{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using a Modflow DRN model as a stressmodel in Pastas\n", "\n", "Please note that the showcased workflow is not how we intend to keep things. Major breaking changes in the next release." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "DeprecationWarning: As of Pastas 1.5, no noisemodel is added to the pastas Model class by default anymore. To solve your model using a noisemodel, you have to explicitly add a noisemodel to your model before solving. For more information, and how to adapt your code, please see this issue on GitHub: https://github.com/pastas/pastas/issues/735IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html" ] } ], "source": [ "import os\n", "\n", "import flopy\n", "import pandas as pd\n", "import pastas as ps\n", "\n", "import pastas_plugins.modflow as ppmf\n", "\n", "bindir = \"bin\"\n", "mf6_exe = os.path.join(bindir, \"mf6.exe\")\n", "if not os.path.isfile(mf6_exe):\n", " if not os.path.isdir(bindir):\n", " os.makedirs(bindir)\n", " flopy.utils.get_modflow(\"bin\", repo=\"modflow6\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(\"data/aftopping.csv\", index_col=0, parse_dates=True)\n", "head = df[\"B28H1808_2\"].dropna()\n", "prec = df[\"Precipitation\"]\n", "evap = df[\"Evaporation\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Try to model TARSO with a one cell MODFLOW model" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report B28H1808_2 Fit Statistics\n", "================================================\n", "nfev 16 EVP 96.88\n", "nobs 1261 R2 0.97\n", "noise False RMSE 0.05\n", "tmin 2012-06-07 00:00:00 AICc -7360.14\n", "tmax 2017-02-01 00:00:00 BIC -7324.25\n", "freq D Obj 1.82\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (7 optimized)\n", "================================================\n", " optimal initial vary\n", "exp_A0 661.881263 258.226873 True\n", "exp_a0 117.485675 10.000000 True\n", "exp_d0 19.664685 19.675000 True\n", "exp_A1 368.738780 258.226873 True\n", "exp_a1 138.281724 10.000000 True\n", "exp_d1 20.000696 20.032500 True\n", "exp_f -1.060276 -1.000000 True\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml_tarso = ps.Model(head, constant=False)\n", "ml_tarso.add_stressmodel(\n", " ps.TarsoModel(\n", " prec=prec, evap=evap, rfunc=ps.Exponential(), name=\"exp\", oseries=head\n", " )\n", ")\n", "ml_tarso.solve()\n", "ml_tarso.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We generate a model with ModflowDrnSto, which adds a drain at a certain threshold-value, and modifies the storage coefficient above this level. If we calculate the parameter-values from the optimized Pastas model with TarsoModel, we see this model returns the same simulation." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Model is not optimized yet, initial parameters are used.\n", "Model is not optimized yet, initial parameters are used.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate a Model with ModflowDrnSto\n", "ml_mds = ps.Model(head, constant=False)\n", "modflow = ppmf.ModflowDrnSto(\n", " exe_name=mf6_exe, sim_ws=\"mf_files/drn_gw\", head=head, silent=True\n", ")\n", "mm = ppmf.ModflowModel(prec=prec, evap=evap, modflow=modflow, name=\"modflow\")\n", "ml_mds.add_stressmodel(mm)\n", "\n", "# take parameters from the model with the TarsoModel\n", "p_tarso = ml_tarso.parameters[\"optimal\"]\n", "ml_mds.set_parameter(f\"{mm.name}_d\", initial=p_tarso[\"exp_d0\"])\n", "ml_mds.set_parameter(f\"{mm.name}_c\", initial=p_tarso[\"exp_A0\"])\n", "s = p_tarso[\"exp_a0\"] / p_tarso[\"exp_A0\"]\n", "ml_mds.set_parameter(f\"{mm.name}_s\", initial=s)\n", "ml_mds.set_parameter(f\"{mm.name}_f\", initial=p_tarso[\"exp_f\"])\n", "h_drn = p_tarso[\"exp_d1\"] - p_tarso[\"exp_d0\"]\n", "ml_mds.set_parameter(f\"{mm.name}_h_drn\", initial=h_drn)\n", "ml_mds.set_parameter(f\"{mm.name}_c_drn\", initial=p_tarso[\"exp_A1\"])\n", "s_drn = p_tarso[\"exp_a1\"] / p_tarso[\"exp_A1\"]\n", "ml_mds.set_parameter(f\"{mm.name}_s_drn\", initial=s_drn)\n", "\n", "# initialize model and plot\n", "ml_mds.initialize()\n", "ax = ml_mds.plot()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarynamediststderroptimal
modflow_d19.66468518.9602.039000e+01TruemodflowuniformNaNNaN
modflow_c661.88126310.0001.000000e+08TruemodflowuniformNaNNaN
modflow_s0.1775030.0015.000000e-01TruemodflowuniformNaNNaN
modflow_f-1.060276-2.0000.000000e+00TruemodflowuniformNaNNaN
modflow_h_drn0.3360120.0001.000000e+01TruemodflowuniformNaNNaN
modflow_c_drn368.73878010.0001.000000e+08TruemodflowuniformNaNNaN
modflow_s_drn0.3750130.0011.000000e+00TruemodflowuniformNaNNaN
\n", "
" ], "text/plain": [ " initial pmin pmax vary name dist \\\n", "modflow_d 19.664685 18.960 2.039000e+01 True modflow uniform \n", "modflow_c 661.881263 10.000 1.000000e+08 True modflow uniform \n", "modflow_s 0.177503 0.001 5.000000e-01 True modflow uniform \n", "modflow_f -1.060276 -2.000 0.000000e+00 True modflow uniform \n", "modflow_h_drn 0.336012 0.000 1.000000e+01 True modflow uniform \n", "modflow_c_drn 368.738780 10.000 1.000000e+08 True modflow uniform \n", "modflow_s_drn 0.375013 0.001 1.000000e+00 True modflow uniform \n", "\n", " stderr optimal \n", "modflow_d NaN NaN \n", "modflow_c NaN NaN \n", "modflow_s NaN NaN \n", "modflow_f NaN NaN \n", "modflow_h_drn NaN NaN \n", "modflow_c_drn NaN NaN \n", "modflow_s_drn NaN NaN " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ml_mds.parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the difference between the two models. This difference is smaller than the closing criterium of the MODFLOW-model (0.01 meter)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Model is not optimized yet, initial parameters are used.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the difference between both models\n", "h1 = ml_tarso.simulate()\n", "h2 = ml_mds.simulate()\n", "(h1 - h2).dropna().plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Try to model ThresholdTransform with a one cell MODFLOW model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report B28H1808_2 Fit Statistics\n", "==================================================\n", "nfev 26 EVP 96.82\n", "nobs 1261 R2 0.97\n", "noise False RMSE 0.05\n", "tmin 2012-06-07 00:00:00 AICc -7335.76\n", "tmax 2017-02-01 00:00:00 BIC -7304.99\n", "freq D Obj 1.86\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (6 optimized)\n", "==================================================\n", " optimal initial vary\n", "recharge_A 594.799905 258.226873 True\n", "recharge_a 103.941136 10.000000 True\n", "recharge_f -1.060085 -1.000000 True\n", "constant_d 19.658142 19.880246 True\n", "ThresholdTransform_1 20.008782 20.032500 True\n", "ThresholdTransform_2 0.441636 0.500000 True\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml_tt = ps.Model(head)\n", "ml_tt.add_stressmodel(ps.RechargeModel(prec=prec, evap=evap, rfunc=ps.Exponential()))\n", "ml_tt.add_transform(ps.ThresholdTransform())\n", "ml_tt.solve()\n", "ml_tt.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We try to model this sytyem with ModflowSto. However, this does not give us the same simulation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Model is not optimized yet, initial parameters are used.\n", "Model is not optimized yet, initial parameters are used.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml_ms = ps.Model(head, constant=False)\n", "modflow = ppmf.ModflowSto(\n", " exe_name=mf6_exe, sim_ws=\"mf_files/drn_gw\", head=head, silent=True\n", ")\n", "mm = ppmf.ModflowModel(prec=prec, evap=evap, modflow=modflow, name=\"modflow\")\n", "ml_ms.add_stressmodel(mm)\n", "\n", "p_tt = ml_tt.parameters[\"optimal\"]\n", "ml_ms.set_parameter(f\"{mm.name}_d\", initial=p_tt[\"constant_d\"])\n", "ml_ms.set_parameter(f\"{mm.name}_c\", initial=p_tt[\"recharge_A\"])\n", "s = p_tt[\"recharge_a\"] / p_tt[\"recharge_A\"]\n", "ml_ms.set_parameter(f\"{mm.name}_s\", initial=s)\n", "ml_ms.set_parameter(f\"{mm.name}_f\", initial=p_tt[\"recharge_f\"])\n", "h_drn = p_tt[\"ThresholdTransform_1\"] - p_tt[\"constant_d\"]\n", "ml_ms.set_parameter(f\"{mm.name}_h_drn\", initial=h_drn)\n", "s_drn = s / p_tt[\"ThresholdTransform_2\"]\n", "ml_ms.set_parameter(f\"{mm.name}_s_drn\", initial=s_drn)\n", "\n", "ml_ms.initialize()\n", "ax = ml_ms.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With ModflowDrnSto we come closer, but we do not get the same result as the Pastas Model with the ThresholdTransform. It is not possible to model the ThresholdTransform in a one-cell Modflow model. ThresholdTransform calculates the discharged water using the non-transformed simulation. However, in the Modflow model, the calculation of the discharge is calculated using the simulation that is affected by the larger storage coefficient." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Model is not optimized yet, initial parameters are used.\n", "Model is not optimized yet, initial parameters are used.\n" ] }, { "data": { "image/png": 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1Xw1h/fr1CAkJAcDnuiQmJmL9+vVgWcd0y+PHj+O9997D22+/LW5r3749fv75Z9x3332YNGkSLBYLBgwYgB9//FH22tLSUvF9mkJoaCg2b96Mu+66S0xcT01NxcaNG6FW86dvYWGhQ35mfHy8+FxkZCQefPBBXL58GYMGDQIhBGazGY899hief/75Bs9JSZrHU1SbLOj2snLuaFM58tpwBGkbv0SMHj0at99+O7Zu3Ypdu3bhp59+wvz587F8+XJkZGQovqZXr17i3yqVCtHR0ejZs6e4TTiuFy9ebPS88vLy8PLLL2P37t24fPmy+PvKz893+XieOHECJpMJ6enp4jaNRoP+/fvj77//dvqZAL5yta75V1dXIyAgQLZt//79mDx5Mp5++mmUlJTgmWeeQXp6usP3OGjQIPHz2BMVFSVqhLrCZ599hkcffRRt27aFSqXCNddcgwceeAD79u0Tx9x2223i37169cK1116LlJQUrFmzpkkVl67s9+6778bdd98tjtuyZQsOHTqE9957D506dcLq1auRkJCA/v374/rrr0dcXBwAIDAwEACfy+gvpKamgmVZ2bFnWVaxMEUJlUqFTp06NdPsKC2NV1TF+hN5eXkOC6vFYsHx48cbPM7VfTWEG2+8USwq2bNnD4YPH47bbrsNZ86ckY07d+4cbr31VowZMwYTJkwQtxcWFmLChAkYN24ccnNzsWXLFmi1Wtx7770ghIjjQkNDZQUswr+GUl1djczMTKSnp2PXrl3Yvn07evTogdtvvx3V1dUu72fz5s1466238OGHH2L//v1Yt24dfvjhh0ZVOQrSPF9++WWDX9vaCAgIwC233IKXXnoJO3bsQEZGBubMmeN0vEajkT1mGEa2TZAwsr+ASc89oO4G7iNHjsSVK1ewbNky7N69G7t37wYAhyIhd6H0mZwZXwAQExOD4uJi2bb9+/dj4MCB6NSpE/r164cPP/wQ8+bNkxUt1cdbb72FkJCQOv/l5+eL4zt27IgtW7agoqICZ8+exZ49e2AymdChQwen7xEREYHOnTs3aY1qzH5ra2vxxBNPYMmSJTh+/DjMZjNuuOEGdOnSBZ07dxaPMcAXlgBAbGysW+foSfR6PZYuXQqVSgWA/03cf//9dZ5nAizLIisri+ra+RHUY+dmlO6clO6GXBnn6r4aQnBwsOz1y5cvR3h4OJYtW4Y33ngDAHD+/HnceOONGDhwoENV3QcffIDw8HBZ1ennn3+OpKQk7N69W2zzxrKsW+4AV61ahdOnT2Pnzp2iV3HVqlWIjIzE//73P9x///1ISEjAhQsXZK8THguyOC+99BIeeughjB8/HgDQs2dPVFZWYuLEiXjhhRcUPZZKCNI8v//+u1cshIEaFY68NrzZ9u1uunXr5rIXwVViY2NRUFAgPi4rK1OsFAV4fbijR49i2bJlGDx4MAAoVnFqtVpYLBan79mxY0dotVps374dKSkpAHhjMjc310EmpaH06dNHVrV58uRJlJSUyLyJ3bp1Q8eOHbFq1SqXvc6PPfYY7rvvvjrHKPXVDg4ORnBwMIqLi7Fx40bFinOBiooKnDhxAg899JBLc3KV+vb7xhtv4NZbb8U111yDAwcOwGw2i8+ZTCbZsTx8+DD0ej1iYmLcOkdPk5mZieLiYsycORMcx9UphQPIb5JmzZqFqKgoqmvnJ1CPnZuxv3NSqVRYsmSJgxHgyjhX99UUGIYBy7Ki9+vcuXMYMmQI+vbti08++cTB4KmqqnLYJszPlbvDhiK8n1RsWngsvN+AAQPw+++/y7w0v/zyC7p06YLIyMh6523v7VGC1CPN4ykYhkGQVt0s/1wV+FaiqKgIQ4cOxeeff45Dhw7h1KlTWLt2LebPn48777zTjd8AMHToUHz22WfYunUr/vzzT4wbN048tvZERkYiOjoaS5cuxfHjx7Fp0yYHDTQAaNeuHXbv3o3Tp0/LwrUCwcHBePzxx/Hss89iw4YNOHLkCCZMmICqqqomXxyHDx+Ov/76S/Ta7du3DxqNBp07d5aNu+mmm/Dtt9+6vN+oqCh06tSpzn9CegPAyxpt2LABp06dwi+//IIbb7wRXbt2xSOPPCKOeeaZZ7BlyxacPn0aO3bswN133w2VSoUHHnhAHPP+++/jpptuEh9XVFTIPPinTp3CwYMHZd5CV/YrcOTIEXz11Vd47bXXAPBtJ1mWRXZ2Nn744Qf8888/SEtLE8dv3boVw4YNc/l7a24EiZKmyo4YDAbRqKsPYS0U1j4hzYdKn/gJzZrt56O4qyo2JyfHparY+sa5uq/6sJc7OXLkCHniiScIwzAkJyeHGAwG0qlTJ3LTTTcRg8Egk6AR+O233wjDMOTVV18lx44dI/v27SPDhw8nKSkpokxNQ4onzpw5Qw4cOEBeffVVEhISQg4cOEAOHDhAysvLCSGE/P3330Sn05HHH3+cHDlyhBw+fJj861//IuHh4eT8+fOEEL6KMT4+njz00EPk8OHD5MsvvyRBQUEyuZM5c+aQ0NBQsnr1anLy5Eny888/k44dO5L77rvPpe/OFWkeio2amhoya9Yscs0115Dw8HASFBREunTpQl588UXxO1MqnrAvWFAqjLA/h0pLS8nYsWNJWFgYSUpKIitWrKizeOKXX34hV111FdHpdKRXr15k8+bNDvs8evQoue6660hgYKBTuZPq6mry1FNPkZiYmDrlTuw/05133knGjRtX5/fXv39/8tFHHxFCCJk1axbp1q2bw5hvvvmGMAzTbNWMX331FenQoQPRarUkISGBTJ48mZSUlMjGjB07liQmJhKtVkvatm1Lxo4dK5OOIYT/7aWkpIiPc3JyFJP3pd+JK/slhC8eSk9PJ99//71s+/fff0+Sk5NJfHw8WbZsmbi9urqahIeHy4pv7GnJ4gl3Fsc5K6Cw/3fjjTeSG264gRZQ+Bi0KraJ+LOOnfRHHBoaStLS0sjXX39NCOENMmeLgZTVq1eTPn36kODgYBIbG0tGjRpF/v77b/H5hhh2Spph9gvMzz//LOqORUZGkqFDhzoszH/88QcZNGgQ0el0pG3btmTu3Lmy500mE3nllVdIx44dSUBAAElKSiJPPPEEKS4udum7c/a91CWzQ6E0lvXr15OrrrrKabU6pXF8+OGHsgp+JVpqjVeSKGmK7MiePXsaLXciGJZU8sR7aYhhxxDiQhyqlVFWVobw8HCUlpY6KJfX1NTg1KlTaN++vUPlGoVCobiLd999F6NHj250SzCKI8uXL8fgwYPRpUsXp2Naao3PycnB0KFDHbYvWLAAY8aMaXDKjbP9ucrYsWNpQZgXU5ddYg/NsaNQKBQvZOrUqdSoczPjx4+v06hrSYTiOHumT5+OlJQUZGdnN3h/TcmLpXIn/gM17Citnvz8fJclICgUCsUdCMVxSsYdx3GYOHFig4sZmhKAmzt3Li2e8BOo3Aml1dOmTZs6NfaUJCAoFAqlOeE4DosWLcK///1vl8YvWrSoSe8naKR6g4wTpWnQHDsFaI4dhUKhtE5aao03GAxISUmpU55EpVLh9OnT9RpbBoMBycnJTfLYufpeFM9Ac+woFAqFQvFilDoL2WOxWLBz507F56T6d3l5eU0y6liWdbtGKsVzUMOOQqFQKJQWxlnxhD3333+/QyFFdnY2UlJSMHToUKSkpGDv3r0u7SuoSzrUEQmybSzLYteuXbTrhB9BDbtGQiPYFAqF4n+01Nqu1Flo3LhxDgaafVcIg8GAiRMnit4+juMwe/ZszJ49u86q2ICU3oi9azbaTlou2z5v3jxZZw6K70MNuwYiNPSuqqry8EwoFAqF4m6EtV1Y65uTzMxMnD59Gjk5OTh9+jRWrFiB1atXO4wTChsA5RCuxWLBW2+9VadRqk20taRTh8eLf/fr16+pH4PiZdCq2AaiUqkQERGBixcvAgCCgoKapB1EoVAoFM9DCEFVVRUuXryIiIgIp/2G3Y1er5fltg0cOBAsy8qMN5VKJerMhYSEKO6nPk+jKihc/FsT2w7m0guy/VL8B2rYNYKEBD5HQTDuKBQKheIfREREiGt8c2MwGLBjxw4AvEEHADt27MCECROwfPlyWCwWsCyLrKws0firqKho2Juo1Ogz4l8wqOPETZqYZBhP7UVWVpbs/WnxhH9A5U4UcLWs2GKxwGQyteDMKBQKhdJcaDSaFvPUZWdnY8KECXV62hiGASEELMti6dKlyMzMdEkmRWDatGko6Xw7Np2ukW2/LlGFfqbDeO6558T3ZxgGy5Yto0UUXkpD5E6oYadAQ75ACoVCoVAaQmN056Q6c9nZ2Zg0aRIsFgtUKhX+9a9/4dNPPxX3JzUE2836wWFfHaMDsG3BY4i8MRNle79Ddd5Oh/egeBcNsUtoKJZCoVAoTUbQU0tNTaWGQT00RndO2hkiMzMTw4cPx/Hjx9GpUyfo9Xq88cYboubdgAEDEJfQBg8u26W4r1NFVYi77zWoAsPAaANFw076HvR4+i7UsKNQKBRKk8jOzhYlOKTeIooyqampYpjVVewLHeyLLvR6PcaMGSM+3p9fjB0nihT3xYGFKpD3+ugSbPsU3oMeT9+Gyp1QKBQKpdEo6apJddcojuj1eixbtszl8dLOELm5uViwYAFyc3Nl3Sfsqaw1K+7LXO5o7LG6YPE9ANDj6eNQjx2FQqFQGo0zXTXaUL5uMjMzcebMGbz++uv1jhU8exkZGVi5cqW4Xam4QqCkSrmwr+b0QYT0vEm2be7ilXjglmuh1+uRk5NDj6ePQz12FAqFQmk0Sq2xqD6aa4wcOdKlcYQQTJgwQWbUCdsBZa9aSZVRcV/GS6cdtqX07C8abfR4+j7UsKNQKBRKo1FqjUUbyrtGWloaxo0b59LY+vLxpN0pAKC0mvfY3XxVHHKeGYL0TtEYFlMGrvicw2tPXLRp49Hj6fvQUCyFQqFQmoRSlSbFNQYPHozPPvvMJV26umAYRuZVqzJaAABJUUFoHxOML8ZfB+A6xFku4vNi65hjOxDUeSCOX5SLHtPj6dtQjx2FQqFQ3AKVRW0Y9oUnTcG+tWW1iTfsAjU2wWWDwYCsF58FsfDevIrDmwAAB08VKhZHXLx4ETt27KCFEz4GNewoFAqF0iSys7ORkpKCoUOHIiUlBdnZ2Z6ekk+gVHjSWDiOk4Via0z8fqWGXV5eHjizCeeWTMS5jzJhPH8UAHC5miClQyfxuGVnZyM5ORljx47F2LFjkZycTI+pD0ENOwqFQqE0Gip30niUChUai32BQ43VYxcgMexCQkIAAJbySzCXXoClshhcTQUYVgVVeAImTZqE3Nxch1ZnhBB6TH0IathRKBRFcnNzMXXqVEydOhW5ubmeng7FS6lL7oTiHKGzw7x589zSn3batGmyXLhqa45dgNa274qKCofXmYp4Y00TkwSLxYJt27YphtTpMfUdaPEExa1U1ppRXGWEPjLI01OhNAF7vaxFixZh3LhxWLFihecmRfFKBK+T1Lij8hh1Y9/Z4Z577sE333zT6BxFlmUxZcoU2bYas2OOndKxMhWdha5tV2iik6BSqTBo0CDF96DH1Heghh3FbdSaLRj5/jYYrlRjw9TB6BAb4ukp+R25ubn46KOPcOTIEQBA9+7dMWnSJKSlpbn0eoPBgO+//x5btmzBhQsXoNFocPnyZVRUVCAkJAQxMTEwmUzYvHmzw2tXrlyJc+fO4fLly+jSpQtmzJjh8vtS/BdBHkNqqFB5DOcoha6//vrrOl/DMAxGjx6NdevWKebkjRs3DkuXLkViYiJGjhwJvV5v89hpbIE54VhNmjQJFosFDMPAdMXqsYtOwpIlS5CYmKjY7mzu3Ln0mPoI1LCjuI2/zpfh5KVKAMCPfxbgyaGpHp6Rf2HvRQOAXbt2ITs72yVvWnZ2NsaPH9+kOfz6668AgIMHD+Krr76iXjwKpYE0pmCCEIJ169Zh0KBB+P333x2e/+STT8S/J0+ejGXLlqHG1AWA3GMHyKVM9u7dizlLeaNSE60X56fkOezXr1+D5kzxHDTHjuI2LpbViH//+vdFD87E/8jNzXUw6qSsXLmyzjw4g8HQZKOuMe9L8X9o8UTDaGzBBMdxikadPWxIDJ7feA5/GEoBAGGBGocxer0enTp1wsyZM2G8dAYAoInSY9JjjyMkJIR2nvBxqMeO4jYulteKf/9hKMHF8hrEhQZ4cEb+w9atW+sds337dlloVEjOTk1NRV5eXrPN7YcffqAhWR9i/fr1ePvjtShUxSLw1O9IjIvBzTffDIAXywUghvtra2uh0+nqDPnv2LGD9hZtAAUFBbj33nuxdu1at+v+MWod9E98ItvWNiJQcazgOeRKLoAz1YDVBIAJi0NlZaUsXEs7T/ge1LCjuI0LEo8dIUDOPxcxNi3ZgzPyH4QLbl2kp6eLf9snZ8+dO7fZ5vb6668jKSlJ1oCc4p2kp6djx44d0D+9GqrAUFwsqcDBn5bgp59+qvN1zkL+2dnZmDBhgsN46uFRRimdwp1oYlMctsWF6hTHSgspTJfzoUvsjID4DujUqROGDBlCO0/4MDQUS3EbF8t4j51OzZ9Wvxyh4Vh3UV9PSYZhkJiYCEA5NDZ79my88MILzTI3GnrzTgwGA2bOnIk+ffqgR48e6NChA3bs2AEAUAWGAgDC+rrWhF5AGnoXzjN7rxP18ChTXzqFlIEDByqGaxmGqVMaRRvbDgBgKj6Pa5ND8ezwLlCrlC/z0p6wJms49taxj0Kv14vefmrU+SbUsKO4jQvWUOx9/ZIAAHtOFYHjaIshd1GX144QImpMOdMVi46Obra5UY0r7yI7OxtJSUmYP38+Dh48iL/++gunTp0CALAB8mp1XduuDdr3O++8A8B5EcCgQYOo91YBV9IpJk+ejD179mD79u1YvXq1w/OEEKxevRo5OTnYs2cP1qxZg5dffll8XmM17KryduHxbhwm31i31zQzMxNz586F6TJv2G35Iw8ZGRm0i4iPQw07ilswWzgcOV8GABjSJRYBGhZlNWacvFzp4Zn5B4J3xBnS0JegLm+PO1Xu63p/imepr1CGDQiVPQ7uPrRB+1+7di0MBoPT82zLli20oEaB+tIpVCoVZs2aJeYxKnntVCoVBgwYgCFDhiAtLQ1jxozBhAkTxHFCZavlisGl36Pg1TVeOs2/PiYFK1eupIUwPg417Chu4filClyuqIVWzeLaDtHo1TYCAHAgv9izE/MT6pJIYBgGM2fOFEMmSuryAG/wCaEXKSqVCuPGjWuS0Wevek/xHPUVyth77AJSrm7Q/oWepM7OM4AvqKHISUtLw7BhwxSfYxjGIXwthEqlv0tnnlDBuGMDwwAAkx/9l0u/R2FdEQw7dUQCGLVWNsZisWDnzp317oviPXjUsMvKykJaWhpCQ0MRFxeHu+66C0ePHpWNqampweTJkxEdHY2QkBCMHj0aFy5ccLpPk8mEmTNnomfPnggODkabNm3w8MMP4/z58839cVo1JVUmAIA+MhAhOjX6JEcAAA6cLfHcpPyIurxthBC89dZbyMjIAADs3bvXYYzgUcvMzMTp06fFUE5OTg5Onz6NFStWYNeuXWAYps55OHs+Pj6+YR+I0mykptatH8kGBAMAuPJLIJwFmqg2UIXGiM8zDIMHHngA11xzjeLrGYZBp06d6nyf119/nYbwFBCqj+2R5ikaiqtQUWvGP4VlWHImGiHX2PIgly5diuTkZPG7zc7ORnJyMpYsWQKO46AK4g27sXe7ljuZmpoKhmHAVZbAUl0GhlVBHeVoEN5///30ePoQHjXstmzZgsmTJ2PXrl345ZdfYDKZMGzYMFRW2sJ306ZNw/fff4+1a9diy5YtOH/+PO655x6n+6yqqsL+/fvx0ksvYf/+/Vi3bh2OHj2KUaNGtcRHarWUVvOGXbhVM+malEgAwKa/L4rNqCmNR5roDCgbWCtXrsT69esxa9Ysh+ekqvF6vV4M5QwZMkTcLhRf2CMYlAzDYPLkyYpjZs6cScM1HsZgMCAnJwcAsHz5cqfjBI+dseQCjIUnAAAByb3E55988kmsWrUK+/btw/z58x1eL5x7er3e6fvQEJ4jBoNB8bcpMGnSJPy67xhufHszJn66F7PX7sdFowaRN00AYPu9E0IwadIkbN25B09lLQFUNp06NoA37GrLiho8P6GAQhvjqGRAj6dv4VHDbsOGDcjIyED37t3Ru3dvrFixAvn5+di3bx8AoLS0FNnZ2ViwYAGGDh2Kvn374pNPPsGOHTuwa9cuxX2Gh4fjl19+wX333YcuXbrguuuuw/vvv499+/YhPz+/JT9eq8LesLuhcyzahAegsKwGK3ec9uDM/Aept+3FF19UHPPMM88ohmzr8nILOFOcF/ZHCMH777+v+FohPEfxDNnZ2bKEdwA4e/asWBXbvn17cayQY8fVVKAm/w8AQEBKT/H59957T/TOKHUbkB7rzMxMnD17Fk9NnQ5tmy6ycbSgRk59HScsFguyt5+EyUKw40QRjl6wOTh0bR2/20W//IO4e+cg5k7eWGQ0AWC1vG7olQLXrnXS37zpMv8aUTKFVUMd1Vb2nvR4+gZelWNXWsorZUdFRQEA9u3bB5PJJHNfd+3aFcnJyQ2K+ZeWloJhGERERCg+X1tbi7KyMtk/SsMorZIbdgEaFabe3BkAsGbvWY/Ny98QvG39+/dXfN4+lUFgwYIF4t12abUJb6w/gpOX+BypjX8VYtT727ClQL4cqCPbIOTq2wDGtWUiODjY1Y9BcSPOOj8AvKd2//79WPHFakTfPh1BnQdCFcx70y2VxajJ/xOA3GMHQPTORCa2Q+w9LyKk1y3ic/aFMnq9Hqf0w5H40DsI7CgXMKbnhA0h7OkMlUoFi8omJlxltj0X2lcecWJZFqfM4QCAoE79oQqNhTauHQDAXF6Enl1da+coLYAxCoZdDG/YRaQ/gLYTliC45y3i/GiBlG/gNYYdx3GYOnUq0tPT0aNHDwBAYWEhtFqtg0EWHx+PwsJCl/ZbU1ODmTNn4oEHHkBYWJjimKysLISHh4v/kpKSmvRZWiP2HjsAuLkbn3d14lIliiuNHpmXv9LQC6bgZTEYDJj+ySYs33YKQ9/ZggtlNZj02T4cMpRixaEK6JKtnhtWhTYTPkL08MkI6lq/ODIAWQoFpeVwJm8j9a6s+bMEIT2GIvbu5xE+cCw/pqIY3eMCQCxmqMPjoYlrL3v91zv+wV0rjiAo9TpE3zYFjDYILMs6JPkfO3kGf17if/9BXQbJ5kHPCRt6vR4zZsxQfE4onjhXrpy2EtgxDVDx/QSiR0xDh2e+QZHR1l8gILkntPG80RWjqna5kElaACNInggGonCexIyYIjvuQsifhmW9F68x7CZPnozDhw/jyy+/dNs+TSYT7rvvPhBCsHjxYqfjZs+ejdLSUvHf2bPUw+SM8yXVMBRXOWwXDLsIiWEXFaxFh1jeANl3hlbHupO6EtedeQU+/PBDpKSk4IdtB8Rtv9n19E14IAsJ496FOjIRjNVTF9i+DwBA17YbQvuOBFi1w3vQu3nPUVexDAB8vc+A9Sdt7h+G5fM0SVUxFr/3LmpO7QcARAz6P9nr391fCym6RMdzLjs7G70GDLG9LiTS9j7WIguKjSlTpsh/OwyLNpOWI/m571HT4QacK6mGmmVwdVKEOMRcUQRWG4iApJ5gg8IR0vMmmBh5/9eA5B7QxncAANx0TWeX5yP1IhovnADhLFCHxUEbbefcsK4F9iF/WlDhnXiFYffkk09i/fr1yMnJkd1pJCQkwGg0oqSkRDb+woULSEhIqHOfglF35swZ/PLLL069dQCg0+kQFhYm+0fhMVk4TPh0Lx5ctguHDCUY8u/NGLbwdxSUVsvGCYadfcPpgR15Udy1+6ix7E6cJa6PGzcOy5YtU3zN2rVrwXEcCGe7yD//LR+KS4kOErfpEjohTBL60em7AwCib5+KqJsnoc34xRjwwpfQWS8k9nIrlJbDWUK+tFjms11nFF/7xmP3Ii0tDdNu4j11gR36iV65DxYvcRiva9MVHMdh4sSJMBgMYgiYDbFV1Gpj2zu8juIcTbQemgj+WvbvjXwaRWp8KObf2wsBGhajukeh5iRveAe0u9ppp5CA5F5QhcUCANJ7uRaGBfh1ZNmyZWAYBsRYjZozfM5lr4zXZePYkGhMmDBBMeRPPXfeh0cNO0IInnzySXz77bfYtGmTLMEXAPr27QuNRoPffvtN3Hb06FHk5+djwIABTvcrGHV5eXn49ddfm1Vx3985fK4Uvxy5gB0nivDq90dgtHCoMlrw3wNy+ZgShVAsANxv7RX7+7HLqDXT6lh3kpmZiX//+9/iHTfLshg8eDAyMzPx1VdfOX2dkGMlZcF9VyMq2KZfFdz9RvFvTWQi1FFtoYlsIz4+ZwpGt3unAXCUW6G0HIsWLaq3WMY+DYIQDoZ370OQik+an/V4BpIidGBUarzw3mc4c+YMbr/3AXF81VG+DZlQHMFxHBYtWiSGgNkg242wKiRS1FIjhGDRokVu+qT+gX2BktJvMSxAjc7xoTjw0jDc2bYaNfmHAADBXdIRPvB+2dihXeMA8Ppzge14z3pkkFyHrj4yMzPF6ueyvd8BAC6pY2Rj1OHxIITUG/KneAceNewmT56Mzz//HKtWrUJoaCgKCwtRWFiI6mreGxQeHo7MzExMnz4dOTk52LdvHx555BEMGDAA1113nbifrl274ttvvwXAG3X33nsv9u7diy+++AIWi0Xcr9FI87waysVyWzhGGk79fNcZmC22H7lSjh0AdG8ThthQHapNFnR5cQOOXShv5hm3HgTVeOFCIb2Dtr9JkmLfeeDR9PbomxKJL8ZfiycG8pInrDZQNiak5y2w57I2USa1IO0jSml+DAaD2N7LnoULF8JgMIDjiOhdv/y/ebjy6xIUZE+GpbZK5m25uTt/3LnYVOj1epwr5l8TF6JB2Z5vAAA6SdXrwoULERISApZlwWjk54pGooMmzIPCY69HqWTY3Wg11gK1KnTp3Bk1Z3jDTh1hi1LVFh7HlP5hWPZwP3RLlEeYIoLka3B9GAwGPPfcc/x+zx5WHCN9byk0BcM78ahht3jxYpSWlmLIkCFITEwU/0m9DQsXLsQdd9yB0aNH4/rrr0dCQgLWrVsn28/Ro0fFitpz587hu+++g8FgwNVXXy3br9AAm+I6UsNOyrmSaiz5/aT4+EolPy46RH63yDAMrrGKFQPAa98fcf8kWynOkubXrl0r9gW1Rx2RAHUo78GOUJuhUTG4vz+fT3NVYhieG3UNkgIcb4DC0u502MZqAxDW/27Ztu3btzfqs1AajjN5GsDmSblcWQuThYABUHlsB8r3fQ9T0VnZGADol8IrEWw9chb/+ekgxi7l5aQSIoLw+IP8sVcFhYs3BRaLBZWVlVi6dCnUAUGy9xbaWtm/B8VRj1JtzUkc2bsNvn9yED76V188mt5eNn7aY4+gxmBbNzljDS6smoU+URaoWAbz75VXNEc00GMnPY+IqUb2XPkfG/l5Sgw7aYTAvpCG4h14PBSr9E8a0gkICMAHH3yAK1euoLKyEuvWrXPIr5O+pl27dk73O2TIkJb7cH7CJQXDTkjs/ffGo5i/4R/UmCziuNiQAIfxY/raEnFzT19BtZGGZN2Bs24U06dPx/33369YRBFxQ4b49y8zb8Xvz92IzvFyD97L9w0U/x7UnvcGMFbPHGeqRefgGlwdz188Iq9/GEFd0sXx6enpoLQMdclnCJ6UwlL+Qh0drAYLojgGAI7u2AAAOFNqxlufbxTHDOsWjxlTnoK5/DIAQB3Fh+OFwojMzEw8Nf1Z2X7VEsOOenQckepRPjPrBQBAsFaFnvpw3NojAVq1/Dc9ZcoUVP21SXxcuvMrsJxJ/F57tA3H+qf4amStmkVsqK5B87EvxKo49DMAoMZwBKYi3tuqDrd1lqmvOw3F83hF8QTFO7FwBMcK+dBp2whbuGXaLZ2hUfE/7g83n8DbG4+ixsR7jmJCHe8Wb+4Wj2+fGIiYEC1qzRy25l1qgdn7P/Z3/1KEmxl7uKpS8e+akotIDA90GHNT1zjEWD2vd3SLEhXpAaAm/xA2vToWD/ey6V8FX3UDAH7Bd9a9gtI8OPPYCcUT50t4w65tlLxPsEqlkslXPDt5PCwVxWBYFQKSeLmpxwYk4smh/EXfdJn38mnjOwKQX9xVOt5jFxbAy28InQuk70GRI+hR6oJ41YAAjeNvWDr2jcfuA1dbCWI2ofbEHofvtUfbcHz92ACsfKQ/QnRqp/tyhZLfP0Px5k9w6etXYS7hZcWkHjtaPOH9UMOOoojRzOGO97Zhw1/8DztzUHvcfFUcrk6KwLXtoxAXavPMLd/Gh/1CdWoEaZUXlT7JkbijF3+3/+vfF2CycJj+1UEs33pScTzFNYS7/5dfftml8YTjvaVl+9bjxIkTimNYlsFv04dg+cP9EGe6gJqzf9peX1MJi8WCM4d24cLq5wHYkuoJITTs1oLk5eU5fU6lUsFgMKDQml/XJjxA5ik6ffq02FBeCOnXFsjFrSPKT4rPC7lXAVadQ2n3iapa/pzqbfXkt+t5LRYsWICdO3c6bVpP4ak28kZSXYYdADw96RGsHd8X79wUhuP7tyl+r/3aRWFAx4YXCtqfR5bKYpTt/gZcbaWiYScba7Fg2bJlWLNmDTXwvAhq2FEU2Z9fjL8LbB04kqOCsHxcGv47OR0BGhVu7+XomUmND3HYJmWYVbD4t78vIuefi1h34Bze+OFvlFTRopaGsmbvWXyQcxyEEGzcuBGvv/56/S+CrU+opeyCov6ZQHiQBjd3i0fnzp1Ra/hL3G6pKYdKpcKgQYNgKjzG616FRkMVwudo1bVPinupS8tw+vTpSElJwcZtewAACeH8jZjgKZJ6e4SQbu15uWH35IRHkJ2djdTUVNQarIZdEm/YSUOslUZePqdnW74TQmG5EdOfnYnrrruO6pzVQ41VKSBAU/+l+NruHXHvbUPd7gGt6zwyl/KGnSooHIw2SHHMa6+9hrFjxyI5OZkeby+BGnYURf402EJ2ieEBuFpSAAEA02/pjKeHdpItSN3bhNe5z7T2UQgLUKOo0oi1+2x3dztONLxhdWumxmTBc18fwr83HsWCHw5i4sSJTkNy9rA6PvTD1VRi5syZ9d5l6/V6vDnlEfExqS7FkiVLkJaWhqw3XhP7S2oT+Iu8K/uktAwcx2FTLm+Ut4uuv1NJ7fl/ZI8tNZVia7J3X5oGYjFBFRwBdXg8srKyoNfrkZubi8P/8B6fMLYWXE0FGFYFTWQbGqpTIDc3FwsWLBCrx2tMgmFXt8euOdHr9aLciT3EWA1zOb8+S4tiFMcSQo+3l0ANO4oihWV8bs6Ewe2xfeZQxITIE3IDNCpMH9YFU26yqZxf16HuMIBGxYql/L8csels7TpJDbuGIJWMWbW3ABznmlEHAKw1H4ozVsvCaXUxZdIjsKZU4vMFc8QwUL9+/WAs5F+vTeDv+gWNM0rz48r3rI7iC5dS45x704WqyFrD33bPELGqVc1CzLXUJnTCzJkzkZ6ejv79++Of43wqxsrsZTBd4S/qGmvzeFoVayMjIwP9+/fHjBkz0L9/f2RkZKDWmpsc6EHDDuB/y84wFfE3b4kPLwCjdczJlUKPt3dADTuKIoLMSXxYAFjWeRXUg/2TkRoXgn4pkbilW7zTcQLpHWMctu0+eaXxE22FGIptXT+Kagh0Sd1dfi2j5osiiKkWLMu6XLGY88yN+PTR/ri9f1dxW0hICGoLeW+NLsEWzlmwYAG9a29m6tKwE2DUWqgj+N9kpzrSJMTqas4MS4W89Z9KpUJwcDAmTJiA2gL+WGsTUkEIEeWjhIv9wb27YC7lW9QJXRCAhvc19kdyc3OxcuVK2baVK1ei4BJ/U+tKKLY5qSscW/HHz+LfYf0cZY/socfb81DDjqLIRavHLi7MUb5ESniQBr9MvwFfPz7QoUxfCaU8vKMXynGlkubZuUqxXU5iSI+hLr9WNOwsRixdutTlfJ3k6CBc3zlWtq2iosLmsUtMBcDfALjqCaQ0nro07ATUkW3AsCoEqYHYEOcSGNLqakHqgnAWsaq1oqIChBAYBSPermcsq+HXCGKsgbmMr3hXSwy7ysrKhn9AP2Pr1q2K2y9dKQHg2VAs4LxFYffu3VH1z1aYrEUUOmvFdF3Q4+15qGFHUUToJBHZQBXz+ki100wT2HOKhmNdpaSKPzbtrP1dg7oMAqN2TbtKMOyWfPh+kysWU1NTYbx4ClxtFVRB4QhNu0t8jmqXNS/ONAylCF0NEsMD6tUey8zMxD333IOSbV+gePMKXFg1C3fffTcyMzNtxRWix64TBCMesHnsOGM1OKvenSqU98xTHTuewYMHK24PCOF1Ij1t2AH8OXD27FksXrwYc+bMwZ49e7BhwwYwDIOiH98FAKjD4urcBz3e3gE17CiKlNfwlW6hAe417EJ0arQJt3kBk6N44+TL3LNufR9/RhCDvqVbPJKiAsHqghB+7T0uvVYw7NrExdYz0kUsJpTuXAMACL3mdnFzQUGBe/ZPUaQuDUMBoWdrXHj9obHc3FysXbsWIBzKdn+N2nN/4+uvv0Zubq7YKN5clA/OVAtWFwy1NYcOsLWfI6Ya/N/dIwDwHjuWZcUii9aOM31HM3h5qKZqz7kLvV6Pxx57DK+88grS0tLE7eZSPiea98Qq3yTQThTeAzXsKIqUWT12oQHuX3CkXrtxA9sBADYfvYQj58ucvIIiQAgRC0/aRgTi7j78IhqW/oBDD9jATtciPP1BmTdPMOwunG96Dpygf1W+fz0IZ4EmIkGUPaGtxZofQZduwYIFis+rAvnzoeRi/cfaWahQOI6ZmZmYP28ujNbK2aDU/uIYRsvfqHHGKvTvwYdp1WGx4DgOs2bNohIYcK45WFrF36R5i2FnjxDyt5QXgXAWMGoNVCGO/W0B52LZlJaHGnYUBziOoMKqTRXmZo8dAHSItXkQRvZKFIVNaXVs/Zy9Uo1zJdVQswzu7qPH8Ha8ocYwLEJ6DxfHMdpAxIx6DhGDHkT4oAdt262GXacOKU2ei5BwTUw1YjWkNq4DANparKXQ6/UYM2aMYqiVDeI9drnbcuotZuncubPidiGsZjAYMHPmTFSd4GU6dIl8EQ2j1oFh+MsIazGhXWwIL4sSEgVtfEcqeWJFKXSuUqlgJPy2YC817MS2dYSDxRpm18Z3hCauvcNYKnfiPVDDjuJAhdEM4earWTx2cTbPUkyIThQu3nuGVsfWx/FLvNRJ5/hQhAdpcNFwCpd/4D02odfcDlgvskGdB4DV8J668GtHIzClNwCbYdcuqa39rhuMNOHaWMh3sdAmdMK4ceNkYRxK8yKESu1RWUOx5qqyeotZnFUyhoTwxU5CdwrTBb4bhXBhZ3U2+YvF7y0Cqa1CzZk/ANgkcKgEhmPoXKVS4aOPlqDK2je7OdZZd6DX6zFjxgwAECue4+6dgzaPvIcA65oihR5r92AwGJCTU/8NmTOoYUdxoMKaX6dmmWZJ6r3nmra4+ao4TL6xI1iWQVo7Pny351QxdefXQ1EFXxEbY230nZqaisq/t8JSVQp1WCwCO10LAAho10f2urj730TKzPVgWP54Bqjdc1yFhOtRg/n3GzY2EytWrHDLvimuk5mZidtvv122Tcix46rK6u0I4syjJHjsBM+N8dJpAIAmMhGMNhCMtSJWDQ7jx/OFFkLjeI0kD48m1MOhpdv/PZwBQYLSWz12ADBlyhSwLCvm2QmE9BnhMJYWTzSd7OxspKSkYOjQoUhJSWlUKgM17CgOVFnDsM212ARoVFg+Lg3PDufDOb304dCqWFyuqMWZoqpmeU9/QZA6ibJWK+v1eszPelPUmoq+9UnEP5CFkO43AoDYGcIenRt1s/R6PSbcexsA4FwVXVI8QW5uLn744QfZNtGwqy6rtyOIkkfJPhGeEAKuukzsRKCNTQGj4T12tRUlMBgMKCgogOnKOQCQFVjQYhoeaUu3kmr+t8wyQJAXVMU6Q6/XY+7cuaLHTiAgqYcsBYBhGFos00QMBgMmTpwIjuOFqxubykBXYYoDQnggWNsyi02ARoVeer4d2Z7TNBxbF0VWvb+oYFtBRL9+/VB+8EdeeywoXGzUDgCzr49F1j09Zfu4vnMsdC5oDjaEbm14I+JcSTXt/esBlIofhOIJS3WZS9qC9h4lqRyONPnfdJHvNKGJbQ9WLJyowfHjx7F161aH7hMALaaxx2zhMCBrEwCgbWRgnSLw3kC/fv1QfVLu9RX6x95www1gGAaEEFos00SElAcpjQlvU8OO4kBlLW/YBbVgeCCtvbWJPDXs6qTYathFh2jFbampqeDKL6P65D6H8cMHp+H+tCSMvkaP23ok4MRbI/Dpo/3r1TVrKOGBGlG6hlY3tzzpgwYhqEs62CBbv2apxw5wrSOA1KMkRUyiB2C0GnbRwydDHc7nxxJTNSoqKjB48GCYi88DAP+cNeeTFtPIOXahQvw7Mkhbx0jvICQkBMaCYzj3USYqj9qMdFV4HLZs2SKm0NBimaZRX0qEq1DDjuKAGIptIY8dAKS140voc08X1zOydSN06JBeDITk+cpDPzuMT22fAoZh8M59vbH4X32hakbPQIdIPjy87Yg8/Gvf+JziPoQk6z1FWsTeNRuxd86CNr4jQvqMgCooAgDAVfMFN03pCCAt0BDy7AAgYsgj/HvUVOD48eNIS0vD/91zB4jZBEalhio0Gvfeey8tprHj8PlS8e85I7t5cCauUVHBG6Lm0gu4/N8s1Fplb9QRCQ5jaQFF49Hr9Zg3b554EyXVBty3z/HG3RnUsKM4UGkNxQZpW85j1zc5CgwDnLpciYvlNS32vr6GLRQrv8vPzMzEP7+twd1JRtycaEKAmsUNnd0kQuwC2dnZ+O8n7wMA/r18tRiOUWp8TnEP0iTrud/sBAAEJPdEYsYiRA97AoyaN7Qt1WVuSWrPzMzE0KFDUZP/h7hNHRoNADBePit65VauWIEwtbUAKzwB69ato+E5O/4u4L2oY/sloW9KlIdnUz/2xTdma4sxjYJhRwsoGk92djaee+450QMq/J+RkYGhQ11vHem9pTgUj1FVKxRPtJzHLjxIgy7xofinsBz7Thfjtp7KSu2tnWInhh0AJCUlYeHkJABAaZWpxY6fkPCrtVbiauM7YtKkSYiPj1dsfD558mTqwWki9knWcBJaJxYTWIvRLR0BcnNzsWkTnxdWuGoWEh6cKz53XYdo8ZgaDAZcOv0PAtr1gToiHrVn/8SkSZMwfPhwmlgPYMeJy/hk+2kAQISbWzY2BwaDAbNmzZJtM5dYO1GEJyCwYxpMl/NhLr1Au080AYPBgAkTJsiUIQghDttcgXrsKA54wmMHAH2SIwAAf9EcLacIPXzDA+u+IIQHaaBWtczPW0j4FbTs1FFtwbFqvPPOO4rjaSJ907FPslaF8d5ZlZ19FxGkdSiEaCzSAg0hzw4AAsvy8eOSN2RzE5rGCzl4NDxnY/lW23fX0mtsY1BK6DeX8RWyodfcjrh75yBm1HOemJpfIXT5sKcxEmDUsKM44AmPHcCL7gLAsQvlLfq+vkSNiV9gA71IHkFI+OWqSmAuLwLDsNDFd8TmzZsVx9MwTdORJlkHtL8GrCYAnKkG/32kG54a2gl39EpEqE6Nl0f1cpv3RNqdgtRWovb8P7BUl+PEqldkyfIhISESj068uN2V4g1/h+MIdpzgOzi0jwnGuIFN7wDT3Agi1VLMZZdkj3VtuoDR6GjxRBOQFihJaUyhGzXsKA54ymMnGHZ5FyvqGdk6OXv2LGpM/LEJcKMOXVMRNNBYloXxAu+1u/WB8U7HK10oKA1D1J1TaxBzB98ZoHcUQc/O7TFjWBe8/+A1+PPV4Rjd130hMXvD7MLqF3B+6QSYSi/KvHEVFRW2pvERNsOuKcUb/kJptUm8Oft52vWI8IGKWKFwQorFzrAD+BsMgHpnG4tQoCQ15FiWxbJlyzBu3LgG7ct7rg4Ur6HaA1WxgM2wO11UKRowFJ7s7Gy069AJglN+7ZerPDofZxgv8i2nagJjnd5p1tcFwRUIIfhmnwEnL7Xem4DMzEzk7DsClVXiZMnk2+t5RdOw9ygQcy24mgqHZPnU1FRw1lCdOpxPrqcJ9TxC8VNogBqaFkqVaCpKEhxma99YKQFt+epehmHosW4kmZmZyM/Px5o1a7BmzRqcOXMGmZl8Nx8hv9UVfOPMorQooseuhdvcxIRoERmkASHAceq1ExES5QlrOx5TnnrCa8Id0kR+Qbz24KmLmD9/vuL4WbNmNXnu/z14DjPW/oFR77fufL0y8F60PskRaBMRWM/opuHMo2CfLK/X6zHvZT7nSh0aDZU2gCbUWxE6x0QrFD95K0LnCSnEWA1LtTxlRhOTDKBxoUOKDb1ej8QufRAYHi3b3rdvX5f3QQ07igOe0LED+AVB8Nr9ea60ntGtByF5mdHwFwNCOFiMtV4T7pAmVxsvnQEAaGJSUHjhAr766iuH8e4I1fz0J5+cX2HNB22tCMU00ZJOJM2JM4+CPU9NfASB1nSBLXv/dEvxhj8g9HqO9CHDDuA7T9hjKZO3GBMMO1e6nFCc89SCVfjXqqOYsOpP2iuW4j4qaj2TYwfw7a4AIHvbKVi4hlcD+SNCKIRV8xdvYjZ6VWhLmjNnLj4PzlQLVhuA9z5ejfbt27tFSd0eTlIpJtyItEbKalyrknYner0eY8aMwZgxY5x64RiGQUo07000asNabG7eji967ADlcCxXK8+ZVIfFgtEGetXa5GsYDAZ8tfUwAECX0AlafQ/aK5bSdMwWDrtO8k2+E8MDWvz9/+/aZIQFqHH8YoU4j9aOmCiv40NtxOweXTJ3IUuuJhxMRWcBAKroZFRWVoqFFYBy6K4xSPOTzpe0XkFrwwW+BR9r8b7vIDaID8n979dtXpM24Gmu1KFD6c2Ia5CKj+KoVCpkDuB/wymBtbBU8OehLrYdsrKyvGZt8jXy8vJk3TxC+oygvWIpTWfG2j9gNHNQswz6JEe2+PtHBGlxR+82AID/HTzX4u/vrWRmZmL9TxsBAAkx0V4V2rJPqjdZW05p49qhU6dOMFRrENDpWre+Z7WkuKa1dirJzs7GRx/zAtDLP3zPq7o7ZGdn44evPgUAfLruJyQnJ3vV/DyFr4ZiAX4NOn36NHJycnD69Gm8+dRD+HX69fjvM3cgJZKPJqii9Jg1axY91o0kNTVV1u85qPMAqEOjaa9YSuOpMVnw02E+d2lU7zYIbOEcO4Gbr4oDABzIL/HI+3srEVExAIDgAO9Sqxf6GwoIvUS1se1wxnAe2ScCEHv3CwhMvc5tOlfVRpthd6m8tkn78kWEghVGGwQAsNSUe41+mKCgb5aIFBNCvGZ+nsJgMODwCb6Psq+FYgX0ej2GDBkieuQ6xYWisvgi/t71GwBAG5NMteyaCKvhI2WWimIwrArBvYY1fB/unhTFd/nfwXMwmjm0CQ/AO/f19tg8urfh71hOXKqQXcBbO4L+VYAXiRMLSJOrBY+dJrY9XvtoNVgdn2sVkNwLgHuKJ6RyOBfKWp/HbtGiReA4DmwA/91yNZVeox8mKOjT7hM2hL6+24/waQqnDu7w8IzcR15enqRoim9p2JqPdVN4d9EiMFo+5aZ0zzoAQEjvW/HohIn4rgERLGrYUUR+tFYa3tsvyaMl63GhOsSEaMER4J9C2l5MQDBmdF5o2EkLKIwFeSCEgyaqDY4m3Cxu18TYVPab2oWgyig17FqXx85gMIjt2tgA/ntX0pPzFEJoXvTYRbRuLTtRDogA6kj+u3jnpel+49FKTU2FxSpIrQrjoy2t9Vg3BYPBgAXv/gcMy6/vlYd/g6WyGOrQaBzQ9sTz3x52eV/UsKOIFJbyno9+KS2fWyeFYRh0s3rtDtO+sQD4H33O1m0AAMZi8vBsHJEWUHC1lag584fDGG1ssvh3U7sQVLdij520p6TgDeVqKzFt2jSPJa0bDAbk5OTAYDCIeneCHAarCwIbGIbRo0ejoKDAI/PzJIIcEBsQAobhL7mmimK/8Wjp9XrMeW4KAEAdGtOkAinpedTayMvLA6OxFSxyNRUoP7gBABB81fUN2hc17CgiBaXVADxTDWtP9za8RMKR81TPLjs7G8nJyVj0/ocAgJ3bfve65GT7AorL3/3bYYwqOBJsYJhb7uZrZMUTrctjJ+3cweoEj10lpkyZ4pH5CGHGoUOHirpbmZmZmJ/1JszlfGW7OiIBa9asQf/+/ZGRkeGReXoKUa4okF/TuJoKqBj/6pkcpubTRFhdkBhKbChK51FrIjU1FSodnzPLmWoAwqF8/w8g5obfyFPDjgIAqKw1o6yG1wNL8ALDrofVY/dXK/fYCYnohBAwEh07b0tOti+g4KrLUPg5333AUlMBSw3v0QuIb+8WuRMh3xAALrYij53BYMBzz/HfKxgWbKDVsKut8Ig3TNp1BICYOJ+bm4uZM2c6hGMBYOXKlcjNzW3xuXoKQSpEE8yvaVx1uVfJFTUVg8GAJx+bIP7GmeDIBq9Pzs4jb1rjmhu9Xo9X3+Q7fBATf7PKVZWgKm9ng/dFDTsKACD/ShUAvttEqBdUXfZoy9/d/lNQ3qq7C0jDboyaPy7EXOuVycn26vS1544gf+EYnF86EbVn/wIA3P5/EzB8+PAmv5dUvPpCWa34Hfk7eXl54t/q8HgwKg04Uy0s5UXYvr3l26tJu44IWCwWbNu2DRzHySpjpXhirp4kMzMTH3/Bd2Hp0aWDV8kVNRXhHLAI3tnQGNn6ZDAYxE4lzgw1Z+eRt61xzc3to+4EwK/xAuUHfuK3NSAFhxp2FNSYLLht0VYAtj6xniY5KggdYoJhtHDYeuySp6fjMVJTU8W/GS/tPCEgnasAMVaDqy6D6TJfNfdb7hG3hFksEkOu2mTBjhOtQ8xa+h1r4zsAAC8ITTikp6d7ZD5KnUUGDRoElmVhLnX02AHwyFw9TXAYn7scHty8PX1bGiENw1J+GQCgCo0BwzDo1KmTmEYyduxYjB071qmeoX0qh4A07aA1YDTzxi2x2JwZtWf/ROHq2bj0v7nOXuYANewo2HzUZjjdn5bkwZnYYBgG6Z143bbc08Ueno1nERY8Rs1rX3EmI+bOnetToRxpD1l3hFk4u3Zz/7d8d6toLabX67F8+XIAgE7fHQBQe+5vjBs3DmlpaR6Zj31HgiVLliAtLQ1Lly4VqyXV4TbDzlNz9TRCXqg3yhW5A6H7hCo4EgzDoKCgQEwjEahLz1DJ6z5z5sxWFY41WnjDLjE+Vmbo1ub/idr8P13eDzXsKLhUbquGfevunh6ejY3eSREAgI+3n8KIRVux4XDrrKizhWJ5w46YaxWbcnsaaZjQHtNlXphVE8tLnjQ1zMIpXARaS2uxzMxMnD17Fp0G3AoAeOWJ/8OKFSs8Oh9pRwIhzLh161aYinmPXWC73gjpPRwMw2Dw4MEem6snEQy7QD8z7IQ1ylLJ34CrgiPBcRy2bdumaKwp/fadrR0cx2HRokXun7SXInjs4mOiMX/+fNtNPcPgqaeecnk/1LCj4JK1zU2XhFCwrOf06+zpmhAq/n2koAzPf3u41eRSCUhDXaqQKH5jbYXXhWEB5VCsgOnKWRDOAlVACFSh0QAar2VHCIHgsIsL1Ynbb16wBT/+2TqM/9CoeFwy84b+/Td73vtl35EgNzcXK1euFEOxABB961NQR+lbXVK8gE1g3L8uu8IaJRp2IVFiOF4pvKqURiLVwbRnwYIFreZ8MVn4hY1YzJg5c6Z4vSOE4IMPPnB5P/51hlEaxeUKPlEzJkRXz8iWpVOc/Md+pdKI86WtwysjIIS6WJYVE9AfvW+UV4ZhpWFCByxmmK7wi7Mmth0A17XsiipqcfBsifhYGoX96KG+srELfjnm8nx9mb1nroAQoENMMOJCPV/Fbs/WrXzOrqVCnkahiU5qlUnxgP+GYoU1ilTzCgaq4AhkZWUhLS0Ny5Ytkxl3zjTupDqY9nAc12rOF8FjZzHWOBST2D+uC48adsLBDw0NRVxcHO666y4cPXpUNqampgaTJ09GdHQ0QkJCMHr0aFy4cKHO/RJC8PLLLyMxMRGBgYG4+eab6wwTtXaqrFWnITq1h2ciR2kB/ENygW9NBF99GwL03QAA4RrXf+AtjRAmXLx4McaPH4/x48fjrbfeAsMwMF08DQDQxrYH4Hpi9CMrcnHXB9vx6xH+dy+tiO0YE4K7+7QVHx+/6PwC4U8Ieadp7aI8PBNlbOFWuYddHcUfq2effbaFZ+R5qv3UsAP43/0j/zcWAC+aPWvWLFHPMD8/X6yKPXPmjGJFsLPiCQBiIUZrwGTNsQsNCWpS9yePGnZbtmzB5MmTsWvXLvzyyy8wmUwYNmyY7E5+2rRp+P7777F27Vps2bIF58+fxz333FPnfufPn4///Oc/+Oijj7B7924EBwdj+PDhqKlpXd4eVxESNrVq73PgfvJIGromhKJtBF9J9oehxLMTamEMBgOemPkKom55XNz2+ovenVCs1+vx2GOPYdmyZVi2bBkeeughEEJgtPaQ1ca1AwDMmjWr3s9BCMEhAy9SPf7TvSivMcny61gWiAzSOrzG3ymyetlTYoI8PBNl0tLSMGLECIftmijeU7N3716P5gV6Am/u9dxUDAYDlr6/EADABobKCqT0ej3GjBmDMWPGOI00CN1KWjuCx07DMk1axzx6Jd+wYQMyMjLQvXt39O7dGytWrEB+fj727dsHACgtLUV2djYWLFiAoUOHom/fvvjkk0+wY8cO7Nq1S3GfhBC8++67ePHFF3HnnXeiV69e+PTTT3H+/Hn897//bcFP5zsIJ5M3GnY3donDhqnX4+mb+Du2g/klnp1QC5OXlwcmKEK2zVJVivHjx3tmQo1A8JYLmmaqED7HzpWQ3CW7rhL780vkhh3DIDpEbtgJNyr+TI31N6tTe6+RcNNNNwEAKo9sFrdpom3e1UcffbRVdReoMQseO+9bZ5tKXl4eLFV8KFboX9zQkHtmZia++uorh+2EkNYTirWuXbXVVU3aj1edYaWl/J15VBQfXti3bx9MJhNuvtnWSLxr165ITk7Gzp3KasynTp1CYWGh7DXh4eG49tprnb6mtrYWZWVlsn+tiVrBsFN51ekgo2sCL1h8uqhpPUZ9jdTUVHGhFCDGamzcuNFn1PuFogrOmoMjtFYC6s6tARx1FatqzbJQrIplEBUsN+wqa71Di7E5seVree9vVgjHFm14D8U5nwAA1FE2j01d0hf+SK3J+43xxpKamgpi5I0RVhMAqDSN0tps37694vbGFlr5GoKTJTI8tJ6RdeM1qwLHcZg6dSrS09PRo0cPAEBhYSG0Wi0iIiJkY+Pj41FYWKiwF4jb4+PlSud1vSYrKwvh4eHiv6Qk79Byaym82WMnEGOtfrxSaWwVoTahGXZBQQG69VaWNvEV9X69Xo/77rsPlupyAHyoRqC+O/Fas9xIqzRaZMUTLMMgJVoejqz0g04lubm5WLBggVPjvbSCv4hWlXtvL+W0tDSMGzcOxFSL8v3fgxAOqoAQmWHfmgopLNbkd43Ke5QH3IVer8fi/ywUH2sCg2VFEsJ6VpcRbzAYxKIbe1wttPJ1hBy78NBg54VoLuA1V/LJkyfj8OHD+PLLL1v8vWfPno3S0lLx39mzZ1t8Dp7Em3PsBKKtXhmThYg9bf0VaTPs/v3749gZ22JYtNFW8u5L6v3PPPMMOKthp5IYdvV9hlqTPKxaZTTLxIlVLIOrrXqHApU+LlSckZGB/v37Y8aMGejfvz8yMjJkz2dnZ+P37Xz0YdpTT3p1OHPFihXYs2cPFvx7HgIZ3khXBUeKz7eqxHjreavyIkkpdzJhfCa0VqN1x559YpGEdD1z1nVGGDNjxgzFfbeWDhRGSfQsMzMT33//faP24xVX8ieffBLr169HTk6OLLkyISEBRqMRJSUlsvEXLlxAQkIClBC221fO1vUanU6HsLAw2b/WhC947AI0KrFqV0gc90fsm2EDAKvjPVLl+39AxUG+b6CvqfenpaXhgXtGAgAYlQaMNtClzyCkCQhU1lpk7cRYBgjSqrHvxZsRGqC2jvFdw07Qf5OycuVK0XMnnB+MSuhCUuP14cy0tDRMnToVCZF8SgEb5J/ra11eKYPBgDP5vMOgosx7vaxNRWe9hgiFIvbrmVLXGaU1zx5XCq38AWG9u1hYAIPBgDvuuAPjxo1r8H48eiUnhODJJ5/Et99+i02bNjnE1/v27QuNRoPffvtN3Hb06FHk5+djwIABivts3749EhISZK8pKyvD7t27nb6mtSMYdjovzrEDgPBADQCgtNr1Zsi+hlIzbOEiTsxGxMfHY8+ePT5ZUfjZimwIKWHfbdzk0mewD8VWSzx2DGNrtxYdooM+kjeAfTnHzlko6p133gFgOz8Yje2c8JVwZv7xvwEAqqBwcRshxC86C9TllRL6pe7J5YsCn589y6u9rI0lOzsbxZd5h8rNt45Adna24npmf74qjbHHV87xprJj3yEAwLrVn4rnkeD1zsrKcnk/Hr2ST548GZ9//jlWrVqF0NBQFBYWorCwENXV1QD4oofMzExMnz4dOTk52LdvHx555BEMGDAA1113nbifrl274ttvvwXAL/RTp07FG2+8ge+++w5//vknHn74YbRp0wZ33XWXJz6m1+MLoVgACLMadv4cilVSYLe1EjPiwoUL9eo4ejPRIbyYbnKnri6Ntw/FSnPsVHY6T8FaPindlz12ztptrV27FgaDQVT5lxr7jUlSb2nWr1+P8st8VxBpjh3g+50F6vJKGQwGsV8qw/LnJ+EsXu9lbSjCd0CMVkkxlRaTJk1ymhsnLYaQdtdxhi+c403FYDBgm9Wws1QWy86jtLQ0PPHEEy7vy6NX8sWLF6O0tBRDhgxBYmKi+E9a8rxw4ULccccdGD16NK6//nokJCRg3bp1sv0cPXpUrKgFgOeeew5PPfUUJk6ciLS0NFRUVGDDhg0ICPA+hXZvwOQDoVgAYqitvMZ/PXZKVaJSww7gZYJ8lYgg3jgvrnLtGNqHYquMZjEUa9/+LtgaqrevpPUl0tLSMGzYMIftgvq+oPIveOwYzqyo5O9t/Pjjj2JVtNRjB/h+Z4G6vFLSXs8QjBeL2e88UMJ3QMx8mgyj0cFisThtDCA1+PR6PebNm+dUkNdZtwp/Iy8vD6rgCAAQ27M19jzxaKsBV6obAwIC8MEHH9TZJ81+PwzD4LXXXsNrr73W5Dm2BnzGYycadr7rkakPpSRh0bCz8Ibdrbfe2qJzcieCmHBJldGl8Q5VsbUWMRRrn4Mu5GD6sscO4ENaSpX5e/fuxZAhQ5CZmYlF+RtQVmvBLxt+xKBe3u/JGDFiBFbP52/Yg7oOhiZKj5JtX8BcfN7nCygUf7MKn4lh+fOTEM7nP7M9QucIzmQz7BiGwaBBg8CyrIPhK5zLAH++P/fcc4r2AMuy2LVrl0/lEzeWPbl7oYluBwAwl/BRmcZ6Kr37Sk5pEYRwlzfr2AFAaADv7fFXj53BYMCsWbMctts8diYMHDgQd9xxR0tPzW1EBvPHcMPhQnR7eQPW5NZdga7osROqC+3u8IOEUKyPV8UWFBQobn/22WfF8J3R+h2k6Nu02Lyawh133IHkeF6YWhuTjOBuNyD2nhcAoEmtkzyNwWDAzJkzHbYLRorsWFpDsbD49vlZF4LHjlXz8lSJiYmYO3euwzihGEIaqrZHpVJh6dKlrcKoMxgMePntD8DqgsDVVsF0+QwAYO7cuY3yVHr3lZzS7Jy6XIlyq4cjwq41k7chSJ6cvVLt4Zk0D86SiAXD7snHJ/mMdp0zhHPsp8OFqDJa8Nw3h+ocLwjxClTWWsTOE05DsT7usXNWQAEA48ePByHEJ9tTvfq8vD+sNiYFgG+HYmWhVjsWLVqEt99+W3wszbHzt24Kwvcg5NgxGp1YGHPx4kWH8YqhajtWr16t2FfWH8nLy0PkLXwOHWesBgj/++7XT1nDtD68q+s7pcUZvvB38e9Ia/6Tt9KvXSSWbzuFfWeKPT2VZkEp0ViX1ANBnfoDADq1T2npKbmdhp5jgscuMkiD4ioTr2NHlPXAgnVC8YTv5tgBzgsoAGDjxo3YudsmWqzz4s4T9oQFKl9ufDkxXqnYSeCdd96RGy0Sw45lWZ/9zEoIoVhpjh3AF8Y488YJn59hHPuiqlSqVqVi0b5DJwQk8aLj6lDes92U34XvrAoUt8NxRNZX09tDIoKcxWU/1bE7duyYw7aEB21hjCuXfLcaViBSwStsn0cne87qmYq0emsrjRYIpyxrXxXrJx47oWODM37fYeuTXXRBOWzrjYToHI16lS7IpxPj62qJ55D7LYRiOQuWLl3qs59ZCb1ejxkzZthy7KyhWI7jFA27adOmQa/XQ6/XY9myZbJrj1AsAaDebhX+wnMbbJ/x8o/vQqVSNel3QQ27VkyxJIF9ZG/vz9URLu7FVf7ZVqwuTw0ABEXGttBMmo82EYEO2wpKapyOF4w+wSCU9oq1N+xsOZi+bdgBfMeGgQMHKj6X8/s2ALznp1OH9j6jiSZ4VKUEtO/rgZm4D8FTpQTLsvLnrIbdB++/55chxilTpgDWyn1WwytQsCyrKGUibfmZmZmJ/Px8rFmzBmvWrMGZM3x+WX3dKvyJ3NNXAADGS6dR+eev9er61Qc17Foxlyv4H6FWxeI/91/t2cm4QFSQra2YL0taOCMtLQ333nuvbJulyibjk6iuaukpuZ1uiY5dB86XOM+ZtIVibR47WyhWPlaomi7zg+Ka3Nxc7NixQ/G5TZv59AliNioq+XsrQtWyFCYwDBMnTvSJ+Ssh9TipgiOhCokSn7MvGhA8dvGx0S06x5ZCr9dj+M03AuBDsSzLYunSpYrFEzNnzhSPucFgwI4dO0AIEcOv9XWr8DeE5gBFG94HwHt7m/KZqWHXirlSyRt2+qhArw/DAkCgViW2rCmudE0uw9ewF6FkA/gcngurn8dXy3xfoV8fGeiQG3epjtC64LGLslbTynLs7M7ZMD/qTFJXAYW9rqGvaKIpGXaqgBBwHOfT3ScyMzPxV94pJE/6CIkZ/xHzy3799VfFHLuCc+c8Mc0WQcNYu8JYvwNAuQBAOOZCV46xY8di7NixSE5OxqJFi+rtVuFPVBstqLHewJou54vbm/KZqWHXiqmyykIoLbjeSpQkHOuPpKamAgACUwcg6KobxLv82oJjYvcBX0atYsVjKFBU4fxY2ufYmSxE9OLZ34yEi51JfN+wqyssb2/Y+UrxQbDCOiPcuCxcuNCnz+2fDuaD0wRDFRwBbQL/G/75559lYUhGxf+W2yU7ahT6AwaDAf/7Zi0APsdO8LQ56z7xzjvvOEidEEKwYMECh/Ctr5zjjaGwjE9F4YzVIEZbVIYWT1AaRZU1nCnof/kCglzGFT/12On1ery3JBtx97yA2FG8PAThLCCmGp+WhZASZVdAUVcxjGDESV8j6Bjae/7CrDl2ZdW+n2PXt28/3D5xFlRhjnmVt428E4CtnZivFB/oFATQBcPO1z0yu/46Kf4dPvAB8e/bb78dKqtBJwgUJybGwx/Jy8uDxcinVQg5dnV1nyCEKOZKcxyH6dOni9+bL53jjeGC1bALYkyiQUuLJyiNRvDYBWt9yWMntKTyT8MOAAbddo/sMVfDV975y12rfRJ9nR47ayg2JEAtCmgLxREOhl2gLcdO6E7hq3y8/RQORw5C96kr0esaeSjLwvK/gc7tknD69GmfScRnGAaJ4fwFX1DWFww7X+/EoItpK/4d2K43VKExAPgeuRaLNR+Y4c9fdT19UX2V1NRUQJA70fLHWaVSYdCgQU5TfZS2q1QqTJkyBadPn0ZOTo5PneMNocZkwfGLFXh1/rsAgJLzp2V5hU3BP88wiksIel9BPhSKtXnsfD/c5oz8K/IiCa62yq/uWu27SRRV1u+x06lVCLIahIJhZ99STPDYEQJU+Hj3id/zLgMASms55FXIZUJytu0GAESHB/nc+fD14wPxzJC2KN35JQCA0fISRr6Q41sXGrv+t5rYdgBskiea2HZiH9AiP5AtUkKv1+OJ8Y8AAFhdsChbkpaWhnnz5jmMZ1kW8+fPdzj2WVlZohTKkCFDfO4cd5X5G47i5gVb8CfTHgBgLrOdF7R4gtJobB47HwrFCnlUfpAg74yLZXL5j/jENn511zrz1q5gGKBnW/5ieMmFHDudmhU9yzbDTn5BCNDYimtKq9x/fhy/WI4NhwtaRGpHeg4E6LvLnmN0wQCA33/d6HMyEG0jAtFdVwxLBS8yzup4w87X0wxE7URrxwChq4ZA/ANZ4t+XztfdRs+X0an4z89az1EBZwUU/fr1w/z582XbZ86c6XPndWP4ePspAIA6nA/N1547KnueFk9QGoUtx853PHYhAfKLuz9inz94pYb41V3r9Z1jcfDlYXhlVDcAwOXy+qtiNSpWzAV1lmMH2Cpjm6OAYuJn+/DY5/vxVT39bd3BRcl3EpZ2F7TxHcXHgjFkqanwSRmIkJAQcLW8V1r4LAAQHBzs7CVeT7W19V3Nef7irIm1GXaMJgCqwFDx8TXdfDfkXBcGgwHz33gVAG/YSWVKUlNTFQsigoOD8dxzz8m2N9Vb5Suo7JYvU7G8Wrop3UmoYdeKOWfVDxPy1nwBIdxWUeu/Hru6cs78hfBADeLD+Dyci+U1ouiwPSYLv12nZsWUgYpaZY+dsF/A/QUUhBCcvMRX9/3wp/u7PRgMBlFln+OIg3EfedME8W8hL43UVvlk0UFFRQU4o6Nh56x60hcQPHZGq2GnlRh26ogE8e9eodVISvLPqti8vDyYq8sBAIxw82E9P/V6PZYuXepQEFFRUaHoAbdYLNi5c6ffdp4wWzjYL3mWiiuyx2PGjKHFE5SGsz+fD4f0SY708ExcJ7QVeOwKrGG4e/vqERqgxlt39/TwjJqHxPBAaFQMTBbiVKTYZO0fplWzCNLIc+wUPXbW88PdWnbFktCuu+WBsrOzZSr74x61hdyNhXxFYUBSD4T0Hg4AUFnzuSxVpT7ZczQ1NRUw8cdbyLEDgL1793pqSk2m2hr9qD3/DwBAE50kFksI3tbagmMYGV+qvAM/gD+u/NrFanSASu1Q8GVfHODsmDMMg/vvv99vO0+U1Zhhb87aG3YzZsxo9P6pYddKMVk4nCvmF9fUOOeNrL0NfzfsCCE4YDW4xw1oh0NzhuHBa5M9PKvmQcUySLL2/7UvGBEwWosnNCpWrKYVQrGsgmHXXFp2UsPTaG5axZoUg8HgoLL/xeqvxOcLPn8O5hLeQxhx/cMAw4pJ+JaqEp9srafX6/HSLF7Kh9XoAKsMyKxZs3zWOyN0wkmNCwFnrAaj1kIdybdpDOzAt02rOXMIjz/mvyFGvV6PD/+zUHysDggWC76E81w4XwkhmDhxImbNmuV0f/7ceWLr7n0AAM5Yg/KDG1C6cy2I0bbGMAyDxMTERu+fGnZ+jjTEI6WwtAYc4duJxYTonLza+wjV+U93ASVqTJxotHaIDfb5asH6SI7mDbszRU4MO4tg2DFiLmiZk6pYQJJj5+bz45zEsHPnTUVeXp6DtAGjlqRGWEw4n/0kAN5TF9ihL1TBvIfdUlkMQojPhWIBYEC/PuLfrF3YzhsxGAxiL1MlA0Pw2L048xmxe4AQjg1I7sWPOb7Lqz+jO5g4PhMa6w9zV+5+seBL6TznOE5R1uPll192uGHxt+9tW+4BAPzN2ZWN76Pk95Wy55v6u6aGnR9jH+IR3Nm1ZgtW7+EXn/hwnaLnw1tJjODzsgzFvt83VQmpN0irIOjqb6RE1e2xk4ZiBY9dhRCKVTB6bSLFzeexK691n2Gn1ESeUVllW8xWzyQx4+rAIgBA5I2PilV0lvIin9V/69qlMzhBzFbn3eFYpbZX0tAgxxHxBqRLakeYLvNN7DWxKYBKI3pYTUXn/EaLsi6EXNjw6Dhxm1LxBMuyigUVd9xxh8N2wDvPjcZSUGrtNmHNSbSnqeeJ/185WilKIR7Bnf38usP4cPMJAEBUsO946wCgXTRfOVdcZcKfBv/LV6m1ipkyDKD2IYO7scSG8uefs96/gqGrVbGix04snqgzFOveUP0lSZWqu41Ge++EaNhZTFCpVMjKysJ3bz0OzlgNTXQS2IAQcKZamIp8VzZDr9eLuYrSPDtvC8caDAbFtlfS0KBJ4nVSswyMl04DALQx7aAOiQIAcKZacDXlmDt3rl9VuCshVK8v/2QlcnNzAcCheIJlWcydOxdLly4VjTip7t3cuXMd9utt50ZjMRgMyLnMX8fMVxz7BgvfQ1POE2rY+SmZmZmKjZSPHsvDN/ttPw4h2dxXCNapxTmPfH8bNv5V6OEZuRepbpu/h2EBW+i03EmVs1AVq1Gxot6iKHdSR1Wsu1vOSYsnzpVUY8uxS27Zr1K7JSEUSywmZGVloV+/fiDGKlQd2ymOMRefBziLz4ZiAYgVlFLNM28LueXl5Tmt2hTmabbYnj9z6gRMl2weO9YaNucq+bxZJT03f6Ok6CIA4N33F6N///7IyMgAwF+T5s6dC5ZlwXEcZs2aha1btyruQ+l78rZzo7G8s+g9aKJ4o61011rZc3PmzMGZM2earFlKDTs/JDc3Fz///LPDdpZlQcLbyraduFjRUtNyG6EBthwkwfPoLwghHaF9lr8jFMM4kycxSqtidXYCxQpfUXRI8/QSLq2W72/cx3tkeXeNJSTEsXBJ6rGbPXu2OKbi0C/iGK7WJg3ii/pvubm5KL/CG8fSUCzgXZ8nNTXV6XPCPKWGXdfUVBithp06MlGsYOaM1T5ZwdxQcnNzUXKZN+yEtmIrV/KeO4PBgJkzZ8qiSCtXrlSMKjnTvfP1789gMOC9pSsA8F5cIWwP8Nfn8ePHu8Wj2zquHq0M4S5Il9QDKTPXI/aeFwGGxZgxY2CokWvW9U6K8MAMm4bg5QFsnSj8BTH0qPadbiBNQcyJU6hiJYTIq2KtHjuzVQBKSccuKpg37Irc7bFTaGF3tLCsyfutqFC4sZLk2FksFlRWVuKZZ55B7dk/xSHmEpun2hf137Zu3Soap/ZdCrzp8+j1ejzzzDP8A5UaYG2/S2Ge0lCsigWmPTEelqpSMAwLXWJnALxhN336dL8Pw27duhVElDwJELdv375dsYDCnvp07+r6/pwVCnoTeXl5Ys4lVyVPJXLn+UENOz9k8ODBAICEB/k8haDU66BN6ITIjr1x1ipxcufVbTD5xo6YM7K70/14K9IWaEE+1A7NFYxmWyi2NSAY6UpVzmaJgqc0x05ASccu2pozeqWO/rMN5diFcuw8yRcvDOkSK24/e6XpHrs6iycsJrE4YsqUKWAYBuc/fhKVR7agbPc3AHzXizF48GBwNbxRywbYDDtvLAaZMmUKNJGJ0D/5ORIeegeAfJ6ffbEKAEAsZrRr1w7xcXFiOFbXtiv/nLEa8fHxHph9yzJ48GDRsGM0tvztX3/9VdELZ4/0fM7MzMTp06eRk5NTb0tFZ4WC3kZqaipUgWEAeB1KKVOmTHHb+7SOq4ef4uwOJS0tDbfcdb9sW9RNE/GTpReyt/H96TrGhuDZ4V2REB4AX0N6QReqJv0FaeixNRAZZPWwKXTbkB5baVWsgFKOXZQkFOsujbfnvj4k/v38iKswODUGAHDWSSVvQ3EonhDkTiwmEEJQUFAAvV6PZcuWwXz5DC5//2+Yis66JcnaU6SlpaFdG97QkXrsvFWXL6jr9VAFhECX0AmqMFu1p8FgwMxZzwMACGcGx3GYPXs2erfjbwB0ba8CwHvs/CX5vy4SExPBmfibKkbisfvhhx9w8OBBBy/cvffeKxp7zrxydZ0TggyNs0JBb6HKaMYLn2/GU4vXQxXGnxtCWz0Abs+nbh1XDz+krjuU7OxsbPvzpGy8cOcoEBHkuyFMjST/rFDSLN0fkFaBtgbaWOVrKmrNDuFYqfSLVMdOQGkxjLaGYk0W4rbK2INnS8S/kyKDcPNVvEFy1g2SO4rFEyr+cxIL/31s374dAO/ByM/PF/XU3JFk7Un69eajBUKLNIHx48d7YjpOycvLE1tkAYA2rj0IIVi0aBFfXGHtMAGOr2i3WCzQh/DbGDV/PhJjtd8k/9dFXl4eiFEIxQbKnhs1ahQAiF64uXPnYt26deA4DgzDICsrS3Y+1+eFE54fO3asYqGgN33XI6a9gy8OV+KAJQnRwycDAIjJ5vF3dxFU67h6+Bl1SZkI5fkqa5m9qfi84j7CfTg3TeqxO3yuzK/EioWm963FYxekVYvnYmGp3EgXvJcMwx9z+7C7ku0boFGJofqiCveEY5OjbBf1QK0KSVH8BctdoVh77HXs0tPTxef0ej3GjBnTpD6S3kJyAu/5tM+x27hxoyiT4Q1Iw2cAxLV14cKFCAkJAStWMVv1FVUq3NhXfiPNGat9NmzeEFJTU22hWK1cSkuQiQGATp06yQopCCGYPXu26GWr6xqn9LwSnijCOX25EkfOy3Nvc3Nzcaw21GEsJ+k04e5zo3VcPfwMpSRU4Q5FKM8XFp+aM4dgqSh22IegH+aLaFRyT82lcv/x2hVcsMpocP5jrNZHojUdwL5frCB1olXx0i/SamhAOccOsIVjP95+yi3zE0LC3zw+EADETi3FVU0v0NDr9Vi+fLlsmzTHbty4cUhLS2vy+3gjeieGHWDzUnoDer0eqT1tnTKEtVUobHn5lVcBAISziOHEO4fYHTNTjc+GzRuCXq/HsKFDAMhDsQLS61RdXrbGPG9PSxfhcBzBPYt3YMR/tmJb3mVx+9atW8WcSymiZ7MZUiqoYeeD1FUKLngA1GH8ommpuILqU/sd9tEl3vEOwlewv6BfLHNforwnyc7OxqQn+PZRubt2eW0CsLtpE8F7wArsPXZ2YWl7L7NSVSxgazunlLfXGATplDjrzVB4HQUfjSEzMxNnz57F4sWLMX78eFw7cBAAYNCA67BixQq3vIc3IuhRSosnBKReSm8gtk2K+Ldg2Alr7shRdwIA4mKixST/0AAN2kbYQpHPTZ/i02HzhtC/79UA5FWxAtLrlEPRkKQgpT65E6XX29PSnSpKqk3iWrFOohVbVFQkphvUFtrCrZw1FDt37ly3nxvUsPNBhFJwe8VuvV6PggK+YbiubTcAgPHCcVQe/k18raW6HDX5h1Bd4h6BVU+gtovBXXJTyM2TCKEFgF+sCGf2ugTg5kIo4LE37ARPmUbdMMNu6s38zY2huOmh0mqjBbVWA1PIS40I5D2CVUaLLA+wKej1ejz22GNYtmwZMh7lF/m4mCi37NtbESqiY9oky7bfe++9XuWlNBgMKKuUhM1ComRrruBZDgkKlHld+re3Hb82cf59LKWYqvlqZyWPndBR4vvvv3coihAKhQDHThWuyJ3Y09LFKtLUjx0nikAIgcFgwFtvvSV6pcv3/k8co7YW4TTHPKlh50dkZ2ejf//+gEoDdVQbAEDt+aOoyT+Esr3foXTnGhj+8wAurH7eqxJLG0qPNuGyx/6QYyeGFoS7VMJ5XQJwcyEUPJTahTbtPXYBGlZWVOIsFNs2UvAANt2wE84tFcuILbBCA9QQbMrmOPdqza2jMlow1NWBoTLvyzfffOM13mohQf/YcZsQutAmTEC4AVHbpYhcKzHsgu0Kf/yZ8mI+DCmVOxG4cOECUlJS8MQTTyi+NmfrDvzv4Dn87+A5fF7cEet3/qUod+KsI4iUll4/L0siBIVlNfinsFwsjhIMO3PpRZRZjbvKw5sA8PmD7p5n6znb/AilxFLpY3V4PBiGBVdbJYogFv+2VHy9ryugZw5qjxqTBRsOF+LohXKxE4EvI4YerBV2hJBWkWwNSEWKbccxv6gKldaesBo1f8FkGEZwaAJw7rGz5cCZwHFE1lO21NoaLNzFqnChmEXa4o1lGYQFaFBabUJptdEt+arzN/yD/fnFyB6X1mq6jwjHvai8WrEX6/Dhwz2akyZdZ4XqVgBQBUeJyfzDhw+H2cJ7pjR2ocMebW03oMG61nOpTW6TAPx9VjEU+84779RpkO1kuuHDLw+Kj5/fkI/9L93iME5YL+vKs2vp9fOyXeTo5f8dxoLb+fcXunAQUw2Kf1uGsj3rYCnntTGb43rs3yuHnyJ4d0L7jkTbxz6GOiJRdoIL0iYmhQbDALB06VKfTuLVqllMu6Uz0jvxeYRCU3hfRgyvW6UuGEJaRbI1AIQFCm3FeKNr98kiXP/vHDy1+gAAubyNtELVmd0jaONZOCKTUDFbOFz9+s/o/drPosFWH0Yn3jMhLFtS1XSP3ebtu/Hh5hPYdfIKfvizwOl7+hvCcedbismNdG/wVksT9EVtQQBscDjAsOIchc4Twg2IQGq8TcalzA+iCq7SNoHXaVMKxdZl1D2YMQEHLsi99lcqjYparfahWoZhMGLEiCaFbpvKCcMFAEAEUwWtCsg9XYxCSzCWL19uk70x859PMOqA5rke+/fK4acIdytRN0+COjwOUcOflCWaBqT0BgBUn7RJBowYMQJvvfUWzp496zdJvCHW5OsKP/DYAXwS/VtZfA7KsGE3+81xqo9Qu7ZiS3/nNRgvlvN3wFLP1axbbTISzjx2WjWLUKuHRNparNJogXBdKShxrZLamffMXQUUGRkZGH7fOPHxu5+uk7VR82cEjx3DqkSPhoA3dKCQJugLlcoAwDAsVMGR4hyFXrFqO4+dTq1Cv5RIqFkGgzvHtNzEPUygVW5ICMWqo/WIuXMmNDEpDgURDMNgzpw52LNnD55+KUtxf8507DIzM3HPPfcA4A3GH3/8EXfffbdLnSrcTXZ2Nl6dtwAAkL93E64c4Hu1r8nlr7cBwXyxomDYCXz//ffNMk//Xjn8FOFuRSCwXW88PPlZcRHSRCcBAIwX+Avk8uXL8cMPP2D27Nl+5QESLt7+4LETCA/nwzchQUH1jPQfhAu8EFIP0Mj16qSeq2tSIsW/60qxESRPiiWGnbSTRYmLBpkz75lg2DXFY5ebm4uVK1eC1dqqJ89U65B/jtee9Pe2cgEalfi9srqQekZ7BsHDJA3FAnwBhbDemoUiH5Xjjcbqiddhzws3IzE80OE5fyXI+vuNiOGFvGNHzURw18HQP/KuQ9HfsmXL8MorryAtLc1pf2dGrVXsJpGbm4u1a9fKxn799df4+++/m+NjOcVgMGD8+PFggyIAAFxVCSoO/QoA+PaAAScuVcDE8eeG0JUDAMaNG4c77rijWebk3yuHH2Nv5X+z8x9xEVJHJAAAzMXnsWbNGr/1/Ageu3KFBvIWjmDD4QKcKfKehuKuYBEa3DspDPBH7EOxtXaVplLPlSCRAdRt0IutyiQXC2kFq6vixfUZdk3x2L399tsAAEai0K+JTsL6vGrF9/RHBKPeXvJE6OzgSaRdQRgVfz6ZK64A4A07Iem9Vuzv7Ni3WqNiERWsddjuzwgdYsKiYvDCCy9AHc4beByrwdatW52+zplhpwq1SnfZheed7euJJ55o0X6xwnkiOFTMZRdRe+4Ias4cgpkDPttp07Db9MsGLFy4EHv27GlWKSP/Xzn8lNzcXHGRAQBtLK+zpI5sA5XQoqe6DAMGDPDE9FoE4eJ9WUGv7MOc43js8/2YseaPlp5WkxD63jsLM/ojoXbFE/aGutQTIpW6sW9BJkWotL3i1LBzTePOWShWzLFrpGEn9LgEIPPYSXF3/0hvxJZn56hlt2DBAo/K/Ui7ggg5duZSPo9KFRIlJudLC2wotlBsZY0JWVlZsFTY8slWrlzptJvEFSe/SeH3YV8M0blzZ6dzaMl+sSEh/PVWG9ceAGAs4A29sv3fAwBW77YZdgOvTcPUqVObXc6Hnok+ytatW2UXBHU476WLG/OKuO3Dd9/2q9CrPXFhfA7HpXJH78v6Q7we0t4zxfjB+re3YDAYFBOCAYCzel0Vojp+i+CFq6g1w8IRhypnrYInBOB15JwRqWTYSUKxdRmFUurz2DU2KV7mDdI6JpkDwLHC8kbt25eID+U/uza+g8NzzSED0RCEriAB7WxdJywlvGGnDo1GVlYW9Ho9Ci/xN9gWk+/raboDofVftYkDx3Hgap3LDkm9cEWVyt8fowuSFUMI62dVVd29mluqAKeigtftY639hC1WJYrqE3vB1VSg1pqDqWKZFsubpYadj5I+aJDcsIvg3d2ayDbitvHj/TMEKxAfxl8ULpbXgOPkCVdSTanJqxw7b3iK+hpbt8ZQrLRVWEWNGeW1cmNJ68TKrTE5N+wEj12xE4+dqwaZvZaegCBSXNLItmLPPvus+LfQLL3yr824sOJp3NebDz3967oUxdf6E+mdogEA2gTHnrlAy3cPUCJmlO1YtY3k1xw2OBKzZs1CRkYG5rz6OgDgh+/+6zX6e55EuOmxEEClCwaxOP+NSL1wzkKxb81fIBZDSNfPsWPH1jmPlpI7SU1NleVgEot1bbGYUJW3S9zOGVuu9SU17HyU7r2vkT1WhcbgXxmPokMsH9II0Pj/oRUu3iYLQYVR7uXxxorC+hpbA4BF9Ni1HsNOq2bF87WwrEbBY6d8LKvrMOyErgZSz5w0d6/MxUpqMRTrxhy79evXY9++feJjRscbdpaaCswY/wDm3d8fe1+8WTR6/Bnh5kwVFK74/MyZMz0WjhV/r7U2z9CJQ7zSgJBjt3LlShCrRBFnNraabjF1EaxTI9BaQJG18H3AbPuN/F9GplNJEmd5r2HRcdixYwcWL14sWz/rojn6rzpDr9fjvQ8Wi4+lla9Vx3aIf5trq7B+/fpmnw/gYcPu999/x8iRI9GmTRswDIP//ve/sucvXLiAjIwMtGnTBkFBQbj11ltlIQxnvPvuu+jSpQsCAwORlJSEadOmoabGfxrFA4BJcpGyVBaDYVXo2PcGwOq4+iSjv4dm1nJIq+rsPTB1a5J7hkWLFtXZ2BqA6Hl01lXBX9FH8mGMjX8VOhh29lWyArUm5wu8aNhV2/Yl9di5apA56wIhCBwXN6IqdsaMGQCAwNTroEvqIQq5EmM1YmJiwDAMYkJ0rSLHLtpavcwGhik+z3Gcx4oohN8ra5XtuPDVi6L+mCrYVp0t1SjzBv09byAmlP9ObrxtFK6/4Xpx+/yF7+H06dOKkiTFlcq/pekzn8fYsWPxxBNPuGTUAXXr5TUHZiK0grQAnO2Gs/rUfpiKzgIAyg/8iAULFrTIfDxq2FVWVqJ379744IMPHJ4jhOCuu+7CyZMn8b///Q8HDhxASkoKbr75ZlRWOq90XLVqFWbNmoU5c+bg77//RnZ2Nr766is8//zzzflRWpwzBl58mHAW1FqTNReu/AalVfxdj31fTX9F7FpQLTcGKiUVk2ovMJIMBgPeeecdh+324QKxeMIL5tySXJ/Ki5p+vc8ghqMFhJwde+oKxQp5e1KPnSzHromhWKHbxMWyht0w5ubm4tixYwi95g7E3fMiEh6cKzaV50zVSE9Pb9D+fJ2oYKvWmbVyUglPFFGIv1dWLRpxxgsnxYI1dYjNmypo3BGzsdV0i6mPWGv3lwtltWAl4s5lNSbo9XoMGTJE5k2rMVlw9AKfU/rW3T1xS7d4dIvnb/YYbcOln4TuJS1x3hgMBjw7i7cviNluXbGYUbBiKs4tnYjS7auxZcuWFpmTRw272267DW+88Qbuvvtuh+fy8vKwa9cuLF68GGlpaejSpQsWL16M6upqrF692uk+d+zYgfT0dDz44INo164dhg0bhgceeAB79uxpzo/S4uSd4DXqiMUMY6G13DquI8qrecMu0MnF0N8QpTLskuGlhp2FkBa/g7PHWW/DadOmyRY4Mceuddl1SI7iw5H5VxwTogOdeOwaGoqV5dg1sXhCH8HPt7CsRqaPVx9bt24Fow1E1C2PiduCr+I9GmlX92z2ajlvIyUqCCqWgSooDAH6qxTHeKKIQvi9CrnLnLEaXHUZLJW8YSd0nwAkGncWc6vpFlMf7WL4lKBTlytkKRC3vrsVc3/6x6GAbP6Go+KYaztEYdnD/dBWx4c0nVWN10dLeU/z8vJAWP46pJRPSMy1MBfz2pQtdS57XyKSldpa3kAJCLBVjLEsC51Oh23btjl93cCBA7Fv3z7RkDt58iR+/PFHjBgxonkn3MIkJbfj/+DMMBbyJ0pIz5tgJPxF8L/frPHQzFoWZ9