{ "cells": [ { "cell_type": "markdown", "id": "44f95c50", "metadata": {}, "source": [ "# Tutorial 5: plotting\n", "\n", "There are three ways to plot a PyTES solution:\n", "\n", "1. PyBaMM's `QuickPlot`, for a quick look at any outputs, with a slider for time;\n", "2. the standard plots of `pytes.plotting`, which compare designs the same way every time;\n", "3. your own matplotlib figures, from the values in the solution.\n", "\n", "All three work on the same solutions. Here they are a discharge of the finned-tube battery ([Tutorial 2](tutorial_2_finned_tube_models.ipynb)) and a charge of the packed bed ([Tutorial 3](tutorial_3_packed_bed_models.ipynb))." ] }, { "cell_type": "code", "execution_count": 1, "id": "2ffefcd9", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T17:50:23.627245Z", "iopub.status.busy": "2026-10-30T17:50:23.626628Z", "iopub.status.idle": "2026-10-30T17:50:27.238003Z", "shell.execute_reply": "2026-10-30T17:50:27.236225Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pybamm\n", "\n", "import pytes\n", "from pytes import plotting\n", "\n", "t_eval = np.linspace(0, 3600, 121)\n", "finned = pybamm.Simulation(pytes.SharpFrontModel()).solve([0, 3600], t_interp=t_eval)\n", "bed = pybamm.Simulation(pytes.PackedBedModel()).solve([0, 3600], t_interp=t_eval)" ] }, { "cell_type": "markdown", "id": "9db912ae", "metadata": {}, "source": [ "## QuickPlot\n", "\n", "`pybamm.dynamic_plot` plots any outputs of one or more solutions, by name, with a slider for\n", "time. Outputs in a nested list share an axis. Outputs that vary in space, such as the fluid\n", "temperature along the flow path, are drawn at the time of the slider." ] }, { "cell_type": "code", "execution_count": 2, "id": "56ba7e7f", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T17:50:27.240620Z", "iopub.status.busy": "2026-10-30T17:50:27.240257Z", "iopub.status.idle": "2026-10-30T17:50:27.726465Z", "shell.execute_reply": "2026-10-30T17:50:27.725232Z" } }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "48b4786f960c42638f9a0eb45454afe5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=0.0, description='t', max=60.0, step=0.6), Output()), _dom_classes=('w…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pybamm.dynamic_plot(\n", " finned,\n", " [\n", " [\"Inlet temperature [degC]\", \"Outlet temperature [degC]\"],\n", " \"Heat transfer fluid temperature [degC]\",\n", " \"Power [kW]\",\n", " \"Average liquid fraction\",\n", " ],\n", " time_unit=\"minutes\",\n", " spatial_unit=\"m\",\n", ");" ] }, { "cell_type": "markdown", "id": "929b6a8a", "metadata": {}, "source": [ "For a static figure at a chosen time, as in a report, build a `pybamm.QuickPlot` and call\n", "its `plot` method with the time, in the plot's time unit. Outputs that vary in two dimensions are drawn\n", "as a map, here the temperature and the liquid fraction across the storage and along the\n", "tube, after 25 minutes." ] }, { "cell_type": "code", "execution_count": 3, "id": "4ff396c6", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T17:50:27.731212Z", "iopub.status.busy": "2026-10-30T17:50:27.731043Z", "iopub.status.idle": "2026-10-30T17:50:28.322684Z", "shell.execute_reply": "2026-10-30T17:50:28.321180Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "quick_plot = pybamm.QuickPlot(\n", " finned,\n", " [\n", " \"Phase-change material temperature [degC]\",\n", " \"Liquid fraction\",\n", " [\"Inlet temperature [degC]\", \"Outlet temperature [degC]\"],\n", " \"Power [kW]\",\n", " ],\n", " time_unit=\"minutes\",\n", " spatial_unit=\"m\",\n", ")\n", "quick_plot.plot(25)" ] }, { "cell_type": "markdown", "id": "a0b4bc19", "metadata": {}, "source": [ "## Standard plots\n", "\n", "`pytes.plotting` (installed with `pip install \"pytes-thermal[plot]\"`) has the plots used\n", "most often to compare designs. Every model has the same outputs, so they apply to any\n", "model. `plot_summary` gives the inlet and outlet temperatures, the power and the discharged\n", "energy; the bed is charging, so its power and discharged energy are negative." ] }, { "cell_type": "code", "execution_count": 4, "id": "96d8639d", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T17:50:28.324464Z", "iopub.status.busy": "2026-10-30T17:50:28.324269Z", "iopub.status.idle": "2026-10-30T17:50:28.665671Z", "shell.execute_reply": "2026-10-30T17:50:28.663747Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plotting.plot_summary([finned, bed], labels=[\"finned tube\", \"packed bed\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "43f5d8f7", "metadata": {}, "source": [ "`plot_power_against_energy` shows how the power a battery delivers falls as it gives up\n", "its energy, the key comparison between designs. `plot_fluid_profiles` gives the fluid\n", "temperature along the flow path at chosen times, here the thermal front moving up the bed." ] }, { "cell_type": "code", "execution_count": 5, "id": "35e45ed3", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T17:50:28.668091Z", "iopub.status.busy": "2026-10-30T17:50:28.667790Z", "iopub.status.idle": "2026-10-30T17:50:28.995891Z", "shell.execute_reply": "2026-10-30T17:50:28.994545Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.plot_power_against_energy(finned, labels=[\"finned tube\"])\n", "plotting.plot_fluid_profiles(bed, [0, 600, 1200, 1800, 2400, 3000, 3600])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ed49b75a", "metadata": {}, "source": [ "## Your own figures\n", "\n", "Each output in the solution gives its values at the solution times with `.entries`.\n", "Calling an output gives its value at any time, and at any position for the outputs that\n", "vary in space (`z` along the flow path, `y` across the storage of a finned tube, `r`\n", "across a capsule). Positions outside the mesh points, `output.mesh.nodes`, are\n", "extrapolated, so it is best to stay within them. With these, any matplotlib figure is a\n", "few lines. Here the fluid\n", "temperature along the bed over time is drawn as a map, with the PyTES colourmap `ember`\n", "(see the [plot colours](../plot_colours.ipynb) example for the colour cycles and\n", "colourmaps)." ] }, { "cell_type": "code", "execution_count": 6, "id": "f1b4b070", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T17:50:28.998444Z", "iopub.status.busy": "2026-10-30T17:50:28.998214Z", "iopub.status.idle": "2026-10-30T17:50:29.159493Z", "shell.execute_reply": "2026-10-30T17:50:29.157751Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Z = pytes.PackedBedModel().default_parameter_values[\"Bed length [m]\"]\n", "fluid = bed[\"Heat transfer fluid temperature [degC]\"]\n", "z = fluid.mesh.nodes\n", "T = fluid(t=t_eval, z=z)\n", "\n", "fig, ax = plt.subplots(figsize=(6, 3.5), layout=\"constrained\")\n", "field = ax.pcolormesh(t_eval / 60, z, T, cmap=\"pytes.ember\", shading=\"nearest\")\n", "fig.colorbar(field, label=\"Fluid temperature [°C]\")\n", "ax.set_xlabel(\"Time [min]\")\n", "ax.set_ylabel(\"Height in the bed [m]\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b3d6f327", "metadata": {}, "source": [ "The PyTES colour cycle applies to any figure with a matplotlib style, for one figure with\n", "`plt.style.context(\"pytes.thermal\")` or for every figure with\n", "`plt.style.use(\"pytes.thermal\")`." ] }, { "cell_type": "code", "execution_count": 7, "id": "24dd8f9d", "metadata": { "execution": { "iopub.execute_input": "2026-10-30T17:50:29.161242Z", "iopub.status.busy": "2026-10-30T17:50:29.161056Z", "iopub.status.idle": "2026-10-30T17:50:29.291671Z", "shell.execute_reply": "2026-10-30T17:50:29.290338Z" } }, "outputs": [ { "data": { "image/png": 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m9uPBP07G3oY4iXiwalspd3/zHd+7dxJw/nKGvzSzlRHZuRyak8/JBQMY260HBvmDnHA8voA2uDf4qHP5qGvwUdvgo96tDfj1rvDeR51LmwYIXxs559ZnuspmMWoDtc2E3aIN+GHXvcNmxm4NDeChc3arKeLKt1uNmkvfYsJuM0Xc+uE+wufMpoPLBX+wI4TAEwzgDgRCez+uoB9PIIA7/Dqg7cPn3ftd7wkGcIX2nmAg9F4/7kCASweP4eqhh+lmr1w2KkkI3mWfUPPstYjacpSULNJnvYB1xDFJtemTRdv5U0hMTD9hEPddcxQGQ+IH5Tqfl+c3ruDpdcsoN7gg5BwxB4wEKxUUjwFMAnuKkbQsC+VqA7V+L4uKd7OoeDf/WrOYfEcKp/YeyPkDhjMqO3lTRwcjHm+AiloPlTUeymvc1NRpXoKwh6DO5ae2wRcRArVNxINPR++Aw2YizWkhI8UaWkVkJT3FQmaqLbKqKD3FSqrTQprTQqrdTIpDW2nktJkOuvn2zoAvGKQh4KPB78cV0LaGgA9XIBB57Q5t2sDeOJiH211hIbD/uVB7PJ/kS90Ncey9daSHQhIVqquGupduxfPNywCY+owk40+vYuzWJ6l2ffHTTmY+MJ9AUHDOsYX8fdakpIiJ1RUlXLzgPfY0aImY+qak88cR4zmldyHZNgebdlXx0ifreXvBZlweLYdDitPEMcf2pP/IVDZ4yvh8z1bq/Y0ZGafk9+GPI8YzqXvvLutGFkJQ2+CjrNpNWZWbsioXpZG9i9JKNyWVLkqqXNQ1xJbNUlEgxW4mzWkhxWEh1WEh1WEm1WkhxR46dlhIcWgCIHxtuC3NaSHNaZVP/3FGFYIGv496v4/6QGjfZGsI+EP70Gu/n4aAn4bQucg+ED7nw68mcLrJYMBuNGMzmXAYTdhNZuwmMzajCYdJa7cbTdhNpsh19tB1NqMJW/g9RhM2k/a6ICWNnk79xjo55dEEKSj0QwiBb+Xn1M79E2r5blAUHKf8gZTf/llL9JNEFizdzZVz5uEPqEyb0p9/XDc5KU93727fwHWLPsUdDNA3JZ1bxkxkWt/BmFpYSlnb4OPtrzbz30/WsX1vYxbIyWN6ct6JAzH0CPLujg18sHMjwdA/1dHZ3blp1ARO6NW/UwgLf0ClosZNebWbsmptH87/UVGteRfCrytrPO3yHphNBrLSbGSl28hs4h1IT7FGBv+IZyB0nOowk+a0kmI3J0WMdgX2FwF1vvDeS53fF9q8zYRBXWTvbfbaFdBxJdR+WA1GHGYzDlPjZjeaG9uaDOyaENAGe0dIFNhNJmzG8HtNEZFgD/VlM5pa/F3oaEhB0QQpKGInLCTq33mAwNalgFZMK+3qf2MZfFSSrYNFq/ZyyT1f4PMHOfWofjx249GYEiwmVCH424rveOznnwA4rmc/np58GultCExVVcF3K4v47yfr+Grp7kj0fY8cJ9NPHMRRE7rzv71reXXzz7hDWSlHZ3fnltFHcVzPfh1SWHi8Ac1rUKV5DUorXdq+ykVZlYuyKjelVW4qaz3t7jvVaaFbup2cTDu5mXZyMx3kZjnIC225WQ66ZdhJc8qVLXoihMAV8FPr81Lt81Dj81Lr81Lj81DrD4kBX/NBv87vjQiG+jiKAKOikGK2aJtJ2zvN5ibHob3JjNNswWnSjsPXOU0WHPu9PhgG+0QgBUUTpKCIDhHw49+2HN+6b/Eu/oDAjpXaCYsdx/FX4Dx7dlLTZ4dZur6E3/31M9zeAMeP782T/3dcwt3MQVXl+u8/5/WtawCYNXwct4+ZhDGKH6RdxbW88tkG/jdvE1V1XkBbfjdlTE9OOroP6+3FzN20MvKjPDYnnxtHHcnUBAoLVRWUVLrYXVLHntI69pTWs6e0nn3lDZRUNlBS6aKmvu1TDkaDQna6nZwMG9npdrpl2MnJsJOdrnkXcjLs5KTbyUq3kZ1uw2aR4V+xEFRVqn0eqrweqrxuqnweqr3a62qfW9t7PVT5PNQ02df4vASEftMBRkUh1Wwl1Wwh1aIN8qkWKykm7XV4n2q2kmK2kBoWBiGRkBoWEGYLNqNJisc4IQVFE7qioAhW7MG37jt8678jWLpTq8TorkP43Cgmq5buOJyfwGLTChuZrVqlRlctqquW4L7NzdMwWx04jr8Cx6l/xJienExs+7NyUxkX/eVT6t1+Jo3uyXN3HI/VnNhllk3FhFFR+OdRJ3Nu/2Ex9+vxBfj0+x288tkGlq4vibSnp1g4bHQuDYe4WOTagUdt9FjoNRXS4PaHvAsuSipcEcGwp7SOPSXavi1TD1aLUfMYZDo0T0LYg5DZ6EXolmknM9UmpxeixBcMUul1U+V1U+l1U+HRjivCbR43lV4PlaHz1V4PNT5PTEGBJsVAmsVKusVKhsVGmsVKmsXaTByEj1P2EwFNhYAUAW1DCBX8DQh/PSIQ2vvrEf4GCO1FILT3N2DuMRlzr2N1u78UFE3oKoJC+Dy45j+P+4tnWizHHQ1KShaWoZOxDJuCbfyZGNK66dKvHixZV8wld39BvdvP+OHdeeEvJyZ8aej+YuKpyacxre9g3e+zraiGt77azNtfbW5WzExYVQzD/LgKXKhG7Z9yVtDBYf4eHGuuIttcgdPQgN3QgFnxU6dmUqXmUOnPocidS41bocHjp97l1/Ii1Gn5EdzeXy/2ZTQo9OiWQkFeCr1yU+mVm0J+jpPu2c7I1IOccmg77oA/4jFo9B5og39NaFqhej+PQoXX3Sxwt72kmi1kWu1kWm1kWmxkhI4zLDYyrTbSQ/sMq52MJuLBYTLL/69tQAgBQU9k8BeBsAAID/71jVuzc83PE2jfqg3r4EuxjZyl2+eQgqIJnV1QCDWI57vXqH/7b1qgJIDBiPmQMZiHTMLUeziGcGZFiz1SOlqESkfjcyN8HoTfoxVrcqRhcKRhyO6FqdfQDlmX4fvVe7ns3i9xewOMH96d528/nhRHYgtGqUJw3aLP4i4mmhIMqqzcVMa3K4v4dsUeVm0uR1UFwqLiL/TQd0AxZ1u3caZpB92UX45N8AUNrCzL54fiAn7Y15v1ld2AxkHCaTOTm2WnW6aDXt1S6JWbQq88TTgU5KWSn+NMeJzKwYY3GKDE3UCxq54Sdz2l7gZKXA2Uehooc7sodTdQ7nFR6XXHFFdgUBQyLDayrHaybHZtb7WTbQuJBaudbKudzFC7JhJsmGXStAMQQkDAhfDVNhnsw94ATRSIgFt7HXBpx6E2Ag0Ivyv02gUBF+g4RYTBjGJOQTGngDkFxeREMTtD+xQUsxPMTkw5ozF1G6vbbaWgaEJnFhTBsl1UP3IBgR2rADBk9cD5m1uxHXE2Bkfn+qxhFizdzVX3z8fnDzJpdE+euW1qwj0TqhD86YfPeWXzzwkTEy1R5/Kxr7yBqpId5BQ9QY5vWeRcpbCyXM2hTjixBHNIC6aSbaomw1BOhrEUh1LXrC+3pQ+u3DMw9zmVzMzMhAu0g406n5e9rjr2NtRR5KpjX0Md+1z1oa2OYlc9FV53u/o0KkrEY5Bh0Qb9TIuNNIuNDKuV9JBoyAidzw4JiHSLTSZA2w9NGLgRvmqEtxrVVxM5Ft7Qsa8W4atpsq9D+OtA/HICunajGCA8+EeEQFgApOzX1nzD7EQxp2qvjcn5NykTW3UB/FuWUP3Qeai1ZSjOTJxn/AnHiVclfflmPPnfvE3c9uRCAkHB8eN78/jNxyY8ZkIIwS0/fskrm3/GoCj8e1JyxARAis1IH8+n5O1+HAJuUEyYekzG3/NE3qmy8szGn6n0aYNals3O+f1P5HcDR9E9LRO1fheB4h8JlP5EoPgH7L6d2Pf8C4r/g/GQaaiDL8Vgy0rK50o2nmBAEwoNtRQ12e9pqI0IiLZONVgMRvLsTro7Usi1O8m1O8kL7bvZnHSzO0LeBAepZjlF1Boi4NbEgK8a1RsWBlWaEGjWXhUSDjWgxpCLxGAKDeqpTbwBDm1vcmgDvcmhHZvsrZzXRARGW5f4/yo9FAcpnh/foebfV4Hfg6nPCDJu+h/G7F7JNituqKrgoVeW8eRbmifmjMmH8I/rpiR8NYcQgtsWf8VzG5ajAE9MPIXf6hCAGQ3B+t24f7yNYKW2ssSYMwb7YXdgTDskco0r4Oe1LT/z77VL2VlfE2mfkNeL8/oP5+SCAWTZ7AhfHb4dH+Lb+j/Uup3aRSYH1oEXYh34OxRLakI/W7xwB/yUe1yUe7TphlK3i1J3PcWuevaGPAv7XPWUe1y/3hmQbrHS05lKvkPbejhSyA+97m53ku9IJdPaNQaTtqB5DRpCHoE6hL+2uXcg5C1Qw94Db3WorQaC3uhuarCgWDNQLOmRvaHJsWJNRzGnaceWNBRLqiYiuogIaAtyyqMJnU1QuL6aS91zfwTAMuYk0v/wHwz2zvGD3xJub4AbH/2GT77fAcCsc0dzw/RDE74qQAjB7Uu+4tn1mph47KiTmT5geEJtCOMvWoBr8V/AXw/mFOwjr8d8yFkoSssCK6CqzNuzjZc2r2Ze0TbU0D97o6JwZF4Bp/Yp5Jge/eibkk6w5Ae8a54kWLUOAMWSjmXgRVgHnNdhhYUQgiqvh90NNeypr2V3yJMQnn4ocdVT5nHR0I44BYfJTA9HKr2cqfRwpkX2PZ2pERGRYu6600JC9WsDvqcS1VupeQaaegh8tY2bv06f6QSDCcWaiWIJCQNrZhNhkBnaMhoFgzVTCgMdkIKiCZ1JUPg2/UTVPSdD0I/9xGtI/d2cTl2Ncuueav7w0ALWb6/EbDJw/7UTOfvYwoTboQrB//34JS9u0jwkD084kd8NHJlwO4QawPPzE/g2vgCAMXsUjgkPYHC0vc7H3oY6Xt+6hg93bmJNZWmzc72caUzK783hOT04NLCRnjtfQ6nfoZ00p2AtnI6l8AIM1gx9PlA7CKgq+1x17KirZkddNdtD+/BW144piBybIzL90M3uoLs9hR7OVLo7Ush3pNDLmUaGpWsOREIITRS4S1FDm3CVoLrLEJ6y0L4c4a2K/iYGs+YNMIc8ApaM0D7sKchAsYaPQ8LBkg4mR5f8f/JrCFXFV+/BU12Pt7oBe04aqT2ydetfCoomdBZBodaUUXH7RNTKvVjHTSP9uv926n9cb321mb88/T0uT4DsdBtP3nIs44flJ9yOoKpyww+f89qWNUn1TKjeKlw/3EKwdAkAloEXYht5HYrBHHWf22ur+GTXZj7fs5WlZXsPqGFgQOV8WzGXG1bTW1QCEFDM7E4fS3X+SThyx5LrSKGbzYEzhqd1VQgqvW5KXPWUuBvY62oSt1Bfy676Gooa6n41qVKu3UmBU6tj0CvkRchzpETiF7p18TgFoQYR3somIqEE1VWKcBejukq0dncpqG305CiGkFcgC8WaiSHkFdAEQlrzzZwqpxPaQNAXwFvrwlfrwlvbgLemhX1Ng7bVase+WhdCbRzKR156AqMuPVE3m6SgaEJnEBQiGKBqzpn4132LscdAsu75utNOc9TUe7nr2R955+stAEwYkc+jN0whL9uZcFt8wSB/XPQpb29fj1FReGLiKZx9yNCE2xGs3kjDoj8hGvaCyYHj8DsxFxyv6z0a/D5+Ki1iYfEu1lSWsqmmgqIGbSWIguAEw25mmtcyzND4ZLpFTePDYB8+D/ZmrzGHbKu9Mf2x2YLFYMRkMGA2GFEAv1AJqCreYIA6v5canzeSobEtGRjNBgO9U9Lpm5oR2fqF9r1T0rGbohdXBzNCqKHph3JUTznCXY7qKUO4yxo9C65ShKe8zVMOii0bxZ6Lwd4Ngz03dJyLYsvBYO+GYsvRphVamWbrygghCHr9TYSBC1+dq9nr5ufckbagJ/pAUnOKDVu6k8IzJzDsAv2qPktB0YTOICjqXvszrg8fRbGlkHXPAkw9k7OqIJ4IIfjwu23c/fxPlFe7MRgUbpg+hplnj0pKka96v49Lvn6fr/fuwKQYeHryaZzRd1DC7fDv/lKLlwh6MKQU4DjqEYzp/RNy73q/j+11VZS5XZR5GihzNaDUrKew8jtGeX7GRuOT7BY1jS+DvVik5rNczcFH+6fisq12cu1OeoTiFDRPQxq9U9LpnZJOd0dKl1oeKYJehKdCEwmeClR3eaNoiAiHcoSnEsSvJyMDNK+CLQeDPQ/FoYkEg71747GjO4qtG4qxa4qz/Ql4/SGPQKMoCHsFvHUhUVCjHXtrXJF21dfG/x8toBgULKl2rGlOLGkOrOkOrGlObZ/u1I4znFjTHKG9ds5ojs/CzYNOUAghEEJg2C+Jktfrxe9v7n4zGo3Y7W1fGnmwC4pA0UYqbj4MgPQ//hfbEWcl2SL92bmvlr8++wNfL9sDQP9e6Tzwh0kcNqTtsQF6UuKu54J577C6sgSHyczzU85gaq9Dfv2NOiKEinfNv/Gufw4AU94R2I+4H4M1PaF2tIbw1+PfPQ//nvkESn7E7xFUl6ZRV+GkpiKNmros/EY7frMDn8WB6rChdE/H2D0dU48M0vrmkZHijGRj7GZzYjF23nig/REBN2rDXlTXXlRXCcJVjOoqbhKrUA7+ul/vqAmKNVMTC7YcFHu3kCchtI94GLJQDF07Y0DA68dTVYensh5XWQ2usmpcZTW4K+rwVNVrW3U93poGgt7oE44pRoM26Kc7saTasaQ6Qq8d2nGqHUu6JgzCAsKa5sDstHaohIIHTR6K1atXc9NNN/HNN9+QmprKjBkzuPfee7HZtAqN1113Hc8991zkNcDQoUNZvHhxskxOOO4FLwDaio7OJiaKyup5/H8reXP+JgJBgcVk4Nrfjubqs0cmPL9EmM01FUyf9zY762vIsTl49bjfMCYnsbEbwl+P66fbCez9FgDLwItC8RJJ/ycbQTGnYOpzBuVlg9my+lB2L1yH6t9/2iII1GGgjqY/jwGgymiA/vkYBxdgHdqbhqG9MfXJw9CJsm8KXx3B+l2o9btQ63ah1u/WjuuLEN7KtnVisKDYsjWRYMvGYM9pIhqaHNuyYoqn6Qz43V7cFXW4K2pxl2sCwVVeg7u8VhMM5bW4K2rxu9q3BHV/YdB4rAkES1pIKISP07Vjk93apWJFkvrrtGnTJiZNmsSMGTN46623sFqtPPXUU6xatYrx48dHrps2bRpvvfVWEi1NHsLnwf3tKwA4pl6WZGv0QQjBuu2VvP7FRt74cmOkyNTkMT356+VH0L9XRtJs+2zXFq5Z+DH1fh99UzP439Rz6JeWmVAbgnU7cS26AbV2Oxgs2A//C5Y+pybUhl/D7/Ky6b3v2fDWd7hKG/NbOLtnkjmgB+m9bKSkVYF7F4GaXQRdNXjdZhqqHNRXO6ivdODzWKjcVETlpiI2f/AjACabiezBPcgZ1p+cob3JHlyAIzejw/4oC399KJixBNFQjNpQFNr2otbvRviqf7kDcwoGZw8Mju4YHPmN0xC2nEisAubUDvv5E4EQAl+dWxMJFbW4K+vwhESDq6K2iYCoxd/wy+nmm2IwG7FlpuLIScORm4EjJx17Thq2zBRty0jRphfSHZidMoi0LSRVUNx+++0MGDCARx99NPI/67rrrmvx2kAggMnUcZ7OEoVnyQeI+ioM2b2wjNI3CC+RqKpgW1EN85fs4p2vt7BxZ2Ng34QR+dx44dikTW+AtsrgH6u+5++rvtdsyuvF81POoJs9sYGg/r3f4frpNvDXo9i74TjqEUxZyUmc1RK+ejcb3lrI+v99i69WS/5kSbXT7/hD6X/K4WQN6tXiD6/qLidYtY5g1XqCVesJVG7AVVpDdUkq1aVpVBWnUV2aSsADJSt3UbJyV+S9tjSFrEOc5AzMIXtob7KH9MGSnh1KR+yM+qlcCKGtZgh6EUG3Vosh6AnVaWhaybEO1VsTSrBUjfBUhHIvVGjZSX8FxZaDIaUAQ0pvDKkFGFN6a6+dPTtsXo9EIFQVT00D7vK6RrEQ8iCEN1e5JiDaE49gtFlwZKdiDwkEe3aaJhrCr3PSsGemYk6RIkFvkjZCB4NBPvnkE/7yl7+gKMovCoaPPvoIu92O3W5n4sSJPPzwwwwe3PmCElvCPf8/ANiPufigyDchhKC8xsPOfbXs3FfLjn21rNpcxspNZdQ2NEYvW0wGpo7rzUUnD+HIkT2SaDFUeFz8cdFnfLFnKwCXDz6Uuw8/OqGFk4RQ8a57Fu/apwGh5Zc48kHtCbUDEPT62fD2Qtb8dz6+em0QTe2Vw/DfHUe/4w/FaPnlnxKDPQeDfTLmHpMjbWm+OrrVbiVYvRm1bgfBmp1U7yiicruH6uIUqkq0eAxPrYG9K+vZu7Ie2AGKIC27nszutWR2ryWjez2pOQEMJgsoRq1ugmJAK3QmtE0IbXWDCCLUoCYkYknL3ATFkoZiz8PgyMPg6IHB2RNDSg8Mzl4YUgq01MtdCKGqeKobIgLBFRYK5TWNxyHPggi2vXCWJcUeEgip2LPTsGeF9tlp2LI1T4M9Jx2zo2tNM3QkkiYoysrKcLlcBAIBRo8ezdq1a8nKyuLiiy/m3nvvxWLR1rQPGzaMTz/9lIkTJ1JcXMysWbM45phjIte3hNfrxettnCOrra1NyGfSm0DRRvwbFoFiwD7ld8k25wA8vgDLN5SyeF0xW3ZXs2NfLduLamnwtBzEZLMYGT0wlzMmH8KpR/UjPcWaYIsP5Kui7cxa9Cml7gasBiMPTjgh4TkmhK8O1+I/E9j7DQCW/udiG31Th4iyV4Mq279YxspnP8NVWg1Aet88Rlw8lT7Hjo4p3kGxpGpVEXNGR9pSgJ5BP6q7GNFQhK9iN5Ubd1G+uYLKbS4qdwnctSZqy1OpLU9l55qeABjNATK61ZGeV6ftc+tIyXDR5hWNigGMdhSTHcVoayzYZHY2yaUQSrJky0KxZqPYsjDYuqGYHVF/BwcbQa+fhpJq6ksqaSipbhQK5U2EQmU7hIKiYMtwRoSBPeRZ0DwMaY2CISsVkzX5/x4kv0zSVnns27ePHj16kJGRwccff8yECRNYunQpJ598MldccQVz5sxp8X11dXXk5eXxj3/8g2uuuabFa+68807uuuuuA9oPtlUedS/diuvTJ7COPYWMG99ItjkANLj9vPXVZj77YQfLNpTi8x+4pl1RoEeOkz75afTpnsbQflmMGZTLoD5ZCa+90RrugJ97l3/HM+u16pwD07N5avKpjMhK7LRLoHItrh9uQTQUafESY2/H0u+MhNrQGnt/2sDyJz+iaus+ABy56Yy+/CT6nXhYUgMnXWU1lK/bSdma7ZSv20nlxr0EWhCxRouR9N6ZZPTNIqNPFul9c0jv0w17tzQMBpOWXMloAYNFy9won2rxuzw0lFTjKq2mobSahuIq6vdVatveStwVbXw4UxRsmSkRb0LYexAWDY5u6REvg8HU8T2vXZ0Ov2zU7/fjdDq56qqr+Ne//hVpv/nmm/n4449Zt25dq+8tLCxk2rRpPPjggy2eb8lDUVBQcFAJCuHzUPaHgYj6KjJufhPrmJOSak9JRQMvfLyOVz7b0GzqIjfTwYQR+Qw7JJt+PdLo1yOdgu6pSVuh0Ra+3LON2T/NixTLumzwGP46dkpCkyIJIfBteR3PqodBDaA4e+Kc8HeMWYlPmrU/lZv3svzJD9m3ZBOguZqH//44Bp09sUM+JapBldqdpZSv30Xl5iIqN+6hasteAu6WpzTMDitpvXNJ6ZFFSn4WKT2yceZmYM9OxZalBeV1ppUmoE1DeGtduCtD8QplNbjKanGVVdNQWoOrpIqGkurIdNYvYbRZSMnPwpmXgaNbuiYWsrXYhEhgY0aKFAqdiA6/bNRsNjNhwgR8vub/6L1eb2S6oyUqKirYtWsXBQUFrV5jtVqxWpPvTo8Fz+L3O0QwZjCo8tS7P/Poa8vxh1Zj9OuRxkUnD+HoQ3txSM/0g+bJrqihltsXf8XHuzYDkO9I4R8TTuT4BOeXUD2VuJfdS6BoAQCmnsfiOPzOpAfoucprWPnsZ2z9ZAkIgcFkZNDZRzHi4uOxpnVct77BaCDjkO5kHNI90qYGVeqLKqjato/qrfuo3raP6h0l1O0px+/yUrFhNxUbdrfcoaJgTbNjzUjBlu7Eku7AmupoXCKYYsOcYseSYsecYsPssGJ2aHuTw4rRYorbvwkhBAG3D7/Lg7/Bg6/Og6/Oha/e3ZiBMZSiOZxLwVOl1XdQA23LkGlJsePIy8CZm4EjN0MTXflZEQFmTXceNP/mJYkl6as8zj77bE466SSOOuoofvrpJ+bOncvdd98NaOLi9NNP59Zbb2XYsGHs2rWLm266iezsbC666KJkmh53vMs/BcA++cKkBWPuKa3jT498w+J1JQAcPjSPK6aNYOrhvRNe6TMWyj0u/vXzT/xn40o8wQBGReHqoYdx06gjE14t0r/3O9xL70J4KsBgwjbyBiyF05P6A+13e1n/+jeseWVBJO1vn2NHMeaqU0ntqV+BoURiMBpI692NtN7d6HN0YxG3oD9AfVEFNbtKQ278Cur3VUbm/z1V9QhVhOoluIgm+koxKJjsVkw2M0aLGaM1tJmNGEwmDGYjitGAYlC0/+8GBVSBCG1qIIjqDxD0BQj6AwQ9PgIeHwG3tm9as6G9WNMd2LLScHRLw9Et5GHolo4zLxNnXgbOvAzMDtuvdySRtEBSBcUJJ5zAiy++yL333svOnTvp3bs3DzzwQCQ2wmq1cvvtt/PAAw+wYsUKMjMzmTRpEq+99lqrAZmdheA+7Sna3H9sUu7/8aLt3Pr4d9S5/DhtZu688gjOObbwoHoyqfK6+ffapTy9fhmuUNnqCXm9uH/8VIZmJnb1hPA34Fn9KL6tWj4VQ1p/HOPvw5iZ+FTeEZtUlW2fL2flM5/gKtOmf3KG9eGwWWfQbXjfpNkVT4xmE+l980jv23KsjBpU8dY0RKo2eqtDBZjqtLTLvloXvnqP5hGoc+Nv8BBwe/E1eCNiTKgCf4OnXTkR2otiUDA5rJFsi+YUu5Z1MZyeOc2BLTM1lE/Bqe2zUuOWmlkigQ6UejueHGypt4UQlF7aHbwusv+xHFN+Yst1v/v1Fv706DcIAYcOyuXRP02hd/eO/72FKWqo5d9rl/LS5tURITEqO4/ZYyZxbI++CRdF/qKvcS+/H+HWPD2WgRdhG/EHFGPypuVKVmxl6b8+oHKTlurc2T2TQ685jT7HjjqoRGNHQg2qjZ4Et5eAx0/Q6yfoC+39AVS/5n0Qqqp5JABUASFvhWIwYDAaMFhMGM0mDBYjJpulcbNbMTutmGxdt2KqJPF0+BgKSeuoVfvA6wKDEWO3vgm998eLtnPjY98iBFx40mDuunICpoMkQG1DVTlPrF3CW9vWRSpXDs/K5eZRR3JywYCE/wCrrlLcKx4gUPQVAAZnL+yH/RlT3riE2tGUml2lLP/3R+z5bi2gBSiOuHgqg8+ZhLEDBlweTBiMBixOGxannDKQdE2koOiABPdpZbuNuX1RErjy4MufdnLdPxagqoLzpg7knquO7PCxEkIIfiwt4vE1iyOJqQAmdu/NrOHjOCYJHgkRcOPd+F+8G16AoAcUE9ZBv8M69AoUU9uL2umJp6qe1XO/YNP7PyCCKorRQOHp4xl52YnYM7tutkaJRKIfUlB0QALFIUGRPyBh91y8tphr//4VgaBg2pT+/G3mUR1aTARVlU92b+aJNUtYVq7lSVCAU/sMZNawcRzaLbHFvACEGsS/40M8a55AeMoBMGaPxD72dowZAxNuD2g1N9b/71vWvrKAgFtbSt3rqKEces1prcYRSCQSSTRIQdEBCe7V1v+buidGUNQ2+Ljhka/xBVROmtCXh66bjLGDTnO4An7e2LKGf69byva6agCsBiPnDxjONcMOp3+CC3mBljY7sGc+njX/Rq3bDoDi7Il95HWYek1Nylx30B9gy0eLWT33CzyVWgnsrEG9GHvt6XQ/NHFCVSKRdB2koOiANHooEhOMeddzP1JU1kDv7qn847rJHTJmothVz/MbVvDippVUebXo+QyLjUsHj+GywWPITXARLwjlBNi3EM+aJ1CrNwKgWNKxDrkMy4DztCyMCSacKnv1f76gfp9WHjulRzZjrjqZPseMQjF0vP+3EomkcyAFRQckHENhSsCUx2c/7ODtrzajKPDw9VNw2jtWYN6qimKeXreM93ZswK9qgZZ9UtK5cuhYLhwwAmeC80iECZQtx/PzvwiWr9QaTE6sAy/COvDCpCSoUoMqOxesYvXcL6jdWQqALSuVERdPpfCMI+RyQYlEEnfkr0wHQwT8BEt3AGCM85RHWbWb255cBMBVZ41MavnwpoTjI55et4yfSosi7Ufk9uLqoWM5qWAAxiQ9aQerN+FZ/U8Cxdr3htGKZcD