG8fe//72rYYqI9Gs56QF8XhN/s4MTrYmVEGMzKa93Bkr0uSTWTTfdxE033XTCel3puET6q4qGCvbV7uPDgx9SH6gHYMaQGbgcLgzDICc5h7S4np+nLCIi0ls2l26OvM7wZZAYozUfu6KsrIzGxsY25S0bLomIyJnB6YBJwxpYtSXhBDUNpo8M9tqGKl1KYjkcjhPOpTdNsyuXEJFOMi2TopoiSutLWbNvDQBJ3iRGpY8iaAYZlDiIoclDtU6IiIj0K9vKj+xMODhpMD63L4rRnL5+8IMf8Itf/KLdnb5B3+lFRM5EF4z2s7/Szc4DMbTdpTD8fkDKIWaPPVGiq/t06dfsgw8+2CaJVVZWxj//+U9M0+SGG27oUnAi0nnVTdXsq9nHtoptHKg/AIRHYbkd7vAorMQc0uPSoxyliIhI99pesT3yOichhzh3XBSjOT09/fTTPPzww9xzzz08+OCD3Hfffdi2zbPPPktsbCzf/va3ox2iiIhEgdMBCy6oZs02HxsK4vA3Hdmt0BdjMXlYA56EDTgdnd/xtqu6lMR66KGH2i0PBAJceumlZGRkdOX0InIS9tXuY3/9ftbtWweA2+HmnKxzsGyLtNg08lLytOW4iIj0OwWVBQD43D4G+AYQ44qJckSnn0cffZR7772Xb3/72zz44INcffXVnHvuudx3331cdNFFlJeXRztEERGJEqcDZozxM32Un+JyD40Bg1iPTU56AKcDNpT03g62AD0yadHj8XDHHXfwyCOP9MTpReQY9YF69tXuY2/1XraWbwVgcvZk4r3xAOQk5ZAZnxnNEEVERHrEnuo9ACTHJJMUk4TT4TxBCzlWQUEB559/fmRXvkAgvE16bGws3/rWt/j1r38dzfBERKQPcDogLyPA6MHN5GWEE1jR0GOXjY2N5cCBAz11ehE5ysH6g+yt3su6knXYhDPh0wZPAyDRm0huYq6mV4iISL9jWiYldSUApMSkkByTHN2ATlMuV3hyhmEYJCYmsm/fvsix9PR0SkpKohWaiIhIKz2SxCorK+P//u//GDlyZE+cXkSOEjAD7K3eyyH/Id478B4Ao9NHk+HLwDRNBiUMYlDSoChHKSIi0v1K/aXUBeoASItNI9GjnQlPxfDhwykuLgZg8uTJPPXUUwSDQUzT5Ne//jV5eXnRDVBEROSwLq2JNXTo0DYLuzc3N1NaWorD4eAvf/lLl4ITkROraKiguLaYd0veJWCGh/9fkHMBADGeGIakDCHB03u7RYiIiPSWzaWbI68z4zNJik2KYjSnr8svv5x//etffOlLX+I73/kOl156KcnJybhcLurr63n66aejHaKIiAjQxSTWzJkz2ySxYmJiyMvL49prr9VTG5EeZtkWe2r2cLDuIOtKwgu6Z/oyGZo8lJAVIi8hjyGJQ9r8dyoiItIftKwDCTA4cbCmzp+iBx98MPJ6zpw5rFmzht///vcYhsH8+fOZPXt2FKMTERE5oktJrCVLlnRTGCJyKmqaathXs49NZZuoaqoCYMaQGbgcLhyGg8GJg7U+iIiI9Fvby7dHXuck5uBz+6IYTf8xefJkJk+eHO0wRERE2ojSevIi0h1KaksoqSvh3ZJ3AYhxxTAuYxxBK8gA3wDykvK0S5OIiPRbhVWFAMR74kmNTcXr8kY5IhEREelJXRqJBWCaJq+//jpbt26lsbGx1THDMHjggQe6egkRaUdDsIHi2mL2VO9hZ+VOAKYMmkKMOwbbthmcOJh0X3qUoxQREek5RdVFACR5k0iOTcbl6PJX2zNSe+vcHs0wDAoLC3sxIhERkfZ1qaevqKhgxowZbNu2DcMwsG0boFUnqCSWSM/YX3uId3Ye4p8FH0TKJmdPxrItkj3J5CXn4XF6ohihiIhIz2kOhdhbUwJAjCOTBHdydAM6jbW3zm15eTlr1qwhMTGRmTNnRikyERGR1rqUxLrvvvuIiYlhz5495Obmsn79elJTU3niiSf429/+xptvvtldcYrIYUHT4tG3d/L06kKqGxPYF7MBDIizx7N339kkn3WAnIwcsuKzoh2qiIhItwuaFo+vLOS3qz+m0a4HoKJ8At94zs/NF+zk9ln5uJ1aMeNkHG+d24qKCi655BLmz5/fuwGJiIgcR5d6+BUrVvDNb36T7Ozs8MkcDvLz8/m///s/Lr74Yu68885uCVJEwoKmxa3LNvLzNwuobbTwO1diG34AfIFP8+6ODFZ8MIxsXw4+jxa3FRGR/qWlH3zkjR2UNe6JlLutbKobLB55YwdffvY9gqYVxSj7j7S0NO666y4WLVoU7VBERESALiax9u3bR15eHk6nE4fDgd/vjxy74ooreOONN7ocoIgc8fjKQt7eXgaADdS5/gaA0xpArDUVgN2HfLyxOVoRioiI9Jyj+8GAY3+k3GUPjLx+a1spT6zU+k3dJT09nV27dkU7DBEREaCLSaz09HRqamoAyM7OZvPmI7+cKysrCYVCXYtORCKCpsWytUW0rFjR7PiEoKMIgARzHgZHdiF8ccMhPYUWEZF+5dh+MGS0n8QygGVr96gf7AbBYJCnnnqKoUOHRjsUERERoItrYp133nls2bKF+fPnc/nll/O9732PxMREPB4P9957L+eff353xSlyxttYVEV5fSDyvs4ZHoWF7SI+9KlWdcvqA2wsqmJaflpvhigiItJjju0Hg4eTWE5rAA68kXIbKKtvVj94EubMmdOmrLm5mR07dlBZWcnSpUujEJWISM8yLSgu99AYMIj12OSkB9CSin1fl5JYX/3qVyPb7X7/+99n3bp13HDDDQDk5+ezePHirkcoIgDUNB754h6ikgbnGgB85oU4SemwvoiIyOnu2H4tdHg6ofuoUVgd1Zfjsyyrze6EiYmJ/Md//AfXX38906dPj1JkIiLdz7Rg9VYfGwvi8Dcfmc3iizGZlN/ABaP9Smb1YV1KYl188cVcfPHFAAwYMIAPPviAzZs3YxgGo0aNwuXq0ulF5ChJsZ7I63rXP8AwAUgw298x6Oj6IiIip7tj+7WQcQAAl53dqfpyfCtXrox2CCIivcK04I+rkyk4EEN47O4R/iYHq7YksL/SzYILqpXI6qO69X8WwzAYN24cY8eObZPAsiyLs846iy1btnTnJUXOGOcMSSQp1sAmSL3rdQA8Vj4ea1SregYwIN7LpLy2o7NEREROV5PyUkiP92AAJrVYRj3QNomlflBERI5n9Vbf4QQWgHHM0fD7nQdiWLNNO733Vb02VMq2bYqKimhubu6tS4r0Kw3BOs4fEeBPm9ZjGpUAJITmYxxz87WBG6bl4tajAxER6UfcTgc3TMvjkTd2tFrU3W21TmKpH+ycZcuWnVT9liVDREROV6YFGwviCPcUxyawjmazoSCO6aM0rbAv0nw/kdNESV0JI3P3ECx8FUxw2PHEmRdFjhuEb8dzRmVw26z8qMUpIiLSU26flc+HxdX8ZedbkbKWkVjqB0/OjTfe2Op9y5pYtm23KQMlsUTk9Fdc7mm1BtbxGfibnBSXe8jL0PqKfY2SWCKngYZgA8W1xRRVF1JjbgUgmbk4iInUSY/3cMO0PG6bla+nzyIi0i+5nQ6evP48dv7mMf59ELAN3HYWAOnxXm6Ylqt+sJN2794deX3w4EGuvfZaLr30Ur7whS+QlZXFwYMHef755/nnP//JH/7whyhGKiLSPRoDHY2+6np96R1KYomcBg7VH6K4pph3S94FwMDgpmkjaWooIM41gIvyzuPSMcP1pV1ERPo9t9NBTOw+AHzuRK49t5HPjJ7O1LMGqB88Cbm5uZHX99xzD1dffTU/+9nPImUjR45k5syZfOMb3+CRRx5RIktETnuxHvvElbpQX3qHklgifVzICrG3Zi8H6w/ywaEPABgzYAwZvjSsuEYmZWcwIzdPX9xFROSMUVRdBEBqXCLThsdy4fDM6AZ0mnv99dd56aWX2j12+eWXs2DBgl6OSESk++WkB/B5TfzNDk60JpYvxiInXVMJ+yL96hXp4yobK9lXs48NJRsImOEb6fmDzsfGJsmbRG5yLl6XN8pRioiI9A7TMimpKwEgJSaF5Jjk6AbUD1iWxc6dO9s9tnPnzlbrZImInK6cDpg0rIGOE1gABpOHNWhR9z6qz/3P8tZbb3HzzTczatQofD4fgwYN4sorr+S99947YdslS5ZgGEa7fw4ePNgL0Yt0L9u2Ka4p5kD9Ad7dH55KmB6XzlmpZxEyQwxOGkxWfFaUoxQREek9xTXFNIYaAUiNSyXJmxTliE5/8+bN47777uPvf/97q/K//e1v3H///Vx66aVRikxEpHtdMNrP8IFNh98dm6APvx8+sInpo/w9GodpQVGph637vBSVejCtHr1cv9Jr0wkNw2DmzJkkJCR0WO/xxx+noqKCr33ta4wZM4aysjJ++tOfcv755/OPf/yDOXPmnPBazzzzDKNGjWpVlpaW1qX4RaKhPlBPcU0xn5R9QllDGQDTB0/HaThxe9wMThxMvCc+ylGKiIj0nk2lmyKvs+KySPQmRjGa/mHx4sXMnTuXz3zmMyQkJJCZmcmhQ4eoq6tj+PDhLF68ONohioh0C6cDFlxQzZptPjYUxOFvOrJboS/GYvKwBqaP8vfYKCzTgtVbfWwsiGu1U6IvxmRSfgMXjO65a/cX3ZLE2rZtG6tWraK8vJxbbrmFrKws9u/fT0pKCrGxsQA4HA7efvvtE57r0UcfJSMjo1XZvHnzGDZsGP/7v//bqSTW2LFjmTRp0ql9GJE+5GD9QUpqSyKjsNwONxOzJhKwAgxJHEJOYk6r7a9FRET6u23l2yKvBycOxufxRTGa/mHgwIG8//77LFmyhJUrV1JRUcE555zD7NmzueGGGyLf50VE+gOnA2aM8TN9lJ/icg+NAYNYj01OeqDdBJJp0al6J2Ja8MfVyRQciOHYUWD+JgertiSwv9LNgguquzWR1V3x9xVdSmKZpsmtt97KkiVLsG0bwzC47LLLyMrK4stf/jLnnHMO3/ve907qnMcmsADi4+MZM2YMxcXFXQlX5LTSHGpmT/Ue9tTs4ZOyTwCYlD2JOHccBgaDkweTHJsc3SBFRER62fby7UB4p95BiYOIc8dFOaL+ISYmhttuu43bbrst2qGIiPQKpwPyMo6/eHt3j5pavdV3OIEFbdflCr/feSCGNdt8zBjT9emM3RF/X0yAdenyP/zhD/nd737H//3f/7F58+ZWiz5edtllLF++vMsBAtTU1PD+++9z9tlnd6r+pz/9aZxOJ6mpqVxzzTVs3ry5W+IQ6U3lDeUU1xXz7v53sQ9n6idnT8a0TFJjUxmSOASXQxuMiojImaWgqgCAJG8Sid5EJbFERKTbtYyaWrUl4fBuhke0jJp6cXVyp9eyMi3YWBBH23W4jmWzoSCuy2tkdTV+04J/bfGx+K8DeHZlKi+tSeHZlaks/tsA/rXFF9U1vLr0C3jJkiU88MADfPOb38Q0zVbHhg4dyu7du7sUXIuvfOUr+P1+7rvvvg7rZWVlcd9993H++eeTmJjIpk2bePjhhzn//PNZvXo1EyZM6LB9aWkpZWVlrcoKCgq6HL/IybJsiz01ezhQd4CN+zcCcFbyWQxKGETQCjI4aTAZvrajFkX6Gt1XRaS7FVUXAZAck0xybLIe6JyiOXPm8NhjjzFq1KgTLtdhGAYrVqzopchERKKvu0dNFZd7Wo2GOj4Df5OT4nJPh6PETqQr8Udr2mNndanXLykpYdq0ae0ei4mJoa6uriunB+CBBx7g+eef55e//CXnnXdeh3XnzZvHvHnzIu8vuugi5s+fz7hx43jwwQd59dVXO2z/2GOPsWjRoi7HLNJV1Y3V7K/dzwcHPsAfDN9UpuVMw8Ii3hNPTkIOsW6tTyF9n+6rItKdAmaAA/UHgMNJLG+y1oY8RUfPoLAsq8N/x6Prioj0d61HTXXUx4RHTXVmIfjGwMn1VSdb/2hdjf9kEmDTR/mpqElj014ng2MqmJSXgruHM1tdSmJlZGSwa9cuZs+e3ebY9u3bGTx4cFdOz6JFi/jBD37AD3/4Q7761a+e0jny8vK48MILWbdu3QnrLly4kAULFrQqKygo4Kqrrjqla4ucqpK6EkrqjizonuBJYFTaKEJmiMGpgxmc1LX/tkR6i+6rItKddlftJmCGn0ynxaWRHJMc3YBOY0dvuLRy5croBSIi0sf0xKipWM/JPQw42fpH60r8J5MAW73Nx4adcfibs9gALFu1jgHxXq6flsvts/J7LJnVpSTW5Zdfzg9/+EPmzZtHVlYWEB5uXFNTwy9+8QuuuOKKUz73okWLeOihh3jooYe49957uxImtm3jcJz4HzAjI6PdheVFelNDsIF9tfvYUbGDvTV7AZg2eBoepwcHDgYlDiLBmxDlKEU6R/dVEelOm0uPrHOa5csi0ZsYxWhERKQ/6olRUznpAXxe8/D6VB0nh3wxFjnppz6VsCvxn0wCLBgyCIZaJ9vK65t55I0dfFhczZPXn9cjiawunfF73/seoVCIMWPG8NnPfhbDMLj33nsZO3YsTU1NPPDAA6d03u9///s89NBD3H///Xz3u9/tSojs3r2b1atXc/7553fpPCK9pdRfyt6avawvWQ+Ed186b+B5BMwAA+IHkJuUi8M4jfdEFREROUVby7dGXg9OHIzP44tiNP3Hxx9/zL/+9a/I+/r6ehYuXMj555/Pgw8+qOmEInJG6YlRU04HTBrWQMcJLACDycMaurTWVFfiP/lpjK3rt5zprW2lPLGy8CTP1Tld+iWcmZnJhg0b+PznP897772H0+nko48+4rLLLmPNmjWkpqae9Dl/+tOf8uCDDzJv3jzmz5/PunXrWv1pccstt+ByudizZ0+k7OKLL+Z73/sef/7zn3nrrbdYvHgxF154IYZh8P3vf78rH1WkV4SsEEXVReyv289Hhz4CYHzmeJJiknA6nAxOHExaXFqUoxQREYmO7eXbAXAaTgYmDNTOhN3km9/8Jn/7298i7++77z6eeuopAoEAP/rRj/jVr34VxehERHpXy6ipzuwk6IsxOz1q6oLRfoYPbIq0PfZcAMMHNjF91IkXiu9IV+LvyjTGoxnAsrV7CPbANoZd3s4lMzOTJ554ojtiAeCvf/0rAMuXL2f58uVtjrc8CTJNE9M0Wz0ZGjduHH/4wx/4yU9+QmNjIxkZGcyZM4cHHniAESNGdFuMIj2lsrGSfTX7WL9vPSErBMD5g8/Hsi2SvcnkJuficXqiHKWIiEh07KraBUBSTBKJnkQlsbrJ5s2bI+vP2rbN888/z6JFi7j33nu5//77efrpp7njjjuiHKWISO9oGTW1asuJlnA5uVFTTgcsuKCaNdt8bCiIw990ZNqeL8Zi8rCGTi0S35nrnGr8nZ/22DEbKKtvZmNRFdPyu3cQRpeSWMFgkEAggM/Xdii33+/H4/HgdrtP6pydXVhyyZIlLFmypFXZz372s5O6lkhfYts2e6v3cqD+ABv2bwBgYPxAchNzsSyLwUmDyYrPinKUIiIi0WHbNntqwiPwk2OSSYlLweXo8vNYAaqrq0lPTwfgo48+oqqqiv/8z/8EYO7cufzyl7+MZngiIr3ugtF+9le62XkghraLnIffn8qoKacDZozxM32Un+JyD40Bg1iPTU56oMvJq+6Iv/MJsM6paTz1tb2Op0s9/3//93/T3NzMCy+80ObYrbfeSmxsLL/5zW+6cgmRM0ZdoI59tfvYdGgTlU2VAEzPmY7D4cDr8IbX/nBr7Q8RETkzNYYaOVh/EIAUbwrJ3mQM49SfEssRaWlpFBcXA+FdCzMzMxk2bBgAgUBAa2KJyBmnp0dNOR2ccEfDruhK/J1JgHVWUmz3zyLqUhLr7bff5uGHH2732BVXXMF3vvOdrpxe5IxyoO4AxTXFkQXdvU4v4zLGEbACDE4YzODEwfqyLiIiZ6zt5dsxbROAtLg07UzYjWbMmMFDDz1EeXk5P/vZz5g/f37k2M6dO8nJyYlidCIi0dFbo6Z6yqnG31ECLM5rhXclNA06SmYZQHq8l0l5Kd33gQ7rUhLr0KFDDBw4sN1jWVlZHDx4sCunFzljNIWa2FO9h901u9lRuQOAqYOmEuuKxcZmSPIQUmK7/wYgIiJyuthStiXyOsuXRZI3KYrR9C8/+tGPuOyyy/ja175Gfn4+Dz74YOTYiy++qF2+ReSM1tOjpnpaR/GbFu0muDpKgK3e6jvhdEMbuGFaLu4eyPZ1KYmVnJxMQUEBs2bNanOsoKCAhITumUcp0t+VN5Szr24f7+57N1I2edBkTNskPTadIUlDtO6HiIic0baWbY28HpI0hHhvfBSj6V+GDh3Ktm3bqKysbLO7+K9+9SuysrQmp4hIf2JasHqrj40Fcfibj55qaDIpv4ELRvsjyaxjE2AdTTc0DpfMGZXBbbPyeyT2LqXFZs+ezY9+9CMqKytblVdWVvLwww8zZ86cLgUnciYwLZOi6iKKa/azYf/7AOQmjCbVOwDbthmcNJgMX0aUoxQREYmeoGmxZs8nALgdXtLjMrUzYQ84NoEF4d2/BwwYEIVoRESkJ5gW/HF1Mqu2JBzehfAIf5ODVVsSeHF1MqbVfvuW6Yazxtbhi2ldKT3ey7cuGcGT15/XI6OwoIsjsR566CEmT57M8OHDufbaaxk0aBD79u3jxRdfJBgMsmjRou6KU6TfKvNXsvTfpfxt+34CjkYAGsqv5tm3RjJxaC2XDxtMrDs2ylGKiIj0vqBp8fjKQpatLWJzoBCcYIRyeeofudj+/Xxl9vAe+5J8ptm2bRuLFi1i5cqVVFRUsG7dOs4991wWLVrERRddxOzZs6MdooiIdIPVW30UHIg5/O7Yda3C73ceiGHNNh8zxrS/++LR0w3f2LaL0WnncdmImUzKS+nxfrlLZx85ciTvvPMOEydO5KmnnuKBBx7gN7/5DRMnTuSdd95h5MiR3RWnSL8UCJl85fmP+OfHHip4HQCnNYBYayqNzS7Wbkvjp6/XETxeGlxERKSfCpoWty7byCNv7KCiPkDIsQ8AtzWY+iaDn79ZwJeffU99ZDf48MMPmTx5MqtWrWLWrFmYphk5Vl9fzxNPPBHF6EREpLuYFmwsiCM86a8jNhsK4o47GquF0wFpSRWMG2IyLT+tVx4sdfkKEyZMYMWKFdTW1rJv3z7q6up48803GT9+fHfEJ9KvLV6xlfeKmml2bCHoKAIgwbwMAyctWfB3dlbxxMrC6AUpIiISBY+vLOTt7WUAmNRjGlUAuO0cWvrIt7aVqo/sBvfccw/jx4+noKCAZ599Fts+8uNmypQpbNiwIYrRiYhIdyku9xxeA+tEu94b+JucFJd7eiOsk9JtabLY2Fiys7OJiYk5cWURIWha/G79PsCmzvn3cKHtIj70qVb1DGDZ2j160iwiImeMoGmxbG1R5Ct20NgXOea2Bkdeq4/sHqtXr+buu+8mLi4Ow2j9wyYzM1M7jouI9BONgRMlr7pWvzd0ebuzoqIi/vjHP7Jnzx4aGxtbHTMMg9/+9rddvYRIv7S28BBVDSYhqmhwrgHAZ87ASXKrejZQVt/MxqIqpuWn9X6gIiIivWxjURXl9Ud2Qwo6jkpi2UeSWOoju4dt23g87T9tr6qqwuv19nJEIiLSE2I9J5pG2LX6vaFLSay///3vXHPNNZimSUZGRpsO7tgnOSJyRHF1eFfPetdyMMJrTySE5h+3fk1j4LjHRERE+pNj+7zISCzbicseeML6cnLGjx/PK6+8wmWXXdbm2PLlyznvvPOiEJWIiJwK0wpPG2wMGMR6bHLSA7QsVZWTHsDnNQ/vSthRvsbGF2ORk973+tcuJbHuu+8+LrjgAn7/+9+TkZHRXTGJ9HumZdJolWMTpN4VXtDdYw3DYx9/M4Sk2L43H1lERKQnHNvnBR3FALjsgRjtfH1VH9k1X/va1/jCF76Az+fj+uuvB2Dv3r289dZbPP3007z00ktRjlBERE7EtMI7D24siDu87lWYL8ZkUn4DF4z243TApGENrNqScIKzGUwe1kBf3AC4S0msnTt38qc//UkJLJGTVN1UjS/2ECHvu5GFahNCn8ZoJxtuAOnxXiblpfRylCIiItExKS+F9HgPFfUBbI6MxAov6n6E+sjuce2111JYWMhDDz3EL37xCwA++9nP4nK5WLRoEVdccUWUI+y/gqZF4UEHByuyKHJ7Wo2YEBHpLNOCP65OpuBADMfuPOhvcrBqSwL7K90suKCaC0b72V/pZmek7tG/QcPvs1MCDEwJsnWft81ormjrUhIrNzeX+vr67opF5Ixg2zZ7a/dyqHE/gdi/QDM47ATizBnt1wdumJbbK9uVioiI9AVup4MbpuXxyBs7sAkSMg6Ey49a1B3UR3aXQCDAPffcww033MA//vEPDh06RHp6Opdeeim5ubnRDq9fCpoWj68sZNnaIsrrY4DJfLit7YgJEZHOWL3VdziBBW2nCYbf7zwQw5ptPmaM8bPggmrWbPOxoSAOf5OzTd39VR5eeCc1UtqX7k1dSmLde++9/OQnP+Gyyy4jLi6uu2IS6dfqA/WU1Jawq2oX5c07AYgPfQoHradCGIS/nM8ZlcFts/J7P1AREZEoun1WPh8WV7N8+0YwwrsPtizqrj6y+zQ1NeHz+XjppZe4+uqrueWWW6IdUr8XNC1uXbaRt7eXtfmpeeyIiWj/WBSRvs+0YGNBHG1HVR3LZkNBHNNHhRNRM8b4mTrCz3MrUymp9HTYvi/dm7p06XfffZfS0lKGDRvGF7/4Rf7nf/6n1Z+vfe1r3RWnSL9xsP4gxdXFrNu3DgADgwtzpxDrCbWqlx7v5VuXjODJ68/TE2YRETnjuJ0Onrz+PC46u/ZImRWeTqg+svvExMSQlpaGz+eLdigR9fX1fP3rXyc7O5uYmBgmTpzI73//+061LS0t5cYbbyQ9PZ24uDimTZvGihUr2q375ptvMm3aNOLi4khPT+fGG2+ktLS0Oz9Kux5fWcjb28uAYyf9wLEjJkRETqS43HN4DawTbaxn4G9yUlx+ZPDEuu2+wwksTtC+79ybujQS61e/+lXk9QsvvNDmuGEYLF68uCuXEOlXmkJNFFUXsb9+Px8c/ACAsRljmTkapo34hETjHHITx5CREM+kvBR9MRcRkTOa2+kgLWVv5P2nxpv8x9h85o0ZoT6yG11xxRW88sorfOpTn4p2KABcc801bNiwgYcffpgRI0bwu9/9js9//vNYlsUXvvCF47Zrbm5m7ty5VFdXs3jxYjIyMnj00UeZN28eb775JjNnzozUXbVqFZdddhnz58/n1VdfpbS0lG9/+9vMnTuXjRs3ttl1vbsETYtla4siowmPr/WICRGR42kMnCh51X79zo/gOlr0701dSmJZltVdcYicEUrrSymuLebdkncJWeGRV9MHT8fCIsmbwNyzchmTobUnREREWuyo2AFAvDueyWfFcNHwgUpgdbPPfe5z3HLLLdx8881cc801DBw4EMNo/YPm3HPP7ZVYXnvtNd54441I4gpg9uzZ7Nmzh7vuuotrr70Wp9PZbtvf/va3bN68mTVr1jBt2rRI2wkTJnD33Xezfv36SN277rqLESNG8NJLL+FyhX8SDR06lAsuuICnn36a22+/vUc+38aiKsrrO7Nl/ZERE3kZfW+LexHpO2I9HafEj1f/yAiukxH9e5O+AYj0kpAVYk/NHkrrS1lfEv4SlZ2QTW5SLqZtMjhpMIMSB0U5ShERkb7Dsi12V+8GIDU2lXhPPLHu2ChH1f9ceuml7Nu3jyVLlnDllVcyZcoUJk+ezOTJk5k0aRKTJ0/utVheeeUV4uPjWbBgQavym266if3797dKRLXXduTIkZEEFoDL5eK6667j3XffpaSkBICSkhI2bNjA9ddfH0lgAUyfPp0RI0bwyiuvdPOnOqKm8eR+9J3sCAsROfPkpAfweU1ONL4TbHwxJjnp4ftQV+4v0bw3dWkkloh0XmVjJftq9vHhoQ+paa4BYEbODJxOJx7Dw+CEwSR6E6McpYiISN/RGGhkX+0+AJJjk0mJTcHtcEc5qv7nmWeeiXYIEZs3b2b06NGtkksA48ePjxyfPn36cdvOmNF2t+eWtlu2bGHQoEFs3ry5VfmxdVevXt1hjKWlpZSVlbUqKygo6LBNi6RYT5uySvevCRi72q3/YkGImL2a/SIiHauJc1Jtn3hUVXKsyU/XmQA0BRwc8pxaSujoe1Ndcx3v7H2H1cWr+fm8n5/S+U5Gl5NYzz33HD//+c/ZunUrTU1NbY6bptnVS4ic9mzbZm/1Xg7UH4gs6O5z+zg742yCoSDZydkMSR7SZui+iIjImWxn5U6azWYAUmNSSY1NVV/ZA770pS9FO4SIiooKzjrrrDblqampkeMdtW2p11Hblr+PV7ejawA89thjLFq0qMM6xzMpL4X0eA8V9YHImImAsYtm5+Z26++tO6XLiMiZqBMzAw81hf+cTJv2HHtvOlB/gAG+Aad2spPUpSTWX/7yF2666SZuvPFG3n//fW6++Waampr4y1/+QnZ2dmQeu8iZrra5luKaYgqqCthTsweA6TnT8bq82LbN4MTBpMa2/SIlIiJyJvvo0EeR15m+TJK8SVGMRnpLR4nKEyUxT6bt8eqe6BoLFy5sM92xoKCAq666qsN2EN6s4IZpeTzyxo5Imcc+C9p57p/sM0nyaUCAiHSSDTUNTuoanZhHDeB0OiAh1iQpzmyzfnuN30m1/+QyWcfem+qa60iJSWFi1sQuBN95XUpiPfzww3zzm9/kf//3f/ntb3/LwoULOffcczl48CAzZswgJyenu+IUOa3tq91HcV1xZBSWw3AwOXsylmWREpvCkKQhuJ2aHiEiInK0zaVHRqfkJOeQGKNp9/1dWlpauyOhKisrgfZHT51s27S0NKD9UV2VlZUdXgMgIyODjIyMDut05PZZ+XxYXM1b20oxgNTgrUcdDe8SNnxgEwsuqNbOhCJy0kwrvGh7Y8Ag1mOTkx447r3EtODF1cnsPBBDx7sUHv/etKFkA3PPmsuCsxccp2336tJtcfv27Vx88cWRpxWhUHi3taysLO6//34eeeSRrkcochoKmhZrCytYvvkAb2/fx67KIg7UHeDjQx8DcE7WOSR5k7CxGZI0hKyErChHLCIi0ne09KOrCsNJLK8zhuz4bOI98VGOTHrauHHj2Lp1a+R3RYtNmzYBMHbs2A7bttTrqG3L38er29E1uoPb6eDJ68/jW5eMID3e2+qYL8Zi1tg6JbBE5JQ5HZCXEWD04GbyMo6fwGqpu+CCamaNrcMXc/z19/rSvalLI7FM08Tj8eBwOPD5fBw8eDBybMiQIeza1f4ChSL9VdC0eHxlIcvWFrXaPtnnNbGTt2Da4WGX03KmYRs2ca44chJziHPHRStkERGRPuPYfvSAdzc4wBEayocFA7nlHO1M2N9dffXVPPXUU7z88stce+21kfKlS5eSnZ3N1KlTO2y7cOFC1q9fH6kXCoV47rnnmDp1KtnZ2QAMGjSIKVOm8Nxzz3HnnXfidIan0qxbt47t27fz9a9/vec+4GFup4M75g7ntln5/HTlK6wr3sS4rPwOR0yIiPQEpwNmjPEzfZQ/MoLL6wqv2tccOvFort7WpSTW0KFD2b9/PwATJkzghRde4DOf+QwAL730EgMHDux6hCKniaBpceuyjby9vazNIMz6ZpN9Ne+AAblJuWT7sjEtk5yUHAYnDY5KvCIiIn3Jsf2ojU3Q2AuA08xj1ZYEvhbawq9vmIS7r3yTlm532WWXcckll3D77bdTW1vLsGHDeOGFF1i+fDnPPfdcJOF0yy23sHTpUgoLC8nNzQXg5ptv5tFHH2XBggU8/PDDZGRk8Nhjj7F9+3befPPNVtf5f//v/3HJJZewYMECFi5cSGlpKffccw9jx47lpptu6rXP63Y6yM+yKGo4SF6GlmIRkehpGcHV13XpG8DcuXMjHcLXvvY1/vCHPzBs2DDGjBnDE088wW233dYtQYqcDh5fWcjb28PbLdvHHPM738EyqgEY6L4Up9OJ1+llUOIgEr1a30NEROTYftQ0yrCNRgA8Vh4Ab28v44mVhVGKUHrLn/70J66//noefPBB5s2bx/r163nhhRf44he/GKljmiamaWLbR751eb1eVqxYwezZs7njjju44oorOHDgAK+//jozZ85sdY1Zs2bx2muvceDAAa644gruuOMOZs+ezYoVK/B6W0/xExGRvqNLSawf/vCH/OxnPwNgwYIFvPTSS0yYMIExY8bw29/+lrvuuuukz/nWW29x8803M2rUKHw+H4MGDeLKK6/kvffe61T70tJSbrzxRtLT04mLi2PatGmsWLHipOMQORlB02LZ2qJ2l8Gzsal1vQqA006huvRiAsEQGb4McpNycRh6miwiIme29vrRgLEn8tpth0faGMCytXsImsdft0NOzbZt2/j85z/PwIED8Xg8vP/++wAsWrSIt99+u1djiY+PZ/HixRw4cIDm5mY++ugjPve5z7Wqs2TJEmzbJi8vr1V5ZmYmS5cupaKigsbGRtauXcvFF1/c7nUuueQS1q5dS2NjIxUVFSxdurRLC7aLiEjP69KvZ6/XS2LikVEk11xzDS+//DIvvfQSN9544ymd8/HHH6eoqIivfe1rvPbaayxevJjS0lLOP/983nrrrQ7bNjc3M3fuXFasWMHixYt59dVXyczMZN68eaxateqU4hHpjI1FVZTXB9qMwAJocnxM0BFeHy4+dDmNzXGUVSeSk5hDWlxa7wYqIiLSB7XXjwYdRyWxrCFAeIRWWX0zG4uqejfAfu7DDz9k8uTJrFq1ilmzZmGaR7ZOr6+v54knnohidCIiciKmBUWlHrbu81JU6qE/P+vp0ppYLZqamnj//fepqKggLS2Nc889l5iYmFM616OPPtrmCci8efMYNmwY//u//8ucOXOO2/a3v/0tmzdvZs2aNUybNg2A2bNnM2HCBO6++27Wr19/SjGJnEhN4/HnDte6/gSAYXtJCF0OgMtIIjc5F7fT3SvxiYiI9GXt9aPBwyOxnHYqThJPWF9O3T333MP48eN544038Hg8/OEPf4gcmzJlCi+//HIUoxMRkeMxLVi91cfGgjj8zc5IuS/GZFJ+AxeM9veZBdm7S5c/ziOPPMLAgQOZMWMGV155JTNmzCArK4uf/vSnp3S+9obwxsfHM2bMGIqLizts+8orrzBy5MhIAgvA5XJx3XXX8e6771JSUnJKMYmcSFKsp93ygLGXJmd4KqzPnIuTJACGpKSRGZ/Za/GJiIj0Ze31o4HDI7HcVm6n6supW716NXfffTdxcXEYRuvFETIzM1vtQC4iIn2DacEfVyezaksC/ubWqR1/k4NVWxJ4cXVyvxuV1aWRWL/85S+58847ueSSS/jCF75AVlYWBw8e5Pnnn+fuu+/G7XbzP//zP10Osqamhvfff7/DUVgAmzdvZsaMGW3Kx48fD8CWLVsYNGjQcduXlpZSVlbWqqygoOAUIpYzzaS8FNLjPVQcMxWizvXn8AvbIDF0JWDj85rMGp5PnDsuCpGK9C7dV0WkM47tR21Mgkb44aXbHhKpZwDp8V4m5aVEJ9B+yrZtPJ72E4NVVVVa6FxEpA9avdVHwYGWGXDHrs4cfr/zQAxrtvmYMcbfq7H1pC4lsX7+859z3XXXsWzZslblX/rSl7juuutYvHhxtySxvvKVr+D3+7nvvvs6rFdRUUFqamqb8payioqKDts/9thjLFq06NQDlTOW2+nghml5PPLGjkiZSRX1zvA6brHWVNx2OIF60WjIS9EWynJm0H1VRDrj2H40ZBwAIwiA56iRWDZww7Rc3P1tbkSUjR8/nldeeYXLLruszbHly5dz3nnnRSEqERE5HtOCjQVxhHvG9rYXa2GzoSCO6aP6z7TCLiWx9u/f32qr26Ndf/313TJ//oEHHuD555/nl7/8Zac60GOHQHf2GMDChQtZsGBBq7KCggKuuuqqTsUqZ7bbZ+XzYXE1b20rBWzqXH8DIwRAYugqAPIy67lxej6J3sTjn0ikH9F9VUQ66+h+NGAURcqPnk44Z1QGt83Kj0J0/dvXvvY1vvCFL+Dz+bj++usB2Lt3L2+99RZPP/00L730UpQjFBGRoxWXe1qtgXV8Bv4mJ8XlHvIy+sd6kl1KYo0YMYJDhw61e+zAgQMMGzasK6dn0aJF/OAHP+CHP/whX/3qV09YPy0trd3RVpWVlQDtjtI6WkZGhrbVlVPmdjr46bUjefCvpfxzi58643UAPNYIUtwjGJN7gGvOjWdo2pATJlRF+gvdV0Wks9xOB09efx5PrCzk+/9+NlxoO3DbuaT6nNw0PZ/bZuVrFFYPuPbaayksLOShhx7iF7/4BQCf/exncblcLFq0iCuuuCLKEYqIyNEaAyf3e/Jk6/dlXUpiLVq0iG984xuce+65jB07NlL+8ccfs2jRIh555JEunfuhhx7ioYce4t577+1Um3HjxrFp06Y25S1lR8co0hPKGg4ydug+9prL2bGjFoBP5c/kgqEFuBwGuamjSI3tOJkqIiJypnI7Hdw2K4+nd+6g7BAketJYcF45d868kIGJ2hClJ917773ccMMN/OMf/+DQoUOkp6dz6aWXkpvbdmF9ERGJrliPfeJKXajfl510Euszn/lMq/ehUIiJEydy9tlnRxZ237JlC9nZ2SxZsoSrr776pIP6/ve/z0MPPcT999/Pd7/73U63u/rqq1m4cCHr169n6tSpkfiee+45pk6dSnZ29knHItJZDcEGiqqLqGquYnXxOwCkxaYxPW8oGCZpcZnkJefhcnQpdywiItKvNQQbKKrZDcDAxFTGDHaRHKtp+D3pX//6F+eeey6DBw/mlltuaXWsvr6e999/n4suuihK0YmIyLFy0gP4vObhXQk7XhPLF2ORk94/phLCKSSxPv7441ZToVwuFzk5OdTW1lJbGx55kpMTXrS6vVFRJ/LTn/6UBx98kHnz5jF//nzWrVvX6vj5558PwC233MLSpUspLCyMPCG6+eabefTRR1mwYAEPP/wwGRkZPPbYY2zfvp0333zzpGMRORkH6w9SXFPMJ2WfUNEYntY6K28WTqcT27bJScxhQNyAKEcpIiLSt+2u3k11UzUAaXFppMak4nVpd7yeNHv2bNauXcuUKVPaHNu+fTuzZ8/GNM0oRCYiIu1xOmDSsAZWbUk4QU2DycMa+s2i7nAKSayioqIeCOOIv/71r0B4J5Tly5e3OW7b4WFwpmlimmbkPYDX62XFihXcfffd3HHHHTQ0NDBx4kRef/11Zs6c2aNxy5mtKdTE7srdVDVV8c6e8CisWFcsEzImYNkWKd4UhqYM1ZdwERGRE9i4f2PkdWZcJumx6TiMfvTtuw86+vv0sYLBIA6H/v1FRPqaC0b72V/pZueBGNruUhh+P3xgE9NH+aMTYA855XlNjY2N3HLLLSxcuJALL7yw2wJauXJlp+otWbKEJUuWtCnPzMxk6dKl3RaPSGeU+kspri2moKKAopoiAGYMmYHX5cW0TXKScsiKz4pukCIiIqeB9w+8H3k9KHEQKbEpUYym/6qtraW6ujry/uDBg+zdu7dVncbGRpYuXUpWlr7DiIj0NU4HLLigmjXbfGwoiMPfdGS3Ql+MxeRhDUwf5e9Xo7CgC0ms2NhYXn31VW677bbujEfktBMwA+yq3EVFYwWr9qwCwOVwMXXQVDAg3h3PkKQh+Dy+KEcqIiLSt4WsEFtKtwAQ544jOz6bRK/Ww+oJP/vZz/je974HgGEYx13H1rbtTm+yJCIivcvpgBlj/Ewf5ae43ENjwCDWY5OTHuh3yasWXVpheuLEiWzevFkLPcoZrcxfRnFtMcXVxWyr2AbA9MHTiffEY1omgxMGMzhpcJSjFBER6fsag40UVhUCkBGXQWJMIgneE633IafiU5/6FPHx8di2HVmKY8iQIa3qeL1exo0bp2U5RET6OKcD8jL6z+LtHelSEuvhhx/m+uuv5+yzz1bnJmekoBlkV+UuyhrKWLU3PArLwODCIReCATGuGIYkDdFTZBERkU44VH+IA/UHAEj3pZPkTdJI5h4ybdo0pk2bBoDf7+e///u/tZO3iIj0eV1KYi1cuJD6+nrmzJlDSkoKAwcObLVzoWEYfPTRR10OUqSvKm8oZ0/tHg7WHeSjQ+H/r0/KnkSiJxHTMslNzCU3OVcL0oqIiHTChwc/xLItAAbEDSAlNgWP0xPlqPq/7373u9EOQUREpFO6lMRKS0sjPT29u2IROa0EzSC7qnZR3lDOO3vfwSa8s8+s3Fk4HA7chpuc5BwtSCsiItJJ60vWR15n+jLJ9GVGMZozR8vaWMdjGAYPPPBAL0UjIiJyfF1KYnV2J0GR/qiisYI91Xso95ezYf8GAMZmjCUtNo2QFSIrKYu8pDycDucJziQiIiJBM8hHB8Ojmt0ONzlJOSTHJEc3qDPEQw891OFxJbFERKSv0BwnkVMQskLsqgqvhbW6eDWmbQIwJ28OTocz/OU7MYd0n0YqioiIdIY/4Gd75XYAMuMzSYlJ0aLuvcSyrDZ/ysvL+c1vfsPYsWMpKiqKdogiIn2WaUFRqYet+7wUlXowrWhH1L91aSQWQGVlJT/72c9YsWIFFRUVpKenc/HFF/P1r3+dlBRNo5L+qbyhnKKqIqoaq1i7by0Aw1KHkZ2QjWmbDIgbwNDkoVrHQ0REpJMO1R+ipLYECE8lTPQkkuBREitaUlNTufnmmyktLeV//ud/eOWVV6IdkohIn2JasHqrj40Fcfibj8y+8cWYTMpv4ILRfpwaNtTtuvRPWlJSwrnnnssPf/hDampqGDJkCNXV1Xz/+9/n3HPPZf/+/d0Vp0ifcfQorPUl62k2mwGYmzcXp+HEYTgYkjSEzHit4yEiItJZ7x98PzKyOSMug7S4NGLcMVGOSqZMmcKKFSuiHYaISJ9iWvDH1cms2pKAv7l1WsXf5GDVlgReXJ2sUVk9oEtJrHvvvZfGxkbWr1/Pli1beOONN9iyZQvr16+nsbGRe++9t7viFOkzWkZh1TbX8q+9/wJgcMJg8pLzsA2bRG8iecl5xLj0xVtERKQzbNuOjGwGyIrPYkDcAO3u2wd89NFHxMfHRzsMEZE+ZfVWHwUHWn7vGcccDb/feSCGNdt8vRrXmaBL0wmXL1/OD37wAyZPntyqfPLkyXzve9/TApDS7xw9CmvdvnU0BBsA+FT+p3A6nFi2RW5yLgMTBkY5UhERkdNHs9nMpkObAPA6vQxKGERqXGqUozpzLFu2rE1Zc3MzH3/8MU8//TTXXXddFKISEembTAs2FsQBNm0TWEez2VAQx/RRmlbYnbqUxKqpqSEvL6/dY0OHDqWmpqYrpxfpc8r8ZZFRWKv2rAJgUMIghqcOx7ANkrxJ5CXl4fMo4y4iItJZNU017KzcCYRHYSXGJJLoTYxyVGeOG2+8sd3ymJgYrrvuOn7yk5/0bkAiIn1Ycbmn1RpYx2fgb3JSXO4hLyPQ43GdKbqUxBo6dCh///vfueSSS9oce/311xk6dGhXTi/SpwTNILurdlPWUMa7Je/iD/oBuDT/UlwOFyErxODEwWQnZkc5UhERkdPLofpDHKg/ABxe1N2rJFZv2r17d5uymJgYMjO1vqeIyLEaAx2Nvup6felYl5JYN910E/fccw+WZfGlL32JgQMHcuDAAZ577jl++ctf8vDDD3dXnCJRV9ZQxu7q3dQH6nm76G0ABsYPZHjqcDAgwZNAXnKedlISERE5SetK1mHZ4dVvB/gGkBabRpw7LspRnTlyc3OjHYKICBCeqldc7qExYBDrsclJD/S5qXixHrtH60vHupTEuuuuuygsLORXv/oVjz76aKTctm1uvfVW7rzzzi4HKNIXBMwAhZWFlDeUs37f+sgorHn583A6nJiWyaCUQeQk5WAYyrSLiIh0VsgKsa54XeT9QN9AMuIzcDo6M1VDRET6A9MKL5a+sSCu1VQ9X4zJpPwGLhjdd9aVykkP4POah3cl7HhNLF+MRU66phJ2py4lsQzD4Mknn+Sb3/wmb7/9NhUVFaSlpTFnzhxGjBjRXTGKRFXQtFi+ZRdr9pZQH4S394RHYWXFZzEyfSQOw0GsK5a8lDxNfRARETkJQdNi5Y4SVu/ZAoDPHU9mfCZpsWlRjqz/Gzp0aKcfvBmGQWFhYQ9HJCJnKtOCP65OPrzbX+tRS/4mB6u2JLC/0s2CC6r7RCLL6YBJwxpYteVEM3AMJg9r6BMx9yddSmK1GDlyJCNHjuyOU4n0GUHT4vGVhSxdW0RFfQBIoNb5FvWeegAuGXopTuPwKKzkQeQm5WoUloiISCe09LHL1hZRXh9gn3c3OMAIjGHH3nx85+ihUE+bOXOmvreISJ+weqvvcAIL2o5sCr/feSCGNdt8zBjj79XYjueC0X72V7rZGUm8HR13+P3wgU1MH9U34u1PupTE+vjjj6muruaiiy4CwO/3c9ddd/H+++/zqU99ikWLFqlzlNNS0LS4ddlG3t5eFimzaKbW/RIALmsQRbs/xdkD9hPniSU3OZekmKRohSsiInLaOLqPNYAQ5ZiOcH/rCo3h3e0ZPPjnffz2S4Nw6/F1j1myZEm0QxARwbRgY0EcbRNBx7LZUBDH9FF9Y1qh0wELLqhmzTYfGwri8DcdPQXSYvKwhj4Ta3/TpSTWN7/5Tc4999xIEuvee+/lqaeeYty4cfzoRz9iwIAB3HHHHd0SqEhvenxlYasEFkC96++YRhUASaH/ZG9ZEu8VNHHtlCSGJA3BYegOJSIiciJH97E20OzYFjnmtUYB8K8dlTyxspA75g6PRogiItJLiss9rdbAOj4Df5OT4nIPeRl9Y40ppwNmjPEzfZS/zy9G35906Z928+bNTJ8+HQgv5v7888+zaNEi3n//fb797W/z9NNPd0uQIr0paFosW1vU6jmARQM1rpZRWIPxmbMAmy1FaWQn5JAalxqNUEVERE4r7fWxAcf28AvbiccaBoSfxS9bu+f/t3ffcVJV5+PHP/dOL9srLLALu3QWUAEBC00Ngho09tg1RWO+MbEkaqREE43J95ufJrEXNCh2YoxiYgFNBBFiREDaAkuH7WVmp957f38MM+xsYxe27/P2ta+dOffce8/d68wZnjnnOYQ0vdPb2FdVVFRw3333MXXqVIYPH85pp53GggULqKys7OqmCSF6MV+wbTO32lq/M5hUyMsMMnJAgLxMCWB1tBP681ZVVZGeng7A+vXrqays5NJLLwVg1qxZ7Ny588RbKEQnW1dcSZknGJdSsMb8NrpSA0By6CoUTICCN2CmujZNRmEJIYQQrdBUHxsdiWU1BqMSyYliAKWeAOuKJYDSGfbv38/JJ5/Mr3/9a6qrqxk0aBBVVVXcf//9nHzyyRw4cKCrmyiE6KUcVuPYlU6gfm+k6VBcYmXzPhvFJVb62vc9JzSdMC0tjb179wKwYsUKsrKyKCiIfIMWDAYxDPkfTPQ81b744akaNdSY3wLAqufj1KfGbdc1O0IIIYQ4toZ9rEGIgFoEHJ1K2FJ90THuuecefD4fa9asYeLEibHytWvXcv7553PPPfdIDi0hRIcYmB7EZdPwBlSOlRPLZdcZmN53+wVNjyTBX1fkjJuC6bJrTMiv47SRfSMH1wkFsc444wwWLlxIWVkZf/jDH5g7d25s2/bt2xk4cOAJN1CIzpbksMY9rzG/gaH4AEgOXY3SYABjikuCWEIIIURrNOxjg8oOUEJA00GshvVFx3j//fd54IEH4gJYABMnTuRXv/oV9913Xxe1TAjR25lUmFBQxyebEo5RU2FiQV2fCNI0RdPhtc+Sj6ziGD9YyOtX+WRTAgcqLFxyWlWv/xud0OU9+OCDKIrCT37yE2w2G/Pnz49te/3115k8efIJN1CIznZybhLJThUwCFNOrfnvANi0Udj1U+LqZritTMhL6YJWCiGEED3PhLwU0t3W2HftftPG2DabPir2WAEy3DbpYztJdXU1eXl5TW4bPHgw1dXVndsgIUSfctpIL0P7+Y88azibK/J8aD8/U0d4O7Vd3clnm11HAljQeMRa5Pn2g3ZWbXF1aru6wgkFsQYPHsyWLVsoKytrNPLqT3/6Ew899NAJN1CIzlbtr2Dy0ACgUG15DUOJDFlNDl+D0uAN45opebL8txBCCNFKFpPKNVPyYv9ECaibADDpmZiNzFg9A7hmSq70sZ1k8ODBvPvuu01uW758OYMHD+7kFgkh+hKTCpecVsX0MbW47PEJnlx2neljavvECKPmaDqsK3LSOMDXkMHaImevz5F1QtMJo1JTG6/MVlhY2B6HFqJThbQQO6t2MnrwAb46oLG79n0A7Nop2PUxR2oZgMKM4Rn8cHp+l7VVCCGE6Ilunp7PV3ur+GjLQfzqNwD1+tiImSMypY/tRNdffz2/+MUv0HWda6+9ln79+nHw4EGWLFnCH//4R/liWgjR4UwqnDHKy9QRXvaWWfEFFRxWg4Hpstrf3jJrXA6s5il4/Sb2llnJy+y9ucNO+H+H4uJifvCDHzBs2DDS0tIYNmwYP/jBD9i1a9dxH7O2tpa77rqLc845h4yMDBRFYeHCha3ad/HixSiK0uTPoUOHjrtNom8o8Zawo2IHIcNP0L0YFA2I5MKKSrDDD6fn8NQ1E+QbYiGEEKKNLCaVx747nqmjdmMokakhtiNBrDS3hdvPHsaTV58ifWwnuvPOO/ne977Hn/70JyZNmsTAgQOZNGkSjzzyCDfddBN33HFHVzdRCNFHmFTIywwyckCAvEwJYAH4gi0lvD/x+j3NCY3E+uqrr5gxYwZ1dXVMnTqVU045hUOHDrF48WJeffVVVq5cyfjx49t83PLycp566inGjRvHvHnzeOaZZ9p8jOeff54RI+IThKalpbX5OKLv8IV8bC/fTqWvkv01+/nvoS8BODn7FE7PMhHS9uO2qVw0bhwTcwoxqfKOKoQQQhyPgFaH4lwdez61wMbUgT7+58xZuKyyYEpnUxSFJ598kp/97GesWLGC8vJy0tLSmDlzJsOGDevq5gkhRKtoOr1yFJfDeqxphCdWv6c5oSDWbbfdRkZGBh9++CGDBg2Kle/evZuzzz6bn/70p6xYsaLNx83NzaWyshJFUSgrKzuuINaYMWOYMGFCm/cTfdf+mv3sqtxFUAvy9ta3ATApJs4bOpdEWwCUAIOTBlOQOhiT2prhnEIIIYRoSrmvnA0lGwBIsCYwor/BaQWZEsDqYsOHD2f48OFd3QwhhGgTTY8kPl9X5Iybdueya0zIr+O0kd4eHcwamB7EZdPwBlQaJ3Wvz8Bl1xmY3nunEsIJTif84osvWLRoUVwACyJBqIULF7JmzZrjOm50+p8QnaXaX01RZRG1wVo2l21mR+UOAKbnTcdpdaKqKg6zg7yUPFKdjXPACSGEEKL1Srwl7KzcCUBuUi4JtgTSneld3Kq+6+uvv+bTTz+NPfd6vdxyyy1MnjyZ+fPnYxi9+1t9IUTPpenw2mfJfLIp4UiQ5yivX+WTTQm8/llyj052blJhQkEdLQewABQmFtT16IBda5zQ5SUlJZGUlNTktuTkZBITE0/k8CfkvPPOw2QykZqaykUXXcTGjRuPvZPo9UKazuod5by/8SCrd5QT0nR0Q2d31W72VO0hrIf529a/AeAwO5iVNwuLakE3dPol9CMvJQ9V6eXvCkIIIUQ7q9//frrtIJ/v+YK6cB0AAxIHkGRPIsWR0sWt7Lt+9rOf8fe//z32/J577uHpp58mGAzy4IMP8qc//akLWyeEEM37bLOLooPRUbwNgzyR59sP2lm1xdWp7Wpvp430MrSf/8izhl8sRJ4P7edn6ghvp7arK5zQdMIrr7ySZ555hjlz5jTa9vTTT3PFFVecyOGPS3Z2Nvfeey+TJ08mMTGRDRs28NBDDzF58mQ+++wzxo0b1+y+JSUllJaWxpUVFRV1dJNFJwhpOo+v3MGLq4sp8xwdXpnhtnHRKekUDNyJL+xjzf41lNSVADBn6BxUVUVRFJxmJ4OTB5NsT+6iKxCiZ5L3VSH6tub6X79tQ+yr1JyEHFIdqSTZm/5iVHS8jRs3cuuttwJgGAYvvfQSixYt4p577uGXv/wlzz33HD/+8Y+7uJVCCBFP02FdkZPo6vHNM1hb5GTqiJ47rdCkwiWnVbFqi4u1RU68/vrTJnUmFtT16OtrizYHsd56663Y41NOOYU33niDSZMmccUVV5Cdnc2hQ4dYunQpJSUlXHLJJe3a2NaYPXs2s2fPjj0/88wzmTt3LoWFhcyfP5+333672X0fe+wxFi1a1BnNFJ0opOl8/8V1rNha2uitrcwT4MlP9pOfrTPrZD/vFb0HQJojjVP7n4pZNaMbOjmJOTIKS4jjIO+rQvRdLfW/NcZ6AKxKKonWFLLd2TjMjs5vpACgqqqK9PTIdM7169dTWVnJpZdeCsCsWbP44x//2JXNE0KIJu0ts8blwGqegtdvYm+ZlbzMnpcvqn7C+oHpIU4dVsqBit6XwL612hzEuvjii1EUBcMwYr/37t3LunXrGtW9+uqrufLKK9uloSciLy+P008/nc8//7zFerfcckujwFtRURHz5s3rwNaJjvb4yh2s2BoZCdL0wEvYccjB4S9X4wl6AJg3fB46kYnTCdYE8lPySbLJN8RCtJW8rwrRdzXX/xqE8auRNA+W0Mns3J9P1slZkg+1C6WlpbF3714AVqxYQVZWFgUFBQAEg0HJiSWE6JZ8wbb1G22t39V6e8L649XmINbxrDbYHRiGgaq2fIczMzPJzMzspBaJzhDSdF5cXYxC4wBWfWHlMN9ULQclkmB2RMYITIoJBYUBSQMYkDRAPlwLcRzkfVWIvqml/jegbsFQfAA49HFs29uPBEtyZzdR1HPGGWewcOFCysrK+MMf/sDcuXNj27Zv387AgQO7sHVCCNE0h7VtAfa21u9K0YT1kXxf8e2OJqw/UGHhktOq+lwgq81BrGnTpnVEOzrUrl27+OyzzzjrrLO6uimik60rrozLwdGcSvNiDCVS7zsjv4Nu6KiKSoItgYKUAhJtXbdIgRBCCNHTtNT/+tX1scd2bTx1mpldJSqDZfHfLvPggw9y7rnn8pOf/IT8/Hzmz58f2/b6668zefLkLmydEEI0bWB6EJdNO7IqYcs5sVx2nYHpPWcqYVsS1p8xqvcnc6/vhBK7d6Tly5fj9Xqpra0F4JtvvuGNN94AYM6cOTidTm688UZeeOEFduzYQW5uLgBnnXUWZ555JmPHjo0ldn/44YdRFIX777+/y65HdI1q37HfqPzq19SZ/wXAiJQpZLuzsagWFEUhNymXnMScjm6mEEII0au01P/61f8CYNHzMBFZkdAf6mNfI3czgwcPZsuWLVRUVJCaGh9N/NOf/kR2dnYXtUwIIZpnUmFCQR2fbEo4Rk2FiQV1PWbEUl9KWH88TjiItX37dp588kk2b96Mz+eL26YoCh999NFxHffmm29m9+7dseevv/46r7/+OhAZWZWXl4emaWiaFjdPv7CwkFdffZXf//73+Hw+MjMzmTlzJvfddx/Dhg07rraInivJYW1xu4FGheUpABTDxoyBF6IQyfWW7EhmaNpQXNaevRyrEEII0dma6391vATUbQA4tJNi5SlOW6e0S7SsYQALIp+thRCiuzptpJcDFRa2x6bd1Q/6RJ4P7edn6oieM1qprySsP14nFMTauHEjkydPJicnh6KiIsaOHUtZWRn79+9n4MCB5OfnH/exi4uLj1ln8eLFLF68OK7sD3/4w3GfU/Q+E/JSSHdbKfcEm8yJ5TG9T0gtBiCdixmYZmBRrZhVM0OSh5Dtlm8ehRBCiLZqrv/1qf8FJbJwil0fDxikuixMyEvpimaKeoqLi3nwwQdZsWIF5eXlpKWlMWPGDH7xi18wePDgrm6eEEI0yaTCJadVsWqLi7VFTrz++gnQdSYW1PW4kUq9PWH9iTqhW3nPPffwrW99i02bNmEYBs8++yx79+7lnXfewe/388ADD7RXO4U4LhaTyjVT8poMYGnUUGX5CwBmPYuZuTOwmy3ohk6qK5X81HzsZnsTewohhBCiJc31vz7TWiAy+tmuFwIK3z11AJae9K+LXuirr77ipJNOYvHixeTk5HDOOeeQk5PD4sWLOemkk/jqq6+6uolCCNEskwpnjPLyk/NKuXp6BRdPreTq6RX85LxSzhjVswJY0LsT1reHE7qdX375Jddee21s1T9dj3yzNnfuXO644w7uvvvuE2+hECfo5un5zBzReHW0KssSdMUDwCj3tYzNL0NVVexmO4OTB5PpkhXVhBBCiONVv/+NrFKo4zP9B4iMwlKwMnaQyq0zh3dhKwXAbbfdRkZGBtu3b2fFihUsXbqUFStWsG3bNjIzM/npT3/a1U0UQohjMqmQlxlk5IAAeZnBHhe8ioomrG+8vm9DBi671qMS1reHE7qtlZWVpKamoqoqFouFysrK2LYJEybw5ZdfnnADhThRFpPKk1efwo1nZuG2RwKtAWU7HtNyAPo5CrlqShZOSyQfR5Y7i4LUAiwmS5e1WQghhOjpov3v7WcPI9VlJqhsR1eqAEhSTubkoftZNC8Hm7nbrjPUZ3zxxRcsWrSIQYMGxZXn5uaycOFC1qxZ00UtE0KIvieasL7lpO7Q0xLWt5cTutycnBzKysoAKCgo4NNPP41t+/rrr3G73SfWOiHaiS/sYcqIKn44ex8Xn7aPcPL/gWJgUkx8f+JFGIRRVAWH2UF+Sj6pDlnnWwghhDhRFpPKj2cN5cnrMxmQ+49Y+SWTbMwYEyDTndaFrRNRSUlJJCUlNbktOTmZxMTETmuLx+Phtttuo3///tjtdsaPH88rr7zS6v1LSkq47rrrSE9Px+l0MmXKlCYXmpo+fTqKojT6mT17dntejhBCHJfTRnoZ2s9/5FnDEVmR5z0tYX17OaGvvk4//XRWrVrFvHnz+O53v8uCBQs4ePAgVquVxYsXc9VVV7VXO4U4bmE9zO7K3eyu2g2Kxg7vPynz7wXg3IJzcVld2Ew2MGBA4gDyUvJQlT4WzhZCCCE6SCAcoLTuEPu8XwOQk5CDy2on250tXxp1E1deeSXPPPMMc+bMabTt6aef5oorrui0tlx00UWsXbuWhx56iGHDhvHyyy9zxRVXoOs6V155ZYv7BgIBZs2aRVVVFY888giZmZn8+c9/Zvbs2Xz44YdMmzYtrv6QIUN46aWX4sqSk5Pb+5KEEKLNemPC+vZyQkGse++9lwMHDgDw85//nEOHDvHSSy+hKAqXXnopv//979ulkUKciMOew3xT9g3+sJ8qfxXLiyLTCDOcGcwcPBPDMDAMg0RbIkNTh5Jkb/qbSCGEEEK0XaW/kq9LvuaQ5xAAQ1OHYlJNZLuzZQGVLvTWW2/FHp9yyim88cYbTJo0iSuuuILs7GwOHTrE0qVLKSkp4ZJLLumUNr333nt88MEHscAVwIwZM9i9ezd33nknl112GSZT88vOP/vss2zcuJFVq1YxZcqU2P7jxo3jrrvuajQt0uFwMHny5I67ICGEOAHRhPVTR3jZW2bFF1RwWA0GpvfcfF/t4YSCWPn5+eTn5wNgMpl49NFHefTRR9ulYUK0h5pADVvKt1Dpq0QxFF775jUCWgCAK8dcSVAL4rA4MCtm8lLyyEnK6eIWCyGEEL3L/pr9fLb3s9jzoalDcdvcZLmzUJS+tSx4d3LxxRejKAqGYcR+7927l3Xr1jWqe/XVVx9zFFR7WLZsGW63u1HQ7Prrr+fKK69kzZo1TJ06tcX9hw8fHgtgAZjNZq666iruuece9u/fT06OfNYTQvQs0YT1IkIyaYpeK6yHKa4sZlflLjRDY/3h9Wwo2QDAxP4TyUvOA8DQDVLcKQxNG4rT4uzCFgshhBC9iy/k45D3EF8fjkwlTLGnkOnMJMORQZpD8mF1pRUrVnR1ExrZuHEjI0eOxNwg2f/YsWNj21sKYm3cuJEzzjijUXl0/02bNsUFsXbs2EFqaio1NTXk5uZy+eWX88tf/hKHw9FiO0tKSigtLY0rKyoqavnijkEzNMrqyk7oGEII0RU0Q+vU80kQS/Rah2oPsblsM4FwAH/Izxub3wDAYXbwnRHfiY3CsqpWClILyHJldXGLhRBCiN6lrK6Mbw5/w57qPQCMyhiFgUH/xP4k2jovWbhorGF+qO6gvLycIUOGNCpPTU2NbT/W/tG6x9r/9NNP57LLLmPEiBH4fD6WL1/Oww8/zL///W9WrFiBqjY/V+exxx5j0aJFrbqm1nBanGS4Msh2Z7fbMYUQorNUB6o7dTCIBLFEr1Ttr2ZL2RaqfFWoispbW96i0l8JwEUjL0JVVexmO4qh0D+xP0NShmAxWbq41UIIIUTvYRgG+2r28dm+zzCOrKQ0PG04NouNbHe29Lu93MqVK5kxY0ar6v73v/9l/PjxAC1OMW3N9NPW7v/AAw/EbZszZw55eXnccccdvP3221x44YXNHueWW25pNOWxqKiIefPmHbN9TUmyJ5HqSJUglhCiRyqtK+3UvNISxBK9TlALsqNyB7uqdhEmzNbSrazatwqI5OGY2H8iuq5jYOC0OhmaOlRWRxJCCCHamSfo4VDtITaWbAQgwZrAgIQBpDhSyHBmdHHrREPbt2/nySefZPPmzfh8vrhtiqLw0Ucftel4w4cP5+mnn25V3UGDBgGQlpbW5GiriooKgCZHWdV3ovtfddVV3HHHHXz++ectBrEyMzPJzMxs8VhCCCE6hgSxRK9iGAYHag+wpXQLIS1EMBzk5Y0vA2BRLVwz9hr8IT8uqwtVVRmcMpiBSQMlsawQQgjRzg55ItP6d1XtAmBM5hhCeoj+rv6kOuXLo+5k48aNTJ48mZycHIqKihg7dixlZWXs37+fgQMHxhZyaot+/fpx0003tWmfwsJCli5dSjgcjsuLtWFDJKfpmDFjjrl/tG59rd0/qqWphEIIIbqWvEOLXqXcV87m0s14gh4UFP669a+U+yLfyM0bMQ+HxYHD4sDAIMWewrC0Ybisri5utRBCCNG7hLQQ+2r2sWb/GnRDB2Bk+kisJiv9EvrhMLecOFt0rnvuuYdvfetbbNq0CcMwePbZZ9m7dy/vvPMOfr+/0dS7jnLhhRfi8Xh4880348pfeOEF+vfvz6mnnnrM/bds2cKaNWtiZeFwmCVLlnDqqafSv3//Fvd/4YUXAJg8efJxXoEQQoiOJiOxRK/hC/koKi9iX/U+NENje8V2/rXnXwAMTh7MmYPOxB/2o6pqJJl7miRzF0IIITpCpb+S/TX7WX94PQBJtiQGJQ4iwZZAljtLRkB3M19++SWPPfZYbASSrkcCj3PnzuWOO+7g7rvv5pNPPunwdpx77rmcffbZ3HzzzdTU1FBQUMDSpUt5//33WbJkCSaTKVb3xhtv5IUXXmDHjh3k5uYCcMMNN/DnP/+ZSy65hIceeojMzEwee+wxtm7dyocffhjb91//+he//vWvufDCCxkyZAh+v5/ly5fz1FNPMXPmTM4///wOv1YhhBDHR4JYolfQdI3iqmK2lG9BMzT8YT9LNizBwMCsmrl23LV4Q17cVjcYkJOYQ35KviSVFUIIIdpZNKH7N6XfsLt6NwDjs8cTNsL0S+gn+bC6ocrKSlJTU1FVFYvFQmVlZWzbhAkT+NWvftVpbXnrrbe49957mT9/PhUVFYwYMYKlS5dy+eWXx9XTNA1N0zAMI1Zms9n46KOPuOuuu/jxj39MXV0d48ePZ/ny5XGrMfbr1w+TycT9999PWVkZiqIwdOhQfvWrX3H77bfLdEIhhOjGJIgleoWDtQf5pvQbAqEAAG988waldaUAnD/sfBJtiaiKioFBoi2R4WnDSbGndGWThRBCiF7JE/Swr3of6w6si5WNyRiDSTXRP7E/bpu7C1snmpKTk0NZWRkABQUFfPrpp5x99tkAfP3117jdnXfP3G43jzzyCI888kiL9RYvXszixYsblWdlZcWmBTanoKCAd99990SaKYQQootIEEv0eJW+SraWb6XCV4GBwfpD62OrEean5DMzbya+sA+nxYlZNTMkZQgDkgbIVAYhhBCiAxz2HmZv1V7Wl0SmEma7s8lyZeGwOOjn6oeqyCiX7ub0009n1apVzJs3j+9+97ssWLCAgwcPYrVaWbx4MVdddVVXN1EIIYQAJIglejh/2M+Oih3sqtyFbujUBGpYumkpADaTjevHXx+bRqiikuXKYlj6MOxmexe3XAghhOh9AuEAu6t28035N5R4SwA4KfskQkaIIQlDyHRldnELRVPuvfdeDhw4AMDPf/5zDh06xEsvvYSiKFx66aX8/ve/7+IWCiGEEBESxBI9VjQP1jel36ARyYmwdONSqgPVAFw66lKcFicmxQQG2Cw2hqUPI92Z3sUtF0IIIXqn8rpy9lbvZe3+tQAoKBRmFGLCRH93fxJsCV3cQtGU/Px88vPzATCZTDz66KM8+uijXdwqIYQQojEZzy16rIO1B9lUsomAFsDQDT7d8ylfHf4KgMLMQk7NOZWwHsasmrGYLOSn5JOblCvTGIQQQogOoOkau6p3sb92P1+XfA3AqIxRJNgTcNlc9E/sj0k1HeMoQgghhBDNk3/Nix6pvK6czWWbqfRXxlZBemvzWwC4LW6uGXsNnpAHl8WFoiikOdMYlj4Ml9XVxS0XQggheqcKXwV7K/fy5cEvCWiRhVZO6XcKYS1MTkIOWa6sLm6hEEIIIXo6mU4oehxP0MP28u3srNzN7hIzNb4Qr+/4S+wD8w0n3YCqqNhMNgCsJivD04ZLHg4hhBCig+iGzs7y3azdXcVnuyMJ3RNtiRSkFKAoCv0TZSqhEEIIIU6cBLFEjxLUgmwr28GTn+zhi+2ZeAMmKs3PUmPZA8DIpDnkpwwjpPkxm8yYFBP5KfnkpeTJFAYhhBCiA4Q0nf/7YCNLPj9EeSDMYfsOACz+s/hqRz9OG+Elx50j/bAQQgghTpgEsUSPoekauyr2cPcbu9h6wAUY+NS11FiWAWDVC/Ae+h5vrvJxydQqFI5MI0wbhtvq7trGCyGEEL1QSNP5/ovrWLG1FIBayzuRDYaKPTCH/2zPpq5O47qTMrqwlUIIIYToLSQnlugRDMPgoOcg/++jTWw9YAEgrJRSZv0DAIrhID14FwoWdpcksmZbIjazjZEZI8lySw4OIYQQoiM8vnJHLIClUYvXtBIAhz4Js5ENwOb9JpasLumiFgohhBCiN5EglugRSutK+frwJj7drAAGBiFKrQ+hKzUApIV+hMXof6S2wZc7E8hLiqxGKNMXhBBCiPYX0nReXF0ce+4x/xNDCQKQGL4gVq4Af1m9m5Cmd3ILhRBCCNHbSBBLdHtV/iq2lG1hVdFhvAEToFBheYagug2AhPBcXNr0ensoeP0m/L7+shqhEEII0UHWFVdS5okErQzC1JreBcCi52LTC2P1DKDUE2BdcWVXNFMIIYQQvUi3DGLV1tZy1113cc4555CRkYGiKCxcuLDV+5eUlHDdddeRnp6O0+lkypQpfPTRRx3XYNFhvEEv28u3U1RehC+oAOAxrcBjjnxQturDSQnd1PTOugSwhBBCiI5S6fXHHntNn6CpkWmFCeELUFAa1a/2BTutbUIIIYTonbplEKu8vJynnnqKQCDAvHnz2rRvIBBg1qxZfPTRRzzyyCO8/fbbZGVlMXv2bD755JOOabDoEIFwgB0VO/im9Bt0dBxWnaCykwrLnwBQjUQygr9AwdLk/slOa2c2VwghhOhTFNUHgIFOjfkNAExGKm5tZpP1kxzSLwshhBDixHTL1Qlzc3OprKxEURTKysp45plnWr3vs88+y8aNG1m1ahVTpkwBYMaMGYwbN4677rqLNWvWdFSzRTsKaSF2Ve5iw+ENhLQQqqKiWosptf0JQwmAoZAevBOz0Xi1IwVId9uYkJfS+Q0XQggh+oCQFsKdUILTFqYs9AUhdS8ACeF5jb5ckn5ZCCGEEO2lW47EUhQFRWk8DL01li1bxvDhw2MBLACz2cxVV13FF198wf79+9urmaKDaLrG3uq9fH34a/yaH1VRqfJX8ZeNiwkrZQAkh6/HoZ/U5P4GcM2UXCymbvm/txBCCNHjHfYeZnf1TgrzKqm2REZhqYaLhPDsRnWlXxZCCCFEe+mWI7FOxMaNGznjjDMalY8dOxaATZs2kZOT0+S+JSUllJaWxpUVFRW1fyNFs3RDZ1/NPtaXrMcT8qCgUBeqY+nGpRRXFQPQzzIdi+9CIh+LGwc7Z47I5IfT8zu13UKIpsn7qhC9jzfoZVvZNqp91SSkrie4J7rQynmoOGP1IusJS78shBBCiPbT64JY5eXlpKamNiqPlpWXlze772OPPcaiRYs6rG2iZYZhcKD2ABsOb6DCV4GKil/z8/6O91l3cB0A+Sn53DbpUv61uZSNxal4A0f/F053W7l2Sh4/nJ4v3/YK0U3I+6oQvYthGOyt3ktxVTFBPcj7O94DwKI6yTKdTyB8tG6628Y1U3KlXxZCCCFEu+l1QSygxamILW275ZZbuOSSS+LKioqK2pxcXrRd5EPxAZZ9vYF91dU4rTaykr2sO7iW97ZHPiCn2lO5ZcIthI0AU0cGmTE6zL5yKy5zJiflDGfW8Dz5kCxENyPvq0L0HiFN56Otxazdu53aoE5peCP7ayNpGmYXzGJKzn4OVFSQZhvIaXknMX3YQOmXhRBCCNGuel0QKy0trcnRVhUVFQBNjtKKyszMJDMzs8PaJpoW0nR+98/1vPLFAWp8AMkAqLYy9plewcDAarJy66RbsZqs+MN+ku3J6IbO+EEuTh0whoFJA7vyEoQQzZD3VSF6vpCm8/jKHbywuphyTxBQMcjkkP0DUMBlcTN5wGQsqsqQrDBTB/ZjYs5AVEUCWEIIIYRoX70uiFVYWMiGDRsalUfLxowZ09lNEi0IaTrXPr+KVUXV1M9xFVZKOKTcj2ZElu++ftyN9HP3ozpQTYo9BRSwmWyMzhxN/4T+XXcBQgghRC8W0nS+/+I6VmyNz23nMf2DoBJZkTDbNA/FMBM2wuS4cshLzpMAlhBCCCE6RK/7hHHhhReyZcsW1qxZEysLh8MsWbKEU089lf79JeDRnfz+n18fCWBBNIClUUuJdQGaEhk9lxK6kbqqM6gOVJNsT0ZVVBQURmeMJi85D5Nq6qLWCyGEEL3b4yt3NApg6XipsrwEgEnPIlR5Eet3ZGI32xmYNJA0Z1pXNFUIIYQQfUC3DWItX76cN954g3feeQeAb775hjfeeIM33niDuro6AG688UbMZjO7d++O7XfDDTcwevRoLrnkEl5++WU+/PBDLr30UrZu3cpvf/vbLrkW0bQDNYdY+sV+IiOwInQClFp/RUiNfLubEP42ieF5rCty4LQkYFIiAauC1AIK0gpwWBxd0XQhhBCi1wtpOi+uLm60DnC1+XV0JfIFVEr4OhQsfF2cQrItjcEpgzGrvW6gvxBCCCG6iW77KePmm2+OC069/vrrvP766wDs2rWLvLw8NE1D0zQM42gQxGaz8dFHH3HXXXfx4x//mLq6OsaPH8/y5cuZNm1ap1+HaNphz2He3rDpSA6syMdjA40y6+8ImDYD4AyfQUroRkChLmChpCKBQZl++rv7Mzx9OMn25K5qvhBCCNHrrSuupMwTjCsLKXupMf8VAJs2Aqd2OpF+2oy/rj8ZrozOb6gQQggh+oxuG8QqLi4+Zp3FixezePHiRuVZWVm88MIL7d8occIMw+Cw9zCbSzezq+IwkBQpx6DC8jg+0+cA2LSxpId+hlJvsKAvpJBsT2ZM1hiyXFld0XwhhBCiz6j2xQewDAzKLY+DEgZDISX0A5R647QSLFlYTdbObqYQQggh+pBuG8QSvY9hGBzyHGJz2Wb2VO3BYbFEyjGotDyNx/w+ABY9j8zgvShY4vZPtJsozCokJzEHRWk4uUEIIYQQ7clkCsQ995pWEjB9DUCCNhebMTRu+8BkyYUlhBBCiI7VbXNiid5FN3QO1B5gY8lG9lTvQUEhNzOM0xamyvwitea/AWDW+5EZ+BUqrnp7G7jtGueOHk5ecp7k2hBCCCE6WF2oDpfzMC6bRmTCfyWVlqcBMBkpJIeurlfbINVlZkq+jJIWQgghRMeSIJbocJqusa9mH18f+pr9tftj5dX+CsypL1JjieQ6M+mZZAV/jZnUBkdQmDPOzYj0odjN9k5suRBCCNH3BLUgOyt2sr1yCycXeDCAcusf0ZUaAFKCP2jwZZPCNVNysZjkY6UQQgghOpZ82hAdKqSF2FO9h68OfUVJXUkkd4YB5b5yVu5eyYaqtwAwGalkBR/AbGTW2zuSsH/cIBM/O6uQBFtCF1yBEEII0Xdousbe6r1sKNlAUAty+og67Cl/x2f6AgBn+Exc+ulHakf66akFifxoxrAuarEQQggh+hKZlyU6REjTWb3jMEVlBynz7yY9uQazSUHXdcp95XxS/AnvbH8HgARrArOy7mHb7iy89dJvuOw6s0ZbuOuccWQnyGpHQgghREcJaTpri8vZUXaQg3U7SE6oQ1UU9tfuYXdoMQBmI4XU0M2xfVw2nfNOSmDh3FNlFJYQQgghOoUEsUS7Cmk6j6/cwQurdlHuDR0pteK2pzIx38eIvD18sudjlhctB8BtcfOzKT+jn9vNxILN1Hoy0TQbNovGyYOSmDigkJyE7K67ICGEEKIXi/bbL64upswTXY3Qisuewdi8Cj6vWkJAi3zDdPOka1BD5WiaF4fV4NTB6UwbXIjDIisSCiFEZ9F0g6JDBt4AuGxQkK1gUmXRK9F3SBBLtJuQpvP9F9exYmtpo20ev8LHm5ys2Lea3cFIACvBmsAdU+4g251Npb+SFEci/RMUdMNPsj2Z8dmF9E/oLysRCiGEEB2gfr/dsKf1+lXeK/obNZZdAJw56EyGpRUQ1AJYTDp2s50RGUNJdTTMYymEEKIjaLrB++sNVn6jU+M7Wp7ogOmjVGaPk2CW6BskiCXazWMripoMYEEka0aV+XlqgpEcWEm2JO6YcgdZ7iwqfZUk2BJwWpxohobL6qIwq5CByQNRFZmeIIQQQnSEx1fuiPXbRoNtXvUzaizLAEi15nLJqEvwBr24rC5URSU3KZeBSdJPCyFEZ9B0g8c+0Nm4t+G7NdT44G//0dlVonDz2aoEskSvJ588RLvwh0IsXrWryW0GGuWWR6mxRAJYZiOdO6bcFQtguW1uXBYXmqHhMDkYmzmWvOQ8zKrEWIUQQoiOENJ0Xlxd3GgEFkBI2Uu59REAVMNFauAePEFfJICFSqItkWFpw0i0JXZuo4UQoo96f73RZACrvg17IyO1hOjtJIglTpg/7OfvmzZTWRdutE3HT6n1AbzmDwAw6/3ICvwWf11OLIDltrrRDR27yU5hdiFDUodgMVk6+zKEEEKIPmNtcTllnmCjEVga1ZRY78dQInNV0oK3E/LnUFqVgEk1YTFZGJY+jP6J/Tu/0UII0QdpemQKYWus/EZH0yWQJXo3CWKJE1Llr2Jb2TbWH9jeaJtGLSXW+fhMawGw6vlkBx7GbGRR6qmLBbA0XcOsminMKiQ/JR+b2dbZlyGEEEL0GWE9TFHpwUblOgFKrfcTVg8AkBS6Aqc+CQBNs4MB/RL6kZ+Sj9UkydyFEKIzFB0y4nJgtaTGF6kvRG8m87XEcdENncOewxRXFVNUUYTZbALsse0h5RCl1kWE1L0A2LWxZAR/iYoTgBSXlQSrlbAePhrASs3HYXF0xeUIIYQQfYI/7GdP1R4O+3YCR0c9G2iUW/+XgGkLAK7wdJLCV8a2O63gtroZmT5SkrkL0QE0Q+OQ51BXN0N0Q/urrUDrp2/vr64iKTF47IpCtBPN0Dr1fBLEEm0WCAc4UHuA7eXbOeQ5hG7oFGRZcNk0vAEVv7qZUusD6EoNAM7w6aSHbkfBAhi4bDoj+sUHsIamDsVpcXbthQkhhBC9WE2ghuKqYraUbiEt2YfLloo3oGAAFZYnqTOtAsCmjSUt9BMUFKL99qD0ECMyRjMgaYCsGixEO3NZXAxMHEi2O7urmyK6Ia9XA1oflMpNTWdgkqnjGiREAxaTBZfF1WnnkyCWaJMqfxV7a/ayrXQbdeE6UMBhdlDtr2ZUbh0rdnxDueURUCL5sRJDF5EcvhaF6BupwuRhQVA0zMrRAJbL2nn/0wshhBB9iWEYlHhLKK4qZnv5djRDw2YyM7GgjhWbXFRansJjfg8Aiz6IzOA9R754AlCYUOAlL2Ug+aky5V+IjpDiSCHbnc2AxAFd3RTRDWW7DJ527qKy7tijXVJcJqYPHYTZJF82iM6V4kjptHNJEEu0SlgPc9hzmN1Vu9lZuRMDA/VISrWyujJqAjV4rP+i3Lo8soNhIjX0IxK0c44cwQAUhvcPMmVELWbFwpisMRLAEkIIITpQdPT0zoqd7PfsRzd0bCYbdcE6huWW8dG+T6kNRgJYZr0fmYFfoeIm2m8XZPv51jiVURmjZBqhEEJ0AbNJ4fyTknjxs4pj1r3gpGQJYIleT4JY4pg8QQ8Hag6wvXI7FXUVkZUEzXb8YT8Vvgo8QQ/Ltizjv4f+C4BVddFP+wVoJ8WO4bLrTBkWZMoID3azNRbAkimEQgghRMeo8FWwv3Y/28q2UReqAwPsJjs1gRrKfeX8c+c/2Bf8BACLkU1m4EHMpAORfntCvpczRwcYlzVRViMUQogudPmpqWw96GfNzrpm65w6xMllkzpvNIwQXUWCWKJZmq5RWlfKnuo97KzcSUgLYWBgN9upDdRS6a+kwlfB4q8Wc8gbSUSZ5crix5N+TIYzm20H9+MJ6GQmuMjPVDCUMFaTlbGZYyWJuxBCCNFBAuEAh72R0dN7qvago6OgYFbNVPgrqPRVsmzLMv5z8D8ApDvTuX3yz6iu1anw7CHd7WBQRhizqjA6YzR5KXmYVfnIKIQQXcVsUlgwrz+vflHJ3/5bRaX36NTCFJeJC05K5rJJKTIKS/QJ8olENMkT9HCw9iA7K3dS6i1FQ8OqWsGITB/0BD1sK9/GSxteIqAFABiTMYabTr4Jl8VFTbCa/mmQ6kjFpIJuaLjMLsZkjWFwymDsZvsxWiCEEEKIttANnQpfBQdrD7KjcgeegAfN0LCb7AT1ICV1JVQHqnlpw0tsK98GQH93f26bfBuJtkQUpYTcjCSsJh0dyEvOY1j6MJn2L4QQ3YDZpPDdKalcNimFTft91Pp1Euwqo3McErwSfYoEsUScsB6mxFvCvpp9FFcWE9SD6IaO0+LEG/RS6a8kEA7w0a6P+HDXhwAoKJw37DzOH3Y+AJX+SmwmG8mOZAB0dBKsCRRmFTIoaZAkhRVCCCHaWU2ghhJvCXur9nKg9gDGkf8cZgc1gRoq/ZVU+ip5/qvnY6Onh6YO5daJt2Iz26jyV5FkS8JutqMZGlnOLEZmjJQ8WEII0c2YTQrjBklKFtF3SRBLxFT5qzjkOcTOyp1U+ioJG2GsihWL2UJ5XTnVgWpqA7Us2bCE3dW7AXBanNx00k2MzRpLWA9T5a/CbXWTbE8mrEdWKEyxp1CYWciAxAFYTJaWmiCEEEKINqgL1VHqLeVg7UF21+wmrIUjqw+abWhGJC2AJ+ihuKqYF9a/gC/sA+Ck7JP43snfQ1XUWADLYXGgGRrJ9mQKswrJdmd38dUJIYQQQsSTIJbAH/ZHvr2t3sue6j1ouoaOjsvswhvyUu6poviwypbK7azcv4SQHpk+OChxEDdPuJkMVwb+sB9PwEOyI5lEWyJBLQhAtjubkRkjyUnIwaSauvIyhRBCiF6jLlRHeV05hz2H2VuzF1/YR1gPY1bNOC1Oqv3VVPiq2Vtu5YuDq1hz+B0iKw7CeUPP44LhF6DpWiyA5bQ4CRthnGYnY7PGMiBpAKqidu1FCiGEEEI0IEGsPkzTNcrqyjhYe5DiqmI8QQ8aGjbVhqIolHjLWbnRyvrd6ezTn6TO/K/YvqOS5nLLlPOwWyzUBmoJ6SHSnek4rU4C4QCKopCXnMfQtKH0c/dDUWSethBCCHGivEEvFb6K2JdPdeE6dF3HwMBlduHX/ByoPcy/vnHw390u9vIHgupWAFTDzpnZt3D+sFGE9SA1/hqSHck4zU5CRgiHycG4rHHkJudKInchhBBCdEvyCaUPMgyDSn8lJd4SdlftprSuFAxiH4C9QS/lvir++nkWW8t2Um55BM1cAoBqJJMe/CneQ6ew7HM/Z528E5vZTLY7G5NiIqgFMakmhqUNY0jKEDJcGV18tUIIIUTPphs6tYFaKnwVlNWVsb9mP3XhOgzdQEPDaXaiGRplvjIqfTUs/2IgGytWUWl5BkOJTB+06HlkBO9iV/EgXvHXcdbJO8lwpeI0OwnqQWwmG2OzxzIkdQhWk7WLr1gIIYQQomkSxOpjagO1lHhL2F+zn/21+9ENHd3QcZgdaHokd0ZNoIa125L5b+ULeGzvx/Z1aBNIC96GiWQAig7ayd7Vj3PHKejohIwQVpOVURmjyEvOI8me1EVXKYQQQvR8gXCA6kB1JHjlLeOQ9xAhLYRu6GiGhsviQjd0qv3V1ARqCOkhVm8zsab6QQLWr2PHSQhfQEroOhQiwamdh5xs25NHbmGYkB7CZrIxLnsc+an5sviKEEIIIbo1CWL1EdHEr4c8h9hTvYeQFiKsh7GZbVixUuOvoTpQjWZo7Ks5wN/2/C8hcykAimEnJXQdbm0uCvWnBRqs35nErMJKVMUg0ZbIqPRRDEoehMPi6JoLFUIIIXowTdeoDdZSE6ihoq6CkroSqnxVhI0whmGgGzpuixvN0GILrvjDfiyqhX/t+Yx3976PYYrkpTTp6aSFbsWhT2hwFoN1RU7OHFWB02KnMKuQ/NR87GZ751+wEEIIITpVWDPYtN9HrV8nwa4yOseB2dRz0v9IEKuX84V8lNWVcchziH01+/CFfWi6hqqouK1uvCEvVf4q6kJ1APx929/5995/E41V2bSxpIX+B4vR1ApFCrV+hT0lZqYWZDA0dSg5iTmyAqEQQgjRBrqh4wl6qA3UUhWoorKukpK6EoLhIDr60YTtR6YNVvgq8IQ8+MN+HGYHRRVFvLn5TSr9lbH+2x2eQ0roOlSaWoZdweNXKKl0M2/saAanDJYRWEIIIUQvF9YMXllTwTv/raayTouVp7hMnD8+ictPTe0RwaxuGcTyeDz88pe/5LXXXqOiooIRI0bwi1/8gssvv7zF/RYvXsz111/f5LaDBw+Snd27looOaTrriiup9gVJcliZkJeCxRRZScgX8lHuK6fEU8Ke6j2R3BlHvsF1WpwEtACHvIfwBDyYVTPflH7DW5vfwhPyAKAYDlJC1+PWZqPQ8upEybYcCrOGk+XKkgTuQggh+rSW+ub6wnoYb9CLJ+ihKlBFtb+aMm8ZAS1AWA/Hpgw6zU5cZhe+sI9SXyneoJegFsRhdlDqLeWvW//KjsodseNa9CGkhr6PXR9zzLZmOYdIDiwhhBCiDwhrBgv/eoAvdtY12lbp1Xjxswq2HvSzYF7/bh/I6pZBrIsuuoi1a9fy0EMPMWzYMF5++WWuuOIKdF3nyiuvPOb+zz//PCNGjIgrS0tL66jmdrqQpvP4yh28uLqYMk8wVp7htnH5pP58Z2ICFb5S9tXuwxvwonM0d0YwrPFlcS0VdQFsFnC6anntm6VxH4Dzk8biP3wbZiOzVe0ZlZVHtrt3BQiFEEKItmipb756Si4/nDaEsBGgLlSHN+iN5bEq95UT1IKE9ch0wWiOKrfFjYZGrb+OzQerqa4LYzWHyM+2UuY9wN+2/Y1tFdti50mwJnBmziVs+ObbKJha1eZhGTkSwBJCCCH6gFfWVDQZwKpvzc46Xv2iku9OSe2kVh2fbhfEeu+99/jggw9igSuAGTNmsHv3bu68804uu+wyTKaWP5yNGTOGCRMa5n/oHUKazvdfXMeKraU0jI+WeQL88eNdfLRN54rTa1FVIxa8Cmk6f/tPiLVFDuoCLjRqqLYspdb0Lig6ACn2FC4fcznjMk/m0b+n4Q0Y0Ogs8dLdVqYPG9gxFyuEEEL0AMfqm//vg238a8debp+dQG2oippADZquoRkaBgZhLYzZZMZpcaKg4Av7OOQp5ZNNNv67MwFfMAUDHZ+6Dq/1TeqUTbHjW1UrMwfPZO7QuVhNDnbt4Jj9t0Kk/540OL1D/h5CCCGE6D7CmsE7/61uVd2//beKyyaldOvRWN0uiLVs2TLcbjeXXHJJXPn111/PlVdeyZo1a5g6dWoXta7rPb5yByu2RhKuGw22RZ9/s09lxSYLc8erGBhU+Kp56VM3xYcTMAhSa15GtfkVdMV7ZEcTufbz+Nm0s3FZ7eiGzpi8CtZszThme66dktfkNAkhhBCir2hN37x2p4/nPqtixpgAhmEQ1sNYTdZI4MoSCVxV+CvwhXx4Aj7eXTuAPSUJ6NThMb1PrflvhNWDseOqWJk1eDqzh36LJFtkNeBAOMDo3HK+2NbySGoDuEb6byGEEKJP2LTfF5cDqyWVXo1N+32MG9RUTs3uodt9etm4cSMjR47EbI6Pr40dOza2/VjOO+88TCYTqampXHTRRa3apycIaTovri4+xtgoAIO12x1U+Ks5UHuAf66HXYedeNV/c8B2C5WWZ2MBLJtWSL/AI1D1Pb4sSsMX8lHhq+C0kV6G9w/Fjldf9PwzR2Tyw+n57XiFQgghRPcX0kJ4gh7K68rZXbmP5z/bceydMFi11YKKBbfVTZI9Engq95Wzt2Yv+2r2UeotJaSF2LCzH9tLD1Fu+TP77NdRaX0yFsBSDAeJoYvo73uW/ur1JNmSCOvh2CItMwpDjMgJx85Zn/TfoifweDzcdttt9O/fH7vdzvjx43nllVdate++ffu47bbbmDZtGsnJySiKwuLFi5ut/+GHHzJlyhScTifp6elcd911lJSUtNOVCCFE91Dr1zu0fmfrdiOxysvLGTJkSKPy1NTU2PbmZGdnc++99zJ58mQSExPZsGEDDz30EJMnT+azzz5j3LhxLZ67pKSE0tLSuLKioqLjuIqO8e+iA3F5NpqnUOuHDXvrGJwJa3cf4LD19wRMm2M1zHoOKaEbcOiTUFAAgy+22xmTFyLdkU6iPZErz/Tw6SYba7bb8fiPhs7S3TaumZLLD6fny7e4QogWdff3VSFaEtbDBLUgQS1IIBwgqAXxhrwEwoHIiKmQh/W766isa00OqsiKgNsOaWSlHiIQDhAIB9AMDZvJhsviwhvysnrfGt7etYaAfVfc3mY9m4Tw+bi1s4+sOGiwdrvO6MEHMIwwbpubZHsyNpONy06v5t/fOFmz3Sb9t+hxTiQ3blFRES+99BLjx49nzpw5LF26tNm6n3zyCeeeey5z587l7bffpqSkhJ///OfMmjWLdevWYbPJip1CiN4hwd62Pr+t9TtbtwtiAS2ucNfSttmzZzN79uzY8zPPPJO5c+dSWFjI/Pnzefvtt1s872OPPcaiRYva3uAOFNbDVPurqfRXsvHQwWPvUE+J9xB/W/MWu9WjwSvVSCQpdAUJ2rkocbdfoS5gIeAfgDtZxxfyYVZNzD3JxI+mD6K0OgFdc5DsbH6lJSGEaKg7vq8KUV9YDxPSQoT0EEEtSEiL/PaFfbHAVV2oDl/Yhy/kQ9Mjeaw0PTIsv6LOBLR+yP2+qgrsTg82k40EWwLeoJe1B9ay7sA6tldsx8A4OmTKUHHoJ+MOz8ahT2yQsF3BGzBRVpVE4QAbDrMDv+anLlSH1WTiO5Oc/PSswRyudBEKW1pcKVGI7uJEc+OeeeaZsS9O1q1b12IQ684772TYsGG88cYbsRkggwcP5rTTTuO5557j5ptvbscrO7aQFmJfzb5OPacQom9ISjBIdECNrxV1HZCUUM6+mopWHz+khY5dqR11uyBWWlpak6OtKioif8ToiKzWysvL4/TTT+fzzz8/Zt1bbrmlUS6uoqIi5s2b16ZznijDMPAEPdQEaqjwVVDmLaPMV0ZNyABcx9w/oGylyrKEV4v+GytTDBsJ4fNICl+CirvZfWv9GiEtjEkxMSBxAIOSBtEvoR/2HHt7XJoQoo/pLu+rom/SDZ2wHo4FqmKP9RDBcBC/5o8EsLQQAS1AXbgOf8hPSA9hGEYkd5URjszKU0DX9dhzi8mCRbWQ4mzb6n7pLge+UClr9q9hw+ENRwNX9Zj1bNza2bjCszDTcvJ1h5qGxRTAG/JiVs3YzXbykvPIScwh05XJmKxu91FPiGadaG5cVW1dkHb//v2sXbuWBx98MC6FydSpUxk2bBjLli3r1CBWgjWB4enDO+18Qoi+5+IJJTz3r9Jj1vvOhEyGpR87N3ZDCdaE42nWcel2n2wKCwtZunQp4XA4rlPZsGEDEFl5sK0Mw2hVp5aZmUlmZsvJUDuSL+SjJlBDlb+KCl8Fpd5SfOHIt766oTMgDRLsTmr90HDVIQMDv/oVNeY38JvWx8pNigVnaA5JoYsxkXLMNrhsCm6bm/yUfPol9CPNkdbi6DchhGhJV7+vit5HN/TYyn6arhHWw2jGkd9HnkeDUvUDWEEtErQKhoMEtMg0PgUllmQd4MjsenRDJ2SEUAwFs2rGYrJgVs2YLWYUlKOBMC1IcmItTlsadQGV5lYE1KgloG4gbP2SJzZ+QYWv8bebqfZUJvSfwADHVD5cd8qRqf7Hpqh1hHUDi8lC/4T+DEwcSJY7C5f12F96CdHdtCY3bnss8BTNlxs9bsNzffbZZyd8jrZIc6aR5kzr1HMKIfqWu2cPorj0P3y8pST6cScm+nzmiEzunn1Ktx+13e2CWBdeeCFPP/00b775Jpdddlms/IUXXqB///6ceuqpbTrerl27+OyzzzjrrLPau6ntwh/2UxuopTpQTZW/ijJvGTWBmtgH6rARjuTKMLkI6SFOKfCycuPRkVQGGnXqamosrxNUjyaWVTEzLe8MZufP5YUPhuI9Zg5/A7fdYNrQAeSlDCTLlYXNLLkAhBBCtD/DMNCMyBc00Z/oFzbR8migKvo4GjTS9EjwSkcnqAUJa0fyVunB2Ggr3TiakDQ6/Q8iX/hggI6OruuxembVjEk1RQJVqhmTYkJRlLgRXP6wPzK9UI+cMxrIUlAYm6fy+dajI6Y0agioG/GbNuBXNxJSikE58nGx3lD+LFcWY7PGMqH/BAYnD0ZVVDQdPt+g420hKHbkr4jbbpCfrZDpymBg0kAyXZmk2FPkyyfRY51Ibty2nqf+cRue61jnkXyPQoiexmJSefLqU3hi5Q5eXL2bUk8gtq2n5czsdkGsc889l7PPPpubb76ZmpoaCgoKWLp0Ke+//z5LliyJzYO/8cYbeeGFF9ixYwe5ubkAnHXWWZx55pmMHTs2ltj94YcfRlEU7r///q68rDi+kA9P0ENtoJZKfyXlvnKq/dWxwFVID2FWzDgtkRwbdaE6DvkPUReqY9igILtLB7PjsILX9DE15rfjltxWDDsD7LO45bRpZLgiHfMp+V4+/SbxGK1SuOiUNMZmjyTZntwRly2EEKKH0Q09Mq0OI/ZYN/RGz+uXxZ4bRqMgVVgPEzbC6PrRYJWBEQsKRYNV0RFUYSMcC241165oYKr+KCrNiAS5FBRUVFRVxaSYsKgWTIoJk2qKjXSKjuKKBqrCWjgyissIE9aOjO4yIoExVVFjgS6nxYlZNaMZGkMGFvFV6b/ZV7uLoLqNkLq3yb+nWTUzPG04hZmFFGYWkuXOanRdQS3A6Lxyvth6rBGMCjNHq4zvV0imK5M0RxomtTUJ5oXoHCtXrmTGjBmtqvvf//6X8ePHA8efG/d4NHe8Y51H8j0KIXoii0nlx7OG8sPp+awrrqTaF+yROTO7XRAL4K233uLee+9l/vz5VFRUMGLECJYuXcrll18eq6NpGpqmYRhHB8IVFhby6quv8vvf/x6fz0dmZiYzZ87kvvvuY9iwYV1xKUDkG+e6UF0kcBWspdpfTbmvPDbiyjCOJoh1WBw4zU4CWoAKfwV1wTrqwnUoKDgtTrxBL0rqkxyqXU3IOPp1rmokksZcZg6ewczRKiY18u1zXaiOEXll7KsYws5DkdWM4r/ZjTw/rSCJe2ZPwG6xdOafRggh+pRon2VgxD2Obmvt45bK6v+uf67o72jgqGH9aGCp/gipaF6o2D71jhGdzlc/IBUN9tQfRRWt31B0Wl70OnR0VNRIu48EpBRFQTO02MitaBemoKAqKqoSCU6p6tFAlUmJBHIURYmbdqgZGoFwIC6Re/1t0d/RY0dHZ9ktdsyqGVVRqQvVsa9mH/tr97OvZh97qvewt2bv0emIDT9VGWYcDKUgZTizhg9haGp+o1HOuqFHVio8Mv3RbrYzY3SI6toQWw9YaK7fnjjYwc/PGUmmOx2LSfpu0f0MHz6cp59+ulV1Bw0aBLR/btzmpKVFpu41d65jnUfyPQohejKLSWVKfs+dwtwtg1hut5tHHnmERx55pNk6ixcvZvHixXFlf/jDHzq4ZW0TCAcoq4tMD6wJ1FDpr8QT8BA2jgauDAwcZgcuiyu2AlJtsDaSWFYLYbfYcVvcbC7bzIriFWwq3RR3jmRbBidlzGZi9pnkZymx4FVtoI6AFsBldTHAkcrNZ5n4YEOAVVstccttp7osXDV5ID+eOaJHRV+FEH1TUAtS5a+K+wIDjgaCYs9b2F5/W3P7Hat+NLgDkeALRJJ+xz034n9HD9lccCq6ralzR4NM9UdAxQJQhoFOg1FS6Bh6fHlzwavob1VRY/GShn8/iIxYil5H3PQ8iI1qio5+ij1vMJJLR0cxjvZBqqKiKAqKokSm8KFgUk2xAFV0u0kxxR+n/ggvQyOoB9HDetxIruiUwfoBKt3QwSAW8FIVFZNqwqbaMFki0wmji6sc8h6ixFvCQc9B9tfsZ3/Nfir8La/U47Q4yUseTKq1gGzHSPKT8xlypG+uL6xHpkD6w350Q4+kDbC4cNvcOM1OVEXl2ukBPtwQ5Ivtjrh+O8Vp5tJJ2dw2axQOS9uSygvRmfr168dNN93Upn06IjduU6LH2bBhA3PmzInbtmHDhmOeR/I9CiFE1+mWQazeospfxdeHv6Y2UBv78B/9tjYauArrYerCdZTVleEL+wiGg1hMFuxmO/6wn3/s+Aer9q6iOlAdd+zRGaOZOXgmhZmFkX94HDl2TaCOoBbEZXWR4kghwZqAZmj4Qh6mjTYxbVSQGk8GdlMqg5LTOHPoAAleCSF6jEpfJRtLNhLUgnFBIIgPDtXXVPmxgl4N6zTcNxqkiU45MYxImYGBoihxzxvuE6UoSmz6m6IosSBT/SCRQqQ8Ovooeqzo8WJlDUYv1W97w/PGjeQyGozUih7bUGKDf6LXoioqKKBy9LeiKEe3ARbFgqIcfa4qamx7tM0Npx42DLIF9eDR0V760eTtOvH1G40YO3LNsdFZR4JgZtWMzWSLC4rphk6Vv4qSuhLK68o57D1MibeEw97DHPYcxhc+9hrUNpONAYkDGJw8mMHJg8lLySPTmdnkNKTINMEgQS2St0tRFGwmG0n2JFwWFw6zA7NqJqgF8QQ9sdFl3xqrct5JOpU1yai4yUlK5syCATJqWvRa7Z0btzk5OTlMmjSJJUuWcMcdd8TSlXz++eds3bqV2267rV3OI4QQov1JEKuDhDSdldv2s2ZvKW67QkGWitvqwG1xE9SD+MI+yurKIolitUBsWWyLauHLQ1/y7z3/ZnvF9rhj2kw2Tht4GjMHzyTbnV3vXCG8IS+aruGyukh3puO2uiMjsoK1WFQLFpOFdGc6AxIHRBK/OlJi/8gQQoieIPq++sXeA6Q4rQzONDCbjgZ2ID5gYxjG0SBTC0GruG2NY1lxdZocldVEIC16LAUlFlSKroRXPzhUv83RgNCRwqPlTfyu//6toKCqkWARSr3jKDRZP/o42rb67YoG3pqathg3kqvB9pAeih8ZdqSuZhyZbnhk5HF0ZFiTI8sajCiLti0aFFOUI/mt6gWnGo7YAmJ9X6W/kip/FZW+SO7Jcl85Fb4KKnwVVPorm5zi2BRVUclyZTEgcQA5CTmR34k5pDnSmu1Ho0Gr6KqIABaTBZvZRrI9GYfZgd1sR1VUgloQb8gbG4VmM9swqSbS7Gmku9JJdaTGgl2SsF30dq3NjQtN58cFeOONNwDYuXMnAOvWrcPtjiyKdPHFF8fq/fa3v+Xss8/mkksu4ZZbbqGkpIRf/OIXjBkzhuuvv74zLlcIIcRxkCBWOwtpOo+v3MGLq4sp8wSByFzTBLvBxKE+TikoIaRHAlcmxYTdbMdmtrGlbAtr9q/hq0NfEdACccfMT8nn9EGnM7H/ROxme6zcH/ZTFzqSL8vqJNGWiNPsRDM0agI1kQ/MJhvJjuRY8EoSvwoheprG76uRXCUJDoPTh+ucPdZoNF2rofrBrWYT+TZTp2FgLLo9FrAy4vdpaopgQw1HkTUsi46Sij5uGDxrWDcaEIobXdWwHUcCRRoahm4cDSrp9QJVR6ZCxu3TVFDryAp/cSO4Goxmqx+ci47Iqj9yq/4UwliQql69+n8XX9iHN+jFE/JEfgc9san61YHq2O9qfzWeoKfJv/mxpNpTyXRnkuXKIsuVRaYr8jjDlYFZbf7jkmEYsZUKo7m2YiPAzDYSrAk4LA5sZhtW1YqOjj/spyZYg1mJBOIspkjC+SR7EumOdJLtySTZk0iyJ7V4biF6o9bkxoWm8+MCjXJV/fnPf+bPf/4zEP9FxPTp03nvvfeYP38+559/Pk6nk/POO4/f/e532GyyQrcQQnRX8smoHYU0ne+/uI4VW0sbLYpd64ePNzjZWaJz0ZQyku0Otpdv54sDX/Cfg/+hLlQXVz/RlsiUAVM4beBp9E/oHyvXDR1fyIcv7MOqWkmyJZFgS8BpduLX/HiCntjUiSRHEgPcA8hwZ5DmSJPEr0KIHqfF91UfLP/KxI6SIFecXhsXyGo4Iqr+82igBsDQmx5F1Zo6DcuONUWxYdCrqcBP/bKmrqH+MeKeR+sbDc7T4I/WcBpk/YBRbORTg5Fh9UdCRbfFRnM1qNMUwzAIapERyNH+yx/yR56HffjDfnwhX2QBlCNBqvoBK2/I2+pRU81RFZUUewqpjlRSHamkOdJIc6RFnjtTyXBmYDUdO79UbIXFej8GRmzEs9PixGF2YDVbsZlsWFQLBkev32N4sKpWFJTYSKwkW1JstFW0T6//hZUQfU1rcuNC0/lxoenp4c05++yzOfvss9vaRCGEEF1Igljt6PGVO1ixtRRoakaKgkGIzaVbeWz1vzgY+IKaQE1cDYtqpSB5PMOSpjIqfSx5mXrsH2UhLURdqI6QHsJhdpDuSCfBloDVZMUX9lEdrMasmrGYLKQ4Ushx55DhziDVkdqqD+ZCCNEdHet9FWDbASvL14c5ZWhpXB6qSI3jW6r9WCO36k/7a1jWZO6rJvaNJjSPlrVUr7k2NdyvqeMci27ohLRQLCgT0AIEtWDsd8Of5sqjP/6wPxKYqhegOp6RUa1hUkwk2ZJItCeSaE3CZKRgMyWTYk8iN81Fsj0xEiCyJbVpFHJYDx8NWBmRx7qhx0ZYWdRIwMputmM1WbGarFhMFlRUdCKrDdaF69AMDYtiQVVVzErkCyaryUqKPYUkexKJtkQSbAm4rW4JXAkhhBBCtIIEsdpJSNN5cXVxNK9ujIYHn2ktPnUNPtN/MBQfJfViVybFxOiMMSRyBqWHTqNufwJf7YevAJddY9zgagoHH8RqMuGwOsiwZuCyulAMBW/YS1ALoioqNpONNEca/RL7ke6I5NCQkVdCiJ6suffVxgw27U7nrMJjTys8Hg1XA6yfmDyu/Mj0umjAQzO0ozmhjKNluq63vD2a0Lze4/or8dXfXn81voY/IT3U4vawFgnQnOgop/ZiUS24rW5cVhduS+S3y+KKlTV8nGhLxGVxoRsKn212sa7ISXUgEqg6COy2a0zIr2PwSG+j/y8a/g2jv6P31qSYMKmR1QrtJjtW1YrNbIuNuDKr5ljAKqSFCOpB6sKR6f0WkwUMMCuRXJfRQFuSPQmX1UWCNSF2DdJPCyGEEEK0jQSx2sm64sojuVoivKaVeEz/xK9uBKXBPxAMM0OSR3Bm3gTGZp3Eu1/kUHTQTsN/pnn9Kqs2p1JS5eSGGWFcFjshPRSZMngkj4bZZCbblU2mO5LvKsWRIvkzhBC9QsP3VY/pQzymfwIGhqITec80AB3D0Lnv4zBms9YoSXjc42YSiTcZlIquFiiaZFJMsVFI0Z/oSCOHJZK4PJrAvOHz6Cim6HO72X5cAR1Nh9c+S262D/1kUwJ7ylTmTNqHUm91Q0WN5OMyKZFAldlkjkzFV22xxxbVEglkKWZ09EhgUAvhD/sJ6+HYqCyFSMJ5p9kJSmQRlgRrQmSqv8VJgi0Bh9kRu2ZJzi6EEEIIcfwk2tFOqn3BuOdBZSd+09ex54rhwqFNwKlPxqGdwoVDAowcEODTTa4jH76hUfKSI8+LDtr5eKOfM0dXR74FViw4LA6yE7JJd6aT5kgjyZ4kqw0KIXqVhu+rYaWUgOmbZuuX+Dq6Rd2HSTHFgihN/VhUS+PyBsGZJuuoR6e8NRWcqj91rrO+MImOQosGFqMj0gzD4PMtKcfsQ3cddvH1jizOGO3Fqloxm8yx4FU0SGVSTKAQN1LNF/ahGRpAbCVEODLCyho5p0W14LQ6I8nbzQ6cVicuiysWuLOZbBK0EkIIIYRoRxLEaidJjvi8Uw79VLz6v44ErU7Fro9Bqffndlj9+EMh1hY5aDL7bhyDz7dZmTkmTKozmSxnFmnONJLtybitbvmALITolRq+r5qNbOzaWEAl8p6pHskTpQAmBqWHcNuP5oVSlMgImUaPGyQrb7Kc+GTmDVfOa/YxKiY1EmAyKSZUVY09jj6PBqDqP4+WNdquRI5X//Hx5L3qKs2Nbms4+i06Iq5+/ShVUVFR41YwNKkmDEPl6+IUWtOHrt+VzCWTkjEIH51CqGsEtECsTRbFEglUHZm/albN2FV7rA0OiwOH2YHL4sJmtkWSuB8JVEVXGpaR0EIIIYQQHUs+bbWTCXkppLutlHuCGIBNH0VO4LkmkgobOG0aDucBig4lUhdozS1Q8PgVTOFhjM/qT7I9GZtZlv4VQvRuDd9X3doM3NqMJmoauOw6P5la2iE5sXqb+kGiph7XXx2xfln9bTr60RUSG9Q5sjMoR1cvrB9MrB8gjAb8oqsimlVzLAm6qh4NXsV+6gX5ig6p1AVac8UKNT74eq+HguxI+xRFAQUsytERZYqiYFEt2C12nOZIgCqa18phcWAz2+JGpbUlUbwQQgghhGgfEsRqJxaTyjVT8vi/D7YBLa2IpXByfi39EjLxeRLadI4ESxZZ7qwTbKkQQvQMDd9Xm6cwsaCuVQGshkuvN5fzqn69puo0tYR7/WBQS+eoHyRqrqypYxiRqFGjei0dp94BYoOVFCIBnPqrKcZGnNXb1nAUWqPyI/9FR4fFAlINRr41GtnWYJuqqHHXFR2hFZ0yGJ1CGNSD6JqOrkfyTB6qtQCJje5Dc8KaDac1shCKzWTDZrbFkrXbTDbsFnsscXts2uSRqZdCCCGEEKJ7kCBWO7p5ej5f7a3i4y0lTaymFfkXxIicMN+ZkIii6NitwSaP05wUp4y+EkL0La15X83NrGHYwD2UeWl5VhkNvmBQmilvpn7scRP7NbUtbrvSoF50e71AUVyQqd72+sdq2B5FPRIQigafmpgeGReYavC4UT2ID1g1UUdRFDCOtq3hFMFGSfWPbA/poUZTBxVFwcCIBMGUSDBMVdW4azQMA0MxjuaxMkeCSqnOtg27O6n/MCb0T47lArOYLLGgleSUFEIIIYToGSSI1Y4sJpUnrz6FJ1bu4MXVuyn1HJ3nkOCA04eHmTrSS20wjFk1k5uh4LYbePzQ0r+8FCDdbWNCXkqHX4MQQnQnLb2vuu0Gpw7zc+YoDZOa0zhA1Dii1OS2pgJLDTUVWGoq8NVoW4PAVMOgVmvKoo8Nw4jla4rWbTSNj2amCB4ZxdVwumA0wKTrely9+tMFo8GmIzthKJGgU/1gGQqxEVdxbY22CQNVUTEw4vJ7NRxxFh2ZZVJNjRLUR6fwRXOIDU8z8cq/d1NVp7W4hmS0D50zegQWmW8qhBBCCNGjSRCrnVlMKj+eNZQfTs/nja++ZNXu9aS6bORl6tjNFkDBYnJiVa2kOdOYdzIsWVXV4jEN4JopufLhWwjRJzX1vtovKYmh2SomVQWckYqNZtA1PY2voaam4zUqr/c4Op2tye0Np/s1V14v0FQ/QBQL/BwJFkXFTf2LjoYiPljWcERVbPqhQlzwqX5ZdCQUCihG/NRBDJqcSqcoStzfqX4C/OiKibGk9ZiO5rk6EoyKjhaLBqyiqybG9msimb1JMTX6rSgK159mPuZ0U+lDhRBCCCF6DwlidRCLSeWkXDd1CtjNChaTHZfFRaojlSR7Ekm2JBJsCZxyroMDFV81OVUm+nzmiEx+OD2/ay5ECCG6CYtJZfwgFx50XJYgmqGihY9sjMWBjgSGmhmVFQ2+xII3HJ2y1lJ5JPZjxEYdAaioGIYRP3KrQd6pI42KbYsGemLHx2gUFIqeJ7q9/vHq16sfyGoql1U0SBSbYlhv6mH9ZOn1c1PVX/0w+l9ckOrIaotm1Ry3EmP9YzQ8/rF+TmSlxZamm0ofKoQQQgjR+0gQqwOl2FMYljYMp8VJgjWBRHsiLosLl9UVl3+juaky6W4b10zJ5YfT8+UbZCGEAFIdqRSkFhDQAo2m6B150miUUpP1OBrwgfhpew3Lm9onWq6iHt2//jGa2C/ut9LEueqNqor2Eaqixq3spxJZoa/hdMOG524ul1XD37GVAVsoqx+k6m5amm4qfagQQgghRO8jQawOlOpIZXTmaBxmB3azvdlvm+tPlVlXXEm1L0iSw8qEvBT54C2EEPWkOFIYkzmmyW3NBY7asq0t5a3Jb9Wa5009Fq0nfagQQgghRN8hQawOZDFZSHWktqG+ypT8tA5skRBC9GxWk5UMV0ZXN0N0Q9KHCiGEEEL0fvIVpRBCCCGEEEIIIYTo9iSIJYQQQgghhBBCCCG6PQliCSGEEEIIIYQQQohuT4JYQgghhBBCCCGEEKLbkyCWEEIIIYQQQgghhOj2JIglhBBCCCGEEEIIIbo9CWIJIYQQQgghhBBCiG5PglhCCCGEEEIIIYQQotuTIJYQQgghhBBCCCGE6PYkiCWEEEIIIYQQQgghuj0JYgkhhBBCCCGEEEKIbk+CWEIIIYQQQgghhBCi2zN3dQO6u0AgAEBRUVEXt0QIIbpW9H0w+r54vOR9VQghItrrfVV0PenbhBCi7Y6nH5Qg1jHs3bsXgHnz5nVtQ4QQopvYu3cvJ5988gntD/K+KoQQUSf6viq6nvRtQghx/NrSDyqGYRgd3J4eraqqik8++YSBAwdis9lavV9RURHz5s3jr3/9KwUFBR3YQtESuQ/dh9yL7uFE7kMgEGDv3r1MmzaN5OTk425Dw/fVMWPGsHHjxkb1mirvjv8fNdf+rjheW/dtTf1j1Wlpe0++t+19X0/0mHJv2093urft9b4qul5T/2Zo7euku71GojritXKix+2I98LW1Due98Omtsm97rh95V63Tne718fTD0oQq4Ns2rQpdiNHjx7d1c3ps+Q+dB9yL7qH7ngfFEWhqa6oqfKe1P6uOF5b921N/WPVaWl7T7637X1fT/SYcm/bT3e7t6L3au3rpLu9RqI66v/r7vZe2Jp6x/N+2NQ2udcdt6/c69bpjve6rSSxuxBCiC61YMGCNpV3N+3dzhM5Xlv3bU39Y9VpaXtPvrcd0Ua5t91Dd7u3ovfqya8T6Lh2drf3wtbUO573w7acv6vJvW7ddrnXnX/cpshIrA7SXSOvfY3ch+5D7kX30NPvQ09vv2ie3NveS+6tEC2T10jfIfe675B73XFkJJYQQgghhBBCCCGE6PYkiNVBMjIyWLBgARkZGV3dlD5N7kP3Ifeie+jp96Gnt180T+5t7yX3VoiWyWuk75B73XfIve44Mp1QCCGEEEIIIYQQQnR7MhJLCCGEEEIIIYQQQnR7EsQSQgghhBBCCCGEEN2eBLGEEEIIIYQQQgghRLcnQSwhhBBCCCGEEEII0e1JEKudeTwebrvtNvr374/dbmf8+PG88sorXd2sXq22tpa77rqLc845h4yMDBRFYeHChU3W/fLLLznrrLNwu90kJydz0UUXsXPnzs5tcC/08ccfc8MNNzBixAhcLhc5OTl8+9vf5j//+U+junIPOtZXX33F3LlzGTRoEA6Hg9TUVKZMmcKSJUsa1ZV7IYQQQgghhOhJJIjVzi666CJeeOEFFixYwPLly5k4cSJXXHEFL7/8clc3rdcqLy/nqaeeIhAIMG/evGbrbdmyhenTpxMMBnnttdd47rnn2LZtG2eccQalpaWd1+Be6PHHH6e4uJif/OQnvPfeezzyyCOUlJQwefJkPv7441g9uQcdr6qqioEDB/Kb3/yG9957jxdffJG8vDyuvvpqHnjggVi9vnYv/vSnP3HSSSdhsViaDXKL7q+0tJS5c+ficrkYNmwYH3zwQVc3SbQTeY0KcXzktdP7SF/Xd8jr9/gohmEYXd2I3uK9995j7ty5vPzyy1xxxRWx8nPOOYdNmzaxZ88eTCZTF7awd4r+L6woCmVlZWRkZLBgwYJGbwSXXnopK1asYMeOHSQmJgKwe/duhg4dyk9/+lN++9vfdnbTe42SkhIyMzPjyjweDwUFBYwZM4YPP/wQkHvQlSZPnsyBAwfYs2cP0PfuxbJlyzCbzbz44ouMHj1aPij0UJdeeikJCQn88Y9/5MMPP+Taa6+lqKiItLS0rm6aOEHyGhXi+Mhrp/eRvq7vkNfv8ZGRWO1o2bJluN1uLrnkkrjy66+/ngMHDrBmzZoualnvpigKiqK0WCccDvP3v/+d73znO7F/sAPk5uYyY8YMli1b1tHN7NUaBrAA3G43o0aNYu/evYDcg66Wnp6O2WwG+ua9uPDCCzn//PNJSkrq6qaI4+TxePjrX//KokWLcDqdXHDBBYwbN4633367q5sm2oG8RoU4PvLa6V2kr+tb5PV7fCSI1Y42btzIyJEjY/9QjBo7dmxsu+gaO3bswOfzxe5FfWPHjqWoqAi/398FLeu9qqur+fLLLxk9ejQg96Cz6bpOOBymtLSUxx57jH/84x/8/Oc/B7ruXrQlf53kF+z52vt+b9++HbfbzYABA2JlhYWFbNq0qSMvQzRBXstCxJPXRN8lfV3fIa/z7kOCWO2ovLyc1NTURuXRsvLy8s5ukjgi+rdv7v4YhkFlZWVnN6tX+9GPfoTX6+Xee+8F5B50tltuuQWLxUJmZiY//elPefTRR/nBD34AdN29aG3+OpD8gr1Be99vj8cTN3IQIDExEY/H0xHNFy2Q17IQ8eQ10XdJX9d3yOu8+zAfu4poi5amtR1rypvoeHJ/Osd9993HSy+9xB//+EdOOeWUuG1yDzrHPffcw0033URJSQnvvPMOt956K16vlzvuuCNWp7PvRW5uLpWVlbH8dc8880yT9d577z0++OCDuPyCM2bMYPfu3dx5551cdtllsfyCs2bN4rPPPmvyOD/96U958MEH2/06ROu09/12u93U1NTE7VtTU4Pb7e7waxHxOuK1LERPJv1b3yV9Xd8hfV/3ISOx2lFaWlqTo60qKiqApkc9iM4RTYTY3P1RFIXk5OROblXvtGjRIh544AF+/etfc+utt8bK5R50rkGDBjFhwgTmzJnD448/zve//33uvvtuSktLu+xetCZ/HbQtv+BHH32E3+9v8kc+4Het9r7fQ4cOxePxsG/fvlidjRs3xqYsi87TEa9lIXoy6d/6Lunr+g7p+7oPCWK1o8LCQjZv3kw4HI4r37BhAwBjxozpimYJID8/H4fDEbsX9W3YsIGCggLsdnsXtKx3WbRoEQsXLmThwoXcc889cdvkHnStSZMmEQ6H2blzZ7e/Fx2RXzAcDuP3+9E0Le6x6Hqtvd9ut5tvf/vbLFy4EJ/Px9///ne++uorLrjggk5vs2idtryW5TUq+gLp3/ou6ev6Dun7Op4EsdrRhRdeiMfj4c0334wrf+GFF+jfvz+nnnpqF7VMmM1mzj//fN566y1qa2tj5Xv27GHFihVcdNFFXdi63uH+++9n4cKF/PKXv2TBggWNtss96ForVqxAVVWGDBnS7e9FR+QXfOCBB3A4HCxevJhf//rXOBwO/vKXv5xwW8WJa8v9fuyxxzhw4ABpaWn89Kc/5dVXXyU9Pb3T2irapi33Vl6joi+Q/q3vkr6u75C+r+NJTqx2dO6553L22Wdz8803U1NTQ0FBAUuXLuX9999nyZIlMve1Ay1fvhyv1xv7B/k333zDG2+8AcCcOXNwOp0sWrSIiRMnct555/GLX/wCv9/P/PnzSU9P5/bbb+/K5vd4//u//8v8+fOZPXs2c+fO5fPPP4/bPnnyZAC5B53g+9//PomJiUyaNImsrCzKysp4/fXXefXVV7nzzjvJyMgAuv+9aO98XdERgqJ7au39zsjI4L333uuMJol20tp7K69R0VdI/9Z3SV/Xd0jf17EkiNXO3nrrLe69917mz59PRUUFI0aMYOnSpVx++eVd3bRe7eabb2b37t2x56+//jqvv/46ALt27SIvL48RI0awcuVKfv7zn3PxxRdjNpuZOXMmv//972P/sBfH55133gHg/fff5/3332+03TAMALkHnWDKlCk8//zzvPDCC1RVVeF2uxk3bhx/+ctfuOqqq2L1uvO9kPyCfYvc795L7q0Q8eQ10XfJve875F53PAlitTO3280jjzzCI4880tVN6VOKi4tbVe+UU07hww8/7NjG9EErV65sdV25Bx3r+uuv5/rrr29V3e56LwoLC1m6dCnhcDgun4DkF+yd5H73XnJvhYgnr4m+S+593yH3uuNJTiwhhBDdiuQX7Fvkfvdecm+FiCevib5L7n3fIfe648lILCGEEJ2mNfnrJL9g7yH3u/eSeytEPHlN9F1y7/sOudfdhCGEEEJ0ktzcXANo8mfXrl2xerW1tcb//M//GNnZ2YbVajXGjh1rLF26tOsaLo6L3O/eS+6tEPHkNdF3yb3vO+Redw+KYRzJuCyEEEIIIYQQQgghRDclObGEEEIIIYQQQgghRLcnQSwhhBBCCCGEEEII0e1JEEsIIYQQQgghhBBCdHsSxBJCCCGEEEIIIYQQ3Z4EsYQQQgghhBBCCCFEtydBLCE6yWOPPcbixYs75Nh1dXUsXLiQlStXNtq2ePFiFEWhuLi4Q87dWaLXoShKk9dpGAYFBQUoisL06dM7vX1CCCGEEEIIITqWBLGE6CQdHcRatGhRk8GduXPnsnr1avr169ch5+5sCQkJPPvss43KP/nkE3bs2EFCQkIXtEoIIYQQQgghREeTIJYQ3VAoFCIcDrfLsTIyMpg8eTI2m61djtfVLrvsMt58801qamriyp999lmmTJnCoEGDuqhlQgghhBBCCCE6kgSxRJfbsmULV1xxBVlZWdhsNgYNGsQ111xDIBAAYOPGjXz7298mJSUFu93O+PHjeeGFF+KOsXLlShRFYenSpdx7773079+fxMREzjrrLLZu3dronO+//z6zZs0iKSkJp9PJyJEjefDBB+PqrFu3jgsuuIDU1FTsdjsnnXQSr732Wlyd6BS3FStWcPPNN5Oenk5aWhoXXXQRBw4ciNXLy8tj06ZNfPLJJ7EpcXl5eXFt/8tf/sLtt99OTk4ONpuNoqIiSktLueWWWxg1ahRut5vMzExmzpzJv/71r9ixi4uLycjIAGDRokWx41933XVxbWw4nfC5555j3Lhx2O12UlNTufDCC9m8eXNcneuuuw63201RURFz5szB7XYzcOBAbr/99tj9aa3p06czZswYVq9ezdSpU3E4HOTl5fH8888D8O6773LyySfjdDopLCzk/fffb/I4V1xxBQBLly6NlVVXV/Pmm29yww03tKlNQgghhBBCCCF6DgliiS61fv16Jk6cyOeff86vfvUrli9fzoMPPkggECAYDLJ161amTp3Kpk2bePTRR3nrrbcYNWoU1113HQ8//HCj491zzz3s3r2bZ555hqeeeort27dz/vnno2larM6zzz7LnDlz0HWdJ554gnfeeYf/+Z//Yd++fbE6K1as4LTTTqOqqoonnniCt99+m/Hjx3PZZZc1OSXwpptuwmKx8PLLL/Pwww+zcuVKrrrqqtj2ZcuWMWTIEE466SRWr17N6tWrWbZsWdwx7r77bvbs2RNrU2ZmJhUVFQAsWLCAd999l+eff54hQ4Ywffr02NTBfv36xQI+N954Y+z49913X7N/9wcffJAbb7yR0aNH89Zbb/HII4/w9ddfM2XKFLZv3x5XNxQKccEFFzBr1izefvttbrjhBv7whz/w29/+ttnjN+fQoUNcf/313HTTTbz99tsUFhZyww038Ktf/Yq7776bu+66izfffBO32828efPiAoFRiYmJXHzxxTz33HOxsqVLl6KqKpdddlmb2ySEEEIIIYQQoocwhOhCM2fONJKTk42SkpImt19++eWGzWYz9uzZE1d+7rnnGk6n06iqqjIMwzBWrFhhAMacOXPi6r322msGYKxevdowDMOora01EhMTjdNPP93Qdb3Zdo0YMcI46aSTjFAoFFd+3nnnGf369TM0TTMMwzCef/55AzBuueWWuHoPP/ywARgHDx6MlY0ePdqYNm1ao3NF237mmWc2256ocDhshEIhY9asWcaFF14YKy8tLTUAY8GCBY32ibZx165dhmEYRmVlpeFwOBr9rfbs2WPYbDbjyiuvjJVde+21BmC89tprcXXnzJljDB8+/JjtrW/atGkGYKxbty5WVl5ebphMJsPhcBj79++PlX/11VcGYDz66KONrmPt2rWxv9nGjRsNwzCMiRMnGtddd51hGM3/nYUQvc+f//xn4/nnn++QY3u9XmPBggXGihUrGm1r+L7aU0WvA2jyOnVdN/Lz8w1A3leFEKILSX93YqS/611kJJboMnV1dXzyySdceumlselwDX388cfMmjWLgQMHxpVfd9111NXVsXr16rjyCy64IO752LFjAdi9ezcAq1atoqamhltuuQVFUZo8Z1FREVu2bOG73/0uAOFwOPYzZ84cDh482GiK4rHO2xrf+c53mix/4oknOPnkk7Hb7ZjNZiwWCx999FGjqX+ttXr1anw+X2y6YdTAgQOZOXMmH330UVy5oiicf/75cWVjx45t07VF9evXj1NOOSX2PDU1lczMTMaPH0///v1j5SNHjgSa//tNmzaN/Px8nnvuOTZs2MDatWtlKqEQfZAsmNE+ZMEMIYTo3qS/ax/S3/UOEsQSXaayshJN0xgwYECzdcrLy5t804wGPMrLy+PK09LS4p5Hk5n7fD4ASktLAVo85+HDhwG44447sFgscT+33HILAGVlZW06b2s0dZ3/93//x80338ypp57Km2++yeeff87atWuZPXt2m45dX/Rv1tzfteHf1Ol0Yrfb48psNht+v7/N505NTW1UZrVaG5VbrVaAZs+hKArXX389S5Ys4YknnmDYsGGcccYZbW6PEKLvkAUzmicLZgghRO8h/V3zpL/rHSSIJbpMamoqJpMpLhdVQ2lpaRw8eLBReTRXUnp6epvOGR3x1dI5o8e8++67Wbt2bZM/48ePb9N5W6OpkWFLlixh+vTpPP7448ydO5dTTz2VCRMmUFtbe9zniQbcmvu7tvVv2lWuu+46ysrKeOKJJ7j++uu7ujlCdCuyYIYsmAGyYIYQoveT/k76O5D+rq+RIJboMg6Hg2nTpvH66683GtkUNWvWLD7++ONGCb5ffPFFnE4nkydPbtM5p06dSlJSEk888QSGYTRZZ/jw4QwdOpT169czYcKEJn+OZ6ipzWZr8+gpRVEaffPx9ddfN5pG2ZaRX1OmTMHhcLBkyZK48n379sWmb/YEOTk53HnnnZx//vlce+21Xd0cIboNWTDjKFkwQxbMEEL0XtLfHSX9nfR3fUpXJ+USfdtXX31luN1uY8iQIcZTTz1lfPzxx8bSpUuNK664wqipqTG2bNliJCQkGMOGDTOWLFlivPfee8Z3v/tdAzAefvjh2HGiib5ff/31uOPv2rXLAOISIT7zzDMGYMycOdNYunSp8fHHHxtPPfWU8aMf/ShW5+OPPzZsNptxzjnnGC+//LLxySefGMuWLTN+85vfGBdffHGsXv1k4/VF21M/ceC1115r2Gw245VXXjG++OIL4+uvv26x7YZhGPPnzzcURTHmz59vfPTRR8Zjjz1mZGdnG/n5+UZubm5c3dzcXGP48OHGP/7xD2Pt2rWxBIxNJWT8zW9+YwDG1Vdfbbz33nvGX/7yF6OgoMBISkoytm3bFtdml8vVqF0LFiww2vr2MW3aNGP06NGNynNzc425c+c2Kgfi7klzf+uGJLG76OtkwQxZMEMWzBBC9AXS30l/J/1d3yQjsUSXGjduHF988QWnnHIKd999N7Nnz+bnP/85NpsNq9XK8OHDWbVqFcOHD+dHP/oR8+bNY+PGjTz//PPceeedx3XOG2+8kffeew9N07jppps477zz+H//7//FzYGeMWMGX3zxBcnJydx2222cddZZ3HzzzXz44YecddZZx3XeRYsWMW3aNL73ve8xadKkRsnSm3Lvvfdy++238+yzzzJ37lyeeeYZnnjiCU4//fRGdZ999lmcTicXXHABEydOZOHChc0e9+677+aZZ55h/fr1zJs3j1tvvZXRo0ezatUqhg4delzXJ4ToerJgRjxZMEMWzBBC9E7S38WT/k76u77E3NUNEGLkyJGN5ojXN2bMGP72t7+1eIzp06c3OT0wLy+vyfJzzz2Xc889t8Vjjh07lldffbXFOtddd12jN/Hm2pObm8s//vGPVrcdIgnOf/e73/G73/0urvzb3/52o7qzZs3iyy+/bHUbb7zxRm688cYmzxu1ePHiJoc9L1y4sMUgWVOaWvEEaDTHPqrh36S562ho48aNbWqXEL1JT1gw44477miyTmcumHH77bfzwx/+kPvvv5/09HRMJhP33XffcX+oP9aCGR988EFcWXdeMOPRRx/F7/fLghlCiG5N+rt40t/Fl4H0d72ZBLGEEEKIXqInLJhx0UUXNVln+PDhbTpvaxxrwYz6ZMGMyJcF8+fP54knnuDXv/51VzdHCCGaJf1dPOnv2kb6u55NphMKIU6IpmlxQ6Ub/tRPhimE6FiyYMaxyYIZzZMFM4QQPYX0d8cm/V3zpL/r2SSIJYQ4IbNmzcJisTT7k5+f39VNFKJP+b//+z9CoRCnnnoqTz/9NCtWrOCVV17hyiuvpLa2lgULFmCxWJgxYwYvvfQSy5cv56qrruLdd99l4cKFJCUltel8breb//3f/+XTTz/lrLPO4pVXXmHFihU8/fTT3HrrrbF6Tz75JB999BHf+ta3WLp0KZ9++il//etfefDBB7nkkkuO61oLCwtZv349r776KmvXrmXDhg3H3Oe8887jn//8JwsWLODjjz/m8ccf51vf+haDBw+Oq5eQkEBubi5vv/02//znP1m3bl2z05+Tk5O57777+Nvf/sY111zD8uXLWbJkCTNmzMBut7NgwYLjur6u8NBDD/HXv/61yakiQgjRnUh/1zLp71om/V3PJdMJhRAn5Mknn2xxWHLDb4CEEB0rumDGggULuPvuu6mtrSU7O5uZM2fGLZhxzz338KMf/Qifz8fIkSN5/vnnW5V3rik33ngj/fv357e//S033XQThmGQl5cX9+1mdMGMX//619x2221UVlaSlpbGqFGjuPTSS4/rvIsWLeLgwYN873vfo7a2ltzc3GY/eEfde++91NXV8eyzz/Lwww8zatQonnjiCZYtW9Yod9+zzz7LnXfeyQUXXEAgEODaa69tMk8gRKaOZGZm8uijj/Lqq6/icDiYPn06v/nNb2TBDCGE6ADS3xW3uI/0d6K3UozmxkIKIYQQQgghhBBCCNFNyHRCIYQQQgghhBBCCNHtyXRCIYQQQohuRNO0ZpMGQyRZr8lk6sQWCSGEEO1P+jtxPGQklhBCCCFENyILZgghhOgLpL8Tx0NyYgkhhBBCdCNbt2495oIZhYWFndgiIYQQov1JfyeOhwSxhBBCCCGEEEIIIUS3J9MJhRBCCCGEEEIIIUS3J0EsIYQQQgghhBBCCNHtSRBLCCGEEEIIIYQQQnR7EsQSQgghhBBCCCGEEN2eBLGEEEIIIYQQQgghRLcnQSwhhBBCCCGEEEII0e1JEEsIIYQQQgghhBBCdHsSxBJCCCGEEEIIIYQQ3Z4EsYQQQgghhBBCCCFEt/f/AS7pU75Ln+V1AAAAAElFTkSuQmCC", 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", 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", 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", 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", "text/plain": [ "
" ] @@ -444,16 +385,20 @@ " for i, x in enumerate(history):\n", " x_dense = numpy.exp(numpy.linspace(numpy.log(min(X)), numpy.log(max(X)), 1000))\n", " mu, _ = model.predict_dependent(x_dense, theta=x)\n", - " axs[0].plot(x_dense, mu, color=pyplot.cm.autumn(i / len(history)), linewidth=0.2)\n", - " axs[1].plot(x_dense, mu, color=pyplot.cm.autumn(i / len(history)), linewidth=0.2)\n", + " axs[0].plot(\n", + " x_dense, mu, color=pyplot.cm.autumn(i / len(history)), linewidth=0.2\n", + " )\n", + " axs[1].plot(\n", + " x_dense, mu, color=pyplot.cm.autumn(i / len(history)), linewidth=0.2\n", + " )\n", " return\n", "\n", "\n", "for method, history in zip(df_results.index, [None, None, history_scipy]):\n", " # the plot_model method uses model.theta_fitted\n", " # here we override it with the parameter set found by a certain method\n", - " model.theta_fitted = df_results.loc[method, 'θ']\n", - " \n", + " model.theta_fitted = df_results.loc[method, \"θ\"]\n", + "\n", " fig, axs = calibr8.plot_model(model)\n", " if history is not None:\n", " plot_fit_history(axs, model, history)\n", @@ -464,36 +409,27 @@ }, { "cell_type": "code", - "execution_count": 37, - "metadata": { - "execution": { - "iopub.execute_input": "2022-12-13T17:44:12.045333Z", - "iopub.status.busy": "2022-12-13T17:44:12.045333Z", - "iopub.status.idle": "2022-12-13T17:44:12.105885Z", - "shell.execute_reply": "2022-12-13T17:44:12.105885Z" - } - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The watermark extension is already loaded. To reload it, use:\n", - " %reload_ext watermark\n", - "Last updated: Tue Dec 13 2022\n", + "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", - "Python version : 3.9.15\n", - "IPython version : 8.7.0\n", + "Python version : 3.13.12\n", + "IPython version : 9.11.0\n", "\n", - "sys : 3.9.15 (main, Nov 24 2022, 14:39:17) [MSC v.1916 64 bit (AMD64)]\n", - "pandas : 1.4.3\n", - "scipy : 1.9.0\n", - "numpy : 1.23.1\n", - "matplotlib: 3.5.3\n", - "calibr8 : 6.6.1\n", + "calibr8 : 7.2.0\n", + "matplotlib: 3.10.8\n", + "numpy : 2.4.2\n", + "pandas : 3.0.2\n", + "platform : 1.0.8\n", + "scipy : 1.17.1\n", "\n", - "Watermark: 2.3.1\n", + "Watermark: 2.6.0\n", "\n" ] } @@ -502,18 +438,11 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "pmtest", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -527,14 +456,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.15" - }, - "vscode": { - "interpreter": { - "hash": "a14747db5f0b1ff1f1918e5072b75cee363db28fa23541328d7714228570b013" - } + "version": "3.13.12" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Background_AsymmetricLogistic.ipynb b/notebooks/Background_AsymmetricLogistic.ipynb index 31f3b69..0e6aaee 100644 --- a/notebooks/Background_AsymmetricLogistic.ipynb +++ b/notebooks/Background_AsymmetricLogistic.ipynb @@ -6,11 +6,11 @@ "metadata": {}, "outputs": [], "source": [ - "import numpy\n", - "from matplotlib import pyplot\n", "import ipywidgets\n", + "import numpy\n", "import sympy\n", - "from IPython.display import display" + "from IPython.display import display\n", + "from matplotlib import pyplot" ] }, { @@ -21,8 +21,8 @@ "source": [ "def tangent(I_x, I_y, S):\n", " \"\"\"Get x,y to plot a line with slope S around the coordinate .\"\"\"\n", - " x = numpy.linspace(I_x-1,I_x+1,2)\n", - " y = -S*I_x + I_y + S*x\n", + " x = numpy.linspace(I_x - 1, I_x + 1, 2)\n", + " y = -S * I_x + I_y + S * x\n", " return x, y" ] }, @@ -43,19 +43,23 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(y, d + (a - d)*((x/c)**b + 1)**(-g))", - "text/latex": "$\\displaystyle y = d + \\left(a - d\\right) \\left(\\left(\\frac{x}{c}\\right)^{b} + 1\\right)^{- g}$" - }, + "text/latex": [ + "$\\displaystyle y = d + \\left(a - d\\right) \\left(\\left(\\frac{x}{c}\\right)^{b} + 1\\right)^{- g}$" + ], + "text/plain": [ + "Eq(y, d + (a - d)/((x/c)**b + 1)**g)" + ] + }, + "execution_count": 3, "metadata": {}, - "execution_count": 3 + "output_type": "execute_result" } ], "source": [ - "x, y, a, b, d = sympy.symbols('x y a b d')\n", - "c, g = sympy.symbols('c g', real=True, positive=True)\n", - "sympy.Eq(lhs=y, rhs=d+(a-d)/(1+(x/c)**b)**g)" + "x, y, a, b, d = sympy.symbols(\"x y a b d\")\n", + "c, g = sympy.symbols(\"c g\", real=True, positive=True)\n", + "sympy.Eq(lhs=y, rhs=d + (a - d) / (1 + (x / c) ** b) ** g)" ] }, { @@ -71,19 +75,23 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(y, a + (1 + exp(-b*(-m + x)))**(-1/v)*(-a + k))", - "text/latex": "$\\displaystyle y = a + \\left(1 + e^{- b \\left(- m + x\\right)}\\right)^{- \\frac{1}{v}} \\left(- a + k\\right)$" - }, + "text/latex": [ + "$\\displaystyle y = a + \\left(1 + e^{- b \\left(- m + x\\right)}\\right)^{- \\frac{1}{v}} \\left(- a + k\\right)$" + ], + "text/plain": [ + "Eq(y, a + (-a + k)/(1 + exp(-b*(-m + x)))**(1/v))" + ] + }, + "execution_count": 4, "metadata": {}, - "execution_count": 4 + "output_type": "execute_result" } ], "source": [ - "x, y, a, b, k, m = sympy.symbols('x y a b k m')\n", - "v = sympy.symbols('v', real=True, positive=True)\n", - "sympy.Eq(lhs=y, rhs=a+(k-a)/(1 + sympy.exp(-b*(x-m)))**(1/v))" + "x, y, a, b, k, m = sympy.symbols(\"x y a b k m\")\n", + "v = sympy.symbols(\"v\", real=True, positive=True)\n", + "sympy.Eq(lhs=y, rhs=a + (k - a) / (1 + sympy.exp(-b * (x - m))) ** (1 / v))" ] }, { @@ -100,19 +108,23 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(y, (1 + exp(-b*(-m + x)))**(-1/v))", - "text/latex": "$\\displaystyle y = \\left(1 + e^{- b \\left(- m + x\\right)}\\right)^{- \\frac{1}{v}}$" - }, + "text/latex": [ + "$\\displaystyle y = \\left(1 + e^{- b \\left(- m + x\\right)}\\right)^{- \\frac{1}{v}}$" + ], + "text/plain": [ + "Eq(y, (1 + exp(-b*(-m + x)))**(-1/v))" + ] + }, + "execution_count": 5, "metadata": {}, - "execution_count": 5 + "output_type": "execute_result" } ], "source": [ - "x, y, b, m = sympy.symbols('x y b m')\n", - "v = sympy.symbols('v', real=True, positive=True)\n", - "sympy.Eq(lhs=y, rhs=1/(1 + sympy.exp(-b*(x-m)))**(1/v))" + "x, y, b, m = sympy.symbols(\"x y b m\")\n", + "v = sympy.symbols(\"v\", real=True, positive=True)\n", + "sympy.Eq(lhs=y, rhs=1 / (1 + sympy.exp(-b * (x - m))) ** (1 / v))" ] }, { @@ -128,18 +140,22 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(y, (1 + exp(-b*(-m + x)))**(-exp(-c)))", - "text/latex": "$\\displaystyle y = \\left(1 + e^{- b \\left(- m + x\\right)}\\right)^{- e^{- c}}$" - }, + "text/latex": [ + "$\\displaystyle y = \\left(1 + e^{- b \\left(- m + x\\right)}\\right)^{- e^{- c}}$" + ], + "text/plain": [ + "Eq(y, (1 + exp(-b*(-m + x)))**(-exp(-c)))" + ] + }, + "execution_count": 6, "metadata": {}, - "execution_count": 6 + "output_type": "execute_result" } ], "source": [ - "x, y, b, m, c = sympy.symbols('x y b m c')\n", - "sympy.Eq(lhs=y, rhs=1/(1 + sympy.exp(-b*(x-m)))**sympy.exp(-c))" + "x, y, b, m, c = sympy.symbols(\"x y b m c\")\n", + "sympy.Eq(lhs=y, rhs=1 / (1 + sympy.exp(-b * (x - m))) ** sympy.exp(-c))" ] }, { @@ -155,26 +171,34 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "Eq(y, (exp(b*(a - x)) + 1)**(-exp(-c)))", - "text/latex": "$\\displaystyle y = \\left(e^{b \\left(a - x\\right)} + 1\\right)^{- e^{- c}}$" + "text/latex": [ + "$\\displaystyle y = \\left(e^{b \\left(a - x\\right)} + 1\\right)^{- e^{- c}}$" + ], + "text/plain": [ + "Eq(y, (exp(b*(a - x)) + 1)**(-exp(-c)))" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "Eq(x, a + log(1/((1/y)**exp(c) - 1))/b)", - "text/latex": "$\\displaystyle x = a + \\frac{\\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" + "text/latex": [ + "$\\displaystyle x = a + \\frac{\\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" + ], + "text/plain": [ + "Eq(x, a + log(1/((1/y)**exp(c) - 1))/b)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "x, y, a, b, c = sympy.symbols('x y a b c', real=True)\n", - "f_abc = (sympy.exp(b*(a-x)) + 1)**-sympy.exp(-c)\n", - "f_inverse_abc = sympy.simplify(sympy.solve(f_abc-y, x)[0])\n", + "x, y, a, b, c = sympy.symbols(\"x y a b c\", real=True)\n", + "f_abc = (sympy.exp(b * (a - x)) + 1) ** -sympy.exp(-c)\n", + "f_inverse_abc = sympy.simplify(sympy.solve(f_abc - y, x)[0])\n", "display(sympy.Eq(lhs=y, rhs=f_abc))\n", "display(sympy.Eq(lhs=x, rhs=f_inverse_abc))" ] @@ -192,17 +216,23 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "f'(x) = \n" + "output_type": "stream", + "text": [ + "f'(x) = \n" + ] }, { - "output_type": "display_data", "data": { - "text/plain": "b*(exp(b*(a - x)) + 1)**(-1 - exp(-c))*exp(b*(a - x) - c)", - "text/latex": "$\\displaystyle b \\left(e^{b \\left(a - x\\right)} + 1\\right)^{-1 - e^{- c}} e^{b \\left(a - x\\right) - c}$" + "text/latex": [ + "$\\displaystyle b \\left(e^{b \\left(a - x\\right)} + 1\\right)^{-1 - e^{- c}} e^{b \\left(a - x\\right) - c}$" + ], + "text/plain": [ + "b*(exp(b*(a - x)) + 1)**(-1 - exp(-c))*exp(b*(a - x) - c)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -217,16 +247,20 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "Eq(I_x, a - c/b)", - "text/latex": "$\\displaystyle I_{x} = a - \\frac{c}{b}$" + "text/latex": [ + "$\\displaystyle I_{x} = a - \\frac{c}{b}$" + ], + "text/plain": [ + "Eq(I_x, a - c/b)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "I_x = sympy.symbols('I_x', real=True)\n", + "I_x = sympy.symbols(\"I_x\", real=True)\n", "analytic_I_x = sympy.simplify(sympy.solve(sympy.diff(slope, x), x)[0])\n", "eq_I_x = sympy.Eq(lhs=I_x, rhs=analytic_I_x)\n", "display(eq_I_x)" @@ -238,17 +272,21 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(I_y, (exp(c) + 1)**(-exp(-c)))", - "text/latex": "$\\displaystyle I_{y} = \\left(e^{c} + 1\\right)^{- e^{- c}}$" - }, + "text/latex": [ + "$\\displaystyle I_{y} = \\left(e^{c} + 1\\right)^{- e^{- c}}$" + ], + "text/plain": [ + "Eq(I_y, (exp(c) + 1)**(-exp(-c)))" + ] + }, + "execution_count": 10, "metadata": {}, - "execution_count": 10 + "output_type": "execute_result" } ], "source": [ - "I_y = sympy.symbols('I_y', real=True)\n", + "I_y = sympy.symbols(\"I_y\", real=True)\n", "analytic_I_y = sympy.simplify(f_abc.replace(x, analytic_I_x))\n", "eq_I_y = sympy.Eq(lhs=I_y, rhs=analytic_I_y)\n", "eq_I_y" @@ -267,17 +305,21 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(S, b*(exp(c) + 1)**(-1 - exp(-c)))", - "text/latex": "$\\displaystyle S = b \\left(e^{c} + 1\\right)^{-1 - e^{- c}}$" - }, + "text/latex": [ + "$\\displaystyle S = b \\left(e^{c} + 1\\right)^{-1 - e^{- c}}$" + ], + "text/plain": [ + "Eq(S, b*(exp(c) + 1)**(-1 - exp(-c)))" + ] + }, + "execution_count": 11, "metadata": {}, - "execution_count": 11 + "output_type": "execute_result" } ], "source": [ - "S = sympy.symbols('S', real=True)\n", + "S = sympy.symbols(\"S\", real=True)\n", "analytic_S = sympy.simplify(slope.replace(x, analytic_I_x))\n", "eq_S = sympy.Eq(lhs=S, rhs=analytic_S)\n", "eq_S" @@ -293,61 +335,58 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "interactive(children=(FloatSlider(value=0.0, description='L_L', max=0.0, min=-5.0), FloatSlider(value=1.0, des…", "application/vnd.jupyter.widget-view+json": { + "model_id": "be912682f9f94327b1b7642fd30d7122", "version_major": 2, - "version_minor": 0, - "model_id": "b6febe6e9fe94378aecd50cb3c351db7" - } + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.0, description='L_L', max=0.0, min=-5.0), FloatSlider(value=1.0, des…" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ "def asymmetric_logistic_a_b_c(x, theta):\n", " L_L, L_U, a, b, c = theta[:5]\n", " x = numpy.array(x)\n", - " return L_L + (L_U - L_L) * (numpy.exp(b*(a-x)) + 1)**-numpy.exp(-c)\n", + " return L_L + (L_U - L_L) * (numpy.exp(b * (a - x)) + 1) ** -numpy.exp(-c)\n", + "\n", "\n", "def plot_logistic(L_L=0.0, L_U=1.0, a=0.0, b=3.0, c=1.0):\n", " theta = (L_L, L_U, a, b, c)\n", - " \n", + "\n", " # get key properties to visualize\n", - " I_x = (a*b-c)/b\n", - " I_y = L_L + (L_U - L_L) * (numpy.exp(c)+1)**-numpy.exp(-c)\n", - " S = (L_U - L_L) * b*(numpy.exp(c)+1)**(-(numpy.exp(c)+1)*numpy.exp(-c))\n", - " \n", + " I_x = (a * b - c) / b\n", + " I_y = L_L + (L_U - L_L) * (numpy.exp(c) + 1) ** -numpy.exp(-c)\n", + " S = (L_U - L_L) * b * (numpy.exp(c) + 1) ** (-(numpy.exp(c) + 1) * numpy.exp(-c))\n", + "\n", " X_MIN, X_MAX = -5, 5\n", " X = numpy.linspace(-5, 5, 100)\n", - " \n", - " fig, ax = pyplot.subplots(figsize=(16,6))\n", + "\n", + " fig, ax = pyplot.subplots(figsize=(16, 6))\n", " ax.plot(X, asymmetric_logistic_a_b_c(X, theta))\n", - " ax.plot(*tangent(I_x, I_y, S), label='$tangent$')\n", - " \n", - " ax.axvline(I_x, linestyle=':', color='red', label='$I_x$')\n", - " ax.axhline(I_y, linestyle=':', color='red', label='$I_y$')\n", - " ax.axhline(L_U, linestyle=':', label='$L_U$')\n", - " ax.axhline(L_L, linestyle='--', label='$L_L$')\n", - " \n", + " ax.plot(*tangent(I_x, I_y, S), label=\"$tangent$\")\n", + "\n", + " ax.axvline(I_x, linestyle=\":\", color=\"red\", label=\"$I_x$\")\n", + " ax.axhline(I_y, linestyle=\":\", color=\"red\", label=\"$I_y$\")\n", + " ax.axhline(L_U, linestyle=\":\", label=\"$L_U$\")\n", + " ax.axhline(L_L, linestyle=\"--\", label=\"$L_L$\")\n", + "\n", " ax.set_xlim(X_MIN, X_MAX)\n", - " ax.set_ylim(L_L-0.5, L_U+0.5)\n", - " ax.legend(loc='center left')\n", + " ax.set_ylim(L_L - 0.5, L_U + 0.5)\n", + " ax.legend(loc=\"center left\")\n", " pyplot.show()\n", - " \n", + "\n", + "\n", "ipywidgets.interact(\n", - " plot_logistic,\n", - " L_L=(-5.0, 0),\n", - " L_U=(0, 5.0),\n", - " a=(-5.0, 5),\n", - " b=(-1.0, 3),\n", - " c=(-2.0, 2)\n", + " plot_logistic, L_L=(-5.0, 0), L_U=(0, 5.0), a=(-5.0, 5), b=(-1.0, 3), c=(-2.0, 2)\n", ");" ] }, @@ -364,20 +403,28 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "Eq(I_x, a - c/b)", - "text/latex": "$\\displaystyle I_{x} = a - \\frac{c}{b}$" + "text/latex": [ + "$\\displaystyle I_{x} = a - \\frac{c}{b}$" + ], + "text/plain": [ + "Eq(I_x, a - c/b)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "Eq(a, I_x + c/b)", - "text/latex": "$\\displaystyle a = I_{x} + \\frac{c}{b}$" + "text/latex": [ + "$\\displaystyle a = I_{x} + \\frac{c}{b}$" + ], + "text/plain": [ + "Eq(a, I_x + c/b)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -392,25 +439,33 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "Eq(y, (exp(b*(I_x - x + c/b)) + 1)**(-exp(-c)))", - "text/latex": "$\\displaystyle y = \\left(e^{b \\left(I_{x} - x + \\frac{c}{b}\\right)} + 1\\right)^{- e^{- c}}$" + "text/latex": [ + "$\\displaystyle y = \\left(e^{b \\left(I_{x} - x + \\frac{c}{b}\\right)} + 1\\right)^{- e^{- c}}$" + ], + "text/plain": [ + "Eq(y, (exp(b*(I_x - x + c/b)) + 1)**(-exp(-c)))" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "Eq(x, (I_x*b + c + log(1/((1/y)**exp(c) - 1)))/b)", - "text/latex": "$\\displaystyle x = \\frac{I_{x} b + c + \\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" + "text/latex": [ + "$\\displaystyle x = \\frac{I_{x} b + c + \\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" + ], + "text/plain": [ + "Eq(x, (I_x*b + c + log(1/((1/y)**exp(c) - 1)))/b)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ "f_I_x = f_abc.replace(a, new_a)\n", - "f_inverse_I_x = sympy.simplify(sympy.solve(f_I_x-y, x)[0])\n", + "f_inverse_I_x = sympy.simplify(sympy.solve(f_I_x - y, x)[0])\n", "display(sympy.Eq(lhs=y, rhs=f_I_x))\n", "display(sympy.Eq(lhs=x, rhs=f_inverse_I_x))" ] @@ -421,54 +476,53 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "interactive(children=(FloatSlider(value=0.0, description='L_L', max=0.0, min=-5.0), FloatSlider(value=1.0, des…", "application/vnd.jupyter.widget-view+json": { + "model_id": "a79f46a9e87d42809af80dec43c1f873", "version_major": 2, - "version_minor": 0, - "model_id": "6c75cfaad9024da094bd3115f636e1a6" - } + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.0, description='L_L', max=0.0, min=-5.0), FloatSlider(value=1.0, des…" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ "def asymmetric_logistic_I_x_b_c(x, theta):\n", " L_L, L_U, I_x, b, c = theta[:5]\n", " x = numpy.array(x)\n", - " return L_L + (L_U-L_L) * (numpy.exp(b*(I_x-x+c/b)) + 1) ** -numpy.exp(-c)\n", + " return L_L + (L_U - L_L) * (numpy.exp(b * (I_x - x + c / b)) + 1) ** -numpy.exp(-c)\n", + "\n", "\n", "def plot_logistic(L_L=0, L_U=1, I_x=0.0, b=2.0, c=0.0):\n", " theta = (L_L, L_U, I_x, b, c)\n", " X_MIN, X_MAX = -5, 5\n", " X = numpy.linspace(-5, 5, 100)\n", - " \n", + "\n", " # get key properties to visualize\n", " I_y = asymmetric_logistic_I_x_b_c(I_x, theta)\n", - " S = (L_U - L_L) * b*(numpy.exp(c)+1)**(-(numpy.exp(c)+1)*numpy.exp(-c))\n", - " \n", - " fig, ax = pyplot.subplots(figsize=(16,6))\n", - " ax.plot(X, asymmetric_logistic_I_x_b_c(X, theta)) \n", - " ax.plot(*tangent(I_x, I_y, S), label='$tangent$')\n", - " \n", - " ax.axvline(I_x, linestyle=':', color='red', label='$I_x$')\n", - " ax.axhline(I_y, linestyle=':', color='red', label='$I_y$')\n", - " ax.axhline(L_U, linestyle=':', label='$L_U$')\n", - " ax.axhline(L_L, linestyle='--', label='$L_L$')\n", - " \n", + " S = (L_U - L_L) * b * (numpy.exp(c) + 1) ** (-(numpy.exp(c) + 1) * numpy.exp(-c))\n", + "\n", + " fig, ax = pyplot.subplots(figsize=(16, 6))\n", + " ax.plot(X, asymmetric_logistic_I_x_b_c(X, theta))\n", + " ax.plot(*tangent(I_x, I_y, S), label=\"$tangent$\")\n", + "\n", + " ax.axvline(I_x, linestyle=\":\", color=\"red\", label=\"$I_x$\")\n", + " ax.axhline(I_y, linestyle=\":\", color=\"red\", label=\"$I_y$\")\n", + " ax.axhline(L_U, linestyle=\":\", label=\"$L_U$\")\n", + " ax.axhline(L_L, linestyle=\"--\", label=\"$L_L$\")\n", + "\n", " ax.set_xlim(X_MIN, X_MAX)\n", - " ax.set_ylim(L_L-0.5, L_U+0.5)\n", - " ax.legend(loc='center left')\n", + " ax.set_ylim(L_L - 0.5, L_U + 0.5)\n", + " ax.legend(loc=\"center left\")\n", " pyplot.show()\n", - " \n", + "\n", + "\n", "ipywidgets.interact(\n", - " plot_logistic,\n", - " L_L=(-5.0,0),\n", - " L_U=(0,5.0),\n", - " I_x=(-5.0, 5),\n", - " b=(-1.0, 3),\n", - " c=(-2.0, 2)\n", + " plot_logistic, L_L=(-5.0, 0), L_U=(0, 5.0), I_x=(-5.0, 5), b=(-1.0, 3), c=(-2.0, 2)\n", ");" ] }, @@ -485,20 +539,28 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "Eq(a, I_x*exp(c)/(exp(c) + 1) + I_x/(exp(c) + 1) + c*(exp(c) + 1)**(-1 - exp(-c))/S)", - "text/latex": "$\\displaystyle a = \\frac{I_{x} e^{c}}{e^{c} + 1} + \\frac{I_{x}}{e^{c} + 1} + \\frac{c \\left(e^{c} + 1\\right)^{-1 - e^{- c}}}{S}$" + "text/latex": [ + "$\\displaystyle a = \\frac{I_{x} e^{c}}{e^{c} + 1} + \\frac{I_{x}}{e^{c} + 1} + \\frac{c \\left(e^{c} + 1\\right)^{-1 - e^{- c}}}{S}$" + ], + "text/plain": [ + "Eq(a, I_x*exp(c)/(exp(c) + 1) + I_x/(exp(c) + 1) + c*(exp(c) + 1)**(-1 - exp(-c))/S)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "Eq(b, S*(exp(c) + 1)**((exp(c) + 1)*exp(-c)))", - "text/latex": "$\\displaystyle b = S \\left(e^{c} + 1\\right)^{\\left(e^{c} + 1\\right) e^{- c}}$" + "text/latex": [ + "$\\displaystyle b = S \\left(e^{c} + 1\\right)^{\\left(e^{c} + 1\\right) e^{- c}}$" + ], + "text/plain": [ + "Eq(b, S*(exp(c) + 1)**((exp(c) + 1)*exp(-c)))" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -513,20 +575,28 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "Eq(y, (exp((exp(c) + 1)**((exp(c) + 1)*exp(-c))*(I_x*S - S*x + c*(exp(c) + 1)**(-(exp(c) + 1)*exp(-c)))) + 1)**(-exp(-c)))", - "text/latex": "$\\displaystyle y = \\left(e^{\\left(e^{c} + 1\\right)^{\\left(e^{c} + 1\\right) e^{- c}} \\left(I_{x} S - S x + c \\left(e^{c} + 1\\right)^{- \\left(e^{c} + 1\\right) e^{- c}}\\right)} + 1\\right)^{- e^{- c}}$" + "text/latex": [ + "$\\displaystyle y = \\left(e^{\\left(e^{c} + 1\\right)^{\\left(e^{c} + 1\\right) e^{- c}} \\left(I_{x} S - S x + c \\left(e^{c} + 1\\right)^{- \\left(e^{c} + 1\\right) e^{- c}}\\right)} + 1\\right)^{- e^{- c}}$" + ], + "text/plain": [ + "Eq(y, (exp((exp(c) + 1)**((exp(c) + 1)*exp(-c))*(I_x*S - S*x + c/(exp(c) + 1)**((exp(c) + 1)*exp(-c)))) + 1)**(-exp(-c)))" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" }, { - "output_type": "display_data", "data": { - "text/plain": "Eq(x, (exp(c) + 1)**(-1 - exp(-c))*(I_x*S*(exp(c) + 1)**exp(-c)*exp(c) + I_x*S*(exp(c) + 1)**exp(-c) + c - log((1/y)**exp(c) - 1))/S)", - "text/latex": "$\\displaystyle x = \\frac{\\left(e^{c} + 1\\right)^{-1 - e^{- c}} \\left(I_{x} S \\left(e^{c} + 1\\right)^{e^{- c}} e^{c} + I_{x} S \\left(e^{c} + 1\\right)^{e^{- c}} + c - \\log{\\left(\\left(\\frac{1}{y}\\right)^{e^{c}} - 1 \\right)}\\right)}{S}$" + "text/latex": [ + "$\\displaystyle x = \\frac{\\left(e^{c} + 1\\right)^{-1 - e^{- c}} \\left(I_{x} S \\left(e^{c} + 1\\right)^{e^{- c}} e^{c} + I_{x} S \\left(e^{c} + 1\\right)^{e^{- c}} + c + \\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}\\right)}{S}$" + ], + "text/plain": [ + "Eq(x, (exp(c) + 1)**(-1 - exp(-c))*(I_x*S*(exp(c) + 1)**exp(-c)*exp(c) + I_x*S*(exp(c) + 1)**exp(-c) + c + log(1/((1/y)**exp(c) - 1)))/S)" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -542,16 +612,18 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "interactive(children=(FloatSlider(value=0.0, description='L_L', max=0.0, min=-5.0), FloatSlider(value=1.0, des…", "application/vnd.jupyter.widget-view+json": { + "model_id": "7916a77325ac41009f4ba5d2c18166cb", "version_major": 2, - "version_minor": 0, - "model_id": "e80aa12842604f509de08557477f6d50" - } + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(FloatSlider(value=0.0, description='L_L', max=0.0, min=-5.0), FloatSlider(value=1.0, des…" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -559,44 +631,41 @@ " L_L, L_U, I_x, S, c = theta[:5]\n", " # re-scale the inflection point slope with the interval\n", " s = S / (L_U - L_L)\n", - " \n", + "\n", " # common subexpressions\n", " x0 = numpy.exp(c) + 1\n", " x1 = numpy.exp(-c)\n", " x2 = x0 ** (x0 * x1)\n", - " \n", + "\n", " x = numpy.array(x)\n", - " return L_L + (L_U-L_L) * (numpy.exp(x2 * (s*(I_x-x)+c/x2)) + 1) ** -x1\n", + " return L_L + (L_U - L_L) * (numpy.exp(x2 * (s * (I_x - x) + c / x2)) + 1) ** -x1\n", + "\n", "\n", "def plot_logistic(L_L=0, L_U=1, I_x=0.0, S=2.0, c=1.0):\n", " theta = (L_L, L_U, I_x, S, c)\n", " X_MIN, X_MAX = -5, 5\n", " X = numpy.linspace(-5, 5, 100)\n", - " \n", + "\n", " # get key properties to visualize\n", " I_y = asymmetric_logistic_I_x_S_c(I_x, theta)\n", - " \n", - " fig, ax = pyplot.subplots(figsize=(16,6))\n", + "\n", + " fig, ax = pyplot.subplots(figsize=(16, 6))\n", " ax.plot(X, asymmetric_logistic_I_x_S_c(X, theta))\n", - " ax.plot(*tangent(I_x, I_y, S), label='$tangent$')\n", - " \n", - " ax.axvline(I_x, linestyle=':', color='red', label='$I_x$')\n", - " ax.axhline(I_y, linestyle=':', color='red', label='$I_y$')\n", - " ax.axhline(L_U, linestyle=':', label='$L_U$')\n", - " ax.axhline(L_L, linestyle='--', label='$L_L$')\n", - " \n", + " ax.plot(*tangent(I_x, I_y, S), label=\"$tangent$\")\n", + "\n", + " ax.axvline(I_x, linestyle=\":\", color=\"red\", label=\"$I_x$\")\n", + " ax.axhline(I_y, linestyle=\":\", color=\"red\", label=\"$I_y$\")\n", + " ax.axhline(L_U, linestyle=\":\", label=\"$L_U$\")\n", + " ax.axhline(L_L, linestyle=\"--\", label=\"$L_L$\")\n", + "\n", " ax.set_xlim(X_MIN, X_MAX)\n", - " ax.set_ylim(L_L-0.5, L_U+0.5)\n", - " ax.legend(loc='center left')\n", + " ax.set_ylim(L_L - 0.5, L_U + 0.5)\n", + " ax.legend(loc=\"center left\")\n", " pyplot.show()\n", - " \n", + "\n", + "\n", "ipywidgets.interact(\n", - " plot_logistic,\n", - " L_L=(-5.0,0),\n", - " L_U=(0.0,5),\n", - " I_x=(-5.0, 5),\n", - " S=(-2.0, 3),\n", - " c=(-2.0, 2)\n", + " plot_logistic, L_L=(-5.0, 0), L_U=(0.0, 5), I_x=(-5.0, 5), S=(-2.0, 3), c=(-2.0, 2)\n", ");" ] }, @@ -626,18 +695,22 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(\\gamma, log((exp(c) + 1)**exp(-c) - 1))", - "text/latex": "$\\displaystyle \\gamma = \\log{\\left(\\left(e^{c} + 1\\right)^{e^{- c}} - 1 \\right)}$" - }, + "text/latex": [ + "$\\displaystyle \\gamma = \\log{\\left(\\left(e^{c} + 1\\right)^{e^{- c}} - 1 \\right)}$" + ], + "text/plain": [ + "Eq(\\gamma, log((exp(c) + 1)**exp(-c) - 1))" + ] + }, + "execution_count": 19, "metadata": {}, - "execution_count": 19 + "output_type": "execute_result" } ], "source": [ - "gamma = sympy.symbols('\\gamma', real=True)\n", - "analytic_gamma = sympy.simplify(sympy.log(1/(f_I_x_S.replace(x, I_x))-1))\n", + "gamma = sympy.symbols(r\"\\gamma\", real=True)\n", + "analytic_gamma = sympy.simplify(sympy.log(1 / (f_I_x_S.replace(x, I_x)) - 1))\n", "eq_gamma = sympy.simplify(sympy.Eq(lhs=gamma, rhs=analytic_gamma))\n", "eq_gamma" ] @@ -655,17 +728,21 @@ "metadata": {}, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(c, log(-1 - LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/log(exp(\\gamma) + 1)))", - "text/latex": "$\\displaystyle c = \\log{\\left(-1 - \\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)}} \\right)}$" - }, + "text/latex": [ + "$\\displaystyle c = \\log{\\left(-1 - \\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)}} \\right)}$" + ], + "text/plain": [ + "Eq(c, log(-1 - LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/log(exp(\\gamma) + 1)))" + ] + }, + "execution_count": 20, "metadata": {}, - "execution_count": 20 + "output_type": "execute_result" } ], "source": [ - "new3_a, new3_b, new3_c = sympy.solve([eq_I_x, eq_S, eq_gamma], [a,b,c])[0]\n", + "new3_a, new3_b, new3_c = sympy.solve([eq_I_x, eq_S, eq_gamma], [a, b, c])[0]\n", "sympy.Eq(c, new3_c)" ] }, @@ -684,17 +761,23 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": "Eq(y, (exp((I_x*S*(-LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))**(LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))) - S*x*(-LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))**(LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))) + (log(-log(exp(\\gamma) + 1) - LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))) - log(log(exp(\\gamma) + 1)))*log(exp(\\gamma) + 1)**(LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))))*log(exp(\\gamma) + 1)**(-LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))))) + 1)**(log(exp(\\gamma) + 1)/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))))", - "text/latex": "$\\displaystyle y = \\left(e^{\\left(I_{x} S \\left(- W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)\\right)^{\\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}} - S x \\left(- W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)\\right)^{\\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}} + \\left(\\log{\\left(- \\log{\\left(e^{\\gamma} + 1 \\right)} - W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right) \\right)} - \\log{\\left(\\log{\\left(e^{\\gamma} + 1 \\right)} \\right)}\\right) \\log{\\left(e^{\\gamma} + 1 \\right)}^{\\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}}\\right) \\log{\\left(e^{\\gamma} + 1 \\right)}^{- \\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}}} + 1\\right)^{\\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}}$" - }, + "text/latex": [ + "$\\displaystyle y = \\left(e^{\\left(I_{x} S \\left(- W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)\\right)^{\\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}} - S x \\left(- W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)\\right)^{\\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}} + \\left(\\log{\\left(- \\log{\\left(e^{\\gamma} + 1 \\right)} - W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right) \\right)} - \\log{\\left(\\log{\\left(e^{\\gamma} + 1 \\right)} \\right)}\\right) \\log{\\left(e^{\\gamma} + 1 \\right)}^{\\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}}\\right) \\log{\\left(e^{\\gamma} + 1 \\right)}^{- \\frac{W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}}} + 1\\right)^{\\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{\\log{\\left(e^{\\gamma} + 1 \\right)} + W\\left(- \\frac{\\log{\\left(e^{\\gamma} + 1 \\right)}}{e^{\\gamma} + 1}\\right)}}$" + ], + "text/plain": [ + "Eq(y, (exp((I_x*S*(-LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))**(LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))) - S*x*(-LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))**(LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))) + (log(-log(exp(\\gamma) + 1) - LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))) - log(log(exp(\\gamma) + 1)))*log(exp(\\gamma) + 1)**(LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))))/log(exp(\\gamma) + 1)**(LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1))))) + 1)**(log(exp(\\gamma) + 1)/(log(exp(\\gamma) + 1) + LambertW(-log(exp(\\gamma) + 1)/(exp(\\gamma) + 1)))))" + ] + }, + "execution_count": 21, "metadata": {}, - "execution_count": 21 + "output_type": "execute_result" } ], "source": [ - "f_I_x_S_gamma = sympy.simplify(f_abc.replace(a, new3_a).replace(b, new3_b).replace(c, new3_c))\n", + "f_I_x_S_gamma = sympy.simplify(\n", + " f_abc.replace(a, new3_a).replace(b, new3_b).replace(c, new3_c)\n", + ")\n", "sympy.Eq(lhs=y, rhs=f_I_x_S_gamma)" ] }, @@ -721,26 +804,32 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "CSE for version with (...,a,b,c)\n" + "output_type": "stream", + "text": [ + "CSE for version with (...,a,b,c)\n" + ] }, { - "output_type": "execute_result", "data": { - "text/plain": "(exp(b*(a - x)) + 1)**(-exp(-c))", - "text/latex": "$\\displaystyle \\left(e^{b \\left(a - x\\right)} + 1\\right)^{- e^{- c}}$" - }, + "text/latex": [ + "$\\displaystyle \\left(e^{b \\left(a - x\\right)} + 1\\right)^{- e^{- c}}$" + ], + "text/plain": [ + "(exp(b*(a - x)) + 1)**(-exp(-c))" + ] + }, + "execution_count": 22, "metadata": {}, - "execution_count": 22 + "output_type": "execute_result" } ], "source": [ - "print('CSE for version with (...,a,b,c)')\n", + "print(\"CSE for version with (...,a,b,c)\")\n", "replacements, expressions = sympy.cse(f_abc)\n", "for r in replacements:\n", " print(r)\n", - "expressions[0] " + "expressions[0]" ] }, { @@ -749,26 +838,32 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "CSE for version with (...,I_x,b,c)\n" + "output_type": "stream", + "text": [ + "CSE for version with (...,I_x,b,c)\n" + ] }, { - "output_type": "execute_result", "data": { - "text/plain": "(exp(b*(I_x - x + c/b)) + 1)**(-exp(-c))", - "text/latex": "$\\displaystyle \\left(e^{b \\left(I_{x} - x + \\frac{c}{b}\\right)} + 1\\right)^{- e^{- c}}$" - }, + "text/latex": [ + "$\\displaystyle \\left(e^{b \\left(I_{x} - x + \\frac{c}{b}\\right)} + 1\\right)^{- e^{- c}}$" + ], + "text/plain": [ + "(exp(b*(I_x - x + c/b)) + 1)**(-exp(-c))" + ] + }, + "execution_count": 23, "metadata": {}, - "execution_count": 23 + "output_type": "execute_result" } ], "source": [ - "print('CSE for version with (...,I_x,b,c)')\n", + "print(\"CSE for version with (...,I_x,b,c)\")\n", "replacements, expressions = sympy.cse(f_I_x)\n", "for r in replacements:\n", " print(r)\n", - "expressions[0] " + "expressions[0]" ] }, { @@ -777,26 +872,35 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "CSE for version with (...,I_x,S,c)\n(x0, exp(c) + 1)\n(x1, exp(-c))\n(x2, x0**(x0*x1))\n" + "output_type": "stream", + "text": [ + "CSE for version with (...,I_x,S,c)\n", + "(x0, exp(c) + 1)\n", + "(x1, exp(-c))\n", + "(x2, x0**(x0*x1))\n" + ] }, { - "output_type": "execute_result", "data": { - "text/plain": "(exp(x2*(I_x*S - S*x + c/x2)) + 1)**(-x1)", - "text/latex": "$\\displaystyle \\left(e^{x_{2} \\left(I_{x} S - S x + \\frac{c}{x_{2}}\\right)} + 1\\right)^{- x_{1}}$" - }, + "text/latex": [ + "$\\displaystyle \\left(e^{x_{2} \\left(I_{x} S - S x + \\frac{c}{x_{2}}\\right)} + 1\\right)^{- x_{1}}$" + ], + "text/plain": [ + "(exp(x2*(I_x*S - S*x + c/x2)) + 1)**(-x1)" + ] + }, + "execution_count": 24, "metadata": {}, - "execution_count": 24 + "output_type": "execute_result" } ], "source": [ - "print('CSE for version with (...,I_x,S,c)')\n", + "print(\"CSE for version with (...,I_x,S,c)\")\n", "replacements, expressions = sympy.cse(f_I_x_S)\n", "for r in replacements:\n", " print(r)\n", - "expressions[0] " + "expressions[0]" ] }, { @@ -812,26 +916,32 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "CSE for inverse version with (...,a,b,c)\n" + "output_type": "stream", + "text": [ + "CSE for inverse version with (...,a,b,c)\n" + ] }, { - "output_type": "execute_result", "data": { - "text/plain": "a + log(1/((1/y)**exp(c) - 1))/b", - "text/latex": "$\\displaystyle a + \\frac{\\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" - }, + "text/latex": [ + "$\\displaystyle a + \\frac{\\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" + ], + "text/plain": [ + "a + log(1/((1/y)**exp(c) - 1))/b" + ] + }, + "execution_count": 25, "metadata": {}, - "execution_count": 25 + "output_type": "execute_result" } ], "source": [ - "print('CSE for inverse version with (...,a,b,c)')\n", + "print(\"CSE for inverse version with (...,a,b,c)\")\n", "replacements, expressions = sympy.cse(f_inverse_abc)\n", "for r in replacements:\n", " print(r)\n", - "expressions[0] " + "expressions[0]" ] }, { @@ -840,26 +950,32 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "CSE for inverse version with (...,I_x,b,c)\n" + "output_type": "stream", + "text": [ + "CSE for inverse version with (...,I_x,b,c)\n" + ] }, { - "output_type": "execute_result", "data": { - "text/plain": "(I_x*b + c + log(1/((1/y)**exp(c) - 1)))/b", - "text/latex": "$\\displaystyle \\frac{I_{x} b + c + \\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" - }, + "text/latex": [ + "$\\displaystyle \\frac{I_{x} b + c + \\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{e^{c}} - 1} \\right)}}{b}$" + ], + "text/plain": [ + "(I_x*b + c + log(1/((1/y)**exp(c) - 1)))/b" + ] + }, + "execution_count": 26, "metadata": {}, - "execution_count": 26 + "output_type": "execute_result" } ], "source": [ - "print('CSE for inverse version with (...,I_x,b,c)')\n", + "print(\"CSE for inverse version with (...,I_x,b,c)\")\n", "replacements, expressions = sympy.cse(f_inverse_I_x)\n", "for r in replacements:\n", " print(r)\n", - "expressions[0] " + "expressions[0]" ] }, { @@ -868,26 +984,36 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "CSE for inverse version with (...,I_x,S,c)\n(x0, exp(c))\n(x1, x0 + 1)\n(x2, exp(-c))\n(x3, I_x*S*x1**x2)\n" + "output_type": "stream", + "text": [ + "CSE for inverse version with (...,I_x,S,c)\n", + "(x0, exp(c))\n", + "(x1, x0 + 1)\n", + "(x2, exp(-c))\n", + "(x3, I_x*S*x1**x2)\n" + ] }, { - "output_type": "execute_result", "data": { - "text/plain": "x1**(-x2 - 1)*(c + x0*x3 + x3 - log((1/y)**x0 - 1))/S", - "text/latex": "$\\displaystyle \\frac{x_{1}^{- x_{2} - 1} \\left(c + x_{0} x_{3} + x_{3} - \\log{\\left(\\left(\\frac{1}{y}\\right)^{x_{0}} - 1 \\right)}\\right)}{S}$" - }, + "text/latex": [ + "$\\displaystyle \\frac{x_{1}^{- x_{2} - 1} \\left(c + x_{0} x_{3} + x_{3} + \\log{\\left(\\frac{1}{\\left(\\frac{1}{y}\\right)^{x_{0}} - 1} \\right)}\\right)}{S}$" + ], + "text/plain": [ + "x1**(-x2 - 1)*(c + x0*x3 + x3 + log(1/((1/y)**x0 - 1)))/S" + ] + }, + "execution_count": 27, "metadata": {}, - "execution_count": 27 + "output_type": "execute_result" } ], "source": [ - "print('CSE for inverse version with (...,I_x,S,c)')\n", + "print(\"CSE for inverse version with (...,I_x,S,c)\")\n", "replacements, expressions = sympy.cse(f_inverse_I_x_S)\n", "for r in replacements:\n", " print(r)\n", - "expressions[0] " + "expressions[0]" ] }, { @@ -905,8 +1031,8 @@ "source": [ "X = numpy.linspace(0, 3, 100)\n", "L_L, L_U, a, b, c = (-1.2, 2.3, 0.7, 2.3, -1.0)\n", - "I_x = (a*b-c)/b\n", - "S = (L_U - L_L) * b*(numpy.exp(c)+1)**(-(numpy.exp(c)+1)*numpy.exp(-c))" + "I_x = (a * b - c) / b\n", + "S = (L_U - L_L) * b * (numpy.exp(c) + 1) ** (-(numpy.exp(c) + 1) * numpy.exp(-c))" ] }, { @@ -920,12 +1046,12 @@ "numpy.testing.assert_allclose(\n", " asymmetric_logistic_I_x_b_c(X, (L_L, L_U, I_x, b, c)),\n", " asymmetric_logistic_a_b_c(X, (L_L, L_U, a, b, c)),\n", - " rtol=1e-7\n", + " rtol=1e-7,\n", ")\n", "numpy.testing.assert_allclose(\n", " asymmetric_logistic_I_x_S_c(X, (L_L, L_U, I_x, S, c)),\n", " asymmetric_logistic_a_b_c(X, (L_L, L_U, a, b, c)),\n", - " rtol=1e-7\n", + " rtol=1e-7,\n", ")" ] }, @@ -935,21 +1061,24 @@ "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "
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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "pyplot.plot(X, asymmetric_logistic_a_b_c(X, (L_L, L_U, a, b, c)), label='$a, b, c$')\n", - "pyplot.plot(X, asymmetric_logistic_I_x_b_c(X, (L_L, L_U, I_x, b, c)), label='$I_x, b, c$')\n", - "pyplot.plot(X, asymmetric_logistic_I_x_S_c(X, (L_L, L_U, I_x, S, c)), label='$I_x, S, c$')\n", + "pyplot.plot(X, asymmetric_logistic_a_b_c(X, (L_L, L_U, a, b, c)), label=\"$a, b, c$\")\n", + "pyplot.plot(\n", + " X, asymmetric_logistic_I_x_b_c(X, (L_L, L_U, I_x, b, c)), label=\"$I_x, b, c$\"\n", + ")\n", + "pyplot.plot(\n", + " X, asymmetric_logistic_I_x_S_c(X, (L_L, L_U, I_x, S, c)), label=\"$I_x, S, c$\"\n", + ")\n", "pyplot.legend()\n", "pyplot.show()" ] @@ -960,9 +1089,11 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "9.66 µs ± 310 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" + "output_type": "stream", + "text": [ + "14.9 μs ± 1.27 μs per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] } ], "source": [ @@ -975,9 +1106,11 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "10.1 µs ± 77.2 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" + "output_type": "stream", + "text": [ + "16.9 μs ± 1.57 μs per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] } ], "source": [ @@ -990,9 +1123,11 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", - "text": "13.3 µs ± 92 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)\n" + "output_type": "stream", + "text": [ + "17.1 μs ± 742 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + ] } ], "source": [ @@ -1001,15 +1136,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: 2026-04-15T14:20:05.805478+02:00\n", + "\n", + "conda environment: dibecs_9.2.1\n", + "\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark -idu --conda" + ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1023,7 +1172,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.10-final" + "version": "3.13.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { @@ -2724,5 +2873,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Basic_ExponentialModel.ipynb b/notebooks/Basic_ExponentialModel.ipynb index 3d58c8a..87bf19f 100644 --- a/notebooks/Basic_ExponentialModel.ipynb +++ b/notebooks/Basic_ExponentialModel.ipynb @@ -4,15 +4,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ "import numpy\n", "from matplotlib import pyplot\n", @@ -40,14 +32,12 @@ "outputs": [ { "data": { - "image/png": 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UoIAGVH0K7Mb0XC3efsDGNAAAAACai48WpcpZ8f52p4hAnZrUxt5AwHGiAAU0oMS2IRrVNdJqV58iCwAAAAAnoqC4TJ8tqbrQ0Q2nxMnLYdiYCDh+FKCABjap2iyoXzbuU2pWgY1pAAAAAHi6r1ekKa+oTJIU4uetSwd1sDkRcPwoQAENbExilDpHBkmSTFP6cGGqzYkAAAAAeCqn09TkBSlW+7LBHRTs521fIOAEUYACGpjDYejGEXFW+8tlu5RXVGpfIAAAAAAea/aW/dqR6VpV4TBcy+8AT0QBCmgEFw1or1B/17sS+cVl+mpZms2JAAAAAHii9+enWJ+f3qOtOoQH2hcGOAkUoIBGEOTnrSuHdLTaHyxMUXnlJSsAAAAAoB42783T/G2ZVrv6frOAp6EABTSS66pdmWLngUL9unGfzYkAAAAAeJLJ1a6q3bNdqIbEh9uYBjg5FKCARhLbKkATekZb7fer/fIAAAAAgKM5UFCib1buttqTRsTLMAwbEwEnhwIU0IgmjYyzPl+8/YDW78mxLwwAAAAAj/HZkp0qLnNKkiKD/XRu3xibEwEnhwIU0IgGdGytvu3DrHb1y6cCAAAAQG1Kypz6aFGK1b52WCf5eXvZFwhoABSggEZkGIYmjazaKPC7VXuUkVdsYyIAAAAA7u7Hdenal+v6u8HXy6Grh3U8xhmA+6MABTSys3rFqG2onySppNypT35PtTkRAAAAAHdlmqbem1+1f+zEfu0UGexnYyKgYVCAAhqZr7dD1w2Ps9ofL96p4rJy+wIBAAAAcFsrdh7UmrSqvWNvHBF/lKMBz0EBCmgCVw7pKD9v13+3zPxifb863eZEAAAAANzR+/NTrM+HdQ5Xj3ah9oUBGhAFKKAJhAf56sL+sVb7/QU7ZJqmjYkAAAAAuJu0g4X6cV3Vm9WTmP2EZoQCFNBEqk+dXb8nV0t2HLAxDQAAAAB3899FqXJWvE/dMTxQp3Vva28goAFRgAKaSLfoEI3sEmm1q28sCAAAAKBlKygu02dLdlrtG06Jk5fDsDER0LAoQAFNaNLIOOvzmRv3adv+fPvCAAAAAHAbny3ZqdyiMklSsJ+3Lh3U3uZEQMOiAAU0obGJbdS1TbAkyTSl/8xJtjkRAAAAALsVl5XrnXnbrfZVQzsqxN/HxkRAw6MABTQhh8PQbWMTrPbUlbu1O/uQjYkAAAAA2O2bFbu1L7dYkuTr7dDNI9l8HM0PBSigiZ3Xt51iWwVIksqcpt6Zu/0YZwAAAABorsqdZo2VEZcMbK82of42JgIaBwUooIn5eDn0xzGdrfZnS3YqM7/YxkQAAAAA7PLD2nSlZBVKkhyG9MfRCcc4A/BMFKAAG1w6qIMig30lScVlTk1ewBXxAAAAgJbGNE39e3bV7Kfz+rZTx4hAGxMBjYcCFGADfx8v3TSyahbUR4tSlVtUamMiAAAAAE1t9uYMbUzPtdrV94sFmhsKUIBNrhnWUSH+3pKkvKIyfbw41eZEqK+UlBQZhqGxY8c2+WMXFRXpscceU2Jiovz9/dWuXTtNmjRJaWlpx31fY8eOlWEYdX7MmDGjEb4CAADgKewc8zQETxg3vTFrm/X5+O5tlBQdekL3A3gCb7sDAC1ViL+PrhveSW/Mck25fX/+Dk0aES9/Hy+bk8FdFRUV6bTTTtPChQsVExOjiRMnKiUlRZMnT9b333+vRYsWKSHh+N81u/jiixUcHHxEf2xsbEPEBgAAaHKeMG5asuOAlqUetNq3je1y3PcBeBIKUICNbhwRr/fm71BRqVOZ+SX6ctkuXTc8zu5YcFPPPPOMFi5cqOHDh+vnn3+2Bj8vvvii/vrXv2rSpEmaM2fOcd/vCy+8oLi4uAZOCwAAYB9PGDf9e3bV7KdhncM1sFPrBrlfwF2xBA+wUWSwn64Y3NFqvzVnu0rLnTYmgrsqLS3Va6+9Jkl64403arzz9pe//EV9+vTR3LlztXz5crsiAgAAuAVPGDet252j2ZszrPbtzH5CC0ABCrDZLaM7y9thSJJ2Zx/Sd6v22JwIJ2P27NkKDQ1VaGjoCb2rVpf58+crOztbCQkJ6t+//xG3X3LJJZKkadOmNdhjAgAA1KWxxjwNwRPGTW/OqbryXe/YMI3qGmlbFqCpsAQPsFlsqwBd0D9WU5a7NkN8c06yLuwfK0dFUQqe49tvv9UVV1yhkJAQ/fjjjxo4cGCD3ffq1aslSQMGDKj19sr+yuOOx3vvvaesrCw5HA4lJibqggsuUMeOHY99IgAAaJEac8zTENx93LQ9I18/rE232rePTZBhMPZH88cMKMAN/HFMgip/52zbn6+fN+yzNxCO2wcffKCLL75YUVFRmjdv3hEDsWNdOaW2j9mzZ1vn79y5U5LUvn37Wh+/sr/yuOPx1FNP6c0339Qbb7yhu+++W126dNGTTz553PcDAACav8Ye8zQEdx83vTVnu0zT9XlCVJDO7Bl93DkAT8QMKMANdGkTrAk9o/Xjur2SpDdnb9OZPdvyToiHePHFF3XvvfcqMTFRM2fOVIcOHY44ZsKECce9YWV0dNVgJD8/X5IUGBhY67FBQUE1jquP0aNH6+abb9Ypp5yimJgY7dq1S1OmTNFTTz2lRx99VKGhobr77ruPKzMAAGi+mmLM0xDcedyUnnNI/1uZZrX/OCaBlQ9oMdyqAGUYxl8kjZTUW1IbSf6S9kqaLekfpmmuty8d0LhuH9vFKkCtTsvRgm1ZGslacLf30EMP6ZlnntGAAQM0Y8YMRUVF1XrcAw88cFKPY1a8TVZXUbLy9uPxxBNP1GgnJibqwQcf1KBBg3TmmWfqscce0x/+8AcFBAQcf2AAANCsNNWYR3Lt0bRu3brjOuejjz7SkCFDJLn3uOmduTtUWu56/HZh/prYL/a4swCeyq0KUJIelBQkaY2ktRV9PSVdJ+kKwzAuME3zR7vCAY2pd3vX5oPztmZKcl2WlQKUe1uwYIHmzJmj6OhozZo1S6GhoY32WCEhIZKkgoKCWm8vLCyUpBpXeTlRZ5xxhgYNGqRly5Zp8eLFGjdu3EnfJwAA8FxNOeaRpJSUFG3evPm4zqkcC0nuO246UFCiz5ZULfv7w+jO8vVmVxy0HO5WgJooablpmkXVOw3DuE3SvyW9axhGR9M0y21JBzSy28d2sQpQC5OztHLnQfXv2NrmVKhLjx49JElr1qzRY489ppdeeqnOY5977jlt2rTpuO7/gQceUFJSkiRZm1umpaXVemxlf0NtHt61a1ctW7ZM6enpxz4YAAA0a0055pGkZcuWnVjQCu46bvpgwQ4dKnX9KRsR5KvLB3PRF7QsblWAMk1zQR39b1Ysz+siqZukDU0aDGgiwzqHa0DHVlqxM1uS9O/ZyXrnukH2hkKdWrdurSlTpmjcuHF6+eWX5eXlpRdeeKHWY2fMmHHclyi+4YYbrMFY3759JUkrVqyo9djK/j59+hzXY9Tl4MGDkhrmnUEAAODZmnLM0xDccdyUX1ymDxamWO1JI+MV4OvVII8PeApPmu9XOeupxNYUQCMyDEO3j+1itWdu2Kct+/JsTIRjiYyM1K+//qqePXvqX//6V537HsyePVumaR7Xx9ixY63zR4wYobCwMCUnJ2vlypVH3P+UKVMkSeeee+5Jf00ZGRmaN2+epLovXwwAAFqWphrzNAR3HDd9sjhVuUVlkqRgP29dM6zTST824Gk8ogBlGMZ1cs182iJpu81xgEZ1alIbJUWHWO03ZyfbmAb10aZNG/3222/q3r27nn/+eT388MMN/hi+vr668847JUl33nlnjT0NXnzxRa1Zs0YjR47U4MGDa5x33XXXKSkpSd98802N/sWLF2vWrFlHbMKZkpKiCy+8UAUFBTr//PPrvHwxAABoeZpizNMQTnTcJNU+djrZcVNRabnenb/Dal87vJPCAnxO6msEPJFbLcGrZBjGfXJtPh4kqXvF53skXWWaptPObEBjczgM3TY2QXd/vkqS9N3qPfrL6YnqEF77ZWThHioHZGPHjtXTTz8tLy8v/d///V+DPsbDDz+sX375RQsXLlTXrl01atQopaam6vfff1dERIQmT558xDk7d+7U5s2blZOTU6N/06ZNuvHGGxUTE6PExERFR0crLS1Ny5cvV1FRkXr27Kl33nmnQfMDAADP1xRjnoZwIuMmqfax08mOm75ekaaMvGJJkp+3Q5NGxDfsFwt4CHedAXWmpOslXSJX8WmXXMWn5fU52TCM9bV9SEpovMhAwzmnd4w6VhScyp2m3pzDLChPUHllmMTERD3xxBN68sknG/T+/f39NWvWLD3yyCMKDAzU1KlTlZKSouuvv14rV65Uly5djn0nFYYOHarbbrtNMTEx2rBhg77++mutW7dO/fr107/+9S8tXbpUbdq0adD8ABoH4x4ATa2xxzwNwV3GTaXlTv2n2lj+skEdFBXid9JfH+CJjMOnEboTwzBaSeot6VFJ4yU9bJrm0/U4b30dNyX06NHDb/36um4G3Mcnv6fqoW/WSZJ8vAz99texzIJqZKWlpfL19VVJSYl8fJgWDaCmnj17asOGDRtM0+xpd5bqGPcAOBGMe5rGZ0t26u//WytJ8nIYmn0vY3q4v8Ya87jrDChJkmma2aZpzpN0tqTlkp40DOPIhbpHnteztg9JTCOBx7hkYHvFtgqQJJWWm3r11602JwIAuCPGPQDgnopKy2uM4S8d2J7iE1o0ty5AVTJNs1TSF5IMSefZHAdoEn7eXvrTaVVTg79ekabtGfk2JgIAAABQX58v2an0nCJJkq+XQ3ed1tXmRIC9PKIAVSGz4t8oW1MATeiiAe0VF+F6l8RpSi//wiwoAAAAwN0dKinX67OqJqJeOaSDtboBaKk8qQA1puJfppOjxfDxcujP4xOt9rQ1e7R5b56NiQAAAAAcy38Xpygzv+rKd3eMq/+m50Bz5TYFKMMwRhmGcblhGN6H9fsYhnGXpGslHZJrKR7QYpzXt526tgmWJJmm9NLMLTYnAgAAAFCX/OIyvTm7at7EdcM7qU2ov42JAPfgNgUouS4V/LmkdMMwZhiG8YlhGD9JSpX0qqQSSTeYprnLzpBAU/NyGLrn9KpZUDPW79XatBwbEwEAAACoy+T5O3SwsFSSFOjrpT+OSbA5EeAe3KkANUfSM5I2S+oj6VJJIyQdkPSapN6maX5pXzzAPhN6RqtHTKjVfnHmZhvTAAAAAKhNTmGp3p633WpPGhGviGA/GxMB7sNtClCmae4wTfMh0zRHmqbZzjRNX9M0g03T7GWa5p9M09xmd0bALg6Hob+eUTULatbmDC1PPWhjIgAAAACHe2feduUVlUmSQvy9dcuozjYnAtyH2xSgABzdqUlt1K9DK6vNLCgAAADAfWTlF2vygh1W+5ZRnRUW6GNjIsC9UIACPIRhGLr3jG5We8G2LC1MzrQxEQAAAIBKb83droKScklS60Af3Tgizt5AgJuhAAV4kBFdIjQ0Ptxqv/jzFpmmaWMiAAAAAPtzi/ThwhSr/ccxCQrxZ/YTUB0FKMCDGIahv1abBbUs9aDmbMmwMREAAACAN2ZtU3GZU5IUGeyn64bH2RsIcEMUoAAPMyQ+XKO6RlrtF2cyCwoAAACwy+7sQ/psyS6rfce4BAX4etmYCHBPFKAAD1R9FtSatBzN3LDPxjQAAABAy/X6b1tVUu6a/RQT5q8rh3S0ORHgnihAAR6oX4dWGt+9rdV+ceYWOZ3MggIAAACaUkpmgb5clma17zq1q/x9mP0E1IYCFOCh/nJ6ovX5pr15mr423cY0AAAAQMvz6q9bVV7xRnDH8EBdOqi9zYkA90UBCvBQPdqF6pzeMVb7pV+2qKxi6i8AAACAxrVtf56+WbXbat99Wlf5ePEnNlAX/ncAHuye07vKYbg+355RoG9X7bE3EAAAANBCvPTLVlVeC6hzVJAu6B9rbyDAzVGAAjxYlzYhuqBf1S+6l3/dolJmQQEAAACNasOeXE1fU7UFxj3jE+VV+c4wgFpRgAI83N3ju1q/7HYdOKTPl+46xhkAAAAATsa/ft5sfZ4UHVJjawwAtaMABXi4ThFBuqzaZocvz9yivKJSGxMBAAAAzdfCbZn6ddN+q33P6YlyMPsJOCYKUEAzcPdpiQqouNxrVkGJ3pydbHMiAAAAoPkpd5p6avpGqz2oU2ud0aOtjYkAz0EBCmgGosP8dcvozlb7vfk7tDv7kI2JAAAAgObnfyvStCE912o/dE53GQazn4D6oAAFNBO3ju6sqBA/SVJxmVP/nLHJ5kQAAABA81FYUqYXqu39dF7fdurfsbWNiQDPQgEKaCaC/Lx17xmJVnvqqj1avSvbvkAAAABAM/LO3B3al1ssSfL1duhvZ3azORHgWShAAc3IJQM7KCk6xGo/PX2jTNO0MREAAADg+fbnFumtuVX7rN44Ik4dwgNtTAR4HgpQQDPi5TD00DndrfaSlAP6af0+GxMBAAAAnu9fP29RYUm5JCk8yFd3jOticyLA81CAApqZUV2jNLZblNV+7seNKilz2pgIAAAA8Fwb03P15fJdVvvP47sq1N/HxkSAZ6IABTRDD57dXY6Ki3GkZBXqk99T7Q0EAAAAeCDTNPXMDxtVuatF56ggXTmko72hAA9FAQpohhLbhuiKar8YX/l1q3IKS21MBAAAAHie2VsyNG9rptV+8Kzu8vHiz2jgRPA/B2im7hmfqCBfL0lSdmGpXp+11eZEAAAAgOcoK3fqmekbrfbwzhE6rXsbGxMBno0CFNBMRYX46fZqmyN+uDBVO7MKbUwEAAAAeI4vlu3S1v35kiTDkB46p7sMw7A5FeC5KEABzdhNI+PVLsxfklRS7tTzMzbZnAgAAABwf3lFpXpp5harfVH/9uoVG2ZjIsDzUYACmjF/Hy/dN6Gb1Z6+Nl3LUw/YmAgAAABwf/+Zk6zM/BJJkr+PQ/ed2e0YZwA4FgpQQDM3sW+s+rSverfmqekbZVZexgMAAABADXuyD+ndeTus9h9GdVZ0xaoCACeOAhTQzDkchh46u7vVXrkzW9+vSbcxEQAAAOC+/vnTZhWXOSW59lW9dUyCzYmA5oECFNACDO0coTN6tLXaz8/YpKLSchsTAQAAAO5nTVq2vlm522r/9fREBfl525gIaD4oQAEtxANnJcnb4bpqR9rBQ/pwYYq9gQAAAAA3Ypqmnpq+0WonRYfo0kEdbEwENC8UoIAWonNUsK4Z1slqvz5rm7Lyi21MBAAAALiPnzfs05IdVRfsefDs7vKqeAMXwMmjAAW0IHef1lWh/q4pxHlFZXp+xiabEwEAAAD2O1RSriembbDaYxKjNDoxysZEQPNDAQpoQVoH+erP4xOt9pfL0rQ89cBRzgAAAACavzdmbdPu7EOSJG+HoYfP6X6MMwAcLwpQQAtz3fBO6h4TarUfnrpeZeVOGxMBAAAA9tmeka+352632jeNilfXtiE2JgKaJwpQQAvj7eXQUxf0tNob03P10aJUGxMBAAAA9jBNU499t14lFW/IxoT560+ndrU5FdA8UYACWqCBncJ16cD2VvvFmVu0P7fIxkQAAABA0/th7V7N25pptR89t4eC/LxtTAQ0XxSggBbqgbOSFBbgI0nKLy7T0z9sPMYZAAAAQPORX1ymJ75fb7VHJ0ZpQq9oGxMBzRsFKKCFigj2031ndrPa367ao4XJmUc5AwAAAGg+Xvlli/blFkuSfL0deuL8njIMw+ZUQPNFAQpowa4c0lF92odZ7Ue/Xa+SMjYkBwAAQPO2eW+e3l+QYrX/OCZBcZFB9gUCWgAKUEAL5uUw9NQFvVT5Rs+2/fl6f8EOe0MBAAAAjcg0TT3y7TqVO01JUofwAN0+NsHmVEDzRwEKaOH6tG+lq4d2tNqv/LJVu7MP2ZgIAAAAaDzfrNytJTsOWO3/O7+n/H28bEwEtAwUoADovjOSFBHkK0k6VFquJ6dtsDkRAAAA0PByDpXqmWoX3zm9R1udmtTWxkRAy0EBCoDCAn30wFlJVnvG+r2avXm/jYkAAACAhvfiz5uVmV8iSfL3ceix83rYnAhoOShAAZAkXTygvQZ1am21H/tuvYpKy21MBAAAADScdbtz9N/FqVb7rlO7qn3rQBsTAS0LBSgAkiSHw9CTF/SSl8O1I3lqVqHemrPd5lQAAADAyXM6TT08dZ0q9h1X56gg3TKqs72hgBaGAhQAS/eYUF0/PM5qvzF7m1KzCuwLBAAAADSAL5bt0qpd2Vb7yYm95OvNn8NAU+J/HIAa7jm9q9qE+EmSSsqcevy79TJN0+ZUAAAAwIk5UFCi52dsstrn9onRiC6RNiYCWiYKUABqCPH30UPndLfaszZn6OcN+2xMBAAAAJy4f8zYpOzCUklSkK+XHj6HjccBO1CAAnCE8/u20/DOEVb7iWkblF9cZmMiAAAA4PgtTz2gz5fustr3nJ6o6DB/GxMBLRcFKABHMAxDT17QUz5erg3Jd2cf0j+qTVsGAAAA3F1Rabnum7LGaidFh+j6U+LsCwS0cG5TgDIMI9AwjAsMw3jPMIw1hmHkGoZRYBjGasMwHjUMI9jujEBL0qVNiG4bk2C1P1qUqt+3Z9mYCAAAAKi/V37dqu0ZrgvqGIb09IW95ePlNn8CAy2OO/3vu0rSN5ImyZVrhqR5kuIl/Z+kpYZhtLEvHtDy3HFqFyW2rar9/u3rNTpUUm5jIgAAAODY1qRl6+252632pBHxGtiptY2JALhTAapE0puSEk3T7GWa5mWmaU6Q1E3SSklJkl62MR/Q4vh5e+mfl/SVw7UST6lZhfrXz5vtDQUAAAAcRUmZU/d9tUblTteVnDtFBOreM7rZnAqA2xSgTNP8yDTN203T3HpYf7qkOyqaFxmG4dv06YCWq2+HVrpldGer/d6CHVqx86CNiQAAAIC6vTFrmzbvy7Paz1/cRwG+XjYmAiC5UQHqGFZX/OsnKeJoBwJoePeMT1TnqCBJkmlK9321WkWlLMUDAACAe9mwJ1dvzNpmta8d1knDOvMnJOAOPKUAVTn9olTSATuDAC2Rv4+X/nFxHxkVS/GSMwr06q9bj34SAAAA0IRKy526b8pqlVUsvYttFaD7z0qyORWASp5SgLq74t8ZpmkW25oEaKEGxYXrhmqXrX1r7natTcuxLxAAAABQzdtzt2v9nlyr/dzFvRXs521jIgDVuf3/RsMwzpZ0k1yznx6p5znr67gpoY5+APVw35nd9OvG/dp5oFDlTlP3TVmt7+4cKV9vT6llA0Dzw7gHAKSt+/L0yi9VM/QvH9RBo7pG2ZgIwOHc+q9GwzC6S/pYkiHpPtM0Vx/jFACNKNDXW89d3Ntqb9qbp3/P3naUMwAAAIDG5XpjdI1Kyp2SpLahfnrwnO42pwJwOLedAWUYRntJMyS1lvSiaZqv1Pdc0zR71nGf6yX1aJiEQMt0SkKkrh7aUZ/8vlOS9Ppv23Rmz2h1jwm1ORkAtEyMewC0dO/P36FVu7Kt9jMX9lZYgI99gQDUyi1nQBmGESlppqSOkiZLutfeRACq+/vZ3RXbKkCSVFaxFK+s4h0nAAAAoKnsyCzQCz9vttoX9o/Vad3b2pgIQF3crgBlGEaIpB8lJUn6n6RbTNM07U0FoLpgP289c1HVUrx1u3P19rztNiYCAABAS+N0mrp/yhoVl7neCI0M9tOj5zLxE3BXblWAMgzDT9K3kgZJ+knSlaZpltubCkBtxiRG6dKB7a32yzO3atv+PBsTAQAAoCX57+JULUk5YLWfuqCnWgf52pgIwNG4TQHKMAwvSZ9JGidpnqSLTNMssTcVgKN5+NweahPiJ0kqKXfqvilrVO5kwiIAAAAa164DhXp+xiarfU7vGE3oFWNjIgDH4jYFKEl3Srqw4vNMSf82DOODWj4ibcwIoJqwAB89fWHVUryVO7M1ecEOGxMBAACguXM6TT3wvzUqLHEtlmkd6KP/m1jr9RgAuBF3ugpe62qfX1jnUdLjchWoALiB03u01cR+7fTtqj2SpH/8tFkju0YqKZqr4gEAAKDhfbAwRQu2ZVntx8/vqchgPxsTAagPt5kBZZrm46ZpGvX4SLE7K4CaHj+v6pd+SZlTd3+2SkWlbN8GAACAhrUxPVfP/Vi19O70Hm11ft92NiYCUF9uU4AC4LlaB/nqhUv7WO3N+/JqDAwAAACAk1VUWq67P1+pknLXVe+iQvz03EW9ZRiGzckA1AcFKAANYmy3NrpxRJzV/mBhimZt3m9fIAAAADQrz/6wUVv25Vvtf13aVxEsvQM8BgUoAA3m/glJSooOsdr3fbVamfnFNiYCAABAc/Dbpn36cFGq1b5pZLxGJ0bZmAjA8aIABaDB+Pt46ZUr+svX2/XSkplfovu+Wi3TNG1OBgAAAE+VkVes+75aY7WTokN035ndbEwE4ERQgALQoLpFh+ihs7tb7VmbM/RRtXerAAAAgPoyTVP3TVmtrIISSZKft0OvXdlf/j5eNicDcLwoQAFocNcN76Rx3aqmRD/9w0Zt2ZdnYyIAAAB4og8Wpmj25gyr/fA53dW1bchRzgDgrihAAWhwhmHon5f2VWSwrySppMypP322UkWl5TYnAwAAgKfYtDdXz1a7svL47m10zbBONiYCcDIoQAFoFJHBfvrnpX2t9qa9efrHjM02JgIAAICnKCot192frVJJmVOSa2z5/MV9ZBiGzckAnCgKUAAazbhubXTDKXFW+/0FOzR78377AgEAAMAjPPfjJm2utoXDvy7rq4hgPxsTAThZFKAANKoHzkpSt2rr9O/9ao0y84ttTAQAAAB3NmvTfn2wMMVqTxoRrzGJUXWfAMAjUIAC0Kj8fbz06pX95evternJzC/W/VPWyDRNm5MBAADA3WTkFeu+KautdlJ0iP42oZuNiQA0FApQABpdt+gQPXhWktX+ddN+fbw41cZEAAAAcDemaepvU1YrM79EkuTn7dCrV/aXv4+XzckANAQKUACaxPWnxGlct6qp009N36gt1db1AwAAoGX7cGGKZm3OsNoPndNdidW2cgDg2ShAAWgShmHoH5f0VWSwrySpuMypOz5ZoYLiMpuTAQAAwG5r0rL1zA+brPZpSW107bBONiYC0NAoQAFoMlEhfvrnJX2t9tb9+fr7/9ayHxQAAEALdrCgRLd9vEIl5U5JUmSwn56/pI8Mw7A5GYCGRAEKQJMal9RGt41NsNrfrd6jD6td5QQAAAAtR7nT1J+/WKXd2YckSV4OQ69f1V+RwX42JwPQ0ChAAWhyfz09UcM7R1jtp6Zv1PLUgzYmAgAAgB1e+22r5myp2vfpb2d207Bq40QAzQcFKABNztvLodeu6q+2oa53tsqcpu74ZIUy84ttTgYAAICmMnvzfr3y61arfWbPtvrD6M42JgLQmChAAbBFZLCf/n31AHk7XGv79+YW6U+frVS5k/2gAAAAmru0g4X68xerVLkVaHxkkP55aV/2fQKaMQpQAGwzsFO4Hjqnu9VemJylF2dutjERAAAAGltxWblu/2SFsgtLJUn+Pg69ec0Ahfr72JwMQGOiAAXAVjecEqdz+8RY7TdmJeuXDftsTAQAAIDG9MS0DVqTlmO1n72ot5KiQ21MBKApUIACYCvDMPT8xX3UpU2w1XfPl6uUmlVgYyoAAAA0hq+Xp+mT33da7WuGddSF/dvbmAhAU6EABcB2QX7e+s81AxXk6yVJyisq0x8/XqGi0nKbkwEAAKChbNiTqwe/WWu1+7YP0yPn9rAxEYCmRAEKgFvo0iZYz1/Sx2pvTM/Vw1PXyTTZlBwAAMDT5Rwq1W2fLFdxmVOS1DrQR/++ZqD8vL1sTgagqVCAAuA2zu3TTpNGxFvtKcvT9MXSXTYmAgAAwMkyTVP3frVaqVmFkiTDkF65or9iWwXYnAxAU6IABcCt/P3sJA3q1NpqP/rdeq2ttkklAAAAPMtbc7drZrWLzNwzPlGjE6NsTATADhSgALgVHy+H3rh6gCKDfSVJJWVO3fbJch0sKLE5GQAAAI7XwuRM/WPGJqs9tluU7hzXxcZEAOxCAQqA22kb6q/Xrhwgh+Fqpx08pNs/WaHScqe9wQAAAFBvqVkFuv2TFXJWbOkZ2ypAL1/eT47KQR6AFoUCFAC3NDwhQn+bkGS1F23P0qPfsik5AACAJ8g5VKpJHyxVdmGpJMnX26E3rxmgVoG+NicDYBcKUADc1q2jO+vC/rFW+7Mlu/Te/B02JgIAAMCxlJU7deenK5ScUWD1/fOSPurTvpV9oQDYjgIUALdlGIaevai3BlbblPzpHzbqt037jnIWAAAA7PTE9xs0b2um1f7TqV00sV/sUc4A0BJQgALg1vx9vPTWtQOty/SapnTXpyu1aW+uzckAAABwuI8WpeijRalW+5zeMfrz+EQbEwFwFxSgALi9yGA/vXfDIAX5ekmSCkrKddMHy5SZX2xzMgAAAFSauyVD/zdtg9Xu0z5ML1zal03HAUiiAAXAQyRFh+q1q/pbV8bbnX1If/homYpKy+0NBgAAAG3bn6c7Plmh8opL3sWE+evd6wYpoOINRACgAAXAY5ya1FYPnt3daq/Yma0Hvl7DlfEAAABsdKCgRJM+WKa84jJJUoCPl965bpDahPrbnAyAO6EABcCj3DQyXlcO6WC1p67aozdmbbMxEQAAQMtVUubUHz9erp0HCiVJhiG9fEU/9YoNszkZAHdDAQqARzEMQ09M7KXhnSOsvhd+3qIf1qbbmAoAAKDlMU1TD32zVkt2HLD6/nZmks7sGW1jKgDuigIUAI/j4+XQm9cMUHxkkNX3ly9XaU1atn2hAAAAWpi35m7XV8vTrPbFA9rrj2M625gIgDujAAXAI7UK9NV71w9SqL+3JKmo1KmbP1ym9JxDNicDAABo/n5av1fPz9hktYfEheuZi3rJMLjiHYDaUYAC4LE6RwXrzWsGyqvi0nj784p184fLVFCxASYAAAAa3rrdObrni1WqvA5Mh/AA/efagfLz5op3AOpGAQqARxvRJVJPTOxptdfvydUfP16ukjKnjakAAACap9SsAt0weakKS8olSSF+3nr/+sEKD/K1ORkAd0cBCoDHu3poJ00aEW+1523N1F+/Wi2n07QxFQAAQPOyP69I1763RJn5xZIkL4eh167qr65tQ2xOBsATUIAC0Cw8fE53nde3ndWetnqPnvh+g0yTIhQAAMDJyi0q1fXvL9XOA4VW3z8u7qOx3drYmAqAJ6EABaBZcDgM/evSvhrVNdLq+2Bhit6Ytc3GVAAAAJ6vqLRct3y4TBvTc62+B89O0sUD29uYCoCnoQAFoNnw9XbozWsGqk/7MKvvhZ+36NPfd9qYCgAAwHOVO03d/flK/b7jgNX3h9Gd9YfRCTamAuCJKEABaFaC/bw1+YbB6hwZZPU9PHWtZqxLtzEVAACA5zFNUw9PXauf1u+z+i4e0F4PTEiyMRUAT0UBCkCzExHsp49uGqK2oX6SJKcp/emzVVqUnGVzMgAAAM/x4swt+mzJLqt9alIbPXdxbzkcho2pAHgqClAAmqX2rQP10aShCvX3liSVlDt1y0fLtG53js3JAAAA3N8HC3botd+q9tIc2Km13rhqgHy8+BMSwInh1QNAs9UtOkTv3zBYft6ul7r84jLdMHmpUrMKbE7mWQzDkGHwTqenWr58uZ577jlddNFFio2NlWEY8vf3tzsWAMCNfbd6j/7v+w1WO7FtsN67fpACfL1sTNU0GPd4NsY97o0CFIBmbVBcuP599QB5VUwVz8wv1rXvLdH+vCKbk7U8KSkpMgxDY8eOtTuK7ZryuXjyySf197//Xd9884327NnT6I8HAPBsc7dk6K9frpJputqxrQL00aShahXoa28wD8O4pwrjHlRyqwKUYRgDDcN4wDCM/xmGsdswDNMwDP5KBHBSTuveVs9f3Mdq7zxQqBveX6rcolIbUwFNY/jw4Xr00Uc1bdo07d271+44AAA3tmpXtv748XKVlruqT+FBvvropiGKDmMGCTwD4x735m13gMM8Immi3SEAND+XDGyvrPxiPfvjJknShvRc3fzhMn1445AWMZ0cLdf9999vdwQAgAfYui9Pkz5YqsKScklSoK+XJt8wWAlRwTYnA+qPcY97c6sZUJIWSXpC0nmSom3OAqCZuXVMgm4ZFW+1l+w4oJs+XKpDFQOtk5GXl6eysrKTvh9PUX0q9aFDh/TAAw+oU6dO8vPzU5cuXfT888/LrJy7L+nxxx9XfLzruZ8zZ461v4JhGLrhhhuOuO9bb71VcXFx8vPzU1RUlC655BKtWbPmqDlyc3P117/+VfHx8fLx8dGf//xn67idO3fqzjvvVNeuXeXv76+IiAgNGTJEzzzzjA4dOlTr/Z5ohrvvvlsdOnSQv7+/unfvrpdeeklOp/OEngsAAJrCtv15uvKdxTpQUCJJ8vEy9J9rBqpvh1a1Hn/w4MEmTGc/xj11Z2Dcg+PhVjOgTNN8vnqbzd8ANLS/n9VdBwtLNWV5miRpYXKWbvlomd69fpBOZB5UcnKynn76aX300Ue6+OKL9cUXXzRsYDdXUlKiM844Q+vXr9eQIUPUvXt3zZkzRw888IDy8vL01FNPSZL69euniy++WF9//bXatm2rCRMmWPcxcuRI6/P58+frnHPOUW5urnr27Knzzz9fu3fv1v/+9z/98MMPmj59usaNG3dEjkOHDmnMmDFKTU3VmDFjNGDAALVu3VqSNHfuXJ1//vnKyclR586dNXHiRBUUFGjDhg166KGHdNVVVykuLu6kMxQXF+vUU09VcnKyTj31VJWUlOjXX3/VX/7yF61Zs0aTJ08+rucCAICmsD2jQNdMXqbMfFfxyWFI/7qsn0YnRh1x7IIFC/T444/rl19+0csvv6y77767qePainFPFcY9OCGmabrthyRTUlED3t/6Hj16mABatrJyp3n3ZyvMTvd/b31c8+5iM6/gkCnJLCkpOeZ9bNu2zbzxxhtNLy8vs+K1ykxKSmqC9E2v8uurbseOHVb/qFGjzIyMDOu2pUuXmt7e3mZgYKCZl5d3xDljxoyp9XFycnLM6Oho08fHx/zqq69q3DZz5kzT19fXjI2NNYuLi2vNMXz4cPPgwYM1zjtw4IAZFRVlSjJfeukl0+l01rh9zpw5ZnZ2doNl6NOnT43nYtu2bWa7du1MSea3335b7+fCNE1zzJgx1v3W92PWrFl13l8lSaafn98xj8ORevToYUpab7rBGKk+H4x7ABxNSUmJ6d26nTn4qZnWeCjuge/Nr5fvOuLY+fPnm+PHj6/xO2fSpEk2pG58jHvqn4FxT/PVWGMet5oBBQBNwcth6IVL+8ppui4zLEnztmbqjs9WS15Hf1msPuOpvPzkl+55OofDoXfffVeRkZFW36BBg3TWWWdp2rRpWrZsWb2vePL+++9r7969+vvf/65LLrmkxm3jx4/X7bffrpdfflnff/+9LrrooiPOf/XVV9WqVasafe+8844yMjJ07rnn1piaXmn06NENmuGFF16o8VwkJCTokUce0W233aY33nhD559//rGeBsuECRNqvENZH9HRrF4HANRPalah2l75rPbnFUuSDEP65yV9ddGA9tYx1Wc8gXHP4Rj34HhRgALQInl7OfTiZX3lNE19vyZdkjRna6aiLnhQxWVO+fjUPJ7CU+3i4uKUmJh4RH9lX3p6er3va+bMmZKkCy64oNbbR44cqZdffllLly49YhAUExOjQYMGHXFO5YD51ltvbfQM4eHhOv30048456qrrtJtt92mhQsXyjTNei8vf+CBB+p1HAAAxys1q0DXvL9U3iERVt/zF/XRJQNdxScKT7Vj3FOFcQ9ORLMsQBmGsb6OmxKaNAgAt+bt5dDLl/eT0zT1w1rXZVoDuwzRnz5frf9cO0i+3q7rNDz++OP6v//7v2Pe36ZNm+Tn59eomRuCw+HQvffeqyeffPKk76t9+/a19gcHu66YU1xcXO/7SklJkSQNHTr0qMdlZmYe0dexY8daj921a5ck1ztyjZ2hU6dOtR4bGhqqVq1aKTs7W7m5uQoLC6tXFqC+GPcAOB47swp15duLtTe36nf0cxf11mWDO0iSxo0bp9mzZx/zfj744AN9/PHHjRWzwQQEBGjy5Mm68MILT/q+GPdUYdyDE9EsC1AAUF/eXg69ckV/OZ0rNWO9qwj12+YM3fnpCr1x9QD5eDm0Z8+eet9fSUlJY0VtUGlpaQ1yPw15sYjKmWWXXnqpAgMD6zyutkGSv7//Ue+7vjlPJsPRmKZ57IMO89xzz2nTpk3Hdc4DDzygpKSk434sAEDLsOtAoa58Z7H25BRZfU+c311XDKkqaOzfv79e9+V0Oj1i3FNSUqKMjIwGuS/GPfXDuAd1aZYFKNM0e9bWX/EOYY8mjgPAzfl4OfTqlf11+8fL9Msm1wDl5w37dNenK/XaVf319ttv65xzztGzzz6r33//vc776dKli2bNmtVUsU+Yw+FQTEyM3TGO0L59e23evFkPP/yw+vTp0yD32aFDB23atEnbtm2r1wDlZDLs3Lmz1v7c3Fzl5OQoKChIoaGh9b6/GTNmaM6cOceV4YYbbmAg1gIx7gFQH2kHXcWn3dmHrL6sn/+tK5+cWuO4VatW6T//+Y9eeukl7dixo877u/zyy/XCCy80VtwG4+/vX2OfInfBuKcmxj0tQ7MsQAHA8fL1duiVy/sq/pqnFdjV9S7PjPV79efPV+mVK/pp4sSJmjhxombPnq3HHntMc+fOPeI+vL2965yaDcnX11eSVFZWVuvt48eP16+//qqpU6c22EBs/Pjxmjlzpt5++22de+659Tr+RDNkZWXpl19+0fjx42v0f/bZZ5KkU045xXpH8ljPhaR6LX8AAKA+9mQf0pXvLFbawari06PnJOmm53844lgfHx/ddddduu222/TZZ5/pySef1NatW484LigoiHHPUTDuYdyDIznsDgAA7sLX26GMb5/V2MSqd8mmr03Xn79YpbJypyRp7NixmjNnjmbNmnXElURwdJGRkfLx8VFycnKtG7nfeuutioqK0jPPPKPJkycfMX27oKBAH3300XEtH7z55psVGRmpadOm6fXXXz/iPufNm6ecnJwGy3DfffcpKyvLau/YscPaa+v222+3+o/1XAAA0FDSc1zFp10HqopPj53XQ9cOq30foUre3t669tprtWHDBn300Ufq2rVrY0dtVhj3MO7BkShAAUB15WV6/cp+Gtstyur6fk267v5ilUrKnFZfbYUo3gU8Ol9fX02YMEF79+5V3759dd111+nmm2/W5MmTJUmtW7fWN998o6CgIE2aNEnx8fE699xzdfHFF2vw4MFq27atrr/++lo3wqxLeHi4vvzyS4WEhOiuu+5S165ddfnll+u8885T586dNXr0aB08eNA6/mQyDBs2TA6HQ127dtUll1yi888/X7169dLu3bt1zTXX1LjCzLGei4Y0ffp0DRs2zPqQXPthVO+bPn16gz8uAMB+aQddG46nZhVafQ+f0103joiv933UVYhi3HN0jHsuqPdz0ZAY97g3luABwGH8vB36zzUD9Yf/LtfcLa49oaavSVdBcZnevHqgAny9rGMrC1Hr169nIFYP7777ru69917NnDlTn376qcrLy1VWVqYbb7xRkjRixAitXbtWL774oqZPn67ffvtNXl5eateunc4991xddNFF6tHj+La0GTdunFatWqXnn39eP/30k6ZOnarQ0FAlJCToD3/4g6Kjo2scf6IZ/Pz8NGPGDD344IOaOnWqMjMzFR8fr1tuuUV//vOfj/u5aCgZGRlH7F1mmmaNvobanBUA4D627c/TNe8u0d7cqg3HHzw7STeP6nxC91dZiLryyiu1evVq9e3bt6GiNluMe+r/XDQUxj3uzTiRHeobi2EY50h6pFrXUEmmpCXV+p40TfOESpaGYazv0aNHj/Xr67paMYCWrLS0VL6+viopKZGPj4+KSstrFKEkaVCn1nrvhsEKC/CxMSncSUpKiuLj4zVmzBj2L2jmevbsqQ0bNmyoa9Nvd8O4B2i51qbl6PrJS3SgoOoqdX8/K0m3jkmw2oePe4D6YNzTMjTWmMfdluBFyVV0qvyQJOOwvqjaTwWAhuXv46V3rhuoc3pXXTFuWepBXfn2YmXkFduYDAAAoHaLkrN05TuLreKTYUhPX9irRvEJAOzgVgUo0zQ/ME3TOMbHB3bnBNBy+Hl76dUr++uKwR2svg3pubrsrUVKO1h4lDMBAACa1i8b9un6yUuUX+y62pi3w9CrV/TX1UM72ZwMANysAAUA7sjLYejZi3rr1tFVeybsyCzQpf9ZpG37821MBgAA4PLNyjTd+vFy66Ip/j4OvXP9IJ3Xt53NyQDAhU3IAaAeDMPQ38/urrBAH/1jxmZJUnpOkS57a5E+vHGIercPszkh7BIXF3fEZYsBAGhKHy5M0WPfVe33FuLnrfdvHKzBceE2pkJzxLgHJ4MZUABwHG4f20VPXdBLhuFqHygo0ZXvLNai5Cx7gwEAgBbHNE299uvWGsWniCBfffaHYRSfALgdClAAcJyuGdZJr1zRX94OVxUqv7hM109eol827LM5GQAAaCmcTlNPTd+of83cYvXFtgrQV38crl6xzMwG4H4oQAHACTi/bzu9c90g+Xm7XkZLypy69ePl+mZlms3JAABAc1dW7tTfvl6j9+bvsPoSooL01R+Hq3NUsI3JAKBuFKAA4ASNS2qj/940VCF+ru30yp2m7vlitd6dt5218QAAoFEUlpTptk9WaMryqje9eseG6ctbh6tdqwAbkwHA0VGAAoCTMCQ+XJ/9YZgignytvqemb9Rj361XWbnTxmQAAKC52Z9XpCveXqyZ1Zb9D4kP16e3DFVEsJ+NyQDg2ChAAcBJ6hUbpq/+OFyx1d51/GhRqm75aJnyi8tsTAYAAJqLzXvzdOEbC7UmLcfqG9+9jT6aNEQh/j42JgOA+qEABQANoHNUsL654xT1bV+16eeszRm69D+LlJ5zyMZkAADA083ZkqGL31yo3dlVY4obTonTW9cOkr+Pl43JAKD+KEABQANpE+Kvz/8wXBN6Rlt9G9NzdcEbC7Rud85RzgQAAKjdp7/v1KQPllqzqh2G9Nh5PfT4+T3lVXFFXgDwBBSgAKABBfh66d9XD9Ctoztbfftyi3XZW4v068Z9RzkTAACgitNp6tkfNurBb9aq3Om6uEmgr5feuW6QbhwRb3M6ADh+FKAAoIE5HIb+fnZ3PX1hL+udycKSct3y0TJ9sGDHMc4GAAAt3aGSct3x6Qq9NXe71dc21E9f3jpcp3Vva2MyADhxFKAAoJFcPbST3r9hsIL9vCVJTlN6fNoGPf7deuudTAAAgOoy8op1xTuL9eO6vVZf95hQTb1jhHrFhh3lTABwbxSgAKARjUmM0pTbhqtdmL/V98HCFN3632Uq4Ap5AACgmq378nTBGwu0ele21TeuW5S++uNwxYQF1H0iAHgAClAA0MiSol3vWvau9q7lLxv367K3FmlPNlfIAwAA0twtGbrosCvdXTusk965bpA1mxoAPBkFKABoAm1C/fXFrcN0eo+qfRvW78nVea/N16LkLBuTAQAAO5mmqTdmbdP1k5cor8g1O9owpEfO7aEnJvaUtxd/sgFoHng1A4AmEujrrf9cM1A3jay6ck1WQYmuee93vTtvu0yTfaEAAGhJ8ovLdNvHK/TPnzarchgQ4OOltyrGC4Zh2BsQABoQBSgAaEJeDkOPnNtD/7ikj3y9XS/B5U5TT03fqD99vkqFJewLBQBAS5Ccka+Jr8/XjPVVm413CA/Q17edojN6RtuYDAAaBwUoALDBZYM6aMofa25OPm31Hl3074VKzSqwMRkAAGhsP63fq4mvL1ByRtXv/NGJUZp250j1aBdqYzIAaDwUoADAJn3at9K0u0bqlIQIq2/T3jyd99p8zdq838ZkAACgMZQ7Tb3w02bd+t/lyq92Ndw7x3XR5BsGq1Wgr43pAKBxUYACABtFBPvpo0lD9IfRna2+3KIyTfpgqV79daucTvaFAgCgOcgpLNWkD5bq9VnbrL5gP9f+kPee2U1eDvZ7AtC8UYACAJt5ezn04Nnd9dqV/RXg4yVJMk3pxZlbdOvHy5VbVGpzQgAAcDI2pufqvNfna86WDKsvISpIU+8YoQm92O8JQMtAAQoA3MR5fdtp6h0jFBcRaPXN3LBPF7y+QFv35dmYDAAAnKhvV+3Whf9eoJ0HCq2+M3u21dQ7RqhLm2AbkwFA06IABQBupFt0iL69c6ROTWpj9W3PLNDENxZoyvI0mSZL8gAA8ARFpeV6eOpa3f35KhWVOiVJhiHdd2Y3/eeagQrx97E5IQA0LQpQAOBmwgJ89O51g3T3aV2tvsKSct371Wrd88Uq5bEkDwAAt7ZlX54mvr5AHy/eafWFBfjogxuH6I5xXWQY7PcEoOWhAAUAbsjhMHTP6Yl697pBCguoeod06qo9Ove1+Vq9K9u+cAAAoFamaerT33fq/Nfna3O15fM924Vq2p0jNSYxysZ0AGAvClAA4MbG92irH+4epcFxra2+1KxCXfzmQr09N5mr5AEA4CZyCkt1x6cr9OA3a60ld5J008h4/e/2U9Sx2h6PANASUYACADcX2ypAn90yTHef1lWVV2guc5p65odNuuGDpcrIK7Y3IAAALdzy1AM6+9V5+mHtXqsvPMhXk28YrEfO7SE/by8b0wGAe6AABQAewNvLoXtOT9SntwxTdKi/1T93S4bOemWe5la7rDMAAGga5U5Tr/+2VZe9tVi7sw9Z/ackROjHu0dpXLWLigBAS0cBCgA8yLDOrgHt6T3aWn2Z+cW67v0levbHjSopcx7lbAAA0FD25hTpmnd/1ws/b1F5xZJ4L4eh+87spv/eNFRtq71hBACgAAUAHqd1kK/evnagnpjYU77eVS/jb83Zrkv/s1CpWQU2pgMAoPn7deM+nfXKXC3anmX1xbYK0Je3Dtcd47rIy8FV7gDgcBSgAMADGYah64bHaertI5QQFWT1r07L0VmvzNPHi1NlmmxQDgBAQ8orKtUDX6/RTR8u08HCUqv/nN4x+uHuURrYqfVRzgaAlo0CFAB4sB7tQjXtrpG6YnAHq6+wpFwPT12na99borSDhTamAwCg+Zi/NVMTXp6nz5fusvr8fRx69qLeev2q/goL8LExHQC4PwpQAODhAn299dzFffT6Vf3VKrBq8Dt/W8VAeclOZkMBAHCCCorL9PDUtbrmvd9rbDTes12opt05UlcO6SjDYMkdABwLBSgAaCbO7dNOP98zWuO7V21Qnl9cpgf+t1bXT16q9JxDRzkbAAAcblFyls58ea4+XrzT6vN2GLpnfKKm3jFCXduG2JgOADwLBSgAaEbahPjrnesG6qXL+yrU39vqn7slQ2e8NFdTlqcxGwoAgGMoLCnT49+t15XvLFbawao3cJKiQ/TtnSN09/iu8vHiTykAOB68agJAM2MYhi7s314z/zJG47pFWf15RWW696vVuvnDZdqfW2RjQgAA3NfSlAM665V5+mBhitXn5TD0p1O76Ls7R6pnuzD7wgGAB6MABQDNVNtQf71/w2D945I+CvGrmg3166b9Ov2luZq6cjezoQAAqFBUWq4nv9+gy95apNSsqot4JLYN1tTbR+gvZ3STrzd/PgHAieIVFACaMcMwdNmgDvrpntEa1TXS6s85VKo/f7FKN3+4jCvlAQBavPlbM3XWK/P03vwdqnxvxmFIt49N0LS7Rqp3e2Y9AcDJ8j72IQAAT9euVYA+mjREny/dpae+36CCknJJrtlQC5Oz9OfxXTVpZDz7WQAAWpSMvGI9PX2Dpq7aU6M/ISpI/7qsn/p1aGVPMABohvhLAwBaCMMwdOWQjvrpntEa0SXC6j9UWq5nf9yk816br+WpB2xMCABA03A6TX3ye6pO+9fsGsUnhyH9YXRnTf/TKIpPANDAmAEFAC1M+9aB+vimoZq6aree+n6jsgpKJEmb9ubp4jcX6cohHXT/hCS1CvS1OSkAAA1vw55cPTR1rVbuzK7R37d9mJ6+sLd6xbLcDgAaAwUoAGiBKq+UN65bGz0/Y5M+W7LLuu2zJbv08/p9euic7rqwf6wMw7AxKQAADaOguEwv/7JF7y9IUbmz6iIcIX7e+tuEbrpqaCd5OfidBwCNhSV4ANCCtQr01bMX9dHXtw1Xt7YhVn9WQYn+8uVqXfXO70rOyLcxIQAAJ+/n9Xt1+otz9M68HTWKT+f2idGvfx2ja4fHUXwCgEZGAQoAoIGdwvX9n0bqgbOS5O9T9ath0fYsnfXyPL04c4uKSsttTAgAwPHbnX1It3y0TH/473LtySmy+juGB+rDSUP0+lUD1CbU38aEANBysAQPACBJ8vFy6I9jEnRO7xg9/t16/bppvySppNypV3/dqq+Xp+mBs5J0bp8YluUBANxaQXGZ3pqTrLfmbldxmdPq9/Ey9McxCbpjXBf5+3jZmBAAWh4KUACAGjqEB+rd6wfpp/X79Ph367U31/WO8e7sQ7rrs5X6cGGKHj2vh/q0b2VvUAAADuN0mvpm5W7946dN2pdbXOO2ofHhevrCXurSJqSOswEAjYkCFADgCIZhaEKvaI3sGqlXftmiDxamqLTctWfGstSDOv/1Bbp4QHv9bUI3tWXpAgDADSxPPaAnpm3Q6rScGv1RIX66f0KSLh7AhTUAwE4UoAAAdQr289ZD5/TQVUM76enpG/XLxn3WbV+vSNOP69J125gE3TK6M0sZAAC2SDtYqOdnbNa01Xtq9Pt6O3TLqHjdNraLgv34swcA7MYrMQDgmOIjg/Tu9YM0f2umnvx+gzbvy5MkFZaU618zt+jzpbvYHwoA0KQKisv0nznJevuwfZ4k6Zw+MXpgQpI6hAfalA4AcDi3uwqeYRj+hmH8n2EYWwzDKDIMY49hGO8bhtHe7mwA0NKN7Bqp6X8aqacv7KXwIF+rv3J/qEv+s0ird2XbFxAA0Ow5naa+Xp6mU/81W6/9tq1G8alXbKi+vHW43rhqAMUnAHAzbjUDyjAMf0m/SjpFUrqkbyXFSbpR0rmGYQw3TTPZvoQAAG8vh64e2knn9mmnN2Zt0+QFO6z9oZanHtTENxbonN4x+ssZiUqICrY5LQCguTBNU7M279c/f9qijem5NW6LCvHT387sposHtJfDwUxcAHBHblWAkvSgXMWnRZLOME0zX5IMw/iLpH9Jel/SGPviAQAqhQX46MGzu+uqIR319A8bNXND1f5Q09em68d16bpkYHvdPT5Rsa0CbEwKAPB0v2/P0j9/2qxlqQdr9Pt6O/SHUZ1129gEBbHPEwC4Nbd5lTYMw0fSXRXNOyqLT5JkmuaLhmFcL2m0YRgDTdNcbktIAMAR4iKD9M51g7RwW6aenL7RelfaaUpfLkvT1JV7dM2wTrp9XIIig/1sTgsA8CTrdufonz9t1pwtGUfcdm6fGN3PPk8A4DHcpgAlaaSkVpKSTdNcWcvtUyT1kXSeJApQAOBmTukSqel3jdT3a9P14s+blZJVKEkqKXfq/QU79MXSnbppZLxuHt1Zof4+NqcFALiz5Ix8vfjzFk1fm37EbWMSo3Tfmd3UKzbMhmQAgBPlTgWovhX/rqjj9hWHHQcAcDMOh6Hz+7bTWb2iNWV5ml75Zav25hZJkgpKyvXqb9v00eJU3TYmQdefEid/Hy+bEwMA3Mnu7EN65ZctmrI8TU6z5m2DOrXWfWd209DOEfaEAwCcFHcqQHWs+DetjtvTDjsOAOCmfLwcunJIR13YP1b/XZSqf8/epoOFpZKk7MJSPfvjJr2/YIfuPLWrLhvUXn7eFKIAoCXbn1uk/8zZro8Xp6qk3Fnjtu4xobrvzESN69ZGhsEG4wDgqdypAFV5qaTCOm4vOOy4OhmGsb6OmxJM01RpaenxZgPQAlS+NvAa0XC8JN0wvIMu7h+jyQtT9P6CVBWUlEuS9uUW65Gp6/T6r1t186g4XT6wvQJ8KUTBfZmmeeyDbMC4B55sT/YhvTM/RV8u362SspqFp07hgfrzaQk6u1e0HA5DZWVlNqVsnhj3AKhLY4153KkAVfl2Rl1faYO83bFx40b5+vo2xF0BaKaCgoLsjtBsOQJCFTb8MoX0P1uGt+u1eF9esZ7+YbOe+Op35S79Rnkrf5BZcsjmpEDzwLgH7sq7VbRCh12q4F6nyfCq+SdJWV6WchZ8qtS1v2ius9ymhC0H4x4ATcWdClB5Ff/W9QpYeXmL/Dput5im2bO2fsMw1nfv3r3H6tWrTyAegOautLRUQUFBKigokI8Pm2Q3pvScIr05Z7umrNit0nLX+w5eQa3UeuyNijvrFl0/vJOuG9ZRYQF8H+A++vbtq40bN9od4wiMe+BJtu3P13/m7tC0NelH7PEUFeyrm0fG6aohHeTvc6U9AVsQxj0A6tJYYx53KkDtrPi3fR23tz/suBNiGAYvsACOysfHh9eJRtYx0kfPXtxXd4/vprfnbtenS1JVVOpaepFzqEyv/pas9xek6rrhnXTTyHhFBPvZnBiQR+49w7gH7mL9nhy9MWubfly3V4ev7IhtFaA/jumsSwd14OIUNmDcA+BwjTXmcacCVOXbcwPquL2yf00TZAEANIHoMH89el4P3T4uQe/N36GPFqZYe0TlF5fp37OTNXlBiq4a2lG3jOqs6DB/mxMDAI7Hyp0H9casbfpl4/4jbusUEag7xnbRBf1j5evtsCEdAKApuVMBaoGkHEkJhmH0N01z5WG3X1Lx7/dNGwsA0Ngig/10/4Qk3Tq6sz5YmKL35+9QbpFrs9lDpeWu4tSiFJ3Xp51uGhWvnu3CbE4MAKhLudPUzA379N787VqacvCI27u2Cdadp3bROb1j5O1F4QkAWgq3KUCZplliGMbrkh6S9LphGGeYplkgSYZh/EVSH0nzTdNcamdOAEDjaRXoqz+PT9RNI+P18eKdenfedmUVlEiSSstN/W/lbv1v5W6dkhChW0Z11pjEKDkcnrcsCgCao4LiMk1Znqb3F+xQataRF7bu2S5Ud53aRWf0iOa1GwBaILcpQFV4StJ4SadI2moYxjxJnSQNlZQl6UYbswEAmkiIv49uG5ugG06J06dLduq9edu1J6fIun1hcpYWJmcpISpIN4/qrAv7x7JvCADYZG9OkT5clKJPFqdas1erG9ipte4Yl6Bx3dp45F5qAICG4VYFKNM0iwzDGCfp75KuknSBpIOSPpT0iGmau2yMBwBoYgG+XrppZLyuG95JP6xN17vzdmjt7hzr9uSMAv39f2v1wk+bdc2wTrp2eCdFsmE5ADSJ9Xty9N68Hfpu9R6VHXZJO4chndU7RjePjFf/jq1tSggAcCduVYCSJNM0D0l6tOIDAAD5eDk0sV+szu/bTktTDuqdedv1y8Z91pWUsgpK9MqvW/XmnGRd2C9WN4yIU/eYUHtDA0AzVO40NWvTfr03f4cWbc864vZgP29dPriDbjglTh3CA21ICABwV25XgAIAoC6GYWhIfLiGxIdrR2aB3p+/Q18t36WiUqckqaTMqS+W7dIXy3ZpYKfWunZYJ53VO1p+3izPA4CTkZFXrC+X7dKnv+/U7uxDR9zeLsxfN46I1+VDOijU38eGhAAAd0cBCgDgkeIjg/TkBb30l9MT9emSnfpgYYoy8oqt25enHtTy1IN64ntfXTaog64e2pF34wHgOJimqSU7Dui/i1P10/q9Ki03jzimT/sw3Tyqs87qFS0frmgHADgKClAAAI/WOshXd4zroptHxWva6nT9d1GKVqdV7RN1oKBE/5mTrLfmJmtsYpSuGdZJY7u1kRdXYAKAWuUVleqblbv18eJUbdmXf8Tt3g5DZ/RsqxtOidfguNZsLA4AqBcKUACAZsHP20uXDGyvSwa215q0bH28OFXfrtqj4jLX8jzTlGZtztCszRmKbRWgq4Z21OWDO7BpOQBU2LAnVx//nqqpK3ersKT8iNujQ/115ZCOumJIB7UN9bchIQDAk1GAAgA0O33at9I/Lmmlh87uoSkr0vTJ4lRtzyywbt+dfUj//GmzXv5li05LaqtLB7XXmMQoebN8BEALk3OoVNNW79FXy9O0eld2rceM6hqpq4d20vjubXidBACcMApQAIBmKyzQRzeNjNekEXFamJyljxen6ucN+1Recbnw0nJTM9bv1Yz1exUV4qeLBsTq0oEd1KVNsM3JAaDxOJ2mFiZn6ctlu/TT+r3WTNHqwgJ8dOnA9rp6WCfFRwbZkBIA0NxQgAIANHuGYWhEl0iN6BKpvTlF+nzpTn22ZKf25VZtWp6RV6y35mzXW3O2q3/HVrp0YAed2zeGqzkBaDZ2ZhVqyvJd+nrF7lqvZCdJfduH6ZphnXRe33by9+EKogCAhkMBCgDQokSH+evP4xN157gumrs1Q18tS9MvG/fVuLrTyp3ZWrkzW098v15n9YrRpQPba1jnCDnYuByAhyksKdMPa/fqq2W79PuOA7UeEx7kqwv6xerSQe3VPSa0iRMCAFoKClAAgBbJ28uhU5Pa6tSktjpQUKJvV+3WV8vStCE91zqmqNSpb1bu1jcrdyu2VYDO79dOE/u1U1I0f6ABcF9l5U7N35ap71bv0U/r9qqglg3FvRyGxiZG6dJB7XVqUlv5erO3EwCgcVGAAgC0eOFBvrpxRLxuHBGvdbtzNGV5mqau2q3swlLrmN3Zh/Tm7GS9OTtZiW2DNbFfrM7r004dIwJtTA4ALk6nqRU7D+rbVXv0w9p0ZRWU1HpclzbBunRge13YP1ZtuJIdAKAJUYACAKCaXrFh6hUbpr+fnaRfN+7XV8t2ac6WDDmrVuhpy758/fOnzfrnT5vVv2Mrnd+3nc7pE6M2IfwxB6DpmKapjel5+m71Hk1bvafOfZ1C/Lx1bt92unRQe/Xv0EqGwXJiAEDTowAFAEAt/Ly9dHbvGJ3dO0b7c4s0bU26vlu954jLlFfuF/Xk9xs0okukzuvbTmf2jFZYAJuXA2gcqVkFmrZ6j75dtUdb9+fXeoyvl0Nju0Xp/H7tdFpSWwX4sqE4AMBeFKAAADiGNqH+umlkvG4aGa+UzIo//Fbv0bZqf/g5TWne1kzN25qph75ZqxFdIjWhZ7RO79FWEcF+NqYH0Bxs3ZenGev26sd1e2vsVVedw5BOSYjU+X3b6cxeFMIBAO6FAhQAAMchLjJId53WVXee2kUb0/P07erd+n51eo2lL6XlpmZvztDszRl68Ju1GhIfrrN6xejMntGKDmOZHoBjM01T6/fk6sd16Zqxbq+SMwrqPLZfh1aa2I+lwAAA90YBCgCAE2AYhnq0C1WPdqG6/8wkLd95UN+t2qPpa9N1oNrmv05TWrz9gBZvP6DHvluv/h1b6axe0ZrQM4YNzAHU4HSaWrnroH5cu1cz1u9V2sHa93SSpMS2wTq/bzud17edOkUENWFKAABODAUoAABOksNhaHBcuAbHheux83poacpB/bR+r2as26u9uUU1jq3cM+qZHzapR0yozujZVqcltVXPdqFyONgYGGhpikrLtSg5S79u2qef1+/T/rziOo/tFRtqzabs0ia4CVMCAHDyKEABANCAvL0cGp4QoeEJEXr03B5alZatnyr2bdl5oLDGsRvSc7UhPVcv/7JVbUL8dGpSG52a1EYju0Yq0Jdf0UBztTenSLM279evG/dp/rZMFZU6az3OMKSBHVtrQq9ondkzWh3CmTUJAPBcjG4BAGgkDoehAR1ba0DH1nrgrCRtTM/TjHXp+nHd3iOuXLU/r1ifL92lz5fukq+3Q8M7R+i07q6CVPvW/NEJeDKn09Ta3Tn6ddN+/bZpn9btrn0TcUnychga1jlcE3q6ik5tQtnTCQDQPFCAAgCgCVTfM+ovZ3TTtv35+nnDXs3atF/LUw/KaVYdW1Lm1JwtGZqzJUOPfrte3dqG6NTubTQmMUoDOraWr7fDvi8EQL3kFJZqQXKmZm/er982ZSgzv+6ldUG+XhrVNUqndm+j8d3bKjzItwmTAgDQNChAAQBggy5tgtWlTRfdPraLDhaUaM6WDP26ab9mb96vvKKyGsdu3penzfvy9ObsZAX6eml45wiNTozSqK6Rio8MkmGwdxRgt9Jyp1bvytbcrZmatzVDq3dl1ygsH65DeIBOS2qr07q30ZD4cPl5ezVdWAAAbEABCgAAm7UO8tUF/WN1Qf9YlZY7tTz1oH7b5Nof5vBLrxeWlOvXTfv166b9kqTYVgEanRipUV2jNCIhUmGBPnZ8CUCLlJpV4Co4bcnQouQs5RWX1Xmsl8PQwE6tdVpSG53WvY0SooIpHgMAWhQKUAAAuBEfL4eGdY7QsM4RevDs7krJLLBmRi3ZcUDFZTU3K96dfUifLdmlz5bsksOQ+rRvpVFdIzU8IUIDOraWvw+zKoCGkpVfrN93HNDC5EzN3ZJ5xIUFDhcZ7KuRXSI1Lsm1hLZVIEvrAAAtFwUoAADcWFxkkG4aGa+bRsarqLRcS1MOaN7WTM3dkqFNe/NqHOs0pVW7srVqV7Ze+22bfL0d6t+hleuqfJ0j1K9jK5b5AMfhYEGJft+RpcXbD2hRcpY278s76vG+Xg4Njm+tUV1dS2S7R4fK4WCWEwAAEgUoAAA8hr+PV8UftlF68Ozu2p9bpPnbMjWvYs+ZzPySGseXlDn1+44D+n3HAb2srfLzdmhgp9Ya1jlCwxMi1Ld9KzY0B6rJKSzV7zuytGi7q+i0aW+uzKPs4yRJXdsEu/5fJkZqaHy4An0ZXgMAUBt+QwIA4KHahPrrogHtddGA9nI6TW3cm6u5WzK1aHuWlqUcUGFJeY3ji8ucWpicpYXJWdJMyd/HVZAa1Clcg+Jaq3/H1gr2Y2iAlmNvTpGWpR7QspSDWppyQBvSj11wahPip2GdIzSya6RGdY1UTFhA04QFAMDDMcoEAKAZcDgM9WwXpp7twnTb2ASVlju1Ji1Hi7dnafH2LC1NOaCi0pr7RxWVOrVgW5YWbMty3YchdY8J1eC4cA3s1FqD48IVHeZvx5cDNDin09SW/XlalnJQy1IOaFnqQaUdPHTM8yKD/TSsc7i1lJUrTwIAcGIoQAEA0Az5eLlmNw3s1Fp3jOuikjKnVqdla3Gya3nR8tSDR2xo7jSl9XtytX5Prj5YmCLJdZW9wXGtNTAuXAM7tlZi22B5e7FsD+6voLhMa3fnaHmqa3bTitSDyi2q+yp1lSKCfF0XAkiI0PDO4VytDgCABkIBCgCAFsDX26HBceEaHBeuu07rquKycq3ama1lqVWzQfJq+eN8d/Yh7V51SFNX7ZEkBfh4qXf7MPXv0Er9OrRSv46tWIIE25U7TW3dn6fVFZvwr9yZrS378uQ8xnI6SWrfOkCDOrXWoLhwDYkPV9c2FJwAAGgMFKAAAGiB/Ly9NLRzhIZ2jpBU/+VJh0rLtWTHAS3ZccDqaxvq5ypGdWitfh1aqXf7MPaSQqPal1uklTuzK676eFBr03JUcNieZ7U5fJnpoLjWFFABAGgijA4BAIAcDkNJ0aFKig7VNcM6STpyg+ZNe/NUXsuUkn25xfpp/T79tH6f674MKSEqWL1iw9QrNky9Y8PUo10oRSmckH25RVq3O0drd+do3e5crdudo725RfU6N9jPW307hLHRPgAAboDfwAAAoFbRYf46t087ndunnSTpUEm51u/JcS1x2pWtVTuztTv7yFlSTlPauj9fW/fn65uVuyVJhiHFRwapVztXQapnbKh6xYYp1N+nSb8muC/TNJWe4yo2WQWnPbnKyCuu1/kOQ+oWHap+HVq5loh2bKWEqGB5OVhOBwCAO6AABQAA6iXA10uD4sI1KC7c6svIK9aqXdnW3jurd2Urr/jIvaRMU9qeUaDtGQX6bvUeqz8uIlDdY1wzr7rHhKh7TKjatw5gD55mrqTMqeSMfG1Mz9WmvXnamJ6rDXtylVVQUu/7aBfmr34dW1nLP3vFhirQl6EtAADuit/SAADghEWF+On0Hm11eo+2klx7SW3PLKgxi2X9nlzl11KUkqSUrEKlZBXqx3V7rb4QP28lxYRUFKVchalu0SEUFzxURl6xNu3NdRWb0vO0IT1XyRn5Ki2vxw7hFaJD/a3lnL1iQ9U7NkxtQv0bMTUAAGhojOQAAECDcTgMdWkTrC5tgnVB/1hJrqJU6oFCVzHK2ssnR7m1XHVPkvKKy7Q05aCWphy0+gxD6hQeqK5tQ5TYNliJbUPUtU2IOkcFyd/Hq0m+NhxdTmGptu7P05Z9+dqyL09b9+dp8958ZebXbwldpdhWAVaRqWdsmHq1C1NUiF8jpQYAAE2FAhQAAGhUDoeh+MggxUcG6fy+rv2kTNPUrgOHtG5Pjjal52pjxTKs2q685zq+arbUzA37qu7bkOIigtS1sihVUaCKjwySnzeFqcaQW1SqrfuqFZoq/t1fz72aKvl4GUqICrZmuXWPCVXPdmEKD/JtpOQAAMBOFKAAAECTMwxDHSMC1TEiUGf3jrH6c4tKtbmiGLUx3fXv5r15OlRaXuv9OE1pe2aBtmcWWFfhk1yFqY7hgeocFayEqCAlRAVbn4cH+bLH1DGUO03tyT6k5Ix8JWcUKDkjX9srPq/vpuDVRQb7VhSaQpUU7So2JUQFy9fb0QjpAQCAO6IABQAA3Eaov48Gx4VrcLWNziuX8G3em6st+1xX19u6L++o+wg5q82Y+m1TzdvCAnxqFKUqZ2d1ighsccv5sgtLtCOzQKlZhVaBKTkjXzsyC1Rc5jzu+wvx8z5iNlpSdChL6AAAAAUoAADg3qov4ZvQq6q/rNyplKzCquVg+/O0dV+etmcUqMxZ9wbXOYdKtWJntlbszD7itpgwf8VFBCkuMlBxEUHqFFFVnPJUBwtKlJJV4PrILKz4vFApmQXKOVR6QvcZ7OetLm2Cq/bjqig2RYf6M7sMAADUigIUAADwSN5eDmvD87N6V/WXlju180Chkve7ZvS4Zva4Pj9WwSU9p0jpOUVatD3riNv2ZxY09JfQ6JIz8tX/yZknfH67MH8ltAlW58ggJbQJrpg1FkShCQAAHDcKUAAAoFnx8XIoIcpVLKnONE0dKCg5oiiVklmgXQcL61zOV6nsGLe7I2c9VtEF+XopLjJIcZFBFc9bkFVoCvRlqAgAABoGowoAANAiGIahiGA/RQT7aUh8eI3bysqd2pNdVMtStQLtOnDs4pS7C/bzVlxkoGtJYYRrSaFraWGQIoPZlB0AADQ+ClAAAKDF8/ZyWFflG62oGreVlTuVnlOk0V8HKOXIlXlurX14gJY8PF4RXPkPAADYjAIUAADAUXh7OdQhPFCBvp53hbwAHy9FBnMFOgAAYD+H3QEAAAAAAADQvFGAAgAAAAAAQKOiAAUAAAAAAIBGRQEKAAAAAAAAjYoCFAAAAAAAABoVBSgAwFEZhlHvy7cbhqG4uLjGDdSEj9OYli9frueee04XXXSRYmNjZRiG/P397Y4FAECLxrincTDugSR52x0AAICGkJKSovj4eI0ZM0azZ8+2O84xPfnkk/r222/tjgEAADwQ4x54IrcoQBmGESTpIklDJA2V1FeSr6S/m6b5nJ3ZAAD1t3HjRvn4+DSbx2lMw4cPV9++fTV48GANHjxY0dHRdkcCAADHgXFP/THugeQmBShJXSV9ZHcIAMDJSUpKalaP05juv/9+uyMAAICTwLin/hj3QHKfPaDyJL0n6VZJAyQ9bW8cAKi/0tJSff/990pJSbE7iu1q26MgJSVFhmFo7NixKigo0F/+8hd16NBBAQEBGjBggKZNm2Yd+9VXX2nIkCEKCgpS27Zt9ac//UmHDh065uM8/vjjio+PlyTNmTPH2r/BMAzdcMMNjfGlAgDQIuXk5GjKlCnKzc21O4rtGPcAx8ctZkCZppks6ebKtmEYE22MAwD1Ulpaqo8//lhPPfWUtm/frlNOOUULFiywO5bbKikp0Wmnnabk5GQNGzZM+fn5mjt3ri688ELNmDFDa9eu1d/+9jcNHjxYZ5xxhubNm6fXXntNWVlZ+uSTT4563/369dPFF1+sr7/+Wm3bttWECROs20aOHNnYXxoAAM1eTk6OXnnlFb300kvKzs7Wvffeq3/+8592x3JbjHuAWpim6XYfkh6XZEp6oIHvd32PHj1MAKhNSUmJKcksKSk55nHvv/++2blzZ7PitcqUZCYlJTVR0qZV+fXV99hOnTrV6NuxY4d1H2PHjjUPHDhg3TZ58mRTktmlSxczPDzcnDt3rnXb7t27zTZt2piSzOTk5Ho/zpgxY+rMN2bMmBrfs/p8zJo1q15f+8mSZPr5+TXJY+HE9OjRw5S03nSDsVJ9Phj3ADia+o57srOzzf/7v/8zW7VqVeP346RJk5ooadNi3DOrXl/7yWLc494aa8zjFjOgAMATHD7jCcfHy8tL77zzjlq3bm31XXfddfrb3/6mbdu26dFHH9WoUaOs29q1a6err75aL730kubOnavOnTufdIYJEyYc92WM2SQTANASHT7jCceHcQ9wJApQAHAM5eXlevLJJ/XOO+9oz549dR536NAhzZ8/vwmTnRiHw6EBAwbI39+/SR83Li5OXbp0OSJLp06dlJGRodNPP/2IcxISEiRJ6enpDZLhgQceaJD7ueSSS7Ru3brjOuejjz7SkCFDGuTxAQBoLFlZWbr//vv1xRdfKD8/v87j9u3b5xHjnsq9lwzDaNLHZdzDuAdHapYFKMMw1tdxU4IklZY7rQ4vw5DDYdTokyQfL4fKnaacrinsx32swzDkVcexTqep8gY+1tthyDRV67Fl5U6ZxzjWkOTt5TjpYyWpzHnsY70MQ4Zx8sfW9j06/Fjp5L+fzfl731A/J1L9vp8N9XNSn+/98f6cuE5yuJ5jh9M69vLLL9fXX3995LGHSU1NrfFOljs797zzNHXqt/X+3lc6kWMrf2ZjY2NlmuYR36OgoCBJUpvoGOvYyu+Rf0CAJKnwUJHKyp3Wz0ml0nKndWzluaYp69jGeo1ISUnR5s2bj/iajyY3L1+l5c46/y9X/5oq8Rpx9GNteY1wQ4x7ah7LuIdxT0Md2yJe02oZ9/Tv31+7du068tjDTJ8+XdOnTz/mce7g6Wee1f3338+4pwLjnoY5tjm/RjTWCKhBClCGYUyR1Os4T7vONM0lDfH4xyOroERdH/rRar98eT9d0D9W3R+ZYT3hsa0CtOCBU/XuvO169sdN1rHPXtRbVw7pqAFPzlReUZkkKTzIVyseOV2f/J6qR7+tGv89cm4P3TQyXiOf/037coslSQE+Xtr45AR9vSJN901ZYx177xmJuvPUrjr9xTlKySq0+lOeO0c/rturOz5dYfXdMS5B952ZpPNfX6CN6VVXntjwxJlavD1Lkz5YZvXdOCJOj53XU5e/vVjLUw9a/csfHq8t+/J15TuLrb4rBnfQcxf30Q2Tl2r+tkyrf97fxulAQYkmvlG1sfLEfu30yhX9ddsnKzRzwz6r/+d7RkuSznhprtV3eo+2eue6QfrrV6v17aqqmSPf3jFC4UG+GvWPWVbfyC6R+vjmoXp46jp9vrTql95ntwxTYttgDXzqF6tvYKfW+vq2U/TU9A2avCDF6n//hkEa1jlCPR79yerrHhOqH+8epRdnbtYbs5Kt/jeuGqBz+sTU+HmIiwjU7PvG6c3Z2/TCz1us/n9e0keXDuqgPo//rEOl5ZKktqF++v3B8fpgYYqe/H6DdewTE3vquuFxGvrMrzpQUCJJCvH31trHz9QXy3bp7/9bax3797OSdOuYBI3952ztznZd8cLbYWjbM2fru9V79OcvVlnH3n1aV91zeqLOfmWetu6vejdq69Nn6bdN+3Xrf5dbfX8Y3VkPnt1dF725UGvScqz+1Y+doTVp2br2var/etcO66QnL+ilq9/9Xb/vOGD1L/77aUo7WKhL/rPI6rt4QHv967K+uuWjZZq1OcPqn3XvWBWWlOmcV6veBTu7d7T+ffVA/enzlfph7V6rf/qfRirQ11vjXpht9Y3rFqXJNw7R/V+v1dcr0qz+KX8crvatAzXs2V+tvqHx4fri1uF6/Lv1+u/iVKv/vzcNUZ/2rdT3/362+vq0D9N3d47U8zM26e25VUvm3rp2oE5NalPje9+1TbB+uOsUhZ1yhXo8XvWz9vLl/TR+/Hh9/b9vJLP2X5yVvLx9lNA5XilZBap8/fYyDHWKCFRuUaky80usYyOCfBUW4KOdBwqt1x6HpLjIIOUVlSkjv9g6NjzQV60CfbTrQKFKq/1i6BwZpILiMu3Lqzq2VYCPwoN8lXbwkEqq/UKOjwjSodJy7c0tkmRoYXEHPTV9Q71fIyrV5zWi8ue+8jWiLMf1OlFU6tTW/flHvEZUOvVfc+Qd5nrNrXyNuP9r1/+X137bqh0dl1qvEZKUdvCQuj70o/UaUfkz9fuOLF3+9uJaXyNOL12kQxk7NXVl1etRWICPTu/RVut252jT3jyrf1jnCLVvHaCZPsPkE9FBUtVrxA3/+EyZtbxGdH9kxhGvEe/N36Env9+gm2cekmb+WOdrhCQ5TdX4ueQ1wsVdXiM8EeMexj2VGPe48JrmcrRxz6hRo/Tpp5/qWAKCQtQhNsbtxz2Gt69eXSuVMu6RxLiH14j6vUZkVvv93JAMs5bq7XHfiWEskzTwOE8bZ5rm7Dru73FJj0n6u2maz51cuhr3u75Hjx49Vq2p+kXIu0EVz414J7ChjvW07z1V/mqc5fL181dBYaF8fHysYx0OQ5kHDur1117TKy/XvQ9CUlKSNm7c2Ox+Tny9vSS5LlpRn2M7deqklJQU69iUlBQldknQmDFjNGvWrCO+R+NPO1Vz5szRlm3J1j4Fld+j9ydP1s033aSHH3lUjz32mPVz4lPxOFuTt1vHbtu+Q4ldEjR69Bj9+ttvtX7vT694rOMx85dfNWbs2BrPe2O8Rvh6e8nPz095BYXHPJbXCJemfo3o16e3NmzYsME0zZ7yAIx76j6WcU/DHetp33te06o5yrhna/J2Pf/cs/rwgw9UVlam2tx44416//33m93PCeMexj28Rkh9+/TWxkYY8zTIDCjTNAc1xP00FR8vR736vByGvGQ0+LEOhyFHIxxrGKr1WO8mPNaVremOrft5P55j+d43xLGubJ72va/ZV+osl0ynfLwcRzzPkeGt9fhjj+qeP9+tV199VS+++GKdhSh+TmoeWz2LYRi1fo8qjzs8t5fDUfGvYd1f9QzVjw8KcO1pVV5eZh1z+PM+e/bsWh/7eDXWa0Rd/Z76vT8ym2e/Rngqxj38XNc8lu99QxzryuZp3/v6j3u6JnTWu++8o4cfekjPPPOMJk+efEQhqnJPJX5Oah7LuIdxT1U2z32NaKwRUO1fEQCgVmFhYXrkkUeUkpKiJ554Qq1atbI7EipERkbKx8dHycnJKi8vtzsOAAAeLy4uTm+//ba2bt2qW265Rd7ezXILYY/EuAeeiFcQADgBlYWoP/3pT3r11Vf1xhtv6IwzzrA7VqMaNmxYnbfdc889uvzyy5swzZF8fX01YcIETZs2TX379tWAAQPk6+urESNG6MYbb7Q1W22mT5+uJ598skZfSUlJjef5kUce0TnnnNPU0QAAqKGyEPXggw/qmWee0ZdffqlTTz3V7liNinFPw2LcA4kCFACclMpC1COPPGJ3lEb3+++/13lbQ10u+GS9++67uvfeezVz5kx9+umnKi8vV1lZmVsOxDIyMo54Tk3TrNGXkZFx+GkAANimshD19ttv2x2l0THuaViMeyA10CbkDcEwjG8kxVQ020uKlbRLUuWW/emmaV54ko+xvkePHj3Wr6/rasUAWrLS0lL5+vqqpKTE2owTACr17NnTIzchZ9wDoDaMewDUpbHGPO40A6q/pE7/397dB9t2l/UB/z4kAgnoJK0Z0BK8cKsJeQMhAxVER6BJDGFMnGIESqijTmOCUwYUxdQQqkV0HEZJBotFDVJAphlKGYqKhuElNDQdlDBNQPIGiMibMaBSbjLh6R9r397r4Z6b3Hv3b699zvl8Zvasc/Y6e98nK+ec/T3fvV423Hfi4pYkn1rtOAAAAAAsw9oUUN29a+4ZAAAAAFg+V8EDAAAAYCgFFAAAAABDKaAAAAAAGEoBBQAAAMBQCigAAAAAhlJAAQAAADCUAgoAAACAoRRQAAAAAAylgAIAAABgKAUUAAAAAEMpoAAAAAAYSgEFAAAAwFAKKAAAAACGUkABAAAAMJQCCgAAAIChFFAAAAAADKWAAgAAAGAoBRQAAAAAQymgAAAAABhKAQUAAADAUAooAAAAAIZSQAEAAAAwlAIKAAAAgKEUUAAAAAAMpYACAAAAYCgFFAAAAABDKaAAAAAAGEoBBQAAAMBQCigAAAAAhlJAAQAAADCUAgoAAACAoRRQAAAAAAylgAIAAABgKAUUAAAAAEMpoAAAAAAYSgEFAAAAwFAKKAAAAACGUkABAAAAMJQCCgAAAIChFFAAAAAADKWAAgAAAGAoBRQAAAAAQymgAAAAABhKAQUAAADAUAooAAAAAIZSQAEAAAAwlAIKAAAAgKEUUAAAAAAMpYACAAAAYCgFFAAAAABDrUUBVVUnV9XPVdW1VfXpqtpTVZ+rqrdV1VPnng8AAACAw7cWBVSSP03yqiRnJvl4krcn+WKSC5K8r6peNNtkAAAAAByRdSmgbk7y3CQndPdZ3X1hd5+e5OIkleTXq+qUWScEAAAA4LCsRQG1KJ3e0t13b7j/dUneneSoJM+eZTgAAAAAjshaFFD34cbF8ttnnQIAAACAw7IVCqhHL5afm3UKAAAAAA7LWhdQVbU7yXmLT98x5ywAAAAAHJ6j5x5gM1V1dJKrkzwoyVu7+8OH8NibNlm1ewmjAQCsDbkHANgKllJAVdU1SU47xIdd1N03HGT9lUm+N8ntSS453NkAAAAAmNey9oDaleSkQ3zMsZutqKrLk1yc5PNJzu7uOw/libv71E2e96YkpxzKcwEArDO5BwDYCpZSQHX3mct4niSpqkuTvCLJl5Oc0923Luu5AQAAAFi9tToJeVU9L9Ohd19N8szu/si8EwEAAABwpNamgKqqczOddPyeJBd09wfnnQgAAACAZViLAqqqnpLkmsWnF3b3u+ecBwAAAIDlWdZJyI/UO5Mck+SOJOdX1fkH+Jrruvv1K50KAAAAgCO2LgXUcYvloxa3zSigAAAAALaYtSigurvmngEAAACAMdbiHFAAAAAAbF8KKAAAAACGUkABAAAAMJQCCgAAAIChFFAAAAAADKWAAgAAAGAoBRQAAAAAQymgAAAAABhKAQUAAADAUAooAAAAAIZSQAEAAAAwlAIKAAAAgKEUUAAAAAAMpYACAAAAYCgFFAAAAABDKaAAAAAAGEoBBQAAAMBQCigAAAAAhlJAAQAAADCUAgoAAACAoRRQAAAAAAylI4ab6QAAEVZJREFUgAIAAABgKAUUAAAAAEMpoAAAAAAYSgEFAAAAwFAKKAAAAACGUkABAAAAMJQCCgAAAIChFFAAAAAADKWAAgAAAGAoBRQAAAAAQymgAAAAABhKAQUAAADAUAooAAAAAIZSQAEAAAAwlAIKAAAAgKEUUAAAAAAMpYACAAAAYCgFFAAAAABDKaAAAAAAGEoBBQAAAMBQCigAAAAAhlJAAQAAADCUAgoAAACAoRRQAAAAAAylgAIAAABgKAUUAAAAAEMpoAAAAAAYSgEFAAAAwFAKKAAAAACGWosCqqrOqKqrqupDVfXZqtpTVV+uquur6oVVdfTcMwIAAABweNal2Pm+JJcm+VSSm5N8MckJSZ6S5F8kuaCqzunue+YbEQAAAIDDsS4F1LuSvKu7b9//zqp6WJI/TfK0JD+e5D/NMBsAAAAAR2AtDsHr7ts3lk+L+z+f5FWLT5+22qkAAAAAWIa1KKDuw72L5d2zTgEAAADAYVnrAqqqjk/yksWnfzjnLAAAAAAcnnU5B1SSpKq+M8llmYqxhyV5cpKHJnldkjfPOBoAAAAAh2mtCqhMpdMLNtx3VZLLurvv75NU1U2brNp9uIMBAKwjuQcA2AqWUkBV1TVJTjvEh13U3Tfsf0d3Xzc9XR2V5JFJLkjy8iRnV9VZ3f3JZcwLAAAAwOosaw+oXUlOOsTHHLvZiu6+N8kdSV5dVXckeVuSK5M86/48cXefeqD7F+8QnnKIcwIArC25BwDYCpZSQHX3mct4nk28PcnfJ/nBqnpgd7saHgAAAMAWstZXwUuSxbmf7kxyVJLjZx4HAAAAgEO09gVUVT06yYlJvpLkSzOPAwAAAMAhWosCqqpeuiiaNt5/UpI3J6kkv784NxQAAAAAW8iyTkJ+pC5J8itVdWOSWzMVTt+R5AmZSrL3J3nZfOMBAAAAcLjWpYC6LMm5Sc5McnaSYzKd9+lPkrwlyRu7++vzjQcAAADA4VqLAqq735TkTXPPAQAAAMDyrcU5oAAAAADYvhRQAAAAAAylgAIAAABgKAUUAAAAAEMpoAAAAAAYSgEFAAAAwFAKKAAAAACGUkABAAAAMJQCCgAAAIChFFAAAAAADKWAAgAAAGAoBRQAAAAAQymgAAAAABhKAQUAAADAUAooAAAAAIZSQAEAAAAwlAIKAAAAgKEUUAAAAAAMpYACAAAAYCgFFAAAAABDKaAAAAAAGEoBBQAAAMBQCigAAAAAhlJAAQAAADCUAgoAAACAoRRQAAAAAAylgAIAAABgKAUUAAAAAEMpoAAAAAAYSgEFAAAAwFAKKAAAAACGUkABAAAAMJQCCgAAAIChFFAAAAAADKWAAgAAAGAoBRQAAAAAQymgAAAAABhKAQUAAADAUAooAAAAAIZSQAEAAAAwlAIKAAAAgKEUUAAAAAAMpYACAAAAYCgFFAAAAABDKaAAAAAAGEoBBQAAAMBQCigAAAAAhlJAAQAAADCUAgoAAACAoda2gKqqy6uqF7cfnXseAAAAAA7PWhZQVXVSkl9I0nPPAgAAAMCRWbsCqqoqyW8nuSvJO+adBgAAAIAjtXYFVJKfSPJ9SV6SqYQCAAAAYAtbqwKqqh6e5NeSXNvdb5p7HgAAAACO3FoVUElek+SYJD819yAAAAAALMfaFFBVdV6SZyd5ZXffMvc8AAAAACzH0XMPkCRV9dAkr03yiSS/uoTnu2mTVSffdtttOfXUU4/0nwC2oe7pwpuPfexjM10PAWCf2267LUlOnHuOjeQe4HDIPcBmRmWepRRQVXVNktMO8WEXdfcNi49fmek/7undvWcZM23iAXv27Pn6zTff/PGB/8ZWsHuxvG3WKdaDbTGxHSa7k+RjH/uY7TCxHSa2w2Snb4ckOTnTqQK2Crln4nt4YjvsY1tM5J6J74eJ7TCxHSZDMs+y9oDaleSkQ3zMsUlSVU9McmmSN3b3e5YxTHcf8K2+ve8QbrZ+p7Ad9rEtJrbDxHaY2A4T22FiO+xzkD2NZiX3HJztMLEd9rEtJrbDxHaY2A4T22EyKvMspYDq7jOP4OHnZjoX1elV9d4N605eLC+vqouTXNPdVx3BvwUAAADAiq3FOaAWHneQdY9Z3D6ykkkAAAAAWJrZr4LX3Vd0dx3oluQNiy97zuK+F804KgAAAACHYfYCCgAAAIDtTQEFAAAAwFDV3XPPsKmqujrJCzIdgvcHM48DAAAAwGFY6wIKAAAAgK3PIXgAAAAADKWAAgAAAGAoBRQAAAAAQymgAAAAABhKAQUAAADAUAooAAAAAIZSQG1QVZdXVS9uPzr3PKtQVWdU1VVV9aGq+mxV7amqL1fV9VX1wqo6eu4ZV6GqTq6qn6uqa6vq04vt8LmqeltVPXXu+Vapqh5SVc+vqiur6obFtuiq+vm5Zxuhqh5cVa+oqk9U1dcWPwe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34766DfPzlDA/Dz1d0MmJsAoAAHtCAAUAABqEmsqmQqTkY/ly+Fi+HFEhkr5foMOm8tsCPWLJkkugqNwiwMtNhx3B3tWmlFXsq9vy6WVu5Y95u4u/l9tpR+dM9LS9bpP6d901vN1pR5llVgRUalSZnrKopifmlE9hNKYrqn31WHahnupYX2qmowoY1bYrOeuUz3V3cS4PpPxVKOUh4f7lwZQOqPzL9yP8PQmqAACwIbbXkwIAAI0uv6hEkjPzdbhU41ZN2VIhU6YKnPJ1yGAJKlBSU7uaqGlexpQvNd2rfJqXOqameJXXKHITVxdnyzTEDqk6TmH+avOs1++DCqvUllo5HbJiemR6TrWpkjnlI9vyi+o3NbKwpFQOZuTp7dRtd5aIAE8dSDUNKA+lIqrfBnhKqK8Hvw8AAFgBAigAABxcqRq5lF2gP+wnZeTLoYoP/ur2UGb5MRUmNDQ/D9fy6Vd+5dOvVFBQPh2r5jQtFS5R7Nq6eLq5SLNAL73VtTh8ao2plmqKZaFxX21HjpU/psKn+tStUtP/TjUFUI1si6gIqCrb3DxQ7Vfe9xJ/L1em/AEAYGEEUAAAOMDUODViKSE9VxKP5kni0VxJSC+/VQGTGsVUVFLWoLWU9JQpNVXKz1NC9TQqz5pTqfw9xNudbogjULWcVLFytbVu4nPasCozr0hP1dTTOCumbar7KpyqnMqp9lX4VNfff2M01YGjtT7Hx91FmgZ6SYugys1b30ZW3KqRddSkAgDg7NDzAwDAxqkP7WqEkhoFEp+eY4RL+jYjV49gKm6AuXGqtpIapdS02pSn8FqmPREs4cx/x5x0XS61dQj3O21QlXTcdNDK6aEqoFKPqefUhRqhtfdItt5q4+3uUiOYUlvLYG9pGewjrUK8xceDLjUAAKfDX0sAAGxk5Tj1gVpPN0rPkfiKaUcH0nMlPi3njIpC11Zn6fjpSc0CPfUUJTU6RI1ccqO2EqwsqOrU1P+kz8srLJGkTDWdtGpq6fH7dRlJpVYK3H04W2+1UVNFVRDVSoVS6jakKpxStcoYPQUAAAEUAABWQ43qUNON9qXkyP5UtWXr232palRT7llPk1MfkiODa47iUOGSulWBE6M4YG+83F2kbaiv3k72f06t/qfCKDU9VQVS1aeoqmPZBcWn/TmVdazW1zLFr3zqobe0aeIrbZr4SNsmPvq2TaiP+Hu6Nci/EwAAW8AIKAAAGlluYbHEHsmR2JRsHS7pkCklW+JSz24kk6q91CrER08NalERNEVWTBtSQZP6MA6gihqZpOo7qa1r84BaA6pjecWSoMOoyhpqeRKfrkYg5kjC0TwpPM0IKhVgbTt4TG+1hcLVAyl1GxXmq0dSsZIjAMDeEEABAGAhGbmFRl2ZPRW3ajvd0vKnEu7vIa2Cfcqn+QR7S6smPuW3Id56OhKAhg2oArzdJMA7oNaASq0gqWpOVdZfq5oWWx5QHcsvrtPIqTVx6TWOu7s461FTKoyKCvMrv9UjuXz0CoQAANgiAigAAM6SKnS8+3CW7ErOkt3JWbLnSJbsPZKjP1ieiSa+7uUjIvRWPm1HbWpkE6OYAOvh7OxUUSvNSwa1C6k1hFYjHOPScmR/Svl02vLptTm6rtTJFJaUVqs5lVxjIQD1PqDCqPbhftIxwlc6hvtLuzAf8XAlmAIAWDcCKAAA6qiguHylrJjkLIk5nFV+m5yli4PXl4ers65L0y60oiZMaFXYpIqBA7B9alRir5ZqCzphat/hYwWyr6LOW2U4pablqnpvJ1u0sqxMykdZpeXKgl1HjOMuzk76vaNjhJ9E62CqfIsM8tYhGQAA1oAACgCAWqRkFcj2Q5myI+mYbD90TAdN6oNiyck+GZ6En6erMX2mfbhvxX0/aR7kpT80AnDMqX0RAZ56G9yuSY3H8otK9HtN5dTd2Iqpu+qYGhlVG/W+VDnF929JMo57u7vokVKdm6rNXzo3C5BOTf3E252PAACAxsdfHwCAQ1M1XFRBYRUy7UjKLL89dEyvRlcffh6uxqiDDuEVNVvCfCXMz4Ml2AHUmarx1Kmpv96qKy4p1e9VlcHUnoppv2rU1MlWyFTT/DYnZOit+jQ+NVpKBVJdmgVIl2YqmPLXBdEBALAkAigAgEOFTfvTcmRLovpApsKmTNmZlFWnZdarFwduF+Yr0RVBU3RF6NQ0wJOgCYDFqFXx1LRdtY3uUnW8qKRUj46qnBKsa9EdztJh1cmm8e1TU/5ScmTGlqQaCxyoUKpbi0Dp3jxAukcGSJifJ68oAKDBEEABAOySqrGilkvfejBTNidmyJaETNl2MFOy6hE2hfqVfyBTIwTUaAQVNrVu4iNuLs4WbTsA1JV6P1JhuNou61F1PKeg2FgcYWfFVGJ1e7Li56om1eFjKbIwJsU4poL17i0CpLsKpdRt80C9KiAAAGeCAAoAYBfUalMb4zNkY0KGHuG0NTFT0nIK6/z1lVNS1FSUyikpXP0HYKt8PFx18fPqBdBVragDaTkVU47LQ6kdhzIlNbv290q1wILa5mw/bBxrHeKtR0n1aBGgv3fX5v6swAcAqBMCKACATU6lUzVQ1h84Khviyzc1naQuVP0TVRC8m76aHyBdmquivP7i68GfRAD2TS18UDmN77IezYzRouWLLhzTo0S3qC0xQ4+Iqk1cWq7e/tp8yJiW3KW5v/RuGVS+tQqUpgFejfrvAgDYBnrbAACrl5lXJBt10JShbzfFZ9R5Kl3LYO+KKSTl00i6Ng8gbAKAaivyhfl76u2c6DDjvBw+lq+Ll5dPYy4PpTJyi044b2plPj36ND5DvpT9+lizAE/p1aoikGoZqIudu7sydRkAHB0BFADA6hzJype1+4/Kmv1psnp/usQcztKFc08nxMddTwnpGRlgFNIN8nFvjCYDgF0J9/eU0V0i9Fa9rp6uqZeYqS8EqPsFxaUnfO2hzHw5tCVJ/q4ocu7h6iy9WgZK/zYhMqBNsL7v7c7HEABwNLzzAwBMdzAjT1bvS5M1+9P1ti/19NPpnJ1EoiP89XQPdZW9T6sgPdpJXc0HADQs9d4aGeytt0u7NzNW4FOFzcunQ2fIhgNH9fv58VRItWpfut4UV2cnPQ16QEUg1ad1kPh7UtwcAOwdARQAoNElpOfK8r2pOmxSI5xq+8ByvEBvN2M6h7rtERmoi+wCAMxbga98hbxAuXVI1dS9DUZ9vvIFIdQ0veqKS8uMaXufLI7VFxRULb7+bYJ1KDWobQir7QGAHaLnDgCwuNTsAlkRmyYr9qbK8thUSUg/feCklv9WH0b01jpYosJ8Gd0EADYwde+ibk31phQUl+gQSl1sUBcd1Gip7ONq+JWWiS6CrrbJy+N0INWteYAMjmoiQ9o1kb6tg8TTzcWkfxEAoKEQQAEAGlxOQbH+oLFMBU57U2VXctZpv6ZNEx8dNFWGTi2CvAicAMDGebi6SN/WwXr79zkixXraXpas3l8+7XptXLocPa64uQqkVOFztX28KFYXMO/bKkiGqEAqqokOp9SKfgAA20IABQA4ayWlZXqFpMW7U2TZnlTZlJChp1icSrtQHxnUTtX/CNGBk7pqDgCwb64uzrr+k9ruGNZWSkvLZG9Kth4hpWoBroxNk7ScwhpfU1hcWj6KNjZN3poTI36erjKwbYgMa99ERnYIk5Yh3qb9ewAAdUcABQA4I2nZBbJkT4osikmRJbtTTriCfbwIf08ZHBUiQ6OayOB2TSQigMAJAByds7OTdAj309tNA1vpQEqtfKpGz6pNBVO5hSU1viYrv1jm7TisN5Ht0jbURwdRIzuG6gsaTNcDAOtEAAUAqNcoJxU4Ldqdou+XnWKQk7pCPbhdiJ4uoQInNeKJFeoAAKcLpFRBcrWpEVJqpb3NCRl6SveKvWm6uPnxI2z3peTIvpT98tXy/eLl5qJH16owitFRAGBdCKAAACeVmVcki2KOyD+7jpx2lJOqx9GnVZCM6BCqRzl1pUYHAKABVtqrrCH10HkVNQbj0vV0b/X3KTYlp8bz84pK9N8stenRUU18ZETHUDmvU7geHaW+HwDAHARQAIAaDmbkybztyTJv52FZvS/9lLWcwv09jGkPQ9o3EX9PN84mAMBifDxc5ZyOYXp75tLOkpCeq0flLo45Isv3pukAqrp9qTl6U6vr+Xu6yjnRYTK6c4QOpXw9+CgEAI2Jd10AcHBlZWWyI+mYUU9DLYN9ulFOKnBSnf/oCD+m1QEATBMZ7K1rR6mtoLhE1u4/qkdGqVBq75HsGs89ll8s0zcd0pu7i7Oeqnd+53C9sRAGAFgeARQAOCC1DLZa/npuReikRj2dTIiPu5wbHaY3RjkBAKyVh6uLDG3fRG9Pi+jRUWp1VjUdT9WQUqvpVSosKdWPqe3padukR2SgjO4crreoMF8urgCABRBAAYADhU5qNaEZW5Jk9rakU9ZzatPER3fC1VXhXi2D9MgnAABsbXTUjQNb6U3Vjlq6J0VfeFGBVMZxfwNVoXO1vTUnRgdQl3RrKpd2byrtw/1Maz8A2BsCKACw85XrVu9Pk7916JQsaTmFJ31ur5aBOnBSwVO7UK7+AgDsq3bUhV2b6k1dkFkbd7R86vnOZElIrzkKWE3de3/BHr11CFdhVDO5pHtTHUwBAM4cARQA2GHotDYuXYdOs7YlS2p2Qa3PU/UvhkSFyOguETKqU5iE+Xk2elsBAGhsrhX1n9T2zKWdZFdyllEHcevBzBrP3X04W3Yf3i3vzt+t6x6qUVEXd2sqbUMJowCgvgigAMBOColviM+QPzcdlJnbkiUlq/bQyc3FSUZ0CNVXckd1CmfVOgCAQ3NycpJOTf319sCo9rpu1N9bk/RFnOPDKBVUqe3tubulc1N//bd0TM9m0iLI27T2A4AtIYACABsWn5YrUzcelKkbEyUuLbfW57g6O8mw9k3kku7N9BS7AC+3Rm8nAAC2UjfqXyPa6e1AWo4RRh2/QqxaPVZtqmbUgDbBMq53c7moW1Mu7ADAKRBAAYCNycwt0h3iPzYkyroDR08aOg2JUqFTU13TKdDbvdHbCQCALWsV4iP3jozS2/7UHJm5NUkv5LEzqWYYpRb4UNuz07frCz1X9m6hL/yoqX4AgCoEUABgA9TS0WqpaDXSaf6OI3r56NoMahuipwNc0CVCgnwInQAAaAhqddh/nxOlt9iUbJmxOUmmbzoo+1JzjOcUFJfqgEptTXzd5bIezXQY1aWZv57qBwCOjgAKAKzY9kOZ8svaBPlz8yE5etyS0ZXUqjxX9GouY3s1l+aBXo3eRgAAHIlaKfbB89rLA6OiZFNChp4Kr/5OZ1T7O52aXSiTl8fprX2Yr4zr3UKu7NOcBT8AODQCKACwMtkFxfLnpkPy09p42ZJYswBqpRCf8iurquZEt+YBXFkFAKCRqVFNvVoG6e3pSzrLopgjOoxasLPmSOU9R7Lljdm7ZOLcGDmvU7hc2z9ShrUPFRdnRkUBcCwEUABgJavYbU7MlJ/WxOurqLmFJSc8x93VWdeWGNeruQzvECpu1JYAAMAqqL/Ro7tE6E3Vapyx9ZBM3XCwRq3G4tIymb09WW9qxPI1/SLl6r6REhHgaWrbAaCxEEABgIky84pk2saD8uOaeL20c216RgbqTurF3Zqygh0AAFYuwNtNbhjQSm9qJb3fNxyUX9clSFJmvvGcgxl58s683fLe/N1yTscwubZ/SzmnYyiFywHYNQIoADBhtNP6A0flhzXxekWd/KITC4r7e7rqehFqmH50hD+vEQAANrqS3iPnd5AHR7WXxbuPyI9rEuSfXUekpLRMP65uFuw6ordwfw89IkpddGoR5G120wGgwRFAAUAjyS8q0dPrvl4eJzuOW8K5Uv/WwTp0UqOdPN1ceG0AALADqt7TudHhejt8LF+PiPppbYIkHs0znnP4WIF88M9embRwr55yP2FwGxnYNpg6jwDsBgEUAFhYUmaefLfqgL7qmZ5TeMLjQd5ueplmFTxFhfnxegAAYMfC/T3lvnPby70jo2R5bKqehj93+2FdI0pRN3O2H9ZbdISfTBjcWsb0bC5e7lyYAmDbCKAAwILT7CaviJPZ25KNofbVqauaqj7E6C7h4uFKpxIAAEfi7OykV8NTW2p2gfy+PlFPzz+Qlms8R9WHfOKPrfL67F1ybb+WctOgVrqAOQDYIgIoAGjgaXYztiTJ1yv2y7aDJ06z83Rz1rWdbhnUWjpGMNoJAACINPH1kLtHtJM7h7WVRbuPyOTlcbJ0T6pxajJyi+STxbHy2ZJYuaBLhB4V1b8N0/MA2BYCKABoAOrK5ZQVcfL96nhJq2WanbpaecvgVrq4aKC3u02dcycnJ2NUF2zP+vXrZd68ebJmzRpZvXq1HDp0SDw8PCQ/v2o1JgCA9YyKqqwVtfdIlnyz4oD8viFRcgtL9ONqQPWsbcl6U9Pzbh/aRk/Pc3d1NrvpdoN+j22j32PdnMoc6BNFly5d9O327dvNbgoAK1RUVCTu7u5SWFgobm5udfqa+LRc+XzpPvllXYIUFJ+4mt2gtiEyYUhrOa9TuC5A6sgdsbi4OGnTpo2MGDFCFi1aJI6sMc/F2LFjZfr06TWOEUA5Rj/C1toLoHaZeUXy2/pE+WZFnMSnV03Pq9Q0wFMHUdf2bym+Hq4W7fc4Avo9DY9+j+3pYqE+hFWNgCKtBGArdhw6pofCz9hySF+NPH6a3RW9msstg1tLdIS/WU0EtEGDBkmPHj2kX79+eouIiODMAIANCfBy0wGTmna3KOaIfL2i5vS8pMx8efnvnXoFvZsHtdLPC/H1MLXNgFno91g3qwqgXnrppROu0gKAtVAjgFbuS5NPFu+TJbtTaq3fcOuQ1nLDgJY2N80O9uvxxx83uwkAgAagRlKP6hSutz2Hs+SLpfvlj42JUlRSZoyUUiHUZ0v2yTX9InU9qchgb849HAr9HuvmbG1p5bPPPit//fWXJCcnm90cANDUCnaztyXJ2EnL5frPV58QPkW45kjf9AXyygCRf58T5RDhkxpKrYaojxw5UvLy8uSJJ56QVq1a6aldUVFR8sYbb9SYsvf888/rKWfK4sWL9ddWbhMmTDjhe999993SunVr/f1CQ0Nl/PjxsmXLllO249ixY/J///d/+ueoqQQPPfSQ8bz4+Hi57777pH379uLp6SkhISHSv39/efXVV3X7a/u+Z9qGBx98UCIjI/XP6dSpk7z77rtSWlp6RucCAIDatA/3kzfGd5dlj58rdw9vW2PqnSoJMGXlARn59iJ54MeNetR2Q9q4caM89dRTEhsb6zAvDv2e2s8F/R7Y9Ago0koA1qSopFSmbjwonyyKlX2pOSc8HuVTIF47ZsjcP76X1YWFErt2oVywcaM4ElU3YvTo0Xp+uAp0VOCiQhUVSGVlZcnLL7+sn9ezZ0+58sor5ffff5fw8HC58MILje8xdOhQ4/6yZcvkkksu0R0aNff88ssvl4MHD8off/whM2fOlL///lvOOeecE9qhQiRVT+nAgQP6tnfv3hIUFKQfW7Jkif4+mZmZ0rZtWxkzZozk5OTIjh075L///a9cf/31Omg62zYUFBTIueeeqzvk6ladmwULFsgjjzyig6vJkyfX61wAAHA64f6e8uTFneTec6Lku1UH9Op5amGUygtof24+pLfhHULlgXOjpG/r4LMKnl544QVjxor6uzpp0iSHepHo91Sh34MzUmbFVPM8PDwa7Pt17txZbwBQm8LCQv2+k5uXX/bruoSy4W/+U9bq8RknbFe8+WfZuBtvL3N3d9fPr9yio6Pt8sRW/vuq279/v3F82LBhZSkpKcZja9euLXN1dS3z9vYuy8rKOuFrRowYUevPyczMLIuIiChzc3Mr+/XXX2s8Nm/ePH2+mzdvXlZQUFBrOwYNGlR29OjRGl+Xnp5eFhoaqh9/9913y0pLS2s8vnjx4rKMjIwGa0P37t1rnIu9e/eWNWvWTD82ffr0Op8LRT1W/ferLtvChQvLGvtvqyOxtX6ErbUXwNnLKywu+25V3En7MDd+sapsXVx6jX6Puj2V9evXl11++eUn/M257bbb7PIlo99Tjn6PY+tsoT6EVY2AAgAzqSuFPp1HykUfrJC4tJqrzKgF7IY1c5GiDX/I7+9+o6+AQS0X7SxffPGFNGnSxDgdffv2lYsuukhPp163bp0eol0XX331lZ5+/eSTT+rpbtWdd955cu+998p7770nM2bMkHHjxp3w9f/73/8kMDCwxrHPP/9cUlJS5NJLL60xJa/S8OHDG7QNb7/9do1z0a5dO3nmmWfknnvu0VeJ1WiqulIjo6qPzKoLCowDgGPzdHORGwa0kmv7tZRZ25L0ginbDlZNwVPFy9U2okOo3H9O21N+rw0bNugRT3/++WcjtNw20O+piX4P6osACoDDU8GTWs3u/fm7pcllj9YIn1TBz/NbusmW71+W71cul5KSkpOer/T0dHn//fdtovOkppip6WhnSwUkHTp0OOF45bGkpKQ6f6958+bp27Fjx9b6uJqepsKftWvXnhD+NG3aVAdfx5s/f76+VfWcLN2G4OBgOf/880/4GjXFTwVQK1as0HWxKpd3Ph01jREAgDOh+i+Xdm8ml3RrKsv2psr78/fIugNHjccX707RW+iVz+qAqlfrEOMxNXX93//+t2zbtu2UP0NNv7eFfo+Xl5dcffXVJ1ykOhP0e6rQ78GZsMsAStXsqI2qy6GuRgOAUlpaJjO3Jcl78/fI3iPZJ4x4GturuTxwbnu5+4ZxsnLZktOetCNHjtQ6ysYaqauZlWHL2WjRokWtx319fY36AHWliloqAwYMOOXzUlOrlp6u1LJly1qfm5CQoG/r+t5/Nm1QRdhr4+/vrzu9GRkZuq5UQEBAndoC1BX9HgAnoy56DGsfKkOjmuiRT+/O3y0b4zOMx72j+ssVn6yS8zqFy0PntZeuzQP0CGA1evh0Vq9erTdbcOjQIb0IyNmi31OFfg/OhF0GUABwuuBp9vZkfTUw5nBWjcfKykplTI/m8tD5HaRtqK+xQIIahl5b6HB80HDxxRfbxAiohlptra6jeeqicnTZVVddJd7eJ182urZwSK041xDtPJs2nEr1FQHr6vXXX5ddu3bV62vUqKno6Oh6/ywAgH1TfwdVIfJh7ZvIot0p8t683bI5MdN4fP7Ow3ob3Tlcbr77fvn4ndclN7dmOYLjqRVd6/v30KwRUNddd12DfC/6PXVDvwcOFUCp4aD1uUIIwHGs2Jsqr87aWaMegqLyiUu6RsinD4yVicn7xM3NzXhMrWimRjepFdDU1TNV16g2zZo1kx9//NHi/wZ7pa4qxsTEyNNPPy3du3dvkO8ZGRmpQ5y9e/fWKZg5mzbEx8fXelyNelIrBfn4+OiQsq5mz56tVxSsDxUsEkA5Hvo9AOoToJzTMUxGdgiVuduTZMLbv4pHRJTx+Nwdh0Wkt0z45B9pfmS1fPL+28Zo4uOpFWG//PJLTv4Zot9TE/0ex+BsdgMAoDHEJGfJhMlr5PovVp8QPl3SvanMeWi4vHt1dylOTzxph03VTVqzZo0uQF1bvSGcmru7u74tLi6u9XFV5FuZNm1ag53Kyu/52Wef1ev5Z9KGtLQ0o+ZUdZWh5ODBg40rp6c7F8qiRYv0FcT6bHUt+A4AcGzq79G5HUMl+ZuH5JPre0rnpjUvkPy9PVW+Tm8vt//vT3nn/Q/1BR3UD/0e+j04EQEUALuWnJkvj/+2RS56f4ksiqlZz+DCLhEy+6FhMun63tIh3K9O3+9UQZSa2oaTU6vDqZFlqh5fbcXcVaHw0NBQefXVV2Xy5MknDN/OycmRKVOmSGJi7SFhbe644w79c9WKfB9++OEJ33Pp0qV6dFJDteE///mPDqIq7d+/X1566SV9X62gV9dzAQBAYxnVKUxm3D9UPrmxj3Ss1h8qLCmVyasOytdH28sTX82RDz6cVCOIot9zavR76PfAQabgAUBWfpF8tmSffL50n+QXldY4If1aB8mTF3eS3i2DzvhEVQZRqubTrFmzZNKkSXLppZdy4k9zJfDCCy/UYVCPHj2kd+/e+tiQIUPk1ltvlaCgIJk6dapcfvnlctttt+mln7t27SoeHh56etvOnTt1ALRx48aTFgE9nlqh5ZdffpExY8bI/fffr1ew69Onj65roaYtqYBIbZWFwc+mDQMHDpTCwkJp3769nrap7i9YsED/rBtvvLHGynqnOxcN6e+//zZCsEqqbaq9lZ555hn9+wwAcEzOzk5yYdcIOb9zuPyxIVEmzt0tycfy9WOZeUXy5vx90iIoWt75bZGkrJ8rv/32q9x0001mN9uq0e+h34MTEUABsCtFJaXy05p4vbJdWk5hjcfahvrIExdG685VQxWRVN9HhVC2UHzcGnzxxRfy6KOP6hX4fvjhBz36R01DqwxdVACzdetWeeedd3Rw8s8//4iLi4uur6UCvnHjxknnzp3r9TNVjYpNmzbJG2+8IXPmzNHT61QtJrUy3l133SURERE1nn+mbVAhlapf8NRTT+mfoYrWqwKtd955Z62rI57uXDQUtZLR8asUqZFd1Y/VZbUjAID9c3F2kqv6Rsql3ZvJV8v3y8eLYiW7oHy6eOLRPHn0j53SrXlXeemz8TK4XROzm2v16PfU/Vw0FPo91s2p7ExK1FvI8VdpVedYfbjr379/g1ylrSxCfrJinQBsl3orm7P9sLw5e5fsS82p8VgTX3d56LwOcm2/SHF1Ofk0uaKiIn21So0OqV6EHDiVuLg4HTSNGDFC122C/bK1foSttRdA46pLvyctu0A++GevfLfqgBSX1vzYeG50mDx+YbR0jKhbGQPYB/o9jqGLhfoQVjUCirQSwJkWGH/uz22yal96jeNebi5y5/C2ctfwtuLrYVVvdwAAAFYvxNdDnr+8i0wY3FremhMjf29NMh77Z9cRWRRzRG4a2EoeGd1RAry4eAfg1KzqE5laPlptAFAXx/KL5P35e+TrFXFSUu2qnLOTyDX9IuXh8zpImL8nJxMAAOAstG7iI5Nu6C23xx+V12bulLVxR/Vx1f36ZuUBmbElSY+GGt+nha4nBQBWH0ABQF2n2/2x4aC8NmuXpGYX1HjsnI6h8tTFnaR9HVe1AwAAQN2oBVx+uXuQzNtxWPfD9leUPVB1Nx/7fYv8sCZeXhzTRbq3COSUAjgBARQAm7L9UKY8N327rDtQfuWtUstgb3nuss4yqlO4aW2DY2rdurUORQEAcASqRu/oLhEyomOofLlsv3ywYK/kFZXoxzYlZMiYScvl2n4t5bELOkqQj7vZzUUDo9+Ds0EABcAmZOQW6iWBv199QA/3ruTp5iz/Hhmlaz15urmY2UQAAACH4eHqIveOjJKxPZvLKzN3yt9byutDqWsyP66Jl1nbkuTR0R3luv4t9ep6AEAABcCqlZaWyS/rEuTNOTGSnlNY47ELu0TI05d2khZB3qa1DwAAwJE1C/SSSdf3luv7p8pzf26XvUey9fGM3CJ5eto2+WltvLxweVfp0yrI7KYCMBkBFACrnm731B9bZXNiZo3jbUN95PnLusjwDqGmtQ0AAABVhkQ1kVkPDpOvl8fJe/N3S05h+bS8bQePyZUfr5Cr+rSQ/17SSQK9mZYHOCoCKABWJ7+oRP63YI98umRfjdXtvN1d5IFR7eW2IW3E3dXZ1DYCAACgJjcXZ10WYUzPZrpI+dSNB43Hfl2fKAtjjujRUBd3i9C1pAA4FgIoAFZlzf50eeL3LbKvYlWVSpf1aCZPXRwtTQO8TGsbAAAATi/M31Pevaanrv/07PRtsis5Sx9PzS6Uf/+wQc7vHC4vj+0q4f6enE7AgRBAAbAKWflF8sbsXfLdqvgax1sEeclr47rJsPZMtwMAALAl/dsEy4z7h8pXy/frxWQKikv18Xk7Dsuq2DR58uJOcm2/SHGmSDngEJjDAsB0C3YeltHvLqkRPql+yO1D28jch4cTPgEAANgoVxdnuWt4O5nz0HAZ1DbEOJ5VUCxPTd0q13+xSuKOG/kOwD4RQAEwTVp2gTzw40a5/Zt1kpSZbxzvGO4nf9w7RJ65tLN4uzNQEwAAwNa1buIjP9w5QF4f1038PKv6d6v2pcsF7y2RTxbHSnFJ+QgpAPaJAApAoysrK5OpGxPlvHcWy5+bDxnH3Vyc5OHzOshf9w+VnpGBvDIAAAB2RBUev7Z/S5n/yAgZ3TncOK6m5r0+a5eM/Wi5XgUZgH0igALQqA4fy5fbvl4rD/+8WY7mFhnHe7cMlJkPDJMHz2vPCncAAAB2TBUf//SmPvLRDb2lia+HcXzbwWNy+YfL5e05MVJYUS8KgP1gbguARjNra5I8OXWrZFQLnrzdXeSxCzrKTYNaiwsFKAEAABxmNNTF3ZrK4HYh8srfO+XX9Yn6eElpmXy4cK8s3p2iV9KLCvM1u6kAGggjoAA0ygp3j/66We75fkON8Gl4h1BdZHzCkDaETwAAAA4o0Ntd3rqqh3x7e3+9+nGlrQcz5dIPlsqUlXG6fAMA20cABcCi1saly0XvL5XfKq5qVY56em1cN/nm1n7SIsibVwAAAMDBDWsfqlfKu65/S+NYflGpPDt9u9z69Vo5klW1YA0A20QABcAi1Lz9t+bskms+XSmJR/OM46q4uKr1pDoXaug1AAAAoPh4uOqLlJ/f3FdCfNyNk7IoJkUueHeJzN6WzIkCbBgBFIAGt/dItlz58QqZtDBWSitGTKv6Tg+d115++9cgvQwvAAAAUJvzO4fL7IeGy7nRYcYxtXjNv75bL4/9tlmyC4o5cYANIoAC0GDU/Hw1T1/N11fz9iu1DvHWwdND53UQVxfedgAAAHBqoX4e8uUtfeWVK7qKl5uLcfyXdYly8ftLZf2BdE4hYGP4JAigQah5+Wp+vpqnr+brV1JT7f5+YJj0ahnEmQYAAECdqXINNwxoJX8/MFR6tAgwjsen58pVn6yUd+bGSFFJVb8TgHUjgAJw1pbuSZGL3luq5+dXUvP21fx9NY9fzecHAAAAzkTbUF/57Z7B8sCo9uJcUUJUlXn43z975epPV8qhjKp6owCsFwEUgDNWUlom783fLTd/tUbScgqN46Oiw/S8fTV/HwAAADhbbi7O8sj5HeTXfw2WViFVqyhvjM+QS/6nLoQe4SQDVo4ACsAZSc0ukAmT18h78/dIWUWhcXdXZ3l5bFf54pa+et4+AAAA0JD6tArSKypf1adFjQLlqhTExLkx+gIpAOtEAAWg3tbGpesrTUv3pNYoND713sFy48BWer4+AAAAYAmqvMNbV/WQt8Z3F0+38o+06oLoB//slRu/WK1rkwKwPgRQAOq1yt2ni2Pl2s9WyeFjBcbxi7pGyJ/3D5UuzaqKQwIAAACWdFXfSJn27yHSNtTHOLZyX5pc8r9lsmpfGicfsDIEUADqJDO3SO6csl5em7XLGNrs5uIkz13WWT66obf4e7pxJgEAANCooiP85c/7hsql3Zsax1KyCuT6z1fJpIV7pZQpeYDVIIACcFpbEjPkkg+Wyvydh41jzQI85Ze7B8mtQ9ow5Q4AAACm8fVwlQ+u6yUvjeki7i7lH3FV7vTWnBi5/Zu1crTaYjkAzEMABeCUU+6+XRkn4z9eKYlHq5a3PadjqPz9wDDp1TKIswcAAADTqRqkNw1qLb/dM0haBHkZxxfGpMilHyyTjfFHTW0fAAIoACeRX1QiD/+8SZ6Zvl0KS0r1MWcnkf9c0FG+vKWfBPm4c+4AAABgVbq3CJS/7x8m53UKM44dzMiTqz9dKd+tOmBq2wBHxwgoACdIzszXf6SnbTpkHAv185Af7hwo/z4nSpxVEgUAAABYoQBvN/n85r7y5EXR4lLRby0qKZOnp22TZ6Ztk6KKi6sAGhcBFIAaNiVkyOUfLpMtiZnGsYFtg+XvB4bKwLYhnC0AAADYxJS8u0e0k5/uGihhfh7G8W9XHZBbvlojGbnUhQIaGwEUAMP0TQf1yKcjWQXGsZsHtZJvbx8gYX6enCkAAADYlH6tg/Uqed1bBBjHVsSmyZhJy2XP4SxT2wY4GgIoAHp52jdn75IHf9okhcXlQ5JdnZ3k5bFd5cUxXcWtYjURAAAAwNZEVKzefHmPZsaxA2m5csVHK2ThriOmtg1wJHyqBBxcdkGx3PXtevloUaxxLNDbTY96unFgK1PbBgAAADQETzcXef/annpBner94Nu+WSufLo7Vqz8DsCwCKMCBJaTnypUfrZD5Ow8bxzqE+8qf/x4qg9pR7wkAAAD2VRdKLajz2U19xNvdRR9TudNrs3bJ//2yWa8CDcByCKAAB7VqX5ouNh5Tbe67Wq7293sGS8sQb1PbBgAAAFjK6C4R8se9g6VFkJdx7I+NB+W6z1fJkWP5nHjAQgigAAf0w+p4ufGL1XI0t8g4ds/IdvLpTX3Fz9PN1LYBAAAAlhYd4S/T/z1E+rcJNo5tjFerQS+XrdVWgwbQcAigAAcrNv7SjB3y1NStUlxaPs/d3dVZ3r2mhzx+YbS4ODuZ3UQAAACgUYT4esh3tw+Q6/pHGseSj+XLVZ+ukLnbk3kVgAZGAAU4iILiEnngp43y5bL9xrEwPw/5+a6BckWvFqa2DQAAADCDuhj76hXd5PnLOhsXY/OLSuVf362X71cf4EUBGhABFOAAjuUXyYSv1sqMLUnGsS7N/OXP+4ZKr5ZBprYNAAAAMLs4+YQhbeSbW/uLn4erPqYmC/x36jZ5Z95uVsgDGggBFGDnDh/Ll6s/WSkr96UZx4a1byI/3z1IIgI8TW0bAAAAYC2Gtm8iv/xrkIT7exjH/rdgjzz5x1YpLik1tW2APSCAAuzY3iNZMu6jFbIruWqluyt6NZcvb+knvhVXdwAAAACU69TUX/64d4hEhfkap+SntQly97frJa+whNMEnAUCKMBOrT+QLuM/WSkHM/KMY/8a0U7eubqHnusOAAAA4ETNA73kt38Nkr6tqkpVLNh1RK7/YpWk5xRyyoAzxKdQwA7N23FYrv98tWTkFul9JyfRhRWfuChaz3EHAAAAcHKB3u7y3R0DZHTncOPYxvgMGf/xCklIz+XUAWeAAAqwMz+sjpe7v10nBcXl89TdXZzlw+t668KKAAAAAOrG081FPr6xj9w4sKVxbF9qjoz7eIVsP5TJaQTqiQAKsBNlZWV6lY6npm7Vq3Yofp6u8s1t/eWS7k3Nbh4AAABgc1ycneSlMV3l0dEdjGMpWQVyzaerZPneVFPbBtgaAijADqhVOdTqHGqVjkpq9Y5f/zVIBrULMbVtAAAAgC1TJSzuO7e9vHlldx1IKdkFxTJh8hqZvumg2c0DbAYBFGDjikpK5YGfNurVOSqpVTvU6h3REf6mtg0AAACwF1f3i5TPb+4jXm4uer+opEwe/GmTLoEB4PQIoAAbVlBcIvd8t0Fmbk02jqnVOtSqHWr1DgAAAAAN59zocPnxroES7ONuHFMlML5evp/TDJwGARRgo/KLSuSuKetl/s7DxrGRHUP1ah1q1Q4AAAAADa9nZKAudRHh72kce/6vHfLZklhON2BLAVR+fr4899xz0qFDB/H09JRmzZrJbbfdJomJiWY3DbAauYXFcvs3a2Xx7hTj2Pmdw+XTm/ro1ToAAAAAWE67UF/55e6asw5enblLPqhWkxWAFQdQKnwaNWqUvPjii5KdnS1jxoyRyMhImTx5svTu3VtiY0mUAV3w8Ku1snxvmnEyLunWVD66obd4uBI+AQAAAI2hZYi3/Hz3QGkZ7G0cmzhvt0ycG6NXqAZgxQHUq6++KitWrJBBgwbJ7t275eeff5bVq1fLxIkTJSUlRY+EAhxZZl6R3PTlalkTl24cG9uzmbx/bU9xc7Gq/84AAACA3WsR5K1HQrVt4mMc++CfvfL6rF2EUMBxrOYTa1FRkXzwwQf6/qRJk8TX19d47JFHHpHu3bvLkiVLZP369Sa2EjBPRm6h3PjFatkYn2Ecu6pPC5l4dU9xJXwCAAAATBER4Ck/3T1QOoRXfYb9dMk+eeGvHYRQgDUGUMuWLZOMjAxp166d9OrV64THx48fr2//+usvE1oHmCstu0Cu+3y1bD2YaRy7YUBLeePK7uLi7GRq2wAAAABHF+bnKT/eOVA6NfU3jn29Ik7+O22blJYyHQ+wqgBq8+bN+lbVeqpN5fHK5wGO4khWvlz72SrZmXTMOHbrkNby8tiu4kz4BAAAAFiFEF8P+fHOAdK9RYBx7IfV8fLY71ukhBAKsJ4AKj4+Xt+2aNGi1scrj1c+D3AEyZn5cu2nq2TPkWzj2N0j2sqzl3YWJydGPgEAAADWJNDbXb67Y4D0bhloHPttfaI88ssmKS4pNbVtgNlcxUqoVe8Ub++qFQSq8/HxqfG8U+nSpUutx9Uqem3bttX1pgBrl5SZLzd8uVYSjuYZx+4b2VYeOLedFBcXm9o2e1X53sB7BIDaqBWNrDH8p98D4EzQ77EcLxeRL2/uLXd9t1HWxh3Vx6ZvOiSFRSXyzlXdqN8Kh+3zWE0AVblM5cn+kQ21jOXOnTvF3d29Qb4XYCnO3gEScf3r4hYSaRw7umSK/OeNX+Q/nHaLqwy8AeB4nTt3tqmTQr8HwOnQ77EcJzcPCR33jHi17qn3Z20/LL/+9IOkzXxPfcLllxMO1+exmgDKz89P3+bk5NT6eG5urr6tvjreyWzfvv2kVwhVkEUdKVizzLwiufGrdbIrOcs49tgF7eXOl74TEbXBklcCVSdMvQ+5ublxogHU0KNHD6s8I/R7AJwJ+j2NI7+oRP794yZZsidN7/t2GyV33z5Bnrs02ipH1QKW7PNYTQDVsmVLfZuYmFjr45XHK593ptR/cj5YwlplFxTLnd9trBE+PXJ+B7n3nPamtsvRqPcI3icAHM8WPyjQ7wFwOvR7LH9+P7u5n0yYvEZW7UvXx75fkyB+Xu7y+IUdbfJvC+yfk4V+L52tLWHbsGFDrY9XHu/evXujtgtozKsjd36zTjbGZxjH7h7eVu4/N4oXAQAAALBRnm4u8sUt/aRnZFVh8k8Wx8qkhXtNbRfQ2KwmgBoyZIgEBAToQuEbN2484fHffvtN31566aUmtA6wrMLiUrn3+w2ycl/50FzlxoEt5YmLGJoLAAAA2DpfD1f55tb+Eh1RXnpGeXvubvlq2X5T2wU4ZAClCoPfd999+r66rV4L6p133pEtW7bI0KFDpV+/fia2Emh4JaVl8vAvm+SfXUeMY+N6NZcXL+/KkFwAAADATgR4u8m3tw+Qtk2qFrx5ccYO+WVtgqntAhqL1dSAUp5++mmZP3++rFixQtq3by/Dhg2TAwcOyOrVqyUkJEQmT55sdhOBBlVaWiZP/L5F/t6SZBy7sEuEvDm+uzg7Mx8cAAAAsCehfh7y3R0D5KpPVsrBjDx97Ik/toi3h4tc2r2Z2c0DHGMElOLp6SkLFy6UZ555Rry9vWXatGkSFxcnt9xyi56WFxVFLRzYD7Uio7ri8ev6qsL7IzqEyvvX9RRXF6v6rwkAAACggTQL9JIf7hwgYX4eer+0TOShnzbJgp2HOcewa1b3KdfLy0tefPFF2bt3rxQUFEhycrJ8/fXXEhkZaXbTgAb19twY+XpFnLHfv02wfHJjH/FwdeFMAwAAAHasVYiPfH/HAAnydtP7xaVlcs/3G2TF3lSzmwY4TgAFOIKPFu2VSQtjjf0eLQLky1v6ipc74RMAAADgCNqH++maUH4ersbCRHdMWSfrDxw1u2mARRBAAY1syso4eXN2jLHfMdxPvr61v/h5ll/9AAAAAOAYujYPkMm39hMvt/IL0bmFJTJh8hrZfijT7KYBDY4ACmhEqtj4s9O3G/ttmvjIt3f0lyAfd14HAAAAwAH1bR0sn9/cV9wr6sBm5RfLhMlrJSE91+ymAQ2KAApoJOvi0uXhXzYZ+80DvfQKGGF+nrwGAAAAgAMb2r6JfHh9L3GpWAk7JatAbv16rWTmFpndNKDBEEABjWBfSrbcOWWdntetBHi5yTe39dchFAAAAACM7hIhr43rZpyIvUey5e7v1klBcQknB3aBAAqwsNTsAj2E9mjF1Qs1tFYNsY0K8+XcAwAAADBc3TdSHhzV3thftS9dHvtti5SVlXGWYPMIoAALyisskTu+WSfx1eZvT7y6h/RvE8x5BwAAAHCCh85rL1f2bmHsT990SN6eW7WIEWCrCKAACykpLZMHf9oomxIyjGNPXBQtl/VoxjkHAAAAUCsnJyc9FW9IVIhxbNLCWPlhdTxnDDaNAAqwADVE9qUZO2TujsPGsRsHtpS7h7flfAMAAAA4JXdXZ/n4xj7SMdzPOPbM9G2ycNcRzhxsFgEUYAFfLtsvX6+IM/ZHRYfJ85d10VczAAAAAOB0/D3dZPKt/STc38OYYfHvHzbItoOZnDzYJAIooIHN3Jokr8zcaex3ax4gH1zfS1xd+O8GAAAAoO6aBXrJ5An9xdfDVe/nFpbIrV+vlcSjVTVmAVvBJ2KgAa0/kC4P/bxJKhepaBHkJV9O6Cve7uV/MAAAAACgPjo385dJN/QWF+fy2RQpWeWrbGdWrLIN2AoCKKCB7EvJ1iveFRaX6v0ALzf5+tZ+EubnyTkGAAAAcMZGdAiVV6/oauzvPZItd3+3TgqKSzirsBkEUEADSMsuvwpxtOIqhLuLs3x2Ux+JCqsqGggAAAAAZ+qafi3lgXOjjP1V+9Ll8d+26AWQAFtAAAWcJXXV4c4p6yQ+vWoe9ttX95ABbauWTQUAAACAs/Xw+R1kXK/mxv60TYfk3fl7OLGwCQRQwFlQVxuenbZdNsRnGMeeuChaLu/RjPMKAAAAoEGpVbVfv7K7DG5XdbH7fwv2yOxtyZxpWD0CKOAsfLfqgPy8LsHYv7ZfpNw9vC3nFAAAAIBFuLs6yyc39ZF2oT7Gsf/7ZZPsPpzFGYdVI4ACztDqfWnywl87jP0+rYLkhTFd9FUJAAAAALAUf083+ezmvuLnUb7adk5heVkQVsaDNSOAAs7AoYw8uff7DVJcWl7wL9zfQz6+obd4uLpwPgEAAABYXLtQX3n/up5Sef37QFqu3P/TRimp+IwCWBsCKKCe8otK5K5v10laTqGx4t0nN/aRMH9PziUAAACARnNudLj83/kdjP0lu1PkzTm7eAVglQiggHoWHX/yj62y7eAx49jLV3SVXi2DOI8AAAAAGt2/z4mSi7pGGPufLt4nf24+xCsBq0MABdTDl8v2y9SNB439CYNby9V9IzmHAAAAAEyhatC+fVUP6RjuZxx77LfNsv1QJq8IrAoBFFBHy/akyqszdxr7A9oEy38v6cT5AwAAAGAqHw9X+ezmPhLg5ab384tK5a4p6yUtu4BXBlaDAAqog/i0XLnvxw1SWc+veaCXfHRDb3Fz4b8QAAAAAPO1CvGRD67rJc4VRckPZuTJfT9slKKSUrObBmh8egZOI7ewWBcdz8gt0vuebs7y6U19JMTXg3MHAAAAwGoM7xAqT1wUbeyv3JdWYxYHYCYCKOA0Rcf/8+sW2ZWcZRx748ru0rV5AOcNAAAAgNW5c1hbGdOzmbE/eXmc/LY+0dQ2AQoBFHAKHy2Klb+3Jhn7dw1Xb+bNOWcAAAAArLYo+evjukuXZv7GsaembpVNCRmmtgsggAJOYuGuI/L23Bhjf1j7JvLYBR05XwAAAACsmpe7iy4bEuzjrvcLi0vlX9+ulyNZ+WY3DQ6MAAqohSrY99DPm6Ssouh4y2BvXdDPlaLjAAAAAGxAiyBvvXCSS0VV8uRj+fLQT5ukpHJlJaCREUABx1GrRDzw40bJzCsvOu7l5qKXNA30Lr96AAAAAAC2YGDbEHnmkk7G/orYNPlo4V5T2wTHRQAFHOfdebtl/YGjxv5LY7tKdETV/GkAAAAAsBW3DG4tF3eLMPbfnb9bVu9LM7VNcEwEUEA1i3en6MLjlcb1bi7j+7TgHAEAAACw2aLkr43rLpHBXnpfzcB74KeNkpZdYHbT4GAIoIAKR47lyyM/bzLOR9tQH3lpTFfODwAAAACbFuDlJh9e11vcXMrrQR0+ViD/9+tmKaUeFBoRARQgogvxPfjTJknLKdTnw8PVWSZd31t8PFw5PwAAAABsXo/IQHn8wmhjf1FMinyxbJ+pbYJjIYACROTDf/bKymrzoJ+7rIt0akrdJwAAAAD24/ahbeS8TuHG/puzY2RDfFX9W8CSCKDg8FbGpsn7C3Yb5+HS7k3luv6RDn9eAAAAANhfPai3r+ouzQI89X5xaZnc/8NGycwtXwEcsCQCKDg0VXjvwZ826kJ8SqsQb3ltXDf9xgwAAAAA9ibQ213+d10vcXEu/8xzMCNP/vPbZikrq/hQBFgIARQcliq498gvm+VIVvnqD6ognyrM5+fpZnbTAAAAAMBi+rYOlv8b3cHYn7vjsHyzIo4zDosigILD+mzpPlm8O8XYf+riTtKtRYCpbQIAAACAxvCv4e1kWPsmxv6rM3fJ1sRMTj4shgAKDmn9gXR5a06MsT+6c7hMGNza1DYBAAAAQGNxdnaSd6/pKWF+Hnq/sKRU7vtxg2TlUw8KlkEABYeTkVuoC+2VVBR+ah7oJW+N70HdJwAAAAAOpYmvh7x/bS+pKAclB9Jy5ck/tlIPChZBAAWHogrrPfrrFjmUma/3XZ2d5IPre0mAN3WfAAAAADieQe1C5IFR7Y39GVuS5Mc1Caa2CfaJAAoOZcrKAzJ/52Fj/z8XdJTeLYNMbRMAAAAAmOn+c9vLwLbBxv4Lf22XPYezTG0T7A8BFBzGvpRseW3WTmN/ZMdQuXNYW1PbBAAAAABmc3F20lPxQnzc9X5Bcak8/MsmKSopNbtpsCMEUHAIxSWl8sgvmyW/qPwNtImvu7x9VQ9deA8AAAAAHF24v6e8dVV3Y3/bwWPy4T97TW0T7AsBFBzCJ4tjZVNChrH/6hXddME9AAAAAEC5c6PD5dp+kcbp+HDhXtmSWPU5CjgbBFCwe9sPZcr7C/YY+1f2biGju0SY2iYAAAAAsEZPX9pZWgR56ftq5fCHf94k+UUlZjcLdoAACnatoLhEHvl5sxSVlOn9ZgGe8tzlnc1uFgAAAABYJV8PV5l4VQ9xqqhWEpuSI2/NiTG7WbADBFCwa+/O2yMx1VZvUHWf/D3dTG0TAAAAAFizAW1D5PYhbYz9r5bvl1X70kxtE2wfARTs1rq4dPl0SayxP2Fwaxkc1cTUNgEAAACALXj0go4SFear75eViTz662bJLig2u1mwYVYRQOXk5Mi3334r999/v/Tv3188PDzEyclJXn/9dbObBhuVU1As//frZv1GqbRt4iOPXxhtdrMAAAAAwCZ4urnIu1f3FNeKlcMTj+bJyzN2mN0s2DBXsQJ79uyRm2++2exmwI68NmunHEjL1ffV++XbV/cQL3cXs5sFAAAAADajW4sAue/cKHlvfvmiTj+tTZDRXcL1anmATY6A8vPzk9tvv10+/fRT2bBhg/z3v/81u0mwYYt3p8h3q+KN/XtHRknvlkGmtgkAAAAAbNG/z4mSbs0DjP3Hf98qR3MKTW0TbJNVBFDt2rWTL774Qu666y7p1auXuLpaxcAs2KDM3CJ57LfNxn7npv7ywKj2prYJAAAAAGyVm4uzvHN1D3F3LY8PUrIK5Onp28xuFmyQVQRQQEN57s9tcvhYgb7vrt4or6l6owQAAAAA1F/7cD957IKOxv7fW5Lkz82HOJWoFz6Zw27M2pok0zZVvQk+fH4HiY7wN7VNAAAAAGAPbhvSRga0CTb2n5mmLv7nm9om2BYCKNiFI1n58tTUrcZ+n1ZBctfwtqa2CQAAAADshbOzk7x9VQ/xqVjcKTNPlT/ZImWVS48Dp2GXxZa6dOlS6/HY2Fhdbwr2Rb3hPfXHVjmaW6T3vdxcZOJVPcSlYrlQAADsGf0eAEBjiQz2lmcu7SxP/LHVWADqxzUJcv2AlrwIaJwAavz48bJtW/2KkE2ZMkX69+/fED8eDm7apoMyf+cRY/+pSzpJ6yY+prYJAAAAAOzRNf0iZe6Ow/LPrvLPYC//vUNGdAyV5oFeZjcNjhBAxcXFSUxMTL2+Jjc3Vyxl+/bt9bpCCNuVnlMoL83YaewPa99EbiR9BwA4EPo9AIDG5OTkJK+P6yaj31siGblFkltYIs9N3yaf39xXPwZYtAbUunXr9DSo+mwjR45siB8NB/fqzJ06hKqcevfauG686QEAAACABYX5e8ozl3Q29tWMlNnbkjnnOCWKkMNmrdibKr+tTzT2/290B2kR5G1qmwAAAADAEYzr3VyGRIUY+8/9uV2O5ZfX5QVqQwAFm5RfVFJj1buuzf1lwuDWprYJAAAAAByFmm73ythu4uFaHiscySqQN2fvMrtZsGIEULBJH/6zV+LSyuuIqcXuXh/XXVxd+HUGAAAAgMaiFn96YFR7Y/+7VfGy/kA6LwAsV4S8IVxxxRWSlJSk7ycmlk+r+uijj2TatGn6ftOmTWXq1KmmthHWISY5Sz5ZHGvs3zakjXRtHmBqmwAAAADAEd05rK38uemQxBzO0vtP/rFVZtw/TNwrRkYBVhdAbdy4UQ4cOFDjWEJCgt6UVq1amdQyWJPS0jI99a64tEzvq6U+Hz6/g9nNAgAAAACHpIKmV8d1k/GfrJCyMpHdh7PlsyWxct+5VSOjAMVqIsm4uLhTrpqnHgd+WKOGdB41TsTLY7uKj4fV5KgAAAAA4HD6tAqSGwdUDRr53z97ZX9qjqltgvWxmgAKOJ3Dx/LljVlVRe0u7d5UzokO48QBAAAAgMn+c2FHCfPz0PcLi0vlqT+26sEkQCUCKNiMF/7aLlkFxfq+v6erPHtZZ7ObBAAAAADQn9Hc5MUxXYxzsXJfmvy+4SDnBgYCKNiE+TsOy8ytycb+kxd3kjA/T1PbBAAAAACockGXCDmvU7ix//LfOyQtu4BTBI0AClYvu6BYnp2+zdjv1zpIrukbaWqbAAAAAAA1OTk56VFQPu4uej8jt0he+XsnpwkaARSs3sS5MXIoM1/fd3NxktfGdRNnZyezmwUAAAAAOE6zQC959IKOxv4fGw/K0j0pnCcQQMG6bU7IkG9WVK2AeM/IKIkK8zO1TQAAAACAk7t5UGvp0SLA2P/v1G2SV1jCKXNwjICC1SouKZUn/9gqpRULJ7QN9ZF7R7Yzu1kAAAAAgFNwcVYzV7rrWyU+PVf+988ezpmDI4CC1fpq+X7ZkXTM2H/1im7i6VY+lxgAAAAAYL06N/OXO4a1MfY/X7JPdlb7fAfHQwAFq3QwI0/embfb2FdFxwe2DTG1TQAAAACAuntoVAeJDPbS94tLy+SpqVultHKKCxwOARSs0qszd0p+Uam+38TXXZ68ONrsJgEAAAAA6sHL3UVeHtvN2N8YnyHTNh3kHDooAihYnVX70uTvLUnG/uMXRkugt7upbQIAAAAA1N+IDqFyUdcIY//1Wbsku6CYU+mACKBgVUpKy+SFv3YY+z0iA+XK3i1MbRMAAAAA4Mw9dXEn8XAtjx+OZBXIpIV7OZ0OiAAKVuWntfE1CtM9f1lnca5YOQEAAAAAYHsig73l7uFtjf0vl+6XuNQcU9uExkcABauRmVskb8+JMfbH9W4uvVoGmdomAAAAAMDZ+9fIdtI0wFPfLywplVdm7uS0OhgCKFiNd+fvlqO5Rfq+t7uLrv0EAAAAALB93u6u8sRFVZ/x5u04LEv3pJjaJjQuAihYhd2Hs+TbVQeM/fvOjZJw//J0HAAAAABg+y7v0Uz6ta6a5aLq/xaVlK9+DvtHAAXTlZWVyYt/7dAFyJVWId5y+9A2ZjcLAAAAANCAnJyc5LnLuohTRZnfvUey5duVVQMRYN8IoGA6NfRy2d5UY//pSzqLh6uLqW0CAAAAADS8rs0D5Np+kTVKsaRlF3CqHQABFEyVX1QiL/9dVXxuWPsmcl6nMFPbBAAAAACwnEdHdxQ/T1d9Pyu/WN6eu5vT7QAIoGCqL5ftl/j0XH3fxVkNx+ysh2UCAAAAAOxTiK+HPHReB2P/p7Xxsu1gpqltguURQME0yZn5MmnhXmP/5kGtJCrMj1cEAAAAAOyc+vzXLtRH3y8rUwXJt+v6wLBfBFAwzRuzd0luYYm+H+zjXiMBBwAAAADYLzcXZ3n2si7G/tq4o/LXliRT2wTLIoCCKdYfOCpTNx6sMQc4wMuNVwMAAAAAHMSIDqE1agC/NnOn5FUMUoD9IYBCoystLdPDKyt1aeYv11RbBQEAAAAA4BjUKujuLuXRRFJmvny8ONbsJsFCCKDQ6H7bkChbEqsKzD13WRddgBwAAAAA4FhaN/GR24a2MfY/XRwriUfLF6qCfSGAQqPKyi+SN2fHGPuX9Wgm/dsE8yoAAAAAgIO679woCfXz0PcLikvl1Zk7zW4SLIAACo3qg3/2Smp2gb7v6eYsT14UzSsAAAAAAA7M18NVHr+w6rPhzK3JsiI21dQ2oeERQKHRJKTnyuTl+439e0ZESbNAL14BAAAAAHBw43o1lx6Rgcb+K3/v1PWDYT8IoNBo3pm3W4pKyt9AmgV4yt0j2nL2AQAAAADi7Owkz1/W2TgT2w8dkxlbkzgzdoQACo1iZ9IxmbbpoLH/8PkdxNPNhbMPAAAAANB6tQySi7pGGGdj4twYKSwu5ezYCQIoNIo3Z++SsorRkx3CfWVc7xaceQAAAABADY9e0NFYJf1AWq78vDaeM2QnCKBgcav2pcnCmBRj/7ELoo03FAAAAAAAKrUL9ZWr+0Ya++8v2Cs5BcWcIDtAAAWLKisrk9dn7TL2+7YKklGdwjjrAAAAAIBaPXRee71quqJWUf9qWdViVrBdBFCwqDnbD8umhAxj/4mLosXJidFPAAAAAIDahft7yq1D2hj7ny7ZJ2nZBZwuG0cABYspLimVt+ZUjX46r1OY9G0dzBkHAAAAAJzSv0a0kwAvN30/u6BYJi2M5YzZOAIoWMzvGxIlNiVH31eDnv5zQTRnGwAAAABwWip8undkO2P/u1UHJPFoLmfOhhFAwSLyi0rk3Xl7jP1xvVpIxwg/zjYAAAAAoE5uGdxamgZ46vuFJaXyzrzdnDkbRgAFi/h6RZwkH8vX991dneWR0R040wAAAACAOvN0c5GHz6v6LDl140HZlXyMM2ijCKDQ4DJzi+SjhXuN/ZsHtpLmgV6caQAAAABAvYzr3Vyiwnz1/bIykbdmx3AGbRQBFBrcx4tj5Vh+sb7v5+Eq/z4nirMMAAAAAKg3Vxdn+c8FHY39BbuOyJr96ZxJG0QAhQaVnJkvk5fvN/bvHtFWgnzcOcsAAAAAgDMyunO49G4ZaOy/PmunlKnhULApBFBoUO/N3y0FxaX6fqifh9w2tA1nGAAAAABwxpycnOTxC6tWVd8QnyHzdhzmjNoYAig0mL1HsuWXdQnG/oOj2ou3uytnGAAAAABwVga0DZFzo8OM/bfmxEhJKaOgbAkBFBrM23NipPL/f5smPnJNv0jOLgAAAACgQTx2YUdxciq/v+dItvy+IZEza0MIoNAgNsYfldnbk439/xvdQdxc+PUCAAAAADSM6Ah/uaJnc2P/3Xm7Jb+ohNNrI0gIcNZU8bfXZ+0y9rs1D5CLuzblzAIAAAAAGtTD53cQ94rBDkmZ+TJlZRxn2EYQQOGsLdqdIqurLYOpisM5O1eMiwQAAAAAoIFEBnvLDQNbGvuTFsZKZl4R59cGEEDhrEc/TZwbY+wPjWoiQ9s34awCAAAAACzivnOixNejfMErFT59uXQfZ9oGEEDhrCzYeUS2HTxWoygcAAAAAACWEuLrIXcOa2vsT14eJ5m5jIKydgRQOKvRT//7Z4+xf16nMOneIpAzCgAAAACwqFuHthZ/z/JRUFkFxTJ5xX7OuJWzigBq165d8sYbb8ioUaOkZcuW4uHhIRERETJu3DhZunSp2c3DKWo/bUnMNPYfGNWecwUAAAAAsDh/Tze5bWgbY/+rZfvlWD6joKyZVQRQ5513njzxxBOybt06iY6OlrFjx0poaKhMnTpVRowYIe+9957ZTUQto5/en181+umcjqGMfgIAAAAANJpbB7cRv4paUMfyi+Wb5ayIZ82sIoDq3Lmz/PDDD5KSkiJz586Vn3/+WbZu3SqffPKJDjoeffRR2bFjh9nNRDVL96TKpoQMY5/RTwAAAACAxhTg7Sa3Dmlt7H+xbL9kFxTzIlgpqwigVOh03XXXibu7e43jd999t4wePVpKSkrk119/Na19qGX004Kq0U/DO4RKr5ZBnCYAAAAAQKNS0/B83F2MFfG+WcEoKGtlFQHUqfTo0UPfHjp0yOymoMKK2DRZf+CocT4eHBXFuQEAAAAANLpAb3e5ZXC1UVBL90kOo6CsktUHUPv27dO3qig5rEP10U9Do5pIn1bBprYHAAAAAOC47hjWVrwrRkEdzS2S71YdMLtJsLUAKjY2VmbMmKHvX3755WY3ByKyMjZN1uxPN84FtZ8AAAAAAGYK9nGXmwa1MvY/W7JPcgupBWVtysvFW6Hi4mKZMGGCFBQUyDXXXCN9+vSp89d26dLlpIFWu3btGrCVjud/1UY/DWobIv3bMPoJAAAz0e8BAEDkzmFtZcqKA5JXVCJpOYXyw+p4PTIKdhZAjR8/XrZt21avr5kyZYr079//pI/ff//9smzZMmnbtq189NFHDdBKnC018mnlvjRjn9FPAAAAAABr0MTXQ24c2FI+X7pf73+yeJ/cMKCVeFVMzYOdBFBxcXESExNTr6/Jzc096WMvvviifPLJJxIeHi5z5syR4OD6jbLZvn17va4Qov6jn9TIp0HtQjh1AACYjH4PAADl7hreTqasPCAFxaWSml0gP66J16vkwY5qQK1bt07KysrqtY0cObLW7zVp0iR57rnnJCAgQGbPni1RUaywZg3WH0iXZXtTjf0HR7U3tT0AAAAAAFQX6uehRz1V+mRxrOQXlXCSrIRVFSH//vvv9dQ7b29v+fvvv6Vnz55mNwkV3l+w1zgXfVoFyWBGPwEAAAAArMzdI9qKu2t51HEkq0B+XptgdpNgbQHUzJkzddFxNzc3mTp1qgwZMsTsJqHCxvijsmR3So3RT05OTpwfAAAAAIBVCff3lOv7tzT2P14UKwXFjIKyBlYRQC1fvlwXMld+/vlnGT16tNlNwklqP/WMDJRh7ZtwfgAAAAAA1jsKyqU87kg+li+/rEs0u0loqCLkZ+vSSy+VvLw8adOmjUybNk1vxxs6dKjccccdprTPkW1JzJCFMdVGP53H6CcAAAAAgPVqGuAl1/SLlG9XHdD7Hy/cK9f0jTSm5sGBA6iMjAx9u3//fr2dDAFU4/tftdpP3VsEyMgOoSa0AgAAAACAuvvXyHby09p4KSopk0OZ+fL7hkS5rtrUPDQ+q4j/6rJq3tdff212Mx3OtoOZMn/nYWOf2k8AAAAAAFvQPNBLruobaexPWrhXikpKTW2To7OKAArW6YN/qmo/dWnmL+dGh5naHgAAAAAA6uqeEe3E1bl8Aa3Eo3kydcNBTp6JCKBQq51Jx2TO9qrRTw+w8h0AAAAAwIZEBnvLlb1bGPsfMgrKVARQqNVHi2KN+52a+svozuGcKQAAAACATfn3OVHiUjEKKj49V2ZsOWR2kxwWARROkJCeKzO3Jhn7950TJU5O5f9hAQAAAACwFS1DvGVsz+bG/mdL9us602h8BFA4wVfL90tJafl/yFYh3nJh1wjOEgAAAADAJt01vG2NcjPL96aZ2h5HRQCFGjJzi+TntQnG/h1D2xjDFQEAAAAAsDUdI/xkZMdQY//TJVUlZ9B4CKBQw3erD0huYYm+H+TtJuP7VC1bCQAAAACALbprWNUoqKV7UvVIKDQuAigYCopL5OsVccb+TYNai5e7C2cIAAAAAGDTBrULka7N/Y39z5fsM7U9jogACobpGw9JSlaBvu/h6iw3D2rF2QEAAAAA2Dy1sNad1UZB/bn5kCRl5pnaJkdDAAWttLRMPltalQBf2aeFNPH14OwAAAAAAOzCJd2aSvNAL32/uLRMJi+vmgEEyyOAgrZo9xHZeyRb33dyKi8+DgAAAACAvXB1cZbbqn3W/WF1vBzLLzK1TY6EAArap4urRj+d3ylc2ob6cmYAAAAAAHblmn6R4u/pqu9nFxTLT2vizW6SwyCAgmxOyJDV+9ONM3HX8Kp5sQAAAAAA2AtfD1e5YWBVveOvlsVJYXGpqW1yFARQqFH7qXfLQOnbOpizAgAAAACwS7cObi1uLk76fvKxfJmx5ZDZTXIIBFAOLiE9V2ZtTTL2Gf0EAAAAALBnYf6eMrZnc2P/syX7pKyszNQ2OQICKAf35bL9Ulrx/6x1iLec3znC7CYBAAAAAGBRd1YrPbMrOUuW7knljFsYAZQDy8gtlJ/XJhj7tw9rKy7O5cMQAQAAAACwVx3C/eScjqE1RkHBsgigHNh3qw5IXlGJvh/s4y7je7cwu0kAAAAAADSKu4a3M+4v25sq2w9lcuYtiADKQeUXlcjXKw4Y+zcNbCVe7i6mtgkAAAAAgMYysG2wdGseYOx/zigoiyKAclDTNh6U1OwCfd/D1VluHlS1DCUAAAAAAPbOycmpRi2ov7YkyaGMPFPbZM8IoBxQaWmZfL60an7r+D4tJMTXw9Q2AQAAAADQ2C7uGiHNA730/ZLSMvlq2X5eBAshgHJA/+w6IrEpOfq+k5PIHcOqEl8AAAAAAByFq4uz3D60jbH/45p4ycwrMrVN9ooAygF9Vm300+jO4dKmiY+p7QEAAAAAwCzX9IsUf09XfT+nsESHUGh4BFAOZlNChqzZn27s31VtvisAAAAAAI7Gx8NVbhxYVRd58vL9Ulhcamqb7BEBlIOpXtW/T6sg6dMq2NT2AAAAAABgtgmDW4u7S3lEcvhYgfy5+ZDZTbI7BFAOJD4tV2ZtSzL276T2EwAAAAAAEubvKWN7NasxeKOsrIwz04AIoBzINyvjpLTi/4+q+3R+53CzmwQAAAAAgFWoPkgj5nCWrIhNM7U99oYAykHkFZbIr+sSagwvdHF2MrVNAAAAAABYi/bhfjKiQ6ixP2VlnKntsTcEUA5i+qaDciy/WN/3cXeRcb2bm90kAAAAAACsys2DqoqRz9txWA5m5JnaHntCAOUA1LzVb1YeMPav7NNC/DzdTG0TAAAAAADWZmTHMIkM9tL3VQmbH1ZXfZbG2SGAcgDrDxyVnUnHjP2bqi0vCQAAAAAAyqlSNTcOqPrM/NOaBCkoLuH0NAACKAcwpdrop8HtQvS8VgAAAAAAcKKr+0aKh2t5XJKWUyiztiZzmhoAAZSdO5KVL7O2JdU6nxUAAAAAANQU5OMul/doVmNFeZw9Aig7p4YLFpWU6ftNAzzlvE7hZjcJAAAAAACrdvOg1sb9jfEZsu1gpqntsQcEUHasqKRUvq9WMO2GAS3F1YWXHAAAAACAU+nWIkB6tQw09qcwCuqskUbYMbVk5OFjBfq+m4uTXNOvpdlNAgAAAADAJlQvYTN90yE5mlNoantsHQGUHaue0F7SramE+nmY2h4AAAAAAGzFxd2aSoiPu75fUFwqv65PMLtJNo0Ayk7FJGfJqn3pxv5N1eavAgAAAACAU/NwdZFr+0ca+9+tipeS0vIay6g/Aig79e2qqtFPXZr5S+9qc1cBAAAAAMDpXT+glTg7ld+PT8+VxbuPcNrOEAGUHTqWXyR/bDho7N8yqLU4OVX8jwEAAAAAAHXSPNBLzu9ctZr8lJVVC32hfgig7NAf6xMlt7BE3w/wcpPLejQzu0kAAAAAANikm6uVtFm8O0XiUnNMbY+tIoCyM2VlZTJlVVUie3XfFuLl7mJqmwAAAAAAsFWD24VIu1Affb+sTNWCYhTUmSCAsjPL96bJvpTyNFbNurtxYNWykQAAAAAAoH5USZvqo6B+WZcgeRWzjlB3BFB2ZsrKquLjIzuESquQ8pQWAAAAAACcmXG9m4tPxeyiY/nFMn1TVd1l1A0BlB05mJEn83ceNvZvHlyV0AIAAAAAgDPj5+km43q3qFGMXJXAQd0RQNmR71cdkNKK3/9WId4yon2o2U0CAAAAAMAu3DSoqsTNjqRjsiH+qKntsTUEUHYiv6hEflqbYOzfOKCVODs7mdomAAAAAADsRYdwPxnYNtjY/2YFxcjrgwDKTszcmiTpOYX6vqebs1zVt2poIAAAAAAAOHu3VCtGPmtbkqRkFXBa64gAyk6o+aeVxvRoLoHe7qa2BwAAAAAAe3N+53CJ8PfU94tKyuSnNfFmN8lmEEDZgS2JGbIpIaPWeakAAAAAAKBhuLo4yw0DWhr736+Ol+KSUk6vrQRQW7Zskfvuu08GDhwozZo1Ew8PDwkICJBBgwbJhx9+KMXFxWY30WZGP/VpFSRdmweY2h4AAAAAAOzVtf1biptLec3l5GP5Mm9H1Wr0sPIAasmSJTJp0iRJTk6Wzp07y7hx46Rfv36yadMmuf/+++WCCy6QoqIis5tplY7mFMpfmw8Z+zcz+gkAAAAAAIsJ9fOQi7o2rXVQCKw8gLr44oslNjZW4uLiZP78+fLjjz/qW7XftWtX+eeff+TLL780u5lWaerGg1JQXD7cr4mvu1zYNcLsJgEAAAAAYNeqD/5YuS9N4lJzTG2PLbCKAKpt27Z6O154eLg88cQT+r4KoVBTWVmZ/LIuwdi/sk8L8XB14TQBAAAAAGBBqvxN+zBfY7/6Z3NYcQB1Ki4u5YGKuzuruh1vS2Km7ErOMvav7hvZqK8NAAAAAACOyMnJSa7pV/UZ/Lf1iRQjt+UA6ujRozJx4kR9/6KLLjK7OVbn52oJa7/WQdIutCp9BQAAAAAAlnNFr+ZGMfIjWQWyeHcKp/sUXMWK7NmzR1555RUpLS2Vw4cPy4oVKyQ7O1vuvvtuuf76681unlXJKyyRvzZVFR9n9BMAAAAAAI0nxNdDzusULrO2Jev9n9cmyKhO4bwEthBAqdDpm2++qXHsvvvu06GUGt5WV126dKn1uCp03q5dO7EHM7cmSVZBsb7v6+Eql3SvqsAPAAAchyP0ewAAsFZX94s0Aqh/dh2RlKwCvUoeLBRAjR8/XrZt21avr5kyZYr079+/xrGhQ4fqwtolJSUSHx8vU6dOlRdeeEHmzJkjc+fOldatWzdEc+1C9el3l/VoKt7uVpUlAgAAAABg94a3D5WmAZ6SlJkvxaVl8seGRLl7BBeAatMgqUVcXJzExMTU62tyc3NPWXi8TZs28sgjj+jbcePGyf333y9//fVXnb739u3b63WF0NbsT82RNfvTjX2m3wEA4Ljsvd8DAIA1c3F2kvF9WsgH/+w1BovcNbxtvWZxOYoGKUK+bt06PXKpPtvIkSPr9L3Hjh0rvr6+MmvWLCksLGyI5tq86ss7dgj3lZ6Rgaa2BwAAAAAAR3VVn6rV8Pal5Mj6A0dNbY+1supV8BSVGgYHB+tpeWpVPEdXXFIqv69PrDH6iWQVAAAAAABztAzxlsHtQox9VYwcNhhA7du3TxISEsTf31+aNGkijm5RTIpe3lFRyz2O693C7CYBAAAAAODQrulXNQrq761Jkl2xaBisLIB68803ddB0PFVX6vrrr9dT9m6++WZdG8rRVS8+fn7ncAn2cTe1PQAAAAAAOLoLukSIv2d5me3cwhKZsfmQ2U2yOlaxdNpHH30kTz75pPTo0UOioqJ04HTgwAFZv369lJaWyvDhw+W1114TR3ckK18v61iJ4uMAAAAAAJjP081FxvZqLlNWHjBqN1/bv6XZzbIqVjEC6pVXXpFrr71WcnJyZM6cOTJ9+nSJj4+X888/X77++mtZuHChLkTu6KZuOCglpWX6frMATxnWPtTsJgEAAAAAgOMGiWyIz5C9R7I4L9Y2AuqGG27QG05OjQqrPv1OLfOolnsEAAAAAADm69o8QLo085fth44Zxcj/e0lns5tlNaxiBBROTy3jqJZzrHRVtWQVAAAAAABYVzHyPzYclMLiUlPbY00IoGxE9WUch0SFSGSwt6ntAQAAAAAANY3p0VzcXcujlrScQvln12FOUQUCKBuglm9UyzhWovg4AAAAAADWJ8DbTS7qGlHrYBJHRwBlA9TyjWoZR0Ut66iWdwQAAAAAANbnmmolcxbvTpHkzHxT22MtCKBsQPXi42pZR7W8IwAAAAAAsD4D26qyOV76vlrI/rf1jIJSCKCs3J7DWbIxPsPYZ/odAAAAAADWy9nZSa7qUzUK6pd1iVKqkigHRwBl5arPF1XLOaplHQEAAAAAgPUa36eFODmV349Pz5VV+9PE0RFAWTG1XOMfGw/WupwjAAAAAACwTs0CvWR4+1Bj/xeKkRNAWbMFOw9Lek6hvq+WcVTLOQIAAAAAAOtXfRDJrG3JkplXJI6MEVA2UnxcLeOolnMEAAAAAADW77xO4RLs467vFxSXyp+bqmY4OSICKCuVlJknS3an1LqMIwAAAAAAsG5qJtMVvZrXOsjEERFAWanfVJX8iiL5avlGtYwjAAAAAACwzWl42w4ek+2HMsVREUBZobKyMvl1faKxf3WfSL2MIwAAAAAAsB0dwv2kZ2Sgse/IxcgJoKzQ+gNH9TKNilq2cXzfFmY3CQAAAAAAnOUoqL+2JElRSalDnkcCKCs0rVphssHtQqRpgJep7QEAAAAAAGfm4m5Nxd2lPH5RK90v25PqkKeSAMrKFBaXyowtScb+mJ5VBcsAAAAAAIBtCfByk3Ojw4z9qRsdczU8Aigro1a+y8gt0vc9XJ3lwq4RZjcJAAAAAACchbHVVsObt+Ow5BQUO9z5JICy4ul353UKF39PN1PbAwAAAAAAzs450aHi7+mq7+cVlcjcHckOd0oJoKxIdkGxzN952Ngf07OZqe0BAAAAAABnz8PVRdeCqjRt4yGHO60EUFZkzrZkyS8qNeaIjuxYNUcUAAAAAADYrjHVajwv25sqKVkF4kgIoKx0+p2uku/KywMAAAAAgD0Y0CZYmgZ46vslpWUyY4tjjYIi4bASR7LyZfneqqUYr6hWoAwAAAAAANg2Z2cnubxaqZ1pmwigYIK/NidJaVn5/eaBXtK3VRCvAwAAAAAAdmRstWl4mxMyZH9qjjgKRkBZienVpt+pRFQlowAAAAAAwH50auovHcP9as0C7B0BlBWITcmWLYmZtSaiAAAAAADAfozpVTUNb/qmQ1JWVjEdys4RQFmB6RsP1kxDI6rSUAAAAAAAYJ+r4e1PzZHN1Qak2DMCKJOppLN64bGx1QqSAQAAAAAA+9I80Ev6twk29qdVG5RizwigTLYxIUPi03P1fSen8vpPAAAAAADAfo2tNgpqxpZDUlxSKvaOAMqKpt8NaBMsTQO8TG0PAAAAAACwrIu7RYibS/niY6nZhbI8Ns3uTzkBlImKSkrlry1Jxj7FxwEAAAAAsH+B3u4ysmOYQ03DI4Ay0bI9qZKeU6jvu7s4y0XdmprZHAAAAAAA0Eiu6FU1DW/O9mTJLSy263NPAGWiaZuqEs5zo8MkwMvNzOYAAAAAAIBGcm50mPh5uOr7uYUlMm/HYbs+9wRQJskpKJa526t+ucb2ovg4AAAAAACOwtPNRS7sGmHsT990SOwZAZRJVLKZV1Si7/t5utaY+wkAAAAAAOzf2GrT8JbsTpG07AKxVwRQJplarcDYxV2b6uQTAAAAAAA4joFtQyTMz0PfLy4tk7+3Vi1UZm8IoEyQml0gy/am1pp4AgAAAAAAx+Di7CRjejZziNXwCKBMMGPzISkpLdP3mwZ4yoA2wWY0AwAAAAAAmGxMz6pBKRviMyQ+LVfsEQGUCaZVKyx2eY9m4uzsZEYzAAAAAACAybo085eoMF9jf/om+xwFRQDVyOJSc2RTQkatSScAAAAAAHAsTk5OMrb6NLxNB6WsrHzWlD0hgGpk6hepUsdwP+nU1K+xmwAAAAAAAKzImGqDU2JTcmTbwWNibwigGpFKMKdXm343plcznXQCAAAAAADHFRnsLX1bBdU6eMVeEEA1oi2JmbI/NadG/ScAAAAAAIAxvapGQf1VbfEye0EA1YiqJ5j9WwdLiyDvxvzxAAAAAADASl3Sram4VixSdiSrQFbGpok9IYBqJKWlZfL3lqQa0+8AAAAAAACUYB93GdEhVCr9udm+puERQDWS9fFHdYKpuDg7yUVdmzbWjwYAAAAAADbg8mqr4c3dcViKSkrFXhBANZKZW6tGPw1uF6KTTQAAAAAAgErnRoeJu0t5VJORWySr96WLvSCAaqTpd7O3JRv7jH4CAAAAAADH8/N0k+Edmhj7M7dVDWaxdQRQjWBTYoYkZeaXn3AnkdFdwhvjxwIAAAAAABtzUbWSPXO2JdvNangEUI1gVrXpdwPahEgTX4/G+LEAAAAAAMDGnNcpXNxcylfDS8splDX77WMaHgGUhZWVlcnMrVXT7y7uFmHpHwkAAAAAAGxUgLebDImqmoY3y06m4VltAPXiiy+Kk5OT3n766SexVVsPZsrBjDx938lJ5IIuBFAAAAAAAODkLq42DW/WtmRdW9rWWWUAFRMTI6+++qoOn2xd9dFP/VoFS5i/p6ntAQAAAAAA1u38zuHioopIi0hKVoGsjz8qts7ZGqes3XXXXRIYGCiXX3652DL1b6k+VO4ipt8BAAAAAIDTCPJxl8HtQoz9mdVqS9sqqwugvvjiC1myZIlMnDhRh1C2bEfSMTmQlmvsX9iV6XcAAAAAAKB+q+HNtoNpeFYVQCUnJ8tjjz0mo0aNkhtuuEFs3axq0+96twyUpgFeprYHAAAAAADYhtFdwqViFp4kZebLpsQMsWVWFUA98MADkpeXJx9//LHYx+p3VUPkLu5WlVwCAAAAAACcShNfDxnQpmoa3iwbn4ZnNQHUjBkz5Ndff5WnnnpK2rdvL7Zu9+Fs2ZeaY+wz/Q4AAAAAANTHxdVqSatFztRgF1vlKlYgOztb7r3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"text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -55,14 +45,19 @@ "B = 4\n", "x = numpy.linspace(-B, B)\n", "\n", - "fig, axs = pyplot.subplots(ncols=2, nrows=2, figsize=(8, 8), dpi=150, sharex=True, sharey=True)\n", + "fig, axs = pyplot.subplots(\n", + " ncols=2, nrows=2, figsize=(8, 8), dpi=150, sharex=True, sharey=True\n", + ")\n", "\n", - "for ax, theta in zip(axs.flatten(), [\n", - " (1, 2, 0.5),\n", - " (1, 2, -0.5),\n", - " (1, -1, 0.5),\n", - " (1, -1, -0.5),\n", - "]):\n", + "for ax, theta in zip(\n", + " axs.flatten(),\n", + " [\n", + " (1, 2, 0.5),\n", + " (1, 2, -0.5),\n", + " (1, -1, 0.5),\n", + " (1, -1, -0.5),\n", + " ],\n", + "):\n", " ax.axhline(0, color=\"black\", lw=0.5)\n", " ax.axvline(0, color=\"black\", lw=0.5)\n", " ax.plot(x, calibr8.exponential(x, theta))\n", @@ -70,15 +65,17 @@ " ax.axhline(L, ls=\"--\", lw=0.5)\n", " ax.annotate(\n", " f\"Limit=${L}$\",\n", - " xy=(0, L), xytext=(1, L),\n", + " xy=(0, L),\n", + " xytext=(1, L),\n", " va=\"center\",\n", - " arrowprops=dict(arrowstyle=\"-|>\", color=\"black\")\n", + " arrowprops=dict(arrowstyle=\"-|>\", color=\"black\"),\n", " )\n", " ax.annotate(\n", " f\"Intercept=${I}$\",\n", - " xy=(0, I), xytext=(1, I),\n", + " xy=(0, I),\n", + " xytext=(1, I),\n", " va=\"center\",\n", - " arrowprops=dict(arrowstyle=\"-|>\", color=\"black\")\n", + " arrowprops=dict(arrowstyle=\"-|>\", color=\"black\"),\n", " )\n", " ax.text(s=f\"k=${k}$\", x=0.1, y=3)\n", " ax.set(\n", @@ -123,18 +120,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Wed Feb 23 2022\n", + "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", - "Python version : 3.8.12\n", - "IPython version : 7.31.0\n", + "Python version : 3.13.12\n", + "IPython version : 9.11.0\n", "\n", - "matplotlib: 3.5.1\n", - "sys : 3.8.12 | packaged by conda-forge | (default, Oct 12 2021, 21:22:46) [MSC v.1916 64 bit (AMD64)]\n", - "calibr8 : 6.4.0\n", - "numpy : 1.20.3\n", + "calibr8 : 7.2.0\n", + "matplotlib: 3.10.8\n", + "numpy : 2.4.2\n", + "platform : 1.0.8\n", "\n", - "Watermark: 2.3.0\n", + "Watermark: 2.6.0\n", "\n" ] } @@ -147,7 +144,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -161,7 +158,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.13.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { @@ -1114,5 +1111,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Basic_GeneralizedLogistic.ipynb b/notebooks/Basic_GeneralizedLogistic.ipynb index 708ca4a..1c2eee5 100644 --- a/notebooks/Basic_GeneralizedLogistic.ipynb +++ b/notebooks/Basic_GeneralizedLogistic.ipynb @@ -4,19 +4,11 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ + "import ipywidgets\n", "import numpy\n", "from matplotlib import pyplot\n", - "import ipywidgets\n", "\n", "import calibr8" ] @@ -73,7 +65,7 @@ "\n", "asymmetric_logistic(x, theta)\n", " 5-parameter asymmetric logistic model.