WJUo0zQoDzpZ4NxYu9YCWwLIspU6bItnGtMMcOAKJD5P1WE8Ntv/tAuwbq7a0XjUGdnKv5K3ly5cUTTcuxiwnRQatiwRHgQgO8doMHDwYryBHZMfGRcYrb/ZnIYK14HK++caTiGE94wYSuE0IxmnhhrioD4Sxi9wnAZthdP2iA32qGNpSOsfw5fvJSpex3BwAfbTnhUED2zX6bF0sQnm8bz3tF6/LY1ZWu0JLFEyotv345eOwUaImCIK817Lp27Yrk5GTMnj0bxcXFMBqNmDdvHgwGAwoKnMtXPPjgg3jttdcwaNAgaDQadOzYEUOGDKkzFFtbW4uysjLZP28nOjYOAEAsFtSe+8fh+eemT20VSbzCBVyaM0UIkXnsACBzRS48idgL1mrcMQyDuXPnOtzdt8aqWMCWayXQKc5m/Nh77FZPuA4zb+2KeaN7Od1fuIInV9of1lWPnUkUn7U3yhmEW23RLbsPurQvAEhMTFRsjg4AQbrW4WW356pEPr/u2CVlWQyl30lLIYTJzWWXwTAMxtw7GpbKEtlzQih2y6ZfW8Wa6wr6SN7Ldr602kFwHIBDAZlFkjsnVMm3ieUNZ5XOZtgxDCNbQ2+//Xb83//9n4OB19LFE7NfeBkAH46XzlGJligI8lrDTqPRYN26dTh27BiioqIQFBSEnJwc3HbbbXV+aZs3b8Zbb72FDz/8EPv378e6devwww8/4PXXX3f6mqysLISHh4v/kpKSmuMjuRXBkxAaEgiuphwXvnxB9ry5tqpVJPHaQm42Q66i1gy7NC384yWaYEI4lhCCmTNnOsqdtFKPXaydx65dtE2wNtCuwjshPACPD+koatUpYfPYmcTvvFFyJ04EijMyMmA4fgQAMOHpGcjIyHBpf3l5eWIPTXvqKgbxZ67rwBtIgdYe1/b069evJacDwBaKZaxhQGKsBiEETzzxBIJZ/txRhUSBDQgRPbCW2upWsea6gtBCraC0/lQFi8UCs+SmS6iQD7Z67m4deRfWrFmDNWvWID8/H2fOnMHw4cNBCMH69evxxRdfyNJcJk2ahDNnzrSo93TYbbcDAFKS2ohzfPzxxxXHtkQ41msNOwDo27cvDh48iJKSEhQUFGDDhg0oKipChw6OYpYCL730Eh566CGMHz8ePXv2xN1334233noLWVlZTitqZs+ejdLSUvHf2bNnm+sjuQ2h8XRZMZ/zUXPmkHyAxSwKJ/ozYpK85EL98Me2fMpZt3V1eI0nMBgMmDBhgmwBUkrwba1VsQ6h2AhpKLbhnizB4OcIUGkVMpYWT1QaLS7lxinl2Ak9Xi0VxQD4CsmVK1ciN7d+rzAftlHOGYoJVTb4/J0ebXmpE1V4HMDKw+4sy3qkGEFInRC8q5yxGiqVCsHBwSg+dwoAEDf6JSRN+RJBnXgFAmKsRnCwYweN1oiQSlFQWiNeq6Ro23QR/1apVEgIt537gvctxGrYmRkNxowZgzFjxkCv16OgoAAbN250+t7Lly93y2doCEI0IDIsFHq9Hnq9Ho888ojT8c19nni1YScQHh6O2NhY5OXlYe/evbjzzjudjq2qqnLw6Am6Oc4S6HU6HcLCwmT/vB3hokQswp0Ogbm8SDamNdw92ifJG4qrcCC/RHz+gbRk8e+6qiibG2fFExaLRaZtJHgaW4PUhZQIuyrupMgg0bhtE9Hw5GmdmhW9bEKY3j7Xx15WRQkluROhR6Wl0mrYhfAho+3bt9e7P71ejykzeMHb2sLjKP5lMQZFVmDOyG64PtV5zqA/Ex2sRYCGBcOwUIfJvwNPhWGF1AkxDGiuwZIlS1BRUSFrkSWFM1bXqdjQmoix3qgZzZyiiHfEdfcBsIVMO8Xzxv0917QVxwg9ds9cLMHLL7+MxYsXIzc3F++9916d722xWLB27doWDYubrMardJ1IS0vDsGHDFMc393niUcOuoqICBw8exMGDBwEAp06dwsGDB5Gfnw8AWLt2LTZv3ixKntxyyy246667ZF/Www8/jNmzZ4uPR44cicWLF+PLL7/EqVOn8Msvv+Cll17CyJEjRQPPH/jf9z8AAAhn81SZiuQn8q+//tqic/IE9knyhXZFEmGBatFAaErD9qYiJGMr8fjjj4uhPIvosWupmXkH9jmF0SFarBp/LT59tD8GW6VQGgLDMGLF9IbDhfjvgXMOuT6uhGNtoVjb2jF48GAAEsMumA8luipVcv2NNwMAel7VGX/97yN8PnMsHklv3+qMeQGGYcTQ3fIvvsbIkSPF72LWrFke6+aQmZmJhx6dAAB4+onHkJmZidTUVFgkPbqlEFMNPvzww5acotcSqFUhWOgZq9D6jzPKq9+F9oA3dLb91jvHhwIAzpUZ8UbWPDzxxBPo378/Pvvss3rff/r06YqdfZoLs3WdsJfWys7OVnQ0NbcX2qOXj71796JPnz7o04fvxTd9+nT06dMHL7/MJyIWFBTgoYceQteuXfH000/joYcecpA6yc/PlxVTvPjii5gxYwZefPFFdOvWDZmZmRg+fDiWLFnSch+smTEYDHjn3Xf5Bxab16Fk88fgTLWoPsW30Prhhx9cCg/5MvZyJzV2eUoMw4g6aPYFFS2JXq/HvHnznD4vhPJaa1UsAKyZNED8O0SnxrUdonF954YbdQKC0f/6+iOY+tVB/GkolT3vSgGF4OXTqG3HIy0tDePGjRMv8KrgSIwbN85lqRJBpiU+JopKY1gRqtu1IRH44YcfRO92SzZzV4KxhmLbxEaJ25wZdpyxGmvXrvX7NddV6kotEASpheNbXMEXzgRJKuDP/HMInKkGDKuSCUK7SkueO2YnKTSi59dJt43mQl3/kOZjyJAhdeqLPf3003j66afr3MfmzZtlj9VqNebMmYM5c+a4Y4peSV5eHsBYw8sW292Q8cIJnFv8iKwFzvbt2/1aG0vIwxCMNmnlo0CwVo3yGjMqaz0XigXqTwLfvn07LCk3AWh9VbEA0DneVgnLusGwDbUL7x4ylMgeuyJ54kygeMWKFei8cj2W/g1c1ac/Vrz4msvzEgw7Z/p8rREhpeJ4/nmn3Vk8YQQL64qQ55mXlwdz+WXFscTIGyf+vua6SnSwFmeKHHUpAYCVtJDTdU7H3xf4cVIx8m3btoGriQGrCeALVEovKO5r/PjxmDhxIrZt24bp06fLnmupc0eItCi1shScS8ePH0enTp1a5DxuZQEf/yA1NRWs0MaGk3sduOoygLNdsPxdyV4w7ATdOqnHbuWjfFJzsE4ICXjOYwfUr1+Unp7eqj12EUFatAkPQIhOLfY8bgpCYY1AoZ3enCuheaMTuZPs7Gy8/vwzAIAT5y83KOTjTPS4NSN47IIjYjwSunKGECIU1pDU1FRwkhw7aV9QrpbPm/L3NddVYuwKom7vlQiN9YZVKvkTO+o58W9podTgwYPB1fAFgKzO+Xrw8ccf49ChQxgzZozHzh0h591Z0ZtSt43mhK4sPobBYMCOHTtw0y3WPEOLc2OlIeEhXyXYwbDjF+LrO8eK+RrBdl49T2AwGDBr1iynzw8dOhRpaWkQnBWt0WMHAJueGYLts4bKQjKNJczOY2cvgeNSKFZBoFhoDm8S+4ZGYNKkx1wO+QhVgkp3960V0QjXBXskdOWMkgrek1RVxofx9Xo9Fr1liwZJDTtLxZVWsea6in0o9oURV+Gje3kji9E60XKUGHZpaWmICecNOibAuWEnhFwBeOzcETx23tC+EqCGnU+RnZ2N5ORkjB07Fr/lbAZgbTpsx+TJk7Fnzx6sWLGiZSfoAUSPnbXCscYaipV6WIKtRoJSEm9LkZmZWWcDayElQdCxc0co0hcJ0Kjc1udYyLFzhkvFEwretby8PHAcJwrVMioNiDbI5Sp0wVjUqFrnMVYi2loBebGsBpmZmU4bxbck2dnZ2H/oLwDAhEcfFr2yj02wzeeR/gnQMBxSVZdazZrrKjF2OpNqlsHF87yUmDOR7mC7G7p+vboBAO4e8yAWL16MPXv2iDn4UoSQq6fOHbNo2HmHSeXRHDuK6wg6aNAEIn70S2JSLzHVysapVCrMmjWr1SRlhwbIvXFCKDZAkr8keOzKXew24G5yc3Px888/1zlGaA7NtdKq2OagPgOxIcUT0qpYQeOM48wwl12COiwWumi9yyEfwWOnpgdZJNVaASkIiQtaYJ5C8MomjP8IAMDVVmPSpEkYPnw49Ho9PnjwGvxhKMGsW7ti9hgOOjXbaquanWHvsVOxDLp26gBsOyIKPzNq+Rh7zUphfb9x+AiMH8zr1yYmJuKNN96Q3ShLQ66eOHeEqliVl9ys0ZXFRxB00IK734iA5J7QJaYC4CuxhLwCT4ctPIEYZjVawHFEDMUGSDwsQnubfCeJvM2NoHtWF4IaeWv32LkToWLansggxz6yzhAKHaQhImmlm+nKOQDA+OkvuPy7MznpZtGaEfr/ni9RbivW0gheWeEGmjPVyJrK394rEc+PuAosyyBAo6JGnQL2OXZqlkXHdvxvhGFVgErt0Dc5yM6wE9b385euiN0nAGDevHkO173tBRzS3vzVofq9JTB7WSiWeux8BEEHTai8EjHVYNeuXaisrGyxihtvQgjFAnxxhKBVJvXYdbT2HT1+0TOdOIqK7AVNGQCO1eB79+6Fpc1QAK2v80Rz4CwUGxcagOIqk0vFE1VGeVWkgFDp9vx//8LvBjM69XI9r8rEKWtetWbsPe+exr7zBDHVerSIwxeJtgvFqlSM7Iab1QQ65NoFqO08dtb1/d33P0Jxjq1AiWEYvuUbwyArKwuZmZloN4vXdn1q9X5sfvZGt36W+rB4WSjWO2ZBqRe9Xo9ly5aBsRNZHjb0eqSlpbVoxY03oVOz4gWystaCWsFjJ+kvGmttMF/iAYFig8GAuXPnio/ZgFC0mbQMHSZ9CDDyn9+sWbNQUcl7Falh13TsiycEkqP5bgJFlbWKz0sRQvtK0iR6vR4dEqMBACcLlLsRKGEyW4snaFWsiL3n3WAwICcnx2P6dXq9HkuWLBX7+jKcqdVFQ5pKXJjcaFOzDNQqVsxXVekCHXLt7IvGLFbpLsauDZ+05/bs2bNl58npoqoWP3e8zWNHVxYfIjMzE/fcO1a2Tcc61wFsDTAMg5AAoTLWZAvFKuTYecIbIIR0xLl0HwJNRAIsEckI6jpINtZisaDc2t+Xhnaajr3ciYAQ9rtUXr9hJ3js7ENEAJ9cv+CtVwAAq75d77LkiRCK1XjJRcAbkHreP1r+CVJSUjB06NAW7R5gz0MZGXzIEMAf+3I9VsThqyRFyo0x4WZV6EjBaAPFUDcA5DwzxGEflSX8DRPrpL8yAFmIXKClzx0hb5bm2FEajMFgwH+/Xy/btm7NKo/d1XoLQiVVRa1F9LBIq2IF6YwqD1TF2rcS08TYetcG2xl2KpUKQUG80dEadezcjbPiiRSrx84Vw65a4UYBsCXXm0XJkyiXVO73nbmCz3adAUDlTqRIPe/PvLUIYYP+BVYX3GzdAwgh+Nfy3Xjss31ORfKrJetFp3ZJbn3/1oBaxSJOUkAhrGniPZJKK3rijIXHoakpdthHStt4AI4eOynOQuQt2XnCwnnXzRpdWXyIvLw8gJV7IczlV1yWWfBXhPycihqzKHci99h5rqWYXq/HjBkzxMeaKFsoJza1j4PmklbH38HSa37TiQ5WbmmUEsUbz8VVJrEKWQm+GIdfsO09dqLkidBWLCRS0XNgz+jFO8W/aVWsDannPer2GQgfcB/i7n8TgLJHpqkYiqux7fhlbPirUDTe7RFuBDUqhhrhjSRE4jUXwqwqq4A+ow0Aaw11c8ZqxWOsT+C1SFldkLiNYRiHwom2bdsqvn9znDtKmEQ1A+84T2jxhA+RmpoKRi33QhgL8lp9Qq9g2BVXGfFPAS+XoJMadqKOnWcSs6dMmYIFCxaA4ziZYVfJBOKvYydQkH9KLHzZ+skeALQq1h1EBit77BLCbeGfSqMZoU6KLGok7ensiydSU/mqdGm/WICp87e4dHk2gATx8f69e4AhHev8DK2JsAANSqpMUIfyeYu6BP67bI6iBWkuV0WNWVEQWzDsaOu3xqOUwhAeHIDzldVgNQGiJ46YahSPsRCi79mnH967i6+IHTCA7yktbdHl0EqSVQOcucUKXsTiCV8LxZaVlbn8r7XSEgm/jLWVmKWqFJd/XARz2cVmey9foZO16vWV7/7C0Qu8YSetvhJy7GpMnKg31JII8hjqwBCoQvhm1gEsP4/jl6tloSCLk2bSlIYjzduSEhWsFcWBK+rw4krb09lX6xUUFAAALJV8+IhRacAGhorb7TEYDJg8Xd55ZM2Xq1t9GoWU6BCtwzZWG4CZM2e6vWhBug4cO618DIRQrDu6oLRWgjSO351gKDPaQFnVsRLCb9hIWIwZMwZjxoyBXq9HQUEB9u/fL/7epL9VAGADQ1pU/quklLd7qis9o7xgj8uGXUREBCIjI1361xrJzs5u9oTfvLw8MCreu1Bx6GdU/vkLAL4JcmumR1u+oXRRpa29j1IoFgCqnIRdmpvMzEzs3PcHAECrYjCoC++5efCJ52TnjGDjUY9d02EYBgM6RDt4XHRq1qFjiRLCxZ9lHKv1RG1CziJ2oFCFRGH79u2K+8rLy0Psfa/KtnFmIxYtWuTy5/F3lELnbEgM3nrrLWRkZLj1vVZ/tVb8+5YRoxTX67oKZyiuYe/pBgCLka90ZTU6m06gk1CsUuFbRkYG+vfvjxkzZqD/tddh9PipsnxIAPh09Tct1nkiOzsb2Z+sBAC8/95/PFbsI8Vlwy4nJwebNm3Cpk2b8PHHHyMuLg7PPfccvv32W3z77bd47rnnEB8fj48//rg55+uVCInUQvVjcyVtpqamglHxJzqx2KQ7Nm7ciNzcXLe+ly/Ro024wzZp8YRWZUvMrqr1XFuxiGg+XyRIp0Zba+tDdWw7ALZzpqqab1TfWnvFupsVj6Zh1/M3ybZp1ayY+1Neh8fOxDnvEDF48GDxb8FrpwqJctoAXhMQDG1MimwbGxiGBQsWUK+dldhQR4+dKoj/ba9cudJta5zBYMArr79p26ANlK3Xpy9XYt6Gf2Ao5jVDlYwTimsoec1jIsIAAIwmEKygY2eurTMUW269AcvNzcXKlSvF58PTH8C+mFsw8wv5DVWn7r1bxFMnXPsF6SpiMbdYwUZduGzY3XDDDeK/Tz/9FAsWLEBWVhZGjRqFUaNGISsrC2+//TY++eST5pyvV2IvaQE0T9KmXq9Hh9QuAABilmuyOfMUtAbaRTs2iDZKQi0Mw4h33XWF3pqbSqtRGaxVI8RUAgDQxrUXn7dYLKissurYUY+dW9CpHXvPqlkGITqr59sFj51SpVtaWhrGjRsHALBU8JWx1w4Z5rQBfEFxucM2YqwWO45QHDsVADbDDrCtcU1NecnLywNhbcYaqwuWrdeTPtuHxZtPYMZa3sNOPXaN59oOUQ7bYsL59nEqXZCYYzfsJmUdVsFjV2vmcDr/rIN9EZH+AABgS36NbPvWPftbxLgSr/3WognCWVqsYKMuGlXCsXPnTvTr189he79+/bBnz54mT8rXEFTKpTRX0mbX7j0A8HcGUpx5CloDSq2j7JtJC3d+VR4qoODf25qMrVXh+l5830NtbDvxbk+lUkEbQKtimxuGYURF+8KyGlFXzh5TPT1dV6xYgRdeeAGWCt5jd/CfU07DMLv/OCL+fWXTcpTuXIuKP38Fw9RdcNGaUDLsWIlhl56e7paUl9TUVKjUNu8gqwuWrddCnq5AIM2xazQP9E/GPX3a4sXbrxK3BVlTY56cOh133DUaADAw7RrF10s9fqlX9cDixYtlz3OmGvuXAABezXq7RXTsxA4l1p63xGLyig4ljbp8JCUlYdmyZQ7bly9fjqQk/9H7+f33312y+oXkeMG4Y1m22ZI2tTqrng9nM1AYhkFiYqLb38tXsBfznXZzZ9zQOVa2LUjM1fBcKFYwKoO1KqRd1QFalgOj1kITrRfPGbWGv+DQHDv3orGrVhNCsc99fQij3lf2dpsFbSonlW4GgwFZWVliZSwbHKEYhjEYDFj88ecAgNqCPJTn/hclv68EcXJRaq0oGnZWmYtx48YhMTHRLSkver0e02Y8Kz5WBYbUuV4H0arYRqNRsVgw9mqMH9xB3CZ4QFW6IIRHxwFwbjxr1SyChC5CAaEOz3PVjp5wAGB0QeA4DhMnTmxWz5147beep4ypxis6lDTKsFu4cCHee+899OzZE+PHj8f48ePRq1cvvPfee1i4cKG75+gxRo4c6VHlcyVKy/gTmXA2A4UQ4nHXrzcx5eZUhxw1Qe3ck70oKyUeO5ZlEK/l56KNsy16gq4aNezci32VsdQT8HdBGW5993f8dV7ePFxQk3fW/1EIw5ithp06JFoxDJOXlwfGelHiquXvQX+7NqRVsYKE0a23j8KePXuwYsUKt6a8mIntfGB1tlQOi4KuIQ3FuhebYLwZVbW2m11nhGisSgFBEbLtkydPRnKbBIVXAKyWN7Q4jmuRAiWh563QAs3TNMqwGzFiBPLy8jBq1ChcuXIFV65cwciRI3Hs2DGMGDHC3XP0KK7cFbZU8QQABAZbFyGJYecNrl9vx9aL0nOGXbVYZaeGwWDAkR18VbMmtp14ztTU8pW9VO7EvWjsjLMQu3Zj/xSW46FsWxoJIQSHz/FGmDNtKiEMYy69wI+Laqv4WwwJCREvSpbKUvvdIDjYMUe0NSL12MVaOxb07NNPzFt0V8qLwWDAB4s/Eh8z2iBxvS6pMjqMp8UT7kW8yTZacKmClzmx/z1KSQjnjTRVcIS4TaVSYdasWTBC+dhIBY0XLlzYbF474drPaPhIGldb5VvFE/bo9Xq8+eabWLduHdatW4c333zTr8KwUoS7QmdJuy1VPAEAWuudgXCpaUmtHm9G2rpGCU+2FQP4BWDPoX8A8DpqeXl5MJXwGkzqsBgA/DlTXcMvdLQq1r3Y93AMVajWuyKRy9n4VyFmrfsTgPPWX0IYxnLZ2iIsWo8PP3L8LVZUVIAN5nPFLFUlDvuprKx0/YP4MbESwy7MKhotlSfS6/WYN2+eQ9eBhq59dRVPSM8BAeqxcy/CWnylwijePF2T7FwmrV0c/9vRRvPHWTju8YltcLnC8XgBcsOuOYsZhGu/0MuWM1b7bvGEQFVVFf755x8cOnRI9s/fYBgGe/fudZq025LFExar0Nk7/56PnJycFtPq8XYW/6svEsMD8N4DfRSf92RbMSHh+5Mv1wEACk7+g9TUVHBiOypeaZ9hGGi0fDiKVsW6F62dceZMvLi0mq82/yr3rLhNXY+Rbam4AsJZwLAqVFkcl9TU1FTRY8dVyQXcqbfdhrQISvjKpfpk2dnZmDlzJjiOA8MwyMrKatTal5qaClZSPMEE2IonihQMO9p5wr0IxRMXymvAEYBhgERJNxh7rk6KAACMeGiy7Jqn1Ou5fxIvVs9obYZdc/7GhGs/IzHsvOE33SjD7tKlS7jjjjsQGhqK7t27o0+fPrJ//oiwoACOoVZ33Um6gpADEhsTjSFDlEvEWyN9UyKxc/ZNGNm7jeLzwR4qnpCG6UO63wgAWP/1FygoKJD0GeUlARiGEQ13L2k56DdEBcs10oKcGHY7T1wGIBe4dlYVazu2FnDVvME28+XXHTz6hBCE9BgKQO6xYxiGetslMAyDdtH8BfmGznxS/ZlzhTAYDA7pLoQQzJo1q1EhL71ej4czHhEfq3TB4nEoqzY5jKdVse5F8ICWVPHftU7NOhTASRE6C12s4pDcvR+e/dGA349dwoUyvvgoQGP7fXZI4D1/qgA+vaE5CxkB4ODBg7j++uvBWosaGUutV/ymG3X5mDp1KkpKSrB7924EBgZiw4YNWLlyJVJTU/Hdd9+5e44ehxBSZ6jVXXeSriAkdNMcrIZhy+toWY+d4KoPaH8N2AB+gTJeKcC2bdtgLuf1zwSPHcdxthw76rFzK/YVl87CaxetXgCpYeesKlaagmGxeuLYwDCMe3wqvtlnQFkNf+Ga+p6ty4GlypZj99VXX1Fvux0bpl6PAy/dghN/8vmO23fnIiUlBYsWLXJYg5uSGD9goE0eqmuva8TjsP7n3xzG0lCsexFDsVbvaEA9HlF9JG80nSupxn9+y8POk0V4+OM9uFDG/1a7JoSJY69KtIofSzx2zUV6ejpGjhyJzZu3iMUauTu2esVvulGG3aZNm7BgwQL069cPLMsiJSUF//rXvzB//nxkZWW5e45eieBuVbqTnD17drMlT9Jeoo1DWExaOhQruOoDUnqL2ywXT2DQoEEgVbz+GasNAKMNgkqlglrN5xbRHDv3MvF6vvJYkMFxFl4rKBW8ABKPnZNjERISIv7NWQ02NigcR6LSMWPtH3j3lzwYDAbsOG/zEguePZVKJTYzp9gI0KhQWXwRH3/0AQCA1YWA4zgsWLBA0avT2MR4ae1rjfXwrN/9D7748XeHsSa78DmladgbytIuQUq0ieANuyqjRSYwf7Gc/60mhAXgx6cHY9WEaxHJ8tvE0GgzFTKuX78eO3bssL6XLYx8/O+/3Po+jaVRhl1lZSXi4nhXeWRkJC5dugQA6NmzJ/bv3+++2Xkx06ZNg16vd1o4sXPnzmZ5X0Fbixp2DcMmUNyyoVghwZ5IQnCL3/030tLSsOTD98HV8E2jNWExyMrKAmttGUflTtzL9Z1jkfPMECx9uC8A55WOQicKqeGnJIEB8EUR4hirjIkqOBK6xM4A+AKMvLw8cGZb3pYgZiysHxRH8vLyYCrjrymqUJs3e8yYMQ5jG5uoTojtmJZUGXH2ShWe/PYEQvuOchhbWnSxwfunOCfILrStU9ftsQvQqMTf4+XLReL2s1d4aZG4MB26tQnDwI4xKLpwDoCdhE0zFDP8+OOP4t9C4QThLPjtlw1ufZ/G0ijDrkuXLjh69CgAoHfv3liyZAnOnTuHjz76qNUI5cbHxwNQLpwAgPvvv79Z9O+skdh6E7opcoSEXU+0FMvMzMSzs18AAIzsFiW66jMzMxETbPXQBUdi1qxZok4hNdzdT/uYYPEi4sxjJ5wfUomTSic3A6mpqeLfgsdOG99R3HaupBrhiSliW6zyAz/BUn4JLMtiypQpTfgk/o28sCgSYNXidncVqW3fYbvxrjZxWPLFN07Hnj1xrMH7pzinoR47ANAQ/uZoZ+4+cdvZK3wvX2nLwKs6tgNgM7YE9u7d26i5OkMq6yZ4B4mxGrfdeqtb36exNMqwmzJlCgoKeKmGOXPm4KeffkJycjL+85//4K233nLrBL0VIXHXvuuEQHO5gAU5jOIrRfWMpEgJlohiegJdIB+2i46w5YMYDAacP/E3AL6AguM4FF3hL2iXL1EvQXPiLG9KaDZuNNu88FVObgb0ej2WL18OwJY7p4lJlo155od8RCby28oP/giVSoWlS5dSb10d6PV6vPnSLBCzCQzDisVFc+fOxbx586BSWTsXNLJIzWAw4Msvv5Rt+8+ylbLHFklHgyUf/MfjumT+hH27x/py7AwGA8rM1huydleL289c4n9zUg9gsNba/UkXJLZqBNDoQhtn3HHHHRg4cCD/XlbDjuVMuPrqq+t4VcvRKMPuX//6FzIyMgAAffv2xZkzZ5Cbm4uzZ89i7Nix7pyf1yJ172ZmZmLChAl1jnEH2dnZOPwX33Py4Yce8qqOGN6Op6piBaqtelzSRSwvL09SQGFtlm1djO64fQQ9vs2Is4tJRS1f8FBrtki2Ob8ZyMzMxL///W9RxkQTJTcyTl6qRKWFf681K5dTeSIXSUvrB3M5X6GsDuPzIi0WC/