5WAfPwGDNSLg9aiDI9i9XsOaledTuKgPAkuZg+IXHaKmybckRXBKJpOshBUUHI1i2A9QgWB0YMuMbWHj7k4uorPUwuG8WN1xwaFzv1RZ8wSBvbVvHP9f8xNbaKgDMBgPT+g7myiFjGZ3T/Vd6iB+qqxTPmifx7/gAEKCYsBwyDevQKzDYcxNvTyDIts+Wsual+dQVVQBgSbUz5LwpDP7tJLl0USKRJBwpKDoYkemO7v3jOt+9bEMJX/y0E5NR4ZEbpiS1mFdQVXl1yxr+sfp7ihq0AMIMi41LBo3m0sFj6O5ISZptIuDGu2Eu3o0vaUtAAXPBCViHX4sxtXfC7Qn6A2z7dCk/vzSfhlCMhDXDydDzj2bQb46UaZMlEknSkIKigxEI56CI83THE2+uAuA3xxQypG/y0pgvLdvLrT/NY1WFlkUy1+5k5tDDuHjQ6ITX2WiKEAL/7i/wrHokkuHSmDMG26gbMGWPSLg9alBlx5fLWfX855FgS1tWKsOmH03htAmY7Qd3MTyJRHLwIwVFByNYHA7IjN8KjzXbyvlq6W4MBoWZ54yK231+iXq/j9sWz+e1LWsASDVb+L9RRzFj8GhsxuT+WQZrtuBePodg2XIAFEc+9tF/wtTzuMQnyRKCPYvWsuLpT6nZXgyAPTuVYRceS+EZR8gYCYlE0mGQgqKDEfFQxHGFx+P/07wTZ0w6hL75ia/RsbmmgosXvMfmGu1Je/qA4dxx6OSkLP1sigi48ax9Bt+ml0EEwGjDOvgSrIN+j2JK/FRC1bZ9LH3sPYqXaX8TlhQ7wy46lsHnyGBLiUTS8ZCCooPR6KGIj6DYtKuKz37YAcC1SfBOfLJrM9cu/IR6v498RwrPTjmd8bm9Em7H/vj3fYd72RyES8u6aep5DPbRN2Fw9ki4Ld5aF6ue/4xN736PUAUGi4khv53EsAuPxZrmSLg9EolE0hakoOhAqJ561Mq9ABi794/LPcKxEydP6Eth78RmlXxk9Y/8bcV3AByZV8CzU05PuldC9VTiWfkg/l2fAaA4umMfcwvmnkcn3BYhBNu/WM7Sf32At7oegN5TRnDotaeT2iM74fZIJBJJe5CCogMRLNaKWymp2RhS9A+U3L63hg8XbgPg2nMT653499olETFx1ZCx/PWwKZgNyVtZogVdfoZnxd8R3mpQDFgKL8Q2/JqkFPCq3V3GTw+9TfGyzQCk983j8BvOIn9sYkvXSyQSSbRIQdGBiHeGzNc+34iqCo4Z24vhh+TE5R4t8fLm1fxl6dcA3DZmEjeMPCJh924J1V2Ge9l9BPZ+A4AhvRD74X/FlDUs8bYEVda/8Q2rnvuMoC+A0WJixCUnMPT8KTK7pUQiOaiQv1gdiHgvGZ23eBcA5xyXuMqX7+/YyI0/fAHArOHjuH7E+ITde3+EEPh3faJ5JXy1YDBhHXIF1sGXoBgTn3K8ZmcJ3//tDcrX7gQg//CBjL/pbFJ7Jk7sSSQSiV5IQdGBiGdA5raiGrbtrcFsMjB5TE/d+2+JxaVFXPPdR6hC8PuBI/nzoZOTUnkTtFgJ99J7COz9GgBj5hDs4+7GmJ74yptCVVn/v+9Y8cwnqL4AZqeNw2adQf9TxyXt+5FIJJJYkYKiA9G4ZFT/efP5SzTvxPhh3Ul1xH/JYa3PyzXffYxfVTm9z0D+Pv74pA2W/qKvcS+9G+Gt0rwSQ6/EOngGiiHxXglXeQ2L7n2N4qVarESPcYM44pbf4sxLfNl1iUQi0RMpKDoIQohIDEU8pjzmhQTFcYcnJl307J/msau+hj4p6Tx25ElJKeYl/A24Vz6Ef/t7gBYr4Rh/D8aMQQm3BWDXtz/z4wP/w1vjwmg1c9isMyg8c4L0Skgkkk6BFBQdBFFXjnBVA2DqfoiufdfUe1m6TksfPXVc/AXFu9vX879t6zAoCk9OOpVUS+LTQgerN+H64f9Q63YCCpZBv8c2fCaKMfEJoYK+AMue+ICNb2sVSrMG9mTiXy8kvU/HqO4qkUgketBmQbFnz552ddyrV/KTFR1MBKu1AV9Jy0Gx6Lts8etlewiqgoG9MyjIS9W17/3ZU1/LTT98CcCNIycwLjcx8RphhBD4t7+Le8XfIehFsefhGH8vptzDEmpHmLq9FXz3l5eo2LAbgKHTj2b0FSdjtEgtL5FIOhdt/lUrKChoV8dCiHYb05URbq3KpsGernvfiZruEEJw/fefUev3cli3fP40ckJc73fA/YNe3Evvwb/zYwBM3Y/CPv4eDNbkxCfsXriG7+99HV+9G0uag6PumE6vI4cmxRaJRCKJN+16TFq/fn2brhsyZEhUxnRlwoJCsetbqtsfUPl6ueZdmhpnQfHV3h18s28nVoORJyaeiimBcROqtwrXwhsIVqwCxYh1+Ewt8FJJQuyGqrJ67pesnqstl80Z1ofJd/0OZ3cZeCmRSDovbRYUY8eOZfDgwW2+VtI+hEdLtazY9Z2SWLKumLoGH1lpNkYP7KZr300Jqir3LNMSRV0+5FAOSUvc4Bms24Xru1mo9bvAnILzyH9gyhuXsPs3xdfgYdE9r7Jn4VoABp0zkbHXni6TVEkkkk5Pm3/lli5d2uZO23OtREN11wKg2PT1UISXix5zWAFGY/ye1t/evp61VWWkma1cl8DkVYGKNbgWzkJ4q1Ec+Tgn/QtjenzqoPwatbvLWHDrf6jdWYrBYuKIm8+h/8mHJ8UWiUQiSTRJf2xSVZW33nqLr776CofDwYwZMxg5cmSzazZv3sxzzz1HSUkJI0aM4Oqrr8bpTG5RKb0Rbs1DYdDZQzF/iRYMOPXw9sXAtAdPMMCcFQsBuG7EeDKtiamFEazeSMO3M8FfhzFzKI6Jj2GwJyfLZPHyLXxz+wv46tw4ctOZct8McoYkZomuRCKRdATa9ci6evVqzjnnnFbPn3POOfz8889t7s/n83HyyScze/ZsBg0axKBBg7jyyitZtWpV5JqVK1cyZswY9u7dy+GHH84rr7zC5MmT8fl87TG9w9MYQ6GfoKis9bBjn+b5mDg6fqst5m5YwZ6GWvIdKVwx5NC43acpwbqdNHwTEhM5o3Ee81zSxMSWjxcz/0/P4KtzkzO0N6c8e70UExKJpMvRLg/FAw88wLnnntvq+XPPPZf777+fV155pU39PfjggyxevJj169fTvXt3AC699FIaGhoi19x6661MmjSJl156CYDzzjuP3r17M3fuXK666qr2mN+hEZ6QoNBxymPL7moAeuamxC07Zo3PwyM//wjA/40+Crsp/tkn1YZ9NHxzNcJbiSFjMM6J/0xKhVAhBCuf+ZQ1L80HoM+xozjy9umYrInPwCmRSCTJpl0eiu+//54jjmi9UuT48eP54Ycf2tzfs88+y+9+97uImAAwm81kZGQA4PV6mT9/Pr/97W8j53Nycjj22GP5+OOP22N6hyc85aHY03Trc2tRNQADemXo1uf+/HfTKqq8HgamZ3N+/+Fxu08Y4aul4dtrEK5iDKl9cU5+AsUS39waLaEGgnx/72sRMTHi4qlMuvMiKSYkEkmXpV0eir179zYb/Pene/fuFBUVtamv6upqdu7cyeGHH87jjz/OsmXL6NGjBxdeeCFDh2pr9Xft2kUgEKB37+bu4z59+vDNN9+02rfX68Xr9UZe19bWtsmmZKLGYdno1j01APTvqX9uCwBVCP67aTUAVw89LO7LRIUQuJbciVq3E8XRHeeUf2OwZcX1ni3hd3n45o4X2bd4E4rRwBH/91sGnJqcVSUSiUTSUWjXCNCtWzc2b97c6vktW7aQm5vbpr7q67Un8jvuuIPly5czadIkysvLGT16NF98oa3f93g8AKSkNB9kU1JSIudaYs6cOaSnp0e29iblSgbhKQ+DjlMeW/dUA9A/Th6K7/btZEddNSlmC2f1a9uS4ljwbX6NQNECMJhxHvkPDI7WxW28cFfV8cWsf7Nv8SaMNgvH3H+pFBMSiURCOwXF1KlT+dvf/tbq+b/97W8cf/zxbeorPV17ah45ciT/+c9/uPTSS3n66ac588wzufvuu5tdU1lZ2ey9FRUVkWmRlpg9ezY1NTWRbffu3W2yKZk0BmXqOeUR8lD0io+H4sVNWvDsbw8ZSoo5vjUyAhVr8Kx+BADbqD9hzEp8xsmGkiq+mPkElRv3YM1I4YR/XUPPCTKJm0QikUA7pzxuv/12xo4dy5QpU/jTn/7EoEGDEEKwadMmHn74YVauXMny5cvb1Fdqair9+vU7IFnW4MGDWbZsGaCl+87IyGDNmjWccsopkWt+/vlnRowY0WrfVqsVqzXxBalioTGGQh8PhccbYHeJJlLiEUNR4q7n011addTfDxyle/9NEb5aXD/eAmoAU6/jsAw4L673a4m6onK+vO4pGoqrcOZlMvXRq0griF+iMIlEIjnYaJeHorCwkHnz5lFeXs60adMYMmQIQ4cOZdq0aVRUVDB//nz69297UqGLL76YTz/9FLfbDWhTHB9//HEk8FNRFC644AKef/75SBzEwoULWbx4MRdddFF7TO/w6J0pc/u+WoSA9BQL2ek2Xfpsymtb1hAQKmNz8hme1bZprmhxL78f0bAXg7MXjsP+mvBy39Xbi/l85hM0FFeR2iuHE5+8VooJiUQi2Y92J7YaN24ca9asYeXKlWzatAlFUSgsLGT06NHt/qG/5ZZbWLJkCQMHDmTMmDGsWrWKbt268fDDD0euue+++1i2bBlDhw5l6NChfP/99/zf//0fxx13XHtN79A0ZsrUR1BE4id6Zug+AKtC8HIoGDPe3olA6VL8uz4FxYB9wv0JX9FRvb2YL2Y9ibe6gYz++Ux9+Ers2fpNS0kkEklnIapMmYqiMGbMGMaMGRPTzW02Gx999BErVqxg586d9O7dmzFjxjQbADMyMvj+++/58ccfKSkp4cknn2TAgAEx3bcj0pgpU58pj8gKjzjET3yzdwc762tIM1uZFsdgTKH6cS+/HwDLIedgyhoWt3u1RO3uMuZd/xTe6gayBvVi6iNXYU1zJNQGiUQiOVhol6Dw+Xy8+OKLCCGYMWMGFos+gXi/Jk4MBgNHHnmkLvfqiIiAH/zaqhW9pjzCOSjiscIjEozZfyiOOCay8m35H2rtVhRLBtbhM+N2n5ao21vBl9f9G3dFHZn986WYkEgkkl+hXYLisssuw2g0oigK3377LS+//HK87OpShJeMgn5THuEsmXoHZLoDfuYXbQfgwsLWA2NjRXWX41n7FAC2kbMwWOOzUqUlXGU1zLvuKVylNaT1yeW4R6WYkEgkkl+jXYLivffeo7i4GOAXE1xJ2kd4ugOzDUWHJ35VFWyL05LRH0r24AkG6OFIZXhm/IIxPasfA389xqxhmPtNi9t99sfv8vLV/z1H/b5KUntmc/xjV2PPTHwmTolEIjnYaJegGDRoEJ9++imqqlJYWBgvm7ocemfJ3Ftej8cXxGwyUJCn72C4YK/mnTimZ9+4rbYIVq7Dv/MjQMF26GwUJb4ZOMOoQZWFd71M1ea92DJTmPro1ThyEucZkUgkkoOZdgmKl156iRtvvBFVVfnvf/8bL5u6HI1ZMvVa4aF5J/rmp2Ey6jsYLyjaAcAxPfrp2m9TPOufB8Dc++SEBmKu+PdH7Fm0DoPFxNFzLiUlP/FpvSUSieRgpV2CYsiQIXzyySfxsqXLonfp8ngVBStqqGVjTQUGRWFKfh9d+w4TrN2updcGrEMujcs9WmLzBz+y7nWtPsyRt51Pt+Hx+XwSiUTSWUmML1nyi+idJXPL7vjET3wV8k4cmtOdDKv+ybIAvBteAASmHkdjTG97krRYqNiwm8UPvwPAqMtOpN/U2JZDSyQSSVekzYJi/wJdel0raZzy6OhLRiPxE3Ga7lAb9uHfqXnAEuWd8Lu8fHfny6iBIL2njGDEjLbVopFIJBJJc9o85dHQ0MB7773X5mslbScSlKlzDIWeZcsDqsq3+3YCcEyPvrr12xTvppdABDDmjsOUHb8lqU1Z+s/3qNtTjiM3nSNuOTfhab0lEomks9BmQeF0OttcP8PpdEZtUFckkiVTh9LlNfVeyqu12iiH6CgoVpTvo8bnJd1iZUxOvm79hlE9lfi2vQuAbcgluvffEju/WsWWjxaDojDxzxfKXBMSiUQSA20WFPX19fG0o0sjwnU8HLF7KLaEanjkZztJcehXUnzB3h0ATM7vg8mgf+iNb/NrEPRgzByKMXe87v3vT0NxFT/+/U0Ahl90LHljEhOvIZFIJJ0VGZTZAYhUGtVhyiNeNTziGT8h1AC+7Zp3wjp4RkKmHX56+B189W6yh/Rm1GUnxv1+EolE0tmRgqID0LjKI3ZBsX2vJij0nO6o9npYXq5lSD22Z1/d+g0TKPkR4alAsWZg6nm07v3vz55F6yj6fh0Gk5Gj7jgfg8kY93tKJBJJZ0cKig5ApHS5DstGK2q0ImN5WfrFA3y7byeqEAxKz6anU//S3f4dHwJaIivFEL9iYwBBr5+l/3wPgCHnTia9T15c7yeRSCRdBSkoOgDhKQ89MmVW1WmCIiNVvzwRqytLABif11O3PsMIXx3+oq8BsPQ9Xff+92fta19TV1SBPSeNETOmxv1+EolE0lWQgqIDoGemzKpaLwBZadaY+wqzoaocgCEZ3XTrM4x/95eg+jCk9ceQMVj3/ptSX1zJmpfmAzD22tMxO+KTnEsikUi6IlELimXLljFr1ixOPfXUSNuLL74oV4NEQSSGQodlo/HwUGyoDgmKzBzd+gzj2/kRoHkn4h2MuezxDwl6/eSN7k9fmQ1TIpFIdCUqQfHxxx8zadIkKioqmtX22LlzJ48++qhetnUZIpkyHbHHJ+jtoaj3+9hZrwV6Ds7QV1AE63cTLF8BigFzn5N17Xt/ytbuZNfXq1GMBg6/4SyZwEoikUh0JipB8Ze//IX//ve/vPrqq83azzvvPJ5//nldDOtKhDNlxprYSlUF1fWaoMjUyUOxqboCgFy7k2ybvomf/Ds+BsCUdwQGe66ufe/Pzy9+CcAhJ44ls7/+ibkkEomkqxOVoFi/fj2nnHIKQLMnvZ49e1JUVKSPZV0EEQyAT8tsGeuUR22DD1UVAGSk6uOhWFddBsAQnb0TQqiR6Q5zn9N07Xt/Kjbuoej79SgGheG/l4GYEolEEg+iEhQZGRns3r0baC4ovv/+e3r16qWPZV2EcEAmxB6UGY6fSLGbsZj1ya0QDsjUfbqjYjWioQhMTsxxzj3x84vzAOg7dQxpvfSPA5FIJBJJlILiggsu4A9/+AN79uwBwOv18vHHH3P55Ze3ud6HRCO8ZBSTBcUcm1ehsjYckKnjCo9QQOZgnQMyA8XfA2DOn4hisuvad1Oqtu5j97c/g6IwQnonJBKJJG5EJSjuvfdesrKyKCgoQFVVUlJSOO200zjyyCO544479LaxUxNJu63DktHqunBApn4rPNaHV3jo7KEIFP8IgKn7kbr2uz8//1fzTvQ5eiTpfWUSK4lEIokXbS4O1hSbzcYbb7zBPffcw7Jly1BVlUMPPZQhQ4bobV+nR3VpWTL1SGqlt4eiwuOi1K2Voh+ko6BQvTUEq9YCWkBmvKjZUcLOr1YBMOJi6Z2QSCSSeBKVoMjPz2ffvn0MHDiQgQMH6m1Tl6LRQxF7Dgq9PRQbQis8eqekk2LWr3JpsHQxCFVLZuWI3+qOda9/DULQa9IwMgf0iNt9JBKJRBLllIfP56OqqkpvW7okembJ1NtDsSG0wkPvgEx/8Q8AmLrHzzvhq3ezfd5KAIadf3Tc7iORSCQSjag8FBdccAEPPvgg9913X0wJgjZt2sTevXubtTmdTg4//PB2XXMwExEUOkx56O6hiMMKDyEEgZKQoMiboFu/+7P9i+UEPT7S++bRbaT+JdclEolE0pyoBMWmTZv44osveP311xk8eDAWS3N3+Hvvvdemfh5++GHefvtthg0bFmnr168fc+fObdc1BzN6BmVW1YWTWunjoVgfh5Tbat1OhKsYDGZM3Q7Vrd+mCCHY/L4mWgrPnCCzYkokEkkCiEpQFBYWUlhYqIsBU6ZM4a233or5moOVSJZMHWIoGqc8YvdQCCEal4zq6KEIeyeMOWPitly0fN0uqrbuw2gxcciJY+NyD4lEIpE0JypB8fjjj+tmgNvtZvHixaSnp9O/f39MpgNNass1ByuROh66LBvVBIUeUx7FrnpqfF6MikJhelbM/YUJhOInzHFcLrr5A21Jap9jR2NN0zdduEQikUhaJukj87x589i3bx/FxcUoisJTTz3F6aef3u5rmuL1evF6vZHXtbW1cbM/VoRLvxiKylBhMD2CMsPTHf3TsrAa9fkzEUEfgdIlQPwCMn31bnbMXwlA4RnxC/qUSCQSSXOiGikmTpz4i+cXLlzYpn5OOeUU7rvvPrKzs1FVlTvuuIPzzjuPVatWRaZU2nLN/syZM4e77rqrfR8qSei1bFQIoauHIh7THcGK1RD0oNiyMaTrM2W2P82CMUf0jcs9JBKJRHIgUS0bnTp1arPt2GOPpaCggB9//JGRI0e2uZ8zzjiD7OxszRCDgXvuuQer1cqHH37Yrmv2Z/bs2dTU1ES2cN2Rjojq1rwnsU551Ln8BIJaYTA9gjLXV+kfkBme7jDlHYGiRPWn94vIYEyJRCJJHlF5KO68884W208++WQ+/fTTqI0xGo1kZWUdsEy0vddYrVasVv3qWcSTsIci1kyZYe+E3WrCZo19iiIuAZnh6Y688br12ZSqLXtlMKZEIpEkCV0fE8866yzmz5/fpmuFEDQ0NDRr27hxIzt27GDEiBFtvuZgR7j1WTYajp/Qa8noltpKAAamZ+vSn1ADBGs2AWDMbrsXqz3s+uZnAHocMUQGY0okEkmC0TUo8+eff26zm9nv93P44YczY8YMhg0bxq5du7j//vsZN24c06dPb/M1BzsiMuURWwxFuHR5pg7xE/V+H/V+HwA9nLEHi4KWf4KgF0wODCkFuvS5P2FB0XtK5xCbEolEcjARlaC4/PLLD2irqqri888/5+qrr25THxaLhQULFvDEE0/w1FNPkZmZyR133MEll1wSWRbalmsOdiJBmTFOeVSFclDo4aEocWk2OU1m3Wp4BKs3AmDMGBiX+ImaXaXUbC9GMRrodeRQ3fuXSCQSyS8T1ahcX19/QFtubi7PPPMM559/fpv7ycvL4+677475moMZVadaHpEsmXrkoAhVGM1zxJ5sK0ywagMAxoxBuvXZlLB3In9sIZbU+CTMkkgkEknrRCUozj//fKZNm9biuffee6/Vc5LmCDUIXhcQe6bMeHgouuuQvTNMo4ciPoJid0hQFMjpDolEIkkKUfmezzrrrKjOSZoTnu4AUOxpMfUV9lDokXa7JBQommd3xtwXaMG1ahwFRUNxFRUbdoOiUDB5uO79SyQSieTX0XUyu6ysjPT0dD277NSEK41iNKOYY/MshD0UWWmxeyiKwx4KnaY8hLsE4asBxYQhvb8ufTZl17eadyJ3VD/smfoEkUokEomkfbRryuOkk05q8RhAVVU2btzI5MmT9bGsC9C4ZDT2gbux0qgeHgothkIvQRGe7jCk9UMx6p8fJLK6Y7Kc7pBIJJJk0S5BMXy45k7+/PPPI8dhzGYzZ599NhdccIF+1nVyGrNkxjbdAU1iKHTwUIQFhV5THvEMyHRX1lG6ejsgBYVEIpEkk3YJioceegiAnJwcbr311rgY1JVozJLZsTwUek95BKtDCa3iICh2f7cGhCB7cAHO7pm69y+RSCSSthFVDIUUE/ogdFoyKoRosmxUDw9FOChTL0ER8lBkDtalv6YUfb8OQAZjSiQSSZKJOjtURUUF8+fPZ9euXQQCgWbnpOBoG3oJCpcngM8fBGL3UDT4fdSFsmTq4aEQvjpEg1Z3xZgxMOb+mqIGVUpWbQOgx7j4LEeVSCQSSduISlD88MMPnHrqqWRlZbF161aGDRvGli1b8Hq9jBo1SgqKNtKYJVOftNsWsxGHLbYMouH4CYdOWTLDAZmKIx/FEnusSFOqtuzFX+/B7LCSOaCHrn1LJBKJpH1ENeVx8803M3v2bLZs2QLAmjVrKCoq4uSTT+bEE0/U1cDOjG5ZMpsUBou1ZLf+8ROh/BNxmO4oWbkVgNxRh2AwGXXvXyKRSCRtJypBsWrVKq688kqtA4MBr9dLdnY2Tz75JC+//LKuBnZmwlMehpjTbuuYJVPvFR5xTGhVskITFHmjD9G9b4lEIpG0j6gERX19fSSBVW5uLjt37gQgPT2dyspK/azr5ESmPPTyUOhQx0PvtNvxWjIqVJXSUPxE3pgBuvYtkUgkkvYTc6bMY489lptuuomPPvqImTNnMmbMGD3s6hJEgjJ1iqHQx0MRWuHhiN1DIYI+1FotR4TegqJq6z58dW5MditZA3vq2rdEIpFI2k9UguKRRx6JHP/973/H7XZz/vnns3nzZp5++mndjOvs6BWUWamjh6LYrZ+HQq3dCiKAYklHcXSPub+mhKc7ckf2k/ETEolE0gGIaknA9ddfHznu2bMnX375pV72dCmET/MsKJbYym1X6+mhcOlXujwY8k4Y0vvHHCy6P5H4iTH61waRSCQSSfuJykORn5+vtx1dEuEPC4rYPAuVkbTbHcxD0bAPAIOzV8x9NUWojfkn8kZLQSGRSCQdgagEhc/no6qqSm9buhxhDwUxVhqtrmtcNhorjR6K2GMoVJeW0Mrg0FeAVm8rxlfrwmS3kD1YX7EikUgkkuiISlBccMEFPPjggwgh9Lana+HXZ8pDLw+FK+Cn1q+JEz08FOEMmQanvkmnikPTHd1G9JXxExKJRNJBiCqGYtOmTXzxxRe8/vrrDB48GIuleUbF9957Tw/bOj3C5wZA0c1DEZugCC8Z1StLpuoKT3noKyhKV4bjJ+RyUYlEIukoRCUoCgsLKSws1NuWLocIeQP08lBkxVgYrLhJUqtYgyiFUBtjKHSc8hCqGsmQKRNaSSQSScchKkHx+OOP621Hl6TRQxG9Z8HjDeDxaYXBMmL1UOhYZVR4KkH1gWJAceTG3F+Y2l1leGtcGG0WsgcX6NavRCKRSGIj5sRWfr9fDzu6JiEPBTGs8qh1+SLHKXZzTOboWccjHJCp2HNRDLHZ1ZTKTUUAZBX2wGiOrRCaRCKRSPQjKkHh9/u58847KSgoaBY/MXPmzEjBMMmvo4eHwuXRSsc7bWYMhtimKUp1rOMRj+kO0CqMAmT2l9VFJRKJpCMRlaCYM2cOb775Jv/4xz+atU+ePJm7775bF8M6OyIYAFWbqoglD4XLo3mIHPbYn9b19FDEa4VHRFAMkLlQJBKJpCMRlaB44YUXeO211zj33HObtR999NF89NFHuhjW2Ql7J0A/D0WsNMZQdNwcFFVbNc9H5gDpoZBIJJKORFSCoqioKLLKo+lqAJPJhNvtbu1tkqaEclAAEIOgaHBrHgq7TQ8PhTbloUsMRSRLpn6CwlNVj7uiFhSFjEOkh0IikUg6ElEJioEDB7Jo0SKguaB4+eWXGTlyZJv7+ctf/sKAAQOabaeccsoB173//vscd9xxDB8+nOnTp3eKOI1IlkyTBcUQfWxseMpDXw+FfkGZek55hKc7UntmY3bEnhVUIpFIJPoR1WPt7Nmzueiii7jjjjsAePvtt/nss8+YO3cub775Zpv7KS0tpbCwkH/961+RNqu1+UDx0Ucfcc455/Dggw8yYcIEHnnkESZNmsTatWvJysqKxvwOgdApS2ZDaMrDEaOHwh3wU+MLZcmM0UMhhIh4KBQdpzwi0x39pXdCIpFIOhpRjUIXXHABiqJw7733oqoq55xzDgMHDuSll17irLPOaldfTqeTAQNaz3h45513ctFFF0UqnP73v/8lPz+ff//739x+++3RmN8hiFQajTFLpsutj4eiJLTCw240kRpjlkzhrYKg9vn0jKFoDMiU8RMSiUTS0Yja1z59+nTWrl2Ly+Wivr6ejRs3Mn369Hb3s3DhQkaOHMmkSZO47bbbqKuri5yrq6tj+fLlnHjiiZE2i8XC1KlT+frrr6M1vWMQjqGI0UPh8oY8FDrloMhzpMScJTOcclux5aAYY0/hHUYKColEIum4xOQnr6qqYvPmzYCWjjszM7Nd78/KyuKWW25hypQpFBUVcccdd/DRRx+xdOlSLBYLe/bsQQhB9+7dm72ve/furF69utV+vV4vXq838rq2trZddiUC/T0UsU15lOiYgyIeS0aD/gA1O0oAKSgkEomkIxLVKFRfX8/111/Piy++SCCgPSGbTCYuueQSHnnkEZzOtg1K99xzD0ajVi3y0EMPZcyYMfTr14/XX3+d3//+96iqCoDZ3Pzp22KxEAwGW+13zpw53HXXXdF8tIShXwyFPqs89A3I1L8oWO2uMtRAELPThrN7+4SrRCKRSOJPVFMe11xzDYsWLeLdd9+luLiY4uJi3n33Xb799ltmzpzZ5n7CYiJMr1696Nu3L2vXrgUgJycHgIqKimbXlZeXR861xOzZs6mpqYlsu3fvbrNNiUKvSqN65aGo9moCJ9sWm8ABUBv0z0HRmCEzP+YpGYlEIpHoT1SPte+++y4//vgjw4cPj7Sddtpp9OnThwkTJvDiiy9GZYzX66W4uJiMjAwA8vLyKCgo4IcffuCMM86IXLdo0SJOOumkVvuxWq0HrBbpaOhVaTTsoXDEKCjCKzzSLLF/b5EVHnFYMiqnOyQSiaRjEpWHIiMj44C4BoD8/Pw2x1H4fD5uvvnmiPfB5XIxc+ZMgsEg5513XuS6q6++mueee44NGzYA8Mwzz7Bt2zauuOKKaEzvOIQzZcYcQxHyUMSYersmFNORroegcOlfx6NqqxQUEolE0pGJahQ688wz+fOf/8yjjz4a8QR4vV7uuOMOzjzzzDb1YTab6dWrFyNHjkRVVaqqqhg1ahTz58/nkEMOiVx3yy23sGfPHkaNGoXT6cRoNPLyyy8zYsSIaEzvMOjloXB59fFQ1IY8FOkx1BWBcA6KeCS10kRKhsxBIZFIJB2SqATFli1b+OKLL3jrrbcYOXIkQgh+/vlnysvLOeGEE5g2bVrk2vfee6/FPhRF4brrruO6666jpKSE9PR0bLYDBzOj0ciTTz7Jgw8+SGVlJfn5+ZhMB3/Zaj0qjQI0uPWJodBtysNfBwFtxYjBcaAXKxrclXV4KutCKbf16VMikUgk+hLVyFxYWBip5RFm6NChURuRl5f3q9c4nc42rx45GGj0UMQmKCLVRmNc5RGZ8ohxCibsnVCsWSim2AM8oTF+Iq1XDmZ7x46NkUgkkq5KVKPQ448/rrcdXY9IDIVegqJjTHk0LhmVGTIlEomkKxF9VSpJTDTmoYhxyiOybDRWD0VYUOjjoTA49Bv8q7fK+AmJRCLp6EQ1Cgkh+OCDD1i4cCFVVVUHnH/uuediNqyz05gpM0YPRShTZiypt1UhqPPrE0MRmfLQ0UNRu7sMgPS+vz41JpFIuhbBYBC/359sMw5qjEYjJpMp5hw/UQmKm2++mSeffJLJkydHckZI2oceHgp/QMUX0LKJxhKUWef3IkLHMQuKyJJR/TwUdXsrAUjtcfBWl5VIJPpTX18fKdEgiQ2Hw0F+fj4WS/T1l6ISFHPnzmXBggWMHz8+6ht3eUIeilhiKMLxExBbUGZ4usNuNGE1xjZ1Ek5qpVcMhd/lxVutpQVPyc/WpU+JRHLwEwwG2bNnDw6Hg27duskMulEihMDn81FWVsb27dspLCzEYIguGiKq0UNVVYYMGRLVDSUaetTyCKfdNhkVLGbjr1zdOuEVHnpkyRSecgAM9m4x9wVQX6x5Jyypdiyp+qwakUgkBz9+vx8hBN26dcNul78NsWC32zGbzezcuROfz9diCoe2EJUM+c1vfiPjJGJEj2qjeqXd1jOplfBVA6BY9SngVR+a7pDeCYlE0hLSM6EP0XolmhKVh+K+++5j6NChvPrqq/Tv3/+A/6Gvv/56zIZ1dnTxUERKl+uT1CrmtNv+elA1r4l+gkJLzZ4i4yckEomkQxOVJLn++usJBoP07duX1NRUUlJSmm2SNqBDLY/wklFHzHU8dFrh4dW8CZgcKEZ9ElDV7wt5KKSgkEgkBxHPP/88119/fbve8/jjjzN79uz4GJQAohqJPvzwQxYuXMiYMWP0tqfLoEctD7dXLw+F5i3JiHXKw6stIdbLOwFNBIWc8pBIJHHkjTfe4NVXX+X9999v1l5fX89pp53GXXfdxZQpU9rc3/bt21m5cmW7bNiyZQtbtmz5xWueeeYZNm7cyD/+8Y929Z0IohIUGRkZzQp4SdpPYy2PGDwUoToeesVQxOqhCAsKg56CIjzlkS89FBKJJH7s3r2bRYsWHdAeCAT45ptvKCsra1d/l112Geecc45e5kXYtm0bq1at0r1fPYhqyuPEE0+U6bdjRA8PhX51PHQKyvTo66EQQsgpD4lE0iHZunUr1113HSeddBKXXnopCxYsaHb+q6++4oUXXmjW9sUXX/Db3/6Wc845h0cffZSXXnqJmTNnHtD3Rx99xIwZM5g2bRpPPvlkJM9G2IuybNkyjj76aI4++mi++eabuH3G9hLVSLRr1y7mzp3Lq6++yoABAw4IymytwqikEaFDLY8GvQuDxRxDoa+g8FY3EHD7QFFIydPP6yGRSCSxsGrVKo499liuuOIKZs2axbZt2zjnnHN4/PHHmT59OnDglMf8+fM59dRTufnmmxk/fjyvvfYaH374ISNGjGjW99dff43X6+Waa66hsrKSm2++GZ/Px/XXX8+RRx7JxIkT2bhxI3feeScQW2FOvYlqJBo8eDCDBw/W25auhQ7VRl06ly6PVVDoHUNRF5rucOSkYbTG9hklEonk16ipqeHoo49u1hYIBA647uabb+bSSy/l/vvvj7RZLBb++te/RgTF/tx5551cfPHF/O1vfwPgzDPPPEBMAKSkpPDBBx9Ecmts3bqVd955h+uvv56CggJ69+5NaWnpAXZ2BGS10STRGEOhg4cihjoe0DSxlT5BmXrFUDQGZMrpDolEEn8cDkfkyT9MfX09p59+euR1MBjk66+/pri4mBUrVmj5d4SgqqqKrVu34vP5WkxfvXz5cv74xz82azv++OP5/vvvm7WNGjWqWaKu3r178/bbb+vw6eJPbL5ytGxlZrN8emwPIhiAYChfQwyDuFunSqO1HdRD0Rg/IVd4SCSS+GM2mw948q+urm722uv14vf7Offcc5k4ceIBfRiNB2Yt9vl8uN1uUlNTm7Xv/zpsQ1MURUFV1TZ+guQSVVCm3+/nzjvvpKCgoJkSmzlz5q8ueZE0JrUCnTwUHWTKQ+8YisYsmdJDIZFIOgYOh4O8vDw8Hk8kMLLp1pKgsFgs5Ofns3nz5mbt0YyXemS0jBdRWTZnzhzefPPNA9bBTp48mbvvvlsXwzo1vkZBQSwxFOHEVjoFZeo15SGzZEokks7MNddcw7/+9S8WL14cadu7dy9PPfVUq++56KKLeOKJJ6io0H7XVq9ezTvvvNPue+fm5rJ37972G50AohIUL7zwAq+99hrnnntus/ajjz6ajz76SBfDOjMRD4XRjGKIvqiXHh6KoKpS5/cBsXkohBDxi6GQUx4SiaQDcccdd3DZZZcxZcoUhg0bxpAhQzjyyCPJzGz9t++2226jW7du9O/fn0MPPZRTTjmFKVOmYDK174HwN7/5DRUVFQwdOrRzLBstKiqisLAQaF6YxWQy4Xa79bGsExMpDBZDDgpoUssjhqDMsJgASIshyRYBF6haX3p4KNRAkIYSTaDIKQ+JRBJvzjvvPCZMmHBAe0pKCgsWLGDYsGGRNqPRyMMPP8ydd97J+vXrycjIYMCAAc2mO/ZPbJWens53333HmjVrEEIwaNAgrr32WqqqqiLX/OEPfzhgDD3jjDOaZaXu3bs3O3bsYMOGDdTU1Bz8y0YHDhzIokWLmDp1ajNB8fLLLzNy5EjdjOusRJJaxTKA06SWRwxTHuHpDofJjKWFub+2EvZOYLSCKfZSwq6yGkRQxWA24shJi7k/iUQi+SUKCgooKCg4oN1kMrW6RDMtLY3x48e3eK5fv37NXpeWlrJy5UpOOOEEQJvyeP311/nnP/8ZuWbAgAEH9NOjRw969OjRrM1ut3fI0hdRjUSzZ8/moosu4o477gDg7bff5rPPPmPu3Lm8+eabuhrYKQkntYrRQ9G4yiN6D0WkMFiM4qZpQKYe5YTD0x3OvEyUDhyEJJFIJG0hNTWVRx99lKuvvprU1FQ2bNjAzJkzufjii5Ntmm5EJSguuOACFEXh3nvvRVVVzjnnHAYOHMhLL73EWWedpbeNnY5I6fKYPRThPBTReyg67JLRUEBmqoyfkEgknQC73c4nn3zCnj17KC4uprCwkPT09GSbpStRjUTvvfce06dPZ/r06bjdblRVxel0Rs5NmzZNTxs7HbrFUIQFRQxZJBtXeHSswmCyhodEIumM9OrVi169eiXbjLgQlaA466yzIsVKmmb02v+cpGX08FAIISIxFLEkttKtMFic0m7LgEyJRCI5OIg5U2ZTysrKonbhbNy4kQ8//JCxY8dyzDHHRNrnzZt3QE35nJwcZsyYEYOlSSachyIGD4XXF0RVNeEWS+ptvaY89E5q1SCXjEokEslBRbsExUknndTiMYCqqmzcuJHJkye32wi3283ZZ5/Njh07uPzyy5sJirfeeosFCxY0y6WuR9BfMmn0UMSeJRPAYY3BQ+HXd8pD97Tb0kMhkUgkBwXtGomGDx8OwOeffx45DmM2mzn77LO54IIL2m3EH//4R4477rhWE3SMGDGChx56qN39dlQaYyhiz5JpsxgxGqNfBaH3lIceMRQBjw93RR0gPRQSiURysNAuQREe1HNycrj11lt1MeB///sfP/74I0uWLOGII45o8Zq9e/fy5JNPkp6ezhFHHEH//v11uXey0MNDEQ7IjCWpFXTM0uVh74TZacOSGntOC4lEIpHEn6gebfUSE9u3b2fWrFm88sor2GytD65VVVWsXLmSV199laFDhzJnzpxf7Nfr9VJbW9ts61BE8lDEMuWheSjsMUx3QMeMoXCV1QDgzMs46Ke3JBKJpKuga1Bme/D7/UyfPp1bb731F7NrXnPNNfz73/+ODCxvvPEG06dP55hjjmnVozFnzhzuuuuuuNitB42ZMmPwUOiQdhs6ZmEwd4UmAO3ZMkOmRCLpfKiqyqeffsqmTZvo3bs3p512GlbrLz/U7dmzh2+++Yba2lpGjRrFkUce+YvXf/fdd6xbt46rrrpKT9N/kaSlIHz55ZfZsGEDgUCAhx56iIceeoiysjKWL1/OQw89FFl6OmrUqGZPqeeddx55eXnMnz+/1b5nz55NTU1NZNu9e3fcP097ECEPRSwxFI2FwZLvoRABDwS0z6RHDIW7XAoKiUTSOfH5fJx44onMnDmTDRs28Oc//5nx48dTXV3d6ntuu+02pkyZwieffMKqVas444wzmDZtGsFgsNX3fP755zz44INx+AStkzQPxcCBA7n88sspKSmJtPn9fhoaGiguLkYI0aq722Qy/eI0htVq/VW1l0x08VDokHYb9ImhiNTxMJjAnBKTPQDuSi0g056dGnNfEolE0pF49tlnWbJkCevWraNHjx7U1tYycuRI/va3v/H3v/+9xfcce+yx3HXXXZjN2u/9LbfcwuDBg3nllVf4/e9/n0jzf5GkCYqjjjqKo446qlnbvHnzmDRpUiT4MxgMsnnzZgYPHtzsmj179kS1PLWjoIeHwhUpDJb8KQ+hcx0POeUhkUg6K2+++SannHJKpOBXWloa559/Pm+88UargmLq1KnNXvfr148ePXqwdevWuNvbHtosKCZOnNjmThcuXBiVMfsjhOCCCy5gwIABDBs2jF27dvHqq69y1VVXceqpp+pyj6QQ8lCgyyqP6DVhUFUj5ctj8VDondQqvGRUeigkEklbEUKA15Wcm1sdbX6YWr9+fbNcSwCDBg1ix44deDyeX1ygEGbZsmXs2LGDcePGRWVuvGjzaNQ0kdW+fft48sknmTJlCocffjgAS5Ys4ZtvvmHmzJlRG3PxxRc3WxJqMplYunQpH330EStWrGDUqFFce+21HHrooVHfoyOgZwyFPYY6HmExAbFVG9W7jof0UEgkknbjdVF6afek3Dr3P8Vgc7bp2vr6+gMySmdkZETO/ZqgqKio4Pzzz+eUU07hlFNOicreeNFmQREuVQ5avY7HHnuMP/7xj82ueeyxx1pNTtUWbrjhhgPaDAYDZ5xxBmeccUbU/XY0dMlD4Q7FUMTgoQhPdzhMZixGY9T96J0ls9FDIQWFRCLpXDidzgNiAGtqaiLnfonq6mpOOOEEcnNzeeONNzrcsvqoRqPvvvuOF1988YD2GTNmcM8998RsVGdHRGp56LHKI5ZKo9rUSyzeCdBXUPhdXgJuzS4pKCQSSZuxOjRPQZLu3VYGDhzIli1bmrVt2bKFXr16HVBssynV1dUcf/zxWK1WPvvsM1JSYg+A15uol40uXry4xbaOppg6JHpmyoxBUHTEpFbh6Q6T3YLZ0XFX6kgkko6FoigoNmdytnaMe2eddRYff/wxFRVaRWW3280bb7zBb37zm8g1q1ev5v7778fv137na2pqOOGEEzCbzXz22WekpnbM+LKoPBRXX3015557Ltdffz2HH344QgiWLl3Ko48+yqxZs/S2sdOhZy2PWPJQNK7w6DgeChk/IZFIOjMzZ87kzTffZOLEiZxxxhl89dVXQPOwgsWLFzN79mz+8Ic/YDabOe+881i5ciU333wzTz75ZOS6UaNGcfLJJ7d6r+rqau6///5mbd26deOyyy7T+VNpRDUa3XPPPfTq1YtHHnkkkpFywIABzJkzhyuvvFJXAzsjkRiKGMqX61HLoyMWBpPxExKJpDNjt9v59ttvefPNN9m4cSNXXXUV5513XjOvw6hRo7jllluwWCyAtmx09OjRBIPBZgmw3G53q/eZPHkygUDggIRZbVlFEi1RCQpFUbj66qu5+uqr8fl8KIoSSbgh+XUiHooYYhca3LHX8tBryiMuHoqsjunSk0gkklixWCxceOGFrZ4//PDDIysoAW666aZ23+OEE07ghBNOiMq+aIk5sVVYQUnagT8clJlcD0W1TlMe8YihkB4KiUQiObhos6AIZ+qaN2/eAVm79mfevHmxWdXJ0cVDoUsMRexTHiLoA389oJOgkGm3JRKJ5KCkzaPRYYcd1uKxpP3oGkMR0yoPzY7Y6nhUaweKEcUSu1ch4qHIkR4KiUQiOZhos6BoGim6f9SopO0INQgBLUNlLB6KSHEwXYIyY8+SqVjSUZTYi9dGgjJlDIVEIpEcVCStfHmXJVzHA6KOoQgGVdxe/aY8YikMpn8dDxlDIZFIJAcjUY1Gv1YoTK/iYJ2RcB0PiD6xVVhMQGyZMmv9Okx5+PQTFGogiLe6AZCCQiKRSA42ohIU+wdlqqrK5s2befPNN2Ueil9BhD0URhOKMTrvQni6Q1HAZom+BkfYQ5ERU+nyas0Wa0bUfYQJB2QqRgPW9LanspVIJBJJ8olqRLvzzjtbbD/55JP59NNPY7Gn0xOpNBpD2u2GJgGZsaQ6b5zyiCWGQitqY7Ck/8qVv07THBSKQc7GSSQSycGErr/aZ511FvPnz9ezy85H2EOR5MJgAVWlPlS+PLYpj2pA5qCQSCSSro6uguLnn3+WxcF+BT08FG6PfqXLIcY8FOEpD108FDIHhUQi6Ro0NDSwfv36SOnytiKEYNWqVWzevPkXrysuLmb9+vWxmNhuohqRLr/88gPaqqqq+Pzzz7n66qtjNqoz05iDIhYPRXiFRyxZMjVPSYrZgimG6QXh0/4xKFb9pjxsWdJDIZFIOi9///vfufPOO+nWrRvFxcVcc801PPLII216IH/ooYe45ZZbGDduHD/++GOr1z3++OO8/vrrB5RKjydRCYr6+voD2nJzc3nmmWc4//zzYzaqM9OYJTOGSqPu8JRHDB4Kr2ZHLAGZAGpYUFgyYuoHGj0UjhzpoZBIJJ2Tzz77jNtvv51PP/2UqVOnsmrVKiZOnMiQIUO46qqrfvG9ixcv5oknnuDss89m9+7dCbK47UQ1Ir3++ut629Fl0MdDEXsMRbUOWTKh6SoPHTwUlTKGQiKRdG6eeeYZjj766MhqyVGjRnHOOefwzDPP/KKgqK2t5YILLuDZZ5/l7bff7jyCQhID4diFWDwU4RiKGDwU1WEPhTXG0uV6eijKZelyiUQSHUKIZjl6Eondampz/OCyZcu46KKLmrVNmDCBl19+mUAggMnU8u/6lVdeyRlnnMHxxx/P22+/HbPN8aDdxcHagiwO1jp61PFocOvnoYgpB0XQBwEXAAY98lBEYijklIdEImkfbm+Aoef9Nyn3XvfG79v8e1xRUUF2dnaztuzsbAKBADU1NQecA3juuedYt24dL774oi72xouoioNJokePSqNhFa5H6fJYPBThJaMoBjCnRN0PaE8XnlBiK4f0UEgkkk6K2WzG6/U2awu/NpsP/E0vKiri+uuv56mnnoqs2qioqMDlcrFy5UoKCwtxOp3xN7wNRFUcTBI9+nookhuUGU5qpVjSYi4M5qt1oQaCgPRQSCSS9mO3mlj3xu+Tdu+2UlBQwL59+5q17d27l7S0NNLSDnyYqqmpYcCAATz00EORtj179uB2u5kxYwYvvPACo0ePjtp2PWnXiPTcc8+1uGRU0g7CtTxi8FDUu2MvXV4dqTQai4dCv/gJV2i6w5LmwGiRoT0SiaR9KIoS0zRwojj22GP55JNPUFUVQ2jJ/kcffcRxxx0XuaayspJdu3YxcuRIhg4dysqVK5v1cfXVV7Ny5cpfXDaaDNr1WHnFFVc0e52SEpubuysSruURi4eipj4kBlIs0fcRiaHQI0tmRtR9hJFZMiUSSVfgxhtvpKKigksuuYQFCxZw44038uOPP3LHHXdErnnnnXcYM2YMLpcrpnv5fD5WrlzZbNu4cWOsH6FVYnoUbGho0MuOLkNjpszoB/Kaei1ldlpK9H3oEUOh6pkls1xmyZRIJJ2fgoICFi1axH333cctt9xC7969+frrrzn00EMj12RnZzNq1CiMxpaLPxYUFPyq2MjPzycrK4sZM2Y0ax8wYABvvfVWzJ+jJTqMbzkYDFJXV4fVasVub/np3ePxYLPFtswx2ejioWgIeyhiEBTecB4KPWIoMqLuI4wnlINCBmRKJJLOzuDBg3nppZdaPX/WWWdx1llntXr+9ttv/9V7XHvttVx77bVR2RctHaak46xZs8jMzGT27NkHnPvrX/9KRkYGKSkpFBYW8tlnnyXBQp2IxFBEP5DXhqc8nNFPeYQ9FJk6rPLQI6mVK5Ql0yY9FBKJRHJQ0m4PRffu3X/xNWhFSdrDu+++y/fff8/gwYMPOPevf/2LRx99lI8//phx48bx0EMPMW3aNNasWcOAAQPaZ3wHoNFDEf1AHp7ySLqHwhcuXZ4RdR9hZAyFRCKRHNy0S1DMmTNHdwN27drFtddey5dffsmFF154wPlHH32Uyy+/nIkTJwJw22238cwzz/DUU081W0ZzsBBrtdFAUI2s8og2KNOvBmkIaH3osmxUBw+FJ1xpVC4ZlUgkkoOSdgmKW2+9VdebB4NBLrjgAmbPns2wYcMOOF9eXs62bduYNGlSs/bJkyfz008/6WpLooi1lkdtgy9ynOaMzkNR42tMqhJLLQ/hqwJ0Srst63hIJBLJQU1SgzL/8pe/kJqayh/+8IcWz5eWlgKQk5PTrD03N/cXBYXX622Wiay2tlYHa3Uixloe4SWjTpsZsym6EJhwUqtUswVjLKXLdfRQuCvlKg+JRCI5mEmaoFi0aBFPPfUUixYtoqZGG5iCwSBer5fq6moyMjIi16qq2uy9gUDgFwuxzJkzh7vuuisudsdKrB6KxviJ6AMyq3So4wH6JbYKev346zWb7FnSQyGRSCQHI0lb5bFu3TqCwSBHHHEEffv2pW/fvqxbt47//Oc/9O3bl2AwSI8ePQAoKSlp9t7S0tLIuZaYPXs2NTU1ka0jlXltrOURm4ciphwUOlQaFWoQ4dM8P7EmtnJXad4Jg9mIOeXgXhYskUgkXZWkCYorrriC6urqZtuIESO45pprqK6uxmg0kpGRwfDhw5k/f37kfaqq8tVXX0WCNFvCarVG8qK3lh89WcRay0PfLJkxCAp/HSAArZZHLLgjAZlpbS4BLJFIJJKORYfJQ9Eat912G3PnzuWVV15h27ZtXHvttXi9Xq655ppkmxYVIhJDEWVAZSgoMz3KgExozEGRHouHIpQlE3MKiiG2/PnhKqOyKJhEIpEcvHSYTJkAqampB2TJnD59Om63mwceeICSkhJGjBjBV199RX5+fpKsjJEYPRS1OngoqkMBqzF5KMJJrfRIu10hAzIlEonkYKdDeSi+++67FnNdXHrppaxevZqSkhLmzZvHmDFjkmCdPjTGUETpodAhqZU+hcHCSa30WOERWjIqPRQSiaQL8OOPP3L88cfTp08fJk2axMcff/yr73G73dx9992MGTOGIUOGcOutt+J2u1u9/oEHHmDChAl6mv2rdChB0RXoCDEU+kx5hJeMZkTdRxhPZT0gPRQSiaTzs2nTJo477jhGjx7NZ599xhlnnMG0adP49ttvW31PMBjk1FNP5a233uLhhx/m008/JS8vj+eff77V99TV1VFWVhaPj9AqHWrKo7MjVBXCqbejXeWhRwyFV4egzMiUR0bUfYQJ56CwZUpBIZFIOjcPP/wwhxxyCA8++CAAQ4YMYcGCBcyZM4fJkye3+J65c+eyaNEiNm3aRJ8+fQC44YYbEEIkzO62IAVFIgk0Jtsi6jwUOlQa1aF0eTgoU5e025EsmVJQSCSS6BBC4AqVFEg0DpO5zSvUvv32W0466aRmbSeeeCK33347QogW+3nzzTc55phjImIiTEdbFScFRQIJ1/EAPfJQJHfZqBpJaqVfUKZc5SGRSKLFFfDT99XHknLvHRdch9Pctt/koqIi8vLymrXl5eXR0NBAbW0t6ekH/qZu3ryZ008/nRtuuIEPPviAjIwMTj75ZGbPno3T6dTlM+iBjKFIIOFKoxiMKKbollpGpjxiSmylwyqPiIciM+o+QHuqiKTdllkyJRJJJ0cIgcnU/Fk+/DoYDLb4nkAgwFNPPUVKSgqff/45Dz74IK+99hqXXnpp3O1tD9JDkUBirTQKTZaNOnUIytRhlUesHgq/y0vQq7kpbVkpMfUlkUi6Lg6TmR0XXJe0e7eVbt26UV5e3qytrKwMi8XSoncCtPpVaWlp3HPPPQAMGDCAO++8kxkzZuByuXA4HNEbryNSUCSSsIciSs9AMKhS5wqXLo9ODPiCwcg8Y0wxFOFlozHGUISTWpkdVsz26AWORCLp2iiK0uZph2Qybtw4Fi5c2Kzt22+/ZezYsRiNxhbfc8QRR7BkyZJmbSkpKaiqis/n6zCCQk55JBDhdQHReyiali6PVlCEvRMAaVHmwoAmUx4xrvJwyyyZEomkC3Httdfyww8/8MorryCEYN68ebz77rvNqm6/+uqrdO/eHZdLGzNmzpzJqlWrePvttwEoLy/noYce4phjjmlWSDPZSEGRQNS6CgAMqdlRvT8cP+GwmaIvXR4SFGlma9Sly4UQumXK9ETqeEhBIZFIOj8TJ07kueee409/+hMOh4Ozzz6bO++8kwsuuCByjcvloqSkJFJpe+jQobz11lvcdNNNpKam0rt3b7p3786rr776i/fasWMH3bt3b7YdffTRcftscsojgai1WpIRQ1q3qN4fWTKqQw6KzBimOwi4QA0AOlQaDS0ZlR4KiUTSVZgxYwYXX3wxVVVVpKenHzDVceGFF3Laaac1W8Fx2mmncdppp1FdXU1aWhqGX3kgvPXWW5t5PcKYzbHVXvolpKBIIGpNSFCkxygoYsqSGeojpqRWWvwERiuKKbqMn2FkHQ+JRNIVURSFrKysFs/Z7fYD6lqFaesUR0pKCikpiQ10l1MeCaTRQ5ET1fvDdTzS9KjjYdUjfkKPOh5yyahEIpF0BqSgSCC6TXnEVGk0vGQ0lqRW1YA+gsJTFQ7KlEtGJRKJ5GBGCooEotZqa4+jFhQ61PHQI0umnoXBIlMe0kMhkUgkBzVSUCSQiKCIMoaiVgcPRZVXhzoeIQ+FQYfCYOE8FDKGQiKRSA5upKBIIPpNeehQGEwXD0VsUx5CVWUeColEIukkSEGRIIQQOgiK2Ot41IRWeejhoYg1qZW31oUIauusbZkyhkIikUgOZqSgSBDCXRdJvR31Ko8GHep46BCUqdcqD09lPQDWdAdGs1zBLJFIJAczUlAkiLB3QrE6UazR5V3Xx0MRnvLQoTCYXkmtMuV0h0QikRzsSEGRIGKd7oDGGIq0mBJbxR6Uqfr0iaFwy4BMiUQi6TRIP3OCaMySGd10BzRZNqpDDEVsUx5VQOwxFOE6HjIgUyKRdCVqa2t59tln2bRpE7179+ayyy6je/fuv/iezZs38/rrr7N3715ycnI466yzOPTQQ1u9/p133uGnn37igQce0Nv8VpEeigQRmfKI0kMRDKrUxSgovMFAY+nyKAWFCHoRrhIADM4eUfURRmbJlEgkXY3a2lrGjx/PW2+9xeDBg/nuu+8YM2YMu3fvbvU9X3/9NcOGDWPr1q2MGjWK6upqxo0bxyuvvNLqe5YvXx6pTpoopIciQUQqjUYpKOpc/shxtEGZ4ekOBUiLMoZCrd8DCDA5Uawt56FvK3LKQyKRdDUee+wxqqurWbp0KU6nk1mzZjFmzBjuvvtunn322Rbf8/zzzzN+/HheeOGFSFtVVRVPP/00F154YYIs/3WkhyJBRKY8YsxBYbeasJiNv3J1K314G6c7DIoSVR9q/S4ADKm9UaLsI0wkqZWc8pBIJF2Ejz/+mFNPPTVSSdRkMvHb3/6WDz/8sNX39OnTh/LycgKBQKRt37599O3bN97mtgvpoUgQkaDMpFYajX2Fh1qnueWMKQVR9xFGJrWSSCR6IYSAoCc5Nzfa2vyAtWXLFk477bRmbX379qWkpISGhoZmJcvD3H777dTV1TFy5EhGjRrF+vXrGT58OI899pgu5uuFFBQJQsSa1EqHgMywoEiPZYVH2EOR0jvqPsI01vGQgkIikcRI0EPtO0cm5dZpv/keTC2XG98ft9t9gGhITU1t9RzApk2beP/995k0aRJHHnkkmZmZvPPOO6xYsYJjjz029g+gE0kXFJ988gmff/459fX1DBs2jEsuuYTMzMzI+WeeeYYvvvii2Xt69+7Nww8/nGhTY0K3tNsxJLWq8caedjvYZMojFtRAEG9NAwA2GUMhkUi6CGlpaVRXVzdrq6ysRFGUiLDYn1mzZnH44Yfz0ksvRdocDgeXXHIJO3fujKe57SKpguLSSy+ltraW4447DpPJxAsvvMA///lPlixZQrdu2sC7fPlyioqKuPHGGyPvS0+PvWx2omlcNhpb2u20GDwUVT4dSpfX6eOh8FTXgxAoRgPWtAMVuUQikbQLo03zFCTp3m1lxIgRrF27tlnbmjVrKCwsxGpt+fd927ZtHHfccQf08/DDD+P3+zGbze23OQ4kVVDcf//95ObmRl5fcMEFZGRk8Omnn/L73/8+0t6zZ0/OOeecZJioC0INxrzKQ4/CYBUeNwCZUU55iIAb4Q4tGY3RQxGe7rBlpGAwythgiUQSG4qitHnaIZlMnz6dP/zhD2zevJnCwkJKS0t5/fXXufrqqyPXfPvtt/znP//h6aefxmq1Mnr0aD755BNuu+02zGYzQgjef/99hg0b1mHEBCRZUDQVEwA7duwgEAgcELm6Zs0afv/735Oens6kSZM499xzE2hl7Ij6ShBaESxDSnRLLfWo47GxWiufPiA9Ohu0JaOAOTXmpFYNxVpyLHuOzEEhkUi6DhdffDFffvklRxxxBBMnTmTJkiUMGTKEm2++OXLNpk2bePHFF3n88cexWq088sgjnHLKKQwePJjDDjuMtWvXUlFRwTvvvPOL9yotLWXGjBnN2nr16sW9994bj4+W/BiKlStXcu+991JbW8uaNWt44YUXmDx5cuS8yWRi/PjxTJkyhaKiImbOnMlrr73Gu+++22qfXq8Xb2iJJGiJRJKJWqsN5EpKJoopOjVZq0Mdj3VV2rTL0MzovCThgEyjDktGq7bsBSCzf35M/UgkEsnBhMFg4NVXX2XZsmVs3LiRm2++maOOOqrZb+qUKVOYO3cuNpvmTS4sLGT9+vX8+OOPFBUVcfXVVzN+/HgcjtbrQp199tkMGDDggPamMYp6k3RBkZ+fz/nnn095eTl1dXU8+uijnHrqqeTkaCmq77nnnmZfwGmnncbYsWN5//33OfPMM1vsc86cOdx1110Jsb8thAWFHnU8ol022uD3saOuGohBUOgUPwFNBMWA2LJtSiQSycHI2LFjGTt2bIvnCgsLKSwsbNZmMpmYOHFim/sfM2YMY8aMicnG9pL0yeu8vDzOOeccrr76ahYsWEB5eTmPPPJI5Pz+amrMmDH06dOHJUuWtNrn7NmzqampiWy/lNI0EehTGCw2D8XG6goEkGt3kmOLrtppUMclo5VSUEgkEkmnIukeiqbYbDb69u3Lrl27Wr1GCEFdXR1GY+vZIq1Wa6vRsskg1iyZ0CSGIkoPxdrwdEdG9MXJVJ2WjPrq3TTsqwSkoJBIJJLOQtI8FF6vlzfeeKNZ29KlS1m6dGkkhsLv9x9Q/OQf//gHlZWVnH766QmzNVZizZIJTTwUzuiE0vrq2OInQL8pj6qt+wBw5mViTYvOWyKRSCSSjkXSPBRGo5FPP/2U2267jUGDBlFdXc2qVau45ppruPTSSyPXzJs3jz//+c8MGjSI3bt3s2/fPp5//nkOO+ywZJnebvSZ8oht2Wg4IHNIlIJC+F0IjxYLYozRQ1G1uQiAzAEyIFMikUg6C0kTFOFEVvv27WP16tU4nU6GDBlCdnZ25BqDwcDcuXMj12RmZjJs2LAWU5N2ZGIVFKoqqHOFE1u1f8pDCKHDCg8tDkWxZKBYYlvqGQnILOwZUz8SiUQi6TgkPYYiPz+f/PxfflJtyzUdmVizZNa5fAihHUfjoShxN1Dl9WBUFAZmZP/6G1qgMX4i9qJglZtlQKZEIpF0NpK+yqMr0OihiC4gcmtRDaAFZFqjKF0eDsjsn5aFzRidhgzqFD+hBoJUby8GIKtQCgqJRCLpLEhBkQBizUOxcKUWczBhRHQD8LqqUiDGgEydlozW7ipD9QUw2a2k5EeXsVMikUgkHQ8pKOKMCPgQLs3DEK2HIiwoJo6KTlCsr9IEzZDM5C8ZbUxolY9ikH9+EolE0lmQv+hxJuydwGhCcWS0+/31Lh/LN2oehsljogtiDAdkDtNhyagx1iWjMqGVRCKRsGvXLt544w3Wr1//q9f+/PPPfPzxxwmwKjakoIgzkfiJ1Jyonsh/WltMICjo3T2V3t3bv7rCrwbZVKNVOo1+yWg9wqsloorVQ1G5JbxkVAoKiUTS9di0aRNnnnkmkydPZsaMGbz//vu/+p433niD6667LgHWxYYUFHEm1hUe30WmO6LzTmypqcSvqqSYLRQ4o1vuGfZOKNYsFHNKVH2EqdqiJbXKkktGJRJJF6SmpoZLL72UrVu3NkuT0BlI+rLRzk6sOSjCgiLW6Y6hmd2irhAarNsOxO6dcFfU4qmsQzEoZBzSPaa+JBKJ5GDk8MMPT7YJcUMKijgTi6DYV97A1j01GAwKE0ZEl4djXSggM9oaHkIIfJtfA8CYPTqqPsKE4ydSe+VgskVXk0QikUhaQghBwONLyr1NNkvUD2ydCSko4kwsOSjC3omRA3JiTrkd7ZLRQNFXBCvXgsmOddDvouojTCShlZzukEgkOhPw+Hj9+NuScu/zv/wbZnvHKUiZLGQMRZyJJYZi4SpNUEwaHd0ALIRgbSgHRTQBmUIN4lnzBADWgRdhsMWWN6KxhocMyJRIJJLOhvRQxBER8BHYvhJo/5SHqgoWrdKe6KMVFE+uXcI+Vz1WgzGqJaP+XR+j1m5HsaRjHRibd6J4+RZ2ffMzADlDYk/fLZFIJE0x2Syc/+XfknZviRQUcaXu5dsI7F6L4sjAMur4dr133Y4KKmo8OG1mxgzKbfe9v9yzjbuWfQPAnYcdTaqlfe44EfThWfMUANbBl6BYUtttQ5iaXaV8c/sLqIEgfY4ZRfdDB0Tdl0QikbSEoihy2iHJSEERJ9yL/of7i6cBSJ/5DMbMtgdVBoIq//tyEwBHjOiO2dS+manNNRVc9e2HCOD3A0dy2eAx7Xo/gG/rWwjXPhR7NywDzmv3+8N4qutZcPNz+Orc5Azrw5F3TJcZMiUSSZelrq4ukqTK7XazevVqXn/9dfLz85kyZUqr76uvr+f1119v1paRkcFJJ50UV3vbgxQUcSCwex21z80CwDnt/7AeenKb3/vN8j3cN/cnNu2qBuDEI/q2+b2eYICfK0r4w6JPqfP7OCK3F3PGTW1z9LFQ/QSKvsa79U2CpUsAsA65AsVka7MNYXx1bsrW7GD1C19SV1RBSn4WR99/CSarud19SSQSSWehrq6O9957D4Djjz8eVVV57733GD16dKuCYuTIkRx99NGR94UpKCjoUIJCESJcGLvzUltbS3p6OjU1NaSlRZfcqSnz/vdf9s5fdOAJIQCh7YUKBiOK2Qq0NKCLyH+FCgKBqgr8Aa3dYACHzYzdur/ma/I+IRCAKgS+YBBXwB+5ymwwMjAjC5NijLyneR8hO9UABD2IoA/hr4OgV7tEUTCk9cOUNwFFOdCjIIR2f1SBECpBr5+A20fA46O+uIrqbcWEa66bU2yc/NQfSe+b1/qXKpFIJO3A4/Gwfft2+vXrh83W/oceSXN+6fts6xgqPRRRULJ1C8ra2DJGhlFolBtGoOnzuwo0tPiOljDhoPn84XbcbbTCFNoc+7UHgO/a2MeBpPbKIXdkPwb/dpIUExKJRNLJkYIiCroXFlI0fGELZ5TQeK+gGIzQxqkGRVEwKKGgIpMBg6G19ynNjgwKKCgYFAWzwYDDbMFiMNCa6Ii0KqFrFAUUI4rRBkYLGG0YbDmae6TF9+/Xr0HRplMUBZPVjMluwWSzYM1w0m14X+xZ0QdySiQSieTgQgqKKDjunN/BObEto5RIJBKJpDMhw+0lEolEIpHEjBQUEolEIpFIYkYKColEIpEctHSBhYoJQY/vUQoKiUQikRx0GI1GAHy+5FQY7Wy4XC4AzObocwXJoEyJRCKRHHSYTCYcDgdlZWWYzWYMMgNvVAghcLlclJaWkpGRERFq0SAFhUQikUgOOhRFIT8/n+3bt7Nz585km3PQk5GRQffu3WPqQwoKiUQikRyUWCwWCgsL5bRHjJjN5pg8E2GkoJBIJBLJQYvBYJCptzsIctJJIpFIJBJJzEhBIZFIJBKJJGa6xJRHeH1tbW1tki2RSCQSieTgIjx2/lquii4hKOrq6gCtdrxEIpFIJJL2U1dXR3p6eqvnFdEF0oypqsrevXtJTU3VqmPqQG1tLQUFBezevfsX68N3NeT30jryu2kZ+b20jvxuWkZ+Ly0Tr+9FCEFdXR09evT4xXwfXcJDYTAY6NWrV1z6TktLk3/QLSC/l9aR303LyO+ldeR30zLye2mZeHwvv+SZCCODMiUSiUQikcSMFBQSiUQikUhiRgqKKLFarfz1r3/FarUm25QOhfxeWkd+Ny0jv5fWkd9Ny8jvpWWS/b10iaBMiUQikUgk8UV6KCQSiUQikcSMFBQSiUQikUhiRgoKiUQikUgkMdMl8lDoTV1dHRs3biQnJ4e+ffsm25yk4fF4WL58Ofn5+fTr16/Fa2pqati8eTN5eXldJlOp2+1m06ZNZGVl/eJnXr9+PR6Ph+HDh2M2mxNoYfIoLS2lqKiI3r17k52d3eI1FRUVbNu2jYKCArp3755gC5PL1q1b2bdvHyNHjjwgj4CqqqxduxYhBMOGDdOl3HRHpqioiO3btzdrMxgMHHnkkQdcW1pays6dO+nbty/dunVLlIlJp7Kyku3btzNw4EBSU1MPOB8IBFi7di0mk4mhQ4fqltixVYSkXTz77LPC4XCIQYMGCafTKU4++WRRX1+fbLMSSnl5ubjppptEjx49hN1uF9ddd12L1/3zn/8UdrtdDBkyRNjtdvGb3/xGeDyexBqbQCoqKsSVV14pMjIyxKhRo0ROTo4YO3asWL9+fbPrduzYIUaOHClycnJE3759RV5enliwYEFyjE4QK1asEFOmTBE9evQQY8aMEXa7XZx77rnC5XI1u+4vf/mLsFqtYujQocJqtYrLLrtMBIPBJFmdWHbv3i26desmAPHdd981O7d69WrRv39/kZ+fL3r27Cn69Okjli9fniRLE8ODDz4onE6nOOqooyLbscce2+waVVXFrFmzmv3N3HjjjUmyOHG43W5x6aWXCrvdLsaOHSsKCgrEI4880uya77//XvTs2VMUFBSI3NxcMXjwYLFx48a42iUFRTtYvXq1MBgM4tVXXxVCCFFaWir69u0rZs2alWTLEsuKFSvE3//+d1FWVibGjh3boqD48ccfhaIo4oMPPhBCCFFUVCR69OghZs+enWBrE8fq1avF008/LbxerxBC+0d/6qmnihEjRjS7buLEieK4444TPp9PCCHEjTfeKLKzs0VNTU3CbU4U7777rliyZEnk9a5du0R2dra45557Im3vvfeeMJvNYtGiRUIIITZs2CDS09PFY489lnB7E00gEBCTJk0St9xyywGCIhgMisGDB4vzzjtPqKoqhBDioosuEocccojw+/3JMjnuPPjgg2LUqFG/eM1zzz0nUlJSxOrVq4UQQixZskRYrVbxyiuvJMDC5HHRRReJ/v37i507dwohhPD5fOKZZ56JnHe5XKJHjx5i5syZQgjt7+uUU04Rhx56aFztkoKiHfzpT38SAwYMaNZ2//33i/T0dBEIBJJkVXJpTVBceeWVYvTo0c3a7rjjDpGXl5cgyzoGb731lgAiYmHTpk0CEPPmzYtcU15eLkwmk3jppZeSZWZSGDdunLj66qsjr8844wxx0kknNbvm8ssv/9VBpTPw5z//WUybNk1s3rz5AEHx7bffCkCsWbMm0rZx40YBiC+//DIZ5iaEBx98UAwfPlysWrVKrF+/PiLAm3LkkUeKiy66qFnbtGnTxHHHHZcoMxNO+P/9O++80+o177zzjlAURezduzfStnDhQgGIFStWxM02GZTZDlasWMHYsWObtY0bN46amhq2bduWJKs6Jq19VyUlJezbty9JViWeJUuW0K1bt8h8+IoVKwCafTfZ2dkccsghkXOdlWAwyMKFC5k3bx633nore/bsYdasWZHzrf3NrFmzBr/fn2hzE8Y333zD3LlzefbZZ1s8v2LFCqxWK8OGDYu0DRw4kLS0tE7/N7N27VrOP/98jj/+eHJzc/nPf/7T7HxrfzOd+XuZP38+JpOJk046ie3bt7N69WpcLleza1asWEGPHj3Iz8+PtI0bNy5yLl7IoMx2UFlZyZAhQ5q1hQPLKisrk2FSh6WysvKAoLum31XTP/TOyk8//cSjjz7Kgw8+GGmrrKzEaDQeUGgnOzu70/8Nud1ubr31Vurr69m8eTN//OMfKSwsjJxv7W8mGAxSW1vbahDnwUxFRQUXXXQRzz//PDk5OVRXVx9wTUvfC3T+v5nRo0ezefNm+vfvD8C///1vLr/8cgYMGMDkyZPxeDy43e4W/2aqqqoQQsQ/CDEJ7N27l+zsbK644goWLlxISkoKO3bs4N577+X6668HWv6bMZvNpKamxvVvRgqKdmA2m/F4PM3a3G43ABaLJRkmdVi6+ne1du1aTjvtNGbMmNHsKdxsNhMMBvH7/c2+B7fb3em/l5SUFBYuXAjAzp07I4PCI488AnTNv5kbbriBIUOG4HA4WLhwIUVFRQD8/PPPZGdnM2TIkBa/F+j8fzNTp05t9vqaa67h6aef5o03/r+9Ow2JqvvjAP5Np2XSXNrGiNTKCtLKSksTpKamjDZtGwgqo0jbKF9I9sagQCsIghZbXgiWMi2Q45S2SOVMqwwWDWhKpUXpKJplaUo653nRv8szaYvdZub56/cDvjhnzr3ndy/nOr+5y7nnER0dLT0Z1dWYUSgUPTKZAL4eJ7W1tfDz80NlZSX69OmDixcvQqvVIiIiAhERET8cM62trQ4dM7zk0Q0BAQHSAf/Nt7K/v78rQvrP+tG+cuSr5P8rSktLoVarERcXh4yMDLvPAgICAHz9lfFv1dXVvWoMBQQEYPXq1SgoKLCr62rM+Pj4dPlIXE/g7e2NlpYWpKSkICUlRTqblZGRgbNnzwL4ul8aGxvtTmu3tbWhoaGhV40ZAFCpVNIYcXd3x8iRI7scM9+Os57o21QFCQkJUtK0atUq+Pr6Sgl7QEAArFYrbDabtFxdXR2+fPni0DHDhKIbNBoNjEYjPnz4INXp9XpMnTq1R56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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"pytes.thermal\"):\n", " fig, ax = plt.subplots(figsize=(6, 4))\n", " for fraction in [0.2, 0.4, 0.6, 0.8, 1]:\n", " ax.plot(\n", " t_eval / 60,\n", " bed[\"Heat transfer fluid temperature [degC]\"](t=t_eval, z=fraction * Z),\n", " label=f\"{fraction:g} L\",\n", " )\n", " ax.set_xlabel(\"Time [min]\")\n", " ax.set_ylabel(\"Fluid temperature [°C]\")\n", " ax.legend(title=\"Height\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next: [Tutorial 6: experiments](tutorial_6_experiments.ipynb)." ], "id": "14e2da59" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.4" }, "widgets": { 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", 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