\n", - " \n", + "\n", " Parameters\n", " ----------\n", " x : array-like\n", @@ -85,7 +77,7 @@ " I_x: x-value at inflection point\n", " S: slope at the inflection point\n", " c: symmetry parameter (0 is symmetric)\n", - " \n", + "\n", " Returns\n", " -------\n", " y : array-like\n", @@ -105,20 +97,18 @@ "outputs": [ { "data": { - "image/png": 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OVkykaQEXabUIM19UTYskE7Azj+bHN/MF0U4fzI+0H2PNcxFO63kTJIz2PR6ajjCBRhO4Y1ZzAECYT0KTlpamtWvX+tc3bNhgBROrVKlitWR85JFHtG3bNo0ZM8Y/4/WIESM0bNgwDRkyxAo6mgloCs5uPXToUKul5Isvvqj+/ftrypQpmjFjhmbPnh3ItwIAAIDSYsZ97HdwDOiDY0AiQDb/Jn00UMpOlmqdKl3/hVShRrna3aYVrunquXl/htVl0wQWzXjkpvucL+BoWi8Wd+xA0+LFdLs0XT/NYrprmu51CbF2ULFiTKTVLc6kTddI01XRdEH0pQtOLgAAQLgLaAvIn376Sb165Q8+7nPjjTdq9OjRuummm7Rx40arnM/PP/9sda9evny56tSpY7WKNIHJgj7//HM9/vjjWr9+vZo0aaLnn39el19+eUAitAAAAECZtHaG9Mn1Ul6mVL+rdO0EKdaerKQsMV93zHh2JsC4ZX+G9ehbzLoZ8+p4vhGZnmfVKkSrRkK0alaMscb08o0ZZgKLJsBoAo2+dMHudQAAlEXFia+VWhfsUEIAEgAAAOXasi+kL26XPLlS0/OlgWOlqPxB58ORGRfLDJa/emeqNcGDmYzBF3A81riKvgkXzID+ZtIMM1mEL9BoZm82aRNo9I11CgAAFDpdsAEAAACEmAWjpa/utafsbXO5dNm7UoQ982c4MJMVmi7TJsi4emeKNUuomf3TzFZrJhw5EtMQsXZCjDXzbgPfUjXOv26Ci7RWBAAgcAhAAgAAILRkZEjt29vpJUukuPBumRdSZr8uzXjSTne6WbroFckZuuNsmpk2TYBxwaYDWrE95WDLxlSl5xy5RaMZU7FFrYrW0rxmRTWsagcY61aOLTRbKAAAKF0EIAEAABBazAhBvokMy99oQYFh9uOMp6RfX7fXz7pPOu9Ju2lgCEnKyNGizUlWwNEsi7ckHbH7dJTLqSY1KqjlwUBjy4NBx9qJMbRkBAAgBBGABAAAQGiJiZFmz85P4+R43NI3/yct+NBeP/9p6SzTBTu4zFD06/aka+HBYOOCzQe0dnfaYeUSYiLUsWFlnVo30QoymmBjw6rxzBINAEAYIQAJAACA0OJySd27B7sWZUNejjTpb9LyL8xIiNIlr0udbgpaddbvSdPM1Xs0Z+1eK+CYlJF7WJlTqsVbAcdOB5em1SvIaaagBgAAYYsAJAAAAFAW5WRIn94grZ0uOSOly0dJbS8v1Spk5br1x4b9+nHVbv20erc27sso9Hx0hFPt61WyAo6dG1ZWhwaVVLVCdKnWEQAABB4BSAAAAISWvDxp0iQ7fdllUgS3rMWWmSR9PEja8psUESsNGic1O1+lYXtSpmau3q2Zq/bo17V7C43hGOlyqEvjKurZvLq6NK6q1rUTFBXhLJV6AQCA4OFuDgAAAKElO1saONBOp6URgCyutN3S2MulXX9K0YnSdZ9KDboqkDNVL9ycdDDouNuatbqgGhWj1atFDfVqWUPdm1ZVxZjIgNUFAACEJgKQAAAACC1Op9SzZ34axy9pszSmv7R/vRRfQxr8hVTr1IBMILNka7K+WLhVXy3ZrgMFxnI0E2t3qF9J57asoXNa1FCbOgnMTA0AQDlHABIAAAChJTZW+umnYNci/OxZLY0ZIKVulxIbSDdMlqo2KdGX2JaUqcmLtmniwq1avyfdn18pLtLqVm1aOvZoXl1V4qNK9HUBAEB4IwAJAAAAhLvti6RxV0gZ+6RqLezgY0KdEtl0Wnaevl22UxMXbNVvG/bJ67XzYyKdurBNLV3esZ7ObFJVES5aqwIAgCMjAAkAAACEsw2/SOOvkXJSpTodpOsmSvFVT2qTbo9Xc9bt1RcLt1nBx4ITyXQ9pYoVdOzbthbjOQIAgONCABIAAAChJTNT6tbNTs+da3fJxpGtniZ9eqPkzpYanS1d/bEUk3DCe2vD3nR9Mm+z1c16V0q2P/+UavG6vGNdDehQV/Uqx3E0AABAsRCABAAAQGjxeKQlS/LTOLIlE6TJd0pet9Sin3Tlh1JkzAntrQWbDmjUrHX6fsUufxfrxNhIXdq+jhV4PK1+JSaSAQAAJ4wAJAAAAEJLTIz0/ff5aRzu91HStAfsdLurpf4jJVdEsbtZz1i5S6NmrbcCkD7ntKiuq0+vr14tayg6wsXeBwAAJ40AJAAAAEKLyyVdcEGwaxGaTPPEWS9JM5+317v8TbrwX5Lz+CeAycp1W7NY//eXDVaXayPK5dSADnU05OxT1KxmxUDVHgAAlFMEIAEAAIBwYLqjf/+Y9Nvb9nrPh6VzHpYcjuP68/3pORo7d5PGzN2ofek5Vl5CTISu79pQN53ZSDUSaG0KAAACgwAkAAAAQktenvTdd3a6Tx8pgltWufOkr/4hLf7I3i+m1WPXO49rd27cm673Z2/QZwu2KCvXHlOzbqVY3XpWYw06vb7io9m/AAAgsLjbAAAAQGjJzpYuvthOp6URgMzNkibeKq36WnK4pP4jpNOuPeZuXLs7Ta9OX61py3b6J5ZpWzdBt/doon5taynCdfzdtgEAAE4GAUgAAACEFjOeYefO+enyLDtV+uQ6acPPkivKnum61cHgbBF2p2bp9RlrNGHeFmuiGd/EMrf3OEXdTqnKbNYAAKDUEYAEAABAaImNlebNC3Ytgi9jv/TRldK2BVJUBenqj6VTehZdPCdP783aoHdnrVNGjtvKu6B1Tf1f7+ZqWSuhFCsOAABQGAFIAAAAINSk7JDGXibtWSnFVpaumyjV63TEonlujz5fsFWvTv9Lu1Ozrbz29Svp0b4tdcYpVUu54gAAAIcjAAkAAACEkv3rpTEDpKRNUsXa0uBJUo1WhxXzer2auXq3/jVtlf7alWbl1a8Sqwf7tNTF7WrT1RoAAIQMApAAAAAILZmZ0vnn2+kZM+wu2eXFruV2y8e0XVLlxtINk6XKjQ4r9ufWZL0wdaXmrt9nrVeKi9Tfz22m67s2UHSEKwgVBwAAKBoBSAAAAIQWj0eaMyc/XV5smWeP+ZiVJNVoIw3+QqpYq3CR/Rl65fvVmrx4u7UeFeHUzWc20l3nNFViXGSQKg4AAHB0BCABAAAQWqKjpUmT8tPlwbof7dmuczOkel2k6z61x348KCvXrRE/rtWoX9YrJ88Oyl7Woa41wUy9ynFBrDgAAMCxEYAEAABAaImIkAYMULmxYor0+a2SJ1dqcq40aJwUFe9/et7G/Xpo4lKt35NurZ/ZpKoe7ddKbesmBrHSAAAAx48AJAAAABAsC8dKX/1D8nqk1gOky0dJEXarz7TsPP3721UaM3eTtV69YrSe7d9GfdrUYoIZAAAQVghAAgAAILS43dIvv9jps8+WXGV0UpU5b0nfP26nOwyWLnlDctrv1cxu/dgXf2p7cpa1PqhzfavVI+M8AgCAcEQAEgAAAKElK0vq1ctOp6VJ8fndkcsEr1f68Tnpl5ft9TP/Ll3wrORw6EB6jp79eoW+WLTNeqp+lVj96/J26t60WnDrDAAAcBIIQAIAACC0OBxS69b56bLEzOo97QFp3n/t9fP+KZ01TF5JXy/Zrqe+XK596TlyOqRbujfWsN7NFRfFLTsAAAhv3M0AAAAgtMTFScuXq8xx50qT75T+/MxEVqWLXpFOv1U7k7P0+ORlmrFyl1Wsec0KevGKdurQIH8WbAAAgHBGABIAAAAItJwM6bObpDXfSc4I6bJ35W17hT75Y7Ne+GalUrPzFOly6O5eTXXXOU0VFeHkmAAAgDKDACQAAAAQSFnJ0sdXS5vnSBEx0sCx2lbjbN3/3u+au36fVaR9/Ur69xXt1KJWRY4FAAAocwhAAgAAILRkZkqXXmqnv/xSio1V2ErfK429TNq5VIpOkK6doOnpTXT/G78oOTNXMZFO3d+7hW7u3lguM/AjAABAGUQAEgAAAKE3UcuMGfnpcJW0xQ4+7lsjxVVTzrWfa/iiKH3463zr6Xb1EvXm1R3UqFoZm+UbAADgEAQgAQAAEFqio6Vx4/LT4WjvGmnMACllq5RQT9suHa87JqXoz23bradvO6uxHrywJWM9AgCAcoEAJAAAAEJLRIR03XUKW9sXS+OukDL2SlWb6fvO72rY2B1Ky85TpbhIvXxle53fumawawkAAFBqCEACAAAAJWXjr9L4q6XsFHlqtdcLVZ7Tf6fstJ46vVFlvXF1B9WpFMZjWgIAAJwAApAAAAAILW63tHChne7YUXK5FBb++k769AYpL0sZtc/QdenDtGhjqhwO6Z5eTTX0vGaKcDmDXUsAAIBSRwASAAAAoSUrS+rSxU6npUnxYTBJy5+fS5P+JnnytL1GD/XbOkRJuW5VqxCt1wedprOaVQt2DQEAAIKGACQAAABCi2ky2LBhfjrUzfuv9M39krxakHC+Bm2+QXly6aym1fTqoPaqUTEm2DUEAAAIKgKQAAAACC1xcdLGjQp5Xq/0yyvSj89aq5Mj++q+3dfJ6XTpgQua686eTeR0hkEAFQAAIMAIQAIAAAAnEnyc/oQ05y1r9W3PZfp36pWqnRirN6/poNMbVWGfAgAAEIAEAAAAToDHLX01VFo01lp9Nvc6ve++SD2aV9cbg05T5fgodisAAEABtIAEAABA6E1Cc/XVdvqTT6SYEBpDMS9bmnibtPJLeeTUQ7m36TP3Obq9xyl66MKWctHlGgAA4DAEIAEAABBa3G5pypT8dKjITpMmXC+tn6kcRejvOfdopqOrXrnqVF3RqV6wawcAAFC+A5Bvv/22XnrpJe3YsUNt2rTR66+/rrPPPvuIZW+66Sb973//Oyy/devWWr58uZUePXq0br755sPKZGZmKqaEfiH3er3Ky8uTO5RueuHncrkUEREhRzjMjAkAAIonKkoaNSo/HQoyD0gfXSVtnacMRWtIzjD9Fd9ZnwzupI4NKge7dgAAAOU7ADlhwgTde++9VhCye/fuevfdd9W3b1+tWLFCDRo0OKz8G2+8oX/961/+dRMEbN++va666qpC5RISErR69epCeSUVfMzJybGCpRkZGSWyPQRGXFycateurahQ+WICAABKRmSkNGRI6OzN1J3S2Mul3cuV5I3XzTkPyl23s74a3Fm1EkOoezgAAEB5DUC++uqruvXWW3XbbbdZ66b143fffad33nlHw4cPP6x8YmKitfhMnjxZBw4cOKzFo2n5VqtWrRKvr8fj0YYNG6wWdnXq1LGCW7SyCy2mdaoJEu/Zs8c6Vs2aNZPT6Qx2tQAAQFl0YKO8YwbIcWCDdnsraXDOw2rZvqtevKKdYiJdwa4dAABAWAhoANIEiRYsWKCHH364UH7v3r01Z86c49rG+++/r/PPP18NGzYslJ+WlmblmS7Sp512mp599ll16NChROpsgpD169e3WtghNMXGxioyMlKbNm2yjllJtX4FAAAhwOORVq60061aScH6oXH3Snn+11/O9F3a7Kmu63Mf1TV9euqOnqfwAzUAAECoBCD37t1rBQhr1qxZKN+s79y585h/b7pBT5s2TR9//HGh/JYtW1rjQJ566qlKSUmxum2b7t1LliyxWsMdKjs721p8zN8cCy3qQh/HCACAMiozU2rb1k6npUnx8aVfh63zlTf2CkVkJ2mVp77udDymJ284V+e1KnxfCwAAgBCZhObQLsymC+3xdGs2QcZKlSppwIABhfK7du1qLT4m+NixY0e99dZbevPNNw/bjunq/fTTT5/UewAAAEApqlYteLt7/U/K++gaRbgztMjTVE9UeFKjbuylZjUrBq9OAAAAYSyg/VmqVatmjaV4aGvH3bt3H9Yq8lAmSPnBBx9o8ODBx5xkxLSEO/3007VmzZojPv/II48oOTnZv2zZsuUE3g0AAABKhWnxuGePvZRy60fvii/lHnulFXyc7W6jt+q9rHH3XEjwEQAAIFQDkCZw2KlTJ02fPr1Qvlk/88wzj/q3P//8s9auXWtNYHMsJli5ePFia0bkI4mOjrZmzS64AAAAAAV5Fn0k76c3yuXN1bfu0/VDxxF699aeqhR39B/DAQAAEOQu2MOGDbNaMXbu3FndunXTqFGjtHnzZt1xxx3+1onbtm3TmDFjDpt85owzzlBb3/g/BZju1KYLthnv0YznaLpdmwDkyJEjA/12wsK9996rjRs3WjOIh6Nwrz8AAAg/ObNHKmrGo1b6M3cPpZz/ip7s2TzY1QIAACgTAh6AHDRokPbt26dnnnnGmlTGBBSnTp3qn9Xa5JmAZEGmm/TEiROtyWWOJCkpSbfffrvVtTsxMdGa/XrWrFnq0qVLoN9OWJg3b54uuugihatwrz8AADhJWVmSrxfM++9LMTGB26VerzK/f06xc1+2Vj/09FONK1/WVe3rBu41AQAAypmAdsH2ueuuu6wWbWYm6gULFqhHjx6FJpr56aefCpU3QcWMjAwNGTLkiNt77bXXtGnTJmt7ZjzJ7777zmpdWd7l5uZa3d7nzJmjxx57zJrox7QiNUwA2MwaHh8fb42/eeedd1rlDdPV3ZT95ptvdN555ykuLk4tWrTQ77//Xmj7y5cvt45dbGysTjvtNP3666/W35nZx33M+JrXXXedKleubC3XXnutDhw44H/+aK91tPoDAIByxO2WPv7YXkw6UDwepUwa5g8+vqWr1eamEbqI4CMAAED4BSDDntcr5aQHZzGvfZzMhD+zZ8+20qZLumldaoKzZoxMt9utd999VytWrLCCvp9//rn++9//WmVNANEE+1555RU9/vjj1nqDBg308MMPFwo+mm7vZ599thYtWqR//vOfuvLKKxUZGalWrVr5g4tmzM8mTZpo7ty5mjFjhtatW6cHHnjAv52jvVZR9QcAAOWMmYDwtdfs5RiTEZ4wd672f3SLEpZ+YK2+EjFEfe96WV1OqRqY1wMAACjHAt4Fu0zIzZBeqBOc1350uxR1fLM/mtnAt2/frqpVq6p9+/aHjZvpY7q/X3DBBVq1apW1boKAptXphAkTVL16dStvwIABeuedd/x/c88996hfv356/vnnrfWWLVtq3LhxWr9+vX+WcjOup2lZWfC1HnzwwcMCkEW91tHqDwAAypHISDModOC2n5upPR9eq+rbf1Se16nXKtynG//2oGokBLCrNwAAQDlGALKMMa0TDw3eme7qL730ktXV3Uz4Y7o6Z2Vlafjw4f6g4CWXXOIPCBomsNi0aVMrbbrPm79dtmzZYbOL+17LvMYPP/xgdZ82rRt9TMvL+vXr+9eP9VpHqj8AAECJyUrRrncvU80D85XljdQ71Z/QnUPuVoVobosBAAAChTut4xEZZ7dEDNZrF4PpulwwgLd3715rcp5evXrp1VdfVd26deXxeKxZyc04jr6g4EMPPVRoOyYQ6Bur0zxvWjm2adOmUJmVK1fqxhtv9JepUqXKYeNGGmbMSJ9jvdah9QcAAOWQxyP5Jils0MB08yiRzXrT92rn2xerdvpKpXpj9dEpL+qe6wcr0sWoRAAAAIFEAPJ4OBzH3Q062P78809ddtll/nUz43heXp7Gjx9vjb1ojBw5Ujk5OVYA0sw4blovmpnECzKBwH/84x9W2ozNaLZhWk3GHJyF8ueff7aCib5goRkLMjU1VbVr17YmujmS43mtQ+sPAADKocxMqXFjO52WJhVxb1EcOfu36MB/+ql2zmbt81bUdx1G6m/9L/XfHwEAACBw+Lm3jDGtG5cuXWqNpWgCfqZVYkpKir788kutWbPGagX51FNPWS0hTTdoE0Q0AcaCrQ5NkNDMXO1rIWkmljEBRjOWo+ku/fXXX+vWW2+1nvOVMbNVJyQkaPDgwVZA0UxI8+2332ro0KH+7R7Pax1afwAAUE7FxdlLCUjbvkrJI89VzZzN2uGtoj96faRrB/Qn+AgAAFBKCECWMc8995w1wYsJMD7zzDO66KKLrGChCQyeddZZ1hiQAwcOLNT92kwoU7CbtOkSXalSJTVq1MhaN60aP/jgA02ZMkXt2rWz0jfffLM1bqMJcBrm0bS2NMHEnj17qmPHjnr00Uf92zje1zq0/gAAoBwyLR7T0+3lJFs/7l87X7nv9VF1925t9NbWpgGT1PecniVWVQAAABybw+v1elXOmBaBZiZm08LOtNoryHQz3rBhgxo3buzvbozCTCtFM6Zk9+7d9cILLwRt93CsAADA0exY+qMqfHGdKipDq9VYnusnqlXTJuw0AACAAMfXDsUYkDimWbNmac+ePdbYjWZSGzOjtpkZe9KkSew9AAAQkjb9PkU1p92mGOVoibOVqtw2SfXr1A52tQAAAMolApA4pl27dunhhx+2um/XrFlT559/vv744w9/92sAAIASlZ0t3XOPnR4xQoqOLtafr/nhf2o06z5FOtyaF9FJDe/6XDW4bwEAAAgaumDTBTts0QUbAIAyyoz9WKHCCc2CveKrN9Ry/pNyOrz6Naan2t4zXokVTn4WbQAAABRGF2wAAACEr8hIMzNdfvo4Lf3kKbVb9ZrkkH6qeIm63vOBYqKjAldPAAAAHBe6YAMAACC0REVJjz12/OW9Xi3+cKhO2/w/a/WHater5x1vKiLCFbg6AgAA4LgRgAQAAEDY8rrztPg/t6jDninW+g/179G5tzwnh8MR7KoBAADgIAKQAAAACC1er7R3r52uVk0qIpiYl5Ol5SOuVoeUmfJ4Hfql5WM675oHSreuAAAAOCYCkAAAAAgtGRlSjRpHnYQmKyNVa9+6TO0z5ynH69L8Tv9Wz0tvK/26AgAA4JgIQAIAACCspCTt1faRl6ht7gpleKO1osdInXneVcGuFgAAAIpAABIAAAChxbR4NN2wj2Dvzi1Kfu8StXRvULI3XpsvHK3O3XqXehUBAABw/AhAAgAAICzs2LRa7tH91cS7Q3tVSQeumKBT23UNdrUAAABwDAQgAQAAEPI2rVqo2E+uUG3t1w5VV971k9WsadtgVwsAAADHgQAkAAAAQkt2tvTQQ3b6xRe1ZsXvqjblWlVWqjY56yvm1i9Vv+4pwa4lAAAAjhMByDKoR48eatq0qT744INgVwUAAKD48vKkN96wkisuPlsNf7lL8Y4s/RXRXNX/9qUqV6/NXgUAAAgj5TsAmZ4uVawoORz2ek6OlJFx+KDnbrf96HTml/V47HJm3eSXVFlTzpQ/wbJer1eLFy/WwCuvzH/No23XV7cjbddwuQ4vW3AbwSzrY9bNsTTi4gofz9xcKTJSiorKL2uOcVFlIyKk6Oj8bfu2GxubX7filDXlTHnzHmJi8sv6zjOT53t/xSlrvpiZ1iHmdczr+WRm2vuoOGXNezDvxXeeZWXZ+8XsnxMpa/LMc2afm33vO25mG76JBU6krHkP5r0UdTyLU7Y4x/5Ez5OijufJnidFHc8TOU+OdDxP5jw50vEsifPkSMfzRM8TrhFcI070POEaUbrXCJN///3auWW1mvx0u6Ij8rQ8op0a3jpeFeIS8stxjeA+gvsI7iO4j+C7Bt818v9P5LsG3zViSzkeURzecig5OdlEGL3J5u3v3p3/xHPPeTMbNvSu+OUXb2ZmZn7+ggVe77x5Xm9WVn7ezp123rp1hTe+aJGdn5GRn2dew+StWVO47JIldn5aWn7e3r123urVhcv++aedn5KSn7d/v523cqU/a/Xq1dZ7m/P++17vgQMF37RddtmywttdtcrO37cvPy811c5burRw2b/+svP37MnPS0+38xYvLlx27Vo7f9eu/DyzT03ewoWFy65fb+fv2JGfl51t582fX7jsxo12/rZt1jFasWKFN9O8hv2R8HpzcvLL3n+/nWcefczzvrIF98+TT9p5d91V+PUiIuz8rVvz8/79bzvvxhsLl01MtPPNfvIZMcLOu/LKwmXr1LHzzfni8+GHdl6/foXLNm1q58+enZ/36ad2Xs+ehcu2b2/nf/99ft7XX9t5nTsXLnvmmXb+pEn5eTNn2nmtWxcue/75dv64cfl5f/xh5zVsWLhs//52/qhR+XnmvDN51aoVLnvttXb+a6/l523YYOfFxRUue9ttdv5zzxX+bPmOZ0FDh9p5jz6an2c+Z76yBT9zpozJM39TkK/sIdcIK8/UpSBTV5Nv6u5j3pPJM++xILMPTH7Bz6LZVybP7LuCzL41+WZf+5hjYPLMMSnIHDOTb46hjzm2Js8c64LMuWDyzbnhY84Zk2fOoYLMOWbyzTnnY85Fk2fOzYLMuWvyzbnsY85xk2fO+YLMZ8Lkm8+Ij/nsmDzzWSrIfNZMvvns+ZjPpMkzn9GCzGfY5JvPtI/5rHONsHGNsHGNCJtrRF7fWK/3yQTvwhcv9GYtXcw1wof7CBv3ETbuI2zcR+TjGsE1gu8afNcopXiEP75mYk7HUMxwZTlnfk0wS8EWkiZCbPJM9PdIZX2t+HwRZZNnfuk/nrInYMGCBXK5XGrfvPkJ/T0AAECw7du8ynp0yat5iX106n1TFB1ToIUkAAAAworDRCFVzqSkpCgxMVHJ27croVatQt2sstLStGHnTjU+5RTF+Jqd+ro/+7oW7d4tVa1qByKHD5eeeEK67TbpvffyyyYk2E1VN2yQGjSwy775pjRsmHTttdJHH+WXNXXYu1datkxq3doORP73v9Lf/lbsLtgPPPCApk2bpmVLlhxf1+4w7oKdlZOjDRs2qHGjRorxlaV7Jd0rDbpX2p8HumDnX0/ogm1jmAYb14iQvUZ4PR79NvphdVv3jpQtzas5QJ3u+1BOs22GacjflwzlUvQ5xVAuRz9PGMrl5M4TvmvwXYP7CIZ74hqhgv+XpOTm2vG15GQlmDjYUZTvAOQRdlBWVpYd1GrcOD8A6eML0JkAZPXqdvr556XHH88PQPqY/8h8AchGjey811+X7rsvPwDpY7blC0C2aWPnmW0NGVLs93buueeqXr16GjNmjMq6ox4rAAAQVjxut/549w513f2plGN+5E21n0hLKxwgAAAAQMjH1w5FF+ziMDfAZqlWLT/vgQfsvBEjCpc1QUqTb1o/+tx9t533/vuFy27caOe3apWfd9NNOhGLFi1Sx44d/etnnHGG5s+fb6VvvPFGvfPOOye0XQAAgEDJy83RgjevtYOPkuY1u5edDQAAUIaU71mwi+tIv76bpvm+5vnHKmua8vu6hxxP2WJav369kpKS1KlTJ3/eE088oRdeeEHdu3dXhQoVdOeddxZ7uwAAAIGSlZmulW9dpdMzflWe16nFHZ/T6ZfeJQ18yC5QsBs3AAAAwhIByDLETEDjcDh02mmn+fMuvvhiPf7440pLS9PUqVODWj8AAICC0lIOaOPIAeqQvVjZ3kitOusNdb7gOvtJul0DAACUGXTBLkMWLlyoZs2aqWLFiv68P/74w2oVWalSJUX4BocHAAAIsn17dmj7G73VNnux0r0xWtt7tNr7go8AAAAoUwhAliHDhw/X6tWr/evbtm3TbbfdppkzZ2rNmjVauXJlUOsHAABgbN+yTqnvXKDm7r+UpAraMeAztel+cf7OycmRHnvMXkwaAAAAYY0AZBmVmZmpK6+8UiNGjLBmiX7wwQf13HPPBbtaAACgnNv411Lp/QvVyLNFe1RFqdd8paYdehQulJsrvfCCvZg0AAAAwhp9csuo2NhYzZ07179+zTXXWAsAAECwrFw8R9UnX61qStY2Ry1F3vyl6jdocXhBM2zM0KH5aQAAAIQ17ugAAAAQcIt+/U6nfH+zEh3p2hDRWJWHfKVKNesfuXB0tPT66xwVAACAMoIAJAAAAALqt+8/U7tf71acI1t/RbVWvbu/UlxiNfY6AABAOUEAEgAAAAHz86T31G3xQ4pyuLUi7nQ1vWeSouIqsscBAADKESahAQAAQInzer2aMe4lnbX4ASv4uKzSuWp53zfHF3xMT5ccDnsxaQAAAIQ1WkACAACgRHk8Xk3/72Pqs32k5JD+rNlfbW//QA4Xt54AAADlEXeBAAAAKDE5uW799M7f1Wf/R9b6skY36dQbX7dbMx6vuDhp9+78NAAAAMIaAUgAAACUiIzsHM196xb1TvvKWl/R+j61HfhU8TdkgpXVq3NUAAAAyggCkAAAADhp+5LTtOzta3Ve9s/yeB1a0+Vptb5oKHsWAAAABCABAABwcjbv3KNt7w1ST/cC5cqlLee8rha9bjjxDebkSC+9ZKcfeECKiuIQAQAAhDFaQAIAAOCELVu/WTljBqqbVipLUTpw8fs6pfOlJ7dHc3Olxx+30/feSwASAAAgzBGALIN69Oihpk2b6oMPPgh2VQAAQBk2e8lKVf3ianV0bFS6I045Az9R7VY9T37DERHSbbflpwEAABDWuKMrY7xerxYvXqyBAwcGuyoAAKAM+/qXP9R6xg06xbFDKc5ERdw4WZUbdiyZjUdHS++9VzLbAgAAQNARgCxj1qxZo9TUVHXq1CnYVQEAAGX0x85xX8/QefNvVx3Hfu2PqKkKQ75WVM3mwa4aAAAAQpSzNF7k7bffVuPGjRUTE2MFxn755Zciy/70009yOByHLatWrSpUbuLEiWrdurWio6Otx0mTJgX+jaSn24vXW3iQdJOXnX3ksh5P4fGMTF5W1vGVPQELFiyQy+VS+/btT+jvAQAAipLn9mjERxPVb/7NVvBxX0wjVb7nB4KPAAAACG4AcsKECbr33nv12GOPadGiRTr77LPVt29fbd68+ah/t3r1au3YscO/NGvWzP/c3LlzNWjQIA0ePFhLliyxHk2X499//z2wb6ZCBXvZuzc/z8zQaPLuuadw2Ro17PyC73PkSDvv1lsLl23UyM5fuTI/b/ToE6riwoUL1bJlS8XFxZ3Q3wMAABxJZo5br7z3oW5ac4+qOlK1N6G1qv79Bzkq1S/5HWZ+mI2PtxeTBgAAQFgLeADy1Vdf1a233qrbbrtNrVq10uuvv6769evrnXfeOerf1ahRQ7Vq1fIvplWfj9nGBRdcoEceecQKtpnH8847z8ov70wLyI4dS2j8JQAAAEn703P08og3NXTHQ6royNT+al1U7a7vpPhqgds/GRn2AgAAgLAX0ABkTk6OFRDr3bt3oXyzPmfOnKP+bYcOHVS7dm0rsDhz5sxCz5kWkIdus0+fPkVuMzs7WykpKYWWE5KWZi/VCtxsP/CAnTdiROGyu3fb+Q0a5Ofdfbed9/77hctu3Gjnt2qVn3fTTSdURdPK1BeANK0hL7zwwkLd1u82dQAAADhOm/dl6O03h+vh5GcV48hVUr1zVeVvX0oxCYHbh7Gx0oYN9mLSAAAACGsBnYRm7969crvdqlmzZqF8s75z584j/o0JOo4aNcoaK9IEDseOHWsFIc3YkD169LDKmL8tzjaHDx+up59++uTfkOkGdKioKHs5nrKRkfZyvGWLaf369UpKSvJPQNOuXTutWLHCSufm5ur555/XtGnTir1dAABQPi3blqyv339Wj7r/K6fDq9Rml6nS1e9JruLfpxSL02kPUQMAAIAyoVRmwTaTyBw6e+KheT4tWrSwFp9u3bppy5Ytevnll/0ByOJu03TRHjZsmH/dtIA03cDLGtPa1OyD0047zVqPiIhQvXr1rP1nJukZMGDAYYFbAACAI5m+fKdWTPinHnZOkBxSRvtbVLH/K3ZwEAAAAAiVAGS1atWssRsPbZm4e/fuYgXCunbtqnHjxvnXzZiQxdmmmSnbLGWd6XJtJuupWLGiP69Lly768ccf9d577+m3334Lav0AAEDoMz/q/nfWemn6Exoa8Y2Vl33m/ynugifML8ClU4ncXHvyPsMMH3MCPUMAAAAQOgL6E3ZUVJTVHXj69OmF8s36mWeeWaxxDU3X7IKtIg/d5vfff1+sbZZFpqu5mT28IBOANK0/77nnHsUfqas3AADAQblujx7/YpESpg/TkIPBR/cFzyu69z9LL/ho5ORI991nLyYNAACAsBbwLtgm+DV48GB17tzZChya8R03b96sO+64w989etu2bRozZoy1bmaybtSokdq0aWNNYmNaPprJU8ziM3ToUKs79osvvqj+/ftrypQpmjFjhmbPnh3otxN2mjdvbs0obmYhBwAAKEpyRq7+Pm6urtnyjPpGzJNHTjkufVOujoNLf6e5XNK11+anAQAAENYCHoAcNGiQ9u3bp2eeeUY7duxQ27ZtNXXqVDVs2NB63uSZgKSPCTref//9VlAyNjbWCkR+88036tevn7+Maen4ySef6PHHH9cTTzyhJk2aaMKECTrjjDMC/XbCzsiRI/XSSy9ZXeEBAACOZOPedN314Sw9kvKcznYtk8cZKeeVH0itLw3ODouJkT76KDivDQAAgBLn8JqBfsoZMwlNYmKikpOTlZCQUOi5rKwsbdiwQY0bN1aMufkNU+vWrbOCtn369NGbb76psqisHCsAAILpt/X79ODYn/SG+wV1cK6VJyJOzms+lpr04sAAAADghOJrQZkFG6XPtAo9dDxIAACAgj6bv0WvTZqlD1zD1dK5RZ7oSnIOnijV68yOAgAAQIkhAAkAAFDOeDxevfT9an398xyNjxyuhs7d8laoJefgSVLN1sGunpSeLjVqZKc3bpSYSA8AACCsEYAEAAAoRzJz3LpvwmKtXzFPn0cNV01HkryVG8kxeLJUpbFCxt69wa4BAAAASggBSAAAgHJiV0qWbvvffLm2L9CnUS+qkiNdqtFaDtPysWIthYzYWGnZsvw0AAAAwhoBSAAAgHJg2bZkK/jYJG2e3ot+VXHKlup2lq77TIqropDidEpt2gS7FgAAACghBCABAADKuIkLturRSX/qHM9veitqhKKUJ51yjjToIym6QrCrBwAAgDKOACQAAEAZlZPn0XPfrNCYuZt0petn/TvqPTnlkVpdIl3xvhQRrZCUmyuNHm2nb7pJiowMdo0AAABwEghAAgAAlEG7U7N090cLNW/jAd3imqZ/Ro61nzjteumSNyRXCN8G5uRIt99up6+9lgAkAABAmAvhO08AAACciAWbDujOcQusIOTD0V/oDsdE+4lu90i9n5McjtDesS6X1L9/fhoAAABhjQAkAABAGeH1evXxH5v11JfLled26/WK4zUg9xv7yXMfl86+P/SDj0ZMjDR5crBrAQAAgBJCABIAAKAMyMp168kpyzVh/hZFKE8Tqo9Rl9QZ9pP9Xpa6DAl2FQEAAFBOOYNdAZS8M888U7f7xk0CAABl3vakTA16d64VfIx15GhG3ffs4KPDJV3+HsFHAAAABBUByDLG4/Fo6dKl6tixY7CrAgAASsHcdft0yVuztWRrsurG5mpu/bfVaN8vUkSMdPXHUruB4XccMjKkRo3sxaQBAAAQ1uiCXcasWrVK6enpBCABACgH4z2+P3uDhk9bJbfHq641vRoT9bKidv8pRVWUrv1EanSWwpLXK23alJ8GAABAWCMAWcYsXLhQERERateuXbCrAgAAAiQtO0+PfvGnvlyy3Vq/uW2knjjwqJx71khxVaXrv5DqnBa++99MQvPHH/lpAAAAhDW6YBdDRk6etZgWBz45eR4rLzvPfcSyHk9+2Vy3XdYMEn88ZU80ANm6dWvFHOFm/c4779SHH37oX9+0aZNatGhxQq8DAACCY9m2ZF385i9W8NHldOiVc+P1zz33yblvjZRQT7r52/AOPhoul3T66fZi0gAAAAhrBCCLofU/v7OW/ek5/rxRs9ZZeWbWyYI6PTvDyt+WlOnPGzN3k5X30MSlhcqe9eJMK3/tnjR/3ucLtp5wALKo8R+XLVumtm3bFlo/9dRTT+h1AABA6TI/gH4we4Muf3uONu7LUJ3EGE25IkFXLLlNjuStUtWm0i3fStWbc2gAAAAQUuiCXca+mCxevFhXXnnlEZ9fuXKl2rRp418nAAkAQHg4kJ6jBz5fohkrd1vrvVvX1CtdM1Rx4jVSdopU61Tp+klSheoqE/LypAkT7PSgQVIEt6wAAADhzOEt2J+4nEhJSVFiYqKSk5OVkJBQ6LmsrCxt2LBBjRs3Pqwbs+kmbcRGuuRwOPxdsPM8HqsLVHSE67CyMREuOZ0Of7dqszgdDsVEHrtspKt4DVTXrl2rZs2a6ddff9WZZ55Z6Llt27apZ8+eVhmf66+/Xpdffrm1hKOjHSsAAMqK39fv09BPFmtnSpaiXE49fnErDa66Wo5Pb5TyMqUG3aRrJ0gxiSoz0tOlChXsdFqaFB8f7BoBAACgGPG1Q/FzcjHERR2+u6IinIo6Qk/2I5U1AcUjBRWLKnsi3a8Nl8tltW70bysy0hrv8dDu1qbMk08+WezXAQAAgWdmth7x41q98cNfMsNEn1ItXm9d20Ft9s+QPrld8uRJTS+QBo6RouLK1iFxOqXzz89PAwAAIKwRgCxDFi1aZD127dq1UL5Zv+GGG9SgQQN/3v79+63FtJgEAAChZWdyloZ+ski/b9hvrV/RsZ6e6d9G8X+Okb4eZgZekdpeIQ34jxQRpTInNlaaPj3YtQAAAEAJ4SflMmT48OHWOJCHLnPnzrWCj/PmzVNOTo7cbrceeeQR3XzzzcGuMgAAOMSPq3ap35u/WMHHuCiXXh3YXq8MbK/4P96Uvr7PDj52vkW6/L2yGXwEAABAmUMLyHKiX79+mjZtmpo3b67o6Gj17dtXjz32WLCrBQAADjLjSv/721X67+wN1nqbOgl665oOVtdrTf+n9OsbdsGzhknn/VM6OB41AAAAEOoIQJYTZtKcESNGWAsAAAgtG/am6x/jF+nPbcnW+s3dG+nhvi0VbfqqfPUPaeEYu+AFz0jdh6rMy8iQTj/dTs+bJ8WVsTEuAQAAyhkCkAAAAEHi8Xj1v7kb9eK3q5SV61GluEi9dGV7XdC6ppSXLX1+u7RisuRwShe/LnW6sXwcK69XWrEiPw0AAICwRgASAAAgCDbvy9ADny/xTzTTvWlVK/hYp1KslJMuTbheWvej5IyUrviv1GZA+TlOMTHSzJn5aQAAAIQ1ApAAAAClyEwQ99Hvm/XC1JXKyHFbE8080q+Vrj+jgTVkijIPSB8Pkrb8LkXGSYPGSU3PK1/HyOWSzjkn2LUAAABACSEACQAAUEq2J2XqoYlL9cuavdZ6l8ZV9PKV7dWg6sExDlN3SeMul3Ytk2ISpes+l+p34fgAAAAgrBGABAAAKIVWj5/N36pnv16h1Ow8xUQ69WCflrrpzEZyOg/OZn1gkzR2gLR/vRRfQxo8SarVtnwem7w86euv7fTFF0sR3LICAACEM+7mAAAAAmhXSpYenrhUM1fvsdY7Nqikl69qr1OqV8gvtHuVHXxM3SFVaiANnixVbVJ+j0t2tnTZZXY6LY0AJAAAQJgjAAkAABCgVo+TF2/Tk1OWKyUrT1ERTv3fBc1129mnyOVr9WhsWyCNu8Ie+7F6S7vlY0Kd8n1MnE7pzDPz0wAAAAhrBCABAABK2J7UbD026U99v2KXtd6uXqJeuaq9mtWsWLjghlnS+GuknDSpTkfp+olSXBWOR2ys9Ouv7AcAAIAyggAkAABACfF4vPp8wVa9MG2lkjJyFely6B/nNtOd5zRRhOuQlnyrvpE+u1lyZ0uNe0hXfyxFHxKgBAAAAMoAApAAAAAlYPXOVD0++U/N23jAWm9VO8Fq9di6TsLhhRePl6bcLXndUsuLpSvelyJjOA4AAAAokwhAAgAAnISMnDy98cMavf/LBuV5vIqLcmnYBc2tGa4Pa/Vo/PYf6duH7HT7a6RLR0gubskKycyUevSw07NmyeqSDQAAgLDF3W4ZdOaZZ6pt27YaNWpUsKsCAECZNn3FLj315XJtS8q01vu0qaknL2mjOpWOEDDzeqWfX5R+Gm6vn3GH1Gc4k6wciccjzZ+fnwYAAEBYIwBZxng8Hi1dulQ33HBDsKsCAECZZQKOJvBoApBG3UqxeqZ/G53XquaR/8AE0b57RPr9P/b6OY9KPR+UHAVmw0a+6Gjp66/z0wAAAAhrBCDLmFWrVik9PV0dO3YMdlUAAChzct0efTB7g16fsUaZuW5FOB0a0uMU/f3cpoqLKuK2yp0nfXmPtGS8vX7hi1LXO0q13mEnIkK66KJg1wIAAAAlhABkMcd4KorT4VBMpKtEyxb5ReYoFi5cqIiICLVr167YfwsAAIo2f+N+PTZpmVbvSrXWuzSqoucua6vmNY8yc3VulvT5LdLqbySHSxrwttT+anYzAAAAyhUCkMXQ+p/fFflcrxbV9eHNXfzrnZ6dYbWMOJIzGlfRhL9186+f9eJM7U/POazcxn9ddEIByNatWysm5vCZNF955RWlpKTo6aefLvZ2AQAor8z/0S9OW6UJ87dY65XjIvVov1a6slM9OY7WhTo7VRp/jbTxF8kVLV01WmrZr/QqHs7cbunHH+30uedKrvwfbgEAABB+CECWMSYAWVT362XLlqlv376lXicAAMJRdp5bo3/dqBEz1yo1y+6tcPXp9fXQhS1VOT7q6H+csV8ad4W0faEUVUG6ZrzU+OCszji2rCypd287nZYmxcez1wAAAMIYAchiWPFMn6N2qy5owRPnH3fZ2Q/1Uknwer1avHixrrzyyiIDkA888ECJvBYAAGWV+f/0mz936F/TVmnrAXt269a1E6xJZjo3qnLsDaRsl8ZeJu1ZJcVWka6fKNVlbOZicTql9u3z0wAAAAhrBCCLoThjMgaq7NGsW7dOycnJR2wBab5MmeebN29eIq8FAEBZtGDTAT3/zQot3JxkrddMiNb9vVvo8o715HIex4zV+9ZJYwZIyZulinWkwZOkGi0DX/GyJjZWWrw42LUAAABACSEAWca6Xxsul8tq7egTGRlpTUxTr1496xEAABS2ZX+G/vXtKn2zdIe1Hhvp0h09m2hIj8bH/0Phzj+lsZdL6bulKqdIgydLlRuyqwEAAFDuEY0qQxYtWmQ9du3atVC+WX/44YfVpk2bINUMAIDQlJyZq5Ez11pjPea4PTKjpAzsVF//17u5aiQcPqFbkTb/Ln18lZSVLNVsK13/hVSxZiCrDgAAAIQNBtUpQ4YPH251tT50mTt3rtUism3btsGuIgAAISHX7dHoXzfonJdmatSs9Vbw8aym1fTN38/Wi1e2K17wce0MaewAO/hY/wzppm8IPp6szEzpnHPsxaQBAAAQ1mgBWU4sX75c33//vd577z1/q8hPPvkk2NUCAKBUmR/mpq/YZU0ws35vupXXtEYFPdavlc5pUV2OQyaKO6blk6SJQyRPrtT0fGngGCmKGZtPmscj/fxzfhoAAABhrVRaQL799ttq3LixYmJi1KlTJ/3yyy9Flv3iiy90wQUXqHr16kpISFC3bt303XffFSozevRo6wvCoUtWVlYpvJvw9PHHH2vv3r3auHGjtRB8BACUt8DjzFW71X/kr7p97AIr+Fg1PkrPDWirb4eerV4taxQ/+Ljgf9Lnt9jBx9YDpKvHE3wsKdHR0qef2otJAwAAIKwFvAXkhAkTdO+991pByO7du+vdd99V3759tWLFCjVo0OCw8rNmzbICkC+88IIqVaqkDz/8UJdccol+//13dejQwV/OBCdXr15d6G9NgBMAAKBg4PHnv/bo9RlrtHhLkn+CmZu7N9Kd5zRRxZjIE9tZv74hTf+nne54o3Txa5LTxY4vKWbSvKuuYn8CAACUEQEPQL766qu69dZbddttt1nrr7/+utWi8Z133rHGLDyUeb4gE4icMmWKvvrqq0IBSNNKoVatWoGuPgAACNPA4+y1e/Xa9L+0cLMdeIyJdOqGbo10e49TVK3CCbaq83qlH56WZr9mr3cfKp3/tLkxKcHaAwAAAGVLQAOQOTk5WrBggTUDc0G9e/fWnDlzjmsbHo9HqampqlKlSqH8tLQ0NWzYUG63W6eddpqeffbZQgHKgrKzs63FJyUl5YTeDwAACG3W5Gvr9unV6X9p/qYDVl50hFODuzbU33o2UfWKJ9Gd1+OWvvk/acGH9vr5T0ln3VdCNUchbrf02292umtXyUXrUgAAgHAW0ACkGXPQBAhr1qxZKN+s79y587i28corryg9PV0DBw7057Vs2dIaB/LUU0+1golvvPGG1b17yZIlatas2WHbMC0tn3766RJ4RwAAIFT9tt4OPP6xYb+1HhXh1HVnNNCdPZsUb1brI8nLkSb9TVr+hemHYXe57nxzyVQchzPjep91lp1OS5PimdgHAAAgnJXKLNiHDupuWiccz0Dv48eP11NPPWV1wa5Ro4Y/38zgbBYfE3zs2LGj3nrrLb355puHbeeRRx7RsGHD/OsmaFm/fv2jvrapI0IbxwgAYJiAo+lqPXf9Pms9yuXUNV3q685zmqpWYgmMD52TIX16g7R2uuSMlC5/V2p7BTs/kMx9YtOm+WkAAACEtYAGIKtVqyaXy3VYa8fdu3cf1irySJPXmLEjP/vsM51//vlHLet0OnX66adrzZo1R3w+OjraWo5HZKQ9GH1GRoZiY2OP628QHOYYFTxmAIDyw+Pxaubq3Xp31np/i8dIl0NXn95Ad/VqotqJJfR/eGaSNP5qafNcKSJWGjROanb0+xKUgLg4qYj7OgAAAISfgAYgo6Ki1KlTJ02fPl2XXXaZP9+s9+/f/6gtH2+55Rbr8aKLLjqulnCLFy+2umSfLBMwNbNvmyCpERcXd1ytNVF6zPE2wUdzjMyxMscMAFA+ZOe5NXnRNr33ywat3Z1m5UU4HRp4en3d3aup6lYqwR8P03ZL4y6Xdv4pRSdK106QGnYrue0DAAAA5UTAu2Cbrs+DBw9W586d1a1bN40aNUqbN2/WHXfc4e8evW3bNo0ZM8ZaN0HHG264wRrX0XSz9rWeNK0RExMTrbQZz9E8Z8Z7NN2pTbdrE4AcOXJkidTZN7u2LwiJ0GSCj8yEDgDlQ3JGrsb9vkmj52zUnlR7YrmK0RG69owGuql7o5Jr8eiTtFkaM0Dav06Kry5d/4VUu13JvgYAAABQTgQ8ADlo0CDt27dPzzzzjHbs2KG2bdtq6tSp1gzWhskzAUmfd999V3l5ebr77rutxefGG2+0Jp4xkpKSdPvtt1vBSROUNLNfz5o1S126dCmROpsWj7Vr17bGnczNzS2RbaJkmW7XtHwEgLJv64EMvT97gybM26KMHLeVVyshRrec1UhXd2mghJgADMOx5y9p7AApZZuUWF8aPFmqdnA8QpTeJDRXHBxnc+JEKaYExvIEAABA0Di85XAmD9Nq0gQuk5OTlZCQEOzqAACAQyzblmyN7zj1zx1ye+xblZa1Kur2Hqfo4nZ1rBmuA2L7ImncFVLGPqlaczv4mFiX41Pa0tOlChXsNLNgAwAAhH18rVRmwQYAADieiWV+/muP3vtlveass2e0Ns5qWs0KPJ7drFpgx2XeOFv6+GopJ1WqfZrd7Tq+KgcuGKKipA8/zE8DAAAgrBGABAAAQbU/PUefzt+ij3/frM37M6w8l9Ohi9vV1pCzT1HbuvYY0AG1+lvpsxulvCyp4VnSNeOlGHpJBE1kpHTTTcF7fQAAAJQoApAAAKDUmRFgFmw6oHG/bdLUP3cqx+2x8ivGRGhg5/q65azGJTuj9dEs/VSadIfkdUvN+0pXfShFltJrAwAAAOUAAUgAAFBq0rLzNGnRNn302yat2pnqzz+1bqKu79pAl7Svo7ioUrw9+eM9aer9drrdIKn/SMkVgIltUDxut/Tnn3b61FMll4s9CAAAEMYIQAIAgIBbuSPFau04edE2pR+czTom0qlL2tXR9V0bqn39SqV7FMwcfLNelmY+Z693uV268EXJGaDJbVD8WbA7dLDTTEIDAAAQ9ghAAgCAgMjKdWvash0a99tmq7u1zynV43XdGQ11Zcd6SowLQmtDE3z87jHpt5H2es+HpHMekQI5wQ2KxxyLOnXy0wAAAAhrBCABAECJj+04ceE2fb10u1Kz8uwbDqdDfdrU0nVdG6jbKVUDO5v10bjzpK+GSovH2et9hkvd7gpOXVC0uDhp2zb2EAAAQBlBABIAAJy0Lfsz9MXCbfpi0VZt2mfPZG2YiWSuPr2+Bp1eXzUSYoK7p/OypYm3Siu/khxO6dIRUofrglsnAAAAoBwgAAkAAE5ISlaupv25QxMXbNMfG/f78+OjXOp7am1d3rGuujauKqczBLrQZqdJn1wrbfhZckVJV34gtbok2LUCAAAAygUCkAAA4LjluT2avXav1cX6++U7lZ3nsfJNj+qzmlazgo6mq3WpzmR9LBn7pY+ukrbNlyLjpWs+lk45J9i1wrEmoRk82E6PHSvFBLn1LAAAAE5KCH07AAAAoTqu4+ItSfpm6Q5NWbJde1Kz/c81rVFBV3SspwEd6qh2YqxCTsoOaexl0p6VUkwl6fqJUr3Owa4VjsXtlj7/3E6PHs3+AgAACHMEIAEAwGE8Hq8WbUnS1D936NtlO7UtKdP/XJX4KF3avo4VeGxbNyF4E8ocy/4N0pj+UtImqUItafAkqWbrYNcKxyMqShoxIj8NAACAsEYAEgAA+IOOCzYf8AcddyRnFRrX8dxWNXVJu9o6p0UNRUU4Q3uv7Vpht3xM2ylVbiTdMMV+RHiIjJTuvjvYtQAAAEAJIQAJAEA55vZ4NX/jfk1btlPTlu3QrpT87tUVoiN0fqsa1oQyPZtXV0ykS2FhyzzpoyulrCSpRmu75WPFWsGuFQAAAFBuEYAEAKCcycnz6I8N+/Xd8p36dvnOQmM6VoyO0AWta6rfqbV1VrNq4RN09Fk3U/rkOik3Xap3unTtp1JclWDXCsXl8Ujr1tnpJk0kZ4i3uAUAAMBREYAEAKAcMEHGn1bv1o+rduuXNXuVlp3nfy4hxgQda+midrXUvWk1RUeEWdDRZ8WX0sRbJXeOdEovadA4KbpCsGuFE5GZKTVvbqfT0qT4ePYjAABAGCMACQBAGZ25evn2FCvg+MOq3Vq6NUleb/7z1StG69wWNXThqbXUvUm10B/T8VgWjpW++ofk9UitLpWu+K8UER3sWuFkJCay/wAAAMoIApAAAJQRmTlu/bp2rxVwnLlqt3am5E8iY5xaN1Hntqyh81rVUNs6iXI6Q3T26uKaM0L6/jE73eF66eI3JBe3OGHNtHhMSgp2LQAAAFBCuDsHACCMWzmu3pWq2Wv2avbavZq7bp+y8zz+5+OiXDqraTUr4NirRQ3VSIhRmWKadP74nPTLy/Z6t3uk3s9JjjISWAUAAADKCAKQAACEkW1Jmfr1YMBxzrq92puWU+j5epVjdV7LGjq3VU2d0bhK+E0iU5xJSqY9KM17z14/9wnp7P8j+AgAAACEIAKQAACEsOSMXM1dbwccf127Txv2phd6PjbSpTNOqWK1dOzRvLqa1aggR1lvAejOlSbfKf35mSSH1O8lqcuQYNcKJSk7W/rb3+z0u+9K0YznCQAAEM4IQAIAEELM7NQLNx3Q3PX7rPEc/9yWXGjyGJfTofb1Eq2Ao5mxukODyuE/gUxx5GZKn94orflOckZIA/4jtbsq2LVCScvLk/73Pzs9ciQBSAAAgDBHABIAgCDak5qt+Rv364+N+zVv436t2J4iT4GAo2FaNZpgowk6mtaOFWMiVS5lJUvjr5E2/SpFxEgDx0jN+wS7VgiEyEjp3//OTwMAACCsEYAEAKAUJ43ZvD9Df2ywg43zNh44rEu1Ub9KrE5vZHerNoHHmmVt8pgT4c6TxvSXti+SohOkaz6RGnUPdq0QKFFR0gMPsH8BAADKCAKQAAAESHaeWyt3pGrx5gNWsNEEHXenZhcqY4ZrbFGzohVwPL1xFXVpVEW1Egk4HsYVIXW4XkraIl0/UapzGuctAAAAECYIQAIAUAI8Hq827kvXkq1JWrw5SYu3Jmvl9hTluD2FykW6HGpXr5IVcOzSuLI6NaiixDi6mB6X02+T2lwuxVXhnC3rzCznO3bY6dq1JWc5GucUAACgDCIACQDACdiblm0FGq2A45YkLdmSpJSsvMPKVYmPUrt6iercsLIVdGxfv5JiIl3s8xNF8LF8yMyU6tWz02lpUnx8sGsEAACAk0AAEgCAY4zbaLpNL9+ebE0Qs3x7ipZuTda2pMzDykZHONW2bqLa16uk0xpU0mn1KlnjOTpMP2sAxbxL5TYVAACgrODODgCAAt2oN+xL9wcaTdBx5Y4U7U3LOWwfmZhi0+oVrBaNpx1cWtSqqEgXXUWBk2ZaPObmsiMBAADKCAKQAIByKTUrV2t2p+mvnalascMOOJpgY0aO+7CyTofUpHoFtamToNZ1EtS2TqLa1ktUQgxjNwIAAADAsRCABACUaZk5bq01gcZdqQWWtCN2ofZ1o25ZO8EKNtpLojVLdWwU4zYCAAAAwIkgAAkAKDOBxvV70woEG+3Hzfsz5PUe+W9qVIxW85oV1ap2RSvQaAKOjavFK4Ju1EBwZWdLw4bZ6VdflaKjOSIAAABhzOE1o+uXMykpKUpMTFRycrISEhKCXR0AQDHGaNyenKn1e9K1fk+a1u9N96e3J2cV+XeV4yKt8RlNsDF/qaBKcVHseyAUpadLFSrYaWbBBgAACPv4Gi0gAQAhxfwuZiZ92bw/XZv2ZdgBxr1p1uOGvenKzvMU+beV4iKtsRp9AUbTdbpZzYqqViGKmaiBcBIZKT35ZH4aAAAAYY0AJACg1OW5PdYYjCbAaLpIm2XTPjvguGV/htKPMBGMT6TLoYZV43VKtXidUr3CwUc7XSWeFo1AmRAVJT31VLBrAQAAgBJCABIAUOLcHq92p2Zp24FMK9C49YBvMYHGDCvPlCmKwyHVTohRg6pxalytgppYAUYTdKygepVjGaMRAAAAAMIIAUgAQLFl5bq1K8UOMG5NyiwQaLSDizuSspR3lACjERXhVIMqcWpYJc4KNJpH07LRpE2QMTqCWaeBcssMUZ6cbKcTE+1fJQAAABC2CEACAApJz87TjuQs7TRLinnM9K9bjylZ2p+ec+z/YJwO1UqMUd1KsapbOVb1KtuBRV+g0cxA7XQSVABwBBkZUuXKdppJaAAAAMIeAUg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"text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "839b9c5c1b0e4e06aeb463d4f1ec3cd9", + "model_id": "6ea6f228d8f740be81c433cfad973910", "version_major": 2, "version_minor": 0 }, @@ -133,40 +123,37 @@ "source": [ "def tangent(I_x, I_y, S):\n", " \"\"\"Get x,y to plot a line with slope S around the coordinate .\"\"\"\n", - " x = numpy.linspace(I_x-1,I_x+1,2)\n", - " y = -S*I_x + I_y + S*x\n", + " x = numpy.linspace(I_x - 1, I_x + 1, 2)\n", + " y = -S * I_x + I_y + S * x\n", " return x, y\n", "\n", + "\n", "def plot_logistic(L_L=0, L_U=1, I_x=0.0, S=0.5, c=1.0):\n", " theta = (L_L, L_U, I_x, S, c)\n", " X_MIN, X_MAX = -5, 5\n", " X = numpy.linspace(-5, 5, 100)\n", - " \n", + "\n", " # get key properties to visualize\n", " I_y = calibr8.asymmetric_logistic(I_x, theta)\n", - " \n", - " fig, ax = pyplot.subplots(figsize=(16,6))\n", + "\n", + " fig, ax = pyplot.subplots(figsize=(16, 6))\n", " ax.plot(X, calibr8.asymmetric_logistic(X, theta))\n", - " ax.plot(*tangent(I_x, I_y, S), label='$tangent$')\n", - " \n", - " ax.axvline(I_x, linestyle=':', color='red', label='$I_x$')\n", - " ax.axhline(I_y, linestyle=':', color='red', label='$I_y$')\n", - " ax.axhline(L_U, linestyle=':', label='$L_U$')\n", - " ax.axhline(L_L, linestyle='--', label='$L_L$')\n", - " \n", + " ax.plot(*tangent(I_x, I_y, S), label=\"$tangent$\")\n", + "\n", + " ax.axvline(I_x, linestyle=\":\", color=\"red\", label=\"$I_x$\")\n", + " ax.axhline(I_y, linestyle=\":\", color=\"red\", label=\"$I_y$\")\n", + " ax.axhline(L_U, linestyle=\":\", label=\"$L_U$\")\n", + " ax.axhline(L_L, linestyle=\"--\", label=\"$L_L$\")\n", + "\n", " ax.set_xlim(X_MIN, X_MAX)\n", - " ax.set_ylim(L_L-0.5, L_U+0.5)\n", - " ax.legend(loc='center left')\n", + " ax.set_ylim(L_L - 0.5, L_U + 0.5)\n", + " ax.legend(loc=\"center left\")\n", " pyplot.show()\n", "\n", + "\n", "plot_logistic()\n", "ipywidgets.interact(\n", - " plot_logistic,\n", - " L_L=(-5.0,0),\n", - " L_U=(0.0,5),\n", - " I_x=(-5.0, 5),\n", - " S=(-2.0, 3),\n", - " c=(-2.0, 2)\n", + " plot_logistic, L_L=(-5.0, 0), L_U=(0.0, 5), I_x=(-5.0, 5), S=(-2.0, 3), c=(-2.0, 2)\n", ");" ] }, @@ -189,19 +176,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Wed Feb 23 2022\n", + "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", - "Python version : 3.8.12\n", - "IPython version : 7.31.0\n", + "Python version : 3.13.12\n", + "IPython version : 9.11.0\n", "\n", - "matplotlib: 3.5.1\n", - "sys : 3.8.12 | packaged by conda-forge | (default, Oct 12 2021, 21:22:46) [MSC v.1916 64 bit (AMD64)]\n", - "ipywidgets: 7.6.5\n", - "calibr8 : 6.4.0\n", - "numpy : 1.20.3\n", + "calibr8 : 7.2.0\n", + "ipywidgets: 8.1.8\n", + "matplotlib: 3.10.8\n", + "numpy : 2.4.2\n", + "platform : 1.0.8\n", "\n", - "Watermark: 2.3.0\n", + "Watermark: 2.6.0\n", "\n" ] } @@ -214,7 +201,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -228,7 +215,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.12" + "version": "3.13.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { @@ -1181,5 +1168,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Example_Fitting_a_Linear_Model.ipynb b/notebooks/Example_Fitting_a_Linear_Model.ipynb index fd9e05b..56eb91a 100644 --- a/notebooks/Example_Fitting_a_Linear_Model.ipynb +++ b/notebooks/Example_Fitting_a_Linear_Model.ipynb @@ -16,8 +16,8 @@ "metadata": {}, "outputs": [], "source": [ - "from matplotlib import pyplot, cm\n", "import numpy\n", + "from matplotlib import pyplot\n", "\n", "import calibr8" ] @@ -39,7 +39,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -56,9 +56,9 @@ "Y = 1.7 + 0.43 * X + 0.5 * numpy.random.standard_t(df=3, size=N)\n", "\n", "fig, ax = pyplot.subplots(dpi=120)\n", - "ax.scatter(X, Y, label='$Y_{obs}$')\n", - "ax.set_xlabel('concentration')\n", - "ax.set_ylabel('absorbance')\n", + "ax.scatter(X, Y, label=\"$Y_{obs}$\")\n", + "ax.set_xlabel(\"concentration\")\n", + "ax.set_ylabel(\"absorbance\")\n", "ax.legend()\n", "pyplot.show()" ] @@ -68,7 +68,7 @@ "metadata": {}, "source": [ "## Setting up the model\n", - "A _linear_ function is the 2nd-simplest version of a polynomial. (The simplest being a 0th-order polynomial–a constant–but that's not very helpful here.)\n", + "A _linear_ function is the 2nd-simplest version of a polynomial. (The simplest being a 0th-order polynomial–a constant–but that\"s not very helpful here.)\n", "\n", "To create a linear model, we can use the `calibr8.BasePolynomialModelT` and specify a `mu_degree=1`.\n", "\n", @@ -84,12 +84,13 @@ "class ToyLinearModelV1(calibr8.BasePolynomialModelT):\n", " def __init__(self):\n", " super().__init__(\n", - " independent_key='concentration',\n", - " dependent_key='absorbance',\n", + " independent_key=\"concentration\",\n", + " dependent_key=\"absorbance\",\n", " mu_degree=1,\n", " scale_degree=0,\n", " )\n", - " \n", + "\n", + "\n", "model = ToyLinearModelV1()" ] }, @@ -115,14 +116,15 @@ "# It also assignes some relevant variables to the `model`.\n", "theta_fit, history = calibr8.fit_scipy(\n", " model=model,\n", - " independent=X, dependent=Y,\n", + " independent=X,\n", + " dependent=Y,\n", " theta_guess=[1, 0.5, 1, 1],\n", " theta_bounds=[\n", " (-2, 5),\n", " (0, 2),\n", " (0.01, 5),\n", " (1, 50),\n", - " ]\n", + " ],\n", ")" ] }, @@ -140,7 +142,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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D+5n6rPMWiE4y5NW9TXL/5v38vRJCCCHDAIUqQggZ6s5+PYfkYMdBabW1SoG5IKwjH1xWNZ01yu2UbkwPE7ACbiqU+/XjJ8nWihTxeP3urAc+eEBe3O8PiU0zpMnFCy+W+fnz+bclhJAB4PJ45Y/v1/ba7tT4HVVG74ygfPX4u1XqeEIIIYQMLSz9I4SQIQJOpobuBuWWQmvzorSisM5+cFlBxOqwd0iWKUsMOkOv90BwemgmVXQ0YrHrZG+DXf528E450H5AbS1MLZT1y9eLxW3h35UQQgbItsp2abO4w7Z5pF082hb1tcE3XX2G57W5x6GOXzHtSOk2IYQQQgYPhSpCCBkC3F631Hb6O/shEB1OqtDOfi3WFiVSWVwWyU0J7+wXCrr79ReXpkYe3XW7dDqb1etZObNUeDpcWpZOClWEEDJQOqzOXtsc2n3Brw2HHVUBOm29jyeEEELIOCv96+7ulptuuklOO+00ycvzd8DasGFDzO/BQ+BJJ52kjv3Wt741YudKCCHA4XZIZUelVHdVS5IuSQlRR7r3eVRXPwhYNrctpkgFR5Zbuvr1S7Vrd0qj8XtBkWpFyQr5zvHf6VVKSAghpP+kGHvnAzoP51OJTyNGr99RFSDD1NsZSwghhJBxJlS1trbKgw8+KA6HQ84///x+fc99990nFRX+7ABCCBlJLE6LKrtD7lSqITUsGN3lcanAdJQCQlDPMeWElQKGAkELuVXJpjpJMaLsJFqYukiP7hU5ZLhNvBq/a+q8WefJFYuuUAHqhBBCjp7ZkwySbtKE3YMDQepJvhLRin8xAEfkpRplaXkWf92EEELIeBeqysrKpL29XV5//XX55S9/Gff4yspK+e///m8lVhFCyEiCrCmIVA09DZKTkqOEqlCXFQQqZFYZtAYlYAVcVpEgDL3R0qiEKoNeJ8umI6Sq97E+8UmH/glpNdwlonGLVvTyjcXfkHNnnhv1vQkhhPQft9chJ8/BV4dLt8UXdFQZvDND7scil64okyRdwk2lCSGEkDFPwi2/D/Rh66qrrpJ169bJBRdcMGznRAghkTRbmqWmq0Y67Z0qjwolf6Gd/SBQtdhaJMOQIaYkU9RfoN1tVwJVm61NCV3J+mRZNcci9W1Jsq8h+fDjkEZ84pLWpI1i0b+mvk+vSZX1x10rc/KOPDgRQggZHLh/r53vls8avfJpfZK4NfXi1fSofUbvrOA9ee3sfLl69TT+ugkhhJCJIFQNhIcffli2bNkiu3fvHu1TIYRMEJAj1djTqNxSNpdNddkLzZyCcAWHFT5nJ2eHdfbzeH2qqx8C081GkcJsq7TZmqXT0SnpxvTgsVigv3BVh7yz1yxbK1Kky26VZsPPxaHbpfan6Qvke6uul+L0wlH4DRBCyPgETliry6rMVMfNtEpyUopsadgb3A9HlcnglstWlMt3T1tINxUhhBAyTIxZoaqurk6+973vya9+9SuZNGnSgL63qalJmpv9AcQBmHFFCOlPZ7+6rjr1gXIQiFShnf1aba2qs1+3s1vlUQUyoyBQvfiRTzbv9koXqvoOYzbqZV6ZUVbPzxSDLvx2DLHqxLkWmTH5oNz53kZx2BvV9mlZ0+Rby74laca0hPqD8b5KCBnrdDks8sd32+XFnVrptmeobZYkfwaqVpLkjMVWmZK3S76xbBVFKkIIIWQYGbNC1dVXXy3HHHOMXHnllQP+3k2bNsntt98+LOdFCBm/K+0o9VOZUzqDZJmywlxWKAWE08rhcUheSl4wNB0i1aaXvLKrpnc4usWhky2f5Ut7t105qCKjTiraKuTerfeqUhSwbNIyFZoeWmbYFwhxx/mmmlKjdhgcanhfJYSMZVwer6z/4yfyzv6Q1YTQIHXPNPm0ukSm5lczE5AQQggZZsakUPXss8/Kiy++KG+99ZZ0dnaG7XM6ndLR0SFms1mSkvp+mLv22mvlwgsv7OWo6m+XQULIxAKlINWd1dLY3SjpyelhoelwWWH7Icsh0YhGck25YQ8xcFL1JVL58R+HLCqU+cFBFWBL3RZ5dMej6v3BWdPPkvNnnx+1a2Bo5hWELZQS5qbkjlgnQN5XCSFjmd9u3i/v7O86/CoQpO4Sp2a/+trgmyn1Ldny8UGXGI4/UtJNCCGEkKFnTApVu3btErfbLccff3yvfQ899JD6+Mtf/hJVeMrPz1cfhBASD2RN1XTWSJO1SZXzhQajo1sfHFYIQzfqjL3K8eCmQrlffHwqi2rlbItoNT55oeIFeW7vc2qPTqOTixdeLCeWnhj3XSxOi3J0QSzziEcFs48UvK8SQsaym+rxdyt7bXdqDqoOq6FB6rsqc9TxhBBCCBk+xqRQdfnll8vq1at7bV+zZo0Sp9avXy/z588flXMjhIwfWqwtUttZK+32dsk354cFo8NlBZGq2dosaYY0SUlK6fX9CE4PzaSKjkYsdp1UNmnlzUOPylvVb6mtJr1Jrll6jczNmxvzu5GP1eXsUp/zU/Il15yrhDVCCCHx2VbZLi09zl7bHdpPw4LUca+2OvSyo7pLTpmTyV8tIYQQMpGEqhdeeEEsFot0d3er1+jqh3I/cNZZZ0l5ebn66Ivi4uI+RSxCCOkvEHyQN1XXXafK6CI7+3U5upRIBQErKzkrTMAKBd39+otXLPLE3v+V6u5P1OtsU7asP269FKcVx/4+n1e5vpBblWPOUa6veOWBhBBCjtBp6y1SAefhfCqtL130viNdVjttfpcVIYQQQiaQUHXNNddIVVVV8PUzzzyjPsDBgwejilSEEDJYPF6PEqjQ2c/j80hRalFY5lSbrU2JVJGd/fpEg8ypI6WC0XBrmqTJsEFc3dXqdXlGuVy//HrJSM6Ie64d9g5JMaSocr/M5EyG/BJCyADJMPW92ODQ7lOfDd4ZKoPwyPEJOX0mhBBCxg0JOdJWVvbOCeivC4IQQo4WZE4hj6q+p16StEmqjC6ysx9C0+0uuxKGonXUw72ozd4mJnOrmAylYnPiuCMPOaE4NPuk2fgT8Wja1etFBYvkymOvFKPeGLezX6ejU+Vi4Twj87EIIYT0j0WlaZKZopUOqyd4r/ZIj7i1teproyr7U3d3SU32yaLSdP5qCSGEkGGE9SGEECIiNpdNDrYflJquGknRp6jSuwDovFffVa+cVhCI0E0vmkgFlxOyrQ71HBKPzynLZ9iiilRW7XtyyHhzUKRaN3WdXLvs2rgilcPtUOWHKDuE44siFSGEHD1ur0NOW5Acdq8OlP0dCVIHGjl+pkOSdJw+E0IIIRPOUUUIISMJRB84qeCWgkAVGowe6OwHNxVyoNKTo6+kQ8SCSNVqbVVCFkrxVs2xSH1bkuxrwEMQXJ8a8YlPunV/l/akh0U02KaVL8/7spw6dW3cc0WIu81tU2WHeea8uKIWIYSQ+PfVdQt8sqvWK7vrIEL5IoLUZ6jPUwosctJcF3+dhBBCyDBDoYoQMqGBqFTbVSutttZenf3gskIZYIulRcwGs5iTzDFdThCzWu2tqltfQOzCwvuFqzrknb1m2VqRIj12kfakh6Rb/0+1X68xytVLvimLihbGPdduR7dybBWkFKjOfrHyseACM2opYhFCSH+EKofHKpetccirH+vkrb06OeTb479He0skzWiWRVNbZeUci+i1sbMDCSGEEDJ4KFQRQiYkyJGCgwqh6RCA0NkvVPjBtoaeBmmztqlQ82Q9HFF9Y3FZlJiFYPNUQ2ovlxPEqhPnWuTY6a1yz/sPSXfHR2p7pjFTbjjuBinNKI15rsjHgusL3fwKUguU6ytePhaCfzNMGVE7EhJCCPGXa6O7K6r+PF6nnLowSWaWVsmtr+1BUJXMzZ8iFy/aL6kGk2pWgXtvzCYahBBCCBk0HGkJIRPywaS+u159oLSvMK1QiUChnf2QMYWwcohCKPmLBgSkZmuzErYyjBlRj4WItfH9jVLd5e/sNzl9sursF5qFFe1cO+2dYkoySU5KjsqlCu1CGHkszj05KVmdS6G5kF0ACSGkH+XUEPfdPrfofXpptNSJw4N8QZFFk6aIz+dWCxB2t105ZqMtFBBCCCFkaKBQRQiZUCBHCqV+CEbXaXTKoRTqRoLoBJEKDy/xOvu129tV6SCOhYAU7VjkX23cslEdD+bnz5erl1wd06UV2dkvLyVP0o2x87HgpEo3pAeFt2iCFiGEED8QqXAPxz1Ur9GrxYsDbQeCv56pWVPVZ4PWIHaxizGJJdWEEELIcEOhihAyYcBqeHVHtcqdQoleqPADNxJKAf3d+jxKGIrpXLK3qXI/ZEFlmbLCHFmh7GraJb/d9ltxeBzq9eqy1fKV+V+JuyKPzCu4tDJNmSo0PV4+VoejQ4llk9ImKWELDi5CCCGxsTgtSqjCfT9JmyTtjvag8xXuKXR5dbqdynGF/UYdhSpCCCFkuKFQRQiZEED0wcMHhCgIOghHD4AV9MaeRmnqaVLZI+ioFw0IUxCoWmwtSpyCSBWNzZWb5Y+7/qgypvCQc+HcC2Xd1HVxnU6qFMVlU6V+EKni5WMhXwXCWlFaUVjHQkIIIRLzfo6xAQ5ZLCbANYXxICBUwU2FhYlASbdBb4hZCk4IIYSQoYFCFSFk3IPcptpOf2c/CDqhYecQhBCajo59cC2FCliR4AEGYhbcVFhVj3YshKlndz8r/znwH/UaDz/fOPYbsqRoSdxzxUMTHp4gUOFc4+Vj4ZyKUouUSBUanI5zIIQQEh3c/+0eu/oapX+4V7db26XJ0qS2Tc+eLi6vS40NPo1PkjR0VBFCCCEjAYUqQsi4BavkeOBAHlWXvUvlUYV2a4ITqaG7QeVMxevsB5cTxCzkTKFsMNqxKMN75MNHZHvjdvU6zZCmQtMDOSexzhV5VIHOfnB1xcvHgjMLIhUyqSI7FtpdduUc4+o/IYREv6/jA4sDuIfCVbW/Y39wP+7b2AenKsR/k86kyv+ilXoTQgghZGigUEUIGZfgoQJd/eq60L3J0auzX7utXZUBIssJ5XuhbqRIIPwgZB0Oplid/SA03bvlXjnYcVC9hoi0/rj1KuMk3rnifAKd/bKTs+PmY0EoKzAXKOdVZMdCOAMmZ0xWH3ygIoSQOPlUXo9yyWI8qO70l/2hXLssvUycXqdqvOEVr2i0GpVbxQUAQgghZHihUEUIGXdgBRylfnBSQfCBoBMQfuBGarG2KJEK+U4QkWI5l/Dggjwqq9MqmcmZYc6lUCCKbXx/ozoWzM6dLdcuvTZuZhTOtdPeqcoIUeoHZ1esY1G+CJdWYWqhZJuOCFqBjoV4oCrLLJPitGK2UCeEkChA0O92dquvUf6XrEtWixro0grQmEKv04tPfOo+i7I/3P9jlYcTQgghZGigUEUIGXed/fCgAeEIDiWISwGwao5SQHT3w0MKRKpojiO4nOBOgqiFHKhYnf32tOyRTVs3qTbnYOXklXLpwkujiloB8L5wa6H7YL45P24+Fsr9cD1waoUKWoHrgihWnF6s9scLbCeEkIkM7tcYL4Db4xav1qsyqwJB6iqfyuNS7incT7VarcqqCs04JIQQQsjwQKGKEDJuQOYUyjbgloKQgyypAHjgQGc/iFRwHcUqx4PwA3cSsqtEIyrrKZrw83bN2/L4R4+r1ubg/Fnny9kzzo4rFOGBCCUncEXF6+yHY7ucXZJrylWh6ZEdCyFS4RxL0kvUexFCCIkN7r9w1SIsHa5alPhhkQP3VDAta5rah3EECxd6n165WWPdqwkhhBAyNFCoIoSMC5DxVNtVqwSmyM5+WDVHaHrAdRQqYEUSEH7gpkJuVbRjUWr3t0//Jv/c90/1Gu6pry/6uhxXfFy/BDX8nFxzrjrXePlYOH+UL6IUJfK6IKbhPUozSmOWDRJCCAm/D6P5BdxUyKfCYkAgXzAgVEGgSk5KVgsROp1O3X8pVBFCCCHDD4UqQsiYB8ISRCpkPUHQCQ26DXT2Q3ZUhiFDlQNGA8IPHFcQvWJ19oM767GPHpP3695Xr1EO8q1l35IZOTNinifELQSyI6QXpX4QmOLlYyEfBS4qZFJFXheuF9shUjE3hRBC+gcWCnocPcr5ilwq5FPh/l/VWaX2o2kGXKpWt1U5cHHPFp+o+2y8km5CCCGEDB6OtoSQMQtWuyFCITQd5XEQbUKFHwg9jd2NqhsfOunFci5B+Gm2NKtjY3X2w3H3bb1P9rXtU68hOK1fvl4KUgvinivOByv3qrOfKTtuPhbOF++LnxHZsRAPV6qzX/pkZqYQQsgAy/4gTGFBAE0qRCficDmCjqoZ2TPE7XMHxwyMB/iI1xyDEEIIIUMDhSpCyJju7IfQdLiOIFKFdsBDdzxkVUFYyjHlxOyABwHpUE+L7G/0iU5TKD1GrUzOdYouQkeC2wqd/fAZTM+aLtctu07SjGn97uyHbKzQgPe+8rFw7nB0QaTCuUd2LMTqfml6qZRklHB1nxBCBojFaZEeV4/KoNL49LKn3i07D3UGuwDCHQvXFdyyAZhPRYYClOsH/p0RQshYI82QphbcRwIKVYSQMQdyRWq6/J394FBCR75QN5Lq7NdzSLmO4nX2a7a0yYs7vPLhwRKxOY7cEs3JHlk6zSqr5liUYLWvdZ9yUuHhBiwvXi5fP+brUZ1XoWWCAZcWgs7j5WPBLQUhqzCtsFfHQuRvoRyxOK1YlQNGuy5CCCF9A8EfQoHd5ZR/feiVt/emS49dI926dpHDptvu9oXiyHVLrsmkFhqStEmSaoxeDk5If8G/vU9bPo07dyCEkEQDzzSzcmdRqCKEkGgr4RCpUNKXnpzeZ2c/CFVwHaFLXrTuexB+Gnua5fHNyVLZhPfwhf8cu1Ze/yRN6tuSpKz83/K7nf/nLxERkXNmnCPnzTovbmc/lJbA0QUhDdlZsR5ycCwELaxSQISKvC5cE8LS0dkPpYCEEEIGDu61XXaL3P+ST3bVJgXv/Q7tJ+qzxpciOyvmSleXVa5c6xOPwF2rU4siFKrIUACRCmM5IYSMJWq7akf059FRRQgZM6B8rrqzWpW/QdAJfWiAyyrQ2Q/bY5XjwbkEd9K/P9IeFqlApOikUSWF25r/Ji93/F5tQajuJQsvkRNKTxCPV6Sm2SA2p0ZMBl+vUsFgZ7+UXCUsxcvHQmYKxCyIVJHXhXOF6IZMqlD3GCGEkIGBe+3TWzpkV3C+rQkTqozeOaIRnVQ1pclrnzjk1IX+o7B4QBcrIYQQMjJQqCKEjAkQdA4lv93e3kv4gcsq0NkPtdOxAm+xmo73Qsnfx5WzDq+m93ZG+cQlrUn3iUX/snpt0pvk2mXXyszsOfLGJ2bZVpEiFoeuV6ngytk9YnF3qbeN19kvkI+F1ueT0ibF7ewXq2yQEEJIfDrtPfKfj+1h9363tIpb26i+TvbOCx776scG0Wo0ct4SY8yOsYQQQggZWihUEUISPk8E5XwQqbASXpRaFCb8QMhp6GlQgg/aicdyLkHQguMK39PZnSvWkEyqULzSI82GX4hdt1O91nkL5NI535aZ2Xny9NuZUtGQHLVUsLJZ5LzjLZKfmqOC0GPlYyGPSq/TS3FqsRK1Iq8L14vyADipWHJCCCGDAyXf7x1oli6bhC1QOHR+NxUwhghVPtHISzsN0typk+MujT62EEIIIWRoYRIvISShHyqQR1XZUamC0eEsCog5qrOftVUJWBCpIArFEqkCglaXo0syTZni9hj7PM6tOSSNxu8HRSqDd6YUOX4tqfoSeXuP+bBI1XepIEC5yJ7KyapUL5pIFejsFwhGj7wulDaibBAuqvLMcopUhBAyBNjcNmmzKJUqjEDZn/iSxOid2Wv/jiq3/OEdf7dXQgghhAw/FKoIIQkJhBoIVFUdVSq0HI6jQHh5oLNfXXedWFwWJQrptX27o5SgZWuVQ5ZDylGFjCcci1ypSByaT6XB+F1xaWvU6xTPSilw/EJ0kiVGvU+V+0U6qfr4ifL+PqN4fdGvC0IUShSL04tVJ8DI60IWVllmmfpgZyBCCBkaMAYkJbl6bbcH86lmikb67sb2x/drxYVwQkIIIYQMOxSqCCEJB0reDrQfUMHpyJvKNmUH96HzXn1XvRKp0A0PIlW0DCg4lxBEfqjnkBKI8D4BlxPCz81GT1B4smrfkUPGW8Sr6VCv012fl1znzaIVo8qfAv5Mqtid/rAfZSUVjb4+87FQ7ocg+MhgdFwXOhmaDWblooLTisG9hBAydCD3b3KuS9KScX/2BUu9XZqqXmV/kTT3OGVbZTv/HIQQQshEFKq6u7vlpptuktNOO03y8vxOgw0bNoQd4/F45M4775QzzjhDSkpKJCUlRebMmSM333yzdHT4HzIJIWMTlOYdbD8o9d31SlgK7d4Hsamuq06V8MF1hP0BN1IkELHgooJIpRGNZCZnhh2LDn1Lp1vVo0qX/jlpNvxSfBqHiE8r2c5rJct9hWjULVIjy6ZbxeGOJ1CFY3FEvHZapNPRKXmpeSp3KjQYHdeFHC4IVxCpClILol4XIYSQgYP7bLejW/RajRw/0xlcdLBrd4tofL2C1Pui04bvI4QQQsiEE6paW1vlwQcfFIfDIeeff36fx9hsNiVelZWVyW9+8xt5/vnn5corr1Tft2rVKrWfEDL2QObUgbYDSmBCqV9olyW4rJBXBZEK29ON6VHfB84lCD/o7mfUG8PErlCOn9Ul3ox7pT3pUfWgovGZJN95m6R5zgquts8ossvK2ZY+SwVjYTaG52PhnNDZb3L65F7XhfOEODU1a2qYe4wQQsjQgMUCZFRBn1o5p0fmlfjv6XatP48QixRG75yY75FhYqA6IYQQMiG7/kF8am9vV26ClpYWefjhh3sdYzKZ5ODBg5KTkxPctnr1aiktLZULL7xQ/vznP8vFF188wmdOCBlsZz+4qFCagXDx0MwprIJjH0LTM42ZSnyKBjKrIPx02DqUQBXtWAhH939wv9Q6d6nXel+O5Dl+LAbfVPXanOxVTiqIVHBfBUoFLQ6/yyoW6SaR6YUadV1t9jbl/pqUPkkKzAVhZYpwj+F6UeaHUkC2PyeEkOEBiwI2l02VWSdptXLZaof8eWuP/LXyY7Xf4JshWkEOYW9wx89NNcrS8iPl2oQQQgiZQEJVf8pddDpdmEgVYPny5epzTY0/CJkQkvggRwoiFEr6XF6XchaFZjO12dpUdlOXs0uyk7NjhotD+EEmFYStjOSMqMfiPe/Zco9yaAG4nK5bdoP09GSKzdmu3FMQpiBQBcDXS6ZZ5I3d0Z1cAVbPxTd6pdnaqjK2cE15KUdC0wPuMY/PI2UZZaoUkKHphBAyPGDRAKXXbp9bHG6H6qTq9DhkdvkBcVYfUMckexZG/34RuXQFmlskXCECIYQQMi5JOKFqMLz66qvq87x5sTMGCCGJAXKkartqpba7VpK0SUrQCX2wQAc8lAHaXfaYoek4tt3ersQfrJhnJWdFPRYB7Ru3bFTuLLAgf4F8c8k31YNLbooz5rnOLq+W2rapcqCx71V39X6TNXLKfI+02Nok3ZAuhWmFYeV86OwHx5dBZ1ACFcoBo50rIYSQoXFT4QN5hSj/S01KVWMAOssGyryTvQsOf917wXTt7Hy5evU0/ikIIYSQEWLcCFV1dXUqTH3p0qVyzjnnxDy2qalJmpubw7ZVVFQM8xkSQkKBoFTTWSP1PfUqWDw0cwouq0AQOlxHuSm5Ud2WOBYOKTipIAJlmjKjdsvbeWinPPDBA+Lw+JPO15SvkS/P+3JcoQgr8HBp5aRkyjXrdPLmbq1s3u1V3f1Cy/3gpFozzyVdzk4llkGECs3HQslJU0+T2lacXqxKAcdLaDrvq4SQRAUl4RhzfOJT92HcdzEO+IUqUeXZp86eLB/ud4vVccSJm5Gika8dVyLfOXU+3VSEEELICDIuhKq2tjY566yzlKviqaeeEq02tjV706ZNcvvtt4/Y+RFCwoHoU91VrUQbdLpDeVxkBzzsQ05Vjql3mW8APHC0WFqkxdaiHjTQ2S8arx58VZ7c9aR6UMGq+kXzLpJTp5waVyhSuSZumxLL8sx5KvPq7MUiZxyjkYpGn+ruh+B0ZFLZPVbpcVok15wrk1InhWVO4brgEEP5IvKoclKiX9dYhPdVQkii0uPoUbmEWHTAuILP+DjQ7i/7m5I5RU6a65AFU/aJ1zFFumxuyU1NkZNmFMuCghkUqQghhJARZswLVQheX7dunXJUofRv6lR/EHIsrr32WhW6HumoitZlkBAydMD9BCdVq61VdfZDCVwArHjDYQXxyZxkFrPBHPV98JCBErpWe6uY9KYwsSsUuKye2f2MvHTgJfXaoDXIlcdeKYuLFvdLUINjC/lS+AjNkdJpNTJrkiYsHwtiFILgi9KKel0XrhcOKohUsToWjlV4XyWEJCK4L+P+jAUKiFUo87Y6rar0D2XnYFbuLFXenZJklKJsnzg9HkkzYBEiWR1PCCGEkJFFP9ZFqlNPPVV1AHzllVdk4cLoQZih5Ofnqw9CyMgRyJyq666TLntXr85+6H7X0N2gcqYQhB7r4QAuJ4hUyKVKM0Tv7Acx6+EPH5YPGz9UryEQ3bD8BinPLO9X8C5KCPNT85WrK14+FpxZRalFKpMqsmMhHpJQBliaURpVUBvr8L5KCElELE6LcsUiegpCFcqyW1wtUtVZFTxmds5scXqdatEDYKEB93SML+OlPJsQQggZS+jHukh14MABeemll2Tx4vjuCELI6ABXU6Czn3IdpRX26uyHPKpOe6cKHo/VAQ/CD/KoIP5kGKN39sN7obNfZac/gwRC0frl6+OW3OFc223tqmwPx6JUL2Y+lr1NiWpwS6E0MPK6sEoPgQpOqlCXFSGEkBHKp3LbxO1xq4UF5B6G5lNhYWFq1lTpdnar+z3u63qdXmUnBoQrMjSgK/cnn3wiy5Yt67N7NyGEEJLQQtULL7wgFotFuru71evdu3fLs88+q75GFhUeGk8//XT58MMP5Te/+Y243W557733gt+fl5cn06axOwshidTZD04q5VAy5weFHzw0QHRCHhUeJpADFcu5hFIN5FGhbCNWZz/8rLvfv1sJRWBO7hy5Zuk1cd1MyLyCwJVqTFVdBuHsinUsyvmw4g53WKgAFrgu5GaVZZZJcVoxO/sRQsgIg4UHuGO9Xq8Sq7CoEMiqqmivCOZTQazC+AR3LhZTkpOSVek5y/6Onh/+8IdqLn/XXXep1y+//LKce+654nQ6JTMzU954440R69KN54mf/vSnsmPHDvXs0NLSIj/+8Y9lw4YNI/LzCSGEjBOh6pprrpGqqiOW7GeeeUZ9AJT5ga1bt6rP69ev7/X9l112mTz22GMjdr6EkL7BA0F1R7U09DQokShU+MGqNUoB0d0PK90QqaJ168PDBkQhlAVC+EIAe7Rjdzfvlt9u+62/1ENETig9QS5ecHFYOV6szn44R4hpsfKx8CCDcj+IZcij6qtjIVbjIVBBxGLpCCGEjE7ZHz5wD8Z4hOxDOGYhXsHlC2bnzhaX1yVJ2iT1ga+VaKUzhjXEIAPjz3/+s9x4441hwhUiOm699VYlEP3sZz+TJ598ckR+ra2trfLggw/KMccco/JoH3744RH5uYQQQsaZUFVZ6bdjxwKOBUJI4oLMqerOalXSh258ocIPxCZ09sM+uKJileM53G7ZXtUpTd1WSTYaZFahWbRRSvHeqn5Lfr/z96q0A3x+9uflzOlnxhWKEHaO3CucB8r34uVjoUQEjqtJ6ZN6dSxEdhYErJKMEiW+EUIIGcWyP5dNdXu1uZzS2JouVR0+2dfpF6nArJxZqhQQ932MFRCoELyOxYZ4CxwkOmhyNH369KBQhAXm559/XlVE2O12+e53vztiv76ysjIVGYK/L9xUFKoIISTx4QhMCBlysGKNzn4o00O3vNCwc6xqIzQdbiqIPHgY6AuP1yf/+tAlm3f7xOKAE8vvxjIne2TpNKusmmMRnfaI4+qve/8qz1c877+xafVyxaIrZHnx8n4JahDOcs256lxj5UjBcYUHmkKzv7Nf5HXB8YX3QB5VrLJBQgghww8ad0Cg+sd2u7y+J1t67NiaJ61JtWoGrNcYpTxjmlhcXWJKNvnzqbR6dW8fr40vRgosKKPkErz99tui0+nkpJNOUq+LioqUYDRSJJKrGfMjLNQRQgaH2+OTikNesdjxbCAyvUArel3i/F8fjzT2NKrF+HhNqYYKClWEkCEjkM2ETCpkPSFgPDTsPNjZz9aqgtCjOZcgUt37b5fsroMSFe6etNi18vonaVLfliQXruoQr88lj+54VLbW+8uBU5NS5brl18mM7Bn96+wn/tys/uRjYVW+r85+uC48EEG8Gs+d/QghZKwAJ1WHvVs2/cctO2uOjCXKXaX1d4LVu+fLX97Lk1OO7VLjEVyxqbpUSTeks+xvkCAr9p///Keccsop8qc//UmWL18uJpO/lLKhoUGysrJkLNDU1CTNzc1h2yoq/PlmR+vyq+mqUQtkhJCB4/GKvLnbJFv2mcTiOBIDkprslWXTbXLiXFtwIZsMLY2WRvWcM1JQqCKEDAlwNUGEQpA53EXIZgoVfiD0NHY3qs/ImIrlXPrbB3bZXRcQuCJXR/yv9zUky6ufeGRb569lf/t+tQ3C2A3H3aA+xztXnAdKPCBQxcq8CuRj4diC1AIlaoUei9VRPNyg1G9y+uQwlxUhhJDRAQsIT21pl5013rCxw62pF4/WLzyYPIuloiFZ8vYXyMxlBrF4LaLVasWgN7Dj3yD55je/Kdddd508/vjj0tHRIY8++mhwHxxWc+fOlbHApk2b5Pbbbx/S90SjFcyRCCEDAwvZm17yyq6a3hFAPXatvLbLLC2dqXLNOq3otHRXDTUwI4wkFKoIIYMGHfBqO2tVOC1WqyEUhXb2g9CDPCo8OMRzLrXZOuXNvXBaYRCKPsi4NLXy3MEN4tL4LfRwUF237LqopYSh5wq3FzKzcC7Iz4oGykBw7nhPiFQ5ppyw62qxtqgsE6wuFKcXM8+EEEIShA5bt7z0saPXdpt2e/DrZO8iNdbsPJgpn1/qUQsouKfDFctFh8E3RoJr6p133lFuqosvvvjI38Bmk8svv1zGAtdee61ceOGFvRxVCGUnhIwsL37k61OkCuXjGp867uzFFKrGOhSqCCGDAt3yYGOHSIXSiVDhB24k1dmv55ByHcXr7Ndma5MdVRaxOmKLTXbtLmk2/Fy8mm71+rji4+TyYy4PKzPsC5xDl6NLlR0iND2WqIVj4bpC1hRWPkOvK9CxEA8zEKiwP9p1EUIIGVlw/37vYLN0+Zu/hmHX7VCfdb5sSfKVqQURi0Mv+w95ZGaRQS04pBnS+CcbAr785S+rj0jQgW+skJ+frz4IIaPvptq8O+CQjQ2OO+MYDV1VYxwKVYSQowZtv9HZD+F6EHRChZ9gZz/LIZUDFepGigTCD+ykbdY2sTiOdAfsix7da9KadLeIxq1eryi8QK5YfFbYe6N+vabFIDanRkwGn0zOdYrLa1eOrmxTtirfi9XZD9kmnc5O1dkPuVOR1wWRCteLUj8IXoQQQhIH3Otbe3qrVD5xi127U32d7DlGuacCdNpdotEYlEhlSvJnKRFCCEkMKhp9fS4+9AWOw/GzJtFVNZahUEUIOSrgNkJnPwhMcEqFCj9wWcFh1WxpVtvTjGkxV77xHuiYh7KLnNS+HxBQUtip/5N0Jj1xeINeclzXyylli0WjcQYFqrf3mGVbRYpYHEfKC1OMbplf3ibrFpqkMDV2Zz884FhdVtXZb1LapF6d/VDuF+jsF6tskBBCyOiA+7jB0Dus2qH9THwa/5NOsndx2L69tXo5bppeiVSxFjJIdNauXdvvXw8Wl1555RX+Ogkh/cLiGN7jSeJBoYoQMmAgQKGzX7u9XbmTQoUfuKwQqt5ia4nbOQnCD9xJKPkzJ5nVsaZcp5iNnsOdPA7nQYlLWpPuFYveP6nV+syS57xVcgzzZHJuc1CkevrtTBWMG9kp0OrQyZZP88VqFbl2Xd/5WAHxzePzKIEK5XyRHQuRbYXtZRllKuOKEEJIYhHIIZxRoJO0ZJ902yU4ltgPd/sDyR7kUwXwyYcHk8Xp8skvvmhkkPpR4vV6ozqnI0HO40jywgsviMVike5uf2TA7t275dlnn1Vfn3XWWZKSwm69hCQyZuPwHk8SDwpVhJB+g4llQ0+D1HXVKddRUWpRWDA6Hg6wX3X2S47d2Q+CFkQqZEalG9ODx6Kl7NLpVnn9E78LyyM9Ko/KofvYf9PyFki+c4Mk+SbLsundwRa0cFL5RaronQJ31UifAYuBfCwIUyVpJcoxFdmxEKJaSXqJCk5nyC4hhCQmGFswPiXptXL8TKe8tDPEFav151MlectEL9kh3+UfEz6p1cjft9vlmLNYLnI0bN68WRI53L2qqir4+plnnlEf4ODBg1JeXj6KZ0cIicf0Qo2km/xlffHAcTiejG2Y/ksI6fcqNULTqzqqxOFxKGdRQMxRnf2srcplBVEHeVSxRCocA0Gr09Gpsp4ij101xyIziuyqo1+j8XtBkcrgnSWFjl8rkQr7V862BN1UKPeLdFJFC1hEIGNoPhbK+Ux6kxSnFauOhaHXhX3IpSpNL5UpWVMoUhFCSALT7exWQhXu3ytn98iCyf7tXukRh/bTkG5/ffPX7W3iwqBCxhWVlZXq30RfHxSpCEl8dFqNrJ7bP+kCx+F4Mraho4oQEhfkSCGPCrlTcB3lp+SHuZFQCojQdLiO4EaK1gEPE0I4lyD+QOxCsHlfx8IltWTuB/JW133i9napbSmeVZLjvFHSkvXKSQWRKuCmQnB6aCZVfwMWcV3ttnaVNVWQWiBZpqyw64Ljy6gzSklGiQpVZ2c/QghJXHDfxgIIQtJ7XD1i1OvlG2u98vBmi2yp+URE4xegTJ5jo75Ha49LtlW2y4ppOSN45uOb5uZmsdl62yBKS0tH5XwIIWMTdPI72KSRj2uiL0wvmKxRx5GxD4UqQkhMsDKtOvt1N0p6cnpYBzy4rLAdIhVAl7xYnf1aba1KpMLDBEoDox27rX6bPPLhI+Ly+sNwVxSdLSsKLpIUo0V18AsIVAHQ3W+gAYsQ1VCqmJOS06uzH66rqadJXS9cVsjh6m/uBiGEkNEBWYIo/cP9Gt1bk5OSVcfX0rwueaP+cD6VTy9G77yY79Np8zfoIIPjZz/7mWzcuFFaW1v73O/xePgrJoT0G7ikrlmnVTEeqJAILQNEuR+cVBCp6KYaH1CoIoREBflRcFJBiEI5X2gwOtxICE0PuI5idfZD6Vygs59eq4/aLQ+Oq3/v/7c8u8cfcAoH09cWfE1OLjsZ7xL1/U2GgYWy6nR26XL0SH5qvgpOj+xYCDEN14vOfqEuK0IIIYkvVGHssLltavGkxdEier1TbIfzqYzeuaKV2F39MkzRS9dJ/3j00UfljjvukJtvvlluu+02ufXWW9UY//vf/15MJpP84Ac/4K+SEDJgIEIhaxaCFCoksPiM4HRkUlGgGl8wo4oQ0icQaw60HVBCFBxFoSIVXFYQsJAzlZKUElOkgnOpsadRlQcihDzasXBc/eHjPwRFKohHNyy/4bBIFR1MfDPSWsRkdPcroyot2StF2TYlUCEcPVSkwgMOBDUIWMijokhFCCFjAzh1kX8IN1VArAIWl0VSzY3i1tap16YY+VTwzealGmVpORcoBst9990nt9xyi/z3f/+3en3BBRcoh9XevXslLS1NWlpaBv0zCCETF4hSsyZp5dgpWvWZItX4g0IVIaR3Z7/uBqnsqJQOR4cKTQ8NOw+4rCDoZBozlVAVDTwgQKSCkwqldUZdilQ2GWRPrVF9DuTVokRj45aN8nrV6+o1ygJ/sOoHMj9/fr8eTPRajaycCcdV/PK8lbPcUppZrISq0OtCGSCuDV3/pmVNiym+EUIISSwgTsFRBYHK6raqBhkWp10qGrXyblV18LjkGPlUWOq4dEWZJEXWl5MBU1FRIccff7xotf7fpdPpL6eEm+q73/2uPPjgg/ytEkIIiQpL/wghYa4mBKbXddWpfKii1KKwbCYEoSOTqsvZJdnJ2SpYPRoQflpsLdLj6JE0Y6a8/2mG6swXGnpuTvbInLIaea/9Dqnr9q92o7veDcfdELU8MPRcIVJBKEPO1IylZmnq8MUMWJxT7JGvHJ8rhalHMqcCAe8en0dKM0qVyyrWdRFCCEk8IFLB7ascVQ67bN2XpTJMeuwl0mTYK6IT0fmyxeCbdliS6r2wsWZWnly9GvvJYNHr/Y8Y+Hukp6dLbW1tcF9ubq7U1fnHfEIIIaQvKFQRQoKZU7WdtVLXUydJ2iTVBa/Pzn4uu8r90Gn