r164fTp083SeopLy8P9sF1JljerN5cUmj7u7rc47pk/oR9GkR9Hru8vDzF7UI+rPQmrSD/lPg3I/HaNUc49tFHH5W9j7GqHMnJyV6xbjdJVMFoNOLo0aPQarW45pprEBMT4655eT3SEIDBYMDSpUvrHNNUhCINQQeDs5i8QuHaV/B0SzHBsJOGAFNTU8FV8jlXNi074fha6PFtRpx57AQjrlbisaur84DBYMDMmTNhsRZFsFplPS6GAe64hcoTuUpqaiosVsNOFcpfV4T1VK////bOPL6JOv//r5mkTZuelLMlbQEJIDdCkVMOEblFd1lEF8oaQEQFRfcr7P7U9VgBL5ZdFQWqeCuyCoqKoMLKIQt1wYUVbQuUEiwFCr3PZD6/PyYzmWnSNkmT5no/H48+SObK581njve8T0OLSj0ZjUZwvHpOowy9Vd/rL+fbv9RW+L0uWSgRqeVVmea6iKbVEKPRiPJsx2obJbWieq68Pq/taQSzii9nSnest2vLmc1mLFy4EJHJPdBpjpgwKlSXgTEWEPdtjxS7qqoqmEwm6PV69OnTBwUFBQCA+++/H6tXr/bqAAMRqaSJdGPJzc1VBeNKeDNAWkrSkB78EISAqHAdLMT4KXlCoka22NkvOYPBgFnTJwJQWOwklz6j+fUlzSVPKBW7BaO6Od0WsF+XUrZrY8RGABcKf/VgpOGJwWDAdb3FB7FGH6+qR9ZYByB3jt0wESP6mgzV96qc71G88x+4+NFfYJo7hxRyL6N0nzaXPGEwGPDgrSOaOJZ9/9TUVOhtL8+yi9QHteykZ37bSffLy6y2l/RAuG97pNitXLkSP/74I/bu3YuoKPsb6oQJE/Dhhx96bXCBilQcUzK5Ogvq9XaAtPwbtjdNJlgDosJ1sCB3nvBTjJ2k2DVUKOI04vKGrlgmCOB5nubXR+gjnBedlSx2UozdiGvawjSqa6PHka5LawPF7sruV1F2yF6/rvj8WYeONUTT6HhbsW5FhqPUxcVZByB3yMgY2uR6jtei4sevUH06Gxs3bqR58zJKZayxOpFK7rrzd42uaxiz1zZBPF+eeW4ttmzZgrNnz3o9/MFoNILjOER2sN8buAhRFwqE57JHit22bdvw0ksvYdSoUaraQn369MGpU6e8NrhARpkcISVQKIN6vR0gLf2G5ELgOQREhetgwV917CQkRUHZ2spsNuOl5/8KANDayjpwCoudMysw4R2iIp3f+qTkCanEycxBnZusKShfl7X2fq/lR79E1Y9fYtqNo+RlQk2FzxKqQhGz2Yx/ffMVADGGSRAELFq0SFUztCX/n41UsJGpK7I/x2jevI9SsdO60GZHmfnakIYvy1Jpq5d+iQK6DvPJM9JgMGD5ikdVyyqOiiVQVqxY4ffnssctxaQ6dkoqKyubbA0SzIwePdphWcMEivz8fGzZsgXvvfce+vfv3yJ3gTNMJhOSU8QTZsen2ykI2w0kV2y9lakyHlsL6UGiVBKaSp6AYAVjzO8m/VClYe/Y+8eLb9i1FgF1FgEW24S5UlbIZDLhl//ayyn0798X//jHP9C1o72xuWBT/ALBTRMM5ObmQqgR/8+khu6CIDTZAcgdmEP6hMi5f/wev2bdC0tpkVd+h3CO0hXrSmmnpvr1Nuz7rPz+9qGzHozONbQJog5kqbiCs8/PRPWpIwAQELkGHil2Q4YMweeffy5/l5S5TZs2hWw19X379jksa2hy/eqrr3D77bdj9uzZGDp0aIvdBU6xvd2kJHfy3jHDAOUboj+sdoLUA1bx4mM0GiHYChdzmgjw0fF2VywTAsKkH6ooX0B/c50By26016SrrLXA6mYh8G9275I//+e7r7FkyRKsfuwReZmk2JF73TWMRiNYnViAlle0h/JWHbvGjOFCVQnqLzsqA3Qtehe1xa75a4znuUaVu7ax6j7Q9c2ZY71E7/4DAYj162C1P1NGjhzZyB6th0eK3TPPPIM//elPuOeee2CxWLBu3TpMnDgRb7zxBv761796e4wBScOAzIatxSS8bca3umFJIOxEaHhE2tLq/RFnJ82bctoMBgNW/t8f5Rpomtgke3IMY1i9erXfTfrhQISGg1bDyw+OilqLW637pAy5C++tRFn2pyg/ugMAYKmw15pk9WJpBnKvu45Qa1PsdPaG7so6djzPq5LY3OFqiXjNVeUdbnZbT+vlEY2jVOxcfXmS4qQb0kYf2eC73W1bVlbuMxf6NcaeACBn4QJAZmYmMjIyGtul1fBIsRs1ahSOHTsGi8WCfv36YdeuXejQoQO+//57DB482NtjDEga3qCdtRaT8KYZ32IVf4N6ibqPv9qKAXYLQcNWYXl5ebDaquy3Gb9AlRU7ZMiQ1hxi2CI9WGKjxPOjrKberRcoKUOu9txxXP1mA1i9WERcqCyVt+E04sOG3OuukZubKyt2nM7e93PIkCFYvXo1eJ6HIAiqJDZ3KC4WlW5reTFK9r8LACj/8Sun2y5YsIDCXrxMvCJmTutC8gQAWG3nQ0Ma1qR8bJq9dE3umQKfJS1JIT3X9uiOtWvX4vDhw9i8ebPXf8cT3FLsysrK5L/27dvjhRdewNdff41Dhw7hlVdeQXp6OsrKwqNhcsN6NY21FgO8a8Yni53nSG+J/mgrJrlilXqd2WzGli1b5Ezn6C4D5eQYJlhVvUgJ3yEp/HE2xa68xiLH2LnSszc2NraRNQw1Bcch1FWj7Mh2eWlMTEwj2xMSRqMRrF5sGSW5YjUaDWJiYvDII4+0OIGiTZItppUJKD34IQrffhhXdq93uu2mTZsoccLLJMXYrWyuWsWLzp9z6diRtSW4sHkpAIDT6X2W/CIVMW8TH4cHHnggICx1Em4pdomJiWjTpk2jf9L6cEFpiWuYGSvh7Ro6Vua6i4hQI7cVc9J9orLWgt0/Ffms5ZjgZN6kiupSY3jV9rWVZNnxMX+8uSd6dIzF3WPE/q5xUaIVobzG7op1xZrQlAJetOVRnH/VhPpL9or4lZWVjW5PiBgMBqx46AEAoitWcrtWVFR4JYEiNk5s7cdxHMAEWC7kqOKkWnp8omnaKhQ7V7Jic3NzIdRVOyyf3TPS6bbWBok3vphDqdZlpAu9blsbt0a0Z88efPvtt/j222/xzTffQKfT4e2335aXSevDhYaWOCkz9uGHH27UetdS7Ba7wDuZAp2matmt3Z2DhW9l467NR3zy24ITV6xk5b367Sb1tvU1gNUSEEG4ocy947pj14NjZOtBvGyxq1fE2DV/nRmNxsZXWi0OxYtfeeUVD0ccXtwx6zYA4sNZcrtmZ2d7J4HC9qKVOW8u9uzZg0OHDjV6z+Y4jhInvEzbWJ382RUjhWjBrXVYnprsWJ3DaDQCtphWPiIK4DU+SX6pCxXFbsyYMfLf2LFjodFoMGzYMNXyMWPG+GqsrU5TyhnHcU4tcYWFhXjxxRdVroJFixZ5zQwsu4gC71wKeOz9Yh0Vu90nxfIGh05f8clvM+Y8eWLDhg0QrhTg16x75eVCTWXABOGGE0pXrKzYuVi+yZ0yTx999BGOHPHNC0QoUXH1EgB7L05BELBy5UpVAoWniQ3SixbHcWCMITk5WaxH6GQeKeHF+yQqY+xc9D5JrnklzvY0GAx4ed0L9uNHx/ok+aXO6libNFDw64i+++47TJ8+HSkpKeA4Dtu2bVOtLyoqwvz585GSkgK9Xo9JkyY12hBYSUlJCe69914kJydDp9OhR48e+OKLL9we34wZMxpd9+GHHzoE1GZlZeH66693mhm7bt06t3+/IYLA5CB8sti5jxRjV+kkecLXrm3lg0SJZOX94sM35GX6xLYBE4QbTsTpJFdsvfwC5cp50VhLwaY4cOCA+wMMMy7YGrpzvEau6m+1WlFUVKR6cfYEKTTijdez5LJUzkpaSSxYsMCj3yGcI4U9AK5fY0Jdjfy98pcDqDn7I67ROn8RX7TABJ1WPO7Bw//xSfKLZLHTNVFjz1/4VTuorKzEgAED8PLLLzusY4xh5syZOH36NLZv346jR48iPT0dEyZMaDJGpa6uDjfddBPy8/OxdetW/PLLL9i4cSM6d+7s9vgaKpoSGo3GoV6fVO6ksRv82rVrW2y1syqOTTF27iP3i3VisVMWtay3er+AsbM6dhIGgwETxo+Tv/upnW3Yo7TYCW7E2DWVONUY5GZvnj69jGAWW0P36DjxX57Hiy++KN9nPW26XmpL8pOOIwgC3nzzzUbv31999RVZWb2IdK0BgNYFi5fSvQoAZf/+Jy5/9Bj69mo8DCIuSgyxiG3jm4LBtU66CQUKLR5RSzpNTJ48GU8//TRuvfVWh3W5ubk4dOgQ1q9fj4yMDPTs2RPr169HdXU13n///UaP+frrr+PKlSvYtm0bRo4ciS5dumDMmDEYMGCAx+NU0pgLNjc3F3HDb0enuc+Di9A57OeN4E2rovBiETUUd5uYJtqKKVPmr1bWef237TF2jW9z9xix2fwzt/bz+u8TzSNZEcrczIptLHGqMcjN7hqpqamI14mPKE10PDQaDZYvX+6V5IkrV8SEJcZcf4kjK6v3UCl2LhgpDAYDbhp/g/ydh9Cse1X6DV9VQQiZGLvbbrtN9VdTU4PFixc7LPcGtbVioGRUVJR9sDwPnU6H/fv3N7rfp59+iuHDh+Pee+9Fx44d0bdvXzzzzDOwWr1jBvn000+dmnWNRiMSR90BXUovxPaf6LDeG8Gbr29+U/7c+9pe1JjaTfS6xl2xSivd5QofKHYuKAoPTuiBL5aOxh3Xp3n994nmiXOSPOFq/I+ypWBjTJ8+PaBqXQUDndsnAgBeeOlV5OfnY9myZV5JnkiUqje44UInK6v3UNaxc9U0NGzwdfLnr778sln3qvJ69gWyKzbYFbuEhATV3+9//3ukpKQ4LPcGvXr1QlpaGlauXImrV6+irq4Oa9asgdlsRmFhYaP7nT59Glu3boXVasUXX3yBRx99FC+88AKefvrpRvepra1V1eiTavHNmTNHtV1mZiYGDhzotAes8s2B18WA4zj5BqTRaLBq1Srk5uZ67I41m81YuuwB+bvVUk+Nqd0kVip34iQrtrbertgVVzpmX7UUZ3XsGhIVoUHvlHiv/zbhGk6TJ9wIeTAYDE22VPz888+RnJzcskGGGVJXgfOXS3Hw4EEAUFlHW5o8IU2vRqNBZmZmo1ZXsrJ6F6XFrsbimtFF2a0itXPz15GWicct+PWim6NzxGw2Ozz35eSJAFTstM1vYueNN95ofiMvERERgY8//hgmkwlJSUnQaDSYMGECJk+e3GSgsiAI6NChg3zxDx48GOfPn8dzzz2Hxx9/3Ok+q1atwhNPPOGw/NVXX8WDDz6IAwcOYOTIkfjvf/+L9PR0CIIAnuexYcMGp28Nd877A1Z++BwAsbNAdna2XFSzqf2aIjc3F0z5biMIsEKsYk+tblxDr5NM8443klrFzeWKT12xFBsZqNjr2NmTJ1ytii/RVHKXIAh0vbrJlaLzAKLw0mtZqDj2JTiOw8aNG5Gfn4+8vDx0797d7f/PrKwsbHr/EOKGzIQgCHj44YexbNkyGAwGPP300/JxCwsL5Xs/KXXeRae1K2mudgLSK1qKNWdJz8rKwv69+dAbh2HpQ4/Aet9vPE6gyMrKktuFKp/fIWOxa20GDx6MY8eOoaSkBIWFhdi5cyeKi4vRrVu3RvdJTk5Gjx49VG9e1157LS5cuIC6OucP7JUrV6K0tFT+O3fOXuE6IyMDDzzwAJKTk1W9YBtWsxYU8W8dUwwwGMS/7t27e6VSutFoBK8VFRMmWAEwakztJrG2G4Oz5AkpEBbwjSuWUWHpgCdeZbETzwdXy51INFnTDtR1wh3MZjP+c/h7AAAfKYbkSMkSADB27Fi3lTo5yU16SRYErF27Vl5vMBjk40r3flLqfEu1i4qdFCMNNG0lk/u2Sy3pIqM89m417AGvfH5LxoCQTJ5oDRISEtC+fXvk5uYiOzsbt9xyS6Pbjhw5Enl5eaoA25ycHCQnJyMy0rFKNQDodDrEx8er/hrirBesFLRrNpux69s98vIai1U23R48eNArwb4GgwHPPvu8+EUQqDG1B+gjGw+mVSp2xRX+ccUS/kWK+ymtdq/ciRKDwYBNmzY1up66TriOstsAFxEtL7darfj++++dhsS4dExBgD2yi8nHI/yDqxY7ZYJbUxY7aY5ZnaTY6T1OXmzquX+1VOw4U11Z7vZxfY1fFbuKigocO3YMx44dAwCcOXMGx44dQ0FBAQCxkOfevXvlkic33XQTZs6ciYkT7ckJ8+bNw8qVK+Xv99xzD65cuYJly5YhJycHn3/+OZ555hnce++9aAnOShpoNBpkZ2cjPT0dU2fYM3tP/PQL0tPTMX78eNx+++0OmcOeWtp++7vZAABdZATy8/OpMbWbSJ0nnN1IauvJFRvuJERLWbH19nInHtSLNJlMOHz4sNeu+3BF7DYglrhQVhrgOA633367XH/OnSQy+T5umxvJkn777bdTMpqfcFWxU7o8I5qw2ElzLNRKvYajPb72mnruf7xN7P/816eeCLhzx6+KXXZ2NgYNGoRBgwYBAJYvX45BgwbhscceAyB2cZg7dy569eqFpUuXYu7cuQ6lTgoKClTJFKmpqXLNof79+2Pp0qVYtmwZVqxY0aKxNixpICVESG5W5Y3n0H9+lLV82QXXwmBfwG71iYzQkqXOA+RyJw2SJ0ybj6Csxr7sYrnvLHak2AUuksWupl5AlU3R97QOeEZGBjZu3Cg/FLzdMzocMBgMmDbpJgDiw1mCMeZxaIt0H+ekiVXUsVu4cCG2bNlCCWmtTHy0a6H+SvdrRBMXpjTHsHWq0ETFeHztScdSXsfScx8a8X4h1NcFXCKjW8kT3mbs2LFNJkIsXboUS5cubfIYe/fudVg2fPhwHDp0qKXDw5bsc1gwvo/83WQy4eabb5aDa5VmWqVix0fFqY7DGMOCBQtw++23exTsK+Gpe4gQcdZSrLSqHt/8rM6a+v5UMarrrIiO9F5FceZCHTvCv8TptOA4ca6ow0tgMHrYUHz3xUm7YsfxaDvpPtReyEPFUbGbkOQac/W+ajKZsPtqWxy6DAD25w9jDLNnz/Y4wY1wjw1zB+OdfxdgxaReLm0foYhli2gmqclkMqEieTDWfnceU2f+FibTqBaNVcnFixdFY45NsWPWOrfPQV9Dd60mePKznxyWKYNrlWZaXqtQ7KLjHPbbtGlTi5Q6AG7X1iLUSOnyVYqs2L05aqUuJlKD6norzpdUefW3pblrSUFvwrfwPIc4nfpd19OXqKaCrgnXqa0S45eklmJ64zDE9p+IthOXyNt44mbr2LGT+MGJYYHmqnWY2KcT3rprKDrERzW/MdSuWFeuS0NHseOElY9oZsvGcXYdv/CC2IeW00qKnWgoCKTEKFLsPEBKjADsNZWkGw8AaKIcFTtvdJ6wWG3uPFLsPEJqG1ZZZ5EtxftzL6u2SUkULQOFpTXwJnZXrFcPS3iZBL36IeCpYtdU0DXhOqXF4ouX5BHRJnayr+TEx5cnbjZ9jB5A450naK4Cj76dEzAwNRE39+no0gtyrC3L/ddLVzxW0p1dx7KXUbLY2dreBVJiFCl2bpKVlSUnRqSnpwMA8vPz8efH7XXwnFnsvBE4LSkHZLHzDKmOncDEOCoAOHWpQl5/5/Vp6JQgKugXvKzYMUqeCArio9SKnd5Dd3xjQdeUPOEe5vxTAADO5orlFLF2fHS8xxZw6Vnd2N4cx9FcBRgansMnS0bgtblDXNp+37e7AQAnc8+4nWQj0VQfaLsrth48zwfU+UKKXRNEaHhVDGBj7hUA6GbsKW/HabSISEpB3MDJAK/1WmkSirFrGXpFuryUQCEpcP+8Zzj+ems/JPtIsaPkieAgQdHqKFanVZVYcAdnyVaUPOEeZrMZb2ZtAADwNo8Ip7G7yjX6BLmunbsWGWaLrWOCc4sdEZi4qsibzWa8sFrsNsXroiEIAhYtWuR2cozBYMDq1audj8XmioW1vslcAX9Ail0T1FsFlFXbA+0bc6+sW7cOi+9bplo+9OHNSLr5Xvz+bzu8VppEKppKFjvP4HnOIc6u3qYsSzXuOiXYXLFlvlHsSK8LbJSKXVKM87qXriL1j92zZw+VJ/KA3NxcWOUiszaLncY+P3xULADP3KZyPflGHsiMMXLFBjG5ubmw1IiuUT46HuA1EAQBs2fPdtt6N2SIcwuhFH7FLLUBd76QYtcMlxTFap2ZZXmex4svvgho1A8Bc6lYC23feYvX3tIpxq7lNCxS3LAnaCdbIG+R1y12UP0OEZgoXbEtVewAdbIV4R5GoxGw1bHjbTF2SoudpOx54uIWZIXOuWJHbvPgJjY2FpaSC7BWXAUfEYWo1L7yOneTY2JjY50u18YmAQAs5VfIFRtsXFLUNHPmXlm+fLlDHbuGmM1mp02E3cVKMXYtxl6kWFTsLLZGzpLCJVlsymssTvb2HEau2KBAmTyhbFROtD4GgwGmzLkAFJ0nlBa7yCiPXdySXteYC43c5sFNRUUFIFhRW/gLAECbpJ5Ld6y8FRUVDst4fQI4bSQYE2CtKMaYMWMC6nwhxa4ZLjVoL9XQvbJs2TLwPN+kYpfWpSvS0tI8qpSuxG5domnzlJgGFjvJkiYpy1Kj6ap67yp29s4TXj0s4WXiFcpcIPaADDeWLBLd13xkFMDxKlfskqUPeuzilhQ6zonFrrFgeSJ4MBqN4DgO9Vd/BQBEJKWo1rtjkc3OznZYpk3oCACwVlwBBCuWL1/ewhF7FzqDm+FSI10IpBuDbMVTZGs1hNcnytu3pEaSherYtRi55Iktxs4iqC12UoKFstadN7DH2NHcBTLKGDtdBN0e/U33LqnyZ04bqXLF9u4/yGMrifSiNft3v3NQ5KiOXWjAGIPliqjYadvYFTt3rLxms1nsMtGAiLbieVlffB5DhgzBtGnTvDRq70B3rmZoqNg1LHciWd84beMWO16nLlzoaY0kK8XYtRjJvVZeI9YeahhjJ8Xgudq/0FWk36GpC2ziFYodWez8j7Io7abNb2Ho8BHy95Zco9KL1vDhwxzaVAJUxy7Yyc3NBQBYJIudQrFbsGCBy1bedevWiUYZXgtNXDtEtE1F/PW/QbupDwIA6i+fxXPPPefl0bccunM1w8VyexC9s3InixYtwqJFiwBt44HWvE6v+u5pYC7F2LUcu2Jni7FrqNg1iMHzFlTHLjhQKXZNNBonWgeO4xBts6LfNGkqOnRMltcVFHveHUZywPIch65duzrdJpA6CRDuIbliLWWXAAAaW6IDIHaBcsUaazab5S4TbcZkwrBkM1IWrEebsX+Qt6n837dOY/D8Dd25muFyRZ382Vm5E0EQmk2e4KNiZHN/S+pZNbQuEe4TZ8t6LKuphyAwh56gUjmU6nrfuGJJsQtsVK5Yrfd6BROeo7wm66z2+2/DdoDuwBSdYBp7MAdSJwHCPQwGAzZu3AihRpxbPjIa4MXzyFVrbG5urnyexA+91WF9Vd5h1F3IC0jLLil2zaB0xeZZ28Jw/3vQde7tsJ1UQFOodyyT8fKG13H27NkW17OiGLuWEx9tt9hZFRlx9hg7cX29laHO4r3ipVTHLjhQljshi11gIBWJrqqzot5iv2aLympRZgupcBf5/Zzj8Morrzisp3InwY/JZMIjy5fK36W6h4DzhIiGNNV1AgDKf/gMADBy5MgWjNI30J2rGS4rsmL/+vU5aPTxaDftQYftJIudUFXqsC4yJt4r9aysDQL9CfdRWuysgv0hISnL0YoWUtVejLOTs2Jp7gIapcVOq6G5CgSka7K6Tm2xAzx3x0qdJ86dPYutW7c6rF+xYkVAla8g3MdsNmPN6lWy1S62/0REtEsDIM5vc+5YZXkzq+25/mvWvTCv/wMubn0SNflHkZmZiYyMDN8K4gGk2DVDcUWtSgEAgIT2KbjnnntUy6TkCWulo2JnLirGli1b3G5n0hDpnkaKnecoY+wsgqPFLlLLI8L2QPdmyRPJpK8hk11AI1l0AXjVYkt4jt0Va3GYk70Hj3h0T5Uu/by8XKfr27Vr5/YxicBCCp2SFLs2YzKRYnoFXESUy+5Yk8mE02fOQKtPAAC88dpLuHXiGNw5rj8OHz6MzZs3+1IEj6EKnE3AceIN4EplHdrH2WPoyisqsH79evW2ssWuxOE4q19Yh5Lv3rIdk8PGjRs9csdSS7GWI1vsquvlLGNArSxHR2hQb7V4NTOW6tgFB8q4usZKHRGti+SKzSmqQH0Di90jjz2JZTkHsGHDBrfuqdKLVg+j0en6QHSvEe4hJVBYaypUik5EuzRYL55y2dWe1CEZDP8FANw2bTLuvC2wSps4gyx2TZBkq0J/uaJWVaG8YfkSQKyxBADW6jLHdZH2rFhPm1YDjhmchPvEqyx29oeE0pImlzzxYi07qmMXfNSSxS4guKa9GBu1+sufZVestbIEgBg35UndOel23q1rV2RmZqrWBap7jXAfxhiEGnUSjCY63i1XuzIkJypIalsGxyj9RNtY0Qp3qbzW4SbPKQoST5s2DcmdxZNEqC53OE7Dcice17Ejxa7FSBa7nwrLYL5aDUC0oilj37xd8oQxpih34pVDEj7k73MGoUfHWPzx5p7+HgoBYFp/e4mTCluZImvFFQAAHx0nfnfznqpMZtq8eTMOHz6MtWvXBrR7jXAPqZadUKvOeub18W652mtsFRKiIzRB82JOrtgmaBurQ15JNS6V1zoE0mv0ibDUiYrBl19+icHD7gdq6x1OIkB8q2x/658h1NegeMcLHmdcWazUUqylKFtGmd4UM6O0Df4/pZieKi+VPFGGaFK5k8BnxoAUzBiQ0vyGRKswrFtb+fPVKrH8lNUW8qKJEhU7d++p0jUpPagzMjLIShdiGG1udmVxYgDQ6BPccrVLITnKxLpAhzSEJmgXI7pXL1fUOjzklVY4q9WKsnLR3DvnthkOx4lK7w99j+GI7TMOfGSUx3XsBCpQ3GI6xEfJn6WM54Z6slTyxFuuWEHpxifFjiDcQsPbixRLCtn1/a8FIL40e1Ib1F6g2JsjJQIJg8GATZs2wVJyQbX82oFD3VLiqxUWu2CBFLsmaGtLmFj15c+Y/o/9qnXKmjgAUFElWu/yc086HEeqcQcAN06Z0eI6duSK9RxlOQuJhhY76c3MW65YpWLH0RVHEG4To1M7l0YO7gsAGD1hkke1QRkVDA8LTCYTllzfDuVHv0D5j18BAPLOFcqtQF2hmix2oYWUPAGImbFKGip2UnPqvV993uQx9x44jCNHjrg9FrPZjNy8UwCoZEZLycocovreUFGO0Xm3+4RCr8OFX3/1yjEJIpyI1akfqu1t8c8R+oQWeT/oVhramM1mPLlyOa7segV1hWLMHR8d71ayTbWt7BVZ7EKERH1T/V8bZMbyomIn1cwBnGfI8lFxOHDggFvjyMrKQnp6OrJefwMAkJvzi1v7E2qGpCepvjd0bUdLrlgvlTt5Y/Ob8ufeva91622RIAhHi12HeFGxK6muc7Z5s0gJ8cESDE94hrItmGB7HvPR8W4l21TXiScLWexChKYUO2VTYcBusVMqdqzesQ4WHx3rVuCm2WzGokWLxB61Npfhd//a06JCx+FOXJRW9abe0GInJ0/UttwVazabcf/99rY2gtXqcbkbgghX2jS4FydGi98rPYyDlTpPUFRLaCPVsgMgd4/QRMe7lWxDMXYhhrJ2ncTN6aICF9Ghq2IpB87WYHjWTHvxQmeKXbde/ZCcnOywvDGk6tnRxuFIHHkHAECwWgKy8XCwwPOcqieog2Kns/embCm5ubmqGDsmCB6XuyGIcKVbe7WHRIqVrfEwXMJeMJw0u1DGYDBg48aN4DjObrHTx2PVqlWu17EjxS60uL5bW6QkRKmX9RBTp7Vxijo4GvuEv7r+ZfkzEyxggvrGc+5CsehWddEdJzUi7nDbn+VlHBg1qG4hifomFDvJFeuFGDuj0QhecX6ACdRgnCDcpEtb54qdpy9f0ks7qXWhj8lkQkFBAX7/u1sB2AoUr/yTy8/galsSnZ5csaFBrE6LfY+Mx/wRXeRl13YRFTs+yn6j4Xh7/MelC4Xy5+QUA5it1p0EH+1epXSDwYD1r21QLZt40wRqUN1CEpXN3n3oijUYDFj7t7/J3zU873G5G4IIVzopXrA5zm5Vr6634ty5c24fjzWoY0eEPm9ueAWM2YIrdTEuP4OlGLsoUuxCBw3PIVJr/2+SLD0xiXaLnRRfBwD5p0/Jn2Pj46GNVmfP8lHuV0qvsKiniSat5cRHN26xs5c78U7yxJw77pQ/nzlz2uNyNwQRrnSMt/fqZgz46P135e9du/dwOyFJYBRjF07k5uZCsFrkGHiNGwkU5IoNUSI09qs/zta5oFZQ/NcpLHY9jHYXW71FUHUdAOwtcFx1x5nNZvz5qdWqZV9+voOC71uIMjHG1+VOlKUVUlNTvXJMgggnDG3UbRnvW7xI/sw0kW4nJDXsPEGENpWVYgMBoUqKs0sAAFRUOHaKagi5YkMUZUaWZOnhtJGAxvZZ+pcJqgd3nZUhKUadzcXr3KuUnpubC0REq5ZR8kTLSVRZ7BoUKPZyuRNGgdoE0SI6xkfhnrHXAABWZOggCFYItuQ0LkLndkISdZ4IL3JycgDYS5BpouMBwC2LXRRZ7EKLOUPTcF1aIv54c0/ERmoh3RakWnYxvW8AALAGbQUsgoBnf9MfI7u3xZO39AEA9Ow3yK1K6UajERqd+m0V1noKvm8hCS7E2FV6IcYOILcPQXiDRyb1Qv7qqZh2fS/wPA9WXwNA7OzjbkISdZ4IL0aPHg0AEGwlT3ibYudK6bHqelsduyBS7LTNb0LE6LT4eIl4ApjNZgg1leCjYsHr9BCqShDTe6zT/eotAib07ogJvTvi2LkSAIBVo3MrcN5gMGDO3PnYbbMYlx36CE/fNYWC71uI5FIHWsMVK/5Lbh+CaDkGgwEbNmzA4z+IxYk1Oj3WN+IBMZvNOHjwIABgxIgR8jZyCSK6JMOCjIwMZGZm4rMie8mTKVOmuNQzttTWB76qotSnY/QmZLFzk9zcXAi1VQDsbcXqLp4BAIzs3la1bdtYe8CvZCG6WuVepfSsrCx8+PF2AEBVzkGsnNoH9y26y7PBEzJxUY1b7LztihUEstgRhDcxmUy4Jl1U0rZ8vM2pByQrKwtpaWmYPedOzJ49G2lpaXKSBYVHhB+bN29G15T2AACNPgFffPEF5s+f3+Q+WVlZ+GrXLgDAn1asCJquQaTYuYnRaIRQK2rwvM1Fqo1tAwC4bZB4o3lvwfW4Li0Rr/5+sLxfoqLuUr1VcOm3pK4TXISoIAp1NVi5ciUlTngBpcWO92G5E8D+EKEevwThPeL04n0xNjHJYZ3ZbMbChQsR3WME0v+4DfprbwBjTE6ysBcobs0RE/7kyJEjyDl+FIDdFfvmm2822rtdev6CE58HgtUSNF2DSLFzE4PBgO5pnQGIMXYcxyG5ixEAkBQrJkqM6N4OHy8Zid4p8fJ+SkXi59MFLv2W1HWCsyVPsLpq6lrgJZTz0Wgdu3qr0+4j7iJQPA9BeB0p5qnaiWVd6hGaNGExAKD9jP8DYC8zZS9QTNdkuLBv3z4I1fa2YhKff/650+2l56/UyhOCNWiev6TYeUCPrqJljo+KBWMMF0vEADhlm6qGvLn5DdmFO2T4aJdMulLXCT5SVOyE+hrqWuAl4ppoKSZlPjMGlFW33GpnVZQ7IQjCO0RHii9nzhQ7o1F82Za8KxLS/ZORxS7sGD16NKy2cifKXu9PPfWU0+ex9PyVLHYsiLoGkWLnAfWVtgBMW1aspHidzfvZ6faSSVcqjohIvUsmXSlIWGOruSNUlbrV445onPgmLHZRERq5EPWFspoW/5acgUdPEYLwGtER4uOrpLoegHif3bNnj3xfFZOV1Bb31atXw2AwKGpL0jUZLmRkZGD62KEAAG2bFMBWxaKxTlDS81dqCcmDBU3XIFLsPKD00q8A7F0kJAXvf8d+cLq9ZNKVY/OiYl026e7bt08upmitKsUjjzwSNAGcgUxTFjsA6BQvtjAqLK12WOcu1HCcILzPycJyAMBTO35CVlYW0tPTMX78eKSnp2PdunVgjKlCKThdDIYMGQJAXTScCB9uGn4dmKUefIQOmjh7smNjz2OTyYQhGaIy+Or69UHTNYgUOw/o0VUsQsxHx4LTRsotxcYMd546LZl0JYsdr4txyaR75MgRvPnmmyrFjjGGRYsWBUUAZyCjjLGrszrG0Um9KYu8YLGjOnYE4X1Sk+yF2xctWiTGQ0G0wLzwwgsAxBp3EproeMTEiC/hlBUbfpjNZiy+exGsVSUAIHvCJKRzoyF8hBg737F9O6frAxFS7DygT/cuAETLGycVD2YMo4YNdbq9ZNJlNoudVh/vkkl33759AOyBnoKtarYgCEERwBnIKNvDOMt+TU6QLHYtV+wKLxQBAJjgWjY0QRDNs3R4e/kz06jjm+XwB1sLR+mz1FqKOk+EH7LnzPYc5RUJFIC97VhDpHJVGk3wnCx+Vey+++47TJ8+HSkpKeA4Dtu2bVOtLyoqwvz585GSkgK9Xo9JkyaJLbZc5IMPPgDHcZg5c6ZXxy3VpBs2ejz+9Je/isv0kU3GUJlMJvxm+mQAwIrHnnDJpCtVy5aUR7l+Hs8HRQBnIKOMrXFWr65TvGgNaKnFLisrC5MnTxGPVVREbnSC8AJZWVkY3s8o3xM1sW0dN9Jo5fhnANBGx8r3TYqxCz8kz1nDtmKAeB409ky1SIpdEJ0rflXsKisrMWDAALz88ssO6xhjmDlzJk6fPo3t27fj6NGjSE9Px4QJExrVrJXk5+fj4YcflpUjb5JgC6wXIqIx+dbfAQDaxUY2tQsAIM7W0aC81rXCt8nJyQDsyRmsToz3yszMDIoAzmDBWYeJTglijayWWOykpBk5zoc5D9IlCMJ1pBp1jDEItnsip3C5SmgaWGR+/4eFDp0nguhZTbQQyXMmVIuxmbzefn5I9+gdO3ZgyZIl2LFjh5yMU1MrNhVomGQXyPi1pdjkyZMxefJkp+tyc3Nx6NAhnDhxAn36iH1W169fj06dOuH999/HggULGj2u1WrFnXfeiSeeeAL79u1DSUmJV8ctFRsura7HpXKxEXX7OF1TuyArKwsb3vgGCaPuxIY33sE15cebtdrl5uaKMXy8rUBinfh2+sYbb+CXX37BgQMHWioKAaCqztEV2ylBVKYvtECxk+sgST2EGZODdEkxJwjPkGrUAbD3i1VY5iSk5DaJ97duw9DkCJhMJoqxC1NMJhPePPEPFADQRKtj7Pr27YvSUrHO3fr16+XlKQteRURbg9Mku0AlYGPsamtFhSkqyv4mxvM8dDod9u/f3+S+Tz75JDp06OByBkttbS3KyspUf00huWJLq+pxuULU5tvFNq7YSZab+rJLAABtYrJLlhuj0QhNlD2gk9XZlYyDBw9ix44dTQtGuIRzV6x43rWk3IlcB8lW4DKY6iARRKBiNBplF6rdYud4/3VYFhkt33epjl14Yjab8d8j3wNQW+wAyEqdA7YX8+Liyz4dmzcJWMWuV69eSEtLw8qVK3H16lXU1dVhzZo1MJvNKCwsbHS//fv3IysrCxs3bnT5t1atWoWEhAT5LzU1tcntE/Wi27W81oKndvwEoGmLnWS5qbtwCgAQ0bGbS+VODAYDnnn2RQDSDUydvblz584m9ydcw5liJ81nSVU9LC62gGuIXIfQljXNseCpg0QQgYrBYMDGjRvBcVyTFruGih0fqZfvuwJ1nghLcnNzYa0SFbiGyRONwdlezAvPB08ITcAqdhEREfj444+Rk5ODpKQk6PV67NmzB5MnTxatIE4oLy/H3LlzsXHjRrRr53pq8sqVK1FaWir/nTt3rsntlcVtJXRajZMtRSTLjaVErH+niYoFF6lHdnZ2s2ObesttANTWOolJkyY1uz/RPFbBsdyJco7LajzvPmEymfDR1q0AgC5d0oOmDhJBBDImkwnPPvusrNg1jLHjOA6ctoFip9M7dJ4gT2x4YTQawWwxdg1jMBvFFgqVnta0wSeQCFjFDgAGDx6MY8eOoaSkBIWFhdi5cyeKi4vRrVs3p9ufOnUK+fn5mD59OrRaLbRaLd566y18+umn0Gq1OHXqlNP9dDod4uPjVX9NodXwiNWplbtSW/VzZxgMBqxevRqsvlZ+W9DGt8eKFSuadcfW2axFkVr1HWjEiBGYNm1ak/sSnqOc4zLF3FoFhhonyRZN0a6dWJYhMrLxlnMEQbiO2WzG//3f/0Goc1TsnnvuOWzcuBHaSLWyp4mKlS3m1L85fLHa+sU2dMU2ik2xu0quWO+SkJCA9u3bIzc3F9nZ2bjlllucbterVy8cP34cx44dk/9mzJiBcePG4dixY826WN0aU7T6IX3n9WlNbi9VPLeWFwMANHFtXXLHSm5AQ+cUfPbZZ7j33nvx2WefUeKEF3hwQg/Vvw2RrHZKpf3OTYcw6MndTSryDaHOEwThXaQECqmbj0ZRr27IkCEwmUxY+w91tYUpt/xGtpgLZLELS3Jzc2GtFBU7Vy12nC3G7sdjx3w1LK/j16zYiooKlWJz5swZHDt2DElJSUhLS8NHH32E9u3bIy0tDcePH8eyZcswc+ZMTJw4Ud5n3rx56Ny5M1atWoWoqCj07dtX9RuJiYkA4LC8pSRER+B8iRi42zkxGn07JzS5vRTwK9TYUq2jYl2qRyfV0NHyHKZNm0ZWOi+y9MbuuHVQZ1UFeyXx0RH4tbQGZTV2Je7Q6SsAgL2/XMQtAzu79DuMOk8QhFcxGo0AAEvJBQC23p82srOzMXbsWOjjEgHYw2osvPJxRxa7cMRoNNqfwdHxAMR+whzHqdrPqbBZ7EpLrrTOIL2AXy122dnZGDRoEAYNGgQAWL58OQYNGoTHHnsMAFBYWIi5c+eiV69eWLp0KebOnYv3339fdYyCgoImkyl8hdJi16tTXBNbqhFqbP1idTEQBAEHDx5s0h1rsbW7itAEhXE1qOA4Dmlt9Y0WKU2KEZNkLlfUOqyrtbieUEEWO4LwPhzHwXJVjFuO7HgN+KhYAJBDXKSQiegI8d55IK8Y5qtiySiBsmLDFqmOHcdr5H6xjSp1tu0AYMOrrwZNDVK/agtjx46VGzUr/zZv3gwAWLp0Kc6dO4e6ujqcPXsWTz31FCIj1YWA9+7dK2/vjM2bNzt0tPAGSsVOr2ve8NnQdcDrxDIms2fPRnp6eqMdCeptbai0QdTOJFRISRQteeevipZZZZKFe4odVbknCG8i3U+tlSUAgMj26TDc9za0SQZYBYa8vDy58HjZRfvDeNbfdgGgAsXhSm5uLpi1HjXnTwIA4gZNbX4nW7KmYLVg3bp1vhye1yAzkIcoFTudtvn/RikzVlbsFPXpBKHxjgRWm8VO00gmMOE7OtsUO7NNsVMmTdS6kUAhkCuWILyKfD+tqZCXcZoIdF74KtrevATdu3fHpSslAABrhd2FVlgboapjRy9b4YV03pQdEisVxF03BdA0bZiRLHZMsOLFF18MCqsdaQseIrUVA4BIFxQ7qaYZs3WP4HWxqvWNJVJYbBa7CNIKWh2pTVxJlRhjp1Ts3OlIQRl4BOFdpPspbPdTJbEDxJ7ip8+K8XWSVU9CWceOrsnwQjpvak9nw1pdBl4Xg4i2TSc+yp2DBCsEQWg24TEQIMXOQ5QWu0gX499MJhMeW/EwAKg6Ski88sorDsvqbRY7csW2PrG2rNiKWrGOXY3C/fruvwtQXuNaZqxNNwdPyjlBeA2TyYQZk250um78jRPw+U7R7WqtvKpap6pj59MREoGIyWTCoUPfo/7iGQBAZIcuTWzNqSx2wdI5iBQ7D1G5YiNc/2+M1dmKHfbo7bDuo48+wpEjR1TLZIsdJU+0OnE6cY4lBU5psauut6LQRasduWIJwvscOXIE/9zygdN1fFSsXKCYVatbRbXrmKzIVKeLMhzJyMjA0J5iB6DIDs7r4gJQuWmZtR6rV68Ois5BpC14iKGNvUSGzkWlKysrCw8suRsAYC5yXuywYX06ixxjRzeg1kay2JXbLHa19eqEiXIXO1JQVixBeJ99+/Y1uk5U7MRQirm3/0617mhBCdWxIzCkezIAIDJZXcd02LBhmDdvHgCAUyl2FrkebaBDip2HdO9gj5FzJbHBbDZj0aJFsNpSraWs2IaMHDlS9d1ex46mqrWROk9U1EiuWHXChOSibQ6qY0cQ3mf06NGNruOj42TFrmf3brhDUUD+0OliuxWdLsqwZYhBLFOmS+kpnysAcOjQIcyaNQs8z4PT2D1zGg5B4YYFSLHzmI7x9nY1DR/4zsjNzYUgCIpyJ7EO22RmZiIjI0O1TOo8EUExdq1OfJTkinVusatw02JHGXgE4T0yMjJUxeqV8FFx4G0txaIieAysP4nJKXUAgPziSoqxIxAlVEGorRLr2cV3UK3Ly8vDhg0boImwufMFK157dX1QuGEBP3eeCGaUMW/Vdc0rdvb0fHu5E41Gg23btiEvLw8jR450UOoAZfIE6eCtjeSKra63wmIVVHXsAKCi1rXkCStZ7AjCJ2RlZWHUSz86LNdExQIa0QqzdMliVOUchL7HCLS/9U/I/jkfDOIDm8IjwpcePXrAUrYdke27QJvQAZYr9jIm0vO4//BxmPXWSURFauV2dMEAaQteoKquecuNlGbNWcSaaJw2Ei+vfw2pA0Zh3sIlTpU6wF4UV0taQasTqyg8XVlrlRNZJFyOsSN3OkH4BIPBgDtTHFs9KV2xgkW01EllT84WFsvXJN1WwxeDwYA+6Z0AANr49vJypeesbXvRkhep1bT+AFsAPWm8QKULFjtATLM+9ctPsvm/37hbcMvLBzBy9beobcSdK3eeoDtQqxOp5eXi02U19XIii4SrMXZSnCTF8xCE9/nr0rnoV3lUtSx+2Cxo9GKTd2YRWwJaq8sAAFx0nBweQb7Y8GZY/54AgGmzM/H444/j8OHDqk5WksfM1ZJmgUJwjTbAmDNUDMhdMvYal/dJS01FvK1Uyg9nxfpK1fVW5FyocLq9hVyxfiVOUcvO0tAV66LFzkrKOUH4DLPZjC+znlV1odDGJkGb0FH8YhWvU8Gm2GmiYiFdyeSKDW8626pbdOzaC3/5y18cPGf11uAsNxZcow0wnrm1L/73xM3ok5Lg1n76CPFm8r+CS/Kyk/nnnW5LyRP+JU6RQOEYY+eqYif+SyVrCML75ObmwlpdjvOvLUDJgfcc1jNB9IYoFT8JUuzCm9Q2egDAqQsl2LJlC+77x8e449V9cniVrNhpg+s8IcWuBXAchxide/knWVlZOJsrNiDe/u1BefmC+5YjKyvLYXvJSkRKgX+QS57U1jvG2Lms2JHFjiB8hbJvbP3FfIf1b7/5BrZs2YItH36AhoYXuiLDm9Qk0WJ3LM+MOfPuwo7zOhzML8OKlz8EYHfFksWOaBSplp305qhNTJbX8TFtsHDhQocGw5JiF2wnVqggKXblNRbHGDsXXbGknBOE75AS03ieR13RKYf1nTq0x6xZszBr1iwsHa8uRksWu/BGW1MCANDEJiEypae8/J1Pv8Hr3xzH7177HoA9AS5YIG2hFZFr2dlKnmhiEuV1mphEMMawYMEC1T6SKZisPf5BirFrmSuWFDuC8CUmkwnvv/8+LKVFKDmobjN2/tw5+XOHeJ1qHUdPwLDmQsFpubZsVJeB8nL9tTfgyd0F8vf84qrWHlqLoNO6FTEajeA4DkJdpcM6bZJY+PCrr75S9YuVy52Qxc4vxCqSJ6QM5ZhIMfW90s2sWFLsCMJ3jBgxAjzPo/K/u1XLu3VNlz93SohSraMrMrzp0aMHLCUXAAAxPUbIy5XlT4IR0hZaEYPBgIceeki22CmJ7jIQXIR401H2i5ULFJNS4Bek7hMVCotdol6sj+VqHTuqRUgQvkdyyaK+WrVced11a6du5Uiu2PDGYDCgf7fOAABtoljTrr7YbuH93RADBqUl4plb+/llfJ5Cil0r06FDBwi2frENiUgSTzBlv1gpK1ZLWbF+wR5jZ69jl6i3KXtuu2LpciMIX2IymfDMXx6VM2EB4PqhQ+TENIMtC1KCFDtizODequ/v3zcB1ybHI06nxdIbjfhkyUhVr+FggFqKtSJmsxmPPPII9H1vdLpeE5uEzEmjkJGRAbPZjIMHD+JUvg6AFhGkFPgFyRVbXmuRs2KVih1jrNkesBay2BFEqyDeY/8PnZe+L7YVA8AsFixcuBDHjx9Hz5498YeMDLxxpAjdO8QiOjK4OgoQ3ic1ya7s8xwwvG83fNK7K2rrBSTY7vXBBmkLrUhubi4YY7CWFztdP3HmbGzevBlZWVlIS0vD7NmzsW+/6JY9cvjfrTlUwoYyeUJS0BKjRVesVWCoqRca3VdCKndCMXYE4Vukeyyrs7tjmSC+gK1btw5LlizBE7NH4Ob2Zdg4b4gfR0oECmkKxa6NPhIRGh5REZqgVeoAUuxaldhY8Q3SWn5ZtdxSWgQA6N7vOpjNZixcuBDM1jgeGlGx+PCD9xxKoRC+R65jV2OB1eaKjY/Wyj0my2vqmz0GJU8QROtgT1BTxNkJ6naNzFqPTf/3e0TUXG3l0RGBSHpbu2InvcgHO6TYtSIVFWL9OksDi52UlVNwsRQHDx60K3UAOF50FQiWeuTl5bXSSAkJOXlC0VJMy/P22DsX4uwEcsUSRKtgMBiwceNGsPoaeRmzOl6jgiDQ/ZQAAKQkRsufXfHABAOk2LUi0tskq6tSvVHW2xS7vYePYfbs2ap9OF5UIDgmoHv37q03WAKAIsauxt55QsNzcqsxV4oUk8WOIFoXpSsWzPnDOjs7u5VGQwQyyuL/V6rq/DgS70GKXSsivU1yHKdyx1qu/ApAbFztgC1pYtrUKTAYDK0yTsKOvaWYRdEFhFPF3jUHlTshiNZB7u5TV93sto888oiqZihB1FnIYkd4gMlkQkFBAXqmp8jL6i6KbXA0ThQ7yWL36baPnfaSJXyLUoErqRTj6TQKV2xFrT3Grqbeip0nLjjE3Vmo3AlBtApydx8XFDtBEDBs2DC6rxJYOl70hs0dlt7MlsEBPWn8gMFgQEqnjvL3ukv5AABNTBuAV6ffa9uKVjrBasHdd99NCRStTJxOdLnWWgR8+8tFAECklpcVvjKFxW7Nzp+x+J0f8KdPTqiOISVdUPMQgvAtUriL1ZaQ1hyCINB9lcDSG414b8H1+NOUa/09FK9Ajxo/oWxtI1SWgllt1qCYNvLymN5j7e5ZqxVWq5UCfluZGJ1d0b5UXgsAGHlNW8TaYuwe234Cx82lAIA3DuQDAD778VfVMayMLHYE0RpI3X3Kj30JAKj99edm96H7KqHV8BjRvV3I1DWkJ42f+NOUazG0SxJMQzuC4wBrhZh6r3THthlnkj8zZgXHcZRA0cpoNTz0DS52Q5JettjV1At4btcvTR6DYuwIovVYtmwZWOVVnPv7HSj64M/Nbq/RaOi+SoQUpNj5iaSYSGxZPBx/GCr2p7NWXAEAaGLbytswwR6rxWt1zXY4IHyDFE8noY/QIE6x7LucS03uT1mxBNF6SD1jubpKsPpaaDQaTJkyxem2PM/jtddeo8Q0IqQgxc7PSJXSLRVibTtVAgWnsBRptFR7yU80LFoZHalxq5AldZ4giNbFZDIhPz8fe/bsQX5+Pm680Xkbx0cffRQmk8npOoIIVkKjzHIQYzQawfO83GZMG2e32PG2Xoc150+iKucguWL9RNtYHU5dqgQg9hLUaXkHKx4gLq+1pctX1VmgjxS3sel14EmxI4hWw2AwyJa40aNHO91m6tSprTkkgmgVyGLnZwwGA5YsWaJwxSYBHI+oboPBR+gAABe3PA44qZ5OtA4d4nTyZ32kFhxnL1AsUWcRVDF0l8vthS4FW/IE6XUE4R8yMjKQmZmpWjZlyhRkZGT4aUQE4TtIsQsArFarXbGLa4+Ya29Ax1lPAACYYJWrqDPGyBXrB9orFDspayopNlK1zYXSGtQoilteqqiVP9tC7MBTjCRB+I3NmzerLHRffPEF5s+f778BEYSPIMUuAJgyZQrqr4h1lCLbp0OX2te+UhAA2ILvKXvLLyTp7UpcVIR4yaQn6VXbnLpUIWe/AsBllWJHFjuC8DdHjhzB559/rlr25ptvUvcJIuQgxS4AmDZtGpL1DEywQhOTCJ3BXiSR04ouP8re8h8xini6CFstOkMbtWL384Vy1Xfnih1pdgThL/bt2+d0+YEDB1p5JAThW0ixCxA+ev9d1F8uAABEtlO3NdmyZQvOnj1L2Vt+QpkoIWW2Rmp5/POe4bg2OR4AkFPUQLFTxdiJ/5JiRxD+o7EEisuXLztdThDBCil2AUJGRgY6xzlWvU5L0mPWrFlkqfMjSoudVtEXbHB6Eu4YmgrA0WL3Y34RtmzZgmeeeQa5uWJcJDWeIAj/kZyc7HT56tWrqaUYEVLQoyaA6JbcVvV9YHwVXv39YD+NhpBQthVr2D0irW0MAOBkYZlq+e7jZsyePRt//vOfcfrMGQDAhtde8/FICYJojNzcXKfLqaUYEWqQYhcgmM1mfLX9I/m7pewSdjw2B/FCWRN7Ea2BshixVqNW7Lq0VcfaJcdFglnqoYmOgzZR7CrCceJl9t1331GgNkH4CaPR6LR7DyWlEaEGKXYBQm5uLiy2IsUAIFSX05tkgKByxTaw2KW20cPQJlr+Hs1bUF9SKG6b0FFcKD1MBCsFahOEnzAYDNi4caNKuaOkNCIU8ati991332H69OlISUkBx3HYtm2ban1RURHmz5+PlJQU6PV6TJo0qVFzusTGjRsxevRotGnTBm3atMGECRNw+PBhH0rhHYxGI4SqUvm7tbqc3iQDhJhIpWKnvmR4nsP4Xh3k7+3i9fI88voEcaHNYgfGMHLkSN8OliCIRjGZTCgoKMCWLVsoKY0IWfyq2FVWVmLAgAF4+eWXHdYxxjBz5kycPn0a27dvx9GjR5Geno4JEyagsrKy0WPu3bsXc+bMwZ49e/D9998jNTUVEydOxPnz530pSosxGAx49OGl8ndWXUJvkgGCs/ZhStJtcXaAGI9nrRbd55poMWNWstgNHz6cKt0ThJ8xGAyYNWsWJaURIYtfe8VOnjwZkydPdrouNzcXhw4dwokTJ9CnTx8AwPr169GpUye8//77WLBggdP93n33XdX3TZs24Z///Ce++eYbzJs3z7sCeJnFmXPw2lO7AQBzf3cbTHcO8/OICEDtiq21WB3WK+PsNHWVDhY7KcZuyuRJvhwmQRAEQQRujF1trVjgNSoqSl7G8zx0Oh3279/v8nGqqqpQX1+PpKSkJn+rrKxM9ecPEvX2/qP9unT0yxgIRyK19sukVtE2TCJdodgN7NYRVpti19Bip4+OctiXIAiCILxJwCp2vXr1QlpaGlauXImrV6+irq4Oa9asgdlsRmFhocvHeeSRR5CSkoIJEyY0us2qVauQkJAg/6WmpnpDBLfhOA5fLB2NpeO7Y871aX4ZA9E0NfWOFrtu7WIxqns7RGp5TB7cHWOHDwHgGGN38WJRq42TIAiCCE8CVrGLiIjAxx9/jJycHCQlJUGv12PPnj2YPHkyeBcrva5evRoffPABPvnkE5XlryErV65EaWmp/Hfu3DlvieE2vVPisXxiT+i0jsWKCf9TU+9oseN5Dm+bhuLHxybimvaxmDnpRgCARlbsRIvd6lWrkJWV1WpjJQiCIMKPgFXsAGDw4ME4duwYSkpKUFhYiJ07d6K4uBjdunVrdt/nn38eq1evxq5du9C/f/8mt9XpdIiPj1f9EYQznMXYAaK1NTpSVMaNaWKFe14fb1snXmZMEHD33XdTlXuCIAjCZwS0YieRkJCA9u3bIzc3F9nZ2bjlllua3P7ZZ5/FU089hZ07d2LIkCGtNEoiHHBmsWtIG30kAEATrbbYgQlUm5AgCILwKX7Niq2oqFA95M6cOYNjx44hKSkJaWlp+Oijj9C+fXukpaXh+PHjWLZsGWbOnImJEyfK+8ybNw+dO3fGqlWrAABr1qzBY489hvfeew9dunTBhQsXAACxsbGIjY1tXQGJkKMxi52StrGiYsdHxwHg5Bg7xgSqTUgQBEH4FL8qdtnZ2Rg3bpz8ffny5QCAzMxMbN68GYWFhVi+fDmKioqQnJyMefPm4dFHH1Udo6CgQBVzt379etTV1eG3v/2tarvHH38cf/nLX3wnDBEW1FtZs9tIFjuO10ATHQfOdn7yANUmJAiCIHwKxxhr/kkVZpSVlSEhIQGlpaUUb0cAALqs+Fz+nL96arPb9/vLVyivseCdO3riwX+exKVaHi/fdg2mDu3ly2ESBEEQIYg7eklQxNgRhL+J0Nhq0UW6lq3cMV7Mwub0iYixhQB07NChqV0IgiAIosWQYkcQLvDR4hHI6NIG7y643qXtUxKjAQDnS6oh2GziPM81sQdBEARBtBy/xtgRRLAwMDURHy0e4fL2nRNFi935q9UQbNEOPEeKHUEQBOFbyGJHED4gJUG02P1aUo26egsA4PLFi/4cEkEQBBEGkGJHED6gcxtRscv+6RR+tbXAmzZtKnWeIAiCIHwKKXYE4QNSk/QAgLzLVeA4MeFCEKzUeYIgCILwKaTYEYQPGGBIhIYDNDFtoIltIy4UqPMEQRAE4VtIsSMIHxCp5TG6W0KDpYw6TxAEQRA+hRQ7gvARj986SPWd5zjqPEEQBEH4FCp3QhA+omu7GPROjsdPhWUAgG+/+Roj+pG1jiAIgvAdZLEjCB/SLk4nf05JTvbjSAiCIIhwgBQ7gvAh7WIi5c9UoJggCILwNaTYEYQPUVrsSK8jCIIgfA0pdgThQ9oqLXbUK5YgCILwMaTYEYQPaRdrt9iRXkcQBEH4GlLsCMKHGDvGyp81pNkRBEEQPobKnRCED+nXOQGmUV1RWWtBe4X1jiAIgiB8ASl2BOFDOI7Do9N6+3sYBEEQRJhArliCIAiCIIgQgRQ7giAIgiCIEIEUO4IgCIIgiBCBFDuCIAiCIIgQgRQ7giAIgiCIEIEUO4IgCIIgiBCBFDuCIAiCIIgQgRQ7giAIgiCIEIEUO4IgCIIgiBCBFDuCIAiCIIgQgRQ7giAIgiCIEIEUO4IgCIIgiBCBFDuCIAiCIIgQgRQ7giAIgiCIEIEUO4IgCIIgiBCBFDuCIAiCIIgQgRQ7giAIgiCIEIEUO4IgCIIgiBCBFDuCIAiCIIgQgRQ7giAIgiCIEIEUO4IgCIIgiBDBr4rdd999h+nTpyMlJQUcx2Hbtm2q9UVFRZg/fz5SUlKg1+sxadIk5ObmNnvcjz76CL169UJUVBT69euHL774wkcSEARBEARBBA5+VewqKysxYMAAvPzyyw7rGGOYOXMmTp8+je3bt+Po0aNIT0/HhAkTUFlZ2egxDx48iDlz5sBkMuHo0aOYOXMmZs6ciRMnTvhSFIIgCIIgCL/DMcaYvwcBABzH4ZNPPsHMmTMBADk5OejZsydOnDiBPn36AAAEQUCnTp3wzDPPYMGCBU6PM3v2bFRWVmLHjh3ysmHDhmHgwIF49dVXXRpLWVkZEhISUFpaivj4+JYJRhAEQRAE0QLc0UsCNsautrYWABAVFSUv43keOp0O+/fvb3S/77//HhMmTFAtu/nmm/H999/7ZqAEQRAEQRABQsAqdr169UJaWhpWrlyJq1evoq6uDmvWrIHZbEZhYWGj+124cAEdO3ZULevYsSMuXLjQ6D61tbUoKytT/REEQRAEQQQbAavYRURE4OOPP0ZOTg6SkpKg1+uxZ88eTJ48GTzv3WGvWrUKCQkJ8l9qaqpXj08QBEEQBNEaBKxiBwCDBw/GsWPHUFJSgsLCQuzcuRPFxcXo1q1bo/t06tQJRUVFqmVFRUXo1KlTo/usXLkSpaWl8t+5c+e8JgNBEARBEERrEdCKnURCQgLat2+P3NxcZGdn45Zbbml02+HDh+Obb75RLdu9ezeGDx/e6D46nQ7x8fGqP4IgCIIgiGBD688fr6ioQF5envz9zJkzOHbsGJKSkpCWloaPPvoI7du3R1paGo4fP45ly5Zh5syZmDhxorzPvHnz0LlzZ6xatQoAsGzZMowZMwYvvPACpk6dig8++ADZ2dnYsGFDq8tHEARBEATRmvhVscvOzsa4cePk78uXLwcAZGZmYvPmzSgsLMTy5ctRVFSE5ORkzJs3D48++qjqGAUFBaqYuxEjRuC9997D//t//w9/+tOfYDQasW3bNvTt27d1hCIIgiAIgvATAVPHLpCgOnYEQRAEQQQKIVHHjiAIgiAIgnAPUuya4Pz58/4eAkEQBEEQhMuQYtcEffr0QVZWlr+HQRAEQRAE4RKk2DUBYwx33303zGazv4dCEARBEATRLKTYNYPValWVZCEIgiAIgghUSLFrBo1Gg+7du/t7GARBEARBEM1Cil0T8DyP1157DQaDwd9DIQiCIAiCaBa/FigOdE6cOIFrr73W38MgCIIgCIJwCbLYNUHnzp39PQSCIAiCIAiXIcWOIAiCIAgiRCDFjiAIgiAIIkQgxY4gCIIgCCJEIMWOIAiCIAgiRCDFjiAIgiAIIkQgxY4gCIIgCCJEIMWOIAiCIAgiRCDFjiAIgiAIIkQgxY4gCIIgCCJEIMWOIAiCIAgiRCDFjiAIgiAIIkQgxY4gCIIgCCJE0Pp7AIEIYwwAUFZW5ueREARBEAQR7kj6iKSfNAUpdk4oLy8HAKSmpvp5JARBEARBECLl5eVISEhochuOuaL+hRmCIODXX39FXFwcOI5zWF9WVobU1FScO3cO8fHxfhhh6xIu8oaLnBLhIm+4yCkRLvKGi5wS4SJvuMgp4aq8jDGUl5cjJSUFPN90FB1Z7JzA8zwMBkOz28XHx4fFiScRLvKGi5wS4SJvuMgpES7yhoucEuEib7jIKeGKvM1Z6iQoeYIgCIIgCCJEIMWOIAiCIAgiRCDFzgN0Oh0ef/xx6HQ6fw+lVQgXecNFTolwkTdc5JQIF3nDRU6JcJE3XOSU8IW8lDxBEARBEAQRIpDFjiAIgiAIIkQgxY4gCIIgCCJEIMWOIAiCIAgiRCDFjiAIgiAIIkQgxa4RLl265FJPNiK4oHkNTWheQxOa19Dk3LlzsFqt/h5GyEKKXQPy8/MxZcoULF68GBzHQRAEfw/JZ1gsFgAIaRklaF5DE5rX0CSc5rW2ttbfQ2g1zpw5g+nTp2POnDkoLS0NeaXdX9csKXY2GGO4++67YTQa8d///hf79u1DbW1tsz3ZgpVly5Zh6tSpABCyMgI0r6EKzWtoEm7z+uCDD2L8+PEoKiry91B8CmMMixcvhtFoxKlTp5CdnQ0ATnuxhwr+vGZD82pxkxdeeAGJiYk4duwYjhw5gldffRXt27fHiRMn/D00r3Py5ElMnToV27dvx+7du/Huu+8CCE0rAM0rzWuwQ/MamvN66tQpzJw5Ezt37sT333+PzZs3+3tIPuO5556T5/Xw4cP44IMP0KVLFxw4cMDfQ/MJgXDNhr1iV1lZid27d+Nvf/sb/v3vf2PgwIFIS0tDTk6ObCYOpZvoyZMnkZycjDfeeAPLli3Dww8/jPr6+pB7I6Z5pXkNBWheQ3NezWYzUlJSsGnTJjz33HN45plnkJeX5+9h+YQDBw5g7dq1OHToEK677jrExsbi119/leczlOYVCJBrloUhVqtV9V0QBNW64uJi1qtXL7Z69erWHprXaSjr5cuX2U8//cQYY+zMmTMsJSWFrVixwum2wQbNK81rsEPzal8XSvNaX1+v+l5SUsLy8vIYY6LcvXr1YpmZmX4YmfdpKKtyXi0WC2OMseuuu44tW7asNYflMwLxmtW2ngoZGDz55JM4c+YMunXrhiVLlqBt27bgOA5WqxUajUbWqvV6PSoqKvw82pbhTFbpDwBSU1OxcuVKPPTQQ7jnnnuQlpYGxlhQxj3QvNK80rwGD+E0r4899hhOnDiBzp07Y8mSJTAajUhISEBCQgIAMc7s2Wefxa233oq77roLN9xwg59H7DkNZe3Rowc0Go08rxqNBlVVVTAYDLh69Spqa2uDuidsoF6zoWXPb4Jz585h8ODB2Lp1K2JiYvDKK69g0qRJ2Lp1KwB7cKMgCEhKSoLBYMB//vMfAAi6zJ3mZJXk0Wg0uP3229G/f38sW7YMQPAFs9K80rzSvAYP4TSvly5dwqhRo7Bt2zYMGDAAu3btwpw5c/CPf/wDgFqe6dOnY+LEifjzn/+Mmpoafw3ZYxqT9e9//zsA+7wyxqDX69GpUyfk5ORAp9MF3bwCQXDNtopdMADYvHkzGzhwICspKWGMMVZRUcFmzJjBRo0axY4dO8YYs5uJGWPsySefZAMHDmSXLl3yy3hbgiuyKs3ln332GeM4jv3rX/9ijDH21VdfsV9++aX1B+4BNK80r4zRvNK8Bh6ffvopu/baa1lBQQFjjLGamhr2wAMPsK5du7IDBw4wxtTzeuLECRYREcHeeustVldXxz777DO2f/9+v4zdXVyR1WKxyG7Zd955h3Xq1ImZzWa/jbklBPo1GzYWu/z8fERERCAmJgYAEBMTg4ceegg6nQ5r1qwBIGrXzKZpx8XFobq6GlarNejeKFyRVavVynLdeOONmD17NjIzMzFs2DDMnDkTJSUl/hq+W9C80rwCNK80r4HHxYsXUVFRgY4dOwIAdDodFi9ejL59++Lhhx8GIM6rRJ8+fXDffffhoYceQkZGBmbNmoWqqiq/jN1dXJFVo9HI22u1Wuj1ely8eNEv420pgX7Nho1iV1NTA61WqzqRbrjhBkyePBknT57E119/DQByNexJkyYhJycHRUVFQefucFVW6aQ7f/48iouLcfbsWfTr1w9FRUUYOnSoX8buLjSvNK8AzSvNa+BRV1eHjh074scff5SX9ezZE3/4wx9w/vx5bNmyBYA9K/TUqVM4e/YsLl++jOuvvx4XL17ETTfd5Jexu4urskrzOmHCBJw5cyZoXkgaEujXbMgrdtJFk5mZiUOHDuHw4cOq9RMmTIBOp8MPP/wAwP4GVVJSgoULF6JDhw4B96bY2HjclZXnefzyyy+444478Ouvv+L48ePYuHEj4uLifCuAG3hL1mCY18YIxXltDJpXOzSvwTmv0jinTp2K06dP4+DBg6ivr5fXDx48GAMHDsQ333wDxhh4nkdhYSHuuece/O9//8Px48fx2muvBcW8uiurNK8VFRVYunQpunfvHjTzCgTRNeszJ28rUl1d3eg6pZ971qxZbNCgQQ7xGtdffz27//77GWOBX0Lg6tWrrK6uTv6uHK+7sjLGWFlZmRwTEGh4U9ZAn9e8vDy5/EHDcgGhNq/elDXQ5/X48eNs69atqrgxiVCbV2/KGujzmpOTw5577jn2888/O6xTynrvvfey9PR0dvToUdU2t912G7v99tvl7zU1NSw3N9dn420J3pQ10OeVMcZyc3PZ6NGj2VtvvcUYU5drCZZrNqgtdnV1dXjwwQdx5513Yt68edi3b5+8Tnpr0Gq1qKurQ15eHp5//nn8/PPPWLt2LUpLSwGIvdx0Oh3atGkDIHDb9dTV1eHee+/F5MmTMW3aNKxZswaCIIDneY9lBcQYlgEDBvhFpsbwhayBOq8A8O2338JoNGLWrFkA7NYKyW0RKvMKeF/WQJ3Xuro6mEwm9O/fH0ePHlWNM9Tm1ReyBuq8Wq1W3HvvvejXrx9OnjyJS5cuyeska45Wq0VNTQ2OHj2KdevWwWq14qWXXsLZs2dVx0pMTJQ/63Q6dO/evVVkcBVfyBqo8wqI5/G8efPQq1cv7N+/H//73/8AQC7DAwTRNduqaqQX+eSTT1hqaiobO3Ys+/vf/8769evHRo4cybZu3arabt26dUyv17M1a9YwxhjbsGED6969O7v55pvZ9u3b2YMPPsiSk5PZ4cOH/SGGS7z77rvMYDCwMWPGsI8//pjNnz+fDRw4kGVlZam2I1mDS1aJV155hY0ZM4Z17tyZbdiwgTGmfjMkWYNL1r///e8sNjaWjRgxosk3dZI1uGRljLFnn32WjRw5kh06dEi1XGnVWbduHYuLi2MPP/wwY4yxrVu3sqFDh7K+ffuyTZs2sWXLlrF27dqxr7/+ulXH7i7hJOuqVauYXq9nN9xwAztz5gybMWOGXDBaaYEOlvM4KBW7vLw8dtttt7HHH39cXnbx4kU2btw4uUp5TU0NW7x4MevQoQN7++23VSbgzz77jE2ZMoUNHz6cDRkyxOHEDSSKiorYnXfeyZ599ll5WXFxMevXrx975513GGOirHfffTfJGkSyMma/QT7yyCNs4cKF7LHHHmMGg4HV1tYyxsQQg8WLF7P27duTrEEia2lpKWvTpg0bP368vOzkyZMsLy+PlZWVMcbE/4uFCxcG/TkcTrIKgsAqKirY8OHD2caNGxljjB08eJC99tprbN++fay8vJwxxtgf//hH1qZNG/bOO++oZP3xxx/ZnXfeyW6++WY2fPhw9v333/tFDlcIJ1kZY2zTpk2sf//+bMuWLfKyJ554gl1zzTXy92DTJ4JKsZMeDj/99BN74okn2OnTpxlj9jf+CRMmsAULFjDGRF9+Tk4OKy0tlfdv6N+/cOFCawzbIyRZ6+rq2I8//qjy4588eZKNHj2a7dixgxUXFzPGGPv5559JVhuBLKsz7rrrLvbJJ5+w48ePs65du8rtZ8rKylQPScZI1kBFacV4/fXXWVJSEtu1axebNWsWu+aaa1j37t3Z0KFD2RtvvMEYC+5zOJxkVZKTk8M6duzIzp07x5YvX86Sk5PZiBEjWIcOHdj48eNZZWUlu3TpkuocVv5fMcZU/w+BTDjIKp2HxcXFDmN//vnnWd++fVVt34JJnwgKxe7f//43Y4w5DcqVqK2tZSNGjHBw2QUbkqyNBZmuWLGC8TzPBg8ezFJTU1n//v3Zjh07GGNN//8EIuEuq3Qzue2229i7777Lamtr2caNG1lCQgK744472H333Scrs8EEySqwoUOHMo7jmMlkYv/617/Y559/zkwmE0tOTmbffPMNYyx0zuFwkbWqqor16dOHZWZmst/85jfsp59+YsXFxez48eMsMTGRPfTQQw4KQjAQTrIy1rQ+Icm0b98+xvN80BZQDmjF7pNPPmEpKSksKSmJnTlzhjGmngzliVVRUcGMRmNAmEE9wZmszhSeBx54gH399destraW5eTksMWLFzODwdDKo20ZJKtd1pqaGmY0GllRURFjTHQBREVFMZ1Ox3744YegunmGu6zKe1N2djZbsWIFu3z5srzszJkz7NZbb2VTpkxp7eG2CJJVlPXKlStswYIFLC4ujt12223MarXK5/frr7/OEhISWFVVlb+G7jbhJCtjrj93GBPDvdLT02Wrc7ARsCkq7777Lp555hnccMMN6N27N1avXg1AXb1aWbBy//79KC8vR48ePeRlRUVFAOwZPIFKY7IqM4gkGV588UXceOONiIyMhNFoxODBg8EYw88//+yXsbsLyaruh8kYw3XXXYf33nsPgwYNwksvvYTZs2dDr9ejrKwMHMfBYrH4UwyXIFnV96brrrsOf/7zn+Vm4ADQpUsXxMTEgDGGysrKVh+3J5CsdlnbtGmD8ePHIzIyElarFTzPyzXYevfujcjISJw8edJv43eHcJIVcO25oyQqKgqRkZGorq5uzWF6jYBT7KS04u7du+PGG2/EmjVrMGPGDOzduxd79+5VbaPkk08+wbhx49CmTRscPXoU48aNwz333COXyQhE3JFVkqFh9fX//Oc/uOGGG9CrV6/WG7gHkKyOsvI8j4qKCmzfvh0rV67EqFGj8NNPP+H555/HTTfdhDlz5gBQtx0KNEhW5+cwx3GIjY1V7V9dXY3CwkL06dNHbkUUqJCsalnr6uoAADNmzMDcuXPx6aef4uuvv5YVof3792PgwIEYOHCgP0RwmXCSFfBMn2CMoXPnzujYsSMOHToEIPCNQw74zVbYgJycHAdXjJQUceLECTZjxgyVWV+5rdVqZbfccgt77rnn2H333cd4nmfz5s1TFbcNJFoiK2OMlZSUsLNnz7IFCxawrl27ynFngejKIlkbl1U6Pz/77DN25MgR1X5fffUVe+qpp5ggCCSrn/HGOVxQUMDuuusudu2117IffvjB94P2EJK1cVklN+Xp06fZvHnzWExMDLvtttvYnDlzWFJSEnvttdcYY6FxbwpmWRlr+XksCAJbtmwZGzFiBKuoqPD9gL2M3xW7Dz/8kHXp0oX17NmTDR06VJX80DD70BqfQgAABTZJREFUqnfv3uz1119njKl94wUFBYzjOMZxHBsxYgT76aefWk8AN/CGrLt27WIPPPAA69SpExs7dizLyclpPQHcgGQVaUrWhl0XlNsH6g2TZBVx9Rz+8ssv2T333MPatm3Lxo4dG7DdBUhWEXfO4VdffZX98Y9/ZH/4wx+cdmUIBMJJVsa8cx5LLF68mN1zzz1ySaZgwq+K3a5du1iXLl3Yyy+/zHbu3MmWL1/OIiIi2IYNG+TATOkEM5vNzGQysYyMDLmOjvQffuLECTZ79my2e/du/wjiAt6StaCggGVlZbFvv/3WP4K4AMnquqyBalV2Bsnq/jmcn5/PXn755YAu0Eqy0jkc7LIy5j15JWtlsMmvxC+KnaQ5P/HEE2zw4MGq/8AlS5awIUOGsI8//thhvx07drAhQ4awxx9/nP34449s6tSprKCgoNXG7QneknXatGkkawBBsoqQrCLhfG8KJ1nD6RwOBlkZCz95XcEvWQVSUPxPP/2Ea665BhEREXIP0KeffhpRUVHYvn07Lly4AMAe3Dhu3DgMHToUTz75JAYPHgyLxYIOHTr4QwSX8Zas9fX1JGsAQbKSrADdm8JN1nA6h4NBViD85HWJ1tAed+3axe6//362du1auTggY2Kftbi4OAfT54YNG1iPHj3Y3r175W0rKirY2rVrmUajYWPHjmX//e9/W2PobkOykqzScpKVZA0kSFaSVVoerLIyFn7yeoJPFbtff/2VTZs2jXXo0IHdeeedrF+/fiwhIUGejF9++YV17tyZPfroo4wxpgpS7NSpE1u7dq38/X//+x+7/vrr2VtvveXLIXsMyUqyMkaySpCsgQPJSrIyFtyyMhZ+8rYEnyl2lZWVLDMzk82ePVvu6coYY0OHDmXz589njIn9IZ9++mkWHR0t+7Ylf/mYMWPkvq+BDslKspKsJGsgQrKSrMEuK2PhJ29L8VmMnV6vh06nw/z589G1a1e5ovyUKVNw8uRJMMYQFxeHO+64A9dddx1+97vf4ezZs+A4DgUFBbh48SJmzpzpq+F5FZKVZCVZSdZAhGQlWYNdViD85G0xvtQaldkpUp2YO+64gy1cuFC1ndlsZt27d2ddunRhv/3tb1lKSgobP348u3Dhgi+H51VIVpKVZCVZAxGSlWQNdlkZCz95WwLHmK0BXCsxatQoLFy4EJmZmXKbDp7nkZeXhx9++AH//ve/MWDAAGRmZrbmsHwCyUqyBjskK8ka7JCsoSkrEH7yukxrapGnTp1iHTt2ZNnZ2fKyYKzq7AokK8ka7JCsJGuwQ7KGpqyMhZ+87tAqdeyYzSi4f/9+xMbGYvDgwQCAJ554AsuWLcPFixdbYxitAslKsgY7JCvJGuyQrKEpKxB+8nqCtjV+RCogePjwYfzmN7/B7t27sWjRIlRVVeHtt98OnaKAIFlJ1uCHZCVZgx2SNTRlBcJPXo9oLdNgdXU16969O+M4jul0OrZ69erW+ulWh2QNTUjW0IRkDU1I1tAl3OR1l1ZNnrjppptgNBrx4osvIioqqrV+1i+QrKEJyRqakKyhCckauoSbvO7Qqoqd1WqFRqNprZ/zKyRraEKyhiYka2hCsoYu4SavO7R6uROCIAiCIAjCN7RKVixBEARBEAThe0ixIwiCIAiCCBFIsSMIgiAIgggRSLEjCIIgCIIIEUixIwiCIAiCCBFIsSMIgiAIgggRSLEjCIIgCIIIEUixIwiCIAiCCBFIsSMIgiAIgggRSLEjCIIgCIIIEUixIwiCIAiCCBH+P/NzICQbkSX7AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate a Model with ModflowDrnSto\n", "ml_mds = ps.Model(head, constant=False)\n", "modflow = ppmf.ModflowDrnSto(\n", " exe_name=mf6_exe, sim_ws=\"mf_files/drn_gw\", head=head, silent=True\n", ")\n", "mm = ppmf.ModflowModel(prec=prec, evap=evap, modflow=modflow, name=\"modflow\")\n", "ml_mds.add_stressmodel(mm)\n", "\n", "# take parameters from the model with the TarsoModel\n", "p_tt = ml_tt.parameters[\"optimal\"]\n", "ml_mds.set_parameter(f\"{mm.name}_d\", initial=p_tt[\"constant_d\"])\n", "ml_mds.set_parameter(f\"{mm.name}_c\", initial=p_tt[\"recharge_A\"])\n", "s = p_tt[\"recharge_a\"] / p_tt[\"recharge_A\"]\n", "ml_mds.set_parameter(f\"{mm.name}_s\", initial=s)\n", "ml_mds.set_parameter(f\"{mm.name}_f\", initial=p_tt[\"recharge_f\"])\n", "h_drn = p_tt[\"ThresholdTransform_1\"] - p_tt[\"constant_d\"]\n", "ml_mds.set_parameter(f\"{mm.name}_h_drn\", initial=h_drn)\n", "c_drn = p_tt[\"recharge_A\"] * p_tt[\"ThresholdTransform_2\"]\n", "ml_mds.set_parameter(f\"{mm.name}_c_drn\", initial=c_drn)\n", "s_drn = s / p_tt[\"ThresholdTransform_2\"]\n", "ml_mds.set_parameter(f\"{mm.name}_s_drn\", initial=s_drn)\n", "\n", "# initialize model and plot\n", "ml_mds.initialize()\n", "ax = ml_mds.plot()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 4 }