77rKnhB97m7RZ29RDQ5ohU/78bo5UNKDELlxEanMckL9W/VQ8mjb1+piCY+TKY68MK8eLlnmFzk5wPaEDYcD9dM06X58Bi6nJXjlpjk++enye5Kfm9LouOKuQRwVhLtp1EUIISUxwL2+3t6shpsdplSfeNMtn9dijEa84xK7dqY5L9ixRHQG1Wq94vZqwEN4vLs2T/z5jKd1UQ8SMGTOkpqZGfb1s2TJ56KGH5LzzzlMOK7ipysvLh+pHEUIIGYdQqCKEqNI7lPPV99SrEr10Y3p4BzxLkxzqOaRcR7kpsTv7wZ2EskA8OGSbsuXN3amHRSpw5Pus2velxfAr8Wkc6vXsjNPlumVfCOaKRANh51g5R3lgnjkvrPQwMmCxw+YSn/TI4rIMKU4vDCvnC3T2w7bi9GIpMBewsx8hhIzRsj986HV6+cf7TvmsPlDWrRGH9uPgOJPiWaY+e71aWTbNJdMnOSQnxSTHlmbI/MJyilRDyFlnnSVvvPGGXHbZZSqn6vTTT5fMzEzltOrp6VFh64QQQkg0KFQRMsFRmVNdNUq0QXh4qPADlxUyprAP3frQCS+Ax+sL67ZRlueRdnuLyqOCKwmle8igQrlfZJlFl+4f0p70kIjGK+LTSpbrG6LtOEd8vuaYMVNwaKGTE84DIhXC2fsCglVJnlWynBbJNefKpNRJvToWQnzD+6DUD6WDhBBCxibdzm6ViQiX1Jt7tGFjjk23zX+QTy/JwSB1n+yt18uZSzul0JwmqckmlWlFhg50+guwdu1aeeedd+RPf/qTWhA6++yzZc2aNfx1E0IIiQqFKkImMHA/wUnVamtVnf1Cw8XhsoLDqsXSImaDWcxJ5qBA1Vd5nTnZK/PKfLJytkHSjH6xq6bFEJZJ5ROPtCc9LN36f6jXGp9Rcp03SYr3OLF4/MeX5/sDVyPpdnQrxxZK/eDqipUjBfEN5YEIgi9KKwq7LohduG6UNk5OnxzmHiOEEDK2CDTV8HhEHnndIhbHEVeuT3xi025VXyd754pWAgsxGum2iTS0mqQoVaNEqliNQcjgQfkfPgghhJD+QKGKkAkIcqSQN4XQdAhAEHTgmAqAbYFufRnJGcHMKIhUm17yyq4+Asstdq1s+TRf2rvS5cJVHYKmSTbnEXuUV+zSYvh/YtO9r17rfFmS5/ixGH3Tg8eEHh96rsijQkkgxCWUE8bLx8KxEKhwfOR1YeW9OK1YBaeHuqwIIYSMPVDy12Hrlo3/dshH1eFjk1tTK27tIfW1ybu01/e63Qbl8EHJO/MJCSGEkL7BM2BtS4psdbhE52qVpeVZw14uT6GKkAkGXEkNPQ1KpEIJXGFaYVguFNxGyKOCOARRKNS5BCdVXyKVH7/ItK8hWd7Za5YT51rEZPAf65Y2aTbeLk7tfvU6yVsu+c7bRO/LD3uHwPFhAbm2diUooTwPnQbj5WMlJyWrvCmUBkZeFzoZoqtgSUZJmMuKEELI2ASLD89s6ZSPqt299tl0fjcVMB3OpwolNVkrKfoU5RomQ8uUKVNi5j5i3/79/jkBIYSQxMQTVklThtoUuVvek7xUo1yyokyuWT1t2AQrClWETCBQDlfbVSt13XWi0+hUuV9gIgk3EkLQIVKhPC6ysx9uVLhJxccnWytSZOVsi0zOdYrOuF9q5afi0baovcmexZLn/O+QEgz/96B0EMeHhp132jsl1ZiqzgXOrmjgWJQvphvSlfAGgS34zj6fyqNCJ8PyjHKZlDaJK+eEEDIOwAJFs6VNXvmkt0gFrFp/PpXeWyB6X0nIHp+kJvtkVpFeLW4wn2roOfnkk3sJVS0tLSqrKj09Xe0nhBCSuHhiVNK09Djkzpc+kx01HfLAJUuGRayiUEXIBMHutkt1R7VyUyGLI1T4wWRfdfazHBK3xy15KXm9JpgITg/NpIqORix2nT+fSj6UGt394vH5vzHVfbpku64RTa9bj0aWTbeqcsFAZz+U6WWaMtW5xFrtxrEdjg7VBRDlfqGZU7guXBPKOlDuhxLHWCu8hBBCxg7oAPtBZbt02XpPor1iFYf2E/W1ybtMNGGdOjSycpZTdFo986mGiccee6zP7a2trbJu3ToVqE4IIWOJyEZS0ws1qoHTeOXFGJU0ga2v7m2S+zfvl+tPmZGYQtXevXvl9ddfVysl3/jGN6SwsFDq6+slKytLTCZmwBCSCJP5qs4q5ZaCoBMq/KD8D9vxAQdVtA54uCkPhPfrN8srtY+p8j2Q6bpc0t2fF42EKu7+zkwziuzKgRUIcYejC+eB8r1APlZf4DiUfUDMgkgV2bGw2dKsrhelfghgJ4QQMn7A/b/VYu9zn037oYjGo742ecLzqWYXu+X0hVq1cIHFDeZTjRw5OTny/e9/X26//Xb54he/OII/mRBCjo5ojaTSTSKr52rljGPGn2Dl6WclDa768Xer5OphKAEclFDl8XjkqquuUqsmKK/BgH/mmWcqoeqb3/ymLF68WH7yk58M3dkSQgYMMp7Q2a/F1qIEHaPeGOayauhuUG4qiDxwHkXDmITSivg3IJ94pUP/uLxU86x6jTDzKxb9lzg6T5atFT4JfaZAuR+cVBCpcG+DiwplfBCocK6xOvvhWIfHIUWpRb06+0HsQikgsqpK0ktilg0SQggZe2Cs6LB1SIYJU9ne3WJtum3B7rJG74Lg9uOme+WMJZ1iMuSqRRt2+xt5cnNz5cCBA6PwkwkhZOjK3yBa/f0Drxxs0sg167TjSqyq6GclDX4rzT0O2VbZLium9W12GBWh6uc//7n88Y9/lP/3//6fnHHGGTJ//vzgPghWELAoVBEyOgSymZBHhawniDahwg9cVhCpIOhkGI909usLCD+mlCYxGfLF5sRto+8bsVcc0pp0p1j1b6vXaYY0+dayb8m07GkixRYlSKEkEN39EJyuMqy0/nPtsB/p7JdjyonZ2Q+tyNF2HCIVMqlCO/vhurrsXSqLCp39+BBCCCHjDyxW4H4/a1KSpCX7pFstghzOXESf2cNCVbJ3oWgFCzQ+STF45aurtNLt1KpSQGRTcYwYWVwulzz00EMqbJ0QQhKd2I2k/Hxc43dcnb14/AhVlgFW0nTaei8YjapQBSHqRz/6kdx4443KXRUKBqCDBw8O+D27u7vlpz/9qezYsUM+/PBDVU744x//WDZs2NDr2O3bt8tNN90k7733nuj1elm7dq38+te/lqlTpw7msggZ86DcDiIUgtOV6yitKKwDHlxWKPWD4JNlyorZAQ8PAwhZ73J2ydLpqfLm7r7dSR7plGbDT8Wh26teF5oLZf1x65U7KgBEqfJ8Z69zxXkYdUZVnocg9Gg5UjgWwhqORd5Un539PC5V6geRip39CCFk/Jb9Wd1WNR4cN8MhL398ZLHFqdknHk17RLc/jayY7RQPZCu90S9UJZnUBxl6MCePxOFwyGeffSZtbW3yu9/9jr92QkhC0/9GUqKOG08lgOYjBTj9IsM09N3UB1VIWFdXJytWrOhzX3JyshKdBgpCFh988EE1mJ1//vkxc7FWr14tTqdTnn76aXn00UfV4HfiiSdKc3PzgH8uIeOpHAKh6ZUdleLxeZSTKiDmqM5+lmap66qTTkenEoaiiTkB5xLCyFWweXKmnDjXpvKkDh8RPNalqZFG43eDItXM7Jly8wk3h4lU0c4V4hJWtJWTKiUnqkiFYyGYmZPMUpxerDoWhl4X3GNer1fKMsukPLOcIhUhhIxTkEGIBReD1qBcVSfMtcqCyYGxwydW3XvBY02e5epzeUGPnLbA34AD4hZcu+gUG7rYQYYOjMcYm0M/0O0PuVRvvvmmXHzxxfx1E0ISmv43kvKXAeL48cL0Qo3K4IoHRt68VKMsLc9KLEdVfn6+qjFfs2ZNr32ffvqplJSEtgLuH2VlZdLe3q4eVuGmevjhh/s87rbbbhOj0Sj//Oc/1cAHlixZIjNmzFCuqv/5n/85iisiZGyDCXhNV43Ud9erUj6IS2FtvK3N0tjTqFxHEKmiTdDhXIKA1GptVY4suK4Cx164qkPe2WuWrRUpqrufXbtTmg2/EK+mR+0/vniFXL7osrByvGgPGl2OLlV2CEErVj6Weiixt6vrQblfXx0LIXZBwILTig8ehBAyfsHYAYEK44zFaZFUg0muOsUnT2/plA/2m6VO3lXHGbwzJSM5SxaWt8jKORYxG0ql1WZRzl04qVj2N3xs3rx5GN99bOLyeGV3nVv216eJwe0d9x3DCJlo5W8DPT6R0Wk1KigeGVyxgDR36YqyIQ9SH7RQddZZZ6mcKuRTIUAdQGDq7OyUjRs3yrnnnjvg9+xP63i3260EqksvvTQoUgVELohmf/nLXyhUkQkHJuvVndVKiIKQEyr8QJjCdrijdBqdyoCK9n8tIGhBpALomhd6LO5DJ8715039a88W+efBR8Tr85f+fm7m5+TcmefG/X+MzCuLy/+wAGdUvHysTmen5JpyVe5UaMdCXBdEKghYCE2P5+AihBAy9kEOIRZR4IxC91cspmChZsmMJimd1Cq/eLtWHbeq9Bj58jHN0m5vkTRDgco2TNImKXcPRCoKVWSkBKrfbt4vj79bKS09iD8okRfEO647hhEyEcvfBnp8onPGMRoVFI8Mrkhwx8LWtbPzVce/4WBQQhWC0l944QWZO3euEojwcHrLLbfIrl27JCkpSeVXDQf79+8Xm80mCxcu7LUP21566SWx2+2q/LAvmpqaepUHVlRUDMu5EjISoEQPnf0gMMEpFSr8YPIOhxVK/rA9zZgW07kUEKlQEhjN5YRJ/j/3/V3+ceAf6jXEr8sXXS4rSvouBQ4Fq+D4OYHOfvHysdCZEHlXEKkiOxa2WP2dDCdnTA5zj5GRh/dVQshIAGGqw9GhgtDxGeITnFXt7nYlXu1p/SR47NrpC8UnbjVGwUGF8RDjIOarEKliLZKQgfP4448P6HgsOE8Ekeqqx7fJa58292pDM547hhEynsrf+lP+h+Nw/HhCp/XfmxAUjwyu0N9DbqpROakgUg2Hm2rQQlVBQYFs3bpVhZ3/61//Ep1OJx999JGcc845SsTKzs6W4QA5VqCv98c2PESjfLCoqKjP79+0aZPcfvvtw3JuhIw0EKAQmg6xKrKzH1xWEKlabC2SYciIGRoL4QfuJJT8QaCKNoGHi+l3H/1O3qvzZ4Bgso/OfjNzZsY8T/y/RLkGgIsKAlOszn7I0ELGFoLgUc4X2bEQnQxRBojQ9FCXFRkdeF8lhIxk2R/cVBjjMAbBCdzj8JcC7mjcoY7DAgfGDxyDRQ6MaQhgzzRmKlcVutL2x8VP+s/ll18e9jrw+8WYHrltoghVcFJBpAK+CdQxjJCJVP4GcNx4FJt1Wo26N8Fd9Z+9B6QsbY4cX7pQZVINl0A1JEJVQKy6//77ZTSINcGIte/aa6+VCy+8sJejKlZ4OyGJBnKkUM6HYHSsMEPMCRV+IOQ09DQoASs7OTumcwmTfgheEIfSjelRj8Vxm7Zuks/aPlOvITahsx9+drxzDXT2Q2A6Sv7i5WNBmCpJK+klaOF9IKrBRTU5fXKYy4qMHryvEkKGm8BYgs9w5mLsQ1k4xgR8oFT8YIe/4/TiosXqM1xWKIeHOIXvM+gNzKcaJkK7fTc2NsqXvvQlOf300+WrX/2qigjBtieeeEL+85//yFNPPSUTwU2Fcr9AiUx0fPLqJ25ZNK1NxSsQQhKHRdNE9jaky2f1hsP/k0M1Bv/rmZOcsmhalzT643rHLSnmWplZXCYrpuWMyM8blFDlcrlU1z2zubebwWKxiMFgUCWAQ01OTk6YsyoUtLyFSJWZmRkzBB4fhIxV0AEPTqnazlpV9gChKHTlstXWKod6DqnVY+RRxQo2x6QfJXRYdUb5XLRj4ba6+/27Vc4VmJY1TTmpYpUSBs4VohlcTyhLRHh6rHwsnDscXXBd4fjI68Ln0vRSKckoiRvYTkYO3lcJIcMNFkvgqELZH8YtlPRhIcPqtvrL/lr2BI9dXLhYCVP4QLdYl9elFksAvp9O3KEHWbEBbr75ZrngggvkrrvuCm6bNWuWnHzyyfKd73xH7rzzznEvVm2rbD+cSRUPjfTYNbKjuluKcy0jcGaEkIGwelGjZKblya7KbLE6jmgbKUa3zC9vk0XTmqXZOv5/p82WZrVANFIM6invyiuvFIfDIU8++WSvfVdddZWYTKaoXfsGw7Rp09R7f/zxx732Ydv06dOj5lMRMl46+zV0NyjnE0JkA2BCjpsInFaYtMONFM25BMEHziVM9iM7+0VS0VYh9269Vz0kgKWTlso3Fn0jrBwvWplgwKWFc4mXj4V24xDLCtMKwzKncF0QylC6UZxWrMo52NmPEEImFhCpAuV+aMiBcva+yv4wfpRnlqtxBeIUhCk4rlRJu08k1Zga02VMBg8ybJ999tmozZgiKxvGI522/ohURzBoMyU3pR/94AkhI87px/jk1AWtUtNiEJtTIyaDTybnOg+7IHMnxF/kYPsR1+xIMCiD6WuvvSaf+9zn+tyHjn+vvPKKDAd6vV69/3PPPSfd3d3B7dXV1eqcPv/5zw/LzyVktIGKjbIGOKmwGhwqUimXVVe9yqvCxB3lENHEnEBnP7iusMqMzn7Rjt1av1V+/e6vgyLVWdPPkquOvSquSIWHAohUOEdkScUSqXBsu71dlQXCKRUqUkHsgigHlxUePBCqTpGKEEImFhgL2qz+snCb2yZ2l10JUPgaH1jQ+LT106CbCuMEFnYC+VRYkMFnvI7WKIQMHV6vV/bt29fnPmwPza0ar2SYBiaG4sGXEJK4QJQqz3fKnBKH+sxS3QR2VB06dChqYHmgFv1oV2FQOhgQoXbv3h1clcEqTEpKigpDX7ZsmQpuh70YXf5uu+02yc3Nle9+97uDuCpCEhOUz6GzX5O1SZXzhQajY9UYYg5cR1g9jiUKYbIf6OyHFWgEy/YFJpEvVLwgz+19Tr3GpP/iBRfLSWUnxT1XrHjjoQBiWX5qftx8LAhwCIKHUyqyY6HqZGjKVZlUocIcIYSQiRmiHhCsMC4hlwpj4L7WfaoBB1hUuEiNYViIyU3KVSIWygQ1olFjJ0oByfByxhlnyK233iqlpaVy9tlnB7f/85//lB/+8Icqu2q8g7Dh3FSDtPY442ZUmZO9yp1BCCFkCIQq5EAhhHz16tW99mF7Wlrs7JpoXHPNNVJVVRV8/cwzz6iPQFBjeXm5zJ49WzZv3iw/+MEP5Itf/KJyWa1du1Z+/etfS15e3iCuipDEA+V5cFHBdYTsplDhByIPRCoIOuhihJKIWM4llAai5A/HResCCHfWEx8/IW9Wv6leY9X66qVXy7y8efE7+zm71Of8lHzJNefGzceCuwsuqYLUgrDrgtiF68X2sowyroATQsgEBuOB3WMXrVaryv6C3f6ch8v+Du0IjlezcmYpkQoB6hjnsHCiGm9o/PtjjZNkaLj77rvllFNOUZUXeB5A8yUscGMResaMGWr/eAcdsS5dUS53vuRvQBMdjSybbqU7gxBChkqoWrNmjfzyl79UpXbZ2dlhgeZ33HGHEo6OhsrKyn4dt2TJEnn55ZeP6mcQMhaA4KM6+3XXqcl4ZGc/rDBDpMIEHs6oWB3wIPxAzOqwdSjHVbRjIXzdv+1+2d2yW71Gh771y9dLcXpxzHPFijVcX1jlzjHnKNdXvHwsvU6v3hfiW2THQpwHuv6VZpaGuawIIYRMLDB+YVyAwNTt6FbO4GRTsvoaZX8Ya3Y17VLHLixYqIQr7AuU/WGsREk5jkMHwNDxhgwPqLjYvn27PPbYY2phGQ2QFi9erJ4dLr30UpU1OxG4ZvU02VHTIa/ubeqj+5+/Y9iMIrusnM0QdULI4PF4JUqO1gQTqjZs2KDK77Aygha0xcXFUltbq9xP6AiI8jxCyNGBlWIIVHVddcrhhJyn0G55EHogUvWnsx8m+C22FhU4m2mK3tkP5YAbt2xUPxfAyXT98uvDMqOinSvcUSmGFFWmh+PjdfbDAwfcUghZD+3sh+tC+UZpRqmUpJfEzcIihBAyvkHeIca61KRUtWgTWLzAggZKxKs6qpRrChxbdKz6jNfpyelqvHP73Mqxi++jm2rkQGOjq6++Wn1MVOCqeuCSJXL/5v3y+LtV0tzj/3cKUO4HJxVEqrH6IEkISRyB6u09ZtlWkSIWx5HFGHOyR5ZOs8qqOWPvPjMooQptZt9880258cYb5aGHHhKPxyM6nU61nkXbWewnhAwc5G0gj6q+p16VLkDQiezsd8hySIXJQhiKtjqshB97mxKgkOMRq7NfZUel3LPlHvVAABYVLJIrj70ypksrtLMfXFoo94uXj4XzyTBmqGuCWyvyuvAwgTwqhqYTQgjBQg1cwyoc3eNQ4hTGEIwnPa4eMegNsq1hm/pFIb9qQf4C9T3IpErRp6jxNFnnF7YgUjGfioyGWHX9KTPk6tXT5H83/0Xeq/lYFhROG9NOB0JIYolUT7+dKRUNyb18mxa7Vl7/JE3q25LkwlUd/b7nBJxZFrtGum06SUvxSGt3jto+JoQqcMwxx6jufjabTdrb21UJIFZQCCFHBwSl6s5qaehpUJlTocIPJt+N3Y0qUB0iVG5KbkznEtxJKPeDCARRKNqxHzZ+KA998JA4vf4gz1OnnCoXzbsobnc9rGRjdRtdA/PMeXHzseDsQmc/hKaHdl3CdTX1NKnVb5VXZS6Ieq6EEEImDijb67J3qfEF4wTGPjhtMZ5gsQbsPLQzGKKOxY6A6wr5VBhTA3mMEKlYSj58IPJj06ZNKkc2XvwHxvjh6g6eyILVtEKvVFobpTx/8mifDiFknPD2HvNhkQpEPj/5X+9rSJZ39prlxLmWfjmztu5LEasz0gixUvZUeKWpaZ8qa8Y9LaGFqgCoNZ8o9eaEDOeEHE4quKUgLIUKP4HOfnAdYZIOUScaWGlGADucVHBbRSvdw4T/5YMvy9OfPC0+8amOSF+Z/xVZOyV+vhxWtZENgrJDiFQx87FcFpUxkpeaJ5NSJ/XqWIhuhXgfOKlCXVaEEEImNshVtLqtkqHNCIaoB8YgBKYfaD8QXGRZNmlZcBEFYwkcVmqB5HB5fLoxnYsgwwjmFAG8Xm/M33XosYQQQo4Oj1dUuV8g8y7GHVq2VqTELDWO5cwK0GPXqAYRyN5DWfNwilWDFqoQfP7000+rLn1wVYWCAeqRRx4Z7I8gZEIAUam2q1blN0V29sOKMMoAWywtYjaYY5YuYIIOMavV3hqzuxEcV0998pS8Wvmqeo0J/VVLrpJjCo6Je64IqcX3F6QUxO3sh4cElbGVVqTC4CM7Frbb/J39StNLY5YNEkIImVhgjOhwdKgxD2V+GAuxMIJxDqIVxq2t9VvVsRjv0JkWYxPm6shMhJCF8QmdAjEWMp9qeHnttdeCXyNAnRBCyPBSg/K8kEyq6GjEYtep48vz/Ys7A3NmHXkfgAYRyN5DWXNCClX/+te/VMc/ZFPl5+eL0RjuqGDpDiHxwaoiHFQITYcABDEnVPjBNpQBtlnbVLeiWGULmLhDzEKwOUrrormcUIb34AcPys4mf7kEHFc3LL9BBZjHAiWEcH2hJDCQMRUvHws5IZPSJynxLfS68D4ozyhOK1ZOqlCXFSGEEIKxDGMFMqkO9RxSbmKMP8rR67Kp8eXjpo/VL2px4WK1H/uQSQXhCoJWYMzEayz0EEIIIeMFm1MzJMf335nlB0egQQSy94bLVTUooerWW2+VVatWyZ/+9CclVBFCBgZWfiFCQaRCCVxhWmFYLhQypjA5R1g5RKFYHfAwmUceFYQtTOqjHYuJ/8b3N0p1V7V6jc56EKnildzhXOGOgqCUnZIt2cnZcfOxkpOSVd4URKrIjoVY6YaLqiSjJMxlRQghhMCJiwUaiFFYXEH5OFy3WATB11g42du6Vx0XWvaHYzEGQqBCCTxcvwALPbHcv2Ro2blzp3R0dMhJJ52kXvf09MhNN90k27dvl9NOO011BueCNiGEDA6TwTckx/ffmeUH74Iuptsq22XFtBwZDgY1Yu/bt0+ee+45ilSEHAXIkUKpX113nZqIh3b2w0QcohNEKqwOx+vsh45IKB3EsQg2j3Ys8q82btmojgfz8+bL1UuvjhsuG9rZLy8lT+V8xDoWTqp0Q7oS3vrq7IdOhuUZ5So4Pdq5EkIImbhgYQQLMHAHI8fQ7XOrRQ2Mc3APY9wKlP2hNHBO3hw1xuADzqlABpJRa1SdAemmGlnQEfzYY48NClVY3EaH8AULFsgvf/lLycvLk+uvv36Ez4oQQsYXk3OdYjZ6xOLQxs2oMid71fFD4cwK0Gnr+/2GgkH5tMrKytQKCSFkYGDF92D7QanqrFKTbXTC68tlhVbcEIaiiTk4tsXWogQtvGeWKbpItatpl9zx9h1BkerkspPl+uXXxxWpUDqBBwaUB6IsMZZIhWMhUkEsg1MqVKRSHQt7GpUjqyyzTDm5KFIRQgiJtgBj99hVo49uZ7ek6I+EqGO88/g88knTJ2rbsUXHKrdUoNQPZX44BuMNvh/ZVLGyHcnQs2vXLlm5cmXw7/nEE08oFxUcVT/4wQ/k0Ucf5a+dEEIGiU4rsnS6tR/lehqZXuiQz+qNUtlkUKV+g3FmBcgwGRJTqLrlllvk17/+tVit+OUQQvoDSvP2t++X2u5aVZ4QKvyg/A8Oq/quetWBD52KolnjIfzAnQSRChNxCEmhZYOhvF75unJSQfjC+14490K5eMHFcYUiPBAgRwpCGkSqWBP9QOgthDVkTkVeF84z05gp5ZnlKlidln9CCCF9gXEHjTbgpsKYGej2h8UZ7MNYt/PQTiVWhXX78zhUwDrEKghV+AyRJDUplTmIIwzK/nJz/WWXH330kbS3t8tFF12kXp9yyily4MCBkT4lQggZl6yaY5EZRfbDryIFJ/9rndYnH1WmyLPvZMnvN2fL3f/Mkzc+MQcFq4AzK1q3v0jwdJqXapSl5VkyXAyq9G/Lli3S1NQk06dPlzVr1khOTnh9Ih5E77777sGeIyHjBmQz1Xb6O/tB0AkNO8ekur67XolPEIRilSlA+GnqaVLuJUzKox2LEog/7/mz/Hv/v9VrlNz91+L/kiWTlsQ9VzwcQAxDhyWca6x8LByLB4Si1CIlQkV2LMT1IqsqUsAihBBC+spShIsKizWN3Y1i0BrUwgrGGiyKwCkVKPtLM6TJrJxZarzDmJVqTFVClsvnUuIWSuvTkznujDR4JqipqQl2AywoKFDPC8DpdAZLMwkhhAzeVXXhqg55Z69ZtlakqO5+ofsgRkU6qCx2rbz+SZrUtyWp7w04s7CtP+AOfumKsmELUh+0UHXvvfcGv37yySd77adQRYgfTMiQsQG3VJe9S+VRhYa6YoW4obtB5UzF6+wH4QfvhbIIrDZHOxZi1iMfPiIfNHwQnMyj1G9q1tS454o8qkBnPzwoxMvHAhCpkEkV2bEQH8iiQkdBtgYnhBASCyzaYCzEIkzA1YuxDsBZhfI+jD17WvYEy/4wRuH78D2Bsj90/oODGKIWy/5GnhNPPFE2bNggLS0tctddd8nZZ58dlnE7efLkUTgrQggZn+i0IifOtcjK2RYVjI7MqX31RuWi8hNZoeN/va8hWQlc+F44syBcYVv07n/+7Wtn56uOf8PJoIQqrzdCmiOE9P5/4vMqp1Qgcyqysx/KG1AWhxVkZEzF6oAH0Qch64F23dFcThCa7ttynxzoOBAUkW447gbljIr5f9rnVecD8QudkmJ19sOxcErhWLil4LyK7FiIYHW4qPDBzn6EEEL666bCog0WdxCiDvcxFl8gWuHrLXVb1BgEji85Xn2GOAVBCkIVxsCAOAXHMYPURx4Epp955pmyfv16mTZtmtx2223Bfc8884wcf7z/70YIIeMBOJYCAhHynlBKN4xmo6jgZ5bnO9X5vPBBegzBKYBP3vs0RbLT3GI2+uTzKzrk/c/MsmVfilj76AKYmuyTb544S4lUw+mmAuzTS8gwgjIElPphsg3BB4JOQPjBijBaZ0Okwipxbkrszn6YvCM43eq0qjyqaG22IYptfH+jOhbMzpkt1yy9Ju5EHeeKn4GVawhaeEiIdSxEKri0kF2F0PTQ64KYhnILhKYXpxUzNJ0QQkhcAmMLRCgsdPQ4eoKCkwpRd9nVWPZO7TtqG8aq6VnTj5T9GQ6X/Xld/s5/4lOLOtHyG8nwMWXKFNm7d6+0tbVJdvaRxiqBiozCwkL++gkhYx4IQm/vMcs2lNyFCDvmZI8snWZVLqXREKxqWgxh5xMdjdhdOnnu3ayw877+7GapbzOIxa6RbptO0lI8UtO9R75wzCL58oIZMhJQqCJkmMDqbk1njRKOUHoAcSkAAmFRvnfIckhNxiFSRZtIYwIOdxJELawow3UV7ViUQmzauklsbpt6vXLySrl04aVRRa0AeF+4tTChzzfnx83HQrkfrgdOrVBBK3BdKPErTi9W+xmaTgghpD+gw2ynrVNlGWLhBKXucOtiAQRjFMLTMcZUd1ar41eUrFBjDMoB4drFWIsxCnmMWPhRGY7s9jeqRIpUYMGCBaNyLoSQse8YSrTfydNvZ0pFsFQudgbUSGJzxusC2Dexztta1zqi1zHoH/WHP/xBli5dKmazWXQ6Xa8PQiYiKE840H5AartqJc2YFiZSQZhSpYDddWryHUukCgpaPYfUBD0rObpI9XbN2/Kb934TFKnOn3W+fP2Yr8cVqfAggAcAuKIQhB5LpMKxEKlyTbkyOX1ymEiFh4OGngb1gIHOfsilokhFCCGkP2A8RDaV3WNXIhNEK5T5Ycyzuq3BEPV3a98Nfg+EqsDCEEr+8IExEJ8BFk0C+VZk5IGj6itf+YoUFRWJwWCQ7du3q+233367ClgnhIwNMQbd4e7+R57qFheta9xEBE4qv0gVPwNqpDEZjrZhxeie95AJVX//+9/l61//uixevFhsNpv6GgMSRKsZM2aE1aMTMlHAKvDB9oPS2NOoRKjQSTJWfSFeQajCSm+ogBVJQPiBUIVJO9xOfQk/mNz/de9f5f92/J8SsyBMXbn4Sjln5jlxhSIIapjUI48KwemxQtwhZuH4QPe+UEELDwk4T5RhIKwdK+CEEEJIf0H2YoejQ5WU42uUxAfL/pxWNVbBNfV+3ftqG0r+MNaElv0FQtWxQITxEAsnsTrWkuFjx44dsmzZMnn99ddl9erV4vGg7bmfnp4euf/++/nrJyQOEIEqmwyyp9aoPo+0KBRwDMFhY3Fo+3TePPN25oQUq3DNKPeLdFL1xqc68Y3072hyrlPMRtx3j1awGp3zHrLSvzvuuENuvPFG+cUvfiGPPPKIXHvttXLsscdKY2Oj6vbBjh5kogGxBkIUVoIh6IROkAOd/ZAdlWnMjCkKBYQflPzF6uwHd9ZjHz0WnLhjUn/dsutkZs7MmOcJcQsPAuiIhFI/CEzx8rG84lWOK2RSRV4Xrhdlfujsx9BaQgghAwXjHcYTjEkY/5AvhbEG41yXs0stwnzW+lmw0+yKySuCizqq219I2R+OxZgGwYqMDjfffLMsXLhQXnrpJeWmeuqpp4L7li9fLn/+85/5pyEkwXOPBuIYQte4icRAMqAsdp06HiHnI4VOK7J0ulWJiUfH6Jx3KIP6J/7pp5/KqaeeGnRtuN1u9RkBiT/84Q/lzjvvHJqzJCTBwYouuvpVdlQq51GkmAOhB6HqmIijk14skSogaOFYrAZHOxbH3fnenUGRCpP7W064Ja5IpTr72dvVRD4/NV99XzSRKtDZD/tL0ktU7lTodaFDIM4DDis4qShSEUIIGSgWp0WNSyjVw5iCrn+pSX43MpxVKDvHvkDZH8avpUVL1dfYh3FSlf25bEqwgsjFsr/R5e2335abbrpJUlJSerm7CwoK1KI2ISRxXUyJ7hgabQaaAXW0mVGDAYLmjCL74VdH56wajfMeEkcVbLxYJdFqtarcL3TQKS0tlQMHDgzFORIyJjr7oZwPk2OIVKEd8CD0IGMKk+8cU07MDniqs5+1RU3aY3X2Qwg7Ovvhc6AEAk6qeKvHOFe4nyAooSwxPODdJxWNPrE4RMxGkSn5Xulw+B1dKAvEuUd2LIQjqzS9VEoySuJmYRFCCCF9gYUZjE1YOIErWTUOSc5SYw06/yGvEQsnHzR8oI5fVLBIjWPY5vR4pKkjU9o7NOL0uWX5lEz1fbEWesjwg78BnhH6or29XYxGI/8MhCSwiynRHUOjzUAzoI4+M2pwrioEouPfCsRE/J0GymicdwD9YFvP1tfXq6+POeYYefLJJ+Vzn/ucev3ss8+q8ERCxjPInKrp8nf2Q+kBOvIFwAQ6EISOSXe8zn5wJ0H8cXgcMTv77WvdJ/dtvU96XD3q9fLi5So0PV4OB8onOh3+bkoo9QuIWhCoXvzIJ5t3e6XLn8OuSE32yklzMuXiFfmSm3LkuvDA0GxtVg8AxWnFqhyQrb8JIYQcDSh1R4g68qfwNdxUKXqs4osKUYejCuPNhw0fqrE0UPaH1fvNnyTLjgOzxerAdBbL+RnynMktp87Xyo2njm4I7EQHZX9/+ctf5Mwzz+y178UXX5QlS5aMynkRksiEu5g0cV1MK2cPXwngWHAMjSaBDCi/6y3238qc7FXHjwY6rShBE/9WlPho18jzH2SI3aVJ6PMetFB1yimnyMsvv6wC1NevXy9f+tKXZOvWrWoFBWWByLAiZLwC1xNEqsbuRklPTg8LTYdzCdvheILrKNSNFAmEHwhUmKjDkYVV5GjHbqnbIo/ueFS9Pzh7xtly3qzz4gpFmPzD0QUBLD8lX5VG+H+2Tza95JVdNb3V8h67Vp7/UKS10yo/Pj9T9DqNErsgvqHbH0oBIXixsx8hhJBBuakcnZKTkiNNPU0qOD3QkCMQoo6utO/UvqO2IWx9Ts68qC3BO20++fNWh7R0VsrDlyErcoL3Tx8l8Fzw1a9+VVVcXHLJJWpbdXW1vPrqq/Loo4+qBW1CSOK6mMaCY2g06X8GlEaWTbeOSKZYLPDzA/9WWrstY+K8ByVU/fznPxeHw6G+vvDCC0Wn08kTTzyhHlxRl3755ZcP1XkSklCgRKG6s1oJTJhch5YXwGWFjCkIOtgeqxwPq8NwJ7VZ25QjKlobbVjon694Xv6y9y/qtU6jk0sWXiInlJ4Q91whUAUcXSirwKp1ADip+hKpQnn/gFWe2tIuX1xmVueaa8pVmVSh7jFCCCFkoGBsarG0qMUWLNpAsDLqjeo19iFEHeHoKKHf07In6CJ+79OMGKUxfl7/rE3u37xfrj9lBv8wowAWr/fv3y8bNmyQjRs3qm1f+MIXRK/Xy+233y7nnnsu/y6EJLCLaaw4hkYTZEDVtyWpUszeLjj/a2REwc00Wg69mhaD+ncCIRF/IwhPiX7eQyJUob48tMb885//vPogZDwDcaqms0YFv0YKP3BZBTr7YdUXYa6xXE7Nlma1mozjAi6nSOCe+sPOP8hbNW+p1wiMvXbptTInb078zn7OLnW/6auzH9xUKPfrD3/b3i4nzLZKcUah6uwXTVAjhBBCBuqmQl4iMhpR9gcHcmA8tTltKovq1X2vBr9nVcmJ8uzr8UtjsOfxd6vk6tXT6KoaBZxOp+r8d+mll8q///1vOXTokOTm5srpp58uZWVlo3FKhCQ8ieRiGmuOodEgVgYUxDv8XoazPHMwXSMT8bwjGZL0Y7vdLtu3b5fW1lbJycmRY489VpKTGWBJxhcQfhp6GlR3P2RmFKUWhQk/cFk19jQqAQvle6ECViSYgMNxhe+B4woryH1hdVnlt9t+G1xJxgR+/XHrZVLapJjniswrvDdcWjnmHPV9keWBCE4PzaSKRYfVKx1d2XJi+VSG0xJCCBk0KCWHmwol73DiI6cRTTnwgTEMbmCPz6PGrreq/Qs1UzOnitc5tV+lMXh8a+5xyLbKdlkxzS9+kZEBzwUo+UN53wUXXCDf+MY3+KsnZAy6mMaK82Y0icyAinQvjVbXyIo+SuMDXSPxN4VQlUjn3ReDPo0777xThaafeOKJct5556nPhYWF8r//+79Dc4aEJAAoSUAeVVVHlQo7jxSpkC+FTkUQqSAKxRKplKBlaZQuR5dkmjKjilRwbt3x1h1Bkao8s1xuOfGWuCIVzhUT/uSkZCkwF6hSvb4yrNDdbyCY9LkUqQghhAyZm6rD0SEZxgw1LkKYghM5sEiD13Ab72zaqVxX4MSyEwdc6tJpm3jlKKMNFquxcA2xKlHo6emRb3/72zJp0iR1fosWLZI//elPo31ahPTpYootUo2ciyngGFo9v1sJY6HgNbZjf6IIG4mQATWnxKE+j9bv5O0BdI1MpPMeckfVPffcI9/73vdk3bp1KjARAlVjY6PKqUJGVVJSktxwww0yHHz44Yeqxn3Lli3S0dEhpaWl6hxwPikp0cutCBkoyMlAqR86+8GhhDDyAFj1RfkeQtNRygdRKFTAinRktdnblKhlc9lidvY70H5A7t16rxKzwOLCxfJfi/8rqqgVr7NfXxiTEMje/7tRjrnv0kRCCCFkIKCkHSXy+IxxFWV/GE8Dizw9jh61KIQy8zer3lTbkPm4bNIyaWwbWKlLhin6whEZPpBBha5/p512WkL8mhFNgoZPaPQ0c+ZM+eMf/6iaQXm9XvX8QEiikGgupkRzDJGx0TVy1IWq3/zmN3LxxRfL448/Hrb9sssuU9vvvvvuYRGqdu/eLStXrpRZs2apc0DN+xtvvCE/+clP5IMPPpC//e1vQ/4zycQEq7oITUfuFMSfUOEn0NmvydqkRCiIVLE6+yEMFi4pTMbRwSjasdsbtsvD2x8Wp9e/CrxuymmyLO+rcqBRF3NgQIg78j1QdoiOSfHysbLSOyUtOUe67bF/BzjL3FSjLC1neDohhJChcVPB+YtsKizI4CMwvmJ86nZ1i1FnVC7lj5s+VttnZqyUxrZ0mZTtFJPBJTanPm5GFceu0ePLX/6yKvm74oorlEiE6ovIeQ+iQkaC559/Xl566aWgOAXWrFkjVVVV8v3vf18Fv6MhFCGJQKLmHoV2jSOJSU0CdY0cdaGqvr5evva1r/W5D61o//znP8twgIEG9e94/2nTpqlta9eulYaGBnnwwQelvb1dsrL4UE0GBybOcFLBLYVyvtCwc7isAp39sAKcnpwe0+UU6OwHtxUm5n0Bses/B/4jz+5+1p/ZIRpZnvt1qdt/nny2u+8gvMAgBUENLbwhlkGkiuW8Qj5Wj6tHCtPz5NzFqfLHd/2urWhAk790RRnDaAkhhAwaLPJgTMRniFEYS/F1oHsuSv6sTqukGTLlsa0vqfEQNNV9Tn5fmy1mo1ty0hxS25rEsSuBQWg6eOyxx+R3v/tdr/kORCuPxzMi5wJnV2pqqupQHsrXv/515aZ6//331QI4IYkCXUxkrHeNHHWhCtZZdPHoC4hG06dPl+EAJYUgIyMjbHtmZqZotVoxGGjzJoMD5XkQqVCqF9nZD6IQQtVR8oeyBHNS9AwGuJxwXKu9VXXri+ZyguPqyV1Pyuaqzeo1Ju+zk78rjTUr4wbhWVxdyqVVkFIgueZcFUQbDeSA4IEAOVeFqYVy8Yok2X/ILe8fQD18OJrDP3nt7HzVNYkQQggZDjdVoJMsFnb8Je86efadTNnV/rqqUDd4p4nR559TYrXY4jBLarJPeuyBkerIZJtjV2Lwf//3f5Io7Nq1S+bMmSN6ffj8aOHChcH90YSqpqYmaW5uDttWUVFx1Ofy2I7H5MPGD+W1qteO+j3IBObo/+mRCYDdqZVDhv7LO89UuCW5un8d4EG3o1verH5T3q55W35zxm8koYUqZER95zvfUdbd+fPnB7fv3LlT7UPQ+nCA0kKU/F1zzTXyP//zP5KXlyevv/66PPDAA3LdddfFDW8c6kGHjB+wyofOfcijwqouxJxQ4Qf/QbEPeRqZxuhB6ACdASFSddg6Ynb2Q5nD/R/cL7uadqnXKN1blXOTfFyxIG4Q3isfa2XFbI0KTUc5Ybx8LJ1GJ5PSJ6njA8f++PxJ8vg7DfLCR1bptB0RxVAyAScVW3uT/sD7KiFkIG4qOKgO9RxSWVQIVA91U+08UCi7mvaIx+ifq6W6T+81BkKkml7olkOdOukO6WDLsSsxwFw9UUBX8qlTp/banp2dHdwfjU2bNqlnmqGisqNSLXbigxBChhxd/w+t7h742+PeheqdkWDAQtXnPve5sNdut1t1zpg3b14wTP2TTz5RXTVg90Vb2qGmvLxc3n33XfXegdI/gDwsCFjxGOpBh4wP4GqCCFXXVScur0sKUgvCws6xCoxMqi5nl2QnZ6sA2GhgRRiTcQhbGckZUY/Fe96z5R7VURBMTp8s1y27QR5/aWa/gvB2VWbLuccmS25KVtx8LJQuQnhDyHrosV3OdjnnWL1844TZcqjdLD0OrwqfRSZVUiIn7JGEgvdVQkh/3Mqhbio0/0hNSvWXgXk9anx1ejzy4f406db/W32PxmcUs+fkPt+vsUMrv/qqUWpadKKVNJlXUC7LynM4dpFeRJsjxdt37bXX9ioZxOL2+eeff1S/ZXRwRvZarGY3hBBytHRadNJhia9WZZo9kmEeWPk1nmthqFhUuEgSUqiCWyr0hg4b7eTJk6Wrq0t9ALwGH3/sD8AcaiorK1U3kYKCAnn22WeVowr15T/72c9U+9lHHnkk5vcP9aBDxj4oN6jtqpXa7lpJ0iYpkSrUjYQsKtXZzxW/sx8mIMHOfslZUY9FSPvGLRuVOwssyF8g31zyTRUW2+8gPIde2jozJc+siXpdcFKlG9KlMK1Qua4iOxbiessyylQ54IxchomSo4P3VUJILFReo6VZCVIohYebCmMqyusDZfXIUOzozpFOZ6vYjO+r7SmeE0UrfTvle+xaqWtNkplFPpmVWyyT0kZmlZeMLXJycvp0TbW1tYU5q/oiPz9ffQwVly+6XCYfmCzLipcN2XsSQkho579n3s6M2zUS8TED9SNsrdsqp0w9RS6cF66jJIxQBZFotLn55puVKLZjx45gmd9JJ52kuv+hu8ill14qJ5/c9+rbcAw6ZGwDQQl5VPU99SonA939AmBCDYEKE2qPzyO5KbE7+8Ehhc5+KGvINGWGObJC2XlopzzwwQOq5AGsKV8jX573ZSVqDTTYzuJ/iz7zsbBaDbEMIlRkx8Kmnia1rTi9WJUCxlpRJCQevK8SQmIBZy8WcrJMWUE3ldlgVmMPFnmwDY1KPG6jdOv+JqLx52akuc+J+b5Wh0ZSDWZJM9ChQvpmwYIF8uSTT6oqkNCcqsCCemh8CSGEDId4hA57eMaL1cF9PHeNHNGMKpvNptrOYhX9hBNOkJEEAtXcuXN7ZVEtW7YsGIoYS6giJNTCWN1VrYQouI1Cw84xYUZeFQQd5FSh8180IPy0WFqkxdaixClMxKPxWuVr8seP/xjs7Hfh3Atl3dR1QaEIN7CBYDb2nY+FlWmEqxelFvW6LjjEUL44OWOy5KREvy5CCCFksGDhBGNpoFlIX24q5FPBaaVPckiP/j/+Yz1zgiHq0TAmuZXghQ9C+gJRIQ899JDqFv6lL30puB3dCBFVctxxx/EXRwgZFoHq7T1m2QbByBG7g/tQotOKnDjXogSpkRLIEkqoMplM8re//U2uvvpqGWkwqECMQpkf2s0GQG4VKCkpGfFzImMPuJ9UZz9b785+cFnBYQXxCV39Yk2A+9vZD6V2z+x+Rl468JJ6bdAa5Mpjr5TFRYvDjsNNxGz0iMWBO0lsl1O6SWR6YfgxgVVp5FEVpRX1ui6sasNBBZEq1D1GCCGEDAdwGsNNhYURjFEoeQ+4qQKLRhifslOypcHxlng1/iiJNE8sN5VPMlK0Mr1Qq5zD0RzMhJx55pmybt061YQJFRnoSg6H1Ysvvih/+MMfRKdj7AEhZOhFqqffzpSKYAle9A7uw+muKs93ylhlUL8WhKhDMBppvv3tb0tLS4sadJ5++ml59dVX5Re/+IXceOONymmFAYmQaKDEAKu56LyCUFfkUYWKOVjVRV5Vc0+zEnJiiVRYBYbrCk4qCFrRRCqIWb/d9tugSIX3/f6q7/cSqQI3laXTrXFFKrB6rlZ0Ws2Rzn62NlWiCBcVSvpCrwsPAtiPMsApWVMoUhFCCBl2IEBhMQel7XAnYxzCNoyZgf3dzm7VGRcu482Vr6rtOl+2pHhWxXhnjZy2wCiZpjQGU5O4PPfcc3LJJZfIbbfdJmeccYbKtoVY9bWvfY2/PULIkAMnlV+k8o9X0Tq4o0SPDINQdccdd8ivfvUref3112UkQefBV155RdLT02X9+vVyzjnnKPvuN7/5TXnjjTfEYDjycE5IpKuprrtOiVQojUPAOCbOASBcwWWFMHSU76F9djQg/KBFJ1aJ0Vo72rGd9k75f+/+P/mw8UP1elLqJLnlhFtkSuaUqO8NK+j0IvvhV32XAi6YrJEzjtEE87EglqG7YHFasUxKnxR2XXgwgKhWmlEqU7OmRhXUCCGEkKEEHXBVNlVy72wqAJEK5eoYlyraK1Q5PigzrRONMv73PQYuKtPLaQs0KpsqIHqRxGLv3r3yla98RYqKitTcfPv27Wo7Om+/9tprI3ouqMC4++67paGhQRwOh3z00Ufy5S9/eUTPgRAyug6nyiaD7Kk1qs94PZw/C+V+0cavI/jk3U9T5EDj8J7PWOWoS/8A8qlQfrd27VrJyspSA1FoIDO+xkAwHKxZs0Z9EDLQzn4QqlAigHK/wL9XuJEwmUaGhtVtVaHpsTr7oWwBwpDVaY3Z2Q8/a+P7G1W5HZiTO0euWXpNXKHIJ245ZfF+Kcwqlo8OpEu3XRNW7gcnFUQquKmQj4X3x2Qd5X6hmVOB69JpdFKWWaZErGjnSgghhAwlWNCBmwoLORh7sBgUmk1ld9uVeIVFFux/5eArajsWWq45YbnsOtgtW/eFZ3ukJftk1Wy3XLIiRzzilMzkTDYDSUCQJ3viiSdKWlqarF69WlVABMCzw/333895PCETnJEIGR+NnChcU387uDtcOnnijexhz62acEIV2r2i0x4hiQ4mw9Ud1coBBZEoIzkjuA9uJISLo7uf2+NWoenRsi7gyIIoBMcVcqDguop27O7m3arcz+a2qdcnTD5BLl54cZjTKVqZICb3WaYM+fxSk3z1+CSpaPSp7n4ITkcmVaDcD+cQWKlGHlVfHQvRyRACFUQsdvYjhBAyEmChBGMrHFQoR4e7GF9jTApzUzktakyGiLW9we+4WVq0VI2BCINdOPWQNLaliFmfL1kpBklLbZbC9DzRan1i0qey7C9BQYfuhQsXyksvvaTcVE899VRw3/Lly1WwOSFkYjJS4tFo5UQNtIP7cJ/PhBSqNm/ePHRnQsgwgcyp6k5/Zz+svIZmTsFlhYwp7MNqbqwOeBB+4E6CSIXSYohD0YSft6rfkt/v/L3KiwKfn/15OXP6mXGFImR1oEQP55FnzguWE86a1Pv7cBwm+bmmXCVShV4XBCysYuN6EZoOhxghhBAyUmARBSHqcPuCNnubWjTKT8kPjlNwUwWyq16vel0tBoFTpp4SfB+X1y6zJ6XJpDSjuLwu6XboVbk9FoEwTrKUPTF5++23VVB5SkqKeDz+uVCAgoICaWxsHLVzI4SMHiMpHg0kJwoLI0PFQDu4D/f5jFWo1ZFxDVZoD7QdUGIUxJpQMQcTZpQC1nfXqxBXiDrRwIQabiysDmNCjUlyX6ITJtnP7XlOHvvoMSVS4dirjr1Kzppxljo+Vn00BDWcU645VwW8x8vHUhlb5kIlREVeF0QqXC/yqChSEUIIGUkCTmVkT8HpCycVHFUQrQJjJ0QqjGNwWMFJvLnSv/g5JXOqaJyz1Di5rwET1aSgCwsLNKYkkxpb0SwEYzFJXEddtMzY9vZ2MRqNI35OhJCJEzI+kJyorRUpQ5oRFejgHv9nj8z5TEhHFWhra5O77rpLhZu3traqUsBTTz1VdeZDbhUho0EgmwlCFCbHBeYClYERKgo1dDeoMr5YQegBl1OTtUmJXpgsRzsW7qxHdzwqW+u3qtepSaly3fLrZEb2jLgW1/lT6kWv1ajcjv7kY/nEp7r3RYbB47q67F3KYYXgdK40E0IIGWngpMIHnMcqR9HaqsZIvA4s/kC8Quk8xrA3qt6QHlePf1/bF+T3m7OD72U25smaeTo58xivODwONUbiPTHGhpa7k8QCZX9/+ctf+uzE/eKLL8qSJUtG5bwIIaNHuHikiSvWrJx99CWAA8mJsth16vjyfKcMBYEO7nCHDZyhP58JKVTV1dXJqlWrpLq6WubMmSOlpaVSX18vP/3pT+Xxxx9Xtt9JkyYN3dkS0g/gaoIIhSBzuIuQzRQq/EDoaexuVJ+RMYVV2VjOJUy2MaGGoBUqdkUed+/We2V/+371GsLYDcfdoD73x+Ja3VIiV6xxS645K24+llFnVI4riFqhx0JIwyS+JKNEJqdPVi4xQgghZCTBuItyeoxZcPvC4YsFo1BRKeAKhsMK7qv/7P+P2q73ForOsSrs/SwOrfxzu8iBJrdcfJJRLRhhUQYddDnOJS7oyv3Vr35VzGazXHLJJWobnhdeffVVefTRR+XZZ58d7VMkhIwwIykeDTQn6mhypWKBnC2UMMIdFl+YG/7zmXBC1S233CI2m03ef/99WbZsWXD71q1b5dxzz1X7H3vssaE4T0L6BVZZazv95XxwHUEoCu3sB6EHE2hMcmM5l4Dq7GdtUZNplAVGhqAHOlXUdTXKXw/8WtodTWo7HFTXLbtOTab7a3E9eMgsW/dp5ezFfYtUmMjj3PGeEKkQ+B56XThPjWikNL1UCVXxAtsJIYSQ4QAlfxivkB+Fkj58jfE44EYOdVNpNUny4qfbVRddkO6+QDS9pqb+sW53rVbe3pMi00/QiDnJHNYUhSQeX/rSl2T//v2yYcMG2bhxo9r2hS98QfR6vdx+++3qOYEQMrEYSfFooDlRR5crFdtVhZwtlDDCHQbhbTTPZywyqKdZWHd/9rOfhYlUAK9/8pOfyI9+9KPBnh8h/QYT4pquGn/mlM6o3FIBsLKLyTOyqlB+AJEqlnOpzdamShXgUIrs7Bdaxtfq2iPNhp+LV9Ot9k1JXSXrl18syUlJA7S4imze7ZUzjjnS0S8AJvUQzeDoQqlfaJZWIAcEmR3o7IeSv2jXRQghhAwnyJ2CgwpjEtzKGHPhpgodt+Cm6rT3yCcHi+WD/WbZL/9WialaX7qYPUdC1Hvjk7c+1ckXl9klz5zNbn9jACxYX3rppfLvf/9bDh06pOJBTj/9dCkrKxvtUyOEjAIjKR4FcqLgyo1XZmhO9qrjhxqIVQhFRwljVZNBnn03Uxwuzaidz4QSqjo7O6W8vLzPfVOmTFH7CRkJ4HpCZz9MirHKGnAzhXX2sxwSrWjD3EjROvu1WdvUCnBkZ7/QMr4e3WvSarhbRONW+zJcXxZP89fkr+85gp0q+m9xFemyiVQ0+sI6/CEfq9PZGezsF3ldEKlwvSXpJaoUkBBCCBkNMH6irB5uKWQoYlzGgk+SNilYYo+Fl1Zbh7ywtVSqmlLFpt0hTqO/ZD7Nfa5oJXpeJCb2nVaf7G1wyswFWXQOJzhvvPGGHHvssVJSUiLf+MY3wvb19PTI9u3b5aSTThq18yOEjDwjKR71PydKI8umWwfdYTDeuUwtdMrxMy0JcT5jhUH9CiBG/etf/+pz3wsvvKD2EzLcwG10oP2A6sqXk5ITJubAZYVAdWRWGbQG5Y6KJlJhAt1oaVTij1arVQJQ5LFwUu1rMEqH/klpNfyvX6Ty6SXH+R3JdF+syu9CO1UM1LJqcUjYqnO3s1t19kMweuh1qQwQy6FgZz+KVIQQQhIhQB3uKYyFcCZjHAvNpoLj6s3dJiVSqdf659Rnjc8oae6z+/VzPG4jQ9THAGvWrJHdu3f3ue/TTz9V+wkhE4uAeBQ/r2loxBrkRM0osh9+FenO8r/GfjieRoJEO59x7aj6+te/LjfffLN4vV657LLLpKioSBoaGuQPf/iD3HPPPXLHHXcM3ZkS0gcoMYAQ1W5vV2JNaDA6VnMhUCH7It2QrkoRogHhB++FLA1kX/R1LNxUWyuSpDXpLrHoX1XbtD6z5DlvlWTvwj47VQzUsmo2HhHfPD6Pv7NfamGvjoUopcD2sowyFVZLCCGEjHaAutvnVosqGKMgVKHzbCALEgtHbbZO+biyWI2TTs1Bseu2q32pntNEJ/3r4FeQlha2cEMSE+RnRsPlcqkFQULIxCN2yLj/9VCJNbFyouDYghg2mM6CY/18xrVQ9f3vf18FJd57771y3333hQ1OV111lXzve98binMkpBf4NwYHVV1XnVhdVilKLQoLRsckGftVZ7/k2J39IGjBRYWVXqz8Rjv2s0aXHPD9RBz6neq13lsg+c4NkuSbHLVTRf8triLpJpGpBf5gdAhTxanFSnyL7FiIckCU+k3OmBwMpyWEEEJGazxGyV8gQB1NTbBAZHPbJD/lSEk6xtiKBq/YHP6pZ6f+z4ffQCvp7vP79bMyUjSyanphVGc0GV26urqko6Mj+LqxsVF1+gsFTZh+97vfSWFh4SicISFktBlpsSY0JwrPZqh2gZEAz2ijIQgl2vmMW6EKE4UHHnhAbrzxRnnttdektbVVcnJyZO3atTJz5syhO0tCInIw6rrrlEgF1xGcRaEd8LCKi0wqlM0hjypWB7xAZz+4lPrq7BcAuVX/t+secejq1WuDd5bkO34kOjkSEBsJbjw+ccu8slbZ8ln8/KiT54i02/2OLnT2Q1lfZMdCfIaLip39CCGEJAJwNDdZm5R7Cgs9cCe329qVkzkwhsFxhewql8e/EOTS1IhV96b6OsVzouh9Bf36WWcfkyo5KUcapZDE4q677lLNlAD+9hdccEGfx2Eug6B1QsjEZDTEGrxveX7iBJQn2vkkIkPSw37WrFnqg5DhBjlSNZ3+zn5wHYWu1qJbHybIyG7CpDgvJS9qB7yAoAWRCp39sk3ZUY/d375f7t1yrxK+QIpnpeQ4vytaOVynF4UkvUsJYSfNS5dui0f21EUPVZ9X4pNjp7dJhjFTiVR9dSxEJ8PijGJVDsjOfoQQQhJhTIZ7Gc5kjE0o78OiCsat0BJ6jIVYEMoy+QWpTv1TIhqviE8jGe4vxfkp/lKQhaVauWLVZDHqY4+9ZPQ47bTTJDU1Vc2xbrrpJrn++uultLQ07Bij0SgLFiyQk08+edTOkxCSGFCsIcMmVO3cuVNZfANdOywWiyoHRCcPDFa333477dlkyECJn+rs190o6cnpYRkVKDXAdqzqYoKELnmxOvthIg2RCpPpyM5+oWyr3yaPfPiIuLwu9TrHd4GYnZeLRmJ18vOpcr+01Cb13ijfu/50g7z4kU827/aq7n6h5X4nzPbIshkdkp+a06uzH66rqadJXW9xmr8UkCUPhBBCEgHkUrVYWlQjE4DFIpTeY+wLYHFZVNkfFlvK8j2iN1aLRfOG2pfiOUEMvnAhI5J0k0Y5qc5ZbJTcVLqpEpkVK1aoj8AzwZVXXimTJk0a7dMihBAy0YQqlPyh9WxAqIKN96GHHlIrJb/85S8lLy9PraYQMlgwyYWTCm4plPOFrtSqFd3uhqDrKC05ettPl8elyvjQMhtlfij36wuIXf/e/295ds+z6jUcTF+b/zXRWM6S1z+JJVIBjcwvb5MCc67kpx4JeD97sUbOOEYjFY0+1d0PwelF2TaxeyySZ85Xq9GhmVNYmYaYhutFHlWoyyoeLo9XtlW2S6fNKRkmgywtz5IkFj4TQggZIuCSwpiMMQ5jF8bpNnubGocDDUAwluI4OK4gZmk1Ir70J0V6Am6qL0d9/2OneGTJNIecPKNEPD6nZKWkS5rBP75zjEt8fvzjH4/2KRBCCJmoQtWuXbvkW9/6VnAy8sQTTygXFQSrH/7wh/Loo49SqCKDBmJNbWffnf3gsoJIBfEJE1hkZMTr7IeSPwhdkceiqx/qpC0Or7xe/zvZ3vSa2o4J+NVLrpb5+fPF443fqaK8oEdOX6iVgrT8XplXOq1GZk3yfw8m7y6vv7Mfyv0iOxbierG9NL1U0ozRxbdQMHn/7eb98vi7ldLSc6TuOS/VKJesKJNrVk+jYEUIIWRQYNEHY2+3o1s5geH+xThsdVpVoHoAlPvhGIy3Pp9Wtte0ycGet9S+FM+qPtxU/nF0wWSNnH9ct2SnZEiq0SRdDpcq0ff6NHLfK/s4xo0BAllV0YA7/Ec/+tGInQ8hhIxFPIefTydi6PqghCqU/eXm5qqvP/roI2lvb5eLLrpIvT7llFPknnvuGZqzJBO3k1BPowpOx2QXok2o8IPVW0yUIehkGjNj5lag9AAiVYetQ4k+ocfiBvD2HrNsq0iRbodDmg13BFtmp+iy5bsrrpeyzMlxO1WkGD1yzJQOOWORTuVjhXbri7wuiGV6nV4mpU+SAnNBr46FON+StBIpzSztd2c/iFRXPb5NXvu0uVd/wZYeh9z50meyo6ZDHrhkCcUqQgghRw3GZghTgXxHLCi1W9slIzkjmKGIMnssyFidDtlbVarG2Crvk+LT+w6X0l8kSXqfuNxHRqy0ZJ+smaeTUxd4pdPhlQxjhlpkQkl8ij6NY9wYYsOGDTH3U6gihJDoeEKeTy2O0M6IHlk6zSqr5gxdZ8RxKVShw19NTY36Gl3/CgoKZPr06eq10+lUD+SEHA2Y4CIwHZ39kA9VlFoUls2kOvt1N0qXs0uyk7ODZQZ9AUELE2qs6maawjv74Sbw9NuZUtGQLG5NkzQZfyIubaXaZ/BOlSzbj+Xdj81SsqojeDOI7FRhcfjE4+uSqQWicqZiZV4F8rGwugzhDYJW6LEoSUQnQ9XZL70k5nVFAicVRCoQ+T8v8PrVvU1y/+b9cv0pM/r9voQQQkgAdPRDyV+SNkm5k+FsRk4VCF1YQQOSdluXvPTBFDlwKEVcmnqxGF8Luqm07iniEo0UZztlXvkhyUtNluOn5olBr5UOe5cSp+CURjkhFnQee7ueY9wYwuv19trW1tYmf/3rX+U3v/mN/Otf/xqV8yKEkEQn9PlUIp7qLHatvP5JmqrwgXliPItVg7q0E088Ua2YwDmFlrRnn312cN++fftk8mS/C4WQgYDMqaqOKqnsrFSVdRB0AmIOxE+Et9Z21SqXFULTo4k5OBaiEI7vcfQoASmyFA9KNW4CDk2FNBq/FxSpTJ7lUuD4H9FLjirzg4MqEtwYinMsUpDTILOKtTIpvUCtLkcTqVAq0WJrkXRjuhSnhwejI9Qd54mV6PLMcinNKB2QSAU3Fcr9+v7JR8D+x9+tUscTQgghAx2f63vq1QIQchMD3XbxOjTzEcdB0Nq6L0uJVGGd/kQkw/WVYOl8XZtBOi1GmT/ZKAa9Xr0nXFQYK73ilRR9ipiT0jnGjQOys7PliiuukK9+9atyww03jPbpEEJIQhJ4PvUT+XTnfx3t+XQ8MSihCoHpeNBev369ajd72223Bfc988wzcvzxxw/FOZIJhM1lk8r2SqnuqhaT3qSEnwDIwEAbbDitMAnOTcmNWl4H5xJKESD+ODwONaGOPBZaDeyUVu37csh4s3g0bWp7mvtcyXPeKloJBLb7VJlfpLaDsHM1WU/OUo4vTKqjgUk3XGC4HjilIq8L7jC4rMoyy1R3v2jXFQ0EpyOTKp6HEfubexzqeEIIIaS/YPGnvqteCVNwA2NhBWIUxja4n8JK2B2d0mHvll2V6AboE6emUiy6V9W+FM9KMfjKw0YmHIfSvsA8AOMhhC84odH1dl+jh2PcOGL58uXyyiuvjPZpEEJIwhF4PpV+PNX19Xw6nhhU6d+UKVNk7969ysqLVZJQ7r33XiksLBzs+ZEJBCakEKiaepqUsBQadg5hCpkY2AdXFDrhRQPCz6HuFvm41ioud6pkmZMlLdfZS5BG2V6D+3lpNzzkX+X1aSTLdaWkez4X8Y4alUWF48vz/QHlKHWwuW3qPBAcGy8fC+Hoeal5Mil1Uq+OhehWiPeBgBVo8T1Q0N1vOI8nhBAysVGLP5ZDahEJY55qUGJtVm7hUDdVj8MmH9c4pPJQnlgP52p0JP1OROMT8Wkl03VpxDtrVP5GVbNWZk0S6XH1qHEVrmIshmJhp/qQZ0DnyjEusUGubWpq6mifBiGEJBz+WJn+GBZ6P5+ONwYlVAWIFKnAggULhuKtyQQBK7I1nTWqVC+ysx9WV1FqgAwMs8Es5qToNkeEtv71A6tsqcgUm8Mf9N9X8BxKC54/8IS0G/6t9mt8Rsl13iQp3uOivje6LQQENTi28lPylasrXj4WJvGFqYWqM1Jkx0JcN7I3JmdMjunIikeGyTCsxxNCCJm4YLEFbmaIUxjPAiV/aGaSk+xfYPF4ffLCDq+8+olWLI4jC5V27Sdi021VX6d61kmSr6Tvn+Hwu4+RfQWnMsr7kVEFESzDZBnQ+XKMG30ef/zxXtscDofs3LlTdQW/+OKLR+W8CCEkkQk8bw7X8WOpw+CgharKykpVAogw9dbWVhWwvmbNGrn55puV44qQWKjMKcshNQHusnepCXBojhREITipEDKObkKxOuB1O6zy25e8sr8xLWbw3OeOOySP7nhIdjTvUPt0vizJc/xYjD5/I4BoJCd5VQcjlDsgNwurvLE6+2ECj9VgCFSRHQtxXQiaRZkf8qhCXVZHw9LyLMlNNUhrnPI/3MpyU43qeEIIISQecCmjsQkWkrCwgnGtzdqmHFZmvVkt1kCk2vSSV3bVYAQ6Mqv1iU869I/5xx+f4XA2Vd+YjaLEKYz1WJBqsjYppzHG/aXlBo5xY4zLL7+8z+3JyclKpPr1r3894udECCGJDgSi4Tx+LHUYHJRQtWPHDiVKWa1WWblypSxZskQaGxvlsccek6eeeko2b94sixYtGrqzJeMKrMgGOvuhBK4wrTDY1hrAbYSMqTZbp7R3ZkudSydmo1emF2pEpw1XjyH8/PUDh+xvzIwZPLenwSofbv61tDoOqtdGX5nkOm4Tva8gxpn6xJzsFbO5UQw6kyrPQ6fBWJ39cO7JSclqUo8ShsjrQifD0vRSKckoCXNZHS1JOq1cuqJc7nzps5jH4VZ26YoydTwhhBASDywWYUEJziaIUnA5N3Y3y6f1PknSmNW4/Fmj77BIBY6MjTbt++LQ7VFfp7k/J3rJ7XNkSjdppDTPLT1On/o5cFYF3FQc48YmBw/651mRIhU6hBNCCOkbuJjMRo9YHHhW08R9PsXxI9VhcEwJVd/+9rclLy9PXn75ZSktLQ1ur6qqknXr1sl3vvMd5bQiJBKUw6FzX113neg0urAOeHAjIfeivuuQvPiRV7buy5FuO/b40+LSTSKr52rljGM0Ar0KLqdDlhb5oGLy4f9gff+nRphrk2GDeBz+Ntpzc+fKwtTvyrt74k2aNDKvrEUyTKmqyyBWe2OtPGPVOd2QroS30NB0XBfyqFDWUJ5RLpPSJg04ND0W16yeJjtqOuTVvU3qNxB6qwm8Xjs7X65ePW3IfiYhhJDxC9zMDd0NyhGMwHSn2yOPvtkgL3+CbIy04Lh8ePQOG3994pGOJH/5l9aXKunuL0b5KRo1ptvd3ZJmTJMMY4Zya8FxDLEqAMe4sUVZWdlonwIhhIw54CVYOt2qBKLYaGTZdOugnU4D6TAY4xF4WBjUpW3ZskVuv/32MJEqMDht2LBB3n///cGeHxmHYKX0YPtBqe6sFqPOqBxKAZEKbiSs3tZ01ssjr+rk1Y9TDotUR+iyifz9A69sesmjBCocf/CQVmxOfVSRyqbdLo3G74tH6xepFuetlhuOu0HWzPPJjKLAD4i0Tvpfl+V3yep5Lik0F8YUqdAFECIVsjXglAoVqXBd6FiIEj909kM5w1CKVAAuqQcuWSLfXTdTlfeFgtfYjv10UxFCCOlPLhUcz/iM8czt8cmtf66Wv33gEYtd08doGb7NontFXNpq9XW6+0LRSWR4tv+7FkzWyLoFXnF6ncpB5fF5lNM4OyXcucwxjhBCyEQApXYz4jyfYv/K2QPLbxxsh0Gvd+jysIbdUZWRkaE++iIzM1PS048+HLo/vPXWW/KLX/xC3n33XbHb7VJSUiKXXnqp/OhHPxrWn0uOHuRPVHVWqZI+CDoIRw+A8j9sx8dru5Ll0/roIeVgV41I6g63LJ/lFb1E/7fWrXtR2pI2+Tv74d+m63JZU7xW9Fq/VRJWRqjE+A+I7gkBYLucV94qp8z3KndUrHwsBKMjcwotu5FJFdmxEKGzAQELAezDBSby158yQ7mmtlW2q85HCJVFJhUFKkIIIf11PUOkarG1BHOpHn+nQT6qdh8+IvZk1StWaT/sptL5ciTNfU6vY1KTfbJ2nk65o3ucXZKalKqaiqAJCcrrQzsJcowbGyCbNlosQiQ4bv/+/cN+ToQQMlYIDTNfPsMqRdku+WB/xPNpslc5qSBSDdZNNdAOg+3dvRvoJaxQ9dWvflUefvhhOeuss3rte+ihh+QrX4kemjlY/vjHP8oll1wiF110keosgja3GPDq6+uH7WeSwdFua1ed/TDxhaCD9tahLiuUF6A0zqhLkff3hTuC+sYnOw9mydr5HjEZeyvBPvFKh/5x6Up69vCGJMl1flfM3hMkxdgWPA7/yU+ca1H/4QM3B5/GIvmZ3ZKfmiN5KYUxO/shH8vhcUhRalGvzn7I8ggE0MJFFcuRNZRAlFoxzd+JiRBCCOkvKFOHSAUXMJxUKpfK6ZR/fdQTs7w+lE790+LVdAQXh7RyZEw/fnaLlOW55bgpuWI2aFVepc1tU2MkfhZ+PpzWoQ1IOMaNDU4++eR+C1UTGbgGUd5KCCHqnuAV+bAiT3ZVZovNeeSZ02R0ydzSFinKtorLrRNjkkcKs/0CVbt9EPcgr0hjm1mqmwZW3eNwDW010JALVc8991zwa4SnP/vss7J8+XIlShUWFqow9SeffFKamprkwgsvlOGgrq5OrrrqKvnmN78pmzZtCm5HsDtJPALZTMij6rR3KtEmVPiBywoiFQQdZFNUNRmky+Z3P8VGI1aHXolLkcFzXnFIa9JdYtW/pY7U+tIl3/kjMXpnqw4GfQXP4T99WZ5DOh2dKvw8N6VAckw5MTv7IR8LXY0gUsF1FTqxxnWhkyGyqNDZL9RlRQghhCQiCE5HST1cxBi3MNa9c+CQdNuwN74I4dLUS5f+r+pro2e2mD2rD+/xqeD1hVMbZXLGJDEb/C5llBbCXQ0HFdxUcFVlmdiZdiyCZkokNvg/hSY76HJNCCEQjZ58M132NcDoEG68sDn08sG+Apk5ySlfPqHrsIMqXnZV7J/15m6TbNlnOvzMPDDyUlNG9Hl2wELVF7/4RbVagolL4HNNTY1s27at17FwPMF1NdTAxWWxWOQHP/jBkL83GVqwUgoRCiIVXFNwHIV2wIPQ09jdqD5jYgo3ksXRH5HqCHBAhQbPeaRTmg0/FYdur9qv95ZIvvPHkuQrUq+jBc/hXHEeyM1CeR5WkqOtDOJYCGs4FpONyM5+cI+h5A+lfpPTJ4e5xwghhJBEBGMXuvGiM21Bqr/RSLu9XRq6OiE79e89kh4R0fhLBLNcV4kmKG5pZMGUNslI9pf4AcwhUTqPuYFJb1ILRXBWxSq1J2QsA2c95pcUqggh4F8femVfgzdmmPln9QbZsT9fzl589LV+Hq9PNr3kDenQOzDQzGxmkX7EqoOOSqhKhC5+b7zxhmRnZ8vevXvlvPPOk127dqnXn//85+VXv/rVsGdjkf6BDni1nf7OfhB8AjkXgckpbM/Io7K4LEoYCjiXzAPUdEwGXzB4bl9zk2zt/KW4tY1qm9EzX/KctwZDXKMFz+FcIVKhqxHOpa9sjNBjIVKhGxEm8nBdRV4XJuZwURWnF8csXyCEEEISATib0I0XzmcIRwAiUlNPk+h1jn4JVWhcYtP5G+mY3aeK0TczWC44rdAmx0xtkgzjpKAQhfdPTkpWYy5yHpWbKpluqvFCW1ub3HXXXfLKK69Ia2ur5Obmyqmnnqq6hmdl8e9MCJnYQDzavLt/Bo3Nu70q01GHlvdHwYsf+Y5apALozjvYTKyBoj+a+vPRBqV/VqtVlRb+93//t/zmN7+RrVu3yo9//GMlWr355psxa+RRltjc3By2raKiYgTOfOKADng1XTVqZRYT0lDhBx3wmq3NqrQAga0QhkLdSNMLNUq1RXe/2PhUoFygjK+i7VP5yH6fuLVW9drsXiM5rhtEI0mq3C9a8BycTyg3QNkhnFEQq6KBY7G6jOtBuV+oqozrQokjLJEQqLBaFnpdhIxneF8lZOyP2RibsaiEsQvjM8bpDkeHLC7NiTsu+8Qt7UkPqa81PpNkui4NC36dW14nqcYjbirQ4+oJjrvIxMICT6wxmIwdMFdftWqVVFdXy5w5c1SHcOTI/vSnP1XZsm+//bZMmjRptE+TEEJGjYpGXz+ed/3gOBw/a5JmWAWxvkB3Xohku0c4Wm9MWj28Xq/q8gdh6uabb1bbVq9eLQaDQa3SYOUGKzbRQK7V7bffPoJnPPFWZas7q9UEF0JO6KQzMPFFBoZOowtzIwWAUgzV9u8fxPsPpQmW8b1b86489tFjKqASnDPjc3JM1hfE7upRjiuIWX2pwChHRJYUbNj55vyY5QYIRu90dkquKVetNkdeF0QqCFgoW8DEm5CJBO+rhIxN4BKGSIUyfIzJgUBzOJ5bLC1qEceg18vqud6Y43K37l/i0taor9eUniuLczViMrSp8dfrc0m306veK1AKDzcVyufR4Q9fm5PMfc4JyNjklltuEZvNJu+//74sW7YsuB0Ly+eee67az0wrQshExuIY3uOPRhALBQtUeCYfjJNrVIWqffv2yQMPPCB79uxRA1IomGxANBpqcnJy1M89/fTTw7afeeaZSqjavn17TKHq2muv7RX0DkfV+eefP+TnOtFA+Rw6+2FVFk6pUOEHK7ZwWDVbmtX2NGP0MLi1892yp94l+xqMfXQZ8r9GGd+KWT3yt0//Lv/47B9qD8SvyxddLitKVkA+inmuEKjgkIKohC6Eod36+ursB1Gr0FyowtEjOxai3A/vMTljcsyyQULGK7yvEjL2QN6i6vDX3SDpyeliSjKp7RjT0KEXY11gHMdE9WCTRj5WpQPh47Jb0yQdSX9QX2MsvHDBGklS5YJ+umw9anEn1E2FUj+Mv9iGBSwsAI1k9gUZXl588UX52c9+FiZSAbz+yU9+Ij/60Y/4JyCETGgGGndjPsrI44EKXOsWaJSLClVOoyFQDYlQhTK7448/XoqLi5XQs3DhQmlpaVF238mTJ8u0adNkOMDPee+993ptxwog0Gpjl1vl5+erDzK0QIBCvgXEqsjOfnBZQaTCxDfDkBGcDPcFhJ9ma5OsWdwmBVnF8uGBdLHYj3TeC5QRLJvRIb/b+bi8W/uu2o6Su+uWXiezcmfFPE/8O0GpH4CLCpPqWJ39EO4KpxYm0Sjni+xYqPI8UotUyQI6FxEyEeF9lZCxBcY31eykq04t1ARcwhgf4RAOlOYHwGT162tc8ty2Htm+3yxWx5GxsMv4gPg0/sXKixdcHDZOYpEKQIQKLAjBoYyvkUeFMT/QxITl8uOHzs5OKS8v73PflClT1H5CCJnI9D/uRtRxOP5oGKjABZFq1qTRj68ZlFAF2y5cTU899ZQqu3vkkUfk2GOPlX/9619yxRVXqJWU4eALX/iCPPjgg/LCCy/I4sWLg9uff/559RniGRnZFVmshmKyC/s+xJxQ4QdCDrInIGDB4h/LuQThB4IXxKEsU7qsme+Qk+Y2S02LQXX3C5Tx2dw9snHrJvms9TP1fRCb1h+3Pm4XldDOfjkpOarkL9rEGMe22drUhLskraSXoIX3wQQbLip29iOEEDKWQAk+Fpd84lNddwHGNJT8we2EMvdQkMPYbmuRBVNaZOXsTGloS1HjcnXPNnlmnz9A/bji42Re/rxe4zqcxij7C4D3R5kftuE84KxiiPr4AmIUngfWrVvXax/m79hPCCGJBLKcUCYHBxLEneF2FPU/7kYOh5lrEloQSyihCiV2yCUJOJiQHQXOPvts+d73vqeCzl9//XUZak477TRV3w7rMH4mhKlt27ap3KlzzjlHTjjhhCH/mSR6tgUEKnx4xauEotAOeOiOF5j0YlIaqwMehB+UGwQmtYFjkS1Vnu8PTAdY6d34/kZptPg7+03LmibfWvatmKWEgXOFaAbXE1ZuMUGOloWBCTnOHZkZ6OyH4yOvC59L00ulJKOEnf0IIYSMGTDWYtxG+TucxQAOKjisML5hUSnSaYxGIghWRyC6Ua9X4zKErUdfezzoar5o3kVh34P9Sdok5aYKjOlwU2EBKDslW/18bIcoFs3ZTMYmX//611WOLObpl112mRQVFUlDQ4P84Q9/kHvuuUfuuOOO0T5FQggJClToiofA8VAxZyQymsLL6mOHmSe6IJZQQlV7e7tkZ2croSopKUm9DrB06VIlJA0XcHFBmIKzCp/ROeQ73/mOClgnI9slCBNbuKRCV1/hRoIzCk4rh8eh3EjRnEsQfOBcwsQZx8ZyOVW0Vci9W+9VYhZYWrRUrlh8RUyXVmACDpcWsjBwLrFELdXZz+bv7FeYVhiWOYXrglCGzI7itGJVDshSBUIIIWMFjLdoeIJxFAsxWIQJOKMxbmMRJ7R0D+BYjIsa0YRlT/5171+VgAW+OOeLYa4pjO34PixSpRnS+nRTIc8SohjGfTK++P73vy/79++Xe++9V+67776wfxdXXXWVWtAmhJBEEKk2veSVXX0IRRCtIO5ASLpm3fAIOHhPvPdwC2VnjIAgllBCFbKpkEkFpk+fLm+88UbQ4rtz505JTR2+FsMmk0mtxnBFZnRAiZ/q7NfdqAJYQzvgwbmE7bDzY1ILASuecwkiFSbKsP5HO3Zr/VZ55MNH1PuDM6efKRfMviCuUBTo7IfShvyU/Lj5WBC0UBYYrbMfVoYhUmEVmt2JCCGEjBXgXK7uqJYue5cSqTB+QjiAQBVYhInsfovFm1Zrq1hcljBBqbKjUl456G+YMz1rupxQGu5mx/F4Lyz2BNxSmDsE3FQYy9UcwZzbSxgjYx/Mj9Bs6cYbb5TXXntNWltbVTOktWvXysyZM0f79AghRAGBqC+RKhSIOzju7MXDI+JAhMJ7QyQartJD3QgJYgkjVKHE7p133lHd8r72ta8pNxNsvcirQsvZiy++eOjOlCQMKJ9DrgWEKKyKhgo/mNDCYYUJL3KgYjmXIPxgNRUTYFj/o3XLwyT6hYoX5Lm9z6nXmFgjrPWkspPinitC3OHSgliWn5ofNx8Lk2gEwUOkiuxYqDoZmnJVJlUgz4MQQggZK2N3VUeVckBBpAqIR1gsgpsKolHkmK2yGq1tSuCCAyqwMITx+/92/J/Kt0K33UuOuSRs0QiLUHaXXf2cwIIPxvJApz+8Fxao8JluqvHNrFmz1AchhCSimwqiTX/AccMt5OC9Z00a3vc/e5gFsYQRqm699Vapr69XX//gBz+QxsZGeeKJJ9QqykUXXSS//vWvh+o8SYKAiWVtZ62a6MJRFCr8QOSBSAVBBzZ/5FXE7OxnaVYlCDgumssJK65PfPyEvFn9pnpt0pvk6qVXy7y88LDWPjv7ObvUZ7iosGIbLx8LE+tJaZPUxDr0uiB2BSb2ZRllYS4rQgghJNFBJz+IVBhzMZYFxkOMfciRDCzoRIKxD9+DMTrU9fSPz/4hdd116uuzZ5ytXMaRCz/IssICVMB5bHVb1QIWSv3QSRciF8bmeKX7ZGyCyoqOjg456ST/oqLFYlHlgMi3RdYsYjvoSieEjCYQa/oTMA5wHI4fTiFppNANsyCWEELVtGnT1AfQ6XSyceNG9UHGHxB8VGe/7jo1AY3s7IdJMEQqTGozjZli1EfvgwnhB2JWh61Drd5GOxbC1/3b7pfdLbvVa0xu0dmvOD18QhwJVoCxcqwCWlNzlesrXj6WXqdX7wvxLbJjIc4DXf9KM0t7lUQQQgghY8FJBecUxriASIWxHGX6+BzaMCQAtmN8RKOU0IWnA+0HlMsZoKHIWTPOCvs+uK0gRKFMPrAIFcirgmMZ27FQhbkCxmcyPkHJHzqBB4QqdAp/6KGHZMGCBfLLX/5S8vLy5Prrrx/t0ySETGDgKBrO48ngiB3uQ8hhCz9K/TDRRbeeotSiMDEHE9mazholUmHSGUukwoQZ3frwOdMUXdBCOeD/vP0/QZEKTqZbTrwlrkjlb5/dLslJyUpMwwpxNJEKx0IwwznASRUqvqnOftZWtcpcmlEqU7KmUKQihBAypkWqgCsKCzDo+ocufn0t5qDcHQ5qLCyhCUloef+jOx4NlvyhmUmkWxkLV3BVQ4iKzKtCmR+c0gE3Vaz5Ahnb7Nq1S1auXBmcU6HiAi4qOKpQhfHoo4+O9ikSQiY4KHsbzuPJ4KBQRWKCSSkmuZWdlSIaCXYICjiXUDIAEQuTWYhC0crrlPBja1W5Vj0Of7B5tGMR0PqLt34RLCtYVLBIblp5U9QMq9BVXIhlKDcoNBeqnxHNVo5jW2wtagIecFKFXhcytjBxL88sl7LMMga9EkIIGVNg0QbjKcY6jN0BkQql9xCpMF7CqRy68BS6iBOZSwX+9unflLsanDfrPClJLwn73kBYOsbfwM/DmAqhCs1SMOaqrrp0U417UPaXm+svJ/3oo49UZ3DEgoBTTjlFDhw4MMpnSAiZ6CCbCUHi/QHH4XgyRkr/yPgG7il09mvoaVCro6Ehq1gRhZiDCStEqL7KBkInvXBdYeKLCStWVKMd+2Hjh/LQ9oeUQAZOnXKqXDTvorid/bD6qzr7JWepoNZ4+VhYZUZnP7ioel1XT5PaBgELZQrMUCCEEDKWgCMY4zfEJoxzgYUhjJVYBML+UDEpclEJYhLyGEP372vdJ//Z/x/19ZTMKXL6tNPDvhfjO4QqLFqFurC6Hd1qTMbYj7GdbqqJATr81dTUqK/R9a+goEB1CAdOp1P9WyOEkNHOakK3u79/ED9QHcclYuD4eIZCFekTWPdRzgcHFCaXocJPoLMfMiYwiU1PPjIh7dO5ZG1Rk2Ks2sZyRb184GV56pOn1CQW3Ye+Mv8rsnbK2rh/IUyMbW6bKl+ASBUzH8tlUe6vvNQ8mZQ6qVfHQohveB909mMnIkIIIWMNOJ0hRmEcDy1pxxhX212rxjks6vQVYg6XVaATb2gmI8ZNLCJhfMa+ry/6ei8nFjr6mQ1myU7JDi4uYaHK5rFJSUqJEr7ws+mmmhiceOKJsmHDBmlpaZG77rpLzj777OC+ffv2yeTJk0f1/AghBKAD3sEmjXxcE108XzDZ3ymPjCws/SO9wCT1YPtBJVKhJC5UpILLqqarRjmpkAMVumoaCVZuMWFusjaJQW/o1fY6dBX2j7v+KH/65E9qEoyuQN9a/q1+iVRYqXW6nVKQUiCFaYVx87HQLrsorUgmp08OE6kgdkF4Q3nE1KypFKkIIYSMKeBQqe+ul6rOql5NTyBSodwvEGLe11iJ8RRuKjiLQ8drvO/vPvqdtNnb1OuL5l6kch1DwftDlMJiVOicAWJZuiFdOZiR+QjiLSiR8QEC0+FIX79+vRiNRrntttuC+5555hk5/vjjR/X8CCEEwCV1zTqtfG6JtlcZIF5jO/bTTTXy0FFFwiajEKcwmcWENbRcAGAbygDbrG2qa0+sDngB4QdlB1hFjTYpRRneg9sflJ2HdqrXyMO4YfkNKhcqFhC3MAHGqi3EJbifIld3Q68LE2wEv05KnxTW9QjgfTCpR3ttOKlCBSxCCCEk0YFIBBcVxm903AstWw+IVHAzYYzta+zGWIzyfKvTqkoCQ3mj6g3Z3rg9mBm5pnxNrzEW8wOIVKEB6vi5Lq9LJqVMUuIVnNhwLEO0IuOfKVOmyN69e6WtrU2ys7PD9t17771SWFg4audGCCGhQIQ6e7HfNVXR6FPd/RCcjkwqClSjB4UqEpzkQoTCZBaTS7iTQnOhkDEFd1Sno1OJQpG5FqFA+MGEFxNXTIqjHQsRa+P7G6W6q1q9hlC0/rj1cd1MOFd8r8q8SMlWYbDx8rHg/sLEPTQ0PXBdmEijxXZJRkmfpRCEEEJIoqJK+jprpa6nTpK0SZKfkh+2D+M6FqGiiVSBsneM3RCbQsd+iF9wOwOUC16+6PJe4y1K6jF2RmZeYb6A98OYjsUrLCbBTcVxdmIRKVKBBQsWjMq5EEJILCBKzZrEEr9EgUIVUTlS6NxX1VEr+w/5RONLlcZku8wrNolOK0p0gkgVCEmN5VwK5FvgWExqox2L8kGIVDgezM+bL99c8s24biacKya/KEvIS8mLWXqIY+GkQtkBhLdQAQzniok5JvXlGeWqjCHauRJCCCGJCMbaA21V8mZFvXg9yZKflizpxT7R6zSq/B6ZVHA3RxOpsJiDsRCLNhhPQ93GELAe/OBBtZiD3Mj/WvxfyiEdCsoE4cZCp100XQmNCYDgBfcUhKkWS4vKhqSbamJRWVmpSgARpt7a2qoC1tesWSM333yzclwRQggh0aBQNcHBBPNAa5U8/Fa1vLLLJZ02BMl1q31ZKTpZPU8ry2d2iM/nVsJQTOeSvU1NRjFxxcpqtE59u5p2yW+3/TaYV3Fy2cny1flfjSsUYdKtygtMmWpV1pxkjnlsh6NDiWXIpAoVtAIdCzHhhosLJY7s7EcIIWQs0dTTKne/skf+saNTumzYYodXWbLMOjlzoVlWzu6WVrs/kyqaSAURCyIVxsNQpxMWc/6w8w/KUQXOnnG2zMqd1es9VAaVMV2N+YFxFN/b5exS4zQcVSitR/k/XM2hQhgZ3+zYsUOJUlarVVauXClLliyRxsZGeeyxx+Spp56SzZs3y6JFi0b7NAkhhCQonDFMYCD6HGivkh89VyM7q3u35Wy3euQvWz2yp94oN5yeHlXMgfADgarF1qLEKUxMox37euXr8sSuJ1TGFLhw7oVy2tTT4gpFqrOfy6ZWYzH5jZePhe5DENYgUkV2LMTEHAIWSv1yU3Jj/lxCCCEkkYAQVNfVKDc8+Ylsr/Qv+ITSbvHIH9/tkm1VTrnm1CxJ7iMjUmU32trUuI0GJpFj6uaqzfJO7Tvq6xnZM+Tcmef2OdZCeIJbOTSHEsIUxl3lwNboVKl+SVqJGnfJxOHb3/625OXlycsvvyylpaXB7VVVVbJu3Tr5zne+o5xWhBBCSF+w698Epd3Wrjr7PfZWfZ8iVSh76/Ty4kd9t+yE8NPY3ag6+6GMDiurfYlOEKae2f2M/P7j36uvcew1S66R06edHlekgqAGhxQEKrifYolUOBaT56LUIhWMHtmxEE4q5FRNzZ5KkYoQQsiYAiXtVR1VyknVl0gVymf1Bnntk6Q+RSp098OiDYQksyHcnby/bb/8aZc/lwoLT1cvubqX4xkLVBhrsT/UsQyXlsVtUaIUtqNUH+5njN8sr59YbNmyRW6//fYwkQqUlZXJhg0b5P333x+1cyOEEJL4UKiaiJ39eg7JwY6Dqmzgtd2efn3f5t1e8XjDxSoIP+jigxVZCEKRk91QMeuBDx6Qf+//t3qNHIvvrfyeLJm0JO65YiXWJz7V2e//t3cecFKVV/8/M7O9N5ZlWRakFwVEFGxRUSOKBX3FrkmMyRuxxPxTTGxILIlJyPuqEWM0sWGIGltILDEqJq9YQEREQV2lrLTtve/M//M7s89wZ3ba7s7uzuz+vubmzr1z584t7H2e+T3n/A7SBgIZs5vRYXhpQKQanTHaK40BAhbEOXhRHZR9UFBvK0IIISTaQDv2RfUXUlK1Xf75EdL8etd2I00fIhXaVvg9WoGwdP/792vlQIhYEKlQ5TdQyh+iqaxp/mizkWqIaGUMSiG6CtHNELTI8CIzM1Mnf2RlZUlGxsD0w+rr6+UnP/mJfP3rX9cILwyOQigjhBAS3VCoGkag0wi/iR01O7TzWFmXJTVNwaOpDPC/QLlOa4cZVQJhhh7IpNV0en+z7jfy/t73dRkRUTcce4NMyJ4Q8lixb0ReQaBCRzfQaCy2hVgGEasoo0gKMwq9fDAgYGHkFxFW47PHe0VZEUIIIdGMKf6BSKc99XtkX1VKl59kz9tuDNggVR9ClO+ADaKkYJ4OsQmcP+N8mZgzsds+G9saPSl/1rYfnpcAKfoojKKiVZLbU5I+kMOPiy66SB566CG/7z344INy4YUXDshxwMT9D3/4g7S2tsrixYsH5DsJIYT0HXpUDRPQAdXy1fW7tcMI8adkT2OP9tHYeiDKCcJQU5s77D+QOSo61Kjsh23B1NypcuXcKwNGXlmPFd8Bc1eMygYbicW2SGFAlBZEMHScrYauqFiIUeGxWWPVOJ2pB4QQQmIFpL0jcnlfwz5pc7ZpO7djX3jRVNa2G6BdRZuIKGdfL0m0l6u3rJZPKz/V5SOLjpQTxp3gN/WwuaNZq/xhkMr6eQxMYVAJ7TC+AwVTMHjkG7VFhi7PPvus5zXM0//617/KEUccoaJUQUGBmqmvXr1aysrKZMmSJQNyTEg1rK6u1n/vFRUVAcUzQggh0QWFqmEARjlLa0s1Agqjn0b4SU/qWUBdSiJ8LaqkoqlCO6HBKvttq9gmKzes1EgmcNSYo+SymZeFrPiD/SJaCx1geEkFE7WwLaKucD5I97OmJ5iS24ieQhog3ueILiGEkFgB0U97GvZIWUOZtoUFKQW9artTE7tEqsZy7Q/AP8q3PfzX9n/Jmzvf1NfFmcVyySGXdNtGq/m11mn7nJNyYFAIYL0aqKfkaTsPYS0nKUejqcjw4dxzz9V/F/i3YualpaWyYcOGbtteeumlGnXV37DvRwghsQmFqiEOQvR31u5UXyoIOYhSMkwuiJOMZKQGIC0guKE5tktPK5f9DZW6qb+OruGt0rfksQ8f09QCsHjKYi1tHaqzAM8rCFsYjQ1V2Q/bovw1qgqhsp9V0IKABZFKK/tlFLGjTAghJGZA1BKEnv2N+3XgBuKPtarejNHJkplil9owUvfRdudl1alIhUgof1V5N+3bJE99/JS+Rrt57RHXen2fAZYBaJeR2mf1gDTRU6NTRms6IfodGMTKT8sP2o6ToQer+BFCCIkUFKqGMBhBRSQVQv0Rjm/teCKdYF/jHpk7sUle/yi0Z9OcCQ1S2VymnVOr2GUFI2cvfPqC/P3zv+syRlW/NetbMq9oXsj9owOMzm5eap4eq7UT7As67hgVRvoizNGt54X1iPjCPuBJRQNXQgghsdRuI20e7Rg8GjEQY41cdqfYVclRk9vlpU3+fRutzJvUqm032ka0h75R0Ltqd8mDGx9UY3W0u9cccY3fdhN9BlOsBKn2vsdsvKgAIp3RNqMdJsOL4447ToYaSFMsLy/3WldSUjJox0MIIcMFClVDFEQUfVX3ldS21HarlgdRyFTrWzQ7U8prbPJRaWBj1omjWmRy8Q5JiU8LODqKEeBHPnxE3t3tLjeMctRXHX6VTM6dHPQ4TSqBTWya6hfMNN34YznFqZ13eHX4nhfOFx1ppC6E8sIihBBCogEM1CCKCm03BmMQWQxDct92FgNP2Gb+1DYprcyWLaWB9zmlsF2mj/tKWjpa/UZBo9DIve/dq9FQaIO/O+e72nb6glT6+rZ6yU3O1ZR/637Q7mKwCCIV5tgnBrPQ76AnJIk0a9eulRNO6O6d5o8PPvhAZs+e3efvXLlypSxfvrzP+yGEENIzKFQNMVABDyIUTNORHgcxx9pZhNCDzjAEHfhHYAT1ypNd8vKHLi1jjQpBhvQkl8weXyfTxpVKdnJGtyinTqdIaUWCVDU1yJodd0tpvduEFYITUgfw3b6YzzS32SQpvlPS0uAjlaipBL5lrn3PCx1gCFOFaYX6Hb4lsTFijCiqMRlj/KYtEEIIIdEEBmBQEATp+RChMBjkG0UFkE63r3GfVDVVdVXDzZOlJ4vfthvpfkdMapbp43aLUzq6iVRohz/d2yqPfnK3Rj+Bc6efK7MLZndvq1tt0iG1MqEg3eM/ZS1m0tDeoIVKEFEFsQ39joOyDmI0M1E+//xzeeCBB2Tr1q3S3NzczTvqtdde69GVmjJlilYMDIfi4u6ia29YunRpN+N3RFT1pYIgrDHQFyeEkFiis8vWZ6CgUDUEK/shbQBh/BCKrBXwTGcYI6AYGTUClsNuk0WH2mThLJuWsdbqfrZGSUvbLy0djZLpU9kPHdi3tqbKhpIUqWnbL2UJt0uHfY++NyJxilx/1PckM8k7NcD6mcbWA8JZamKWHDWlU86emyL2AB5WGM3FsesobdpIPXbreSFFAqPBxRnFUpRZFNKwnRBCCBls0BarQNVlco4BG99BFrRxGKRBFBWq6sHI3EQ2O2zSre1OTnBKdka1VLWU62exvWkvTTv8XoldvpRfS5t9t67Pdi2SpOazpdPpLn7Sva3OlrQkpyyYEScLZ7m0zwAgcmUnZmskNIQ1HCcGnNBO08CabNmyRebPny+jR49WYWfmzJladW/37t0yZswYmTBhQo8v0qhRo+SKK64Y0Iubn5+vU6RAxgEGVP0N5hJCSDQT74jXZ9hAwV/0QwT4R5TWlWo0FSKfEJ5vjUZCJxcdYoT4Y1TUX+QSOp+TRrm00hDEH2zrW9kPHd2n3sqSkr1J0mLfIuWJd4rTVqfvpXR8TZKbr5OX1jtlydE14rB3/4yId4ohOsKvbo6TfdVOufJku6cD7FXZr9ld2a8gvcBrlBYClhmBxoiuv1FoQgghJNraa5PCh2hgGJCPSu5emRbtH9ptDNS0dbRp8RB/6XRoN6cU2txtYmOFpvU7bA7JSMrwbGPa4c/3xklZws+lzeGOgE7pOE7S278r//7EIXuqErSF/mJf97a6ocUuf3vfKdvLbNpWN3c06qAQfCWRogjRDd+JH9++KYtkeHLDDTfIKaecIk8++aQkJCTIH//4R5kzZ4784x//kMsvv1xuv/12GY6gX42/ExT7IYSQWCPbojH0NxSqhgColAdD1H31+7RjajU7R5QV1qN6EKKO0NG1hYhcqmisUB8of54WGGmF4NToeFMq4v9HxNah6zPaz5OsjkvEJnb5fK/Ium2pcuz0Rq/PuPH9bvcyPLKQwoDRYQNGmDGCjFFmiFDW84JXBzr5qGSolf1SRnAElxBCSNSCNhaDQGi7EH0EoQeeir7ik9swvVYjrbBdclxyyOq1ELUgflU2VUqiI7GbRyPa4c/3Jkhl/G+lxbFR1yV1Hip57deJTdzfX6IClcF/PwFt9YubOuXwKe6UP0RQ4bwguBWlF+lAGCFg48aN6u9kt7sHEJ1Od5XKRYsWyY9+9CP52c9+Jm+++eaAXKyXXnpJGhsbpb6+Xpc/+eQT+etf/6qvTzvtNElJCV1UiBBCyMBCoSrGgdcURCp0fn3NVzFqiwgrdIoRdZSe6J2O56+Tq/4XjnjJSDgwEmsdkV1fkiy1cU9KTfzj7pUuh+S2XyVpnV+3bOmS9SUpctRUt1CFFAL36Kz/jq8BPhtIYcDoMEZnIcDBkBUildXE3YxGQ3SDJ9VAKruEEEJIT0BUMyKDjZCEASS01/68FNEWoz3HhDYQA0bBquAC+EJp+91lZO5b9MTddidJZfy90hi3VtclOCfLiLYbxCYHCpIciKIK3VafeMiBlD9EcJmoZxqoE0N1dbXk5OSoUBUfH6/Lhrlz58rPf/7zAbtYV155pezcudOz/PTTT+sEtm/fLuPGjeONI4TEJB2dLvl4d7PUtzglPckuM0YnSxy8AYYAQ0aoeuihh+Q73/mOpKamSkNDgwwH0JGFJxV8IjDaau3MwnjVVPZDKemU+MCjRYhcMiO32C5Q2P6OMrvsct4njfGv6rLNlaId3WSnb1UVmzS2ONSIVY/F4kkVDJjBwmdjZE6tjtCivLVvZT+cF0ZusR7ViaxRVoQQQki0YCrVmva1uaNZBR1/FWnNtmjXsS2iovJT8kNGCqNCIEQqVM9FCqE/UWtXeZyUOn8vjXHutjveWSz5rcvELr5tfXgdW6QBVtVmyIz8ZBXJILyhwAm+nxADvKngSQUmTpwo//73v+Xkk0/W5c2bN0ta2sD133bs2MEbQwgZcgLVX96tkjUf1Ep10wGT8+xUh5wxO1MumJcT84LVkBCqYMyIMOLCwkKpra2VoQ46tKgWgsp+iDzyreyHKCu8r0anIUZjIfyoSWtLrUZcBaqWh5HdJ7Y+II1xH+uyw5kv+W3LJME1NuC+UdkPx9oT9tXXS0GuTUZnjNaOr+954TiQblCcVdxt1JgQQggZbEzqHkQnRFA1tjeqqTmif/0JTxB7dNvmSo0YhpgVKopKTdZbqjQKGu0iPuOvkAi2+/uXj0lD3Ou6HO8cIyNb7xCHZPbtJJ0pGimGY0YfBNHPhFg55phjZN26dVod7+KLL5Zly5bJ3r171a/qkUcekUsuuYQXjBBCeilS3fr8HnnvS3cRFCvVjZ3y2FtV8uneFlm2uDCmxaohIVR973vfk6997WsaYmxyzocqiDSCQLW7breWiIS/hbUCHkZiIVLVt9VrdbxgFfAg/CDiqqG1QbKS/XdyATrQ97x7j+xpcFf2S3BOkvzWW8QhwVPuEuM6VEgTyQn7/LKS46UwfYSX55SpWIhOMaKo4ElljbIihBBCBhu0UWhX0V4ZgQoRzRhc8SdQIRIJKYHYtrq1WlLjUsPyW8TnTOQVvtO36In1eFZvWS0fVryhy3HOIhnZemfItjscMpIdGgGG80M/hG0y8eXGG2+UPXvc/cbrr79e9u3bJ0888YT++z7vvPPkN7/5DS8aIYT0gr+8W+VXpLLy7pdN8uR71XLxkeH/Do82Yl6oWrVqlZoxwhjxpptukqEMvCtKa0tlT/0e7RQiLcDaIUV6AUzTW9pbAlYHso7EonOMkdxAnVywvWa73PvevZpWANJd8ySr9Ud+Uga8vkFSE52SmrZfRiVmSFqSSxpaQqm5LklPFjl6wigZkZrT7bwwugyRCumArOxHCCEkWjBm4io4tVSHFKjQBqNNxUARhCoso80ONrBkTdVHwRO04WgXA6Xb4Zge3fyorCtdp8sJrkIZ0Xp7CJEqPI8qpBVMGGmT+rZWGZ89nj6RxC8TJkzQCTgcDrnnnnt0IoQQ0rdoqjUfhJdB9rcPauT8I7JjNqoqpoWqsrIyue666+SXv/ylFBUVDYvKfvCdQsfUaoxuKvuVNZW5O7wpYVT2a6pQEQiGroG23bh3ozy08SFpc7bp8tfHf13yXd+Q/3wSqvS0TWaMq5C8lGz1zloww6FlrUN95vTZaTIiLcfrvMoayrSSITr8SAUMNdJMCCGEDARI01NfqeYKqW2ulZbOFk3xCyRQmXR7REIZzyoULgnkCxlI3EIUNPwZA6XqoyrugxsflI373NX9kJZ3bO6Nsv7TUBX5wmtf4X1R09qV8pfGlD9CCCFkoPh4d7OXJ1UwkAaI7WcVx2Zl05gWqpYuXSpTpkzRah49FbjKy8u91pWUlEi0gs4pIqkQLYV0PmunFlFWprKfjq4mBTYzRefVeGYg2gqeFoE6xK9++ao8/cnT4hKX2MQmFx1ykZww7gTpdDbLvupE+Xxvkp9Kfu7lsfn1ctLBLu3EoiO9cJZLtpfZtKy1n2/Tz8w9KEkuPbLA67xwTjhfVPaDoEYIiV5i7blKSG9A+4iIKRNBVddWpwNAEKjyUvOCilpGoIIBOgqXhGOWbgZtzGexn8ykzIDRV3j/vvX3yScVn+jymIwx8oP5P5DU+ESpqWsJ2nZPG92pfYMtpYGPZd74FDnpEKekJGRohHMoLy1CCCGERI76Fme/bh9NxKxQ9cwzz8iaNWvkgw8+6HGUzcqVK2X58uUSC6AjDJEKYf6IKLJ2ChFltbdhr6YBoIpQanz3SkLWzitS6CpbKiU5LjlgFUB0uP/y8V/kjR1uTwtUHvrvw/5bZo6cqcsOu8iSo2tk3bZUWV+SotX9DCmJnTLzoGr5+iE2GZle4OlIO+w2ufJku7z8oUvLWqO6nyEj2SZnHpopF80f4QlLxHkhHQIjtcUZxV7RY4SQ6CSWnquE9BSIRfCfQmofRCqITUjBz0rMChjZZAZd0J5hqmmtkQR7gkY9B0rN9wXtoUkpjLfHB42CxjH9bv3v5IvqL3R5YvZEuXbetZ72PlDbnZrYKcdMdcpZh7kHwfy11dkpdjlzTraccWiiNHXU60BUoMEuQgghhPQP6Un2ft0+mohJoaqhoUGuuuoqueaaa7TSX01Nja5va3OnqGE5Pj5eUlNTA0ZiLVmypNvIPyqTRNOoLSKoYJpuKvtZR1DRIYVXFTrMGMkN1lHG6C9EqprmmqCV/eB98cD7D8hHZR/pMioGXnPENeoNZQVi1bHTG+WoqY1SWpEgTa0inVIvY/LaZGRannakfTvhEKsWHWqTU2aKfFBaJ61tDinMzJZjJoySxPg4r+gxnC9SJxBJFU5KBCFk8ImF5yohPW2H0R6hXTKRUEjvw6AQBlKCeUpBoEL7DIEKn0dkck5STtim4+p71er+PI4BnlfB2vn9Dfvl7vfu1khkMGPEDFk6d6nXZ3zb7sqGZklJFDm0OEPyUg94V6GtXjjLJht31UpHe6KMzcmTeQfB5N2pg2OIpEKfhBBCCCEDy4zRyZKd4ggr/Q+ektg+VolJoaqiokL2798vK1as0MmX7OxsOeuss+T555/3+/n8/HydohV0UCFCQaRqd7Zrh9hqIK6V/er3acpBqI4vOsjlTeXawUa6QKBt0Rm+5717pLSu1JMuAJEqWModOr1j8pq1M44R29yUkSpuBfPHqm6pkqmFSeqZ4es5hfPC+Y7NHMvKfoTEGNH+XCUkXFBkBG0nIqhqW2tVKIIohYGevPjgPk9WgQrtLtLn4SvZkxQ5DBrBSxKDS/g82uFgRURKqkrkd+/9ThraUWVXZN7oefLNWd8M2N6j7c7NrJScTJe2w7nJ3SOjmjsaZcJIpxRl5MrINPff9f6GCm3jMZAUjvE7IYQQQiJLnMMmZxyaKY+9VRVy2zMPzYpZI3UQkz2NgoICeeMNd2qaFZiqowLgSy+9JHl5oUxDoxP4SH1V95Xsrt+tHUGrUSlGdyE67WvYpx3pUJX9kCqAlAGkDqBzGWhbmLSjsh+2B4fkH6LpfklxSSGPFZ14dN5RUjtQ9SGzLdIXYRxbkF7gJYCZyn5IaxiXOU5Ha8NNiyCEEEL6CtLj69vqpa6lTiOZYHqOwRWk1YeKnjLikqYGQqBqq9d1PRWo8H1oU9EW17fU63eHiiresGeDPPTBQ5qaCE6fdLqcNeWsoJYIEN46XZ06YAQfSN9tcS0QiQ1BCgVRAIQ7h80ho9JHMR2fEEIIGUQumJcjn+5tkXe/bArqKYmKf7FMTApVSUlJcvzxx3db/8gjj2gJXH/vxQIQn+BHtadhj1b0sQo/6MAiFRDh/ehgQhgKFrmE6CQYp6Pzmp2cHXA0dvP+zZru19rZqsswTL9gxgUhhSLt1LfWS1ZylnZkQ/ljofMNsQwilG/FQohUON/RGaO148zKfoQQQvobiEsQbdCWIQoK4gwiohAhjHYzlMhkjNUh4iD6CQIVxJyeClQAA0pVTVXaVmLwBt8frB3GNi98+oL84/N/6DLa+EtnXirHFh8b8nswcIR2Ozelu0iFNhlCHfoYJpob1wTXCNHOiMAihBBCyOAR57DJssWF8uR71fK3D2q0up813Q+RVBCpYjmaKmaFqqEIOoG76nZJWUOZdlCtZufoJCKKCu9hVBcjoIFAJxPm6ihhjQ4m9hUIGKb/+aM/eyr7LZm+RE4ef3JIoQgdXZTVhiEsOruh/LEwMo1qSKPSRnU7L/hpIH0RflToNBNCCCH9AYQltF9GXMKEZbRFKDICgSlUJLEZDIIohQgq9VVsb5BEe6IOxoTrQWWAaARhSIWytkYd9AkVRYVjfmjjQ7K5bLMu49i/d9j3ZEb+jJCfgziHaoMQonwHsCB+YZALBvHwoILYhnVopyFaFWYUBk1BJIQQQsjAEOewycVH5qgg9fHuZq3uB+N0eFLFukA1JIUqRFRhijXQMdTKfs1VKvxYR2IRZYUIK406ik/TVIBwKvslOZICbouO59OfPC2vfvmqLqMK0RVzrpA5o+aEJahBDEMnF1Mofyz8AECHF+kCvucFDw5EUEGkCpY2SAghhPQGCEFGnIKwhNcaVeRs14GTcMUpAJHHGn3V0t6iotKI5BE9TldHO2z2hSgqRGKF8qICe+v3yn3r75N9jft0Ge3r1YdfHdLc3IhU2nan+j9epC0ao3jTf0BkNqr7IQ0w3OtECCGEkIEhzmGTWcUHAkGGEkNKqIrF0V2MVMKPCr4Yvj4YSElApxQ+UzBCD9ZJRCcUIhW8LZBGF2hbiFnws/hg3we6jEpCME0fnz0+5LGiM41ONI4TUV2h/LEQmYUoKnhS+VYshIiFNEBUFLRGWRFCCCG9BdFOiPhVcarNHTkFgQbLaL8gLIWT1mfdn6n8h7YLAhXaOAg5GakZvUpVxz5UoGqpVSEN6fDhHM87X70jj29+3JOqP3vkbPn2od8OKwIL1wBR0Ejd89d241jiHHGSn5bvicTGOkRbox2HWEUIIYQQMlBQqBokMJpqKvtp1FF6gddIKkY2ke6HjmKoTjU6zzBZR0c6MzFwZT/s697198qOmh26XJhWKNfOu1Y7r6GOFceDzjDS85CqF9Qfq6VKhTJES2Hk1rdiITrmEKgQSdVTHw9CCCHEV5hClC4EGbSHWIYwoyl98cnaHo1KGhV22ppJETQCFYQl7B/76Y3/lK9fI9pi7BODNBgsCiV24XOrP14t/7fr/zzrzph8hk6hzskqUqFN9idSQdBDpDRS+xBxBfAZrB+bNdarqAshhBBCyEBAoWoQK/tBqEIHFSOcpqOKDjJC7WGa3tTRpJ3LYJFLGJWFH1VTW/DKfojauufdezTdDkzLmyZXzr0yZDQTOq/oVKclpmmVQUR2BdsW+0fHG2kIVs8pU7EQ6Q3o+CKNgJX9CCGE9ASITxBRjDAFMQnLKkw52yTRkaieTT2JmjJgnxCQIHZhv9g/2makw/U2esocMwQviFQNrQ16XOGk+QH0E1DwBG04QMT0t2d/Ww4ZeUjIz0JownerJ1WAdD8VpNobNT3fFDPRtrypUttxRD7Tl4oQQgghAw2FqgEGnUKt7Fe/R0Uiq/CDkWGkAqK6X0dnh6bXBeogIsoJohA6k+iIBqvst7V8q6zcsFJHmcHRY47W6kChym2byn44RohpwfyxcAxI94NYhs6t73nhnLSyX/pofZ+V/QghhAQDgokRoUyED8QkpL5hwqAPinn0VpjCAIpJC4QwhQn7R2Vd7DNYins44PiM6TrmaKPRNoZqe00b/9r21+TZrc+qnxaYlDNJvjvnu0GLpBjQdqPthUCFKCl/54F2G0buBakF2i5jG2NJACGtKKMoaLEUQkjfBqwJISTWnl0DCYWqAQSd4F21uzRaCp1VCDfWG49UP7yHzmKwCnjofCI6CSKV2ETFoUDCD1IF4GmBjjc4e+rZctrE00IKRWa0GseBjm4ofyx0whFxhVFZq6CFjjC8s+BvgVS/UGmGhBBChhcQRyDGYHAEApQ1YgptCNZhjohcCCcQpODrFI7g408AskZjaRXb9mbpcHV4Kv/1tHJfMIEK3wEQaRzufhFV/fCmh+XTyk91GT5Rp048Vc6aclZYwhkit2wum/pNBRLbcIwYXEK7jagpI/LhuxFBNjpjtF5jQkhkwbNgSt4UXlZCSMw+wwYKClUDBDyeEEmFND2MblpHKdEph2k6RjERZWUVsHxBZx3bwesJHctA27Z3OmXVpjXy1p41uowO/eWzL5cjRh8R8ljRsUYnNi81T481lD8Wjh8jshCpfM8LYhrEKXhSBUsbJIQQMvRB22IVnyBOIfUMcywjfQ/bIPoIbQ9S+TDQEW+P73UkLvZnfKzQZiGtHt8H0QqDMOGamYcCxw+BCsVR0I66xKVtdLj77uh0yZqt78irO5+QNmeLrkP7ibZ7cu7kkJ83RU8g6OWl5QWMylYvyeYqjcyCIGXabQhrAMIVB5UI6R8wABxsMJoQQogbClX9jPFmQogvOoHwgLCOqnoq+zVXqhF6sMgldLLLmspU9ApU2a/TKfLvj+NlzfaHpM72H11nd2VIUecN0lIzVjpHNYrDHvhY4aOB0dtg6QJWfyx0xCFQYfKtWIjOOtaPyRgTNG2QEELI0AFCCCKkVHjqdAtPmEOQauto87yHOcQiiFBoFyHooK3oiyhljZoyaX1IGWzpdKcPQrhJciSp+NWbiCx/YL9o8yAS4bvQhuI8wq8sKPLy5gb5567HpNG20bM+y3WKnJx/vkzIdobcR7hFT3BvMGCG84dIZXwqcdy4VhhUQrtNCCGEEDKYUKjqR9BxhAgFE1SNOurygDBA6NlXv0/nofw10AlGCh06woEq+6Gzu+o/dnmv+i5pdXyi6+KchZLfdqu4XKPkzY9tsqcqXpYcXdNNrMKx4jgweo2R1GCeV8YfC9uiGhD8q3wrFmK0vCizSEUqelwQQsjQAW0A/KMgQEFsss4RuQQxCql0KlA529RzEYMaRpDC3EQxRcKoG8dj9bIyButGFENbpZFTKekRMwbXyoAd7iqD+D6IcIhk6kmKH2jr6JAVb/xHvmx+Wly2Nl3ncOVIbtu1kuw8TNZttUl5TYvfdrunRU8gUplBMVT4MxHZiC5DGmBRepH6UtE8nRBCCCGDDYWqfgIdx69q3ZX90EE31XRMBxedRfhRoYMbrLIf0Mp+TRU64hlsFPilD+vk7ZpfS4djry4nds6QEW03ikMyPNt8vjdJ1m1LlWOnN3br5GIEGMeC7wiE6eiigwuRCqkFvhULMZpcnFGsQlWkRqwJIYQMnAjlb4LwZHykur3nbNc2ACINnvuYIhUhFchk3VQARDtqPa44W5wOkETCb8rfd6MthkAFcQqRWwlxCSr+9LS9+7zqc3ngvSekpv0r9ZsEqR0nS3b75eKQ9KDttm/Rk6zkLI2CDhS9bNpuCGmImMK1AbinaLfRnhdnFUf8ehFCCCGE9AaqCP0AOo6lde7KfhjJtVbowY8ArezXsF872RCGgkUuwUeirKFSdpY7xCGjpD5RZExeW7eR1W0Vn8ma0vul016vyykdx0le+3ViE99Op0vWl6TIUVPdKYCmbDY62Uj3C+WPBdEM2xakF3gJWqZiIdIOUNkPHWGOyhJCyOCDtgTPaBTVwBxiC17rvGsZk6mkZ963bovXGHRB1BAEGQyuQIBC6pgRpvqjmiuO3XhZ4fggDGFCpJaJ3IIwpQbrCZHxmgpUHRDClHpctTepMJdgT5b6hgJpaXdIcoLLb9vsD7Sjz257VtaVrvOsi3eOkZz2qyTJebC/I/Bqtw0mpRH9CHhKBrIOsA4woW02bbdptzHgNDZzbFDrAUIIIYSQgYRCVYRBxxGV/VDBL1BlP3QMEXVkjUbyBR3IfQ3l8s8PRTbvGCtNrQduVWpSp8yd0CRHT3N3Wt/56h15eNMj0mnr0Pcz2y+QzI6L9Tu6Y5PGFoeUViRIQY7b8BVlqJG+F6yTik46ylibyn6+54VzwvkibQD7IoQQEnnRxohOOnd1eolQvoKU8YLSdfiMdL1vtrEIUEAFKJtDRSgTEQUhyiz3NzgW42tloqVMKqEKU51t0Gz0uDD1R8SUFbRtEKd0anNHT+FaQKD68ItC2VCSIo2tjoBtsy8Q2/755T/lpZKX3OcCXPGS1XGBZHSc42dgqXu7PS6/Te+z8ZMcmTJSPakCXQerSAWTdDNwhn3sb9yvohUiqYINUhFCCCGEDDQUqiII0ucgUiGMHh1Hq/CDDioirOAzZaoMBQIdWIhUq95MkZ1l2M79I8LQ2GKXNz9Ol92VcZI6cpX87bMX3G+4HJLbfo2kdZ4U8lirm1olI71JR2IhLIXyx8IIsqns53teMItHysGYzDFB0wYJIWQ4gUgc/GcEJiyb1551lvd9hSjzGlFNEGrM5yEw4bVnDuFJDrw2whOiWiE86dzunkNwgqhhBCnM+yMSKtR18TVbN/5SxtcKc5yHCmb2BEmOS9Zo3v6O1MX1Q3sHgQwV/CBO4fqj3XO3bw556q0sKdmbFLBt9vWCxD17b/d78szWZ9QLyjAhc4407/+exLsKwzq25jabJ1VfTdOTc4P6Sfqm+xmRSou8NJbrerbbhBBCCIlGKFRFCHT6UNkPnVBf4QcjsTBVR6WdjIQM7WAGAh117OvVDx1dIhXw/RFhE5e0yzuVv5fG2td0TaIjRTKbbpRk56ywjjchrl2PM1hlP5OigB9DGImFGbxvxUJ0mLEeaQOs7EcIiVaxqDdzIyQFWmcVmsw2Jo1OhSantxBl/ZxVuPLsQ7yFJoCoGTyjMTeCk3kNEQdzMxlRaqCFp0BYva2M2TqEKYhAZh2M1ttd7WJz2TxG6xCl0FYGa5siCa65VgjsaJKG1gZPFBeOBxFl1vb83x+ndolU/ttmq6fUMdMa5MP9H8oLn76gdgAGRB6fP+N8ba8f35cT9nE6HK1S01yj0csYZAo24GWq+0Hcs6b7AQwuwcMLx4H9EEIIIYREGxSqIgDS+UprS3UUdlTaKK/ONYScvQ173ZX9koJX9oOghRS66uY62bJzatdorZ/y0tIg5Ql3Sqtjsy7nJufJNYdfK0+tPVgaW/1/5gAuSUnslNnFGTIiNSekPxY66qPTRquo5VuxECPN6OhiRJbeFoSQSFLZVKnigfup5RZ4/L2GGIT/9LnV9doIQUbv8StEdb3pT6Ayz0Drtp5tLFFSAKKR2RdeQyRSsSjIa2uEk5nM+mgSmkKBa+FrqG48ruCd1N7hfg0fKSNI4VIZQUo9ruLcHlcDfc4QciBIYYI4Bf8r/HvDsWjUc0J6t2NCZV2k+wVqmw0uccobJZ/Jm5WPyI6a7Z71SFU8e+rZcvSYo/U+dzrbJDWxUxpb7WG12zkZ1SH9qADuAdpvGKxjkMkYpwMMhOG6M02fEEIIIdEMhao+opXuGis0RQAm4tYKeOgoQsTCewjRD+bxYa3sV9+QL00W3wsr7bZ9UpZwq3TYv9LlBOdkuXTaNVKUmSxzJzZp2kFwbHL0lE7JTw3uj4V0gdT4VK0EhI6xb8VCzBFFxcp+hJBIg+cLBH4UnQglYBgRyHjyhXpt9mf9nEdE6nrPKi75m8eSmNQXjJcVhA9jvm4M2NXgvLPV25y90y1K4f6pr5XNbbKOoiJoTwYjzdCKMWWHOKVG5B0teg44Lgg/8GsMlloIjyirJ5UvECxb7JukNu5JabVtEalxr0eE2CkTTpGTxp/kJTAhNTDcdnv2+FoZnVkgOUk5QSPNcI6I7Ib9gK+fJPoYOD+IVBhUGw7/hgkhhBASm1CoihCIlDKdPoy0Y9QSRqXoCMOAPFDH0gha6EBiW3hIlFX5vy2ttk+lLPHn4rTV6nJK51GS2/b/xOFqxrtq4ApvDKQddB/xdS9PG90pZ89NCdhB1U5uc7WmCUCk8lexED86RmeO1pFaVvYjhPQLLtH0JBZniPBl7fK2spqu+6vwB0EHopPXdtjG1XEgJdFivI52YbCiowKh59HZqueCtD6tFghj9s42iXO4I6eQsh5uOwaPKH+4pFOaHOukLu6v0mb/wrM+3p4kp0w4SU4ef3LA1Phw2u0JBc1y1pwUyUoOLmjh/Ora6rTPUZhRqGmL1ghF7G5M1hhtu6PlHhFCCCGE+INCVYRBR39f/T4payrTHwToMIaKXIJIBREIo7nYFmWufWm0vyWVCSvEZXNXCspoP0eyOr6JsX1JTmjyjM7CwBXeGChljSpBhtREp3xtmkvOmJMoDrv/44FQhlRFfyOxOK+yhjLJSMrQyDH8eGRHlxBCBl90ClQN0LcKIEzKdRunextrpUDMVYRyHfDFghClPlh2u8THuQ3Yo0mI8nc9jDCFOaKmTOQX3sOAEsRPeDv15hx822antEij4w2pi3tWOux7PettriRJ7zhNvj1vgcwYHThFL1S7jXS/+ZNa5czDkiU5PrBtgLXoycjUkSpE4TytIhXOH9X9rJHfhBBCCCHRCoWqCIIOMUzTTdRRelLg0U+kUsDQFB1IdPytRqdj8g74VqBbXBf3nNTEPYzer4jLLjnt35P0ztN0tBXlsLG9tdN77PRGOWpqo3y+t1PqW50yIjVVDhuXJcnxBzquvqBD39DeICPSRkhhWqGX4Ts6/VrJMDlXU/0gqBFCCOk9XpX/rAbrfqoAmm2swhLaEPXj6hKddB9d/lxqyG6qAqIV6dJXIDgZ03VjvA6/KHtc9BmxhwPO1aTzYQ6hxghTuD44N4hT8GgKlnofLqZtrmkrkwbHi9IQ96o4bQ2e9+2uDEnvOEPSOxZJRlKqTB1VHtZ+fdvtupZOyUlNlEOKUiUnOTPoPcF9rm2tDVj0BG03hEeKVIQQQgiJJShURQiE3Ne31qv4BBNWa8h9oMp+SPmDIOS7rfGtWPtxilTF3y8NcS/repsrWUa0/VSSnYd1bWmTwyc2eUpgWzuuje31UpDrlIOTYbyaE7STjigqREyZTq5vxUL4XSANsDijOGiVIUIIiVUCVf8z7/mrAOhb8c/fdlahyfg7QVAyxuy+Vf+8qgEaAQvbi0sr42FuNV33CEyIr0Xkk90tPFmN2ocKWjXQ2aZzTedrb1IDd4hT8MdCFBjaL/hhxScdEGsiAe7D1opPpDbtTdnTuMk9cNSFwzlCMjrOkbTOk8Uu7giqwyfWd2ubQ51bXWudFObFy4ykbE27D1WkBP+WqlqqdGAMUdDWKr74t4P+CHzCUPCE6X6EEEIIiSUoVEUACFR76vfoj4asxCyvkHtfGtsbVaRCiWmIPoG2nTOxQv6x64/S0LFJlx3OPMlvWyYJroM8vhWTRrXoCKxvZxrCE4QpiEvBjFfVH6ulSn/owM8CKQO+FQtxvEXpRToay8p+hJCBFv/xI1yfVz7ikXmG+XvP3/puYhIijqRTXE53JJL5nIlAClYp0FT8s4pU5jMeoQrCEvyGutZbTdi9TNkt6zGHsGBe+74/nNAqghCmOttUnGptb5VWZ6tnHa4z2jkIcxCm4hL7JyURA0pvf/W2vFX6lkZLK11fk9h5iEZPpTjni027U+5/H/7a5kDgPEyKIiK/IFBhHkpgNKbpGBhDW4+IZ2vRE43sjkukcTohhBBCYhIKVX3EdAjRmZ2UM8kr5N4XjJZihBM/vjKTMgNui33d8949UtnhruyX5Bovua3LJE5ydTk1yamRVOgIW0dsMbqK6oGI0ILPVHZSdkh/LGyLTi5GYq3bIiURqQRa2S+jKOh5EUJIpJ+rexr2aCo10pqswpNFp/KISJ7XFoHIRCCpqNDlUY1tvaoE6v+6v7ZWBjSCgYpH4haMjJgUrDLgcBOWegvuCaKidOp0z40ohSgpLEO0wjVFtBTaIgyaRCKVLxCI1tq0b5OKU1srtnqJoxBO542eL1nORVJSOkUanRYvyABtc7DoanhLoSqgDiwl53hFNAcCkWTGNB2fg7BlbdvRJ4F5O9puDEDx3yIhhBBCYg0KVREAI6KmAx2oI46RT4g/Da3NUt8wUso74tSYFZ4X1g7tzpqdcu/6e1VwAjNHzpRvz/6ulNfYpLmt2u9nADr4+EGHKC2ITtaOqy/YFpFUmYmZns6x9VwQ8YXzQboASlgHK4VNCCH9AbyXWjpbtJKc9Ye2r5DkWU+BKCYEKYhOJloKE8QamLjjtXnPeGdBjNJoKR8D906nyI6yBK3CF6hN7CkQeD6t/FTW71kvG/ZskOYOVNM9AEzIjy0+Vo4ac5QnXb9zVrmUVvT8OHCu9W31ep6IhEIUlbV4SUg/KmenjEodJQXpBV6RztgvRCoMhI3JGCMjUkf05lIQQgghhAw6FKr6GfWQaK6SfQ3lsv6zbNmyo1gaW60jsJ0yd0KTlqjeUv6h/OH9P6gRLFgwboFccPAF2plNzT9gmO5v9BejsoigykvN0459IExlv5yUHBWhrJ5TprIf1o3OGM2RWELIoIK0rmCp1CS68PhwuToPCFIQpzo7tO2xrkfbCDAQoil8jnj1bAwWKQWB6q2tqbIB1fECtKM9EaxwDJ9VfiYb9m6Q9/e+r+2olbT4NJlXNE+OHnO0Cj++kUn4rnFB2mZ/34eiJTh/pOyhzcagUjiDQfiM8bWElyREKOu1shY9wSATxC9CCCGEkFiFQlU/go5lRWOF7G+okBc3jJEd+yEgeZe3bmyxy5sfp8s7e1+Vz5sf9qStnD/jfDlp/ElhpQBg5BedU3RcQ/ljwQvDX2U/+F1gJFYr+2UUaeogIYQQYjCVBCG4IApK513ClHpHdbR51htRCq+10mCXIIUJ6XO+UVKhgEj11FtZUrI3KWA7uqcqXpYcXRNUrIKgs61ym3y470P5YN8HGtlkBZ6NB+cfrJFTM/NnRiTtHZHKaKvx3SkJKZKfkq9RT+Gk+QF8FpYBWclZkp+a3y2tn0VPCCGEEDLUoFDVB9o7nbJ+e6Vs3mmTJmeSHJTlEofd3XlEhxQpdJUtlbLpy1FdIhXw7pjDxrc6/o9S3/w3XUbH9TtzviOHFhwa8vvRccWPAHR681LyQvpj4YcERmJRHcjaQUYnGCO18LLASGywtEFCCBms5yrpPyCmGIEJE1IvjSilQhQ8pDra1YAe7xmBymxrxCgIPZgn2hM1ujdSqeOIpHKLVMD334N7+fO9SbJuW6ocO93byBxp95vLNsvm/ZtlW8U2PRcrOOZpI6bJ4YWHy+yRs9XfKVLCnhlMUh+q1JEqUFkHiULdE9gAYD9I00f77ftZvI/CAyx6QgghhJChBIWqXv6Qun/tF/LY2zukogFh/xCICuSlDZ1y/HS7fG16i1Q1l2sHMjkuTT78MvOAm68Fp7RIRcKvpdnxrvtmuLLlh/Ovkgk548LyqcAPA+MxFayyH/yxMPoKgQrbW9MFIHZhRBn+G8WZxWF3oAkhZCCfqwtn2ShY9QBT3VCFJJfTa4L4ZN7Dawg3RpDyfd9UOESkrxGijIdUki1J14WqUNdXEE2FdD9/7ajPWcv6khSZO6lKvqwuka2VW2VL2Rb5qs5dmMQK2sGpuVNlbuFcmV0wOyyPqN4IVPCQQrQzKgLD2yrcKDKTpo/jwucxGGVt5/EdKM4Cg38UPUG6PoueEEIIIWSoQKGqFz+mvvvYBnnj0/Ju3eW6ZpG/ve+ULbs75KQ51ZKTnCm7K1O9vDQMHVIl5Yk/lzZ7iS7HO4slv+1WcXTglgT2vMCPhurmahWUkJ6Xk5QTtLIfIqWS4pN0JBedXesPCryHHyjw3kAkVbhpCIQQMtDP1e1lNrnyZPuwiq4yYhNSwo3IZNZ5lsWdjucRprrS8TA5pfv21sla2dBMEEMgeBhBCtNgV42DYbm/dtTgknZptX8qLfbNss+5Wb7/ylZxutweWFZQQAQFSpDShwgqqxF5JDApfhCZjECF70RkWbjXEPswEdAQpzC4ZPWSBHgPEdtpiWlSmF6okVb9LRYSQgghhAwkMStUvf7667Jq1SpZt26dlJaWSlZWlsydO1duueUWOeyww/rtezHijx9T0s0l4wBf7kuRbTuL5bgZTVoNyJc22w4pS1gunXb3fpI6D5URbT8Vu6RqZb9A4IeHjrAmpmlZaqQQBNu2srlSDVsRSWWt7GdGYlFiXUdi00ezsh8hZNAI57n6UalLXv7QJYsOjU6hCs9V/a9rboQgIy6Z96zCk9d6i6jkSblzdrrft27f5ROFC6WCU9fnMEHlM1URreITJvWE6hKlBiIKKpL4tqNOaVBhqtW+TVrtn+jcZXMXIbH+I8L5js0aq8IUBCpEDffHeeM+GQ8qDCL1RqDyRFG11urnID75S+k3qfroAxRlFnm17YQQQgghQ4WYFaruv/9+qayslO9///syffp0KS8vlxUrVsj8+fPllVdekQULFvTLqD/SUmxBfky5ccn7X6TKMdOatGS1lWb7RilP+KW4bE26nNbxdclpXyq2rlvhu70BHWBjpjoiZURQDw1sW9Nao4arEKmsnlPoUO9v3K/pBBCo0Bke7NFyQsjwJfznqsjaT5yeFECryGOwCkWedZZlz2ewrP878Hnfz/oKT+YzRmhSwahLSLJGKEE48nzej0Cl+zDikvkPx2DJajOCEp7NKjqJ+7WX6NS1bN12KILr1tDxlTQ4NkqrfatO7bZdIjb//1oQnTx71BQ5oniyTM6ZHDG/KX8gsgnCESKTIS5lp2Vr9FNPUvwA/h1BoMK/A7TvELp8vSJNGj8Kn8CPCql+/XluhBBCCCGDScwKVffdd5/k5+d7rVu4cKFMnDhR7rzzzn4RqjbsqO7yTgmFTRpbHJquMCavTVITO6Wx1S71jn9KVfx9Ijb3D5ms9m9IRse5+kMDv1JSk5y6vS8wSkVnGKl+6MAGS1fQ6kBt9drZhUiFDrMBHVykC0DAwkgsRmsJIWQwCf+56k4D/L+SfVI8osWzziMimWWL8NT1Iqgg5XnfKl75LJvtrHmJJnIJmCgdFZbMf+a17UAUk7/11v0MdxAJvLdhr+yq3SU7a3bKztqdUlpXqm2XBMhMhzCV6JwqSc5ZktR5iGQkZcoVc8uDVv7rC/i309rZqm0tgFiUn5Cvgz+98XhExb6G9gaNfkabjAgp3ygqTfVrKldD9nFZ4zTdz+o1SQghhBAy1IjZno6vSAXS0tI0ugqpgP1BbXN4P6as6QroLB82oUFe+Ow5qYv/q/sNV7zktf8/Se081rK1TQ6f2NStc40oKnTeIVBBfApmlopt0YEuSC2QwoxCL88piF1IBUSFQPhRBUsbJISQgaKnz9XqplbJbXdXdVORvyvdzbPcJRj5LlsFom7v+XzOIzxRROo3sQfFRvbU75Hd9btlT8MeNTzHhPYuEDZXkiQ6J0uic5pOCc6p4hBvE/TDJ9b3i0iF40JqHia0rUjtQ/QUBKre+DtCfMM1wGdHpY3SgSh/hu4NbQ26HVL90K7nJudS2CSEEELIkCdmhSp/1NbWysaNG0NGU5WVlWmqoJWSErepeTAyk3vWGUUaHzqjn7T8XuriN+g6uytD8ttu1k62dZh+0qgWOWpqY8DKfuicBqvspyWsxaUd3oL0Aq/RVnR061rqdBQWHh3WKCtCCIkEA/VczUtLkaykIdV0DVmQ0lbRXKGRvPsa9qkwpVPDHk9EUiAS7Aka+QsfRbRbY9LHyrqPZsgX+1L9VP/z345GMnoK7WtKXIo7LS8hQ9vRQG1yqGuC1HzsG9FTEKiykrK6eWdhOwwuARQ8Qaof225CCCGEDBeGVG//qquuksbGRrnxxhuDbrdy5UpZvnx5j/c/d1y25KUlSGVDW0iPKqTxZaVXyoq3fydfVH+hazPiCyW/7RZpdxZ5tsR2iKRC59qMAsOTA8JToiNRUwGyk7MDGsBiW3RmsS38pnwr+6FCoHpaZBZpZzcxLrHH500IIaEYqOeqv/RoMniYwh0Qo8oay9QDEROWK5oq3MbvIYC/EwZSjCiFOdozXyFozDH1sm6bU9aXpGh6fbB2tC+gzWzuaJa2jjZtM+EXhdQ8pPn1tlIg2mpEPbd0tqjQBYEKbbu/aCykA6IPgMhnXAdU7e2NKEYIIYQQEqsMGaHq5ptvlieeeELuvffekFX/li5dKkuWLOk28r948eKgn4t32OWyI8fJb1/9LMTR2GRycYncte6X6isBJudOlqVzl0pyXJyUVlRpWiAirvCjy9qxNpX90CGGSIWR1nAq+5moK5O6gtFa/EhA6go6/hiNpacFIaS/GIjnqr/0aNK/IJoI7UxlU6VWm9PXzV2vmyqlrrXOyyMsGPBYgiCFQh7WOYSgcHy6cO+Pnd6oghQ8IAO1o70BPlBI60MEFdpK+E2hTYWI1tvoKdMWI6q5qaNJ91WUUqQilT8/KxNFhc/AY9JcG0IIIYSQ4caQEKowin/77bfLHXfcIVdffXVY/lb+PK7C4crjJ8im0hp5fVuZnypV7vSDvBHvyz/33eVJbTiy6Ei5bOZlHn+pcfltAUdx0emH9wUio/z5VVi3xYgrhCyk+1k9p9DZxcg2OtcQqDAiG0ulyAkhsUd/P1cjndY1nIEQgoghtCFIMdd5S62+xhypaWYZ4k1PQMoe2i9EAeWn5bvnKfk6mIK2LRLG8RClArWjvRanbHGSFJ8kGUkZkhbvNkbvjfeU9Ro3tjdqdBT2FcyHyupFhTYd1wzXi4NLhBBCCBmuxA0FkerWW2/V6YYbbuj378Po/wOXHia/X/uFPPb2TilvaPVKP8gZ+Yq8Xf6AJ93hzMlnyhmTzwjZOUdnGR1VeFbkp+YHTS+AMXptW63bXDW90KtENTreEKnQ2S3KKNIfDIQQEs2Eeq5GMq1rKILoWogiDa0NWvUVbYl18l2HAZF2Z3uvvsthc7i9lZJzPR5LmKPYBwQWtD3RWsUQ4hEGeZB+h7YSQhDaWohTiHZCxFdf0+OtAhWELwhOuD6BosZwPIhOw3UtSi/SSCqYtBNCCCGEDGdiWqi67bbbVKC66aabZNmyZQP6o+qaEyfJ946fIO99WSGrP3xBqtv2SJ28L3//fI1ug07nN2d9U44cc2TI/eGHAzqrprJfsFFc9bjoaHFX9ksv9OpUYz3S/bAPVPYLljZICCHRhL/nak37XvnapNFDWqCyiicYhECkE6Jxg71GGpl1XShj8p5EQyE6F5FPOk/KlOykbBWldErJVcElliJ0IeLh+rZ2tOoAEtpXiFO5SbkqJCHyuC+RU1YPKohTuDcQvIxABdHJ3/UyXpS4j7i22B7p/vSiIoQQQgiJYaFqxYoVcsstt8jChQtl0aJF8s4773i9P3/+/AH5YTV/fK68vb9WXv/wSdlasVXXo+MLP6qpeVND/kDByDZAFBUEpmCV/ZCGgY42RlyRzmdSCY3YhVQNpBfAk8oaZUUIIbGCea6uL2+UnXXV4rCPHrRjgZgAoQPRN4hAMnMIH5h3dHZ4LcN8G4ITRBGkkwWaY1BBxamuebgeT70BhTbgY4iUMzNBPMFAhkeQSszUZQgs0RoN1ZN7psJUZ6veL4hEuAYQ2FISUiTJkaRClbX97AtItUfEGu4t9o82GNcymO+WSfPDfTko6yCt1Ntbk3ZCCCGEkKFIzApVa9a4I5defvllnfwJOwMBQvZ/v/H3nsp+EJuuPeJaFZOCYa3sZ1InglX2w/egY43UAF9BC/vBDx5EUbGyHyEk1tm0b5PsrN0puxt2a3oWxCKI9Dp3duprnXe99ve+WddtO8trFaEsApTvHO9HCxCR4HWEgRC8ts4hPFmFKBWjUKUuPjVigky0C1O4Z5jD5AyRYRB+cpJydI4J0ceRjASDMNXQ3qD/RnCtTYVeXPNAAhWip6pbqvX40Jarb5fFX5IQQgghhMS4ULV27drBPgTZXr1dTn3iVI9INT57vFxz+DUh/SV8K/sFM5g1VYDQ+TWpAdbKfqZCUHFGsRRlFtF8lRAS8xz36HHq8xPLxNvjdSACAolnbn3t8H4NMcVLjMI8zj3He7GUbjcQqXwQplRItHVd6zh31BTS+RA1heVIm5FDFIPYhIgo7BuCYFayO3oK9ywQON7q5mp9jRR/mMtjcIppfoQQQgghQ0yoigYgNOkIrohMypkkP5j/g5BeF+hcI4UPHVtERgUTtUznVqsApY3U0Vprhxmm6fiBA4EKEVz8IUMIGQpoFFDvvL4ViAjwCYQQgLkuW193vQeBA9+FeZwjTiNdrMuY45mu25ltLMvYFvvDOmPMjdd4LlOE6DueqLeuCDen06nXGdcdAp4xP8f11vvST9FjaIvhP4U5vndE2gjJSszS9jtYm2+q82LACV5fEKkw2DTUo9wIIYQQQvoKhao+AF+pNReskR/+84fqRxVKpDKV/dBhxWfR4Q22LQQtpAVChLKWtDaV/ZAyMDp9tO4r1n1FCCHE8Pjix+Vv2/4mFS0VMjF7oltksjskzhbX/XWX6GQEKAj2fB7GFogKNqKUScfEYAzupREEMTAEYQqvjTDVn2IgxCU1r+9o1n9X+H4MGGGQCa+DDQxBoELUNM4DgpYRqPpaUZAQQgghZLhAoaqPQKBaOGGh7KzbGXQ7jMbC3DUvOU/y0/KDilrYFmkvEKBQ2c9qsgpfjPKmct0PPKmsUVaEEDIUOHXiqVJSWaLP1Sl5Uwb7cEgEBSmrP5jxDIOZPIRHjWLrEqVMdJo16q2/BUhN7eto1vQ+HCfS+SAyIT0fg0WhhCYTQYXzgkCVl5qnAhWN0gkhhBBCegaFqgHomKMiEDrA8KVAxzWYb4ZJE4BAhdFbq6AFAQtGrFg/NnOsV5QVIYQQEg1YDe+tRvfApF9ClDIeXb6C1ECmxqFtRgQzxKl2V7tGbZmqfRDMgpmjG/BZREADiFoQp+BBFSxqmhAyMLz++uuyatUqWbdunZSWlkpWVpbMnTtXK4cfdthhvA2EEBKlUKjq5w4wwv/RKYe4lJucGzBdAIIWKvuh8z46w53OZ01rwH6QhoBKQcVZxRyhJYQQMmhtG0QonZvKil1ztGV2u92Tmql+Uja3l5Tx9LL6ew2GtyKOs6XTLU51uDpUnILfFNLpIUwhkipUWiHOE6n89a312m6jwqCp4MsUP0Kih/vvv18qKyvl+9//vkyfPl3Ky8tlxYoVMn/+fHnllVdkwYIFg32IhBBC/EChqh87woiOSklIUYEKvlShKvuhcwxBCybr1sp+ELDwI6A4s1iKMopoxEoIIaRfgPjkK0RZl9U7ym73+IGpmXxcgjjE4a6054hzp/HZvafB9g1DWh5S5xE9hVRDpONBmDIV+zCFUyUQHpGIksbAEUStgvQCbeMRhUWTdEKij/vuu0/y8/O91i1cuFAmTpwod955J4UqQgiJUihU9QOmsh9GaJHuF6yyH7ataqnSdAGIVBiNNeAHQXljuaZFwI8K6YCs7EcIIaQnGIHJeESZZd/JRENBdDJilEZF2bqqG9rd1Q2t5vXW14MtRlmBsAZfSIhTEKlMVcbc1FxJi0/zmLOHY8iO6wJhChFUuH4Qt0amjlRxCmIX22VCohdfkQqkpaVpdBVSAQkhhEQnFKoiDDrFprIfTFgxShu0sl+Lu7JfQVqBl6AFP4+yhjJdh1RAdIqj6UcAIYSQgcWISR5hSVze6+TAa8zxH0DbYRe38KSvuyKh8BqilKbjOeJVtMF7RoDynUczOGcIUmhX0Q7j3BDhhajmEfEjPMIUxKpw21LsD+05RCp8Fu16TkqOClTB2nZCSHRTW1srGzduZDQVIYREMRSqIogpZY00AIhUwXwqUNUP5ugj0kZIYVqhl+kqOsdljWW6H0RSWaOsCCGExAZGLAo0twpKKjB1CU2+26neZDsgOBmxySbuuYpLXSKTClImysmsM9sgXc+StmfmsTgIYiKmTEofro+aszsSVUgywhTa1nBS+qyDRGibIVDhc9gPIqOzkt0G6z3ZFyEkOrnqqquksbFRbrzxxpDblpWVqa+VlZKSkn48OkIIIYA9rgiBznJbR5u7sl9KXlCvCkRRoTOMKKpR6aO8KvtB7Kpudlf2K84oDpo2SAghJDAQenTeFVlkjTKyvuf7OtD25j/3/7wFJev3eIQl/NclAhmBybNsEZrMevOfSb/TaCa7o5tAZSaNiDJiU9e+oj3yqTfg+rY7292iVGertp+4HvDGQoSUiXCCKIVla5saruiFthcDSBAP4T2FthkRVBCnWL2PkOhg7dq1csIJJ4S17QcffCCzZ8/utv7mm2+WJ554Qu69996wqv6tXLlSli9f3qvjJYQQ0nsoVEUIdI6Nx1SgHwpqjN5SpT8mCjMKtbKfdXS2rrVOR3FHp4/WSCp2jgkhwxkIEygmYTCCkJcoZAFijW5jO7Bsfa3LlvWedRZRybNNlyjkKzgdkJNsYrO7U+d0jrQ6OfAZCClmbvbrK0oZgck3QioWI5wiLUrBv1EHgDrb9DqiUiAEqPSEdBWl0OZiQuRyT4UpALEL4hQmCFWInMIgE0QvfEdaQtqwvg+ERCNTpkyRBx98MKxti4uLu62D4HT77bfLHXfcIVdffXVY+1m6dKksWbKkW0TV4sWLwzxqQgghvYFCVR9BRxYeGOjgYgpW2Q8/uJLik9RvCqmBVgNWvIfOOaKoijKLetXxJoSQoQCeoxDqEdGCSdd1CUOe/3xEJavg5E+M8hKagnw20LbWzwx3MSlSQCzCpKKUs03nuMQwbUdUslbNjcv1RElBlEJqX2+jxpAiaMQp3EMIXkacgjCFicbohEQvo0aNkiuuuKJXn4VIdeutt+p0ww039MiM3Z8hOyGEkP6FQlUEGJEyQkWmQD9cTGW/jIQMLWVt9ZzC6DH8qDBaPC5znFb2G4qpG4QQ0hMQcdrh6tDoUhK7oI0zgpSKUs52nWO9VhR0xGv7lxGfoZ5SEKSMKIV5XzyhMEAE38jm9mZNGcR3Ia2vMKlQq/XhNSKpKE4RMrS57bbbVKC66aabZNmyZYN9OIQQQsKAQlU/gxHcmtYajQqA5wX8Lqyd6P2N+3UUF+l+8KziKD0hhJBYFKM6XZ06MIO5WUaKZrwtXuIccSpIQYAyKXsmnQ8TRKS+Ckbwl0LVPzMBiF9I5StMLNS21piss60lZHiwYsUKueWWW2ThwoWyaNEieeedd7zenz9//qAdGyGEkMBQqOpHkF5Q31avEVcQqazlrOG7Ud5YrgIWUv2QfkAIIYREGxhUgegEIUgFKGenRrthbjzB4mxxKkZhbiKhkOoOMQoilIpR9nhPNcJIYBWmMCiEZSOC5STlaDEStLsQp1itj5DhyZo1a3T+8ssv6+SL1fuQEEJI9EChqp+ob63XVINRaaO6VfZDGkJlc6V6VRVlFGkKAiGEEDKQQNiB2KRzV6eXIGXmmqKHyoJ2u1tksjm0PUtxpHiiobAekxGiIEz1hzBkzNWNMAWMMIVBH0RMQZjChHWEEIJKgYQQQmIPClURBp366pZqfQ2RCp5U1g47qvrVtdSpF1VxZrFXlBUhhBDSW4zohHQ7j9jkPCA6mcnV9R8qEhoRCnNMJgUP0VEwLjciFN7zvIa3lD2+X9PnkEKIwR4jTmHZeFfBWwoeZpjDdB+pfBSmCCGEEEKGDhSqIgh+ACBSCiO8ASv7dbarOTAmVvYjhBBiBjmsIhOW8Z/6POF11/s64T/LNvo/m0sc4tA2B8KTzm12t6hkc4tPRogygpN5X0Uqu8NLkBooDyecgwpRzvZuopQKU45EyUzM1GgptK2YIE4xlY8QQgghZOhCoSpC4EdDeVO5mrbCFB2V/UxHHx1xvIcfAGOzxqpxOiv7EUJI7GBEoUBzYBWPzNx3HUQmIzzB20n3LS6xiU0jnHRwwyYeoQkT3jOCE9oVqwClQpPd4dnGCFLW12b7waxuZ/ytrGIUloHxsEpyJElWUpZGSnlM1x3u6n80PyeEEEIIGT5QqIoQ6HCjg410P6vnFFIxyhrLNMVvdMZofZ8dbkIICe+5ClEDWAUh32VPVFGXGOTZxkdI8v2MV0SSZVmf0dgMQlJXtBKEIBWTuoQjgO10ku5zMxih21ve08glmzuayUuM6hKgzP6NuGRe+9s+2sD1Q2QU7psRoswyzgOClKn0pxX4ugQpiFFmjm0IIYQQQsjwhkJVBMCPhtyUXBmTMUarCxnwAwsilVb2yyjSVEBCCCGhgbABnyT4+hlRxog91m18l31FHKt45P7fgc8ggslmPxDJ5CsqdROlfPZvFZUCrbMKTdEoLvVUiILopJX/XJ0eMcosm3uGSC8ITsbUHB5SJpXPOsX69SCEEEIIIf0Dhao+go42qvqlt6d7iVSoSlTRVCEjUkaoHxWirQghhIT/XI2Pi1eB31csCiRW+UY2+W4T6H3ijv61Vv5T8cnZNe8yY1chymqobsQoR6IkxSdptJQ1aqq/qv8RQgghhJChDXuQEQAd9TanOz0FIAKgtqVW0/xQ2c8qYBFCCAkNnpvtrnaK/H2IfjICkxGfjE+U7zpgqv8hLdEYq0OAwmt4RanwZHcLT0aMMq8H0/uKEEIIIYQMPShURZialhqNprouQ+UAABqkSURBVNLKfhljWDKbEEJIr/Cq9OdnMkKTZ9nZ6fHg8jVXx9wjPsFs3eFwe0J1CU4mSsq8tk6EEEIIIWTwae90yoYd1VLb3CaZyQkyd1y2xDuG5oAhe6ARpLyxXOfFGcVSlFnEDj4hhAwzUclU+gOm4p9ZbxWezHbWbcx6QyAjdWO0HidxB0QoR5wk2BM8VQBN5T/r3IhRZh0hhBBCCIkNger+tV/IY2/vkIqGA5lcI9IS5dIjx8qVx08YcoIVhaoI0djWKNnJ2TI6fbR6qzAVghBC+gdT2S9oVT8/2/jb1t97RjyyVhE0wpJv9UGDl4G6MVHvMmk366wik9XA3aTcGSHJnyjled0lTPlGS9FzixBCCCFkaIpU331sg7zxaXmXa+sBKhpa5bevfiabSmvkgUsPG1JiVcwKVQ0NDXLTTTfJU089JVVVVTJ16lT56U9/KhdccMHAH4xN1PBXK/uljOAPBkIIiQAt7S3yVd1XlketTUWiQAbq5nncZZce0IS9W2U/axVAH9N1/E8jlmxxKijhP4hEvlUATbU/qyDlW/HP33qKTIQQQgghJBD3r/1CRSrgO1Rqll/fVia/X/uFXHPipCFzIWNWqDrnnHNk/fr18stf/lImT54sf/7zn+XCCy8Up9MpF1100YAdB3585Kfmq9EsK/sRQkiEnqtp+ZKZlNlNkLK+DihEBanyZ0Qi389ZhSZWBySEEEIIIdEQTfXY2zu0x9s9nv8AeP+xt3fK94ZQCmBMClUvvviivPrqqx5xCpxwwgmyc+dO+fGPfyznn3++GsUOFBCqCCGE8LlKCCGEEEJIJNiwo9rLkyoQELHKG1p1+yMn5A6Jix+Tcttzzz0naWlpsmTJEq/13/rWt2TPnj3y7rvvDtqxEUIIIYQQQgghhPSF2ua2ft0+molJoWrLli0ybdo0iYvzDgibOXOm531CCCGEEEIIIYSQWCQzOaFft49mYjL1r7KyUsaPH99tfU5Ojuf9YJSVlUl5uduQzFBSUhLhoySEkOEDn6uEEEIIIYREjrnjsiUvLUEqG9pCelTlpSXq9kOFmBSqQLBS3KHKdK9cuVKWL1/eD0dFCCHDEz5XCSGEEEIIiRzxDrtcduQ4+e2rnwXdDiLWZUeOHTJG6jErVOXm5vqNmqqqqvKKrArE0qVLu/lbIaJq8eLFET5SQggZHvC5SgghhBBCSGS58vgJsqm0Rl7fVtat+p9ZXjA1Xyv+DSViUqg65JBDZPXq1dLR0eHlU/XRRx/p/OCDDw76+fz8fJ0IIYREBj5XCSGEEEIIiSzxDrs8cOlh8vu1X8hjb+/U6n4GpPshkgoi1VCKpopZoerss8+WBx98UJ555hk5//zzPesfffRRKSwslHnz5g3q8RFCCCGEEEIIIYT0lXiHXa45cZIKUht2VGt1Pxinw5NqqAlUMS1UnXrqqXLyySfLlVdeKXV1dTJx4kSNsHr55Zdl1apV4nA4BvsQCSGEEEIIIYQQQiJCvMMuR07IHRZXMyaFKvDss8/KjTfeKLfccot6U02dOlXFqgsuuGCwD40QQgghhBBCCCGEDCehKi0tTe6++26dCCGEEEIIIYQQQkjsMzQTGgkhhBBCCCGEEEJIzEGhihBCCCGEEEIIIYREBTGb+hdpWlvdZR5LSkoG+1AIIWRQMc9B81zsLXyuEkJIZJ+rZPBh20YIIf3fDlKo6qK0tFTnixcv7sVlJ4SQoflcnDNnTp8+D/hcJYSQyDxXyeDDto0QQvq/HbS5XC5XH75nyFBTUyNvvvmmjBkzRhITE8NWBfED7Pnnn5eJEyf2+zES3otoh38TQ+NeYKQDjchxxx0nWVlZEXuuHnzwwbJly5Zu2/muj8Z/R4GOfbD22ZPPhrttqO2Cvc972/v709P70JtteW8H/95G6rlKBp/etm3R2r71VxvX1/329LPR9Dwcbve6r/vsj3vd1214ryN/r3vaDlKo6gMff/yx52bNmDGjL7sifYT3IjrgfYgeovFe2Gw28Tc24rs+lo59sPbZk8+Gu22o7YK9z3vb+/vT0/vQm215b6P7WUBim3Cff9HavvXnv+uBehZG2/NwuN3rvu6zP+51X7fhvR78NpBm6oQQQgaEZcuW9Wh9NNEfx9iXffbks+FuG2q7YO/z3vbumvfmPvRmW97byBELzysysMTy86+/j3WgnoU92X64Pg+jtT/Tm8+Hs31ft+G9lkH/t86Iqj4QrUr5cIT3IjrgfYgeYvlexPKxk+Dw3g5deG8J4d8J4TNxOML2r39gRBUhhBBCCCGEEEIIiQooVPWBESNGaPgb5mRw4b2IDngfoodYvhexfOwkOLy3QxfeW0L4d0L4TByOsP3rH5j6RwghhBBCCCGEEEKiAkZUEUIIIYQQQgghhJCogEIVIYQQQgghhBBCCIkKKFQRQgghhBBCCCGEkKiAQhUhhBBCCCGEEEIIiQooVPWChoYGue6666SwsFCSkpJk9uzZ8pe//CXyd4d4qK+vl5/85Cfy9a9/XSsr2Gw2ufXWW/1eoY0bN8pJJ50kaWlpkpWVJeecc458+eWXvJoR4PXXX5fLL79cpk6dKqmpqTJ69Gg566yz5P333+d9GGA2bdokixYtkuLiYklOTpacnBw58sgjZdWqVbwXhBBCCCGEkJiFQlUvgPDx6KOPavn0l156SQ4//HC58MIL5c9//nPk7xBRKisr5Q9/+IO0trbK4sWLA16Vbdu2yfHHHy9tbW3y1FNPyZ/+9Cf57LPP5Nhjj5Xy8nJezT5y//33y44dO+T73/++vPjii3L33XdLWVmZzJ8/X0Us3oeBo6amRsaMGSN33nmn3ovHHntMxo0bJ5deeqncfvvtw/Ze/O53v5NDDz1U4uPjA4rZJLrBv0uIsBDDJ0+eLK+++upgHxKJEPz7JIR/O+QAbO+GD2z/eo7N5XK5evG5YQt+EKIDDVEK4pQBkT4ff/yx7Nq1SxwOx6Ae41DE/DNFJFVFRYVGVUEo9P0het5558kbb7whX3zxhWRkZOi6nTt3yqRJk+QHP/iB3HXXXYNy/EMFiFL5+fndIgwnTpwoBx98sPzrX//SdbwPgwdEwz179uizaDjei+eee07i4uJUuJsxYwbFqhgE/2bT09Pl3nvv1WfKN77xDSkpKZHc3NzBPjTSR/j3SQj/dsgB2N4NH9j+9RxGVPXiHxlSypYsWeK1/lvf+pb+OHz33Xd7cRtIKCBQYQpGR0eH/P3vf5f/+q//8vwgB2PHjpUTTjhB7x3pG74iFcDfw/Tp06W0tJT3IQrIy8tToWa4/k2cffbZcsYZZ0hmZuZgHwrpBRC+n3/+eVm+fLmkpKTImWeeKbNmzZIXXniB13MIwL9PQvi3Q9ywvRtesP3rORSqesiWLVtk2rRpnh+ChpkzZ3reJ4MDIkaam5s998IK1mFEvqWlZVCObShTW1urvmCIXgG8DwOL0+lUQQrh4ytXrpRXXnlFrr/++kG9Fz3xlKPnX2wT6Xv9+eefq/hdVFTkWXfIIYdoxDIZWPh3TAj/Jkj/PRPZ3kUvbP+iAwpVvfBKgmmxL2Yd3ieDg7n2ge4P0gerq6sH4ciGNldddZU0NjbKjTfeqMu8DwPL0qVL1Y8J0W5I5bvnnnvkv//7vwf1XoTrKQfo+RfbRPpeo3Nvjf4DWMZ6MrDw75gQ/k2Q/nsmsr2LXtj+RQfeYUEkLIKloIVKTyP9D+/PwHHzzTfLE088oV4yhx12GO/DIHDDDTfIFVdcof5ha9askauvvlqFwx/96EeD9jeB1EIIYMZT7qGHHgro+QejbKvnH1IS4aH14x//WM4//3yP59+JJ54ob731lt/9QKD7xS9+EfHzIAN/rxFNVVdX5/VZLGM9GVj64++YkFiGbdvwhu3d8IHtX3TAiKoeAjNXf1FTVVVVASMXyMBgjHYD3R90trOysng7IgQ8ZFBd7o477lBxhPdhcCguLpa5c+fKaaedplUZv/vd78rPfvYzTQUcrL+JcDzleur599prr2maor+JItXgEel7DZN/jDJ/9dVXnm2QUm9Si8nA0R9/x4TEMmzbhjds74YPbP+iAwpVPQReGVu3blVPGCsfffSRzlH5jAwOEyZMkOTkZM+9sIJ1qEyHPHESGZEKefmYENHD+xA9HHHEEfp8+vLLL6P+b6I/PP9w7hCvOjs7vV6TwSXcew3B46yzztJnC/zVUAxg06ZNaqpOopOe/B3z75MMB9i2DW/Y3g0f2P71LxSqeuHYj9HeZ555xms98pBhmDdv3rxI3h/SA9BJRrWvZ599Vk3wDLt27ZI33nhD88VJ37ntttv0R+RNN92kufe8D9EF/q3b7XYZP3581P9N9IfnH6L8IM498sgjGu2H148//nhEjpcMzL1GUQBE4iAiEGmdTz75pFazJLF/b/n3SYYDbNuGN2zvhg9s//oXelT1kFNPPVVOPvlkufLKK9U3AxEJq1evlpdffllWrVpFH4Z+BGaE8N4xP7g/+eQT+etf/6qvkfaEUuaI9IFh4emnny4//elPNZrilltu0R85P/zhD/vz8IYFK1as0Ou5cOFCWbRokbzzzjte78+fP1/nvA/9D1L8YDKNCKqRI0eqh8zTTz+tP+rhC4OKNLFwLyLtn2Ui/Uj0Ee69xr9d+B6RoXdv+fdJhgts24Y3bO+GD2z/+g8KVb0A0QmocIYfe/B5mTp1qopVF1xwQeTvEPEAcRDmrAb8KMcEtm/fLuPGjdN7sXbtWrn++uvl3HPP1YiSBQsWyG9+8xvPD3fSe2DWDSDMYvIFVeQA70P/c+SRR8rDDz+s0Zw1NTWaMjVr1iyNHrrkkks820XzvaDn3/CB93rowntLCP8mCJ+JwxG2f/0LhapegB+Ed999t05k4NixY0dY26H63L/+9a9+P57hCASPcOF96F9gVIwplu8FPP8g8sO3xupvQ8+/oQfv9dCF95YQ/k0QPhOHI2z/+hd6VBFCCBkU6Pk3fOC9Hrrw3hLCvwnCZ+JwhO1f/8KIKkIIIYPiKUfPv6EB7/XQhfeWEP5NED4ThyNs/6IAFyGEEBJhxo4dC8Myv9P27ds929XX17uuvfZaV0FBgSshIcE1c+ZM1+rVq3k/Ygje66EL7y0h/JsgfCYOR9j+DT42/N9gi2WEEEIIIYQQQgghhNCjihBCCCGEEEIIIYREBRSqCCGEEEIIIYQQQkhUQKGKEEIIIYQQQgghhEQFFKoIIYQQQgghhBBCSFRAoYoQQgghhBBCCCGERAUUqgiJYlauXCmPPPJIv+y7qalJbr31Vlm7dm239/CdNptNduzY0S/fTQghhBBCCCGE+MPmcrlcft8hhAw6Bx98sOTl5fkVk/pKRUWFjBgxQpYtW6aClZXy8nL54osv5NBDD5XExMSIfzchhBBCCCGEEOKPOL9rCSExR3t7u0ZBxcX1/c8aAhYmQgghhBBCCCFkIGHqH4lJtm3bJhdeeKGMHDlSI36Ki4vlsssuk9bWVn1/y5YtctZZZ0l2drYkJSXJ7Nmz5dFHH/XaB6KUIOysXr1abrzxRiksLJSMjAw56aST5NNPP+32nS+//LKceOKJkpmZKSkpKTJt2jT5xS9+4bXNhg0b5Mwzz5ScnBz9XkQkPfXUU37T6t544w258sorNWIqNzdXzjnnHNmzZ49nu3HjxsnHH38sb775pm6PCeusx/7444/LD3/4Qxk9erReh5KSEo2GWrp0qUyfPl3S0tIkPz9fFixYIP/5z388+0ZKnxGili9f7tn/N7/5zaCpf3/6059k1qxZem44x7PPPlu2bt3qtQ32ge/FsZx22mn6esyYMXqc5v4QQgghhBBCCCH+oFBFYo4PP/xQDj/8cHnnnXfk5z//ubz00ksqGEEEaWtrU5HpqKOOUpHnnnvukWeffVZFGwgov/rVr7rt74YbbpCdO3fKQw89JH/4wx/k888/lzPOOEM6Ozs92/zxj39U0cXpdMrvf/97WbNmjVx77bXy1VdfebaB8HT00UdLTU2NbvPCCy+oQHb++ef79Zm64oorJD4+Xv785z/rcUF8uuSSSzzvP/fcczJ+/HgVu95++22dsM7Kz372M9m1a5fnmCBKVVVV6XtI6fvHP/4hDz/8sO7n+OOP96QQjho1SoU38O1vf9uz/5tvvjngdcc1xrYzZszQa3r33XfL5s2b5cgjj9Rr5hvdBcEOwh6uw+WXXy7/8z//I3fddVdY95gQQvoLev8RQggZDrC9IzENPKoIiSUWLFjgysrKcpWVlfl9/4ILLnAlJia6du3a5bX+1FNPdaWkpLhqamp0+Y033oA/m+u0007z2u6pp57S9W+//bYu19fXuzIyMlzHHHOMy+l0BjyuqVOnug499FBXe3u71/rTTz/dNWrUKFdnZ6cuP/zww7r/pUuXem33q1/9Stfv3bvXs27GjBmu4447rtt3mWP/2te+5gpFR0eHHtOJJ57oOvvssz3ry8vLdR/Lli3r9hlzjNu3b9fl6upqV3JycrdrhWuMa33RRRd51n3jG9/Qz+I6WsFnp0yZEvJ4CSGkPwn0XI0EwZ6raLPQrrS0tPTLdxNCCCFW2N6RWIYRVSSmQKU6pMKdd955AT2UXn/9dY3kQbqZFURU4fOIHLKCyB8rM2fO1DmirMC6deukrq5O0+mQDucPpLkhHfHiiy/W5Y6ODs+ESKy9e/d2SycM9b3h8F//9V9+1yPCas6cOZqiB88qRG699tpr3dL0wgXXrLm52ZMaaMA1Rloh9m0F1wlRab7n15NzI4SQwQbRoXiORwK0WfPnz2eBCkIIIVEH2zsSbVCoIjFFdXW1puQVFRUF3KayslJT23yBB5V53wr8oayYKncQZgA8n0Cw79y/f7/Of/SjH6koZJ0gcJkqez353nDwd56//e1v1ftq3rx58swzz2iK5Pr162XhwoU92rcVc80CXVffawoPL4hkvufX0tLSq+8nhPQ/9P6j9x8hhAwH2N6xvSPRD6v+kZgCBt4Oh8PLG8oXCECIYPLFGJXDvLwnmMitYN9p9gnPKJii+2PKlCkSafxFeK1atUr9qO6//36v9fX19b3+HiOqBbquPb2mhJDo8/475phj9G8Z3n+TJk3Sv/e//e1v6v2Hwgrw/oMPHrz/8EzAswZRlhDqf/KTn3Tz/oNnH7z/EJF6/fXXa5QlojrxDDfef9/5znfkuOOO0yhQ7Puzzz7TYhhW7z+I7BDesQ2KWfzlL39R7z9EyPpGecL7b9GiRer9V1paKj/+8Y/V+w+RtgA+f+eee67uB94d1kECA57j8N7D99ntdj0uM2AB77+CggJpaGjQfeFZi4hSzI33H44Xfn44FhCsgiq8/3CtUBwEryH633rrrfr9GGDAffD1/sO+UZzi3//+t9x22216Lrfcckuv7z0hhAwn2N4dgO0diWoGO/eQkN54VGVnZ6sXiD8uvPBCV1JSkmv37t1e6xctWuTXo+rpp5/22g6+TFgPnybjUZWZmal+UME8qiZNmtTNw8kfxv9p/fr1XuvN8WBumDNnjuuII47oto9Ax24+c8opp3it+/DDD112u901duxYz7q6ujrdx09+8pOwParOPPNMr+1KS0vVo+riiy/28qhKTU3ttk94tvCRQ0h0Qu8/ev8RQshwgO0d2zsSGzD1j8QcSG3DyDJG2B988EEdcccI+0UXXaRRQxjxRsrdCSecIE888YRWBcSIOirgYaQao889IS0tTVasWKGj1yeddJJ+F74T33311Vd7tnvggQd0ZP2UU06R1atX6/bPP/+8jpIvWbKkV+d6yCGH6MjPk08+qaPrH330UcjPnH766fLPf/5TrwOiCBBZhWM66KCDvLZLT0+XsWPHalU+bL9hwwaNmvBHVlaWVgREdMVll12m1xTRFLjGSPHDdxFCYhN6/3lD7z9CCBmasL3zhu0diWYoVJGYY9asWfLee+/JYYcdpiGrSLNAWgnSNxISEjTFDgbomF911VWyePFiTSV5+OGHNQ2kNyDV4sUXX1R/LKRzQAz63//9XykuLvZsA9EGxwVR57rrrlNRC15R//rXv/R1b1i+fLmmxSA95ogjjuhmUO6PG2+8UdNCkFaDFBik3iCFBWk9vmAb+EkhneTwww9XIS8QuNbYF4QzXFOIdDNmzNBrbU1PIYTEFvT+84bef4QQMjRhe+cN2zsSzdCjisQk06ZNk6eeeirg+wcffLBG/wQDniIuF7LRvBk3bpzf9aeeeqpOwUBlO0Q/BQOeKr6+KoGOBxFPr7zyStjHDiDW/frXv9bJyllnndVtW1RH3LhxY9jHCMEOUzAeeeQRnXyBCBZMCCOEDA70/vOG3n+EEDI0YXvnDds7Es0woooQQggZxiQnJ2vk5tNPP92tOqlV1EYqsSlKYXjsscc0KnP+/Pk9+k4YsyMNG9GegUR3RMUiWhNRnHPnzvU7IYW5pyD6tqcVUNGZ9zVd37x5s7z99tvd9g3C2T8M03HtkUZtBYU7cK1xzQkhhEQOtnehYXtHogUKVYQQQsgwh95/waH3HyGEDA3Y3gWH7R2JFpj6RwghhAxzjPcfCiPAjw6FKQoKCmTBggVe3n833HCDev8hYggp2PD+85cmHA5IIy4sLJS77rpLvf8QWYXU62984xvdvP/uuOMO9f6Dv0hubq5Mnz5dzjvvvF57/+3du1e9/3CeSLEOVEjC6v0HE174+v3qV7/S70c02HPPPSdr16712hbbwA8R3n+tra16Pv7SoQGudX5+vtxzzz2aNo7RfqR233nnnfT+I4SQfoDtHds7EhvYUPpvsA+CEEIIIYQQQgghhBCm/hFCCCGEEEIIIYSQqIBCFSGEEEIIIYQQQgiJCihUEUIIIYQQQgghhJCogEIVIYQQQgghhBBCCIkKKFQRQgghhBBCCCGEkKiAQhUhhBBCCCGEEEIIiQooVBFCCCGEEEIIIYSQqIBCFSGEEEIIIYQQQgiJCihUEUIIIYQQQgghhJCogEIVIYQQQgghhBBCCIkKKFQRQgghhBBCCCGEkKiAQhUhhBBCCCGEEEIIiQooVBFCCCGEEEIIIYSQqIBCFSGEEEIIIYQQQgiRaOD/A+le9uXm1FB0AAAAAElFTkSuQmCC", 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" ] @@ -172,7 +174,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\siska\\Miniconda3\\envs\\calibr8-wip-2\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:2126: RuntimeWarning: divide by zero encountered in divide\n", + "C:\\Users\\osthege\\AppData\\Local\\miniforge3\\envs\\dibecs_9.2.1\\Lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:2117: RuntimeWarning: divide by zero encountered in divide\n", " x = np.asarray((x - loc)/scale, dtype=dtyp)\n" ] } @@ -180,15 +182,15 @@ "source": [ "theta_fit, history = calibr8.fit_scipy_global(\n", " model=model,\n", - " independent=X, dependent=Y,\n", + " independent=X,\n", + " dependent=Y,\n", " theta_bounds=[\n", " (-20, 20),\n", " (0, 20),\n", " (0, 20),\n", " (1, 100),\n", - " ]\n", - ")\n", - "\n" + " ],\n", + ")" ] }, { @@ -198,7 +200,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ "
" ] @@ -242,7 +244,8 @@ "result = model.infer_independent(\n", " # we must pass one or more observations, and a lower/upper bound of plausible concentration\n", " y=[5.9, 6.0],\n", - " lower=0, upper=30,\n", + " lower=0,\n", + " upper=30,\n", " ci_prob=0.9,\n", ")\n", "print(result)" @@ -272,7 +275,7 @@ "source": [ "print(f\"The median of the posterior is {result.median:.1f}\")\n", "print(\n", - " f\"With {result.hdi_prob*100:.0f} % probabilty, \"\n", + " f\"With {result.hdi_prob * 100:.0f} % probabilty, \"\n", " f\"the concentration is between {result.hdi_lower:.1f} and {result.hdi_upper:.1f}.\"\n", ")" ] @@ -291,7 +294,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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SunVrWbdunTRv3lymT58uP/74oxQuXFinoB0yZEiWXuPll1+WcuXK6eJ+3377rUyePFnc3Nz0z6sRElWYDwDyIjUK+97MPbIu3DRC6+zoID89VVfqlS1o6a4hF5Uu5CkT+zUQLzdTqavwyMvy/B/bJP7a4n8AyAusJoWttSCFLYCc8tWSMPluxfXsd58/VlMer1+aA26nNhw6L33HbzUXX1Q1NVR6W0eV5xYADGLzKWwBwJ79veVYpgBjYNvKBBh2rmlFX/nqiVricC2mWBh8RsYsDrN0twBAI8gAgDxu7cFzMmRWsLn9eL1S8voD95eyG7ahU80S8l4Hf3P759WHdEAKAJZGkAEAedihc5fllck7JEVVYRORFpV95eNHauh024DSv2UFebLh9WlzH8wKlvXX1u0AgKUQZABAHhUdlyQv/LFNYuOTzdW8VfVnFyd+deM6FXB+2DVQB6BKcmqavPTXdjlIDQ0AFsRfKgDIg5JTUuXVqTvk8Pkrul3Q00XG9Wkg3u4ulu4a8iAVeP7Qu64ORBUVmD4/aZsOVAHAEggyACAP+mjBfll7MGOq2noU28Md5Xd3kd+faSC+Xq66rYo1qkA1faodAOQmggwAyGPUwt0J6yPMbTUVpnGFwhbtE6ynhoYKSF2cTGt2VKA6ZlGopbsFwA4RZABAHrL58AUZOvt6Jqm+TctJr0ZlLNonWJcG5QrJiC4B5vYvaw7L7F0nLdonAPaHIAMA8ojjF+Pk5ck7JCnFNL2leSVf+eDhapbuFqxQ70ZlMwWng/7dI8Enoy3aJwD2hSADAPKAq4kp0v/P7XLxSqJul/fNp6s3O5NJCtk0onOANChXUG8nJKdK/0nb5PzlBI4ngFxBkAEAFpaWlqZrG+w/HaPb3u7O8luf+uLjSSYpZJ+rs6P82LueFMvvrtunouN1zZWklFQOK4AcR5ABABY2dctxmbHjhLn9dY/aUsnPlIoUuB9FvN3k1z71dMChbDlyUT6cG8JBBZDjCDIAwIJ2H78kI+bsM7f/17qitK1elHMCw9QsVUA+faSGuf3npqMyaycLwQHkLIIMALAQtf5CTV9JvDZ9RS30fvPBqpwPGO6RuqXk2Wblze3BM/dSERxAjiLIAAALUAXSXv97p5y8dFW3i/u4y7c9a4uTo6m+AWC0wR39pV5Z00Lwq0kpOpPZlYRkDjSAHEGQAQAW8O3yg+aK3qpw2o+960phLzfOBXKMi5OjjO1VRwrlM1UED4+8LEP+26sTDwCA0QgyACCXrQyNlO+WHzS3h3WqLnXKmL5hBnJScR8P+eaJ2uJwbcBs1q5TMmXLMQ46AMMRZABALlLTowZO22Vud69TUp5qXJZzgFzTskoRGdC6krk9ck4IhfoAGI4gAwBySXJKqrw2dadEX03S7apFveWj7oHikP61MpBLXm9bRZpVKqy3VeKBlydvN/+/BAAjEGQAQC75ZtlB2X40Sm97ujrJj0/VFU9XZ44/cp1KMPDNE3XEz9u0Duj4xavyzj+7WZ8BwDAEGQCQC9aHn5cfVoWb2x92DZSKRSi4B8sW6hvbq645o9mSkLMyYX0EpwSAIQgyACCHnb+coNdhpCfxUeswHq1bkuMOi2tYvpC80/56bZZPF4bKvlPRFu0TANtAkAEAOSg1NU3emr5bzsUm6Ha5wp4yqhvrMJB39G9RQVpU9jWvz1Drhq4mpli6WwCsHEEGAOSgcesOy+oD58z1MNT0FC831mEg73B0dJAve9QSXy9T/YxD567Ih/NCLN0tAFaOIAMAcsiu45dkzKIwc3vwQ9UksKQPxxt5jp+3u3z+eC1ze+qWY7Io+LRF+wTAuhFkAEAOiIlPkgFTd0hyqmkhxgP+ftKvWTmONfKs1lX95Nlm5c3td2fslVOXrlq0TwCsF0EGAOSA4bP36bSgSrH8pm+JqYeBvO7dh6pK9eL59baqm6ESFqRcC5QB4F4QZACAwebuPiX/7Typt1WdvW961pZC+Uzz3YG8zM3ZSb57so54uDjp9pYjF+WHlddTLwNAVhFkAICBTkdflSH/7TW3XwqqKI0rmCorA9agkp+XDO9c3dz+drkqInnRon0CYH0IMgDAwHS1b/+zW2Lik3U7oER+eaNtFY4vrM4TDUpLxxrF9LaaLqWmTV1OMP2/BoCsIMgAAINM2BAh68Mv6G03Z0f55ona4urMr1lYH7V+6JPuNaWEj7tuq/VFH80nrS2ArOOvHwAYIOxMrHy2KNTcHvyQv1Qu6s2xhdXy8XSRLzKltT0uy/eftWifAFgPggwAuE8JySny+t87JTE5VbdV9eQ+TUhXC+vXtJJvptTLKq3thcum6vUAcCcEGQBwn75ackBCz8Tq7QLXvv1VVZQBW/BuB3+9GFw5fzlBhvwXLGlppLUFcGcEGQBwHzYeuiC/rj1sbn/SvYYUzW+axw7YAncXJ/m6R21xvhY4L9p3xpyiGQBuhyADALIpNj5JZ5NK/1L30bql5KEaxTmesDk1SvnIaw9UzlRs8iTVwAHcAUEGAGTTxwtCzRdaJQt4yIgu12sLALbmlVYVpVbpAno7NiFZ3p6+W6dtBoBbIcgAgGxYc+CcTN1yzNz+/PGa4u3uwrGEzXJ2cpSve9QSdxfTpcPGwxdk4oYIS3cLQB5FkAEA9ygmPknenbHH3H6mSVlpWtGX4wibV6GIl7zfsZq5rdI2Hzp32aJ9ApA3EWQAwD0aPS9ETkfH6+0yhTzl3Yf8OYawG083LqvTNCsJyaky6N89uio4AGREkAEA92BF6FmZvu2E3nZwEJ2u1tPVmWMIu6oG/tmjNcXLzfT/fvvRKJmw/oiluwUgjyHIAIAsio5Lkvdm7DW3+zUtLw3LF+L4we6UKOAhHzx8fdrU54vD5Mj5KxbtE4C8hSADALJo5Nx9EhlrqnZcwTefvNO+KscOduuJBqUzTZt655/dTJsCYEaQAQBZsGTfGZl5rQCZqkn2+eO1xMPViWMHu5429WmGaVPbjkbJH2SbAnANQQYA3MWluER5/79gc/uFFhWkXtmCHDfYPVUfZnDH64kPxiwOlQimTQEgyACAuxs1b7+cv2yaJlWxSD5548EqHDbgml4Ny0jTioX1dnySKdsURfoAMJIBAHew+sA5mbHjejYpNU3K3YVpUsCN2aY8r00f3BJxUSZtpEgfYO8IMgDgNi4nJMv7MzNnk6pbhmlSwI1KF/KUwZmK9IXJ0QtkmwLsGUEGANzGF4vD5OSlq3q7dCEPebs906SA2+ndsIw0qWCaNnU1KUXe/2+vpKVRpA+wVwQZAHAL2yIuyh8Zpnx8+oiaDkLRPeC2FxSOpmlTHtemE64PvyD/bjdNNQRgfwgyAOAG8UkpMmjGHkn/EvaJ+qWlWSVTPQAAt1emsKe8mSExwuj5++XctdoyAOwLQQYA3OD7FQfl8DnTfHI/bzd5P0NlYwB31q9ZOalR0kdvR19Nkg/nhXDIADtEkAEAGew7FS0/rz5sbo/qFig+Hi4cIyCLnJ0c5dNHa4iTqlopInN3n5Ll+89y/AA7Q5ABANckp5hy/KekmuZJPVyjuLQPKMbxAe5RQAkfXbQy3QezgnW2NgD2gyADAK4Zt+6I7DsVo7cLeLrIiC4BHBsgmwa2rSxlC3vq7dPR8TpbGwD7QZABACJy/GKcfLPsgPlYDH24uhTxduPYANmkilZ+0r2Gua2ytW0/GsXxBOwEQQYAu6dy+Q+ZFSzxSan6WDSrVFgeqVvS7o8LcL+aVvKVHvVL6W2Vre29GXskMdn0OQNg2wgyANi9uXtOy5oD5/RxcHN2lI+61RAHB9OiVQD35/2O1cTXy1VvH4y8LD+tOsQhBewAQQYAuxYdlyQfzr2eYvO1BypLOd98Fu0TYEsKeLpmWt/0w8pwCY+MtWifAOQ8ggwAdu3TRaFy/rKpWFiVol6ZMuIAMIbK1Na2mp/eTkxJlfdm7JXUa1ncANgmggwAdmtbxEWZuuWYuf1x9xri6syvRcBoavrhh10DJZ+rk+mzdzRKJmf47AGwPfw1BWCX1OLTwTP3mtu9GpWR+uUKWbRPgC0rUcBD3n3I39weszBUImPiLdonADmHIAOAXfp1zSG9CFXx9XKTd9tfv/gBkDOealRW6pQpoLdjE5Jl1Pz9HGrARhkSZJw/f96IlwGAXBFx/op8tyLc3B7eubr4eLpw9IEc5ujooLO3OTmasrfN3X3KnNkNgG0xJMgoVaqUPPHEE7J06VIjXg4Acrgmxl5zrv6gKkWkU83iHHEgl1QvkV+ebVbO3B46W9WoSeH4AzbGkCCjZs2a8s8//0iHDh2kfPnyMnr0aDl58qQRLw0Ahpq166SsD7+gt91dHGV0t0BqYgC5bGDbKlLcx11vH70QJz9SOwOwOYYEGVu2bJE9e/bIq6++KrGxsTJs2DApV66cdOnSRebMmSOpqVT3BGB5UVcSZdS863PA32hbRUoX8rRonwB7lM/NOVPtjJ9XHZLD50xrpADYBsMWfgcGBsq3334rp06dkilTpkhQUJDMnz9funfvLqVLl5YhQ4bI4cOHjXo7ALhnnyzcLxevJOpt/2Le8mzz8hxFwELaVS+aqXaGmjalpjMCsA2GZ5dydXWVnj17yrJly+TQoUM6uEhJSZFPP/1UqlSpIg8++KDMmDGDXyQActXWiIsyfdsJve3gIPLpozXFxYkEe4Ala2eo0QwPF1PtDDWNcc7uU5wQwEbk2F9Y9W1EcHCwnkZ14cIF3S5evLisXr1aevToIbVr15aDBw/m1NsDgFmy+pZ0VrC53btRGald2pRGE4DllCroKa+3rWxuj5oXItFxSZwSwAYYHmQcOXJEPvjgAz1FqmvXrrJw4ULp1q2bLFmyRI4fPy5Hjx6Vt956S0JCQuTll182+u0B4CYTN0RI6JlYve3r5SrvtKMmBpBXPNe8vFQp6qW3z19OlM+XhFq6SwAM4GzEiyQlJekpUOPGjZNVq1bphd4qy9RHH30kzz77rPj5meZcKmo0Y8yYMXqB+J9//mnE2wPAbZ2Jjpevlx4wt9/vWI2aGEAeoqYtftS9hjz+80bdnrz5mDxat5TUKVPQ0l0DYOkgo0SJEnLx4kVxcnLSoxYvvviiXntxJ2XLlpW4uDgj3h4AbmvU/BC5kmjKwd+wfCHpXqckRwvIYxqUKyRP1C8t07YdF7X2e8h/wTLn1WbizLopwL6nS3l5eenaGGo61L///nvXAEN55ZVX9NQqAMgpqpLw/D2n9bazowM1MYA87L2H/KWgp4veDjkdI39sPGrpLgGw9EiGSk2rskTci/z58+sbAOSEhOQUGT5n3w3zvr052EAeVTCfq57O+M6/e3T7qyVh0rFGMSnu42HprgGw1EhGxYoV5fvvv7/jc37++WepUKGCEW8HAHf16+rDcuT8Fb2tKgu/9sD1DDYA8qbH6pXS0xoVNc3xo/nXi2cCsMMgIyIiQqKiou74nOjoaJ1ZCgBy2rELcTJ2Zbi5PbxzdV1hGEDepmZFjO4WqKc3KvP2nJYN4ect3S0A2ZBrlahUkOHm5pZbbwfATqmaPMPnBEtCcqpuB1UpIu0Dilm6WwCySE1r7NesnLk9bM4+Sbz2eQZgPbL91d6aNWtuGs24cZ+iqn2fOHFCp6tVFb/v19atW2X48OGyceNGSUxMlICAABk4cKD06tUr2+l3GzRoILt375aqVatKaCj5uQFrtiTkrKwMO6e3XZ0dZWSXgHteMwbAsl5vW0Vm7zolkbEJEh55WSZuOCL9W1bktAD2EGS0atXK/Idb3f/xxx/6drtvFtVzPv744+z3VETX4Gjfvr24urpKz549xcfHR2bOnCm9e/fWQc77779/z685atQoCQ+/Pq0CgPWKS0yWD+eGmNuvtKoo5XzzWbRPAO6dl5uzDHm4mrz+9y7d/mbZQelSq6QU83HncAJWwiFNRQDZMGLECB04qB//8MMPJSgoSAceN1K1MwoVKiStW7eWatWqZbujycnJ4u/vr0dF1ChGnTp19H5V1K9JkyYSFhamq4hXrpz1xZ07duyQRo0ayVdffSWvvfaaISMZqi+K6iOA3PXZolD5adUhvV22sKcsHthS3F2cOA2AFVLXFz1/3SSbj1zU7c61Ssj3T5r+9gPIPdm9ts12kJGRCiD69esnffr0kZyyZMkSPYqh3mf8+PGZHps2bZoe2Rg8eHCWR0vUVKv69evr0RA1zcvR0ZEgA7Bi4ZGx0uGbtZKcavqVNrFfA2lV1c/S3QJwH8LOxErH79ZKyrXP9ZQXGknTir4cU8AKggxDFn6vXLkyRwOM9KlSSrt27W56LH3f6tWr72kk5uDBg/L7778zXxuwcuq7khFzQswBxkOBxQgwABtQtZi39G16fRH48Nn7JCmFReCANbCanI4qIFBuNR2qYMGC4uvra35OVhaPjxkzRo96ZHcxenpUd6Pg4GAJDAzM1msCyJ5FwWdk3bU0lx4uTvJBp+ocSsBGDGxbWebsPiXnYhPkoFoEvj5CXmhJ3S3AJoMMVVRPrcdYtmyZlC9fPstF9tTPHDpkmi+dnRS4ipredCuqerhar3E3CQkJ0rdvX72m46233spWXwDkHVcTU2R0hoJdr7apJCULUCEYsBXe7i4ypGM1GTgtfRH4AelSu4QUzc8icMDmgozU1NRMU4xubN+OAcs/7tvQoUP1iMf27dv1ovTsut28tNuNcADIGT+tCpeTl67q7XKFPeX5FuU51ICN6Vq7hEzZcky2HLlorgT+HYvAAdsLMlS62Du1c0L6CEb6iMaNYmJibjvKkTGblMokpQKNGjVq5Eg/AeSeoxeuyM9rDpvbwzsHiJsz2aQAW6O+yBzVNdC8CFxNn3qyYRlpUrGwpbsGwNIVv+9X+lqMW627iIqKkvPnz981fe2ePXt0ccD09LsZb4pKg6u2CxQokEP/CgBGGjUvxFwJ+AF/P2ntTzYpwJYXgT/TJMMi8DnBLAIH7HXhtxpd2Lx5s3h4eEizZs3uK4uTqsPxySef6FS2Kl1tRmpf+nPuRC3yfu655275mMoypUZCHnvsMfH09Mx2PwHkjhWhZ2XZ/ki97erkKMM6s9gbsHUDH6wsc/eYFoEfOHtZ/tgQIc+3YBE4kBcZUidDXaBPmTJF/v33X53pSdm9e7d06NBBIiNNFwEqyFi8eLEOOLJbjE8Vyzt58qRs2rRJateufVMxvn379pmzRamRDXVTWafU7W5UAEQxPsA6JCSnSPuv10jEhTjdHtCmkrzVrqqluwUgF/y384S8MW23uTL48reCWAQO2GqdjL/++ksuX75sDjCUN998U86dO6eL53Xs2FHWr18vP/30U7bfw9nZWcaNG6cXmbdo0UL69+8vb7/9ttSqVUsHF2oKVMZ0tGPHjtUVxtU9ANsybu0Rc4ChMkm90qqSpbsEIJd0q11SGpYrpLcvJyTLxwuuZ5cDkHcYEmQcOHDAPLKgqOBCFc97/vnndWAwd+5cadCggUyePPm+K4uvW7dOmjdvLtOnT5cff/xRChcurIOcIUOGGPAvAZDXnbp0VcauCDe3P3i4mni4stgbsBdq5sHIrgHi5Giagj171ynZdPiCpbsFICfWZFy4cEGKFClibq9du1bfP/LII+Z9KjAYP378fb9Xw4YNZeHChXd9nhrZULesygvpdQHc3UcL9svVpBS93bySr3QILMZhA+xMteL5pU+TsjJhfYS5Evj815qLs5PV5LMBbJ4hn0Y1mnD69Glze8WKFboGRdOmTTNdxCclJRnxdgDs1Ibw8zJ/j+l3jbOjg4zoUv2+EkoAsF5vPFhFfL3c9HbY2ViZvPmYpbsEwOggo2bNmjJ79my9NkJV9J46daoOMLy8vDLV0ihevLgRbwfADiWlpMrwOfvM7X7NykklP2+L9gmA5eR3d5F3O1xP+PDlkjC5eCWRUwLYUpAxaNAgXatCBRtq8fWlS5dk4MCB5scTEhL0Go169eoZ8XYA7NCkjUflYORlvV3E201ee+DOdXEA2L5H65aSWqVNta1i4pPliyVhlu4SACODDLUge86cOdK9e3d9UyMZ3bp1Mz+uMkuVKVMm0xoNAMiqyNh4+WbpAXP7/Y7+4u3uwgEE7Jyjo4OM7BJgbk/dckyCT0ZbtE8ADKyTgfvPJQzg9t6avltm7DihtxuUKyjTX2zCWgwAZu/8s1v+2c7vCMDm6mQAQE7ZfvSiOcBQGStHdAkgwACQyTsdqurCfMrWiCiZs/sURwiwhRS26bZs2SJbt27VazJSUkwpJjNSWWCGDh1q5FsCsGEpqWmZFnv3blRWAkr4WLRPAPIeP293ef2ByjrFtfLJglBpW62o5LsWeADIfYZ8+i5evKjXYKi1F3eafUWQAeBe/LPtuASfjNHbBT1d5K12VTiAAG7pmablZOrWY3L43BU5ExMvP64Kl3fa+3O0AGsOMt58801dibtVq1byzDPPSKlSpcTZmW8PAGRf9NUk+Xzx9Uwxb7evKgU8XTmkAG7J1dlRhnWqLn0nbNXt39YckR71S0vZwvk4YoAFGBIJzJs3T1fiXr58OXOlARji++UH5cK1nPequm/PBmU4sgDuqFVVPz1Natn+s5KYkiqj5++X3/rU56gBFmDIwu/4+Hhp2bIlAQYAQ4RHXpaJGyLM7eGdq4uTWvUNAHcxtFM1cXUyXd4sDTkrqw+c45gB1hpk1KlTR1f0BgAjjJ4fIsmppvVdD9coLo0rFObAAsgSNT3q+Rblze2Rc/dJYnIqRw+wxiBjxIgRuhjfpk2bjHg5AHZsRehZWRVm+ubRzdlRBndk4SaAe/O/1pWkaH43va0Wgk/ayBehgFWuyTh58qR06tRJgoKCpHfv3npkw8fn1mkm+/TpY8RbArBB6tvGUfNMKSiVl4IqSqmCnhbtEwDro1LXvt+xmrz+9y7d/nbZQelau6QU8TYFHgCspOK3o6OjXo+R8aVUOyP1mNp3q/oZtoSK30D2/brmkHy8IFRvl/Bxl+VvtRIPVycOKYB7pq47Hv95o2w7GqXbPeqXkjGP1eJIArl0bWvISMaECROMeBkAdiwyNl6+Wx5ubg/uWI0AA0C2qS82R3QJkM5j14n6DnT6thPSq1FZqV26AEcVyAWGBBmqNgYA3I/PF4XJ5YRkvd2wXCHpVLM4BxTAfQks6aPTX0/dcky3R8zZJzNfbiqOZKsDrGPhNwDcj93HL8k/20/obTXTcljn6qTEBmCIt9tVkfzupu9Udx2/JDN3nuTIAtYWZPz333/So0cPqVmzplSqVMm8PzQ0VMaMGaMXiAPAjfOmVYrJdOpbR/XtIwAYobCXm7z5YBVz+7NFoRIbn8TBBawhyEhNTZUnnnhCHnvsMZkxY4YcPnxYjhw5Yn68YMGCMmTIEJk0aZIRbwfAhszedUp2HLukt73dnfW3jgBgpKcal5UqRb309rnYBBm74vr6LwB5OMj4+uuv5Z9//pEXX3xRoqKi5O233870eNGiRaVFixYyf/58I94OgI24kpAsnyy8nrJ2YNsq+ltHADCSs5OjDO8cYG6PX39EDp27zEEG8nqQMXHiRKlfv778+OOPkj9//lvOpVbTpzKObgDAj6vC5WxMgj4QFYvkkz5NynJQAOSIZpV85aHAYno7KSVNRs8L4UgDeT3ICA8Pl5YtW97xOYULF5YLFy4Y8XYAbMCxC3Hy29rrXzwM6xwgLk7kogCQc1SBPjdn0++ZlWHnZGVoJIcbyCGG/EX38PCQmJiYOz7n6NGjUqAAuakBmHy0IERX+FbaVvOToCpFODQAclTpQp7yYssK5vaoedd/DwHIg0FGnTp1ZPHixZKQYJr2cKOLFy/KokWLpHHjxka8HQArtz78vCzed1Zvuzg5yJCHq1u6SwDsxEutKkpxH3e9ffj8FZm4gancQJ4NMl577TU5fvy4zi51Y5raQ4cOSffu3SU6Olo/D4B9S05JlQ/nXp8L/Wzz8lLeN59F+wTAfni6OsvgjtXM7e+Wh0tkbLxF+wTYIkOCjK5du8p7772ns0eVKVNGvvzyS73fz89PqlSpImvXrpUPPvhA2rRpY8TbAbBikzcfk7CzsXrb18tNXm19vaYOAOSGzjWLS8NyhfT25YRk+XxRGAceMJhhqyw//vhjPWWqU6dO4unpKU5OTrp+RocOHWThwoUycuRIo94KgJWKupIoXy09YG6/26GqeLu7WLRPAOyPyoI5rHN1SU+G+c/2E7L7uKleDwBjOIuBHnzwQX0DgFtRAUb0VVOl3VqlfOTRuqU4UAAsIrCkj/RsUFqmbjmu2yPn7pMZLze9ZRp+APeOfJEAcsX+0zEyefNRc3t4lwBxdOSPOQDLebudGk01fd+649glmbUr87pSALk8knHs2LFsv6FaswHAvqSlpenF3qlppvYjdUpK3TIFLd0tAHausJebDGxbRaeyVT5dGCrtqheTfG6GTvQA7FK2PkXlypXL1nCi+pnk5OTsvCUAK7Yo+IxsPGwqxunp6iTvPuRv6S4BgNanSVmZuuWYhEdelrMxCfLDynAZ1IHfUYBFgow+ffrcFGQcPnxYZ5FSBfdq164tRYsWlbNnz8quXbvk0qVL0qJFC6lQ4XoBHAD2IT4pRT5asN/c/l/rSlI0vylHPQBYmouTowzrVF36jN+i2+PWHpEnGpSWsoVJrQ3kepAxceLETO19+/ZJs2bN5P3335fBgwdLvnzXP5hXrlyRjz76SH766Sd9A2BffltzWE5EXdXbZQp5ynPNy1u6SwCQScsqRaRttaKybP9ZSUxJlY/m75df+9TnKAGWXvg9aNAgadiwoYwePTpTgKGotkpv26BBA3n33XeNeDsAVuJ09FX5cdUhc3vIw9XE3cXJon0CgFv54OFq4upkuixaEnJW1h08z4ECLB1krF+/XgcZd6KCDDWdCoD9UIsoryal6O3mlXylXfWilu4SANxSOd988myGkVaV0jYpJZWjBVgyyFBF98LDw+/4nIMHD+oMMwDsw7aIizJ71ym97eSYXviKlLUA8q5X21QSP283vX0w8rL8tel62m0AFggyWrZsKTNmzJC///77lo9PnTpVZs6cqZ8HwPalpqbJiLn7zO2nG5eVKkW9LdonALgbLzdneTdDZqmvlx6QC5cTOHBANjikGTC8EBISIk2aNJHLly9LzZo1pXnz5uLn5yeRkZGybt062bNnj3h7e8uGDRukevXqYsvUcVA2btxo6a4AFjNt6zF5d8ZevV3Q00VWvd1afDxdOCMArOJLkkd+2iC7jl/S7V6NysjH3WtYuluA1V3bGlJtRgUOal3Gq6++KmvWrJHdu3dnelyNYPzwww82H2AAEImJT5LPF4eZD8Wb7aoSYACwGo6ODjKiS4B0+2G9bqsaGr0blZGAEj6W7hpgVQwraRkYGCirVq2S48eP6yAjOjpafHx8pFatWlK6dGmj3gZAHvf98oNy/nKi3vYv5i29GpaxdJcA4J7ULl1AHqtXSv7dfkLUfI+Rc0NkWv/GrCsDLBFkpFMBBUEFYJ8OnbssE9ZHmNvDOwfoRd8AYG0GdagqC/eeliuJKbLlyEWZv/e0dKpZwtLdAuxr4TcAKKqAVXKqaZlXxxrFpEnFwhwYAFbJz9tdBjxQ2dz+eP5+uZpoSskN4O4IMgAYYmVYpKwIjdTbrs6OMvihahxZAFatX7NyUq6wp94+FR0vP6++XlwUwJ0RZAC4b4nJqTJqXoi5/WLLClK6kOkPMwBYKzdnJxna6XrSGhVknIiKs2ifAGtBkAHgvk3aGCGHz13R28Xyu8vLrSpyVAHYhDb+fhJUpYjeTkhOlU8WhFq6S4BVIMgAcF/OX06Qb5cfNLcHd/QXT1fDc0oAgEU4ODjo0Qzna0ks1ALwTYcvcDaAuyDIAHBfvlxyQGLjk/V2vbIFpUstsq8AsC2V/Lykb9Ny5rZKaZtyLckFgBwMMt544w1d9RuAfQk+GS1/bz2mtx0cVMra6uSRB2CTVKapwvlc9fb+0zG6SB+AHA4yvv32W6lRo4Y0a9ZMJk6cKHFxLIoCbF1aWpp8ODdEF6pSHq9XSmqWKmDpbgFAjvDxcJF32lc1t79cEibRcUkcbSAng4x58+ZJ165dZdu2bfLcc89J8eLF5eWXX5bt27cb8fIA8iA1L3lLxEW97eXmLG9n+OMLALbo8fqlJbBkfr0dFZckXy87YOkuAbYdZHTs2FFmzpwpJ06ckE8//VRKlCghv/zyizRs2FDq1KkjP/30k8TExBjxVgDyAFWQKmOGlQFtKunCVQBgy5wcHWRE5wBz+89NRyXsTKxF+wTYxcLvIkWKyDvvvCP79++XNWvWyNNPPy0HDx6UV199VY9u9O3bV9avX2/kWwKwgF/WHJKTl67q7fK++aRfs/KcBwB2oX65QtK1tinBhVr8/eG8fXr6KIBcyi7VvHlzvT5jwYIFOsC4evWqTJo0SVq2bKnXb/z777859dYAcpAKLjJWvf3g4Wq6wjcA2Iv3HvIXDxcnvb0+/IIsCTlr6S4BeU6OXBnExsbKzz//LPXr15fWrVvLqVOnpGnTpnoK1YsvvigRERHyxBNPyJgxY3Li7QHkoE8Xhkp8UqreblmliC5UBQD2pLiPh/yv9fWio6Pnh0h8UopF+wTYdJCxbt06PSVKjVy88sorcvjwYfnf//4ne/fu1Y+98MIL8uOPP+r9gYGB8v333xv59gBy2JYjF2Xu7lN6WxWmGtapGilrAdil51tUkFIFPfT28YtX5fd1RyzdJcD2gowvv/xSqlWrJkFBQXpKVK1atWTChAl6BOO7776TgIDri6TS12489thj+nEA1kHNPR45d5+53adJOank523RPgGApbi7OOnpoul+WBkuZ6LjOSGAkUGGWux95swZPXqxZ88evbj7mWeeEXf322ebqVevnvTp08eItweQC/7Zdlz2nTJliSuUz1Vef6Ayxx2AXWsfUEyaViyst+MSU+TThfst3SXAtoKM8ePH61EJNf1JTYPKatpbNdoBIO+LiU+SzxeHmdtvtasiPp4uFu0TAFiag4ODDO8coFPbKrN2nZLtR031gwB7Z0iQ4ejoqFPV3klwcLCeSgXA+ny37KBcuJKot6sVzy89G5SxdJcAIE+oWsxbnmp0/XfiyLkhkppKSlvAkCCjX79+MmvWrDs+Z/78+fp5AKzLoXOXZeKGCHN7eOfq5m/tAAAibzxYRQpeG93dcyJa/t1+gsMCu2dIkJGVIjQpKSl6xAOAdRk9L0SSr30r93CN4tK4gmn+MQDApICnq7zZrqr5cIxZHKqnmQL2LNeu+nfu3CmFChXKrbcDYICVoZGyMuyc3nZzdpTBHf05rgBwC082KC3+xUwZ985fTpTvl995Gjlg65yz+4Nt2rTJ1FbVvVetWnXLEYwTJ07oAnw9evTI7tsByGWJyakyal6Iuf1iUEUpVdCT8wAAt+Ds5KgXgT/52ybdnrA+Qno2LCMVi3hxvGCXsh1kZAwoVHYFFUSo243UFCk1gvH444/LN998k/2eAshVkzZGyOHzV/R2cR93eSmoAmcAAO6gScXC0rFGMVmw94yeZqqmm07o15BjBruU7elSqamp5ptakzFixIhM+9JvycnJEhkZKX///bcULVrU2N4DyBHnLyfIt8uuD/W/95C/eLpm+zsJALAb73espqeXKmq6qZp2CtgjQ9ZkrFy5UhffA2AbvlwSJrEJyXq7ftmC0qVWCUt3CQCsgppWqqaXplPTTtX0U8DeGBJkBAUFSdmyZY14KQAWFnwyWv7eelxvOziolLUBekokACBrXg6qKCV83PW2mnY6ccMRDh3sTrbmP6QX1evevbt4e3vfU5G9Pn36ZOctAeQCNfVx5Nx9kp6Vuke90lKjlA/HHgDugYerkwzuWE0GTN2p298tD5dudUqKn7cp8ADsgUNaVopc3GIxt/pmc//+/VKlShVz+07U26jnqGxTtqxJkyb6fuPGjZbuCnDP5u4+Zf6j6O3mLCvebiVFvN04kgBwj9R1zxO/bJItERd1+/F6peTzx2txHGE317bZGskYP368DhiKFy+u2xMmTMjOywDIQ64mpsgnC/ab2689UJkAAwCySV0nDetcXTqPXadHh//ZfkKealxWapUuwDGFXchWkNG3b99MbRZ9A9bv59WH5FR0vN4u75tPnmlaztJdAgCrFljSR3o2KCNTtxzTbTUddcbLTVnnBruQaxW/AeRdxy/G6SAj3dBO1cT1WgpGAED2vd2uini7m77T3XHskszadZLDCbvAVQQA+Wj+fkm4lmIxqEoRaeNPTRsAMEJhLzd5o20Vc/vThaFy5VqKcMCWZWu6VIUKFbI9P/HQoevflgKwvHUHz8uifWf0touTgwzvXN3SXQIAm/J0k7J6ytTByMtyNiZBflgZLoM6+Fu6W0DeG8lIr/J9rzf1cwDyjqSUVBkxd5+5/Wzz8lKhiJdF+wQAtsbFyVEvAk83bu0ROXrhikX7BOTJkYyIiAjjewIg1/2xIULCIy/rbT9vNxnQpjJnAQByQIvKRaRttaKybP9ZSUxJ1dNUf+1Tn2MNm8WaDMBORcbGyzfLDprb73esJl5u2freAQCQBTqphpPp0mtJyFk9XRWwVQQZgJ36bGGYXL62+LBBuYLStXYJS3cJAGxa2cL55LkW5c1tldJWTVsFbFG2vracNGmSvu/evbt4e3ub21nRp08fuR9bt26V4cOH66qDiYmJEhAQIAMHDpRevXpl6edXrVolv/76q+zcuVNOnz6tX6N06dLSrFkzeffdd6Vq1ar31T/AGmw/GiUzdpzQ244OIiO6BJC3HQBywf9aV5IZ209IZGyCXgj+16aj0q/Z9cADsBUOaWpF9j1ydHTUFyT79++XKlWqmNt3ot5GPSclJSXbnVUBQvv27cXV1VV69uwpPj4+MnPmTDly5Ih89NFH8v7779/1NT744AMdFDVq1EhKliypX0v9OxYuXCjOzs76vnXr1rleeh3ILSmpadLth/Wy92S0bj/VuIyM7laDEwAAuWTmjhPy5vTdeju/u7OsfLuVTnUL5EXZvbbNVpAxceJEHTA88sgjeiTjjz/+yPLPZrc6eHJysvj7+8uJEyf0P7JOnTp6f2xsrP7Hh4WFSUhIiFSufOeFq/Hx8eLu7n7T/uXLl0vbtm2lfv36erQkuwgykNepNIqDZ+7V2wU8XWTlW62kYD5XS3cLAOxGamqaPPrzBtl57JJu92pURj7uzpc9yJtyNciwhCVLluhRjH79+sn48eMzPTZt2jQ9sjF48GD5+OOPs/0ehQoV0iMuUVFR2X4NggzkZdFxSdL6y1Vy8Uqibo/uFihPNS5r6W4BgN3ZffySdP1hvd5Wk0HmDWguASV8LN0twLBrW6tZ+K2mSint2rW76bH0fatXr87266sDp4KLwMDA++glkLd9tTTMHGAElMgvTzYsY+kuAYBdqlW6gDxWr5TeVl/3jpwbor/oBGyFofkqr1y5IrNnz5Zdu3ZJdHS0XjNRu3Zt6dq1q+TLl+++XvvgQVOqzVtNhypYsKD4+vqan5PVoEXdEhIS9M/NmzdPv8bXX399T1HdjYKDgwlUkCftPx0jf246am6P7BIgTmrVNwDAIgZ1qCqLgs/oTH9bjlyU+XtPS6eaZPqDbTAsyJg6daq8+uqrcunSpUyRuFq7UaBAAfnhhx/0lKbsUkGLogKXW8mfP79er5FVKsAYOXKkuV2pUiX5+++/pV69etnuI5BXqc/k8Dn7JPXaR7N7nZJSv1whS3cLAOyan7e7DGhTST5ZGKrbH8/fLw/4FxUPVydLdw24b4ZMl5o7d6489dRTelH1K6+8oi/WV65cqe9ffvllvV89Pn/+fMkrRowYoS+8Ll++LFu2bNGLylUa2ylTpmR5etWtbky3Ql40d89p/S2Zks/VSQY/5G/pLgEARHT62vK+ptkep6Lj5efVhzgusAmGBBmjR4/WWaZU7Ynvv/9eevToIUFBQfp+7Nixsn37dj1datSoUdl+j/QRjPQRjRvFxMTcdpTjTlS/GjRoIP/9958ONPr37y/nzp3Ldj+BvOZKQrL+dizdaw9UFr/8N2dYAwDkPldnR10JPJ0KMk5ExXEqYPUMCTL27t2rp0Kpmhm3oi7e1eN79uzJ9nukr8W41boLtWD7/Pnzd01feyeqRoaqj6HWlWzbti3brwPkNT+sDJczMfF6u0KRfBR9AoA8po1/UWlVtYjeTkhOlU8WmKZPAWLvQYZaD6HWXdyJejw7Iw3p1MhIeirbG6XvS39Odp06dcoccAC2IOL8FRm39oi5PaxTdf2tGQAgbxnaqbo4X0vGoRaAbzx0wdJdAu6LIVcbnTt31tmZblfNWxXSU+sxunTpku33eOCBB6RChQp6zYTKXpVOFeNT07BUYNC3b1/zfjWyERoaqu8zWrNmzS1TxKlARU2ZUoFQ06ZNs91PIC/5cF6IJKak6u221dQ3ZX6W7hIA4BYqFvGSvk3Lmdsj5uyTpGu/vwG7DTI+//xzXUX7oYceks2bN2d6bNOmTXq/h4eHfPbZZ9l+DxVEjBs3TlJTU6VFixZ67cTbb78ttWrVkn379umF3Bmna6m1INWqVdP3GalAR02revLJJ2XQoEEyYMAAPQKiCv0p6j3uN90ukBesCD0rK0Ij9bYavVCjGACAvOu1tpXF18tNb4edjZVJG6+nHQesTbbmBakRhRslJibqhd/Lly8XFxcXKVy4sFy4cEGSkpL048WLF9fpYQ8dyn7WBLVmYt26dTJ8+HCZPn26fs+AgAA9ktG7d+8svYZKW7to0SL9OmqBt0qxW7p0aXn++edl4MCB+vUAa5eQnCIfzg0xt19sWUHKFPa0aJ8AAHeW391F3u/oL29O363bXy89IJ1rFidZB6ySQ1o2ykuWK1dOX5xnx5Ej1+eH26Lsll4HjF7s/fniML1dwsddlr/VirzrAGAF1GVZj182ytaIKHNdo6+fqG3pbsGONcnmtW22RjIiIiKy82MAcoFKffj9iutZ2IY8XJ0AAwCshPoS98OugdLp+3WSkpom/+08KT0blJZGFQpbumvAPSHNDGBjRs0Lkfgk02LB5pV8pWONYpbuEgDgHlQrnl+eaXJ9Efiw2SwCh/UhyABsyMqwSFm876zednFykJFdA7I9tREAYDkDH8y8CPyPDcwigXUxtCCEmqu1bNkyXW8iISHhpsfVxc7vv/9u5FsCuCY+KUWnPEz3QosKOiUiAMA6F4EPedhf3phmWgT+zbKD0rlWCSma393SXQNyL8hQdTBUStiZM2fqBUsqmMi4njy9TZAB5JxfVh+Woxfi9HbJAh7yaptKHG4AsGLdapeUqZuPy5aIi3I5IVk+XrBfvu1Zx9LdAnJvutSXX34pM2bMkH79+sm2bdt0QKHSwaqRDVUbQ1X7fvzxx+8rfS2A2zt2IU5+XBWeqXKspyuV6wHA6heBdwsQp2uVwGfvOiWbDlMJHHYUZEyePFkCAwN1Ibu6devqfSqwaNSokbzzzju6yraqCL548WIj3g7ADUbO3ScJyabF3kFVikj7gKIcIwCwAf7F8meqBD5sdjCVwGE/QUZ4eLi0atUqU+SdXoRPUQXuOnfuLD/99JMRbwcgg2UhZ2V5hsreI7uw2BsAbMnAtpWliLdpEfiBs5dZBA77CTJcXV3F0/N6NWEvLy+JjDRd9KQrW7asHDx4PXc/gPt3NTFFRsy9vtj7paCKUs43H4cWAGyIt1oE3rGaua0qgZ+Nibdon4BcCTJKly4tx48fN7f9/f31FKmMi783bdokhQoVMuLtAFyj1mGciLpq+hwW8pBXWlXk2ACADepau4Q0LG+6jrqSmCIfzd9v6S4BOR9kBAUFZQoqnnjiCQkLC5NOnTrJDz/8oDNPrVu3Tjp06GDE2wEQkSPnr+iMUulGdA4Qdxcnjg0A2CA1FX1U10DzIvA5u0/JhkPnLd0t4LYMST/z7LPPSkpKipw4cUKPagwYMEBWrVqlF3svXLhQP6dhw4by6aefGvF2gN1TAf3wOfskMcW02LttNT95oBqLvQHAllUt5i39mpaTceuO6Pbw2ftkwestxMWJ2sqw0SBDZZTKuKjbxcVF5syZo9PZqrS1aj2GCjIcHfkQAEZYvO+MrDlwTm+7OTvK8M4BHFgAsAOvt60ss3efknOxCXIw8rJMXB8hL7SsYOluATfJ0av++vXr66lTjRs3JsAADBKXmCwfzg0xt//XupKULnQ98QIAwLYXgX/w8PVF4N8sOyCno01r8wCbDjJOnjwpCxYskKlTp+p71QZgnO9XhMupaFNWkXKFPaU/32ABgF3pUquENMqwCHzUvOtfPAE2F2Sohd4PPviglClTRtfEeOqpp/S9ardr104/DuD+hEdelnFrMyz27sJibwCwx0Xgo7sFivO1ReAL9p6RldfqJQE2tSZj//790rx5c4mKitKVv9V20aJF5ezZs7J+/XpZtmyZNG3aVGeYqlbt+hAfgHtd7K0qvZqyuHUIKCatqvpxCAHADlUu6q1Hsn9cdUi3h80JliUVgsTDlSyDsKEg491335Xo6Gj5448/5Omnn77p8UmTJukMVO+9957Mnj3biLcE7I5KV7g+/ILe9nBxkqGdq1u6SwAACxrQprL+26DqJR2/eFXGrjwo77T355zAdqZLrV69Wh555JFbBhhKnz59pFu3bjqtLYB7F301SUbNu154acADlaRkAQ8OJQDYMTVqoWpnpPt1zWE5eDbWon0CDA0y1NzAypUr3/E5VatW1c8DcO8+Xxwq5y8n6O0qRb3khRakKwQAiLT295OHAovpQ6Gm0w75L9hcHBmw+iCjSZMmuibGnWzdulWaNWtmxNsBdmXnsSiZvPmYuf1R9xoUXgIAmA3rXF3yXVuLsSXiovy7/QRHB7YRZHzxxReyefNmGTFihFy9mjlXs2oPGzZMBxljxowx4u0Au5Gckirv62+lTO0n6peWBuVMaQsBAFCK+3jIm+2qmg/Gxwv2S9SVRA4OLMohLRtjamoR941UZW+VPapgwYJSp04d8fPzk8jISNm5c6fOOtWiRQupWLGi/P7772LL1KiOsnHjRkt3BTZApasdPd+0FqNQPldZ/maQFMznauluAQDy4JdSXcaul5DTMeYvpT57rKaluwU7vrbNVpDh6Ji9ARC1JiMlJUVsGUEGjHLq0lVp+9VqiUs0fWa+eLyWPFavFAcYAHDb6bWP/LTBPPr9z0tNGP2Gxa5ts5XC9siRI9n5MQD3YMScfeYAQ1V2fbRuSY4fAOC26pQpKL0blZG/NpnW8Q35b6/Mf60F6/hgEdkKMsqWLWt8TwCYLQ05K0tCzuptFycHvdib7GwAgLtRdTIWBZ+R85cT5cDZy/L7uiPyUlBFDhysc+E3AOPEJSbrUYx06o9DJT8vDjEA4K58PFxkaKfrxVq/WXZAjl+M48jBuoOMKVOmSLt27fSibzc3NylSpIhuq/0AsubbZQfl5CVTlrayhT3lf60rcegAAFnWpVYJaVapsN6OT0rVX1xROwNWGWSkpqbK448/rit+L1u2TK5cuSIlSpSQuLg43Vb7H330Uf08ALe3/3SMjFt3fc3Th10Dxd3FlPscAICsUNNrVSVwVyfTZd7y0EjzFFzAqoKM77//XmbMmCEtW7bUK89VkKEWh6v7TZs2SVBQkMyaNUs/D8CtpaaqSq17JSXVlBakU83iElSlCIcLAHDPKhTxkpdbXV+LoUYzriQkcyRhXUHGxIkTpWrVqrJ06VJp1KhRpscaNmwoS5Ys0Y9PmDDBiLcDbNLfW4/LjmOX9La3m7MMyzCnFgCAe6WCjHKFPfX26eh4+XrpAQ4irCvICAsLk86dO4uz862TVan9nTp1kgMH+M8N3EpkTLx8stBUdE95p0NV8cvvzsECAGSbmm47qluguT1+/RHZeyKaIwrrCTJcXV311Kg7UY+r5wG42Yi5+yQ23jSMXbt0AendiDTRAID716JyEelau4TeVrNx35u5R1cHB6wiyKhTp45Mnz5dTp06dcvHT58+rR+vW7euEW8H2FxNjAV7z+htZ0cH+fTRGuLk6GDpbgEAbIRKaVvA00Vv7zsVo0c0AKsIMt566y25cOGC1K9fX7788kvZtm2bHD9+XN9/8cUXUq9ePbl48aK8+eabRrwdYDNi45Nk6Kxgc/vFoAriXyy/RfsEALAtvl5u8sHD19f5fbX0gBy7QO0M5MGK3zdS6y2+/vpreeedd2TQoEGZHlN5mdWaDBVsqOcBuO7zxWFyJiZeb5f3zScD2lTm8AAADPdo3ZIya+dJWRd+XtfOGDJrr0x6tqFOdwvk2SBDef3116VLly7y119/ya5duyQmJkby58+vp1L16tVLKlSoYNRbATZh+9Eo+XPTUXP74+41qIkBAMgRKpj4qHugtP9mjQ4y1h48L//tPCmP1C3FEUfeDTImTZokRYsWlfbt28vQoUONeEnApiUmp8rgmXskzVQSQ56oX1qaVDRVZwUAICeULZxPBratIp8uDNXtUfNCpFVVPymUj8Q8yKNrMp577jlZvHixES8F2IVfVh+SA2cv621fL1cZ3NHf0l0CANiB55qXl2rFTWv/ouKSZPS8EEt3CTbKkCCjePHikpiYaMRLATbv0LnL8v2KcHN7eOcAKeDJt0gAgJzn4uQonz1aQ9KTGM7ceVLWHDjHoUfeDDK6deumq30nJCQY8XKAzUpNTZPBM/dK4rUc5W38/aRTzeKW7hYAwI7ULFVA+jUrb26rReBxiaZaTUCeCjJGjRolXl5e0r17d9m3b58RLwnYpOnbjsuWIxf1dj5XUyVWMnsAAHLbmw9WkZIFPPT28YtX5dtlBzkJyHsLv1UGKTWKobJKqbUZ7u7u4ufnd9PFk2ofOnTIiLcErE5kbLx8vGC/uf12+6rmX/AAAOSmfG7OMrp7oPSbsFW3x607Ip1rlZDAkj6cCOSdkYzU1FRxdXWVMmXK6JsKMNJrZGS8qecB9mrknBCJiTcNR9cqXUD6NCln6S4BAOxY66p+0qVWCb2dkpom783cI8nXpvMCeWIkIyIiwoiXAWzWouAzMn/vab3t7Oggnz5SQ5zSV90BAGAhwzpXlzUHz8mluCQJPhmjRzReCqrI+UDeGMkAcHvRcUkydHawuf1iUAVz+kAAACzJ18tNPni4urn91dIDOgsikOeCjOTkZAkJCZGNGzfqe9UG7Nmo+SFyLtaUea2Sn5cMaFPZ0l0CAMDs0bolJahKEXOx2Hf/3aOzIQJ5Isg4d+6cvPDCC1KgQAGpUaOGNG/eXN+rdv/+/fXjgL1ZFRYp/24/obdVHoTPHq0p7i5Olu4WAACZEvN8/EgNnfVQ2XY0SiZtZCo88kCQcfLkSWnQoIH8/vvvki9fPmnfvr306dNH36v2uHHjpGHDhvp5gL2IjU+S92fuNbefbVZe6pUtaNE+AQBwKyrb4eCO1cztzxaFyfGLcRwsWDbIGDRokBw7dkxGjhwpR48elQULFsiECRP0vWqPGDFC37/77rtGvB1gFT5bFCqnouP1dtnCnvJ2u6qW7hIAALfVq2EZaVyhkN6+mpSis02p7KCAxYKMRYsWSYcOHWTo0KG6RkZGqj1s2DBp166dLFy40Ii3A/K8jYcuyF+bjpnbnz5SUzyuDUMDAJAXOTo6XJvWa7o8XB9+QaZtPW7pbsGeg4zExESpW7fuHZ9Tr149/TzA1sUlJsu7M/aY270blZEmFQtbtE8AAGRF2cL5Mo28fzR/v5yOvsrBg2WCDBVAhIaG3vE56nH1PMDWfbnkgBy7No+1hI+7vPeQv6W7BABAlvVrVl7qlCmgt2MTkvX6QqZNwSJBxqhRo2TevHkyceLEWz4+fvx4vT5j9OjRRrwdkGftOBYl49cfMbdVtg5vdxeL9gkAgHuhisV+/lhNcXUyXSauDDsns3aRvAcWqPi9cuVKad26tTz33HMyZswYadasmfj5+UlkZKSsX79ewsLC9JqMFStW6FvGlGlqHQdgC+KTUmTQv2qRnKn9WL1S0qqqn6W7BQDAPavk5y2vt60sny8O0+2Rc0OkeaUiUsTbjaOJLHFIM2D8y9ExewMiKshISUkRW9KkSRN9r4oRwr58vjhUflh5SG+rX8LL3ggSH09GMQAA1ikpJVW6/bBe9p2K0e2ONYrJj72Z+m5vmmTz2tawkQzAngWfjJafVx82t0d3CyTAAABYNRcnRxnzWE3pOna9JKemyYK9Z2TB3tPSsUZxS3cNVsCQICMoKMiIlwGsUkJyirw5fZekpJoGBTvVLC7tA4pZulsAANy3gBI+8kqrivLdinDdHjorWBqWLyS+XkybQi4s/Abs2TfLDsqBs5f1duF8rjKyS4CluwQAgGH+16aSVC3qrbcvXEmUD/4LJtsU7oogA7jPbFK/rDatw1A+6h4ohfl2BwBgQ9ycneTLHrXE2dFBtxftOyOzd52ydLeQxxFkANl0NTFF3p6+W67NkpJutUtIh0DmqQIAbE9gSR8Z0KayuT1sdrCcjYm3aJ+QtxFkANmk0vodPn9Fb/t5u8nILoEcSwCAzXqldUWpUdJHb8fEJ8u7M1Ta9vtOUgobRZABZMOmwxcyFd377NGaZJMCANh8tik1bSq9SN+qsHMyfdtxS3cLeRRBBnCPriQkyzv/7ja3n6hfWlr7U3QPAGD7qhT1ljfbVTG3R83bLyei4izaJ9hwkNGmTRsZNmyYES8F5HkfL9gvxy9e1dslC3jIB52qWbpLAADkmhdaVJC6ZQro7csJyTLo3z2Smr5AETAyyNi8ebMkJycb8VJAnrbmwDmZvPmYua2KFHm7U9UbAGA/nBwd5MsetcXdxXQZueHQBflz01FLdwu2GGRUq1ZNIiIijHgpIM+KvpqkF7ml69OkrDSr5GvRPgEAYAnlffPJex38ze1PF4bKkWvJUADDgowBAwbInDlzJCQkhKMKm/Xh3BA5HW1K11e2sKe899D1X64AANibPk3KSZMKhfX21aQUefuf3ZLCtClc4ywGKF++vLRq1UoaN24sL774ojRo0ECKFi0qDg6moi0ZtWzZ0oi3BHLV0pCzMmPHCb2t/lt/+Xgt8XQ15OMDAIBVcnR00NOGO3yzRq4kpsj2o1Hy+7rD0r9lRUt3DXmAIVdJKsBQAYXKlfzll1/eMrhIl5KSYsRbArnm/OUEGTxzb6YFb/XLFeIMAADsXulCnvJBp+rmv5NfLD4gLasUEf9i+e3+2Ng7Q4IMlVnqToEFYK1U4PzejL060FAq+XnJmw9eT90HAIC969mgtCwKPiOrD5yTxJRUGfj3Lpn1v2bi7uJk6a7B2oOMESNGGPEyQJ7z99bjsmz/Wb3t4uQg3zyhsmnwSxMAgHTqi+b0aVNRcUkSeiZWvlwSJkMers5BsmMU4wNuQ2XJUIu90735YFUJLOnD8QIA4AZF87vLJ4/UMLd/W3tE1oef5zjZMUNXrl65ckVmz54tu3btkujoaMmfP7/Url1bunXrJvny5TPyrYAclaSGe6ft0tkylIblC0n/lhU46gAA3EaHwOLSo34pmb7NlCjlrem7ZfHAluLjST0pe2RYkDFr1ix5/vnnJSoqSs9jzziEVqBAAfntt9/kkUceMertgBz1/Ypw2X38kt72dnOWr3rU0sWHAADA7Q3rHCCbDl+UYxfj5ExMvLw/a6+MfbIOa3ftkCHTpTZu3Cg9evTQIxn9+/eXqVOnysqVK+Xvv//WKW2vXr0qPXv21M8D8jqVgm/sioPm9qhugVKqoKdF+wQAgDXwcnOWr5+oLenfy83fc1pm7Tpp6W7BWkcyPvroI3Fzc9NBRGBgYKbHVPDxyiuvSJMmTeTjjz+WuXPnGvGWQI64nJAsb0zbJem1hDrXKiFda5fgaAMAkEX1yhaUV9tUlu+Wm76wGzZrn9QvW0inu4X9MGwk44knnrgpwEin9qtgY8OGDUa8HZBjPpy7Tw/xKsV93GV010CGeAEAuEcD2lSSWqUL6O3YhGS9PoNq4PbFkCAjLi5O/Pz87vgc9bh63v3aunWrdOzYUQoWLKgXkzds2FCmTJmS5Z9ft26dvPXWW1KvXj0pXLiwuLu7i7+/v7z77rty6ZJpDj7s06Lg0+bFarqqd49aLFYDACAbXJwcddp3j2tp37dEXJRf1hziWNoRQ4KMcuXKydKlS+/4nOXLl+vn3Y9Vq1ZJ8+bNZe3atfLYY4/Jyy+/LOfPn5fevXvrqVhZoX7u22+/FW9vb+nTp4+eyuXp6SljxoyR+vXrS2Rk5H31EdbpbEy8vHdDVe+mFX0t2icAAKxZed98Mqzz9VoZXy05IMEnoy3aJ1hZkKGmSm3fvl2eeeYZOXXqVKbHTp8+LX379tWPq+dlV3Jyss5epbJVrVmzRmer+uKLL2T37t0SEBAgw4cPl4MHry/WvZ033nhDjh8/rgOWr7/+Wr766ivdNxWwHDp0SEaOHJntPsI6paamydv/7JZLcUm67V/MW95qR1VvAACMqAbetlpRvZ2cmiav/71Triaa0sPDthkSZKipRo0aNZI///xTKlSooNdgPPDAA/q+fPnyMmnSJGnQoIF+XnatWLFCBwG9evWSOnXqmPerEYmhQ4fqIGTChAlZ6mvx4sUz7VOBi3oNZfXq1dnuI6zT+PVHZO1BU8EgV2dH+bZnHXFzpqo3AAD3S11jffZoDfH1ctPtQ+euyKj51wvdwnYZEmR4eHjoi3M1ClCyZEkJCQnRKWzVfalSpfR+9bh6XnapkQelXbt2Nz2Wvu9+AgQXF1OhGGdnQ+sTIo/beyJaPlsUam6/18FfqhbztmifAACwJYW93OTzx2qa21M2H5OFe09btE/IeYZdUbu6uurRAHWLjY2VmJgYXfFbjTQYIX0qVOXKlW96TC0C9/X1zdJ0qdsZP378bYOYW1EpeW8lODj4tlm2kPfS1Q6YukOSUkz5altXLSL9mt3fuiEAAHCz1v5++m/shPURuj1oxh4JLOlDWlsbZshIxo1UYKFGNIwKMJToaNNCIR8fn1s+rgKa9Ofcq127dunRFpUBa9CgQffVT1iPYbOCJeKCKeOZn7ebfPF4LdLVAgCQQ957yF8CSuTX27HxyXp9RlJKKsfbRtn93KAjR45Ip06dJCUlRVcoVyMiWXG76uW3G+FA3jJj+wmZufOkOV2tSrOnhnMBAEDOUOsdv3+yjnT6fp3EJabIjmOX5JtlB+Sd9v4cchuUrSBDLe5WC3mWLVumF3ardlaon1GLt7MjfQTjdqMVanrW7UY5bufo0aPSunVrOXfunMyYMUNvw/YdPndZhs4ONrf/16qSNK1EuloAAHJahSJeMqproLz1z27d/nHVIZ0yvhl/h21OtqZLpaam6lvGdlpa2l1vGX/mXqWvxbjVuouoqChdL+NW6zVuJyIiQlq1aqVT7k6fPl2PZsD2JSSnyICpO/U3KEq9sgVlYNus/78BAAD359F6paR7nZJ6Oy1NZOC0XXL+cgKH1cZkayRDXaDfqZ0TgoKC5JNPPpElS5ZIz549Mz2m9qU/514DjGnTpknXrl1zpM/Iez5bGCb7TsXo7fzuzvJtz9ri7JQjS5MAAMBtjOoWKDuPRem1kediE3S9qvHPNBBHRweOmY0w5Orq2LFjcubMGclJqu6GmpY1ZcoUvVA7ncpkNWrUKJ16VhX9S6dGNkJDQ/X9rQKMkydP6jUY3bt3z9F+I+9Yvv+sromR7rNHa0qpgp4W7RMAAPbIy81Zvn+yrrg4mYKKVWHnMv2NhvUzZOG3WpehLvB///13ySkqiBg3bpy0b99eWrRoIU8++aTOKDVz5ky9eHv06NFSpcr1Ks1jx47VGaNUJfARI0aY96sAQ63FaNy4sezZs0ffbpTx+bANZ6Lj9bck6Xo3KiMP1chclBEAAOSeGqV85L2HqsmoeabifKpuVcPyhaRmqQKcBhtgSJBRqFAhfctpamH2unXrdOCg1lEkJiZKQECAHsno3bt3ll5DBRjKpk2b9O1WCDJsS0pqmgyctlOi4pJ0u2pRbxnaqbqluwUAgN17tlk5WR9+XlaERuq6VWrd5LwBzcXb3VQkGdbLIU2tyL5PjzzyiM7QtHbtWrF36Slsb5fiFrnvu+UH5aulB/S2u4ujzHm1uVQpSlVvAADygguXE+Shb9dKZKxp8XfX2iV0anmVlRTWe21ryJoMtSBbVbpW05OSk5ONeEnAEBvCz+sc3OmGdw4gwAAAIA9Rdaq+6amCClN79q5TMmXLMUt3C3lhutRnn30mgYGB8uGHH8qvv/4qtWrVkqJFi94Ugap2Tq7bADKKjImX1/7eJanXxuo61SwuPRuU5iABAJDHqFoZA9pU1rMPlJFzQqRmyQJ63QbseLqUo2PWBkRUkKEqa9sypkvlDckpqdJ73GbZfOSiblfwzSdzBjTX2SwAAEDeXEPZZ/xmWR9+QbdLF/KQea+2EB9P1mdY47WtIVdcKrsTkJeoNRjpAYabs6P80LsuAQYAAHmYk6ODfNuzjjz83Vo5G5Mgxy9e1ZXBf+tTj/UZVsiQIKNs2bJGvAxgiJWhkfLjqkOZCv5UK56fowsAQB7n6+UmY3vVlZ6/btIjG8v2n5Vf1xyWF4MqWrpruEc5Uur44sWLcvz48Zx4aeCOTl66Km9Mv16s8bF6paRHfdZhAABgLRqUKyTvdqhqbo9ZHCZbrs1OgB0GGdHR0fL666/rBd9FihTRBfrSbd68WTp27Cjbt2836u2AmyQmp8r/Ju+QSxnqYYzqGsiRAgDAyrzQooK0q15Ub6sRjVen7JBz11Lcwo6CDDVy0ahRI/n++++ldOnSUq1aNcm4nrxmzZqyfv16mTx5shFvB9zSJwv3y67jl/R2Plcn+fGpuuLh6sTRAgDAyqhkQZ8/XkvKFPLUbVVD4/W/d+qAA3YUZKgK2QcOHJCpU6fKtm3b5PHHH8/0uIeHhwQFBcmKFSuMeDvgJnN3n5IJ6yPM7U8erSkVi3hxpAAAsFI+Hi7yY++64upsulzdcOhCptpXsIMgY86cOdKpUyd54okn7rg4/MSJE0a8HZDJgbOx8u6MPeb2043LSpdaJThKAABYucCSPjKic4C5/f2KcFkZFmnRPiEXg4zTp09L9erV7/gcd3d3uXLlihFvB5jFxCfJi39ul7hEU/2V2qULyAedqnGEAACwEU82LC2P1Clpbr8xbZeciIqzaJ+QS0FG4cKF75pNKjQ0VIoXL27E2wFaamqavDlttxw5bwpefb1c5aen6oqbM+swAACwpfUZo7sHSpWipmnQKsHLy3/tkPgk2y7wbO0MCTJatmypp0ydPHnylo+HhITIokWLpG3btka8HaD9uCpc589OL+Dz/ZN1pbiPB0cHAAAb4+nqLD/2rqcTuyh7T0bLkP+CMyUagg0GGUOGDJHk5GRp1qyZTJkyRc6fP6/379+/X37//Xdp06aNuLm5yTvvvGPE2wGy+sA5+XLp9cVf73XwlyYVC3NkAACwUZX8vOTLHrXN7Rk7Tsifm45atE/I4YrfNWrUkGnTpkmfPn3k6aef1vtUZBkYGKjvvb29Zfr06VK5cmUj3g527vjFOJ3GLv3Li4drFpfnW1yvywIAAGxTh8Bi8mrrSjJ2Zbhufzg3RKoVz68L+MEGgwylS5cucvjwYfnjjz908T1VOyN//vy6fka/fv3E19fXqLeCHVPzL1/6a7u54F5lPy8Z82hNPV8TAADYvjcerKKnS6lZDcmpaXp9xrwBzaWYj7ulu4YMHNKYzGaoJk2a6PuNGzca+8LQo2JvTt8t/+00rf3xcnOW2a82ox4GAAB2JjouSTqPXSfHLpqyTNUpU0D+7t+Y5C956NrWkDUZzz77rF74fScLFizQzwOya9zaI+YAQ/myRy0CDAAA7JCPp4v82qeeeLiYFoLvPHZJRs4NsXS3YHSQMXHiRNm1a9cdn7N37149lQrIDjUk+snC/eb26w9UlvYBxTiYAADYKf9i+WXMYzXN7Smbj8nULccs2icYHGRkRXx8vDg7G7YEBHZE1cEYMGWHpF5b6N2uelEdZAAAAPvWuVYJ6d+ygrk9bHawbI24aNE+weAg43YLb9U8elWoT02XKlGihFFvBzsRG58kL0zaJjHxybqtCvF89URtcXRkoTcAABAZ1L6qNK9kSjCUlJImL/25nYrg1hxkODo6ipOTk74pI0aMMLcz3tToRbly5WTr1q3Ss2dPI/sOO6jo/ca0XRIeeVm3C3i6yLg+DfSCbwAAAMXZyVHG9qoj5Qp76vaFK4ny/B/b5EqC6QtKWIbz/VT5Th+9WLNmjZQpU0YHEzdSgUahQoV0Qb4XXnjh/noLu/LV0gOybH+kuaL3D73qSplrv0AAAADSFfB0lXHP1JfuP2yQ2IRkCT0TK29N3y0/9q7L7AdrCzJWrVqVaVRD1cIYNmyYUf2CnZu355S50I4ypGM1aXZtKBQAAOBGlfy85bsn68izf2zVBXsX7Tsj3yw/KG8+WIWDZQGGzDtJTU014mUAbffxS/L2P7vNR+PxeqWkX7ObR8kAAAAyau3vJ4Mf8pePF4Tq9nfLD0rVot7ycM3iHKhclqOT21XRjnnz5omHh4eukcHCb9zNqUtX5flJ2yQ+KdVcXGd090AqegMAgCx5oUUFPV1q5g5Tba23/tklZQt7SmBJH46gtWWXevvtt8Xd3V0uXryeMuzff/+VFi1ayCeffKKnUdWtW1dOnrxeSA24kVqgpRZqnYtN0O2SBTzk16frU70TAABkmVoz/HH3GvqLSkV9cakyVUbGxHMUrS3IWLlypbRu3Vov8E43dOhQ8fHxkUmTJsmYMWPkwoUL8uWXXxrxdrBBKalp8vrfuyTkdIxu53N1kt/71pci3m6W7hoAALAy7i5O8stT9aRYfnfdPh0dL8/9sU3iEsk4ZVVBxrFjx6Ry5evF0Q4ePChhYWHy2muvyVNPPaVHOjp27KhrZQC3MmZRqCzbf9b0n9JBZGyvurqSJwAAQHb45XfXGac8XEzlFvaejJaBf+/SKfJhJUHG5cuXxcvLy9xet26dHqp66KGHzPuqV68uJ06cMOLtYGOmbT0mv6w5bG4P7VRdL9wCAAC4H2odxrc9a0t6zeglIWfl00WmReGwgiCjePHieuQi3aJFi3TQUa9ePfO+mJgYcXNj6gsy23joggz5L9jcfqpxGenblExSAADAGO0CiulU+Ol+XXNYpmw+xuG1huxSQUFBMnXqVPnhhx/0AvBZs2ZJly5dzNXAlfDwcClVqpQRbwcboSp5v/TXdkm+NmzZorKvDO8cQCYpAABgqOeal5eIC1fkr02m4GLo7GApXchDWlQuwpHOyyMZQ4YM0Wlq1RoMVdXbxcVFhg8fbn783Llzunhfs2bNjHg72IDI2HjpO2GLRF9N0u2KRfLpdRguTob8lwQAADBT0/hHdA6QoCpFzAlnXvlrhxw4G8tRyiGGXNFVqlRJQkJC5Ntvv5XvvvtOgoODJTAw0Pz40aNH5ZVXXtFVwQGV2eG5idvkRNRVfTAK53OV8X0biI+HCwcHAADkCGcnRxnbq44uzqfEJiRLvwlb9RefMJ5DWpoqvA6jNGnSxFyIEDdLTkmVF//cLstDI3Xb3cVR/u7fRGqXNuWyBgAAyEknouKk2w8b5PxlU12uGiV95O/+jSWfW47WqLa7a1vD56YkJyfrUQ3VkX379uk2oKh4dvicfeYAQ6Wq/f7JugQYAAAg15Qq6Cm/P1Nff9GZntr2lck7JCkllbNgIMOCjKioKOnfv78UKFBAatSoIc2bN5eaNWvqttqvivHBvv28+rBMzpDNYUSXAHmwelGL9gkAANifWqULyA+96uovPJXVB87J+zP36i9EkYeCDBVgqKGUcePG6QXg7dq1kz59+kj79u3F09NT72/atKlcvHjRiLeDFZq966R8liEv9YstK0ifJqSqBQAAlvFAtaLyUfca5vY/20/I10sPcDryUpAxatQoOXDggAwePFgv8l64cKFMmDBBV/hWbZV9SlUBHz16tBFvByuz4dB5eeefPeb2wzWLy7sd/C3aJwAAgCcblpHX2lQyH4jvVoRTQyMvLfyuUKGClC9fXpYvX37b57Rt21YOHz6sb7aMhd+ZBZ+Mlp6/bpLLCaa1OQ3LFZJJzzUUd5frNVQAAAAsRV0KD/p3jx7JUNQUqt/61NcjHRDLLvw+deqUNG7c+I7PadSokX4e7MfRC1ek74St5gCjkp+X/NqnHgEGAADIUzU0Pn6khrmGhqoR/L8pO2TnsShLd82qGRJk+Pj46GlRd6IeV8+DfVA5p5/+fYs5PVxxH3eZ9GxDKeDpaumuAQAAZKKKAf/Yu65OZ6vEJ6VKv4lbJTySYn0WDTJatWol//zzjyxbtuyWj6tpVOpx9TzYvpj4JHlm/FY5djFOtwt4usifzzWUEgU8LN01AACAW1J1MlRx4DKFPHX7UlySPDVui66rAQutyVB1MRo2bChXr16Vjh07SlBQkBQtWlTOnj0rq1at0gvBVZapTZs2SUBAgNgye1+TEZ+UIs+M3yKbj5gyiXm4OMnkFxpJ3TIFLd01AACALE33fuznjXIu1jQbo4JvPpn+UhPx9XKzy6PXJJvXtoZV/N6wYYP07dtXwsPDTS/s4GDONVyxYkWZOHGiNGvWTGydPQcZKalp8r/JO2TRvjO67ezoIOOeqS+tqvpZumsAAABZtv90jPT4ZaPExpvWlQaWzC9TX2gs3u4udncUm2Tz2taw+umqDkZYWJisX79edu7cKTExMZI/f36pU6eODi5U0AHbpQLKD2btNQcYyheP1yLAAAAAVqda8fx66tTTv2/W6zOCT8bI839skz+eJUNmro9kwH5HMtR/odHz98vv646Y9w3tVF2ea17eov0CAAC4HytDI+WFSdskWaWcEpEHqxeVn3rXFWcnQ5Y1WwWLprDNKDk5Wa/RUB1R96oN2/b1soOZAoz/ta5IgAEAAKxea38/+bJHLXN7achZeXfGXkm9FnQgF4KMc+fOyQsvvCAFChSQGjVqSPPmzfW9avfv318/Dtvz65pD8t3yg+Z236bl5O12VS3aJwAAAKN0rV1SRnSubm7P2HFChs/ZZ157jBxck3Hy5Em97uLYsWNSpEgRadmypTm71Pbt22XcuHGydOlSWbdunZQsWdKIt0Qe8Nemo/LxglBz+7F6pWRYp+qsvwEAADalb7PyculqknyzzPTF6p+bjoq7i6O837Ea1z05OZIxaNAgHWCMHDlSF91bsGCBTJgwQd+r9ogRI/T9u+++a8TbIQ/4b+cJGTo72Nx+uEZx+ezRmuLoyAJ/AABge15/oLK82LKCuf3b2iPy9dIDFu2TzS/8Lly4sDRq1EgHFbfToUMH2bp1q1y4cEFsmT0s/F6874y8MnmHTlmrtPH3k5+fqieuzvazCAoAANgfddmspkpN2njUvO+d9lXlf60ria1qYsmF34mJiVK3bt07PqdevXr6ebBuy/eflVenXA8wmlQoLD/2rkuAAQAAbJ4qyTCic4A8Ub+0ed/ni8MyJcCBgUGGCiBCQ6/Pzb8V9bh6Hqw7jdvLf+2QpBRTgFG7dAH57Zn64u7iZOmuAQAA5Ao1NfzjR2pI19olzPtGzQvRa1VhcJAxatQomTdvnq7qfSvjx4/XU6lGjx5txNvBAlYfOCcv/rVdElNSdbtGSR/5o19D8XIzrJ4jAACAVXBydJAvH68lHQKKmfd9MCtYpm09ZtF+5SWGXCGuXLlSWrduLc8995yMGTNGZ5ry8/OTyMhIXQFcVQJv166drFixQt8yDjkNHTrUiC4gB609eE4XoklMNgUYASXyy5/PNRQfTxeOOwAAsEuqIN93T9aRF//cJivDTKUaVA0N5YkGZcTeGbLw29ExewMiKshISUkRW2JrC7/Xh5+XZydulYRrAUb14vllyguNpICnq6W7BgAAYHHxSSn6y9i1B8+b9332aA2bCTSye21r2EgGbM+GQ+fluT+uBxj+xbxl8vMEGAAAAOnU2tTf+tSX/n9ulzUHro9opKWJ9GxoG4FGdhgSZAQFBRnxMshrAcbEbRKfZAowqhY1BRgF8zGCAQAAcGOg8evT9TIFGu/N3CtqutCTdhpoUNgAt1zk3W/CVrmaZJrKVqWol0x+oZEU9nLjaAEAANwh0AiqUsS8b/DMvTJ1i30uBifIQCbLQs7KC39sM0+R0gHG843FlwADAADgroHGL0/Xk1ZVMwca9pjeliADZgv2npaXMqSpVYu8/+7fRIp4M4IBAACQ1UDj56fqSesMgYZKbztu7WG7OoAEGdBm7TypK3knX6vkXauUj84iVYg1GAAAAPceaDxdT9r4+5n3jZ6/X75bflAMSOxqFQgyINO3Hpc3pu+Sa/GF1CtbUP4kixQAAEC2uTmbRjQ61rhesO+rpQfk00WhdhFoEGTYuT83RsigGXt0mjWlcYVCMunZhpLfnUJ7AAAA98PV2VG+61lHHqlb0rzvl9WHZficfZKa/u2ujSLIsFMqgv5++UEZOnufeV+Lyr4yoW9DyedmSGZjAAAAu+fs5ChfPFZLnmp8PZXtpI1H9Ze8ydfWwdoiggw7pCLnUfP2y5dLD5j3PeDvpwvJeLg6WbRvAAAAtsbR0UFGdQ2U/i0rmPf9u/2EvP73LklINpUMsDUEGXZGRczv/LtHxq8/Yt7XvU5JvThJLVICAACA8RwcHGTwQ/4ysG1l8775e0/r4seXE5Jt7pATZNiR+KQUeXnyDpmx44R5X9+m5eTLx2uJixP/FQAAAHI60BjYtooM6VjNvG9d+Hnp9dsmuXA5waYOPleWdiI2Pkn6TtgiS0POmve90baKDO9cXQ/hAQAAIHe80LKCjHmspjhduwbbcyJaHv95oxy/GGczp4Agww6ci02QJ3/bJJsOXzTvG9klQF5vW1lH1AAAAMhdPeqXll+eqiduzqbL8cPnr8hjP2+QsDOxNnEqCDJs3OFzl+WRn9ZL8MkY3VYR8zdP1JZnmpazdNcAAADsWtvqReWv5xuJt7sps+fZmAR5/OcNsi3i+hfD1oogw4ZtPxolj/60QY5fvKrb7i6O8lufetKtzvVczQAAALCcBuUKyT8vNRE/bzfdjolPlqd+3yxL9p2x6tNCkGGj1H9MtYgoKi5Jtwvlc5W/+zeRNv5FLd01AAAAZOBfLL/MeLmplPfNp9vxSany0l/bZdLGCLFWBBk26M9NR/V/zIRkU4GXsoU9ZebLTaV26QKW7hoAAABuoXQhTz2iUbOUj26rguDDZu+TTxbut8rq4AQZNlbF+7NFoTJ0VrD+j6nUKuWjI+Ny1yJjAAAA5E2+Xm7yd//Gukhyul9WH5bXp1lf0T6CDBuRkpomb03fLT+tOmTe18bfT6b2b6z/wwIAACDv83R1ll+erie9GpUx75u7+5T0+X2LxMSbpsFbA4IMG6HSLHtdy0ygPNmwtPz6dD39HxUAAADWw9nJUT7qFijvtK9q3qeqDqSnu7UGXIHaCFXvYnjnADkbEy8BJXxkQJtK1MAAAACw4mu7/7WuJCUKuMu4tUfkl6fri5uzk1gL6wmHrtm6dat07NhRChYsKPny5ZOGDRvKlClTsvzzkZGR8sknn8hjjz0m5cuX1yfQVgrSqRoYP/WuJ689QJE9AAAAW9C9TimZ82pz8fFwEWtiVSMZq1atkvbt24urq6v07NlTfHx8ZObMmdK7d2+JiIiQ999//66vERISop+nAovKlSuLp6enxMXZUAn3a+XpAQAAIDbzRbK1cUhTKYmsQHJysvj7+8uJEydk48aNUqdOHb0/NjZWmjRpImFhYTqAUIHDnZw9e1Y/V/28t7e3fk3VNuowqL4oqo8AAACANcvuta3VTJdasWKFHDp0SHr16mUOMBQVKAwdOlQHIRMmTLjr6xQtWlRatmypfw4AAACAHU+XUlOllHbt2t30WPq+1atX53pUd6Pg4GAJDAzMtX4AAAAAeY3VjGQcPHhQ399qOpRaBO7r62t+DgAAAADLsZqRjOjoaH2vFnvfSv78+fV6jdxyu3lptxvhAAAAAOyF1YxkAAAAALAOVhNkpI9gpI9o3CgmJua2oxwAAAAAco/VBBnpazFute4iKipKzp8/f9f0tQAAAAByntUEGUFBQfp+yZIlNz2Wvi/9OQAAAAAsx2qCjAceeEAqVKggU6ZMkV27dpn3q2J8o0aNEmdnZ+nbt695vxrZCA0N1fcAAAAAco/VZJdSQcS4ceOkffv20qJFC3nyySd1RqmZM2fKkSNHZPTo0VKlShXz88eOHSsjR46U4cOHy4gRIzK9VsZg5PTp0zft++KLL3RKXAAAAAA2HGQorVu3lnXr1unAYfr06ZKYmCgBAQF6JKN3795Zfp0//vjjjvtUUEKQAQAAAGSPQ1paWlo2fxZ3qJNxuzoaAAAAgK1f21rNmgwAAAAA1oEgAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAABBBgAAAIC8i5EMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABAkAEAAAAg72IkAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAAGIogAwAAAIChCDIAAAAA2HeQsXXrVunYsaMULFhQ8uXLJw0bNpQpU6bc02ukpqbK2LFjpWbNmuLh4SFFihSRHj16yMGDB3Os3wAAAIC9sKogY9WqVdK8eXNZu3atPPbYY/Lyyy/L+fPnpXfv3vLxxx9n+XVeeuklGTBggKSkpOh7FbTMmTNHGjRoICEhITn6bwAAAABsnUNaWlqaWIHk5GTx9/eXEydOyMaNG6VOnTp6f2xsrDRp0kTCwsJ0gFC5cuU7vs7KlSulTZs20qJFC1m6dKm4ubnp/cuXL5cHH3xQ71+9enW2+6n6oqg+AgAAANYsu9e2VjOSsWLFCjl06JD06tXLHGAo3t7eMnToUB2ETJgw4a6v89tvv+n70aNHmwMM5YEHHpD27dvLmjVr5MCBAzn0rwAAAABsn6M1TZVS2rVrd9Nj6fuyMgKhXket5WjWrNlNj6kgI6uvAwAAAODWnMVKpC/KvtV0KLUI3NfX964Lt69cuSKnT5+WwMBAcXJyuunx9NfOygLw9KGjG23btk3c3d1v+zgAAABgLYKDg8XT09N2RzKio6P1vY+Pzy0fz58/v/k59/MaGZ+XHc7Oztk6Efb+n1fdYDs4p7aJ82qbOK+2ifNqe4ItdL2krmvVF/o2O5KR17Cw2zgslrc9nFPbxHm1TZxX28R5tT1NrCy5kNWMZKSPPtxulCEmJua2IxT38hoZnwcAAADAhoOMO62XiIqK0vUy7pa+Vi34Ll68uBw5ckTXyLiXdR8AAAAAbCzICAoK0vdLliy56bH0fenPudvrqAXg69evv+mxxYsXZ/l1AAAAAFh5kKHqWFSoUEGmTJkiu3btMu9XxfhGjRqlF1z37dvXvF+NbISGhur7jPr376/vP/jgA0lMTDTvV8X4VJDRsmVLqVKlSq78mwAAAABbZDVBhgoixo0bJ6mpqboqtwoW3n77balVq5bs27dPRowYkSk4GDt2rFSrVk3fZ9S6dWt5/vnnZe3atbqo36BBg+SZZ56Rhx9+WGeX+umnnyzwrwMAAABsh0NaWlqaWJEtW7bI8OHD9cp6NRIREBAgAwcOlN69e2d6ngo6Ro4cqZ+rtjNSgcoPP/wgv/zyi4SHh4uXl5cOPj766CNGMQAAAAB7CzIAAAAA5G1WM10KAAAAgHUgyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMAAAAAIYiyAAAAABgKIIMGE7VIVFFEOvWrSuenp66yGFQUJDMmTMnW69Ts2ZN8fDwkCJFikiPHj3k4MGDnDUrPKerVq0SBweH2942bdqUo/8Ge/bXX3/Jiy++KPXr1xc3Nzd9vCdOnHjb58fExMibb74pZcuW1c9X96qt9t+rrVu3SseOHaVgwYKSL18+adiwoUyZMuU+/0Ww1DktV67cbT/DL730EicmF8/rrl275P3335f27dvrv4/qua1atcr2e/NZtb3zWs7Cn1fnHH8H2BVVdkUFAjNmzJCKFSvKc889JwkJCTJ79mzp2rWrfP/99/Lqq69m6bXUB+C3336T6tWry4ABA+Ts2bMybdo0WbJkiWzYsEHvh3WdU0UFJ7f6hVmqVCmDe450H3zwgRw9elR8fX2lePHievt2rly5os+R+kP34IMPypNPPim7d++Wr7/+WlauXCnr1q3TwUJWA0v1h9LV1VV69uwpPj4+MnPmTF08NSIiQv8hhXWdU0WdR1UE90bqAgq5d15nzZoln3zyif58ValSRc6fP5/t9+Wzapvn1eKfV1WMDzDKP//8o4o7pjVr1iwtLi7OvP/cuXNpZcuWTXNzc0s7cuTIXV9nxYoV+nVatGiRFh8fb96/bNmyNAcHh7SWLVty0qzsnK5cuVK/zvDhw3O4x7jR0qVL0yIiIvT2J598os/DhAkTbnmghg0bph8fNGjQLfer+6xISkpKq1ixov7/sWPHDvP+mJiYtICAgDRnZ+e0AwcOcLKs6Jwq6jOvbrD8eQ0ODk7bvn17WmJiYtrp06f1c4OCgu75Pfms2uZ5zQufV6ZLwVAqAlfUN5RqilM6Fb2/8cYb+hvwCRMm3PV11AiGMnr0aD20mO6BBx7Q34yuWbNGDhw4wNmzonMKy2nbtq2eHpOVUatx48aJl5eXDBs2LNNjgwcP1lOefv/9d/28u1mxYoUcOnRIevXqJXXq1DHv9/b2lqFDh0pycjL/b6zsnCLvnFclICBAT2F1cXG5r/fks2qb5zUvIMiAodSUJqV8+fI3PZa+T/1Cy8rQrRq+b9as2U2PqSBDWb16tQE9Rm6d03RqTc13330nn376qUydOvW+h4JhHHVuTp06pT93N06fcXd3l5YtW8rJkyclPDw8S59hpV27djc9lr6Pz7B1ndN06ouFP/74Qz7++GP56aef9NQrWC8+q7YtwYKfV9ZkwFBqkZJy5MgRqVatWqbH1D7lbiMQav7w6dOnJTAwUJycnG56vHLlyvqeBeDWc04zUot+My78VaMjI0eOlHfeecewPiN70j9T6Z+xO332bvecrLyW+vZcjYTxGbauc5ruzJkz0rdv30z7OnToIH/++ac+r7AufFZt2xkLfl4ZyYChHnroIX2vvqWOj483779w4YJ88803evvSpUt3fI3o6GjzYqVbUZmNMj4Pef+cpgcrn3/+uezfv18HkurbU5Vxo1ChQjJo0CD55ZdfcvBfgaww8rOXldfiM5zzjP59+uyzz+pvvs+dO6czU6mscOp3xKJFi6RLly5Mu7JCfFZt17MW/rwykgFDqawlan6+ylhSo0YNHS0nJSXpef1FixbVz7nV6ARs/5yqeabqlk6lwlVZhmrVqiX16tWT4cOHywsvvCCOjnz3AeRVN67raNSokcybN09nr1JZqhYsWCAPP/ywxfoHIO98XvlrDkM5OzvLwoULZcSIEfpi8ddff9UpK1Wq03///TfT9JvbSf/G7XbfrKXndb/dN3PIe+f0TtS0OPWLT639uJd54TCekZ+9rLwWn+Gclxu/T9XvhX79+unt9evXZ/t1YBl8Vu2LYy5+XgkyYDiVDUp9Kx0WFqYXHEVGRuqpMGp6TFZyM6vFiSqPtJrvn5KScs9zjJH3zundpM8LjYuLM6S/yJ67rXe6l8/enV4rKipKL/jnM2xd5/RO+AxbLz6r9sc3l/7mEmQg10yePFnfq6Jcd6OG8tS8/VtF2YsXLzY/B9ZzTm9HpTLdsWOHrkBapkwZA3uH7FxslChRQn/u1OcvI7UeR6WOVo9XqlTprq+V/vlUxTNvlL6Pz7B1ndM72bx5s7nCMKwLn1X7szmXPq8EGTBc+vB7Rmpazfjx46VBgwbyyCOPmPerbzNDQ0NvSmPav39/c5XMxMRE8/7ly5frIEOlXVSVMGE953Tjxo03LTJTAYbKKqWqn6rUxGoROCxHBXrPP/+8XL58WT788MNMj6kKtGoEQj2unpdOrc9R51vVxMhI1bSpUKGCziSmKk2ni42NlVGjRulpeDdmPEHePqchISG3TPKg5nZ/9dVXesQz4+8C5C18Vm1TUh7+vDqoinw5+g6wOyrNaenSpfW9ysO+ZcsWnd1AXXCoegoZC9Koef4qfamaiqO2M1KLgFURqerVq+uFSWrO/rRp0/RrbtiwQe+H9ZxT9Y2JupBp2rSplCxZUv/yU9+iqilYagRDbWe1WBHujfocqT8syt69e/XIkaqbkP7tdbdu3fRNUd92N2/eXAcGDz74oF6Ur/Kqq3U5tWvX1q+Tsd5CRESErpeizp3azkglC1DBo/pjphIIqExGaj2PmgqpCm0OGTKEU2lF51R9nseMGaMDSPV5Vuc1ODhYj0yped4///yzDliQO+dVXViqrH/K1atXZfr06ToZh0rOkT4l5osvvrjreVX4rNreeR2RFz6vFqs1Dps1fPjwtBo1aqR5e3unubu7p1WrVi3tgw8+SIuOjr7lc9V/Q3V/o5SUlLTvvvsuLSAgIM3NzS2tcOHCaY899lhaWFhYLv1LYOQ5/fTTT9NatWqVVqJEiTRXV9c0T0/PtJo1a6YNGTIk7eLFixzsHPTMM8/oc3K7243n6tKlS2lvvPFGWunSpdNcXFz0vWqr/Tc6cuSIfo2yZcve8r03b96c1qFDhzQfH580Dw+PtPr166f99ddfOfZvtReWOKerVq1K69GjR1qlSpX07wL1OqVKlUrr2bOnPs/I3fO6cuXKOz73xvPHZ9W+zuuqPPB5ZSQDAAAAgKFYkwEAAADAUAQZAAAAAAxFkAEAAADAUAQZAAAAAAxFkAEAAADAUAQZAAAAAAxFkAEAAACAIAMAAABA3sVIBgAAAABDEWQAAAAAMBRBBgAAAABDEWQAAGCwcuXK6RsA2CuCDACA1Vu1apU4ODjIiBEjcuX9+vbtq98vIiIiV94PAKyNs6U7AACArVm+fLmluwAAFkWQAQCAwSpWrMgxBWDXmC4FAFZq7dq10r17dylatKi4ublJ6dKl5ZFHHpF169aZnxMXF6enEPn7+4u7u7sUKlRIHn74YdmwYcNNr6eep6YAqalH06dPl7p164qHh4cUL15cXnvtNbl69Wq2+6GkpaXJ+PHjpVmzZpI/f37x9PSU+vXr63330xf13NatW+vtkSNH6p9Lv6VPZ0qf3nT48GH5+uuvJSAgQPdV7VdOnTolw4cPl8aNG4ufn59+TK2peOWVVyQyMjJT39T+P/74Q2+XL1/e/F6tWrW665qM3DgfAJAXMJIBAFbohx9+kAEDBuiLTnWBX6ZMGTl58qS+sP/333+lefPmkpCQIA888IBs2rRJX6AOHDhQXzBPmzZNlixZou9VMHCr1164cKF07dpVXzgvWrRIvv/+e7lw4YJMnjz5nvuRHmA89dRTMmXKFKlSpYr06tVLXF1dZenSpfLcc89JSEiIfPHFF9nqi9qvggl14R8UFJTpYr9AgQKZXk/1VR0PdWHfqVMnHRgpa9askS+//FIfr0aNGomLi4vs3LlTfvrpJ1m8eLHs2LFDfHx89HPVcZw4caLs3r1bXn/9dfN73G2hd26cDwDIM9IAAFZlz549aU5OTmklSpRIO3LkSKbHUlNT006ePKm3P/zwwzT1a7537956f7rdu3enubm5pRUsWDAtJibGvH/48OH6+T4+PmmhoaHm/XFxcWlVqlRJc3BwML/2vfRD+fXXX/VrP/fcc2lJSUnm/QkJCWmdO3fWj23bti3bfVm5cqV+vvq5W3nmmWf046VKlUo7evToTY+fPXs2LTY29qb9f/zxh/650aNH3/L1bvx3pytbtqy+ZZTT5wMA8hKmSwGAlfn5558lJSVFRo8efdO352p6TYkSJfS2+rZdfSP/6aef6v3patasqacJRUVFyezZs296ffXtfNWqVc1tNUrx5JNP6tGI7du333M/lLFjx0q+fPn0vbPz9UF0NZrx0Ucf6e2pU6dmuy9Z9c477+jRlhupKVJeXl437X/66af11K5ly5bJ/crp8wEAeQnTpQDAymzZskXft2vX7rbPiYmJ0esPqlWrJqVKlbrpcTXt5pdffpFdu3bpaUwZqak8N0p/jUuXLt1TP9LXIezdu1cHHeoC+0ZJSUn6PjQ09KbHstqXrGrYsOFtH5s5c6Y+JmpqlLrgVwFUOrVm437kxvkAgLyEIAMArIy6sFTfhKsFwHe6qFXS1xzcqFixYvo+Ojr6psfS1x5klD76kPHCOyv9UNQFu/rWXa3VUAuzb+fKlSvZ7ktW3e54qPUYb7/9thQpUkQHTeoiXo0YKN98841eT3E/cuN8AEBeQpABAFZGLTRWF+2nT5+WkiVL3vI5aoqPcvbs2Vs+nr4//Xk51Y+M71GvXj3Ztm2bWFLGaUrpkpOTZdSoUXqkRY0kqEAjnfr3jRkz5r7fNzfOBwDkJazJAAArkz7lR2Ukuh11sVqhQgUJDw/XIwg3Wr16tb6vXbt2jvZD8fb21tOE9u/fn2PTe5ycnLL9zf758+f1CIJKX5sxwFBUUHSrVLH3+n65cT4AIC8hyAAAK/PSSy/pi9wPPvhAjh49mumx9JEF5ZlnntHrHQYPHqz3pwsODpYJEyboaTjdunXL8X4oqq6DWpvxwgsv3HJa1JEjR8w1LbJD1ZtQTpw4cc8/qxZ9q6lRai2G6mPGaV4q5a1R75fT5wMA8hKmSwGAlalRo4ZeJ6Au3FVROXVhWrZsWTlz5oyu96BqQKjHBw0aJPPnz5c///xTjyKoGg3nzp3T9RjUxe6kSZP0KENO90N58cUXdX0IVcti/fr10rZtWz09SU0TUgu+N2/erGto3K3WxO2o4nbq9f7++29d5E+tqVBTo15++eVbrmnIyNHRURfdU+syatWqJZ07d9ZrKFRtCvXvyZglK12bNm10XQ/173r88cd15iyVtUrV/7idnD4fAJCXEGQAgBV69dVXJTAwUF8Yq4vhy5cv62/kVSG5Hj166OeoitIrVqyQzz77TF/IqkrX6gK8ZcuW8v7775sL5eV0PxR1wa9SuHbs2FF+++03mTdvnvm5lStX1hfsKvDILjWiorJDvfvuu/oiPjY2Vu/v2bPnXYMM5ZNPPtGjE6qPP/74o16grX5WLVRX/74bPfTQQ3qthvq3qOOrggRVCPBOQUZunA8AyCscVLEMS3cCAAAAgO1gTQYAAAAAQxFkAAAAADAUQQYAAAAAQxFkAAAAADAUQQYAAAAAQxFkAAAAADAUQQYAAAAAQxFkAAAAADAUQQYAAAAAQxFkAAAAADAUQQYAAAAAQxFkAAAAADAUQQYAAAAAQxFkAAAAADAUQQYAAAAAQxFkAAAAABAj/R+NtvmHCPqOTwAAAABJRU5ErkJggg==", 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" ] @@ -328,17 +331,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Thu Sep 01 2022\n", + "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", - "Python version : 3.9.13\n", - "IPython version : 8.4.0\n", + "Python version : 3.13.12\n", + "IPython version : 9.11.0\n", "\n", - "numpy : 1.23.2\n", - "matplotlib: 3.5.3\n", - "calibr8 : 6.5.3\n", + "calibr8 : 7.2.0\n", + "matplotlib: 3.10.8\n", + "numpy : 2.4.2\n", + "platform : 1.0.8\n", "\n", - "Watermark: 2.3.1\n", + "Watermark: 2.6.0\n", "\n" ] } @@ -347,13 +351,6 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -372,14 +369,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" - }, - "vscode": { - "interpreter": { - "hash": "be40286493075b77ab384f0f8f99f709edf687ab30f49236d3446e833e58b08e" - } + "version": "3.13.12" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/notebooks/Example_Numeric_Independent_Posterior.ipynb b/notebooks/Example_Numeric_Independent_Posterior.ipynb index f68a1df..5a17035 100644 --- a/notebooks/Example_Numeric_Independent_Posterior.ipynb +++ b/notebooks/Example_Numeric_Independent_Posterior.ipynb @@ -15,11 +15,10 @@ "outputs": [], "source": [ "import ipywidgets\n", - "from matplotlib import pyplot\n", "import numpy\n", "import pymc as pm\n", - "import scipy.optimize\n", "import scipy.stats\n", + "from matplotlib import pyplot\n", "\n", "import calibr8" ] @@ -38,7 +37,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -59,12 +58,14 @@ "\n", "fig, ax = pyplot.subplots(dpi=120)\n", "\n", - "calibr8.plot_norm_band(ax, X_dense, calibr8.asymmetric_logistic(X_dense, θ_true), σ_true)\n", + "calibr8.plot_norm_band(\n", + " ax, X_dense, calibr8.asymmetric_logistic(X_dense, θ_true), σ_true\n", + ")\n", "\n", - "ax.scatter(X, Y, label='$Y_{obs}$')\n", + "ax.scatter(X, Y, label=\"$Y_{obs}$\")\n", "\n", - "ax.set_xlabel('independent value')\n", - "ax.set_ylabel('dependent value')\n", + "ax.set_xlabel(\"independent value\")\n", + "ax.set_ylabel(\"dependent value\")\n", "ax.legend()\n", "pyplot.show()" ] @@ -84,7 +85,9 @@ "source": [ "class AsymmetricTModelV1(calibr8.BaseAsymmetricLogisticT):\n", " def __init__(self):\n", - " super().__init__(independent_key='independent', dependent_key='dependent', scale_degree=0)" + " super().__init__(\n", + " independent_key=\"independent\", dependent_key=\"dependent\", scale_degree=0\n", + " )" ] }, { @@ -99,17 +102,9 @@ "execution_count": 4, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\osthege\\AppData\\Local\\Temp\\ipykernel_356\\3130538705.py:22: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " fig.tight_layout()\n" - ] - }, { "data": { - "image/png": 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", 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", 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" ] @@ -121,7 +116,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The following estimations were made for ('L_L', 'L_U', 'I_x', 'S', 'c', 'scale_0', 'df'): (-0.1618649667081871, 3.974967996155461, 15.262602665464405, 0.2865868328729957, 1.3554398193364028, 0.017449300261076536, 0.9251045856162367)\n" + "The following estimations were made for ('L_L', 'L_U', 'I_x', 'S', 'c', 'scale_0', 'df'): (np.float64(-0.16185161895575242), np.float64(3.974966313239348), np.float64(15.262603589530178), np.float64(0.28658757430416437), np.float64(1.3554343266920206), np.float64(0.01744906898419064), np.float64(0.9251011065918714))\n" ] } ], @@ -129,27 +124,31 @@ "model = AsymmetricTModelV1()\n", "calibr8.fit_scipy(\n", " model,\n", - " independent=X, dependent=Y,\n", + " independent=X,\n", + " dependent=Y,\n", " theta_guess=[\n", - " 0, # lower limit approximately at 0 ?\n", - " 4.5, # upper limit maybe around 4.5 ?\n", + " 0, # lower limit approximately at 0 ?\n", + " 4.5, # upper limit maybe around 4.5 ?\n", " 12, # inflection point maybe at arond 12 ?\n", - " 1/5, # approximate slope at inflection point\n", - " 2, # asymmetry paramter: the inflection point is near the upper limit -> positive value\n", - " ] + [0.01, 5],\n", + " 1 / 5, # approximate slope at inflection point\n", + " 2, # asymmetry paramter: the inflection point is near the upper limit -> positive value\n", + " ]\n", + " + [0.01, 5],\n", " theta_bounds=[\n", - " (-numpy.inf, 1), # L_L\n", + " (-numpy.inf, 1), # L_L\n", " (3.5, numpy.inf), # L_U\n", - " (10, 20), # I_x\n", - " (1/20, 1), # S\n", - " (-3, 3), # c\n", - " ] + [(0.01, 0.5), (0.5, 50)]\n", + " (10, 20), # I_x\n", + " (1 / 20, 1), # S\n", + " (-3, 3), # c\n", + " ]\n", + " + [(0.01, 0.5), (0.5, 50)],\n", ")\n", "\n", "fig, axs = calibr8.plot_model(model)\n", - "fig.tight_layout()\n", "pyplot.show()\n", - "print(f'The following estimations were made for {model.theta_names}: {model.theta_fitted}')" + "print(\n", + " f\"The following estimations were made for {model.theta_names}: {model.theta_fitted}\"\n", + ")" ] }, { @@ -170,27 +169,35 @@ "def plot(y_obs=0.5, a=0, b=30, steps=1000, ci_prob=0.95):\n", " y_obs = numpy.atleast_1d(y_obs)\n", " fig, ax = pyplot.subplots(dpi=120)\n", - " \n", - " posterior = model.infer_independent(y_obs, lower=a, upper=b, steps=steps, ci_prob=ci_prob)\n", - " ax.plot(posterior.hdi_x, posterior.hdi_pdf, color='b')\n", - " \n", + "\n", + " posterior = model.infer_independent(\n", + " y_obs, lower=a, upper=b, steps=steps, ci_prob=ci_prob\n", + " )\n", + " ax.plot(posterior.hdi_x, posterior.hdi_pdf, color=\"b\")\n", + "\n", " # Plot the individual predictions from predict_independent for comparison\n", " for yo in y_obs:\n", - " ax.axvline(model.predict_independent(yo), linestyle='--', color='b', alpha=0.3)\n", - " ax.plot([], linestyle='--', label='predict_independent', color='b', alpha=0.3) #to get only one legend\n", - " \n", - " # For multiple observations of the same independent variable, \n", + " ax.axvline(model.predict_independent(yo), linestyle=\"--\", color=\"b\", alpha=0.3)\n", + " ax.plot(\n", + " [], linestyle=\"--\", label=\"predict_independent\", color=\"b\", alpha=0.3\n", + " ) # to get only one legend\n", + "\n", + " # For multiple observations of the same independent variable,\n", " # the median of the posterior will differ from the two predict_independent results\n", - " ax.annotate('median', xy=(posterior.median, 0),\n", - " xytext=(posterior.median, numpy.max(posterior.hdi_pdf)*0.2), xycoords='data',\n", - " arrowprops=dict(facecolor='b', edgecolor='b', shrink=0.05),\n", - " horizontalalignment='right', verticalalignment='top', \n", - " ha='center'\n", + " ax.annotate(\n", + " \"median\",\n", + " xy=(posterior.median, 0),\n", + " xytext=(posterior.median, numpy.max(posterior.hdi_pdf) * 0.2),\n", + " xycoords=\"data\",\n", + " arrowprops=dict(facecolor=\"b\", edgecolor=\"b\", shrink=0.05),\n", + " horizontalalignment=\"right\",\n", + " verticalalignment=\"top\",\n", + " ha=\"center\",\n", " )\n", - " \n", + "\n", " ax.legend()\n", - " ax.set_xlabel('independent variable')\n", - " ax.set_ylabel(r'$p(x\\ |\\ \\vec{y}_{obs})$')\n", + " ax.set_xlabel(\"independent variable\")\n", + " ax.set_ylabel(r\"$p(x\\ |\\ \\vec{y}_{obs})$\")\n", " ax.set_ylim(0)\n", " return fig, ax" ] @@ -210,7 +217,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "32aab4d8700d47b69575be13976125e4", + "model_id": "551813ece8d548dea2ef8600656306fa", "version_major": 2, "version_minor": 0 }, @@ -227,13 +234,14 @@ " plot(y_obs, a, b, steps, ci_prob)\n", " pyplot.show()\n", "\n", + "\n", "ipywidgets.interact(\n", " iplot,\n", " y_obs=θ_true[0:2],\n", " a=ipywidgets.fixed(0),\n", - " b=ipywidgets.fixed(30), \n", + " b=ipywidgets.fixed(30),\n", " steps=ipywidgets.fixed(1000),\n", - " percentiles=ipywidgets.fixed((0.025, 0.975))\n", + " percentiles=ipywidgets.fixed((0.025, 0.975)),\n", ");" ] }, @@ -253,78 +261,30 @@ "name": "stderr", "output_type": "stream", "text": [ - "Auto-assigning NUTS sampler...\n", + "C:\\Users\\osthege\\AppData\\Local\\miniforge3\\envs\\dibecs_9.2.1\\Lib\\site-packages\\threadpoolctl.py:1226: RuntimeWarning: \n", + "Found Intel OpenMP ('libiomp') and LLVM OpenMP ('libomp') loaded at\n", + "the same time. Both libraries are known to be incompatible and this\n", + "can cause random crashes or deadlocks on Linux when loaded in the\n", + "same Python program.\n", + "Using threadpoolctl may cause crashes or deadlocks. For more\n", + "information and possible workarounds, please see\n", + " https://github.com/joblib/threadpoolctl/blob/master/multiple_openmp.md\n", + "\n", + " warnings.warn(msg, RuntimeWarning)\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Sequential sampling (2 chains in 1 job)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [independent]\n" ] }, { "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
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       ],
-      "text/plain": [
-       ""
-      ]
+      "text/plain": []
      },
      "metadata": {},
      "output_type": "display_data"
@@ -351,21 +304,21 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Sampling 2 chains for 1_000 tune and 10_000 draw iterations (2_000 + 20_000 draws total) took 16 seconds.\n"
+      "Sampling 4 chains for 1_000 tune and 10_000 draw iterations (4_000 + 40_000 draws total) took 32 seconds.\n"
      ]
     }
    ],
    "source": [
-    "y_obs = numpy.array([3.85,3.9])\n",
+    "y_obs = numpy.array([3.85, 3.9])\n",
     "a = 0\n",
     "b = 30\n",
     "\n",
     "theta = model.theta_fitted\n",
     "with pm.Model():\n",
-    "    prior = pm.Uniform(model.independent_key, lower=a, upper=b, shape=(1,))\n",
+    "    prior = pm.Uniform(model.independent_key, lower=a, upper=b)\n",
     "    mu, scale, df = model.predict_dependent(prior, theta=theta)\n",
-    "    pm.StudentT('likelihood', nu=df, mu=mu, sigma=scale, observed=y_obs, shape=(1,))\n",
-    "    idata = pm.sample(10_000, cores=1, return_inferencedata=True)"
+    "    pm.StudentT(\"likelihood\", nu=df, mu=mu, sigma=scale, observed=y_obs)\n",
+    "    idata = pm.sample(10_000, cores=4)"
    ]
   },
   {
@@ -382,7 +335,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
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" ] @@ -394,9 +347,12 @@ "source": [ "fig, ax = plot(y_obs=y_obs, ci_prob=0.999)\n", "ax.hist(\n", - " idata.posterior['independent'].stack(sample=('chain', 'draw')).values.T,\n", - " density=True, bins=100, color=\"b\", alpha=0.2,\n", - " label='MCMC posterior'\n", + " idata.posterior[\"independent\"].stack(sample=(\"chain\", \"draw\")).values.T,\n", + " density=True,\n", + " bins=100,\n", + " color=\"b\",\n", + " alpha=0.2,\n", + " label=\"MCMC posterior\",\n", ")\n", "ax.legend()\n", "pyplot.show()" @@ -411,21 +367,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Tue Dec 13 2022\n", + "Last updated: Wed, 15 Apr 2026\n", "\n", "Python implementation: CPython\n", - "Python version : 3.8.13\n", - "IPython version : 8.6.0\n", + "Python version : 3.13.12\n", + "IPython version : 9.11.0\n", "\n", - "sys : 3.8.13 | packaged by conda-forge | (default, Mar 25 2022, 05:59:45) [MSC v.1929 64 bit (AMD64)]\n", - "ipywidgets: 8.0.2\n", - "scipy : 1.9.3\n", - "pymc : 4.4.0\n", - "calibr8 : 7.0.0\n", - "numpy : 1.23.4\n", - "matplotlib: 3.6.2\n", + "calibr8 : 7.2.0\n", + "ipywidgets: 8.1.8\n", + "matplotlib: 3.10.8\n", + "numpy : 2.4.2\n", + "platform : 1.0.8\n", + "pymc : 5.28.1\n", + "scipy : 1.17.1\n", "\n", - "Watermark: 2.3.1\n", + "Watermark: 2.6.0\n", "\n" ] } @@ -434,18 +390,11 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "dibecs_6.3.0", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -459,12 +408,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" - }, - "vscode": { - "interpreter": { - "hash": "af141d71e3a017549b9cc6058c5febc95824a77db2d22f409079e0a7d7179b7f" - } + "version": "3.13.12" }, "widgets": { "application/vnd.jupyter.widget-state+json": { @@ -11128,5 +11072,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/pyproject.toml b/pyproject.toml index 4f86f33..12c2b81 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,9 +1,46 @@ -# inspired by https://hynek.me/articles/sharing-your-labor-of-love-pypi-quick-and-dirty/ - [build-system] -requires = ["setuptools", "wheel"] +requires = ["setuptools>=61.0"] build-backend = "setuptools.build_meta" +[project] +name = "calibr8" +version = "7.2.0" +description = "Toolbox for non-linear calibration modeling." +readme = "README.md" +requires-python = ">=3.11" +license = "AGPL-3.0-or-later" +authors = [ + {name = "Michael Osthege", email = "m.osthege@fz-juelich.de"}, + {name = "Laura Helleckes", email = "l.helleckes@fz-juelich.de"}, +] +classifiers = [ + "Programming Language :: Python", + "Operating System :: OS Independent", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Programming Language :: Python :: 3.14", + "Intended Audience :: Science/Research", + "Topic :: Scientific/Engineering", +] +dependencies = [ + "matplotlib", + "numpy", + "scipy", + "typing_extensions", +] + +[project.urls] +Homepage = "https://github.com/jubiotech/calibr8" +Documentation = "https://calibr8.readthedocs.io/en/latest/" +Download = "https://pypi.org/project/calibr8/" + +[tool.setuptools] +package-dir = {"calibr8" = "calibr8"} + +[tool.setuptools.package-data] +"calibr8" = ["py.typed"] + [tool.black] line-length = 110 diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 5b2c1b6..0000000 --- a/requirements.txt +++ /dev/null @@ -1,4 +0,0 @@ -matplotlib -numpy -scipy>1.6.0 -typing_extensions diff --git a/setup.py b/setup.py deleted file mode 100644 index dc7dc17..0000000 --- a/setup.py +++ /dev/null @@ -1,79 +0,0 @@ -# Copyright 2021 Forschungszentrum Jülich GmbH -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the GNU Affero General Public License as published -# by the Free Software Foundation, either version 3 of the License, or -# (at your option) any later version. -# -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# GNU Affero General Public License for more details. -# -# You should have received a copy of the GNU Affero General Public License -# along with this program. If not, see . - -import os -import pathlib -import re - -import setuptools - -__packagename__ = "calibr8" -ROOT = pathlib.Path(__file__).parent - - -def package_files(directory): - assert os.path.exists(directory) - fp_typed = pathlib.Path(ROOT, __packagename__, "py.typed") - fp_typed.touch() - paths = [str(fp_typed.absolute())] - for path, directories, filenames in os.walk(directory): - for filename in filenames: - paths.append(os.path.join("..", path, filename)) - return paths - - -def get_version(): - VERSIONFILE = pathlib.Path(pathlib.Path(__file__).parent, __packagename__, "core.py") - initfile_lines = open(VERSIONFILE, "rt").readlines() - VSRE = r"^__version__ = ['\"]([^'\"]*)['\"]" - for line in initfile_lines: - mo = re.search(VSRE, line, re.M) - if mo: - return mo.group(1) - raise RuntimeError("Unable to find version string in %s." % (VERSIONFILE,)) - - -__version__ = get_version() - - -setuptools.setup( - name=__packagename__, - packages=setuptools.find_packages(), - version=__version__, - description="Toolbox for non-linear calibration modeling.", - long_description=open(pathlib.Path(ROOT, "README.md")).read(), - long_description_content_type="text/markdown", - url="https://github.com/JuBiotech/calibr8", - author="Laura Marie Helleckes, Michael Osthege", - author_email="l.helleckes@fz-juelich.de, m.osthege@fz-juelich.de", - license="GNU Affero General Public License v3", - classifiers=[ - "Programming Language :: Python", - "Operating System :: OS Independent", - "Programming Language :: Python :: 3.10", - "Programming Language :: Python :: 3.11", - "Programming Language :: Python :: 3.12", - "License :: OSI Approved :: GNU Affero General Public License v3", - "Intended Audience :: Science/Research", - "Topic :: Scientific/Engineering", - "Topic :: Scientific/Engineering :: Mathematics", - ], - install_requires=[open(pathlib.Path(ROOT, "requirements.txt")).readlines()], - package_data={ - "calibr8": package_files(str(pathlib.Path(pathlib.Path(__file__).parent, "calibr8").absolute())) - }, - include_package_data=True, - python_requires=">=3.10", -)