{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Offline Plotting Tutorial\n", "\n", "The dataset comes with a tool for offline (i.e. not live as the data are coming in) plotting. This notebook explains how to use it and what it is capable of plotting. **NOTE**: This notebook only covers the plotting of numerical data. For categorical (string-valued) data, please see [Offline plotting with categorical data](Offline%20plotting%20with%20categorical%20data.ipynb).\n", "\n", "The function that is going to be used in this tutorial is the `plot_dataset`. For convenience it is also possible to directly plot the dataset from the `captured_run_id`. Apart from the first argument `plot_by_id` behaves exactly like the `plot_dataset`. All customizations shown below can also be applied to `plot_by_id`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from pathlib import Path\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from qcodes.dataset import (\n", " Measurement,\n", " initialise_or_create_database_at,\n", " load_or_create_experiment,\n", " plot_dataset,\n", ")\n", "from qcodes.parameters import Parameter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us first initialise our database and create an experiment which shall produce the data to be visualise." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "initialise_or_create_database_at(\n", " Path.cwd().parent / \"example_output\" / \"offline_plotting_example.db\"\n", ")\n", "exp = load_or_create_experiment(\"offline_plotting_experiment\", \"nosample\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we make a handful of parameters to be used in the examples of this notebook.\n", "\n", "For those curious, setting `set_cmd=None` and `get_cmd=None` makes the `Parameters` settable and gettable without them being hooked up to any external/auxiliary action (in old QCoDeS versions, this was known as a `ManualParameter`)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Make a handful of parameters to be used in the examples\n", "\n", "x = Parameter(name=\"x\", label=\"Voltage\", unit=\"V\", set_cmd=None, get_cmd=None)\n", "t = Parameter(name=\"t\", label=\"Time\", unit=\"s\", set_cmd=None, get_cmd=None)\n", "y = Parameter(name=\"y\", label=\"Voltage\", unit=\"V\", set_cmd=None, get_cmd=None)\n", "y2 = Parameter(name=\"y2\", label=\"Current\", unit=\"A\", set_cmd=None, get_cmd=None)\n", "z = Parameter(\n", " name=\"z\", label=\"Majorana number\", unit=\"Anyonic charge\", set_cmd=None, get_cmd=None\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A single, simple 1D sweep" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the sake of simplicity, let us perform a single, 1D sweep:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 1. \n" ] } ], "source": [ "meas = Measurement(exp=exp)\n", "meas.register_parameter(x)\n", "meas.register_parameter(y, setpoints=(x,))\n", "\n", "xvals = np.linspace(-3.4, 4.2, 250)\n", "\n", "# Randomly shuffle the values in order to test the plot\n", "# that is to be created for this data is a correct line\n", "# that does not depend on the order of the data.\n", "np.random.shuffle(xvals)\n", "\n", "with meas.run() as datasaver:\n", " for xnum in xvals:\n", " noise = np.random.randn() * 0.1 # multiplicative noise yeah yeah\n", " datasaver.add_result(\n", " (x, xnum), (y, 2 * (xnum + noise) ** 3 - 5 * (xnum + noise) ** 2)\n", " )\n", "\n", "dataid = datasaver.run_id\n", "dataset = datasaver.dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us plot that run. The function `plot_dataset` takes the `dataset` created by the run to plot as a positional argument. Furthermore, the user may specify the `matplotlib` axis object (or list of axis objects) to plot on." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If no axes are specified, the function creates new axis object(s). The function returns a tuple of a list of the axes and a list of the colorbar axes (just `None`s if there are no colorbars)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes, cbaxes = plot_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the returned axis, we can change, among other things, the plot linewidth and color. We refer to the `matplotlib` documentation for details on `matplotlib` plot customization." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "my_ax = axes[0]\n", "line = my_ax.lines[0]\n", "line.set_color(\"#223344\")\n", "line.set_linewidth(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rescaling units and ticks\n", "\n", "The `plot_dataset` function can conveniently rescale the units and ticks of the plot. For example, if one of the axes is voltage in units of `V`, but the values are in the range of millivolts, then `plot_dataset` will rescale the ticks of the axis to show `5` instead of `0.005`, and the unit in the axis label will be adjusted from `V` to `mV`.\n", "\n", "This feature works with the relevant SI units, and some others. In case the units of the parameter are not from that list, or are simply not specified, ticks and labels are left intact.\n", "\n", "The feature can be explicitly turned off by passing `rescale_axes=False` to the function.\n", "\n", "The following plot demontrates the feature." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 2. \n" ] } ], "source": [ "meas = Measurement(exp=exp)\n", "meas.register_parameter(t)\n", "meas.register_parameter(y, setpoints=(t,))\n", "\n", "with meas.run() as datasaver:\n", " for tnum in np.linspace(-3.4, 4.2, 50):\n", " noise = np.random.randn() * 0.1\n", " datasaver.add_result(\n", " (t, tnum * 1e-6),\n", " (y, (2 * (tnum + noise) ** 3 - 5 * (tnum + noise) ** 2) * 1e3),\n", " )\n", "\n", "dataset = datasaver.dataset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([],\n", " [None])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two interleaved 1D sweeps\n", "\n", "Now we make a run where two parameters are measured as a function of the same parameter." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 3. \n" ] } ], "source": [ "meas = Measurement(exp=exp)\n", "meas.register_parameter(x)\n", "meas.register_parameter(y, setpoints=[x])\n", "meas.register_parameter(y2, setpoints=[x])\n", "\n", "xvals = np.linspace(-5, 5, 250)\n", "\n", "with meas.run() as datasaver:\n", " for xnum in xvals:\n", " datasaver.add_result((x, xnum), (y, xnum**2))\n", " datasaver.add_result((x, xnum), (y2, -(xnum**2)))\n", "\n", "dataset = datasaver.dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In such a situation, the `plot_dataset` by default creates a new axis for **each** dependent parameter. Sometimes this is not desirable; we'd rather have both plots on the same axis. If this is the case, then, we might pass the same axis twice to the `plot_dataset`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes, cbaxes = plot_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do that now" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjoAAAHHCAYAAAC2rPKaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAcshJREFUeJzt3Qd4U2UXB/B/dwsdrLZQaNl77ylDEJAlS/YUxQE4UUQFHHyi4kBliTJENshW2XvvTdm7lLK6d5vvOe8lpS0F2tL2Zvx/zxNI0jQ5vbm59+Qd57UxGAwGEBEREVkgW70DICIiIsouTHSIiIjIYjHRISIiIovFRIeIiIgsFhMdIiIislhMdIiIiMhiMdEhIiIii8VEh4iIiCwWEx0iIiKyWEx0yKJs2bIFNjY26n9rNX78eJQoUQJ2dnaoVq2aui8+Ph4fffQRfH19YWtri44dO6r7ZVt9/vnnSb87a9Ysdd/ly5dhDiROiVfizgnmtn1MVbFixTBgwABYorfeegsvvPCC3mFY1Pt+9+5d5M6dG//++2+mXtfqEh3jgcp4sbe3R+HChdXGv3HjBkxBcHCwOhmtXbtW3V62bBmcnJwQExOT4nEnT57Eyy+/rE5quXLlQoECBdC4cWOsWrXqmU8cj7t88803z/z3ETBv3jxMmDAhy5933bp1KqFp2LAhZs6cia+//lrdP2PGDJUAde3aFX/++Sfee+89WLtdu3apJE8+b6nJdlu+fLkucZFpOHXqlNo/MpLUXrp0CX/88Qc++eSTbI3N2uTPnx+vvvoqRo0alanft4eV+vLLL1G8eHFER0djz549KgHasWMHTpw4AWdnZ11j27dvn/q/bt266v/du3ejevXqKtlJ7sqVKwgLC0P//v3h4+ODyMhI/P333+jQoQN+++03DB48ONMx9OzZE23atHnkfonDlEmiFxUVBUdHR5h6oiP72rvvvpulz7tp0yaVJE+fPj3FNpD7JaH/6aefnvj7ffv2RY8ePR7Z1yw10fniiy/Ul5w8efI8kuhIUmhs+bLG7ZOdzpw5o/ZTU090ZP9o2rSpaolIj59//lmdV5o1a5bt8VmbN954A7/88os6lj3//PMZ+l2rTXRefPFF1KpVS12XTFFaQ7799lusXLkS3bp10z3RKVu2bNLBVxIdY9KTnCQiqZORoUOHombNmvjxxx+fKdGpUaMG+vTpA3MhCauc2OXgqXeiqqegoCC4uLg8kujJ/alP5mmR7i65UNq4fTJP1o+Wz6nsn5aYKMbFxWHu3LnqhExZr3z58qhUqZJqlMhoomPaKXUOeu6559T/Fy5cSLpPMnm5pCbfAJNn+Mbunu+//x7Tpk1DyZIl1Qe5du3a2L9/f7pePyQkBHfu3FEXSWyqVq2qrt+6dQsHDx5EuXLl1G153JPIQVjGYaTVHJ8dLQejR49+pKVCtsWUKVOS7pPbkoDJQUASOElEJBnbtm3bI88r3YevvPIKvL291TasWLGi6nZJaxzOggUL8Nlnn6mWCum6Cw0NTXOMjryH8gE5duwYmjRpoh5bqlQpLFmyRP1869atKpGUA7DEt2HDhmeKa9GiRfjf//6HIkWKqL+1efPmOH/+fIp4/vnnH9UiZ+wSfNo3Rhlj89VXXyXtW/J4aR5P3p0pzyPdVREREUnPa+yq3bx5s+rqNN7/uDFMaY1Bkddq166davGsU6eO+puku3T27NmP/L7sd9JKJfugxCnbWb5AJCYmIiOM75ns+w0aNFDvjXxTnjp1arr3T/lMS7++JHgvvfQSTp8+nfRz6ZL48MMP1XV5XuN2MX6WZRtKF5/xfuO4gmfdPsZ9UP4e2T/Gjh2r3rPMjPt52j4pLZty3JCLXDe6d+8eChUqpLZrQkKCuk/+PldXV1y8eBGtWrVS201aiaXlWxKU5OS9lG5XeT35W+X1X3/9ddy/fz/F44zbRbrg5Uul/M3S0pzWWA3jdpVt+Pbbb8PT01O9b/K8sbGxar/q168f8ubNqy7SPfuscT3p/ZJ4ZFiAkNaZp31uhDyfHKNbtGiRqeOC0eLFi9XxUbaXfAGXL5yph1UEBgZi4MCB6rnkvZf3U/bx5PvQihUr0LZtW/U+ymPk2CHHEON7nlXHR/ksyd/n7++vGgnc3d1VV9M777yjEtunycgxQ8Y+ydCM1O/9UxmszMyZM2ULGfbv35/i/okTJ6r7p0yZknRfkyZN1CW1/v37G4oWLZp0+9KlS+p3q1evbihVqpTh22+/NXz33XeGAgUKGIoUKWKIjY19alzyOvIcT7ukFU94eLjh9u3bhvPnzxt+/PFHg52dnaFXr16Z2DoP/5YvvvhCPWfqS1xcXNJjhwwZYrC3tzccPHhQ3Q4ICDDky5fP0KJFC0NiYmLS4+T5KlWqpLbHl19+qbaPbD8XFxfD8ePHkx4XGBiotpevr696nLwXHTp0UL//008/JT1u8+bN6r4KFSoYqlWrpv7mcePGGSIiIpJ+Jv8n37Y+Pj7qeT/88EPDr7/+qn5XttOCBQsMBQsWNHz++eeGCRMmGAoXLmzw8PAwhIaGZjou2Q9q1qypfibPmytXLkOdOnWSHrdu3ToVt2yPv/76S12WLVv2xPdF9jl57q5duxomTZpk6Nevn7rdsWPHpMfI8zz33HMGJyenpOc9ceKE+r9cuXLqbzDeL3+T8b0ZM2bMI58P2Q+M5L0qW7aswdvb2/DJJ5+oz0qNGjUMNjY26vmNZPtXqVLFkD9/fvW4qVOnqjjlce+8844hI4zvmZeXl2Ho0KGGX375xdCoUSMV2/Tp0x/ZXyVuo/Xr16v9skyZMupzKPuybOu8efMm/V1Hjx419OzZM+k9NG4X+SzJ/7INZVsa79+1a9czb5/r16+rz4dsH4np+++/V+9L1apVH3nOp0nvPrlnzx61n7/33ntJ9/Xo0UN99s6cOZNi/3J2djaULl3a0LdvX/U3tGvXTj3fqFGjUrz2q6++qrbva6+9pt7jESNGGHLnzm2oXbt2imOdbBc5Hsp2//jjj9VjjZ9L+Zm8ppFxu8rnonXr1moflzjkvo8++ki993JMmzx5clJcf/75Z6bjetr7deHCBcPbb7+tXkcek/pzk5axY8eq5wgJCUlxf3qPC8m3g8Qsj5PtJu9VsWLFDPfv3096XIMGDdRx6rPPPjP88ccfhq+//trQrFkzw9atW5MeI8eGbt26GcaPH6/2j5dfflk99/Dhw1O85rMeH+X4Ic9buXJlQ/v27dX27NOnj7pP3sPkUr/vGT1mzJkzRz1v8vNGelhtorNhwwZ14r527ZphyZIlBk9PT3Vwk9uZTXTkzbp3717S/StWrFD3r1q16qlxHThwQB2g5QMuvyNvqNweMGCA2gHlulzkcam9/vrrSYmQra2tOhkmjyMjjH/L4y67d+9OsZPKgaxixYqG6OhoQ9u2bQ3u7u6GK1eupHhO4+8mj10eIwfWTp06Jd03aNAgQ6FChQx37txJ8ftyYJYPV2RkZIoDR4kSJZLuM3pcoiP3zZs3L+k+f3//pO0lJwOjtWvXPnLizGhc5cuXN8TExCQ97ueff37kwynbKvk+9CRHjhxRvy8H8uTkgCX3b9q0KcW+KQf31GQbyPuUWnoTHblv27ZtSfcFBQWpz8sHH3yQdN9XX32lXvvs2bMpXkMO1nLQvHr1arr+XmO88po//PBD0n2yTeVEKMmP8cSVVqJjfMzdu3eT7pPERt5rOYgayQngcQmG/B3JD8hZsX2GDRumDuCHDx9Ouk9ilOQno4lOevdJMXLkSPW3S3yLFy9WryUnrbQSaYnRSL6syH7q6OiojpVi+/bt6nFz585N8ftr1qx55H7jdpGfpfa4RKdVq1YpviTVr19fbbM33ngj6b74+HiV5CU/Nmcmrqe9X8ZtlfxY8iRycpdzQGrpPS7IPi37rXwpjIqKSnrc6tWr1eNGjx6tbkvCI7dl/32S1MdG47lCEiw5XmfV8dGY6Eiindxbb72l7pfP3uPe94weM+QLhzznwoULDRlhtV1X0rwozaPSXCaDDqWpVsbnSFNgZnXv3l01q6buDpPm4KeRpkqJSboopKmxd+/e6vbt27dVE6dcl4s8LjVp9lu/fr1qapexR9I0Kc29z0LG98hzpr5UqFAh6THSxClNvNIlIIOApTtGBrv6+fk98nz169dPEbs8RppapVlb4pVzrgykbt++vbpu7MaTizSlS5fdoUOHUjynDMKW5tT0kGZ5GURqZBwDJf2+ycc/Ga8b37PMxCVNysnHyGRkP0iLcUrl+++/n+L+Dz74QP0v2z27yftu/DuEfHZkGyb/m6TJXR4jn4Hk20n2W3mP0+qqfBKZESldD0ayTeW2jDeSLq203Lx5E0eOHFHdIvny5Uu6v0qVKqrZO7PTU7Ni+6xZs0Z9DoxT/oXEKJ/1jMjoPildC9KdI58Xmfos3RPSPZQW6WJO3eUsxxJjd4W8xx4eHmpbJn9d+WzLZ0y6SJOTbkGJKb0GDRqkXjf551H+Rrk/efe8dIWl3vcyEld63q/MTIFOfvxP7WnHhQMHDqh9W96j5OMMpftJuh+Nn3PjGDzpEkvdLZdc8mNjWFiY2h7ymjJpRbqZsuL4mNyQIUNS3B42bJj6/0mfuYweM4zbVx6TEVY7GHnSpEkoU6aMOihIv7Zs0GcdIJf6BG98U560M4rw8PCkvkxJJurVq6feSOmj3L59u+rHl9vyAU/rg2TshxfSj92yZUt1ENy7d2+Kg0ZGlC5d+pG+5rTINOY333xTbU85oMmYgcc9X2qy/eVDJ8mcjPeRvloZ4ySXtMhBIPVBNL0kgU29LeTAKIlu6vuSv2cSW0bjyux+8Dgylke2j/RdJ1ewYEF1MJKfZ7e0klf5u5L/TefOnVP9/HLSSM92ehpJ+OULSOp9RshYBPmcpGbcFnKgTk0O2pJYy/ib1M+bE9tHYpNEJ7XU7+vTZHSflJOiHONkzKCcQI1jglKTfUzGqjxuexvfYzlmenl5PfV1M/oZTWs7Gj+PaX1OU+97GYkrPe9XZjxp7MjTjgtP2nfl+C5jgIScp2QMi3zRkXFI8jmQMUdy7JdjgpGMyZMxjJs2bVLjF5NLPdYzs8fHJx3jZUyQ7FNPGnuW0WOGcftm9LxmtYmODEIzzrqSKaSNGjVCr1691LRHyW6NGzOtHTf1YC6jx83GeNrAKfnWJK0xyS1dujTpunz7kkvRokXTNWBRWqjkm+/Zs2fT/NBkJRkMaxygJwO5JXGRlp6MMg48k4F38s0zLfKtPLn0tuY86b152nuWmbgyux88TWaT1qyQnr9JtpV8o5aBomkxnjQtUXa952nJzD5prMklX6jk5JLRBCT5a0syIRML0pL6hJWRz2hGP6ep972MxJUd75cMwH1SopSVrymt+PJlVmo9yXsr9WXGjRunkhopASKJsLTcycDgL7/8UiUdkuRKS9+IESMeGeib2ePjsx6vMnrMMG5fGaSdEVab6KR+M2UnkdH1EydOxMcff5yUcafVRJfV36DlTZaDlhSbki4jGf0vo+hllL40+xmrvqb3oGGcYfG0GVpZYcyYMarrSmacyQdItp3UOkhNDq6pSSImSZHxIOTm5qaSyPS0JOUUiS074spI0iIJrhwQZBtKq4SRzMiTA5r83BTIwVRaJ7NqOwUEBDzS+iL7jHjcLDXjtpAvLKlJc70cII3P96T3IDuSSoktrVk2ad2XlfukfGOWk510nUi3npTTOH78eNK3cyPZx+R4l/zkknp7y3ss3VjSkpvRJCY7ZUdcGd0HpNVFEi057qbetumRfN9NPX1a7kv9OZe/WVp15CLHBukS/eGHHzBnzhz15VO60uQLc+PGjZN+R84x2SV1Ai37texTT5pRmtFjhjH+5MfB9LDaMTqpyRQ7aeWR6YnGbiR5E+TgKE3FRkePHsXOnTuz9LWlv1jeaBmTIMmVJD1yW5obpaXJOD5HPsRP6wqQWg6SKMmHPfl4muwgXWOS4Mi3C/mwyXRdSRRlOmJqMmU++biBa9euqemP0s1mrE3SpUsXNfZACumllvw9yEnZFZecbNObiBprJaWupCy1kox9+KZAppbK+2xsPUhOEjIZf5YR8njjdGQhY0Xktpzo0xqrJuQLghzwpYU0eYkFee+kanTyulPGhCetUgzys6wu0SBdu7J9JNlIPtX7ca0QWbFPyvFAxitJN6AUs5MvTZIgP64ytnx+k39rl9sODg5qnKDxPZYES6Ypp/V+ZXdZi8fJjrietH+kRbolZZs9bvzY00gPg7RKSQmF5GUj/vvvP/Vl0vg5l1bz1NO25Vwlya/x94wtMclbXmJjYzF58mRkFxm+kNyvv/6q/pdxo1l1zJBtK0mkjDnLCLboJCMnaqmdIAcDKfok403kZCIHKBkMJ4mF7ISykVP3eWYFSaCkv9X4TUIqtw4fPvyxj5fuKYlDMnapJSO1FeSgKcmZZPbGLjghf5N8o5P++fSsNSJJiXwzSE0+UPKBlg+aNJtLv6zUhhBSRVRqHMjryDfG5N/EpU6DbEfpgpM+ZuMHTn7HSJaXkEGDMuDttddeU4manAgkFvm2Jtf1kB1xyYl64cKFaoCxjJ2Q90qaotMiNZVkW8t4DGOTtBSVlJO5dLuaShVW+fzIgH4ZLyD7mPyN0iIj+4LU5JBu14w0OcvJWcYiyO9JK4NsL0kSZDvIyfdxZKkLObjKfiqfW2nhlIOuHCCTr+tlTJY+/fRTNRBTnlPeA9lv5Wfy3srnX+KQb6ppFe3MaMutfKakqV4GasrryHIBMnZD9qGMtCCkd5+U8X2yzTZu3KhOhNKlJbWvZOyGdHEnT/yka0MGTMu+Js8rJ1gZACv1moytrrLvyXFHWsDleeWLimw3+TYvA0slmZLnzWnZEZckzJIwyD4oX0rkuCUtLY8bByRfSqX7SrZ/RgvaCYlXXkuOn/L3SHV6SUoldmkVMSan0somiackCfK+yxdkWSZIHmscUCw1kuRLs7yXb7/9ttq3/vrrr2zpSk3e2iJV+Vu3bq2SF9nXZTiIHL+y6pghY1jlM5rhFleDlXlcHR2RkJBgKFmypLrIFEYh07xlGrNMsZRpqzK97nHTy9Oa7pd6+u6TSE0NmW5nrLnxuDiN5s+fr2rWSD0IqR8h9SrktkxrT01qIzxuqmdGppcbpwZKXQ6Z/rd3794Uvy9TyCWWN998M8U2kJo7si2lTodM45SaEmlN27x165Z6rEypd3BwUDUcmjdvbpg2bdoj0zVl+mdqj5tentbUankPZfpsasZ4syqutKZAS70WqQuSJ08e9bOnTTWX+kVSe6V48eLq9SUOmTacfJpodk4vT2s7pVV+ISwsTMUlZQfkMyP1a6Tmh9SMSU89qdTxyv4kU4ylFIHEITU6nrZthZSPaNiwoapBIiUPpL7HqVOnHnkd+bxJbRCZRpv875bptY0bN1a/n3y/f9btI1PLjbWOZIq01H+SGkHynE+q0ZKWp+2TUt9KPovJp4wLObZJnRapnWKszWLcb6R+TMuWLdUUZDmuyL4hx8XU5DWkJoxsHzc3N1VDRerdSC2tp22XJ00vT328M05dNk5vf9p+/ixxpfV+/f777+r4L8e69Ew1l9o7su8nl5HjgpCp03J8lH1ESg/07t1bnQ+MpKSAvO9yvpBtIOUE6tata1i0aFGK59m5c6ehXr16alvIey3bwTg9PCuPj8b3SD5fUtpEtruci6T+VfJp8sbnTF22Ib3HjNOnTyeVhskomweBk4WT7F+yY+M6WjlJsm+Zepi8WZzoaV3JMtMwra4ZSyNdv9IlJ2MV9FpeQr5NyzdoiYEyT8Y4yVgdaQ0zdvdZus8//1y1zEuXaUYHCWf0cyKzo6X7KqMtOhyjYwUkl5XBadKMTUT6Sb4Ug5ABo9KlIN0eXEPL/Mn0fOkula5FyjryOZFuXjmHZWaiAMfoWAHZMTJaw4QoO8jYkScVs5ST/eNqalgCGTckrVUya0TGVMgq8zLOTqYHC2lReVqrimwfJkWmK/k6f5Q1ZOzTs7Q2MtEhohzTuXPnNGflGaW3VpS5ksG/0kUkA6rlC0iNGjVUsmOcAiyzGJMP0H/coM+nLQJLRA9xjA4R5RjpX39a2frUZRSsiYzxeNoyBNLNlXyJACJ6MiY6REREZLE4GJmIiIgsllWO0ZGy1FJeXgpo6bl+EBEREaWfdELJauxSyFMWDU0Pq0x0JMlJvSorERERmQdZRkhWXU8Pq0x0pCXHuKFkdVciIiIyfVKOQRoqjOfx9LDKRMfYXSVJDhMdIiIi85KRYSccjExEREQWi4kOERERWSwmOkRERGSxmOgQERGRxWKiQ0RERBaLiQ4RERFZLCY6REREZLGY6BAREZHFYqJDREREFouJDhEREVksJjpERERksZjoEBERkcViopOFEhIN2HwmSO8wiIiIdHMjOAqnb4bCVDDRySJxCYnoOW0PBs7cj42nb+kdDhERUY5LTDTgw8VH0WHiDiw/fAOmgIlOFnGws0VVXw91/eOlx3E/IlbvkIiIiHLUnL1XsOvCXdjZ2qCqbx6YAiY6WeiDlmVRyssVt8Ni8NmKE3qHQ0RElGMu34nAuH/91fWRL5ZH8QK5YQqY6GQhZwc7/Nitqspk/zl2E6uOBugdEhERUY6MUR2++Cii4hJQv0R+9K1XFKaCiU4Wq1IkD4Y2K6Wuj1pxAkGh0XqHRERElK1m7LiEA1fuw9XJHt91rQJbWxuYCiY62WDo86VQqbA7giPj1Hgdg8Ggd0hERETZ4nxQGMavO6Ouf9a2PHzz5YIpYaKTTQOTf+xWDY72ttjkH4RFB67pHRIREVG2zDh+b+FRxMYnokkZT3Sv7QtTw0Qnm5TxdsPwlmXU9S9XncK1e5F6h0RERJSlft14DsdvhCBPLgfVZWVjYzpdVkZMdLLRoEYlULtYXkTEJuDDJUdVfQEiIiJLcOjqfUzcfF5d/1/HyvB2d4YpYqKTjWT21fcvV4WLgx32XLyHWbsu6x0SERHRM4uMjcf7C49Avr93rOaDtlUKwVQx0clmRfPnxidty6vr367xx/mgcL1DIiIieib/++c0Lt+NRCEPZ3zxUiWYMiY6OaBPXT88V7oAYuIT8f6iI2rwFhERkTnafCYIc/deVdel18LDxQGmjIlODpDBWeO7ajvDsesh+HnDOb1DIiIiyrB7EbH4aMkxdX1gw2JoWKoATB0TnRxS0MMZX3eqrK5P3nIe+y/f0zskIiKidJOacJ8tP66WOZLljka0LgdzwEQnB8lgrS41iqjBW+8tPILQ6Di9QyIiIkqX5Udu4N/jgbC3tcGE7tXUskfmgIlODvu8QwX45nPB9ftR+HzlSb3DISIieqobwVEYvVw7Z73bojQqFfaAuWCik8PcnB3wU7dqkGVAlh66gdXHuPAnERGZ9oKdHyw6grCYeFT3y4M3mpSEOWGio4NaxfJhyIOFPz9Zehw3Q6L0DomIiChNU7deULXgcjnaqS/q9nbmlTqYV7QW5O3mpVG1iAdCo+PxwSJWTSYiItNz5Fowflp/Vl3/okNFFCuQG+aGiY6OC3/+1L2aqpq868JdTN9xSe+QiIiIkoTHxOOdBYcRn2hAuyqF0LVmEZgjJjo6KuHpitHtK6jr49eewamAUL1DIiIiUsasOIkrdyNROI8L/tepskku2JkeTHR01qO2L16o4I3YhESVOUfFJugdEhERWbmVRwPw96HrauKM9D6YevXjJ2GiozPJkL/pXBmebk44FxSOL1ef0jskIiKyYtfuReLTZcfV9aHNSqFO8XwwZ0x0TEB+VydVfElaBefvu4p/jt3UOyQiIrJC8QmJqqBtWHQ8avjlURNnzB0THRMh64W8+aA2wcdLj+H6/Ui9QyIiIiszcfN5HLhyH65O9vi5R3Wzm0qeFvP/CyzIey+UUcWYJJN+Z8ERlVkTERHlhAOX7+GXjdqi02M7VoJvvlywBEx0TGzK+S89qsPNyR4Hr9zHBK5yTkREOSAkMk59wZaSbh2r+aBj9cKwFEx0TIxk0OO6aKucT9pyHrvO39E7JCIisvBVyUf8fUytZ+WXLxe+7FgJloSJjglqV8VHTTs3GIB3Fx7B3fAYvUMiIiIL9deeK1hzMhAOdjaY2Ks63J3Ndyp5WpjomKgx7SuilJcrgsJi8OGSYyrjJiIiykonboRg7OrT6vrIF8ujSpE8sDQml+iMGzcOtWvXhpubG7y8vNCxY0ecOXMmxWOio6MxZMgQ5M+fH66urujSpQtu3boFS+LiaIdfe1aHo70tNvkHYebOy3qHREREFrbEw9B5h1TB2hblvTGwYTFYIpNLdLZu3aqSmD179mD9+vWIi4tDy5YtERERkfSY9957D6tWrcLixYvV4wMCAtC5c2dYmvKF3PFZ2/Lq+jf/+ePY9WC9QyIiIgtgMBjwydLjuHw3Ej4ezvj+5Spmu8TD09gYTLxP5Pbt26plRxKaxo0bIyQkBJ6enpg3bx66du2qHuPv74/y5ctj9+7dqFev3lOfMzQ0FB4eHuq53N3dYcrk7XljzkGsPXkLvvlcsHrYc2ZdipuIiPS3cP9VjPj7OOxsbbDo9XqoWdQ8qh9n5vxtci06qckfI/Ll096EgwcPqlaeFi1aJD2mXLly8PPzU4mOpZEM+7uuVVWSc+1eFD5cfJTjdYiIKNPOBIZhzMqT6vrwlmXNJsnJLJNOdBITE/Huu++iYcOGqFRJm+4WGBgIR0dH5MmTcsCUt7e3+llaYmJiVBaY/GJOpAVnUq8acLSzxbpTtzB9xyW9QyIiIjMUGauNy4mOS0TjMp54vXEJWDqTTnRkrM6JEyewYMGCZx7gLE1dxouvry/MjYyE/6zdw/E6h67e1zskIiIyM5+vPKkWkPZyc8KP3arCVpYnt3Amm+gMHToUq1evxubNm1GkSJGk+wsWLIjY2FgEB6ccmCuzruRnaRk5cqTqAjNerl27BnPUt15RtK1SCPGJBgydewj3I2L1DomIiMzE4gPXsOjAdUhuI+tYFXB1gjUwuURHxp9IkrNs2TJs2rQJxYsXT/HzmjVrwsHBARs3bky6T6afX716FfXr10/zOZ2cnNSgpeQXcx2v803nyiheIDcCQqLx/qIjSJR63URERE9wKiAUny0/oa6/26IM6pfMD2tha4rdVXPmzFGzqqSWjoy7kUtUVJT6uXQ9DRo0CO+//75q7ZHByQMHDlRJTnpmXJk7N+cH43XsbbH5zG38tu2i3iEREZEJC42Ow1tzDyImPhFNy3piaLNSsCYml+hMmTJFdS81bdoUhQoVSrosXLgw6TE//fQT2rVrpwoFypRz6bJaunQprEUFH3d80aGiuv79ujPYd+me3iEREZEJMhgMGL7oqKqXUziPC37qVs0qxuWYVR2d7GBOdXQeR9629xcdxbLDN+Dt7oR/3n7OavpbiYgofaZtu4Cv//VXs3YXv1EfVX3Ne4kHi6yjQ48frzO2YyW1Htat0BgMm3cY8QmJeodFREQmYu/Fu/h2jbaE0qj2Fcw+ycksJjpmLLeTPab2qYHcjnbYffEuxq9NuSYYERFZp6DQaAydfxgJiQZ0rOaDPnX9YK2Y6Ji5Ul5uqnKykIHJ/x6/qXdIRESkI2ndlyTndlgMyni74uvOlS12Hav0YKJjAaS2zuAH1S1liYjzQWF6h0RERDoZ/2CSiquTPab0qYlcjvawZkx0LMRHrcqifon8iIhNwOC/DiIsOk7vkIiIKIetORGI37ZqZUe+61oFJT1dYe2Y6FgIeztb/NqrOgq6O+Pi7Qh8uPgYF/8kIrIi526F4YNFR9T1VxoWR5vKhfQOySQw0bEgMr18cp8acLCzwZqTgSwmSERkRUUBpTVfWvXrlciHkW3K6R2SyWCiY2Fq+OXFmPZaMcHv1vhj5/k7eodERETZSJYCem/BEVy6EwEfD2dM7CVfeHl6N+KWsEC96/qha80ikGWwhs0/jBvB2vIZRERkeSZsOIuN/kFwsrfFb31rsXhsKkx0LLiYYEUfd9yLiMUbfx1EdFyC3mEREVEWW3syEL9sOq+uj+tcGZWLeOgdkslhomOhnB3sMLVPTeTN5YDjN0Lw0RIOTiYisiRSSuT9hdrg44ENi6FzjSJ6h2SSmOhYMN98uTC5d03Y29pg5dEADk4mIrKkwceztcHHdYvnwydtyusdksliomPh6pfMjzHtK6jr367xx2b/IL1DIiKiLBh8fPHB4ONJvTn4+Em4ZaxAn3pF0bOOH6Tn6u35h3E+KFzvkIiIKJN+4uDjDGGiYyWDk7/oUBG1i+VFWEw8Bs8+gJAoVk4mIjI3MgzhVw4+zhAmOlbC0d5WrXkizZzS3Pn2g1VtiYjIPBy5FqzWMxSvNy7BwcfpxETHikjz5rR+teDsYIutZ2+rgoJERGT6AkOiVWt8THwimpfzwketWfk4vZjoWJlKhT0wvmtVdV1mYS07fF3vkIiI6AmiYhPw2uwDCAqLQRlvV0zoUQ12tjZ6h2U2mOhYofZVffBW05Lq+oi/j+PglXt6h0RERGmQ+mfDlxxV9dDy5XbE9P614ebsoHdYZoWJjpUa3rIsWlbwRmx8oqrFcO1epN4hERFRKj9vPId/jt1UizVP6V1D1UejjGGiY6VsbW1U86csE3E3IhavzNqvClAREZFpkARnwoZz6ros61O3RH69QzJLTHSsWC5He9UM6u3uhHNB4Rgy9xDiExL1DouIyOodvx6CDxZryzsMalQc3Wv76R2S2WKiY+UKejirZMfFwQ7bz93B56tOck0sIiId3QyJwquz9yM6LhFNynhyeYdnxESH1Eysn3tUg40NMGfPVczceVnvkIiIrFJYdBwGztyPW6ExKO3lil97VecMq2fERIeUlhULYuSLWl2Gsf+cwib/W3qHRERkVeISEjFk3mH4B4bB080JMwfWhjtnWD0zJjqU5LXnSqBHbV9IweRh8w7j9M1QvUMiIrIKMmRg9IoT2Hb2thpKML1/LRTJyxlWWYGJDqVYE+urjpXQoGR+RMQmqJlYUo2TiIiy19StFzF/3zU1hOCXntVRpUgevUOyGEx0KAUHO1tM6V0TJT1z42ZINAbM3Kf6jImIKHusOhqAbx8syTOmXQW8UMFb75AsChMdeoRHLgfMGlhH9RFLX/Gbcw6pwoJERJS1Dly+hw8eLNQ5sGExDGhYXO+QLA4THUqTVN+cOaA2cjnaYcf5O/j472Ocdk5ElIUu3YlQa1jJF0lpxfmsbQW9Q7JITHToidPOJ/euoaY2Lj18A9+vO6N3SEREFuFueAwGztyH+5FxqFpEK/HBaeTZg4kOPVHTsl4Y17myuj5p8wXM2XNF75CIiMxaREy8muxx+W4kCudxwe/9a6lK9ZQ9mOjQU3Wr5Yv3WpRR12X644ZTrLFDRJQZ0k315txDOHo9BHlzOWD2oDrwcnPWOyyLxkSH0uXt5qXQvZZWY2fo/EM4ci1Y75CIiMxKYqIBI/4+llQrZ8aA2ijp6ap3WBaPiQ6lu8bO2E6V0LSsp1p/RZpdZSAdERGlzzdr/LHs8A01Fmdynxqo7pdX75CsAhMdylCNnUm9aqByYQ/ci4hFnz/2sqAgEVE6/LH9IqZtu6iuf9elCpqV9dI7JKvBRIcyJLeTvVp/pXiB3LgRHIW+0/ciODJW77CIiEzW8sM3MPaf0+r6xy+WQ5eaRfQOyaow0aEMK+DqhL8G1UFBd2ecCwrHgJn71SwCIiJKScbjDH9QEPCVhsXxeuMSeodkdZjoUKbIYnOS7OTJ5aAGJr8x5yBi4hP0DouIyGQYj43xiQZ0qOqDz9qWV+MdKWcx0aFMK+3tllQ9efu5O3h/4VEkyLQsIiIr5x8Yiv4z9iEyNgGNShXA9y9XhS0LAuqCiQ49E5k18FvfmnCws8E/x29i1IoTXCqCiKyazEjt88c+hETFobpfHnWMdLTn6VYv3PL0zJ4r7Ymfe1SHtMjO23uVS0UQkdUKCI5SM1LvhMegXEE3zBpQR03iIP0w0aEs0aZyIfyv48OlIqZtu6B3SEREOep2WIxKcmRGaokCufHXoLrwyOWgd1hWj4kOZZledf3wYauy6vrX//pj9u7LeodERJQjQiLjVLmNi3ci1PpVc16tC083J73DIiY6lNWGNCuFIc1KquujV5zEgn1X9Q6JiChbSXmNAbP2wT8wTJXfkCTHJ4+L3mHRA0x0KMsNb1kWrzYqrq6PXHYcyw5f1zskIqJsER2XgNdmH8Dhq8HwcHHAnFfrqIKqZDqY6FCWkzoRn7Ytj771ikImYH2w6Cj+PX5T77CIiLKU1A57a+4h7LpwF7kd7fDnK3VQrqC73mFRKkx0KNuSnS86VES3WkXUiudvzz+MDadu6R0WEVGWiI1PxJC5h7DJPwhO9rb4o39tVPPNo3dYlAYmOpRtpDjWuM5V8FI1H1UZVL75SDl0IiKzT3LmHcKG01qSM71/bdQvmV/vsOgxmOhQtrKztcEPL1fFi5UKIjYhUfVl775wV++wiIgyJS4hEcPmH8L6U7dUEcDf+9VCo9IF9A6LnoCJDmU7eztbVVCweTkvxMQn4pVZ+5nsEJFZJjnvLDiMtSdvwdHOFtP61kTjMp56h0VPwUSHcoR885nUuwaalPFEVFwCBs7ah53n7+gdFhFRusQnJOLdhUfw7/FAleTIsg5Ny3rpHRalAxMdyjHODnbq4NCsrCei47SWHY7ZISJzSHLeX3QU/xy7qdb1m9KnBpqVY5JjLpjoUI4nO1P71kSL8lo31quzD2DLmSC9wyIiemySM3zxUaw8GgB7WxtM6lUDzct76x0WZQATHcpxTvZ2mNy7Jl6o4K1mLwyefRCb/ZnsEJFpkePTsPmHsfyIluRM7FUDLSsW1DssyiAmOqTfmJ1eNdCqoreajfX6Xwex8TTr7BCR6VQ8fnPOQfx3QhuTM6VPTbSuxCTHHJlcorNt2za0b98ePj4+qujc8uXLU/zcYDBg9OjRKFSoEFxcXNCiRQucO3dOt3jp2ZId+YbUprI29fyNOQex7mSg3mERkZWLitWWddj4oBjg7/1rqRZoMk8ml+hERESgatWqmDRpUpo//+677/DLL79g6tSp2Lt3L3Lnzo1WrVohOjo6x2OlZ+fwYOp52yqFEJegFRVcceSG3mERkZUKj4lH/5n7sP3cHeRytMOsgXXUbFEyX/YwMS+++KK6pEVacyZMmIDPPvsML730krpv9uzZ8Pb2Vi0/PXr0yOFoKcuSne7V4GBro/rCZQqnHGx61y2qd2hEZEVCouIwYOY+tUCnm5M9Zr1SGzWL5tM7LLK0Fp0nuXTpEgIDA1V3lZGHhwfq1q2L3bt36xobPXtRwR+7VUPvun5qIdBPl53A1K0X9A6LiKzEvYhY9Pp9j0py8uRywLzX6jHJsRAm16LzJJLkCGnBSU5uG3+WlpiYGHUxCg0NzcYo6VnWxhrbsRLcXRwwZcsFfPOfP8Ki4zC8ZVk1XouIKDvcCo1Gv+n7cOZWGAq4OuKvQXVRvhBXIbcUZtWik1njxo1TLT/Gi6+vr94h0WNIQjOidTl81Lqsuj1p8wWMWXkSibIEOhFRFrt0JwJdpuxSSY63uxMWDK7PJMfCmFWiU7CgNrXv1q2U05DltvFnaRk5ciRCQkKSLteuXcv2WOnZvNW0FL7qWAnSkDN79xV8sPioKtxFRJRVTtwIQdcpu3D9fhSKF8iNJW80QCkvV73DImtOdIoXL64Smo0bN6bohpLZV/Xr13/s7zk5OcHd3T3FhUxf33pF8VO3amoF9GWHb+DNuYdUbQsiome168Id9Ji2B3cjYlGpsDsWv1Efvvly6R0WWUOiEx4ejiNHjqiLcQCyXL969arq1nj33XcxduxYrFy5EsePH0e/fv1UzZ2OHTvqHTplg47VC+O3PjVVzZ31p26pfvSQyDi9wyIiM7bmxE0MmLFfze6sXyI/5r9WDwVcnfQOi7KJjUHmbJuQLVu2oFmzZo/c379/f8yaNUtNMR8zZgymTZuG4OBgNGrUCJMnT0aZMmXS/RrSCiRjdaQbi6075mH3hbsYPPsAwmLiUdrLFX++Ugc+eVz0DouIzMz8fVfx6bLjkGF/rSsWxIQe1dQafGQeMnP+NrlEJycw0TFPp2+GqhoXt0JjUNDdWdW4KFeQ7x8RPZ2c6iZvuYDxa8+o2z3r+GJsx8qqa5ws+/xtcl1XRI8jMyGWvtVQDRYMDI3Gy1N3q5YeIqInkYkMo1acSEpyhjYrha87McmxFkx0yKwUzuOCJW/UR+1ieREWHY/+M/Zh9bEAvcMiIhMVEROv1q2as0fGeQKj21XA8FaszWVNmOiQ2cmTSyvoJf3rshjosPmHMWPHJb3DIiITLATY7bfd2Hzmtlqcc0rvGnilUXG9w6IcxkSHzJIMHpzUuwb61S+qloz4cvUpfLHqJBJYWJCIAPgHhqLTpJ04GRCK/LkdsWBwPbSuVEjvsEgHTHTIbEn/+hcdKiZVUZ6587JqopZlI4jIeu04dwcvT9mNgJBolPDMjWVvNUR1v7x6h0U6YaJDZk362aWK8qReNVTT9Cb/IHSdshvX70fqHRoR6WDR/mtqdqaUoqhTPB+WvtkAfvlZCNCaMdEhi9C2SiEsfL2+Kvola9Z0nLQTh67e1zssIsohsh7et2v88dHfxxCfaMBL1Xzw16A6akwfWTcmOmQxqvnmwYqhDdU09Dvhsaq8+8qjnJFFZOmku1q6radsuZA0fXxC92pwsmchQGKiQxY6/bxFeS/Exifi7fmHMWHDWVUsjIgsz+U7Eeg0eRc2+geppWIkweH0cUqOiQ5ZnNxO9vitby289pw2jXTChnMYOv8wImPj9Q6NiLLQzvN38NKknTgfFA5vdycsfr2+Wh+PKDkmOmSxM7I+bVsB33SuDHtbG/xz7CY6T96FK3cj9A6NiJ6RtNDO2nkJ/WbsQ0hUHKr65sHKoY3U/0SpMdEhi9ajjh/mPViZ2D8wDO1/3YEtZ4L0DouIMkm6pEcuPY7PV51SdbM6Vy+MhYPrwdvdWe/QyEQx0SGLJ1NMVw9rpAYrh0bHY+Cs/Zi0+TzH7RCZmcCQaPT8fQ8W7L+mlnP4pE05/NCtKlcfpydiokNWoaCHMxa+Xk+tWCz5jSzu99bcQwiP4bgdInOw6/wdtP1lOw5euQ83J3vM6F8bgxuX5KBjeiomOmQ1ZKrpuM5V1KrFDnY2+O9EoCoRf+kOx+0QmXJ9HGmB7TN9L+5GxKJcQTesGtYIzcp56R0amQkmOmR1etX1w4LB9eHl5oRzQeHo8OsONViZiExLSGQcBv91QLXAyjJ2XWsWUcs5FCuQW+/QyIww0SGrVLNoXjVup3axvKpU/JB5hzBq+QlExyXoHRoRAThxIwTtJm7HhtNafRyZQTm+axW4OHI8DmUMEx2yWl7uzpj/Wj281bSkuv3XnivoMmUXu7KIdCSTBBbuv4rOU3bh2r0oFMnrgr/faKBmUHI8DmUGEx2yavZ2tviodTnMGlgb+XI74mRAqJqCvopLRxDluNDoOLy94AhG/H1cTSN/vpyXanmtXMRD79DIjDHRIQLQtKwX/n37OdQplk/NxBo2/zA+XXacXVlEOUQW4W3z83b1JUMKfn7Yqiz+6FeLi3LSM7MxWGExkdDQUHh4eCAkJATu7u56h0MmJD4hUS0ZMWmL1NmBWiD0lx7VUNrbTe/QiCySFP2bsuU8ftpwTl33zeeCn3tURw2/vHqHRhZy/maiw0SH0rDt7G28t/CIms7qZG+LkS+WQ7/6xWBryzECRFlZAPDdhYex5+I9dbtDVR+M7VQJ7s4OeodGJoqJTjox0aH0CAqNxodLjmHr2dvq9nOlC+D7l6uy1DxRFlh/6hY+XHIUwZFxyOVohy9fqoQuNQpzwDE9EROddGKiQ+klHw+ZjfW/f04jJj4ReXI5qIKDbSoX0js0IrMUFh2HsatPY+GBa+p2pcLSPVwdJTxd9Q6NzAATnXRiokMZdT4oDO8uPIITN0LV7S41iuDzDhXgxiZ2onTbef4OPlpyDDeCo9RaVa82Ko4PW5VTdXKITCbRCQ4OxrJly7B9+3ZcuXIFkZGR8PT0RPXq1dGqVSs0aNAApo6JDmWGTHedsOEspm69oKq0Sn2P8V2ron7J/HqHRmTSImLi8c1//qp1VPjly6WK/9Utwc8OmVCiExAQgNGjR2Pu3Lnw8fFBnTp11P8uLi64d+8eTpw4gYMHD6Jo0aIYM2YMunfvDlPFRIeexf7L99RA5ev3o5KWlJDBymzdIXrUvkv3MHzxUVy9F6lu961XFB+/WA65nez1Do3MULYmOt7e3ujfvz8GDBiAChUqpPmYqKgoLF++HL/88gu6dOmC4cOHwxQx0aGsGGcw7j9/zNt7Vd0u5OGsxu5woUEijdSg+n7tGUzfeUmVavDxcMZ3XauiUekCeodGZixbE527d+8if/70NzNm9PE5iYkOZZXdF+7i46XHcOWu9m21U/XCGN2uAvLmZpEzsl7bz93Gp8tOJLXidKtVBJ+1q8Bp42T+g5ETExPx77//ol27djBlTHQoK0XFJuCHdWcwY+clNXangKsjvuhQCW0qF+RUWbIqd8JjMHb1KSw/oi2hUtDdGV93roTny3nrHRpZCN0SnfPnz2PGjBmYNWsWbt++jbi4OJgyJjqUHQ5fva9mlJwLCle3W5T3xpj2FeCbL5feoRFlKzmNLD5wHV//d1rVxZH8vn/9YhjeqixcORaHzDXRkfE4ixcvxh9//IGdO3fiueeeQ48ePdCpUyc1nseUMdGh7BITn4BJmy9g8ubziE80wNnBFkOblcJrjUvAyd5O7/CIstyF2+H4ZOlx7L2kVTeWZVO+6VwZVX3z6B0aWaDQnEh09u/fr5KbBQsWoGTJkujduzdGjBiBY8eOPXaQsqlhokPZ7dytMIxacSKptH3xArnxRYeKaFzGU+/QiLKsy3bK1guYuuUCYhMS4eJgh/deKI1XGhaHvR3r4pCZJjpVqlRRL9KrVy+V4FSsWFHd7+DggKNHjzLRIUpGPlorjwZg7D+ncTssRt0n43ZGtauAQh4ueodHlOn9+r8TgapauBT+E03LeuKrlyqxm5ZM8vydoc7TM2fOqPo4zZo1M5ukhkgvMhD5pWqF8Xw5L/y0/hz+3H0Z/x4PxJYztzH0+VLqm6+zA7uzyHycCQzD5ytPYvfFu+p24Twu+LRtebxYiQPvyXRlqH3x4sWLKFu2LN58800UKVJE1ck5fPgwd3CiJ5BCgqPbV8CqoY1Qq2heRMYm4Ls1Z/DCT1vxz7Gb6hsykSm7HxGrEpw2v2xXSY6TvS3eaV4aG95votZ94zmATFmmByNv2rRJzbRaunQpoqOjVdLz6quvokyZMjB17LoivSQmGrDs8A18t9Yft0K17qyaRfPis7blUd0vr97hET1S9G/WrsuYtPk8wqLj1X3SevNJm/LspiLrmV4uLybLQkjSc+jQIVSqVEkNTDZlTHRIb5Gx8Zi27SJ+23oRUXEJ6r4OVX0wvGVZ+OXnCYT0T8iXH7mBH9adTRqHI7OpJCFvWIqVjcmKCwYeOXJEJTyyBIQpY6JDpiIwJBrfrzuDvw9dV2XyHexs0LOOn5qS7uXurHd4ZGXkdLD93B18u8YfJwNCk5Y3+aBlWVX1286WXVRk5YmOuWCiQ6bmxI0QdXKRk4yQ+jsDGxbHG41LwiMXy+ZT9tt78a5qwdl3WSuJIIX+3mxaEoMacdA8WUmi07p1a3z++eeoV6/eEx8XFhaGyZMnw9XVFUOGDIEpYqJDprx2lozfOXw1WN12d7bH4MYl0K9BMa4TRNlW0fvH9WeTkmxHe1v0rqu1KuZ3ddI7PKKcS3SmT5+O0aNHqxdo3749atWqBR8fHzg7O+P+/fs4deoUduzYoda6atu2LcaPHw8/Pz+YIiY6ZMrkI7nhdJBa+fnMrbCkhOeVRsUxsEFxtvBQljh09T4mbTqPjf5B6rZ0m3av7YshzUqxzhNZb9dVTEyMWvZh4cKFKqmRF1JPYmOj6uq0atUKgwYNQvny5WHKmOiQOUhINGD1sQD8uuk8zj9YP8vNyR79GxRT3QlcIZ0ySg73uy7cVbOo5H8hw2661CiCt5uX5kwqMnk5PkZHXkjWvMqfP7+qjmwumOiQuc2AkUq0v246B/9ArYUnl6MdutXyVQkPT06Unn1IWm4kwTlyTesWtbe1QecahfFGk5Io4emqd4hE6cLByOnERIfM9WS1/vQt/LLxXNKMGPk2LgXbXm9cEpWLeOgdIpngelRLD1/HjB2XcOF2hLpPiv31qO2LwU1KqsrGROaEiU46MdEhcyYf2R3n76g6PMYBpKJeiXwY1KiEWnKC04CtW1BoNGbvvoK5e6/gfmRc0iyqPvWKqlZATzcOMibzxEQnnZjokKU4FRCK37dfxKqjAYhP1D7K8i29dz0/9Kjth3wcx2M15FAuA4zn7LmqxnbFJWj7Q5G8LqpUQbdaRdRyJETmjIlOOjHRIUsTEByFP3ddxsID1xD84Bu8TBNuV6UQ+tYrimq+ebgekYUKi47D8sM3MHfv1aQxXELWVZPWm5YVC7KFjywGE510YqJDlrw2kbTuSLfF8RvarEhR1tsNL9cqoqrbsjaK+ZPD9uFrwVh84BpWHAlQC8UaC022r+Kjuqiq+ubRO0wi8010SpQogf3796vZVskFBwejRo0aapVzU8ZEhyydfKxlds1fu6/gn+M3EROfmDTTpnl5LzVjq3EZTzjY2eodKmWArDu17NB1LD10AxfvaIOLRSkvV1Xkr3P1IqyzRBYtNKcSHVtbWwQGBsLLyyvF/bdu3VJFAqXejiljokPWJCQqTrXyyLf/o9cftvLI+B1ZiVoWE61dLB9s2b1hkkIi47D2VKDqntp98a5aE024ONip969bbV/ULZ6PXZNkFUIzcf62z8gLrFy5Mun62rVr1YsZJSQkYOPGjShWrFhGnpKIspmHi4PqypDLmcAwlfAsO3wDdyNi1bgOucjCjTKep20VH1Qp7MGkxwSSm3WnAvHv8Ztqhp1xYLFxdp0U+HuxciE1k4qIsrBFR1py1C/Z2Kim8eSkYKAkOT/88APatWsHU8YWHbJ28QmJqjLuyqMBWHsiEGEx8Uk/K+jujBcqeKNlRW/ULZ5fDWqm7HczJAqb/IOw4dStR5KbcgXd0LZyIXSsXpgFIsmqheZU11Xx4sXVGJ0CBQrAHDHRIUo5gHnLmdtYdSwAW/yDEPFgYKtwc7ZHs7JeaFLGE8+VKQAvN2ddY7W0ApAnAkLUumYbT99KKgJpVMbbFW0r+6BtlYIo5eWmW5xEpoSzrtKJiQ7R45MeWUFduk3Wn7qFO+GxKX4uLQsq6SntiVrF8sLZwU63WM3R1buRqrVm54U7ajvfi3i4fWWIjZQBaFHeGy0reKO0N5MbIl0THRmPI5egoCAkJmozOoxmzJgBU8ZEhyh9i4oeuXYfG08HqQrMyaerC0c7W1Qp4oHaxfOhTvF8qFk0L9xZkC5Fi43MjDp45R4OXL6vBhJfvx+V4jG5He1U0igz4ZqV80IBTv0nMo1E54svvsCXX36JWrVqoVChQo+M9l+2bBlMGRMdooy7Gx6jWiMk6dl+7jZuhaacXSnjl8sWdEc1Xw9ULpxHJUFlvN2sZozPnfAY1f104kYIDl65r6oUG4s3Gsn0/up+edCwVAF1qVokj9VsHyKzSnQkufnuu+/Qt29f6GXSpEkYP368muZetWpV/Prrr6hTp066fpeJDtGzkcPGlbuR2Hf5HvZduof9l++p26lJq0/5Qm4oV9Adpb1dVeIjF293J7OdDi3de/K3XrgdDv+boTgREIqTASGPJH7GAn6SzEhrl2r5KpYPuTlTisj0Ex0pFLhv3z6ULFkSeli4cCH69euHqVOnom7dupgwYQIWL16MM2fOPFLbJy1MdIiy3q3QaBy6cl91ccnl2PUQVcMnLTLIWYrc+eXLpS6+eXOp2US++VzUgGc9WznkkCgtMVKcTy6yvIZ0OV28Ha5WAL92PzKplk1ykrcVz58bFXzcUcMvr0pu5DqLMhKZYaIzYsQIuLq6YtSoUdCDJDe1a9fGxIkT1W0ZI+Tr64thw4bh448/furvM9Ehyn5yaLl2LwrHbgTjbGAYzt4Kx7mgMFy+G6nG/zyJFDP0dHVSq2x7uTmp27IgpSRI7i7a/25O9nCyM8DRJh6OkEuCui5ZSAJsk11sEGuwR3iCIyLjEtSsssiYeITHxON+ZKwaECyDruV/6Z4LCotJWlLhcYyJWmkvV1T08UBFH3eUL+TO1hoicy8YaBQdHY1p06Zhw4YNqFKliqqhk9yPP/6I7BIbG4uDBw9i5MiRKer7tGjRArt3707zd6RSc/JqzbKhiCh7SdeUX/5c6oIqD++PiU/ApTsRuHQ7AlfvRarLtftRuHk3BInB15Ev8R48o4LhFR0Mr7vB8EQw8tqEwc0mCu6IhJtNJNwQCVdEwc4m/d/TEg02iIQTIuGMCIMTIuCCYENu3IM77hoeXOCO24Y8CLDJj+hcheCWxxOF8+VSK8IXK5AbJT1d1aWAq6PZdr0RWZtMJTrHjh1DtWrV1PUTJ06k+Fl2f/jv3LmjqjB7e3unuF9u+/v7p/k748aNUwOoiUhn8bFwuncB5e6cRrl7F4D7l4GQK0DIZSDyBuCQcgZnRsUZ7GCADWyRCHublM9la2OAK6LVBek5TEmjTpgrYOsLwBewLQnYlgZsykiVG8DVS+uvIiLLS3Q2b94McyKtP++//36KFh3p6iKibBQeBAQc1i5Bp4Agf0CSm8SHVZgfYe8CuBXULpJIuMp1byBXfsDZA3Byf/i/kxtg7wTYOT64OMAhdeIhpS8MCUBCLBAbAcSGP/g/AogJAyLvAZF3gIjbQIT8fwcIuwmEXNful8ffPq1dUnPyADzLAoWqAAWraP97VdBiIiKT8UwdyufPn8eFCxfQuHFjuLi4qD757G7RkWrMdnZ2agHR5OR2wYIF0/wdJycndSGibBIbCVzfD1zfBwQc0ZKb0BtpP9bRDfAqBxQoA+QtDuQtCuQtBuQpmvWtJGrZGluVBMExN4CnT1ZIEhelJTwh14D7V4C754E754A7Z4HgK0BMiPb3yiXp9ewBz/JAkVqAb13Atw6QrwRbfojMLdG5e/cuunXrplp2JLE5d+4cSpQogUGDBiFv3rxqvavs4ujoiJo1a6pihR07dkwajCy3hw4dmm2vS0TJRN0Hru4BruzSLjePpNFSY/OgxaMaULCSlgBIguNe2DxO/A4uQIHS2iW1+Bjg7gWtpUr+9pvHgMBj2na5dVy7HJypPTa3p5b0+NUHSjTVWn0erBtIRCaa6Lz33ntqAPLVq1dRvnz5pPu7d++uuoiyM9ER8hr9+/dXBQuldo5ML4+IiMDAgQOz9XWJrFZCPHDjAHB+I3BhExBwCDCkGk8jCYxfPaBwTcCnOlCwsta9ZImke8q7gnap3FW7TyawSguQtGZJK881ad06rHWL+a/WLiJXAaB4Yy3pkYu0aBGRaSU669atw9q1a1GkSJEU95cuXRpXrlxBdpOE6vbt2xg9erQqGCgDo9esWfPIAGUiegYyXuXMf8DZNcClbUBMqtmK+UsBRRsAfg20//P4mUdLTXaRvz2Pr3ap0EG7Ly4auHkUuLYHuLRda/2SsT8nl2oX4VkOKNMKKPMiUKQ2YMcp6kRZKVN1dNzc3HDo0CGV2Mj1o0ePqq6rAwcOoFWrVqpry5Sxjg7RY0h3zJl/Af9/tZNz8lYbl7xAiWZAyee1i0dhPSM1T/GxWsvYxa3AxS3auCYZLJ18G5duCZRrq/0v3WdElPMFA9u0aaPGyXz11Vcq0ZHp5kWLFkWPHj3UeJklS5bAlDHRIUpGpnif+Bs4sRS4lbJcBApVBcq2AUq9APhUA2y5WnmWkjE90h0orWbn1gPRwQ9/5pAbKNsaqNgJKNWCSQ8RcjDRkdo5zZs3R40aNbBp0yZ06NABJ0+exL1797Bz507dloZILyY6ZPXCAoGTy4DjS7QWBiMbO6BYI61FQRIc6YahnBsHdW2v1qJ2aoU228vI0RUo+yJQtYfWqsaEk6xUaE4lOkJeRJZgkG6r8PBwlfQMGTJELfhp6pjokFWSmUIy5ubwHODCxofdUja2QLHntEG15doBufLpHSnJYfnGQS0ZPbkcCL3+8GduhYAq3YCqvbRZbERWJDQnEp24uDi0bt1aLagpY3TMERMdsiqBx4HDc4FjC4Goew/vl4GvlbpqXSNSlI9Mkxyirx/Q3r8TS7TuLiOZ3VajH1D5Zcud4UakR4uOp6cndu3axUSHyFRJsTsZc7P/D20qePLWgGq9gGq9gfym3cVMj2mVO7sWODofOLfuYe0i6dqSVp5ar2jT+oksVGhOJTpSR0cqDX/zzTcwR0x0yGJJBd8D04FDfz1svbF1AMq1Aar31WZLcXyH5Uz/l1aeAzOBu+dSttTVfhWo2Bmwd9QzQiLzTXSGDRuG2bNnqxYdmX2VO7eUVs+Z1cuzAhMdsijyEb68A9g9SZu9gwcfaQ9foNZAoHo/wNVT7ygpW9//7cCBGcDpVQ9beVy9gTqvATVfAXLn1ztKIvNKdJo1a/b4J7SxUTOxTBkTHbKYWTqnVwC7ftUq8BrJrBw5wZVpzdYbaxN2Czg8G9g/XVucVNg7A1V7AvXeAjxl5XUi85UjiU5CQoKaQl65cmW1rpU5YqJDZk1W3pauqT2TgOCrD09mMu6m3ptpr81E1leY8NRyYPdErTKzUdm2wHMfAEVq6hkdkem36Dg7O+P06dMoXrw4zBETHTJL0aHA/t+BXRMfjr/JlR+oM1gbk5G7gN4RkqmRw7ssO7FnMuD/z8NuTVlj67nhWs0ka162g6zi/J2pRVUqVaqEixcvmm2iQ2RWooKBvb9pJytj5dy8xYEGw7QZVKyYS48jSUyxhtrl9llgx0/aAGZZfkIuReoAjT8ESr/AhIcsVqZadGQBzZEjR6olINIajGzqrSRs0SGzSXBkgPHeqQ8X1CxQRjsxyYwaLv5ImZ2Zt+sXrfszIebhTK3nPwOKN2HCQyYtx7qubG1tHz5Bsg+FPJXclnE8poyJDpm02Ehg32/AjgkPW3A8ywNNPgQqdOQAY8q6ZUBkILsMXI6P0u6TCtnNPgWK1tc7OiJ9E52tW7c+8edNmjSBKWOiQyY7gFRmzGwdD4QHavd5lgOajgTKd5BvGHpHSJaa8Gz/ETg4E0iI1e4r2Rxo8TlQqIre0RHpt9aVOWOiQyZFPoKyevimr7SVxIWHH9BsJFClO1twKGcEXwO2f6+thaZq8dhoi4hKl5ZHEb2jI8rZRGfbtm1P/Hnjxo1hypjokMm4tg9Y+wlwfb92O7eXNganZn/A3knv6Mga3bsIbBqrJd/G0gVStqDRe4Czh97RkZUL1WOMTlpjdThGhygdA0I3fA6cXKrddsgFNHwXqD8EcHLVOzoibfX0daOAKzsfljKQbtSaAzkQnszq/J2pTv/79++nuAQFBamZWLVr18a6desy85RE1iEmHNjwBTCx9oMkxwao3gcYdghoOoJJDpmOwjWBAf8APRdos/0i7wL/Dgd+awxc2q53dETplqVjdGSQ8vvvv4+DBw/ClLFFh3KcfMxOrwTWjARCbzyc4dLqaw74JPNYbkQGK2/+HxB1X7uvYifgha+APL56R0dWJDSnWnQex9vbG2fOnMnKpyQyf3cvAHO6AIv6aUlOHj+gxzyg/yomOWQepKtK1k+Tlkepwm1jC5xcprVMbv0OiH9Qj4fIUlp0jh07luK2PMXNmzfxzTffID4+Hjt27IApY4sO5Vg9nB0/Ajt/1qbt2jkCDd8BGr0POObSOzqizAs8Dvw34uH4nfylgfYTtCUliCxlMLIMPk79q/Xq1cOMGTNQrlw5mDImOpTtzvwH/PfRw0U3Sz4PtPkeyF9S78iIsrYsgnTHRgRp98l4M+nOypVP7+jIQoXmVKJz5cqVRxIfT09PtdinOWCiQ9kmPAj490Nt5WjhXhhoPU4r+MfS+mSpS5XIDEIZwyNyFdD2+covc5+nLMeCgenERIeynHyMji0C1ozQBmva2GlTxZtwJhVZiat7gFXvALf9tdslmgHtfgTyldA7MrIg2T4YedOmTahQoYJ6odTkRStWrIjt2zntkKxMyHVgXjdg2WAtySlYGXhtE9DyKyY5ZD386gGvb9cqKds5ARc3A5Pra+tpJZp2bTWybBlKdCZMmIDXXnstzSxKMqzXX38dP/74Y1bGR2S6EhOBAzOASfWAc+u0wcbPjwJe2wz4VNM7OqKcZ++oVfZ+a7e2Enp8NLDuM2BWW232IZGpJzpHjx5F69atH/vzli1bmnwNHaIsce8SMLsDsPo9IDYMKFIHeGMH0Hg4YOegd3RE+pJB9/1WAO1/Bhxdgau7gamNgL3TtC8IRKaa6Ny6dQsODo8/iNvb2+P27dtZEReR6Y7FkUUP5aB9ebu2dEPrb4BX1gCeZfWOjsh0yEDkmgOAN3dpxTHjIoH/PgT+eunhbEQiU0t0ChcujBMnTjyxvk6hQoWyIi4i0xNxF1jYB1gxBIgNB/waaAdxWfCQK4wTpS1vUaDfSuDF8doXg0vbgMkNgIN/al8ciEwp0WnTpg1GjRqF6OjoR34WFRWFMWPGoF27dlkZH5FpOLcemFIf8F8N2DoALT4HBqwG8hXXOzIi0ycLQdcdrHXv+tbTuntXvQ3M6w5E3NE7OrJwGZpeLl1XNWrUgJ2dHYYOHYqyZbWmen9/f0yaNEmtWn7o0CG1FIQp4/RyylB14/Wjgf2/a7cLlAW6/A4Uqqp3ZETmSWZg7ZkMbPwKSIgBXAsCnaYCJZvpHRmZgRypoyPFAt98802sXbs2qTKyVElu1aqVSnaKFzf9b7hMdChdAo4AS18D7pzVbtd9Q2vJcXDROzIi8xd4AljyCnBH1ke00ZZHUVPTOZifTKRg4P3793H+/HmV7JQuXRp58+aFuWCiQ08kH4l9vwPrPtXWqJJvnB0nA6Wa6x0ZkeW1mK795GFVZZ8aQNfpLDJIj8XKyOnERIeeWM5+5VDg9Crtdrl2QIdfuXYPUXY6tRJYOQyIDtamo7f9EajaXe+oyBorIxNZtBsHgd8aa0mODDhu/S3QfQ6THKLsVqED8OZObSajzGiUKuNLXwdiI/SOjCwAEx0iadTcMwWY3goIvgLk8QMGrQXqvcFFCYlyikcRbSZj008AG1vg2ALg9+bAnfN6R0ZmjokOWTdZm0pq46z5GEiMA8q319brKVxT78iIrI/Uo2o6Aui/GnD1Bm6fBqY1BU6t0DsyMmNMdMh63TwG/NbkYW2cF78Duv0FuOTROzIi61asIfD6tgddWWHAon7AWpkcEKd3ZGSGmOiQdTq2CJje8kFXVVFg0Dqg7uvsqiIyFW4Fgf4rgQbDtNu7JwJ/tgdCb+odGZkZJjpkXRLigTUjtfo48VFAqRbA4C1A4Rp6R0ZEqUlNnZZjtUkBTu7a4qAyYeDSdr0jIzPCRIesR/ht4K+OWlVW8dwHQK9FnFVFZOpk7Jx8IfGqCEQEAbNfAvZM5VpZlC5MdMg63DikDWqUFcelToeMxWk+motxEpmL/CWBVzcAVboDhgRgzQit9k58jN6RkYljokOW78g8YEZrIPQ6kE8Olhu1uh1EZF4ccwGdfgNa/k+bgn74L+DPDkB4kN6RkQljokOWvXigzNRY/qa2eGCZ1sBrmwCvcnpHRkSZJRMGGgwFei0GnDyAa3uAac2Am0f1joxMFBMdskwx4cCC3tpMDdH4I6DHfE4dJ7IUpVsAr20E8pfSWmul4OfJZXpHRSaIiQ5ZnuBrWlfV2f8AOyegy3Tg+U8BW+7uRBalQGmtK7pkc20W5eIBwKaxQGKi3pGRCeGRnyzL9YPA788Dt44DuT2BAf8AlbvqHRURZRdppe29GKg/VLu9bTywZAAQF6V3ZGQimOiQ5TixFJjVRpt+KtNQZTyOb229oyKi7CazJ1v9D+g4RatyLktGyCDliDt6R0YmgIkOmT+ppbFVvsUNBOKjgdKttEU5ZXFOIrIe1XoB/ZYDzh7A9X3AHy24KCgx0SEzJ2vfLH8L2DxWu11vCNBzPuDkpndkRKSHYo2AQeu1Lzr3LwHTWwBXdusdFemIiQ6Z98yqed2Bo/MAGzug7Y9A669ZBJDI2nmW1QYpF64JRN0HZncATvytd1SkEyY6ZJ6kQNistsCFjYC9C9BjHlB7kN5REZGpcPUC+q8GyrUDEmKBJa8AO37ishFWiIkOmZ+7F4DpLwA3jwC58gMDVgNlW+sdFRGZYiXlbrOBem9ptzd8DvzzvlZMlKwGEx0yv+njkuTcvwzkLab1xReppXdURGSqpCu79Tig9bdSVhk4MOPBxAWukWUtmOiQ+Ti7FvizHRB5FyhUTUtyZKE/IqKnqfcG8PLMh9PP574MxITpHRXlACY6ZB4OzwHm9wTiIrUqqFIIUPrgiYjSq2InrbigoytwaSswqx1r7VgBk0p0li5dipYtWyJ//vywsbHBkSNHHnlMdHQ0hgwZoh7j6uqKLl264NatW7rESzlk9yRgxRDAkABU7QX0Wgg4ueodFRGZo5LNgP6rtPF9Ms5vRisg+KreUZG1JDoRERFo1KgRvv1W+lLT9t5772HVqlVYvHgxtm7dioCAAHTu3DlH46QcIrMjNn8NrP1Eu91gGNBxMmDnoHdkRGTOCtcAXlkLePgCd88D01sCQaf1joqyiY3BYHpz7S5fvozixYvj8OHDqFatWtL9ISEh8PT0xLx589C1q7Z+kb+/P8qXL4/du3ejXr166Xr+0NBQeHh4qOdzd3fPtr+DnoEsyicJzt4p2u3nPwOeGw7Y2OgdGRFZitAA4K9OwG1/wPnBmlm+dfSOirL4/G1SLTpPc/DgQcTFxaFFixZJ95UrVw5+fn4q0XmcmJgYtXGSX8iEJcQDK4c+THJeHA80/pBJDhFlLXcfYOB/QJHaQHQwMPsl4OJWvaOiLGZWiU5gYCAcHR2RJ0+eFPd7e3urnz3OuHHjVAZovPj6+uZAtJQpMuVTpn4emQvY2AIdpwJ1B+sdFRFZqlz5gH4rtEkOMtlBZmOdW693VGQJic7cuXPVYGLjZfv27dn2WiNHjlTNXMbLtWvXsu216BnERmgzq06vBOwctUJf1XrqHRURWTrH3NoaeWXbAAkxD45Dq/SOirKIPXTSoUMH1K1bN+l24cKFn/o7BQsWRGxsLIKDg1O06sisK/nZ4zg5OakLmTCpZyHfpK7uBhxyAT3mAiWf1zsqIrIW9k7al6u/XwVOLQcW9Qc6TwMqa+NByXzplui4ubmpS0bUrFkTDg4O2Lhxo5pWLs6cOYOrV6+ifv362RQpZbvoEGBOV+D6PsDJQxsQ6PcwCSYiyhEyo7PLdMDBBTg6X0t64qOB6n30jozMMdFJy71791TSIlPGjUmMkNYaucj4mkGDBuH9999Hvnz51IjrYcOGqSQnvTOuyMREBQNzOgM3DmqzHvotB3yq6x0VEVkrO3vgpcmAvTNwcKZWw0uSndqv6h0ZWcJg5JUrV6J69epo27atut2jRw91e+rUqUmP+emnn9CuXTvVotO4cWOVAEmhQTJDUfeBvzpqSY5LXqD/SiY5RKQ/W1ug3U9A3Te12/98AOyaqHdUZEl1dLIb6+iYgMh7WpJz8yjgkk9LcgpW1jsqIqKH5PS48Qtgx0/a7ZZjtcKlpBuLr6NDFpTkzO6gJTm5CgADVjPJISLTI7W7mo8Bmo7Ubq/7TFuShswKEx3KWbKA3p/tgcDjQG5PLcnxrqh3VEREj092mn4MNBmh3ZaK7XseDqcg08dEh3I4yekA3DoBuHprK5B7ldc7KiKip5NWHVmGRqwZAez7Xe+IKJ2Y6FDODjwOOgm4FtSSHM+yekdFRJT+lh1Zc6/Re9rtf4cD+6frHRWlAxMdyn7RocCcLg+6q7y07qoCpfWOiogoc2N2Gryt3f7nfeDATL2joqdgokPZv6zDvG4PppA/WFOGSQ4RmXOy88KXQP2h2u3V7wKHZusdFT0BEx3KPnFRwPwe2rIOUvG47zLAu4LeURERPXuyI1PNjXV2Vr4NHJmvd1T0GEx0KPtWIV/YB7i0DXB0BfouBXyq6R0VEVHWJTutxwF1BkvBHWDFW8CplXpHRWlgokNZLyEOWDwQOL9BW6BT1q4qUkvvqIiIsiHZ+VZbC8uQCCx5RTvukUlhokNZKzEBWDoYOPMPYOcE9JwPFG2gd1RERNm3XET7X4AKHYHEOGBBH+DKbr2jomSY6FDWlktf9TZwcilg6wB0nwOUaKp3VERE2cvWDuj8O1DqBSA+SpuAEXBY76joASY6lHXWjwYOzwFsbIGuM4AyLfWOiIgoZ9g7At3/Aoo2AmJCgb86A0H+ekdFTHQoy+yYAOz6Rbve4VegQge9IyIiylkOLlp3vU8NIErW9HsJuHdJ76isHhMdenYH/wQ2jNGuy5RLGZhHRGSNnN2BPn8DXhWA8EAt2QkN0Dsqq8ZEh57NqRVawSwhpdEbDNM7IiIifeXKp9UNy1scCL6idWPJMjikCyY6lHkXtwB/v6pNq6zRXyuNTkREgFtBrRK8WyHg9mlgfk+tiCrlOCY6lDmypMOC3kBCLFC+A9DuJ62mBBERafIW1bqxpDK8VIhfMghIiNc7KqvDRIcy7vZZYE5XIDYcKN4E6PKHNr2SiIhS8q6oDVCWumJSX0wWApVSHJRjmOhQxoTeBOZIf/M9bWZBj7mAvZPeURERma5iDYGu07XSG4f+BDZ/rXdEVoWJDqVfdCgw92Ug5BqQvxTQewng5KZ3VEREpq98e6DtD9r1bd8B+//QOyKrwUSH0ic+FljUF7h1HMjtpfU7586vd1REROaj1itAk4+16/8M12atUrZjokPpX9pBZlk55AZ6LwLyFtM7KiIi89P0Y6DmAG3Fc5m1enmH3hFZPCY69HSbxgJH5wM2dkC3PwGf6npHRERknmR2atsfgXLttFmr83txqYhsxkSHnuzADGD799r19j8DpV/QOyIiIvMms1S7TAd86wExIdrYx7BbekdlsZjo0OOdWQP884F2velIoEZfvSMiIrIMDs5Aj3lAvpJAyFVgfncgNkLvqCwSEx1K2/WDwJKBWtVjWbuqyQi9IyIisiwyoaP3YsAlHxBwGPj7NSAxQe+oLA4THXrU/cvAvG5AXCRQqgXQbgKrHhMRZYf8JVMWFFz7qd4RWRwmOpRSdAgwrzsQeQcoWAV4+U/AzkHvqIiILJdfPaDTVO363inAngfXKUsw0aGHZA2WxQOA2/7aQnS9FgJOrnpHRURk+Sp1Blp8rl1f8zHg/4/eEVkMJjr0sFbOfx8BFzYBDrmAngsAdx+9oyIish4N301ZY+fGIb0jsghMdEizdypwYLoUedAW6fSppndERETWRcZCtvkBKNlcGyMpwwiCr+kdldljokPA2bXA2k+06y98CZRrq3dERETWyc4eeHkW4F0JiAgC5vcEYsL1jsqsMdGxdoHHgSWvaNPIa/QDGgzTOyIiIuvm7K4NH8jtqa0vuOx1IDFR76jMFhMdaxYWqDWNxoYDxRtrZck5jZyISH95fIHucwE7R8B/NbD5f3pHZLaY6Fir2EitSTT0BpC/NNBtNqeRExGZEr+6QPtftOuyFM+xxXpHZJaY6FjrDKuVw4CAQ1pFTlmN3CWv3lEREVFq1XoCDd/Rrq8YolWtpwxhomONdk4ATiwBbO2B7n8B+UroHRERET1O8zFAmReBhBhgQU8g5IbeEZkVJjrW5uw6YMMX2vUXvwWKNdI7IiIieupq578DXhWB8FtassMFQNONiY41uX0W+HuQVoxKilLVkutERGTynNy0NbFy5QduHgWWv8mZWOnERMdaRAVr3wJiQgG/BsCL4znDiojInOQtqs3EsnUATq3QBijTUzHRsQaJCVpLzt3zgHsRbYaVvaPeURERUUYVrQ+0+0m7vvlr4MwavSMyeUx0rMGGz4HzGwB7F6DnPMDVU++IiIgos2r0BWq/qg1DWPoacOec3hGZNCY6lu7YImDXgzoMHScBharqHRERET2rVuMAv/racIQFvYDoUL0jMllMdCyZrHwr9XJEo/eBSl30joiIiLKCDD+QYQhuPsCdsxyc/ARMdCxVxF1gUT8gPhoo0xp4fpTeERERUVZy9dJqoRmXieDg5DQx0bHYwcevACHXgHwlgc7TAFu+1UREFqdILW2dQsHByWni2c8SbfoKuLgFcMgFdJ8DOHvoHREREWXn4GRVF42Dk9PCRMfSnF4F7Hgw9fCliYB3Bb0jIiKi7Nb6Gw5OfgwmOpZEsvhlb2rX6w3h4GMiImsanPzyn4BbIW1w8oq3tAWciYmOxYgJBxb2AWLDgKINgRcerGdFRETWwc1bG64glZOldX/3RL0jMglMdCyBZO0rhgC3/bVsvutMwM5B76iIiEiPwcmtx2nX148BruyCtWOiYwkkaz+1XMviVdOlt94RERGRXqRqcuWXAUMCsHggEHYL1oyJjrm7tF3L2oVk8X519Y6IiIj0JAs2t/8Z8CwHhAdqax0mxMNaMdExZ5KlL3lFy9qr9Hiw9gkREVk9x9xAt78AR1fg8nZg81hYKyY65r4ieUQQ4FVRW81WsngiIiLhWQbo8Kt2XcqO+P8La8REx1xtGadl6ZKtd/sTcMyld0RERGRqKnUG6r6hXV/2BnDvEqyNySQ6cXFxGDFiBCpXrozcuXPDx8cH/fr1Q0BAQIrH3bt3D71794a7uzvy5MmDQYMGITw8HFbl/AZg24M1TaQftkBpvSMiIiJT9cJXQJE6QEyItgZiXDSsickkOpGRkTh06BBGjRql/l+6dCnOnDmDDh06pHicJDknT57E+vXrsXr1amzbtg2DBw+G1Qi5ASyVv9cA1HoFqNxV74iIiMjkiwnOAnLlBwKPAf99CGtiYzCYbunE/fv3o06dOrhy5Qr8/Pxw+vRpVKhQQd1fq1Yt9Zg1a9agTZs2uH79umoFSo/Q0FB4eHggJCREtQyZjYQ44M/2wNXdQMEqwKD1gIOz3lEREZE5uLAZ+KuT9kW58+9AlW4wN5k5f5tMi05a5A+xsbFRXVRi9+7d6roxyREtWrSAra0t9u7d+9jniYmJURsn+cVsF+uUJMfJXcvOmeQQEVF6lWwGNBmhXV/9HnDnPKyBySY60dHRasxOz549k7K2wMBAeHl5pXicvb098uXLp372OOPGjVMZoPHi6+sLs3NmDbDz54eLdeYvqXdERERkbpp8BBR7DogNB5YMsIrxOrolOnPnzoWrq2vSZfv27SkGJnfr1g3SqzZlypRnfq2RI0eq1iHj5dq1azArwVeBZa9r12X0fIWX9I6IiIjMka2d1m2lxuscB9Z9Bktnr9cLyyDjunUfVvEtXLhwiiRHxuVs2rQpRR9cwYIFERQUlOJ54uPj1Uws+dnjODk5qYtZknE5UsI7OhjwqaGNniciIsos90JAp2nA3C7A/t+B4s9Z9Bdo3Vp03NzcUKpUqaSLi4tLUpJz7tw5bNiwAfnz50/xO/Xr10dwcDAOHjyYdJ8kQ4mJiSmSJouyaSxw4wDg7KGNy5HR80RERM+idAug4bva9RXDLLq+jsmM0ZEkp2vXrjhw4IDq1kpISFDjbuQSGxurHlO+fHm0bt0ar732Gvbt24edO3di6NCh6NGjR7pnXJmVC5uAnRO06x0mAnmL6h0RERFZiuc/e1hfR5YTitfOtZbGZBKdGzduYOXKlWqaeLVq1VCoUKGky65dD5eZlySoXLlyaN68uZpW3qhRI0ybNg0WJzwIWPpgXI7Uy6mQsp4QERHRM7FzALpOB5zzAAGHgI1fwBKZdB2d7GLydXQSE4F5L2sVkD3LA4M3Aw4uekdFRESWyP8fYEEv7XrPBUDZF2GqLK6OjtXaM0lLcuydgZdnMskhIqLsU64tUPdN7fryN7UK/BaEiY6puXEI2PCg+bD1OMCrvN4RERGRpXvhC6BQNSDqvlbOJDEBloKJjimJDtUGhCXGAeU7ADUH6h0RERFZA3snoMt0wCE3cHn7wwK1FoCJjqmQoVL/fADcvwR4+AIdfgFsbPSOioiIrEWBUsCL32rXN/8PuPGwlIs5Y6JjKo4uAI4vAmzstKzaJa/eERERkbWp3geo0BFIjAf+fhWICYe5Y6JjCu5e0FpzRNORgJ+FFj8kIiLTZmMDtJ8AuBcB7l0E/nuwCKgZY6JjCks8LH0NiIvQFlp77n29IyIiImvmkhfoLPXpbIAjc4ATS2HOmOjobet3Wj+oLPHQaaq24BoREZGeijUEGg/Xrq96V1tc2kwx0dHT1b3A9u+16+1+AjyK6B0RERGRpskIoHAtbYmIpYPNdso5Ex29xIRpXVaGRKBKD6BSF70jIiIiSrlERJc/AEc34OpuYPsPMEdMdPQiA7yCrwAefkCb7/SOhoiI6FH5igNtHyQ4W74Bru2HuWGio4eTy4EjcwEbW6Dzb9r4HCIiIlNUtTtQ+WXAkAAsGwzERsCcMNHJaaEBwKp3tOuN3gOKNtA7IiIioidr8z3gXlibcr7uM5gTJjo5vSq5LJgWHQz4VNdq5hAREZk6lzxAx8na9QMzgLPrYC6Y6OSkvVOAi1sAh1xA59+1gV5ERETmoERToN5b2vWVQ4GIuzAHTHRyyq2TwIbPteut/gcUKK13RERERBnTfDRQoCwQfgtY/a62TqOJY6KTE+JjgaWvAwmxQJnWXJWciIjMk4OLVjXZ1h44vRI4thCmjolOTtj6LXDrOOCSD+jwK1clJyIi8+VTDWj6sXb93w+B4GswZUx0stv1A8COHx9WP3b10jsiIiKiZ9PwPaBIbSAmVJtkI5NtTBQTnewUFwUse0Orfiw1CCp21DsiIiKiZ2dnD3T6TZtcc3m7NtnGRDHRyU4bvgDungNcCwIvsvoxERFZkPwltck1xvPdrVMwRUx0ssulbQ8z3JcmArny6R0RERFR1pLJNaVbAgkxwDKZdBMHU8NEJztES5/lEO16zQFA6Rf0joiIiCjryeSaDhMBl7xA4DGTXPiTiU52WPsJEHIVyFMUaDlW72iIiIiyj5u3tkSE2DYeCDgCU8JEJ6udXQsc/kvSXK1ctpOb3hERERFlr0pdgAovAYnx2iSc+BiYCiY6WSnyHrBymHZdymQXa6R3RERERDnThdX2RyBXAeD2aWDLOJgKJjpZ6d/hWlnsAmWA5qP0joaIiCjn5C4AtP9Zu77zZ+DafpgCJjpZRUaa2zsDNnZAp6lamWwiIiJrUr4dUKW7Njg5OgSmwMZgMIMVubJYaGgoPDw8EBISAnd396x98jvngQKlsvY5iYiIzEVUsPbl39XTJM7f9lkehbVjkkNERNbMJQ9MCbuuiIiIyGIx0SEiIiKLxUSHiIiILBYTHSIiIrJYTHSIiIjIYjHRISIiIovFRIeIiIgsFhMdIiIislhMdIiIiMhiMdEhIiIii8VEh4iIiCwWEx0iIiKyWEx0iIiIyGJZ5erlBoMhabl3IiIiMg/G87bxPJ4eVpnohIWFqf99fX31DoWIiIgycR738PBI12NtDBlJiyxEYmIiAgIC4ObmBhsbG1h7diwJ37Vr1+Du7q53OBaN2zpncDvnDG7nnMHtnJKkLJLk+Pj4wNY2faNvrLJFRzZOkSJF9A7DpMgHiB+inMFtnTO4nXMGt3PO4HZ+KL0tOUYcjExEREQWi4kOERERWSwmOlbOyckJY8aMUf9T9uK2zhnczjmD2zlncDs/O6scjExERETWgS06REREZLGY6BAREZHFYqJDREREFouJDhEREVksJjqU5I033lCVoidMmKB3KBYlLi4OI0aMQOXKlZE7d25V0bNfv36qOjdlrUmTJqFYsWJwdnZG3bp1sW/fPr1Dsjjjxo1D7dq1VWV5Ly8vdOzYEWfOnNE7LIv2zTffqGPzu+++q3coZomJDinLli3Dnj171EmYslZkZCQOHTqEUaNGqf+XLl2qTgwdOnTQOzSLsnDhQrz//vtqKq5s56pVq6JVq1YICgrSOzSLsnXrVgwZMkQdL9avX68S+ZYtWyIiIkLv0CzS/v378dtvv6FKlSp6h2K2OL2ccOPGDfXtd+3atWjbtq361sBvDtl/8KpTpw6uXLkCPz8/vcOxCLIPS0vDxIkTk9a0kzWChg0bho8//ljv8CzW7du3VcuOJECNGzfWOxyLEh4ejho1amDy5MkYO3YsqlWrxhb3TGCLjpWTk0Hfvn3x4YcfomLFinqHYzVCQkJUU3SePHn0DsUixMbG4uDBg2jRokWKNe3k9u7du3WNzRr2ZZEvXz69Q7E40nImXz6T79eUcVa5qCc99O2338Le3h5vv/223qFYjejoaDVmp2fPnlykL4vcuXMHCQkJ8Pb2TnG/3Pb399ctLmv4oiStvw0bNkSlSpX0DseiLFiwQHXBSusvPRu26FiRuXPnwtXVNekiTc0///wzZs2apVoXKHu28/bt25N+JuMZunXrBukxnjJliq5xEmVFi8OJEyfUSZmyzrVr1/DOO++oY4kMrKdnwzE6ViQsLAy3bt1Kur148WJ8+umnqonfSL4Vy20Z23D58mWdIrWs7Vy4cGG4uLgkJTkXL17Epk2bkD9/fl3jtLSuq1y5cmHJkiVqFpBR//79ERwcjBUrVuganyUaOnSo2q7btm1D8eLF9Q7HoixfvhydOnWCnZ1dimOzfCGV43NMTEyKn9GTMdGxYnfv3sXNmzdT3CezVGTMzsCBA1G2bFndYrM0xiTn3Llz2Lx5Mzw9PfUOySIHI8sA719//TWpW0UGessJmYORs46cMmSAt8zU3LJlC0qXLq13SBb5ZUkmKiQnx+Ry5cqpbm92E2YMx+hYMWlRSN2q4ODggIIFCzLJyeIkp2vXrqq/ffXq1eqbWWBgYNIATkdHR71DtAgytVxacGrVqqUSHpmdIlOe5QRBWdtdNW/ePNWaI7V0jPuyh4eHarmkZyfbNXUyIzW45HjNJCfjmOgQ5cD0/ZUrV6rrMj00OWndadq0qU6RWZbu3burqc6jR49WJ1/Z1mvWrHlkgDI9G+PYstT77cyZMzFgwACdoiJ6PHZdERERkcXirCsiIiKyWEx0iIiIyGIx0SEiIiKLxUSHiIiILBYTHSIiIrJYTHSIiIjIYjHRISIiIovFRIeIdFWsWDFVxdiUTZ8+HS1btszwiupeXl64fv16tsVFRE/HRIeIMqV9+/Zo3bp1mj+TFdtlAcJjx45l+Hnl92RRQ1MRHR2NUaNGYcyYMeq2rPNUvnz5NB979epVtdiiVMIuUKAA+vXrl/R7RKQPJjpElCmDBg3C+vXr02yxkOUAZM2pKlWqwNzJiuju7u5o2LBh0t/t7++PXbt2PfLYWbNmqVacNm3aqNuyztbcuXNx7969HI+biDRMdIgoU9q1a6dWYZeTe3Lh4eFYvHixSgjE33//jYoVK8LJyUl1U/3www+PfU75uejUqZNq2THevnDhAl566SW1bpWrqytq166NDRs2pPjdmzdvom3btmphyeLFi6uFJ1N3iwUHB+PVV19VcUvy8vzzz+Po0aNP/DsXLFigWq+MZA2tGjVqYMaMGSkeJ6vpyLaQhUXt7bVlBOXv9vHxUSt9E5E+mOgQUabIyVy6ZuTknnzJPElyZIX2nj174uDBg+jWrRt69OiB48eP4/PPP1fdQKmTI6P9+/cntQhJ4mK8LcmTtJJs3LgRhw8fVl1mknxIV5GRxBIQEIAtW7ao5GratGkICgpK8fwvv/yyuu+///5TsUnC0rx58ye2uOzYsUO1TiUnSdyiRYvU6uhG8rqXLl3CK6+8kuKxspK6dOURkU5kUU8iosw4ffq0ZDiGzZs3J9333HPPGfr06aOu9+rVy/DCCy+k+J0PP/zQUKFChaTbRYsWNfz0009Jt+X5li1b9tTXrlixouHXX39NEcf+/fuTfn7u3Dl1n/G5t2/fbnB3dzdER0eneJ6SJUsafvvttzRf4/79++o5tm3b9sj9zs7OhpkzZybd17dvX0OjRo0eeY733nvP0LRp06f+PUSUPdiiQ0SZVq5cOTRo0CCpG+f8+fOq9cLYbXX69OmksS1GcvvcuXOq1Se9pEVn+PDhahBwnjx5VPeVPLexRefMmTOqhUlaaIxKlSqFvHnzJt2WLip5nvz586vfN16kFUa6xtISFRWl/nd2dk5xv8TQuXPnpL87NDRUtSIZ/+7kpCstMjIy3X8rEWUtrSOZiCiT5OQuM5EmTZqkupxKliyJJk2aZOlrSJIjA5+///57lcBI8tC1a1fExsam+zkkySlUqJDqYkpNEpe0SFIkY4Xu37+f5t8t3V6S3G3evFnNtpKusdSkW0zGBBGRPtiiQ0TPRMbg2NraqsG/s2fPVmNUJDkQ0gKzc+fOFI+X22XKlFGJQVocHBweae2R3xkwYIAapFy5cmUULFgQly9fTvp52bJlER8fr8bvGEkCkjxBkdaewMBA1fIjyVLyi0wFT4ujoyMqVKiAU6dOPfKzZs2aqUHPktzJRcYh5c6d+5HHnThxAtWrV3/CFiSi7MREh4ieiXT/dO/eHSNHjlQDiCUhMfrggw/UAOKvvvoKZ8+exZ9//omJEyeqFprHkZlS8juSlBgTldKlS2Pp0qU4cuSI6oLq1asXEhMTU3ShtWjRAoMHD8a+fftUwiPXpeXHmHTJz+vXr4+OHTti3bp1KlGSKeKffvopDhw48Nh4WrVqpQYkpybPK0ndlClTsHv37jS7raTLSgY9Z7TYIBFloWwa+0NEVmTXrl1q0G6bNm0e+dmSJUvU4GMHBweDn5+fYfz48Sl+nnow8sqVKw2lSpUy2Nvbq5+JS5cuGZo1a2ZwcXEx+Pr6GiZOnGho0qSJ4Z133kn6vYCAAMOLL75ocHJyUr83b948g5eXl2Hq1KlJjwkNDTUMGzbM4OPjo+KR5+rdu7fh6tWrj/3bTp48qV43ODj4kZ9du3bNYGtrqwZGp0ViKFu27FO3HxFlHxv5JysTJyIiUyCFDH19fVW9HRlL8yxk7I10fUmrVUbUq1cPb7/9tmqBIiJ9sOuKiCzCpk2b1NILMotKuqRkzIx0gzVu3PiZn3v8+PGqiy6ja13JzCypJ0RE+mGLDhFZhLVr16oxQRcvXoSbm5ua9i5VkYsWLap3aESkIyY6REREZLHYdUVEREQWi4kOERERWSwmOkRERGSxmOgQERGRxWKiQ0RERBaLiQ4RERFZLCY6REREZLGY6BAREZHFYqJDREREsFT/Bzgm7nanbRQkAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1)\n", "axes, cbaxes = plot_dataset(dataset, axes=[ax, ax])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we might want to only create the plot for one dependent parameter, rather than all. To do this, we can pass the parameters argument to `plot_dataset` specifying which parameters to plot. Parameters are specified by the name that was assigned when they were registered to the measurement. For example:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([],\n", " [None])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_dataset(dataset, parameters=\"y2\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Regular 2D rectangular sweep scan\n", "\n", "For 2D plots, a colorbar is usually present. As mentioned above, the `plot_dataset` function returns a colorbar." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 4. \n" ] } ], "source": [ "meas = Measurement(exp=exp)\n", "\n", "meas.register_parameter(x)\n", "meas.register_parameter(t)\n", "meas.register_parameter(z, setpoints=(x, t))\n", "\n", "xvals = np.linspace(-4, 5, 50)\n", "tvals = np.linspace(-500, 1500, 25)\n", "\n", "with meas.run() as datasaver:\n", " for xv in xvals:\n", " for tv in tvals:\n", " # just some arbitrary semi good looking function\n", " zv = np.sin(2 * np.pi * xv) * np.cos(2 * np.pi * 0.001 * tv) + 0.001 * tv\n", " datasaver.add_result((x, xv), (t, tv), (z, zv))\n", "\n", "dataset = datasaver.dataset" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHHCAYAAABeLEexAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAcDVJREFUeJzt3QeYE1XXB/CTZHtj6b1X6RZERASlCSjFCqI0saMiIIqFJn5YXhEVBBsgvipYABEVEKSIIiiKigJSFnbpdXfZnk3me871nZhkkzubTLLJbP4/n5FNbmYyuTOZObnVpCiKQgAAAAARzBzqHQAAAAAINQREAAAAEPEQEAEAAEDEQ0AEAAAAEQ8BEQAAAEQ8BEQAAAAQ8RAQAQAAQMRDQAQAAAARDwERAAAARDwERKDLokWLyGQy0aFDhygSFRcX08SJE6lu3bpkNptp4MCB4vmcnBwaPXo01ahRQ+TP2LFjRR7x35xnqqlTp4rnjGLjxo1if/nfsmC0/AlXnIecl+VR37596e677w71bpSr4/7XX39RVFQU7dq1iyKJuaxumOrCmVy7dm0aMWIEHT16lMJBZmamuJmtWbNGPF6+fDnFxsZSYWGhdL3nnntOfKbWrVvrvsF4W5YsWeL3tuFfb7zxhksgEigLFiygl156iW6++WZ677336NFHHxXP/9///Z94v/vvv5/ef/99uvPOOynSffXVVx4vznl5eeL5sgqyIDz98MMP4jzg63Fpff/997R27Vp6/PHHg7pvkaZly5bUr18/mjx5MkWSqLJ6o+nTp1PDhg2poKCAfvzxR3Gz2LJli4hA4+LiKJS2b98u/u3YsaP4d+vWrXTxxReLoMibI0eOiJteYmJiQPbh4Ycfpg4dOpR4vlOnThTO+EY/ePBgaV6FS0BUpUoVEYgH0rfffisC/FdeeaXE81dccQVNmTLF8ZynUrSnn36annjiCYqUgGju3LklgiIOiKZNmyb+7tatW8TmTzDl5+eLH6PhHhDxecDf0dTU1FKtwz9GunfvTk2aNAn6/kWa++67T5S+HThwgBo3bkyRoMy+IX369KHLLrtM/M1VCXxzeuGFF2jlypV06623UqgDoubNmzu+hBwQqcGRNxMmTBA3PJvNRmfOnNG9D126dBGlDEaRm5srgkGLxSKWSHXq1CmPF29+nn9laeGbVLjfqEIJ+eM/u91ORUVF4gdnqH90BgN/x7788kuaP39+qHelXOrRowdVrFhRlHxzgUYkCFkbIg4AGEefKv516P4LkfEvhgYNGjgeq20x/vOf/9Bbb70lolcuoeASlp9++qlU75+VlSUCGV44AGrXrp34++TJk7Rjxw5q0aKFeMyvc7d582b69NNPafbs2VRWFi5cKD4zV9E441Iqfp5/fbvnDZda1K9fn+Lj46lr164e64P37NkjArFKlSqJiyYHrRykeqr23LRpEz3wwANUrVo1qlOnjkuac+kHH6vrr79eVIHw9vj927Rp46gSWbZsmXjM73fppZfSr7/+qmu/uNh83LhxVLVqVRGkDRo0iE6fPu2yP3/++afYf7Uq0tN55h7wjR8/XrQN4nOLA2bOU0VRXPJ5w4YNYtvqdtUq0LS0NHGxVp/31sbKUxsZfjxmzBhasWKFqI7l92/VqhWtXr26xPpc7Txq1CiqXr2643Xu50hpqMeMqx/at28v8pwDOj5WpfHJJ5+IY8nHmn/s3HHHHS5V4vwd5tIh9fM55wsfN8alA+rzaimS3vxRz0H+PHydePPNN/1ul6R1TvINmj8Ln1vqecL2798vzsvbbrvN8Ry/hvedrzVXXnmlyDcuQfd0c+eqey5p5FIQ/qx8TnK7NfcqfTVfPvjgA5Ef/Fo1T9zbkqh58Pfff4tjVaFCBbHvzzzzjNj3jIwMGjBgAKWkpIh2cC+//LLu/ZIdL96fxx57TPzN+aD1vWH8/eI2fHzj9ue64Fx6rOZXrVq16MEHHyxRbbdv3z666aabRF7wsefrH5eMO98f+Bp97bXXiusjb4u/P/PmzSvxfnqvj/xdSkpKooMHD1Lv3r3FZ+P95qDF+bzzprTXjOjoaHGefv755xQxlCBbuHAhHyHlp59+cnl+zpw54vl58+Y5nuvatatY3A0fPlypX7++43FaWppY9+KLL1aaNGmivPDCC8qLL76oVKlSRalTp45SVFSkuV/8PrwNrcV9f4qLi5W2bdsq9957r2M7rVq1Uvy1YcMG8T4LFixQTp8+XWKx2+2O115//fVKhQoVlPT0dPH4999/V2JiYpS77rqrRN60adNGadCggcibadOmKZUqVVKqVq2qnDhxwvHaXbt2ie21bNlSvI6PydVXX62YTCZl2bJlJY4hv44/7+uvv648//zzLmn8vio+Vs2bN1dq1qypTJ06VXnllVeU2rVrK0lJScp///tfpV69emJ9Xvj9+RjabDa/94vPg2uvvVbs1/jx4xWLxaLceuutjtctX75cnBctWrRQ3n//fbGsXbvW6zHhPOft8fuNHj1avP8NN9wg3mvs2LHiNTk5OWI7vE3etrpdzl/+l8/F9u3bO57n16vHhvdbNWXKFPGcM37crl07kX/PPvusMnv2bKVRo0ZKQkKCcubMGcfr+L34vevWratMnz5dfJf69+8v1uc89wUfs2bNmimpqanKE088ocyaNUucQ2az2SWv1POV/3U/Dh06dBDvy+vHx8eL8+/8+fPiNT/88IPSs2dP8To1T9R84f3m5wcNGuR4/rffftOdP7/88osSGxsr9oPPteeee06pVauWWNfXS19pz8lPPvlEbPvVV18Vj/m87ty5s1K9enWXfePvEe9LtWrVlDFjxiivvfaactVVV4l13333XcfreP1evXqJz8bn3ptvvileHxUVpQwYMKBEvlx00UXie87f+blz5yq//vqrI43zUqXmK5+jQ4YMUd544w2lX79+4jk+9vz9vf/++8XzvP/8/KZNm/zeL63jxceb90M9d53PD2/4u1m5cuUSz5f2uuCcDz169BCv48/Ar+NzWb2PFBYWKg0bNhTHa8aMGco777wj8pdfc+jQIce2+PGIESPE/vO2OH9423yuONN7feT7YVxcnNK0aVPlzjvvFNvnewO/1zPPPFMi752Pu6/XjBkzZohrQFZWlhIJyiwgWrdunbjBZ2RkKJ9++qn40vLFih/7GxDxl+HcuXOO5z///HPx/BdffKG5Xz///LPyzTffiIsGr8MnIj/mE5pPFv6bF36dMz75+CQ9depUQAMib8vx48cdr+W/ObDhGwt/SfkLz18e55NVzRu+IR05csTx/LZt28Tzjz76qOO57t27i5teQUGBSzBw5ZVXii+b+zHkCzYHhM68BUT8HN8EVWvWrHHs1+HDhx3P84XU/Qbr637xxcw5cOTPyBe1zMxMx3N8jDydW56sWLFCbJcvBs5uvvlmcQPcv3+/4zlvx5/zgG8wznwJiDjQdX4fvmHw83yhVXEgzBdV5xstGzx4sDhH8/LySvV51f3l7X/22WeO5/i84u3zeeYtIOKbBt/UW7dureTn5ztet2rVKvG6yZMnO5578MEHPQYifF1wv3AHIn84iOWb7tGjRx3P7du3T9y0fQ2ISntOMr6x8/v+/fffyksvvSTei88pTz/IXn75Zcdz/J3mAIXzU70Zc1DAN6TvvvvOZf358+eL9b///nuXfOHX/vnnnyX231tAdM899zie4+823yz5HFd/8DAOavl7y9dhla/7VZrjpeaV87VEhq9Hl156aYnnS3td4Gs47xcHLs4Bh/pjnX+kMg4q+TEHuzKevm+9e/cWwZ8zvddHPg783EMPPeR4jj8nX2/48/D3ydtx9/Wa8eGHH4pt8P0jEpRZlRkXa3LRJRercrEzF/NxcbNa9eIPLoLmOk73ajguStTCRZG8T1zkysWNQ4cOFY+5SJUb6fHfvPDrVGfPnhWt7rlYWS3mDxTe7jfffFNi4eJ5FRfXcrUDP8+fdefOnaKok4u13XH3b27sq7r88stFuyi1au3cuXOi4S+337pw4YKj+pA/IxfDchGxey9A7tpa2vZCXFzs3CBcbZPFRcr16tUr8bx6zPzZr3vuucelCoTzhtt2HT58mPzBecSfkxu6O+MqNL7GfP311xRsfO45N2Rs27atOM5qPvF+fPbZZ3TDDTeIv9V84oXziYvyf/nlF5/ek78HXK2g4vcbNmyYKLI/ceKEx3V+/vlnUVXEVanO7VS4hwpXO3O1Rijyh4//unXrxPeAP5eKq3e4PaMvfD0n58yZI6qg+DrH1wrueMDVT+64bdS9997reBwTEyMec35yVZpaFXnRRRc5qvDVhb9HjKtsnXHVeGnarqm4PaeKz3muwuHz6a677nI8z23kuMrY+brq635pHS9/cP47X//daV0X+PzgNlY8JAb3Mna+zvG+qecuH0vGvZC5A4A3XPXl3iSDjwd/RvemF/5eH51xNaR7tSR/Hv5cnvhzzaj4v/wNRDtZIyiz1op8I2/WrJnIdL6JczscvT2TnE8c54N3/vx56Xo8Rgz3dmMcXHDjaD7g3Ajxu+++oxkzZojHfIFw/sJxjxcOUB566CEKNK4zdq8L94Trrf/73/+KLyt/4Tl486Rp06YlnuP8//jjjx3tGvhLwRdsXjzhC7NzUMV1+/4eG/WiwgGxp+fVY+bPfvl7HnjDF0y+iSYnJ7s8zzcANT3Y3D+T+rnUz8SBO7dz4DZ0vHjLJ19wsODetobPGcZtOTggd6fmBd8w3fHNknuShiJ/+LNzzypPvY987ZHk6znJ14jXXnuNbrnlFtFOg//2hM8x916qzvnN1yUOtnbv3u31B5j7MfblO+rte8qBLbcDc3+eAxCVr/uldbz8JWszo3Vd8HbucmDaqFEjRzrnKbdFmjVrlmifxYFV//79HW2vVNxmidtUcZtU98CJ73vOr/X3+qjiAI730du544k/1wzlf/kbKWOBlVlAxCUUai8z/tV21VVX0e2330579+4VDcTUTPd0gnNU74m30gqthmUcSXPLeWfOjUe5ZIAXbpCsnlx8AeCTiBtSHzt2zPFaDqysVqt4Hf+qcC7RCQa+KPGvcnXwLA7inH/dlBavp/aW418HnrjfOJx/AWnxdmy0jpk/++XveRDOSptPfFEePny4x9fyr/DyqiyPuT/npDqmGd/IeIiO0nYj9/Te/GOJb8aeuN9AffmOesvH0uStr/sVjONVuXJlaUAVyPfkRuXcmJkbGHPHA74/zJw5Uwwhw7Uc3DmIf5zyjwDOE/78HFhxaTN3blHPIa19C+Z57c814/z/8tc9QC6vQtKflQ86n0zXXHONKF5WxxnhCN5T0WCgf5FzTwg+KbgnEJeyLF68mGrWrClKT/gEVgfwc764cJE4n1BqsOSOf0U88sgjQe95xj0guNie82/SpEni/fjXizsO4NxxjxK1t57664J7EpSmZKqsBGu/fPmFw4EwFztzPjuXEnEvIzU91PiXOe8b/1gIVD6pJSHOecXnDHPu5elMzQv+YaNWl6j4Oee88nYMgvHrk3v6cEkHfyZ3np4L5DnJvafeeecdcZ3hEgW++Wzbtq3E8AH8w0odvsJbfnM102+//SZutuH0Kz0Y++Xrdjj44Cogfzmfu86lLVztxPcG92PNASAvXFPAYyZ17txZ9ArkGoUvvvhC9K7jZiDOpT/uVYeBwvcivleqpUKl+a76c81IS0sTP7id36c8C1m3e+7Ox6VGfENXq6/4S8Y3Heeukfyl46LIQOL6Wz4h+ALFQRgHR/w4OztblFyp7Yf4hFdxd1Eewdp94S6L/AXgv53r3YOBu/ovXbqUnn/+eRFEcvUZfznVL4Iz7uLq3K6Bx1rii7LafoJvGHwMuBvy8ePHS6zvqXtqWQjWfvFNp7Qj4PJgZHzR4GDdGf/S44u2r21QgvWjgrsB8w3B03AK/uQT36D5PFbx94F/LHA3fE/VZYxLffmY8Y3Bubs1t7PiKhVuS6RSb/zuxyEhIcHj83rzh7/D/D1wLtHlYMjXNmC+nJP8GbhdDl/beEgMDoy4XQb/7Y7bL/I2nW/E/JhvXGrbRW63xN/jt99+u8T6XCXIAVUoBGO/vJ0f3nAbHC7B8LcdEp8fXIrDVZrOJTDvvvuuqOJSz13+HvCxcsaBEQcK6jmvluw4b4e3wV3xg8X5+sTvy485aPfWjMKfa8aOHTvEPc65uq88C+mIZzzuBNezc4kMj4rJYyNwcSMXS3NwwfWZfKHlA8InZaBxoMX19OovE476uVjcEy4yVOepcqaWCLmn8bgaPK4K/0LQGvOGcdslNTB0L8LkhfOCp4HgUjW1MR1/AXj7XJTLbTWcq864CJ+DO16Hv7S8n1zEzL9andt18Wv4y80NCflXEo/DxHXgXMzPwWgoBGO/+AbDY4LwrznOG77JuZdoqLjRIefzU089JapCeYwqLibn4nJugBkuo7ZyYMzHnxtecj5xoM8NgPkGzCVc/Lcv+Fcgf+94LC9u+8Jt/TjfZRd1vgDzAKsjR44UDUiHDBki1nn11VfFL1V1KhOm3uS5hJW/43yB5qCeS2J53znY533gamf+AaJnShz1O8jHjX/Y8PdADXJ5u9whIRjnJJcSc7U25z9/vuuuu04ESHzeccNqPpec2xBx3vE5xp+bPz/vF1fNc74ybpDNJdd8feRjzZ+FPwf/cOTnuWpObYpQloKxX+r5wd87Pi84D/i76G02AA5Y+Ect5zWX9PuKA08uZefrNB8nbhfEpUU8LhGPacc/lBk3qOdrLt+r+DhxcMTT8agBBuvVq5cIrnh/uWE8t1PlYJGvM56CaL249JNLIrn0kb//HORzu9Inn3xS2uHHl2uG1Wp1jD0XMUI1DhHjro6NGzcWi9qdm7u/czdF7j7IXVC5O6K3bvfcTdOdt+67nvAYMjwuBuMu6t72U8Zbt2se94K7r+7evVtXt3v1s9x4441KcnKyy7gXzkMN8Ngo7nnDXXp5CAEe3qBLly6OsV2cHThwQBk2bJhSo0YNJTo6WoyHwWNa8NAIpTmG3rrdu3c5Z/w67nrtzNux1LNfnsbK4fE3eJ84Dz2NL+XuwoULopsujz3C789dq3kfnbvxBrPbvXs+qdt07vrMTp48KV7Lx5n3k/OLu4i/9dZb0s/nbX/5+8bjbPE5w98P967GnvKWLV26VHTP5/V4aIihQ4e6DPvA+DvOXYV5yA3+bjh/bu6CzF2o+XvvfN7rzZ/169eL/eLt8nWGx5Dh7yaP4+IrrXNS/S46d6Vn2dnZYt94LB61O7163vCwHp06dRL7w69xH7OG8Tr8/ebXc/5WrFhR5BWPheM85Ia3fJF1u3fuos04/xITE0us7+k817tfno4XX485X7lLf2m64PMYOny+O/PlusA4z/lc52PK40Xx+Evq+Fns4MGDyqhRo8T5w8eJz+9rrrlGDCXjbOXKleK7w69Rx4DjrvuBvj6qx4jPR3UsKN5vPqbOwwd4ux+W9prx9ddfi/V5qIpIYeL/hTooK4+4yJzrqLl7alniX5vcnonn+PFW2gXgjktzuORk1apVVN5xaS6PLu6pnV1Z4VJj7skaabOJBxqXrHNecsmUp5615RHXCHDzCS6FCvb3xGQyuVSjl3cha0NUnnH1HhehR8r8LwDhituzOOMgiDtOlKYaG8Ifd4Hn6qoXX3wx1LtSruzevVv8OHr22WcpkmDWxCDg7vfu8/kAhAI3lPQ2bAXjdg/BHioilLitD/+iVseV4XZk/JnVtnTc8NU9aHLnrUE5hIeyGCg10lx00UUlGpJHAgREAOUYNw6VDVvBDaHVSSXLI24s+9FHH4mRtnkgWO6ZxD2+1OoVbgTtPiaZO7QqAIgMaEMEUI5xT0pZCQgPO+E8PU2k4cFNnbvlexJO43QBQPAgIAIAAICIh0bVAAAAEPHQhsiHodK5aJ2HPg+nIfQBACD8cOULT//DA3D6M99kafBgvjzCeSDExMSIAR8jGQKiUuJgyH3CQgAAAJmMjAwxAWwwgqGG9ZPoxCnvvUh9UaNGDTF3WSQHRQiISkmd5POmlbdSdGKMx9d8/2tz+UYS5Sfu/Zdukqeneu8t9Hnuv5OQejL11xuk6fbT8i9Bo1b/zovmydzG8kkWo0leqvbQoQHS9N2//zthoiemSvJhDp64dLU0fXDSWWn6omx51+tZO3pK001Z/0zF4M3F7b3PxzS7nrxbcZZd47zad5s0/die6tJ0S808afr/tV0hTe+dUHJKGmcvn3OdKd7dop//nVPQE1OR/Nd3j0v+kKbPrPmjNH2vVZ6/D+0eIk3POiif6T6xvvdpiWa3Wipdt73nS5HDlFPyBvOrdrSXpisaBRu3Xbpdmv5k1T+l6d8XyN9g/O+3SNOLjiZJ06s0kX+v32jxkTS9lpfZ51WPHb3Ga5o1t4g+6/+xywTRgcQlQxwMHd7RgFKS9ZVAZV+wU/1LD4ltIiACTWo1GQdDMUmer0LmeI0TKV5+YY1Lkh+OlGTvX84Es/yLa07Q2jd5elRirDQ9WeMLqRUQeQsyS5u3pgT59uN15K1Y3x6lb/+Kov3+/Fp5a7cruo6dWeMCaEmwS9MTNPIuJUGeHqeRN5p5a5Hnj7fvq0rrZpJkleevJUFv/noP5hM19i1FIyCKzdOXt1oBUWxStK68TYyWnxsWjeuWVt5qnftJWvmr89xiwW5ikZRsEosedo3rc6QwZKPqzZs3i0n0uG6WTzae0VqGx1nh17kvPDYJAACAUdkUe0AWMGgJUW5urpg1etSoUXTjjTeWej2eyZhHkVbxTMQAAABGZSdFLHq3AQYNiPr06SMWX3EAlJoqr88HAACAyGPIKjN/tW/fnmrWrEk9e/YUI/gCAAAYmT1A/4FBS4h8xUHQ/Pnz6bLLLhOTrr7zzjtitutt27bRJZdc4nEdfp3zBK08gz0AAEA4sSmKWPRuAyIkIGrevLlYVFdeeSUdOHCAXnnlFXr//fc9rjNz5kyaNm1aGe4lAAAAhEpEVZk5u/zyy2n//v1e0ydNmkRZWVmOhQfXAgAACMdG1XoXiJASIk927twpqtK8iY2NFQsAAEC44mDGhl5mkRsQ5eTkuJTu8HDjHOBUqlSJ6tWrJ0p3jh49SosXLxbps2fPpoYNG1KrVq3EcOfchujbb7+ltWvXhvBTAAAAQLgwZED0888/0zXX/Dtk+rhx48S/w4cPp0WLFtHx48cpPT3dkc7DkY8fP14ESQkJCdS2bVtat26dyzYAAACMBuMQRXhAxD3EeCZhbzgocjZx4kSxAAAAlCfoZRY4EduoGgAAAMDQJUShlGuLpaLiGP/CS435885Y5TM3HyjO8Zp2zCqfDV6L1iSOVpt8EsZD1kRpeoxJPrFtgU1+KioW+S8YrakJT1orSNMPFadprN9C/v4mRdf+yz7/wWJ53lywJ+o6dlrHXqs0/Zi1ojT9QPE+Xee9yayxAxrpF4rlE4DuL7ZK0zOKq0jTbXaTrvy12b2/IMNaWbpuqvmYND3TGq9r37Ty9nxxgjT9gDVPmp5hbSBNVxS9eStf/1Cx/Ny1KlnS9Jxi7x1vrLaymTCVh1TUO6wihmX8BwIiAAAAg7IFoJeZ3vXLCwREAAAABmVT/ln0bgPQhggAAAAAJUQAAABGhTZEgYOACAAAwKDsZCKbZrcS7W0AqswAAAAAUEIEAABgVHbln0XvNgABEQAAgGHZAlBlpnf98gJVZgAAABDxUEIEAABgUCghChwERAAAAAZlV0xi0bsNQJUZAAAAAEqIAAAAjApVZoGDgAgAAMCgbGQWi75tAENA5KP84iiyFkd7TLOkFknXtUTLT7v0/ErS9K9yWnpN25tXQ7puXJxVmp5f0aRrJNMNkn1jFpN8cPhiu/wLbdbI29h4+efbn1dNmv6FuZU0PS2/svz9E+TvX2SRD/RRYPP+VVynkbeFds/no8ps0hhkpKJG3sYUS9N35daRpufZY6XpJwpSpOkxSfL9sxVbpOnZRXHS9DU58mN/xposTY+x2PTlb7T3/N2R20C67jFrRWl6ZlGCND0qWb5vZrP83DldIM+br3JaS9PTC+XXvNgY+feqUCNvLRr7vzWnqTQ92VIgTc/zci9gxcVlMyGGEoA2RLwNQBsiAAAAAJQQAQAAGBXaEAUOAiIAAACDsilmsejbRsB2x9BQZQYAAAARDyVEAAAABsUdXuw6yzbshCIihoAIAADAoNCGKHBQZQYAAAARDyVEAAAAEd2oGlVmDAERAACAodsQ6ZzcFVVmAqrMAAAAIOKhhAgAAMCg7AGYywy9zP6BEiIAAACDtyHSu/hi5syZ1KFDB0pOTqZq1arRwIEDae/evWR0CIgAAAAMXEIUiMUXmzZtogcffJB+/PFH+uabb8hqtVKvXr0oNzeXjMykKGheXhrZ2dlUoUIF6vz5GIpKlM/eDQAAka04t5C+HzCHsrKyKCUlJWj3pA93tqaEZIuubeVdsNHt7Xf5va+nT58WJUUcKF199dVkVGhDBAAAYFA2xSQWvdtQgyxnsbGxYtHCgRSrVKkSGRmqzAAAAAyKG1QHYmF169YVpU7qwm2FtNjtdho7dix17tyZWrduTUaGEiIAAACgjIwMlyqz0pQOcVuiXbt20ZYtW8jowq6EaPPmzXTDDTdQrVq1yGQy0YoVK6SvX7ZsGfXs2ZOqVq0qDmSnTp1ozZo1Lq+ZOnWq2Jbz0qJFiyB/EgAAgOCyK+aALIzvoc6LVkA0ZswYWrVqFW3YsIHq1KlDRhd2ARG3Um/Xrh3NnTu31AEUB0RfffUV7dixg6655hoRUP36668ur2vVqhUdP37csZSHaBYAACJbIKvMSov7YnEwtHz5cvr222+pYcOGVB6EXZVZnz59xFJas2fPdnn8f//3f/T555/TF198QRdffLHj+aioKKpRo0ZA9xUAACDSPPjgg/Thhx+Key2PRXTixAnxPLc7io+PJ6MKuxIivbiB14ULF0q0dt+3b5+ohmvUqBENHTqU0tPTpdspLCwULe6dFwAAgHBid+pp5u/C2/DFvHnzRM+ybt26Uc2aNR3L0qVLycjCroRIr//85z+Uk5NDt956q+O5jh070qJFi6h58+aiumzatGnUpUsX0RCMo1tPuHU9vw4AACBc+TOwoqdt+KK8Dl9YrkqIuAiPg5iPP/5YDBKl4iq4W265hdq2bUu9e/cW7Y0yMzPF67yZNGmSiIDVhVvfAwAAQPlUbkqIlixZQqNHj6ZPPvmEevToIX1tamoqNWvWjPbv3+/1NaUdkAoAACBU/JmLzNM2oJyUEH300Uc0cuRI8W+/fv00X89VagcOHBB1ngAAAEZlJ1NAFgjDEiIOVpxLbtLS0mjnzp2ikXS9evVEVdbRo0dp8eLFjmqy4cOH06uvviraCqmt3bmlO7d4ZxMmTBBd8evXr0/Hjh2jKVOmkMVioSFDhoToUwIAAOiHEqLACbtc+Pnnn0V3ebXL/Lhx48TfkydPFo+5UbRzD7G33nqLiouLRTdA59bujzzyiOM1R44cEcEPN6rmxtaVK1cWs/TyYI4AAAAAYVdCxN34ZC3YubeYs40bN5aqfREAAEB548/Aip62AWEYEIW7fGsMWawxHtM6VU+TrptrkzfS/j5DPtpn/pkEr2lRFQql63aoJx93qXb8P7MVe/PzmbrS9ENHNErbNHpp1qlzVpp+RdXD0vSTBZ6HT1Bty6gvTS86HydNj62cL02/oo58/yrF5ErTfzzVwGva8aMaM0hb5JnbuO5JafqlleQ9KA/nVZam/5wuPzeKL3j+vqiSqsrzpnNt+fcq3lIkTd9yopE0/cyxf6rWvTHH2qTpLesdl6a3qiBP33uhute03w/Xlq5rz5dfwivWlI+f1qXmQWm6VaMq5Ydj8mtW1kn599KSaJWmX1z/iDS9ceJpafpvmfL823tYPlivUiz//NVrZXpNs1nLpmu6nccR0jnbvd71ywuEhQAAABDxUEIEAABgUDyoot4qL70DO5YXCIgAAAAMynm2ej3bAFSZAQAAAKCECAAAwKhsZBKL3m0Yye7du0Xv8e+++44OHz5MeXl5YhgdHqKHp+e66aab/JppAiVEAAAABq8y07sYwS+//CKm5uLAZ8uWLWIw5rFjx9Kzzz5Ld9xxhxiy56mnnqJatWrRCy+8QIWF8t7X7lBCBAAAAGGPS34ee+wx+vTTT8WcpN5s3bpVzF7x8ssv05NPPlnq7SMgAgAAMCgeJUt/lZkx/P333xQdHa35uk6dOonFapWPc+UOAREAAIBBRVIvs2gvwVBBQQHFxZUcXLc0wZMzY+QCAAAAeJ3cVe9iNHa7XbQdql27NiUlJdHBg/+Muv7MM8/Qu+++69c2jZcLAAAAENFmzJgh5jZ98cUXKSbm3+mBWrduTe+8845f20RABAAAYFAKmciuc+FtGM3ixYvprbfeoqFDh5LFYnE8365dO9qzZ49f20QbIgAAAIMKRJWXEavMjh49Sk2aNPFYleZrY2qV8XIBAAAAIlrLli3FwIzuuEs+j1PkD5QQ+ajQZiFL8b/Fc85aJhyTrnvc6n3cBJaf00KaHnfM++EqkK5JVCUmV5reJiFDmr6d6knTo078W4frickuTSZbLXls3jL+qHwDVFuaWpgtH7U0/qj8q1AQI1+/ZlyWNL1J3Elp+mZbY69pMcflPSXs0Yo03VxP0XXsM60J0nTbeY28Pen5+6LKT5SfO/Xjz0rTK1jypOnfFDaXpscdk+evNVl+bsQ1KtaVvxn5Fb0nnpPnTVym/HuTX0n+2RrFn5amWxX5sVuXr5W38rwrrCzf/6TGhbry9s+smtJ0yxl5/lry5FVJhdW854/NJs+7QLErJrHo3YbRTJ48mYYPHy5KirhUaNmyZbR3715RlbZq1Sq/tokSIgAAAIPime4DsRjNgAED6IsvvqB169ZRYmKiCJB4Sg9+rmfPnn5tEyVEAAAAYDhdunShb775JmDbQ0AEAABgUJFaZRYMCIgAAAAMyk5msejdhtFUrFiRTKaSgRw/x6NWcw+0ESNG0MiRI0u9TQREAAAAYCjcZui5556jPn360OWXXy6e2759O61evZoefPBBSktLo/vvv5+Ki4vp7rvvLtU2ERABAAAYlE0xiUXvNoxmy5YtYrTq++67z+X5N998k9auXUufffYZtW3bll577bVSB0TGKycDAAAAlzZEehejWbNmDfXo0aPE8927dxdprG/fvo45zkoDAREAAIBBKf+b7V7PwtswmkqVKoku9u74OU5jubm5lJycXOptosoMAAAADIVntec2Qhs2bHC0Ifrpp5/oq6++ovnz54vH3CW/a9eupd4mAiIAAACDspFJLHq3YTTcLoin75gzZ44YpZo1b96cNm3aRFdeeaV4PH78eJ+2iYAIAADAoOyK/nGEeBtGwpO33nvvvaKU6KOPPgrYdo1XcQgAAAARKzo6WvQiCzQERAAAAAalt0G1uhjNwIEDacWKFQHdJqrMAAAADMpOJrHo3YYvNm/eTC+99BLt2LGDjh8/TsuXLxcBijcbN26ka665psTzvG6NGjXIH02bNqXp06fT999/T5deeqmY4NXZww8/7PM2ERD5qMhqIYvVc7ZFm2zSdc0kr6hVCi3S9OhsyX5V1Bfhx5ms0nSrTWPfcuXbN9nl6UUa248zy/dPiylfY/8vyNcv0FjfQvIPGKuVv8Xetx+VI983e4xJ17HTyluti6U53+z3ecsKtM57je+VVrrVy/dVFatx7BWz/PMX28268rfYLjn2ufryNq9Q/tmjTcWkR7HG9uM19s8WL89brbYxmnmrUfIRlSvffpTGda1Icm7ZrPryNpzl5uZSu3btaNSoUXTjjTeWer29e/dSSkqK43G1atX83od3332XUlNTRVDGi/v0HQiIAAAAIkgoRqru06ePWHzFARAHMYHAU3MEmvEqDgEAACDgbYiys7NdlsLCwoDua/v27almzZrUs2dPUdUVbiKmhMjXOk8AAIBIUrduXZfHU6ZMoalTp+reLgdBPFjiZZddJoKsd955h7p160bbtm2jSy65xO/tHjlyhFauXEnp6elUVFTkkjZr1iyftxcxAZG/dZ4AAABh3aha7zhE/2snmJGR4dLGJzY2lgKBB0zkRcUDJx44cIBeeeUVev/99/3a5vr166l///7UqFEj2rNnD7Vu3ZoOHTpEiqL4HWRFTEDkb50nAABAuFIC0MuMt8E4GHIOiIKJp9vgGev9NWnSJJowYQJNmzZNzFfG4xJxG6WhQ4fSdddd59c20YbICy7Wc69PBQAACCdGne1+586doirNX7t376Zhw4aJv6Oioig/P5+SkpJEV/wXXnjBr21GTAmRr2bOnCkiTwAAAPhXTk4O7d+/36XHFwc4PMt8vXr1ROnN0aNHafHixSJ99uzZ1LBhQ2rVqhUVFBSINkTffvstrV27lvzF4w6p7YY4sOIqON4+O3PmjF/bREDkBR/QcePGOR5zCZF7gzMAAIBQCsRI076u//PPP7sMtKjeK4cPH06LFi0SHZe4obOKAxeeaJWDpISEBGrbti2tW7fO42CNpXXFFVeIKreLLrqI+vbtK7b/xx9/iIleOc0fCIi84MZkgWpQBgAAEAyBqPLydf1u3bqJxsvecFDkbOLEiWIJJO5FxiVVjGtz+O+lS5eKEaz96WHGEBABAACAoXDvMufqM+7Wr1fEBERadZ4AAABGE4q5zMIJV8edOnWK7HbX6ZP8ua9HTECkVecJAABgNKGoMgsHf//9N9111130ww8/uDzPVXk8l5nNJp/jMKIDIq06TwAAADCGkSNHiu72q1atEr3MOAjSK2ICIgAAgPImUkuIdu7cKabiatGiRcC2iYDIR8VWC9mtFo9paYVVpeueLJSPAGpyrQItQbHIEuUn9IkC+Xvvj60uTc8ripbvm84hPvML5dvfXyDfv+MFQcxbprH+scIK0vRos7z4ttDq/ato0chbrby/UCTvLbm/UJ63pwuSpOkmRV/eKjb5uZtRUEmafi4qUZpuKzbrO/Ya94rzhfHS9LTCatL0cxrr69l3u8ZnTy+sLE23ar6BPHPsWnmr4Uxhoq5zN7swTtf7a323rF7uBczbfSLQIjUgatmypd/jDXmDkaoBAAAg7DnPHMGjUXNX/o0bN9LZs2cDMrMESogAAAAMKpJKiFJTU13aCnG74O7du7u8Bo2qAQAAIhDXWOuf3NUYNmzYENTtIyACAAAwqEgqIeratWtQt482RAAAAGAoCxcupE8++aTE8/zce++959c2ERABAAAYvIRI72I0M2fOpCpVqpR4vlq1avR///d/fm0TVWYAAAAGFUlVZs7S09OpYcOG5K5+/foizR8oIQIAAABD4ZKg33//vcTzv/32G1WuLB9fyxuUEAEAABhUpJYQDRkyhB5++GFKTk6mq6++Wjy3adMmeuSRR2jw4MF+bRMBEQAAgEEpikkserdhNM8++ywdOnRIjEPEc5oxnvF+2LBhaEMEAAAAkSEmJoaWLl1KM2bMEPOaxcfHU5s2bUQbIn8hIAIAADAoHpRR78CMetcPpaZNm4olEBAQAQAAGFSktiEKBgREPrJZLaR4mcX4hzMluwA6KyjWN2N8YUXvafZo+XTsB7PkM4ZnW+Uzoufly9PtyYq+2eY1Zrv//mwjafr5/AT59qMVv/NWiJKvv/tcDWn6kdhUabq10PtX0ZYi3zVFY98u5Mln/N54upk0/WROsjTdHqOVtxoXW43kX8/VlqZHm226ZnwvlB8assfJP9+ZC/IZ2TdEy/P31AXv+WtLkH9xirQ6Cmvc6Lafqa+v5EBjzocije+VTSNvj2XLT/7NJC8ZOJ8jvy5Yk+Tvb4s1ad4PQj3bPQQOAiIAAACDitRG1cGAgAgAAMCgUGUWOBiYEQAAwOAlRHoXo8FcZgAAABDxZmIuMwAAAFBx6Y7eKi8jlhClYy4zAAAAUHE/OUXRuZDxBGMuMwREAAAAYMi5zDZs2EA2m00s3377LeYyAwAAiEQ8VhT/p3cbRoO5zAAAAIAifRyimP/NZcaBEVeTYS4zAAAAiFjNmjUTSyAgIAIAADAo7mFmipCBGceNGydKhBITE8XfMrNmzfJ5+wiIAAAADErtKaZ3G0bw66+/ktVqdfztjcnkX4CHgAgAAADCHvco8/R3oCAgAgAAMKhIbVQdDAiIfKTYzKQUex6+6UB6dV3bNkXbpenWWkV+b/vsqRR5OsnTNVX5pxjTbwXyU3HvoZr6th9vkyZbNdK1nDiRKk/XsW17df+PO7PlxEjT9+bozNvkYmmyNVm+utal+MhR/wZZK63iGvryNy8rXpq+WyNdqoI8b+0VNNbXqAo5dKQq6aJx8Kw19eVt1tkkXemaKsmvW3bNk8csvVeUhUgNiHJzc+n555+n9evX06lTp0SXe2cHDx70eZsIiAAAAAwqFI2qN2/eTC+99BLt2LGDjh8/TsuXL6eBAwdSWRo9ejRt2rSJ7rzzTqpZs6bf7YacISACAAAAn0pn2rVrR6NGjaIbb7yRQuHrr7+mL7/8kjp37hywbYbl1B1z586lBg0aUFxcHHXs2JG2b9/u9bXdunUTkaH70q9fP8drRowYUSL9uuuuK6NPAwAAEBy65zHzo5danz59aMaMGTRo0CAKlYoVK1KlSpUCus2wC4h45EkeX2DKlCn0yy+/iCi0d+/eoo7Qk2XLlokiO3XZtWsXWSwWuuWWW1xexwGQ8+s++uijMvpEAAAAwfFPQGPSuYT6U/iOxyOaPHky5eXlBWybYVdlxoMp3X333TRy5EjxeP78+aJYbMGCBfTEE0+UeL17hLhkyRJKSEgoERDFxsZSjRo1grz3AAAAxpSdnV3ivslLOHr55ZfpwIEDVL16dVGjFB0d7ZLOBSqGDoiKiopEI61JkyY5njObzdSjRw/aunVrqbbx7rvviplueSRLZxs3bqRq1aqJYrZrr71WFPdVrhzc3isAAABG6WVWt25dl+e5pmbq1KkUjoLRiDusAqIzZ86QzWYTEZ8zfrxnzx7N9bmtEVeZcVDkXl3GDb8aNmwoIsonn3xS1IFykMXVa54UFhaKxVvkDAAAEGpc26W3xktdPyMjg1JS/h2CJVxLh9RgrVwHRHpxIMSz3V5++eUuz3OJkYrT27ZtS40bNxalRt27d/e4rZkzZ9K0adOCvs8AAADhICUlxSUgMgKuVdq9e7f4u1WrVnTxxReXj0bVVapUESU2J0+edHmeH2u1/+FugNx+6K677tJ8n0aNGon32r9/v9fXcLVdVlaWY+HIGQAAIJzob1Dte5VbTk4O7dy5UywsLS1N/J2enk5lhTtacfOXDh060MMPPyyWSy+9VBRynD592vgBUUxMjPhAPPKkikef5MedOnWSrvvJJ5+IKq477rhD832OHDlCZ8+eFYM5ecNFhWq0bMSoGQAAIqjOTO/ig59//lmUxKilMdwznP/mXl9l5aGHHqILFy7Qn3/+SefOnRMLN5nh5i0cHJWLKjPO2OHDh9Nll10mqr5mz54tSn/UXmfDhg2j2rVriyot9+oybmTl3lCaI1mu+rrppptEKRO3IZo4cSI1adJEdOcHAAAwrAA0quZt+ILH/1NC3Fd/9erVtG7dOrroooscz7Vs2VKMY9irV6/yERDddtttoriLI80TJ05Q+/btxQdXG1pzkRz3PHO2d+9e2rJlC61du7bE9rgK7vfff6f33nuPMjMzqVatWiKzeAyDcG4wBgAAAJ5x7ZF7V3vGz7nPa2bYgIiNGTNGLJ5wQ2h3zZs39xqtxsfH05o1awK+jwAAAKHmz0jTnrZhNNx+6JFHHhGDLHNBBzt69Cg9+uijXjtLGaoNEQAAAIR3o+pwMGfOHNFeiAdl5F7jvPDQOvzc66+/Xn5KiMJakZnI4jmOjDsqz067Rm5bGxRI06tWueA17Vx2gnzjaa4DVbqLzpWvnl9dXgSZUi9Lmm42y3+CZKZXkKbHH/c8XpSqOF6aTPaG+dL0yqk50vQz55Kk6VGH5Dtg/ndIK48Katm8plWqmyld11osz5ucw/IOAXGn5b+LrMnyY2duKD95UpPkeX/qlHz/Yg/Lq7ZNGqXj+XWs0vQqteTnbl5BjDS98HCyND32rPxmU1TRe/5GN5Cfl8nx8mvG6ROp8n3LKFnl4ELjPllYr0iaXrWaPG+z8uTfG5vGdSsmS76DhVXlJ0d8fe/XVBYbXSxNP3e0gvxeAUHDg0jyaNTcjkgdp5DbE/FAzv5CQAQAAGBUXLpTxo2qw8HBgwfFEDo9e/YUSyAghAUAADCoUMx2Hw64p/g111xD//3vf6mgQF5SWloIiAAAAMBQuLqMZ53goXp4SJ17772Xtm3bpmubCIgAAACMKgQDM4YDHpLn1VdfpWPHjtGCBQvo+PHj1KVLF2rdujXNmjXLr9GqERABAAAYVKT2MlNFRUWJydt5tooXXnhBTMk1YcIE0eiaB3LmQCmoAREPjvjdd9+J8X242Mp5VngAAACAssDTiDzwwANiKi4uGeJgiGek+Oabb0Tp0YABAwLfy+zQoUM0b948MYEqzwXmPBAiz0HGRVX33HOPmCLDfSRpAAAACBIDVnnpxcHPwoULxUwVffv2pcWLF4t/1fiDxyRatGiRGKeotEoVufBEae3atRMz2s6YMYP++usvMQN8UVGRmF7jq6++oquuukpMt8GNnH766Sf/PyUAAACUSqRWmc2bN49uv/12Onz4MK1YsYKuv/76EoUx1apVE/OcBrSEKDExUfT5d584VX1DHkKblylTpoh5xzIyMqhDhw6l3gkAAADwQyAaRRuwhGnfvn2ar+HaK54sPqABkfvM8jLXXXddqV8LAAAA4A+esH379u106tSpEhO6coPqoI9UnZ+fL9oPJST8M1UEF1ctX75cDJndu3dvn3cAAAAA/MXVXXqrvIxXZfbFF1/Q0KFDKScnh1JSUshk+vcz8N/+BEQ+t37mFtvceEmNzjp27Egvv/wyDRw4UNTpAQAAQBmJ0HGIxo8fT6NGjRIBEcci58+fdyznzp3za5s+B0TczZ57lLFPP/2UqlevLkqJOEh67bXX/NoJAAAAgNI6evSo6PCl1lYFgs8BUV5eHiUn/zO789q1a8WASNyy+4orrhCBEQAAAJSRCC0h6t27txiDKJCi/JlQjbu4DRo0SAzM+Oijj4rnuVET1+OVe1YTUZTn+tbEY/JVizUC2eJG8rOyYQXvxYAX8mOl65o1ShDjz8jfuyhFXsdcNSlHmh5ldm3w5i67sKI0PfGYfP8KU+X7V9jM5nfesnPZ8oMXd0aaTNEX5OmFVbzvf82kbOm6udYYaXp+Xqo0PemIPG9za8jz1tK8WFfenjotv27En5Imk9kqTy+oIf/dVy8lU5p+3Czfv/MXUnTl7wWL9/xNjpdPWlmvgnzfTx2TH/tEjUF8FY2fzIV15ekNKpyXpu+zW+Tbz0qSpicdleetLU7+ASom5knTK8fJ088dSpXfK8pChM52369fP3rsscfEMEBt2rSh6Ohol/T+/fsHPyDisYa47z8HQt27d6dOnTo5Sosuvvhin3cAAAAAwBd33323+Hf69Okl0rhRtc0m/xEckIDo5ptvFoMw8vwgPFijioMjLjUCAACAssGTRjhNHOH3NozGvZt9SNoQbdiwgWrUqCFKg5xHhbz88stp/fr1gd4/AAAA8CZC2xB5wz3O5syZQ2USEHEj6h07dpR4/tVXX6VJkyb5tRMAAAAA/uICGW7Ow5O88qwZZRIQvfTSS9SnTx/as2eP4zkeh4jbFn355Zd+7QQAAADoaFStdzEgniaM2xDxRK69evUSbYd4oGieY7VMAqLRo0fThAkTqEePHnTo0CF64YUXxA7xBK/q+EQAAAAQfCYlMItRWK1W+uSTT0S3++bNm9POnTtFQQ034XnqqafE9GHuPc6C1qiaTZw4kc6ePUuXXXaZaMnN3e95HCIAAAAoQxE2uWvt2rWpRYsWdMcdd9CSJUuoYsV/hmwZMmSI7m2XKiDyNAI17xSPEHn11VeLydV4YTxyJAAAAECgFRcXi6oxXiwW+ThWQQmIXnnlFY/P8858//33YmG8gwiIAAAAykiEDcx47Ngx+uyzz+jdd9+lRx55RLRp5tIi58ldgxoQpaWl6X4jAAAACLAIqzKLi4sTs9zzcuDAAVq4cKEoiOGSo+eee45GjBhB1157rV+lRz43qgYAAAAItcaNG9OMGTPEPKrcy72wsJCuv/56Mem8P0oVED3//PNiUtfS2LZtG7rfAwAAlAUMzEjcw4yrzj799FM6cuQIPfnkk/5tpzQv4snT6tevTw888AB9/fXXdPr0aUcaF1P9/vvv9MYbb9CVV15Jt912GyUnJ/u1MwAAAOCDCAqIlFLMMVK1alUaN25c8AKixYsX07p160T/fx4JkqfuiImJEYFPbGysmMZjwYIFNGzYMDFgI/c8AwAAAAiUVq1aia72RUVF0tft27eP7r//flG7FZRxiHgi17fffpvefPNNUSLEdXb5+flUpUoVat++vfg3EpiLzWS2eo4jYy7IJ5sz2eWt4BWN9Bhzsfd1NXoJRGvUeMZmyffdUihvoBZllq8fZZKnmwtNuvbPFiNfv0BH3jLFLv/tEJVLuvbfXGTyO28tWumF+vatsIL82NsUfXlLGscmOkf+q9BSpPGrsVhr/+SzYps0Rq2z5MvfPjZbnr95+f53HdbKW1OxWVfeKho/mRWbRt5aNI69hqggX7fMGsdW67tnlp1bGnkTMBHUy+z111+nxx9/XNRW9ezZU4yFWKtWLdHQ+vz586I2a8uWLfTnn3/SmDFjRFAU1IEZua6OAyBeAAAAIHQCMdK0UUaq7t69O/38888i6Fm6dCl98MEHLoUzXFvFNVXcA00dsDHoI1UDAAAAhMJVV10llkAzbLf7uXPnUoMGDURRWceOHR0jZXuyaNEix8iW6sLrAQAAGFqIGlXPLYf3YEMGRFxUxq3Ip0yZQr/88oto38QTvZ06dcrrOikpKXT8+HHHwsVsAAAA4Jvyeg82ZEA0a9Ysuvvuu2nkyJHUsmVLmj9/vphXjXu6ecMRKfeOUxd/B24CAAAIF9wcWvds9z6+56xyeg/2OyDav3+/mOWeGzOVdnyAQODudjt27KAePXq4NPTmx1u3bvW6Xk5OjhhLqW7dujRgwADRCl2GR7zMzs52WQAAAMqrbLd7Ht8HQ3UPNkRAdPbsWfHBmzVrRn379hVFX+yuu+6i8ePHU7CdOXOGbDZbieiSH584ccLjOs2bNxeR6+eff07//e9/yW63i0EkeURLb2bOnEkVKlRwLHwQAQAAwora7V7vQiTuc873Pb4PhuoeLMMDQvP4iCdPnqSQBkSPPvooRUVFUXp6uigiU/EI1atXr6Zw1KlTJ9EVj4cK6Nq1Ky1btkyMZsljKnkzadIkysrKciwZGRllus8AAABl2ag6IyPD5b7H98FQ3YNlOAa57777qKCgICD759iuryusXbtWVJXVqVPH5fmmTZuWSSMpHmuAZ7F1jwz5MddLlkZ0dLQYr4Cr/bzhEbh5AQAAiAQpKSliCYd7sJbLL7+cdu7cKarhQlZClJub61IypDp37lyZBBA8Zcill15K69evdzzHxW/8mKPQ0uDivj/++INq1qwZxD0FAAAoX93uY8LkHsyjVXNPtzlz5oi2SzyDhvNSJiVEXbp0EXV3zz77rKPlOGfGiy++SNdccw2VBc6E4cOHi2G7OUqcPXu2CNS4xTvjornatWs76j+nT59OV1xxBTVp0oQyMzPppZdeEqVZo0ePLpP9BQAAKC8jVY8Lg3vw4MGDxb8PP/zwv5/DZBIdvPhfDrqCHhBx4KMOn82tzSdOnChai3MJ0ffff09lgdsrnT59miZPniwacXG9JLdfUht5cfsmbvWu4jlOuIsgv5aH8+bo9ocffhDdBQEAAMBY9+C0tDQKNJ8DotatW9Pff/8tiql4tnvuSnfjjTfSgw8+WKZVUDxxGy+ebNy40eXxK6+8IhYAAIByxc+Rpktsw2D34EC2HdI1lxl3x3vqqacoEpmsRCaLnzNDm+TDX9k1ZmY+klvBa1phfrR0Xa1B0hWLfN80JqunM3mJ0nSLRpms5oToOmfds+bLN3AsT96Q0FagMSO5xshmisb+mySzZp/MTZauW1As37hJo+TYrnXsNS6WBfkxfp+3/2xAnrea3yuzfP/NVvn6R3Plxz4rL07Xd0MzfyXrZ+fL3/tojDxvTUUmnXkrTzcVyl9wNEe+f7l58nancUrw8padzy3ZHtaZzW72O3+18t7oAVE4eP/998WgkFxaxO2IOEji6ruGDRuKsY585ddthru6caMlHqab2w8569+/vz+bBAAAACiVefPmiSq7sWPH0nPPPedoM5SamiqCojIJiLiekBtM8eBM7vxtyAQAAADGaFQdDl5//XV6++23aeDAgfT88887nueG3hMmTCibbvcPPfQQ3XLLLWKEai4dcl4QDAEAABhzpGoj4WoyHsvIHQ//wz3eyiQg4sGXuMtdOE7MBgAAEFHKeByicMHthHhgRk+1WBdddJFf2/S5yuzmm28WLcgbN27s1xsCAAAA6MEFM9y7nds089hD27dvp48++kiMffTOO++UTUDE3e25yuy7776jNm3aiCG4nTkPkgQAAADBE6ltiEaPHk3x8fH09NNPU15eHt1+++1Uq1YtevXVVx2DNgY9IOIIjOczi4uLEyVF3JBaxX8jIAIAACgjEdztfujQoWLhgIjHRKxWrZqu7fkcEPH4Q9OmTaMnnnjCZSRKAAAAgLLEw//s3bvXUShTtWpVv7flc0TD03XwsN0IhgAAAELsf1VmehYjlhBduHCB7rzzTlFN1rVrV7Hw33fccQdlZWX5tU2foxqe0G3p0qV+vRkAAAAEUIT2Mhs9ejRt27aNvvzySzFhLC+rVq0S86zee++9ZVNlxmMN8QSva9asobZt25ZoVD1r1iy/dgQAAACgNDj44TjkqquucjzXu3dvMVjjddddR2USEP3xxx+OwZB27drlkubcwBoAAACCLEIbVVeuXFnMq+qOn6tYsWLZBEQbNmzw640AAAAgsCK12/3TTz8txiLiCV5r1Kghnjtx4gQ99thj9Mwzz/i1TZ1ziAMAAAAEH9dOOddE7du3j+rVqycWlp6eLqbuOH36tF/tiEoVEN144420aNEiSklJEX/LLFu2jMozs9VEZovnqsGCivIqQ7trc6sSLDnyw3HoeBWvaUqWfOPFcfL3zq+s0b5e4xfE2ZMp8hdo1KbG2uXpBRXl+1ccr/H22fL8OXhM3lXTdEF+bKwJ8vdXLPL9Nxd7TztxMlW+cZs8c+M08r5A49jbYjTe/rz8BYeKvZ+3zJwnf39rsvwDFEvyTmy/UJ5+5HglabpSaJGmJ0bpy1/ZdaHwrPzEzsiTn9eWAnneFaXI0xWNy4IlX/6Cw8cry7efK9//mBh9eau1/9lnEqXpF6Lk+R9tleSfLA38whO5BlOpAiKuk1OjMk91dgAAABACEdSGaMqUKaEPiBYuXEjTp0+nCRMmiL8BAAAg9CK1DZEzHqXabnetZuAaraCNQ8SjU/ObAgAAAIRSWloa9evXjxITEx09y3hJTU0Nfi8znk0WAAAAwkwE3p7vuOMOEZcsWLCAqlevHpBhf3zqZYZxhgAAAMJIBLUhcvbbb7/Rjh07qHnz5hQoPgVEzZo10wyKzp07p3efAAAAALzq0KEDZWRkhC4g4nZE6GUGAAAQHiK1UfU777xD9913Hx09epRat25dYhoxnlosqAHR4MGDqVq1aj6/CQAAAARBhFaZnT59mg4cOEAjR450PMc1WNyuiP/leVeDFhCh/RAAAACEg1GjRomRqz/66KOyb1SNXmYAAADhJVKrzA4fPkwrV66kJk2aBGybpR6HiAc9QnUZAABAGFaZ6V0M5tprrxU9zQIJk7sCAACAodxwww306KOP0h9//EFt2rQp0ai6f//+Pm8TAREAAIBRRWij6vvuu0/8y9OKuQt6o2oAAAAIL5HahsjuNndZICAg8pHJSmS2eE7L19nEKjpLo5V8Vpzf27Ym60vXEpseQ8GUV0Pf+jHnNJrLnfM/b1lRqka6xvomyY+Z2EP68lbR+Oi5NXVtnmJPe/lCqLTSNRRU0rU6WQo10tNidW3fFhO8/I09HhXUS3h+VV2rU1SuxjXroL7vVXGCvnQtcUdcq1kCSbEGbdNubxSZJUTBgIAIAAAADMVTVZmzyZMn+7xNBEQAAABGFaElRMuXL3d5bLVaKS0tjaKioqhx48Z+BUSl7nZflubOnUsNGjSguLg46tixI23fvt3ra99++23q0qULVaxYUSw9evQo8foRI0aIRlbOy3XXXVcGnwQAACD4bYj0Lkbz66+/uiy7du2i48ePU/fu3UXvM3+EXUC0dOlSGjduHE2ZMoV++eUXateuHfXu3ZtOnTrl8fUbN26kIUOG0IYNG2jr1q1Ut25d6tWrl5jfxBkHQJxZ6sKjWwIAAED5kJKSIuZcfeaZZ8pHQDRr1iy6++67xfwkLVu2pPnz51NCQgItWLDA4+s/+OADeuCBB6h9+/bUokULMeEbtz5fv369y+tiY2OpRo0ajoVLkwAAAAwtRAMzzvWhJqcsZWVlicUfYdWGqKioiHbs2EGTJk1yPGc2m0U1GJf+lEZeXp6oS6xUqVKJkiQeaZsDIR7hcsaMGVS5cmWv2yksLBSLKjs726/PBAAAUJ663S/9X00OF1hwMDR79mxRk7N3794ym9HitddeKzG9GNf+vP/++9SnTx/jB0RnzpwRgynxRG3O+PGePXtKtY3HH3+catWqJYIo5+qyG2+8kRo2bChmx33yySdFhnGQZbF47hI8c+ZMUfQGAAAAnmtyGAdGX375pajJeeKJJ6gsvPLKKy6PufCkatWqNHz4cJdCFcMGRHo9//zztGTJElEaxMV4qsGDBzv+5iG+27ZtK1qh8+u4AZYnnKEcATuXEHH7JAAAgPLYyyzbrSaEm5rwEuianEDgHmWBFlZtiKpUqSJKbE6ePOnyPD/mdj8y//nPf0RAtHbtWhHwyDRq1Ei81/79+72+hk8CbqDlvAAAAJTXNkR169alChUqOBauKfGlJufEiRNkZGFVQhQTE0OXXnqpaBA9cOBA8ZzaQHrMmDFe13vxxRfpueeeozVr1tBll12m+T5Hjhyhs2fPUs2aOofoBQAAKCcyMjJcfvy7lw6Fk9zcXFEIwvEB90J3n8rj4MGDxg6IGFdTcR0gBzaXX365aKzFH1ytqxw2bBjVrl3bEbm+8MILYgCmDz/8ULR4VyPUpKQkseTk5Ii2QDfddJMoZeI2RBMnTqQmTZqIRmAAAABGxZOnmAKwDVaa2hA9NTmBNHr0aNq0aRPdeeedonCDxxfUK+wCottuu41Onz4tghwObrg7/erVqx3Fc+np6aK+UjVv3jxRp3nzzTe7bIfHMZo6dao4cL///ju99957lJmZKRpc8zhFzz77bFhHvwAAAOE2UnWMnzU5gfb111+LhtydO3cO2DbDLiBinKneMpYbQjs7dOiQdFvx8fGiKg0AAKC8CUW3+3EaNTllgYfQcR9ep1wGRAAAABCebtOoySkLXMvD78+1Pzx4cyAgIPKRuZjIbPWcll/bJl3XZJXXcSYdknf6SzjtPYwvSJVv+0JD+U8Ae6J832NPyk+V5MMaPzE0knPqyfe/oGaxNN2c73k8KVVymnz7cefkO5hfRb5+TgPXBn3u7LHy7ccd877/yRkax86icezrS5OpqLo8by0X9OVtTLZ8//OqydfPrS/PWyVKvv2EDPn+Jx2Vr18cp5G/DaTJZK0sz9+o896/WykaPYuj8uT7nltLI2/ryb/3ZJevn5guv2YlnpDvnzVJvv1sjeuWrYJ8/2NOa1y35BUMZLbK3z+njvf9V+SH3fCTu46R1OSUhZdfflm0CeYgjNsPR0dHu6Tz1F++QkAEAABgZAacnFUvtf1SICEgAgAAAEPhjlOBhoAIAADAoELRqLq8QkAEAABgVCFqQ1QehdXUHQAAAAChgBIiAAAAg0KVWeAgIAIAADAqVJkFDAIiAAAAMByeqH3lypViSi+ewsvZrFmzfN4eAiIAAACDitQqs/Xr11P//v2pUaNGtGfPHmrdurWYyktRFLrkkkv82iYaVQMAABi9ykzvYjCTJk2iCRMm0B9//EFxcXH02WefUUZGBnXt2pVuueUWv7aJgAgAAMCoIjQg2r17Nw0bNkz8HRUVRfn5+ZSUlETTp0+nF154wa9tIiACAAAAQ0lMTHS0G6pZs6aY10x15swZv7aJNkQAAAAGFaltiK644grasmULXXTRRdS3b18aP368qD5btmyZSPMHAiIf8Uz3Zi/lapZU11bu7mz58uyOzpEX2CUfLpCkxknXzYqTzxgeXbFQmk4n5PuedFQ+tbPJrjVrdIw0PSpVvn/FFCtNj8nSmLH9UL403RYTL09PkOdvVLL83DCnJ3hNSzpila5rj9aajd11Fmh3MRVl5xWRtdD7vrG4c/Jjm3REfuysSfK8VZLl55Y5Wj7juaVQvv3kdPn+FVWQ519WE7Ou/C3OSfSaFn9afl7FnZWfGwWV5dcFU7J8fUVjtvuo/Fgd1yyi/Ory9bOak668Vc4mSdMTT8rPragc+bmVJ9l/RZ61gROh3e5nzZpFOTk54u9p06aJv5cuXUpNmzb1q4cZQ0AEAAAAhsK9y5yrz+bPn697mwiIAAAADMqkKGLRuw2j4nZEp06dIrvdtTS1Xr16Pm8LAREAAIBRRWiV2d9//0133XUX/fDDDy7P8zhEJpOJbDZ5dacnCIgAAADAUEaOHCm6269atUr0MuMgSC8ERAAAAAYVqb3Mdu7cSTt27KAWLVoEbJsIiAAAAIwqQqvMWrZs6fd4Q95gYEYAAAAwFB6NeuLEibRx40Y6e/YsZWdnuyz+QAkRAACAQUVqlVmPHj3Ev927d3d5Ho2qAQAAIlGEVplt2LAh4NtEQAQAAGBQkVpC1LVr14BvEwERAAAAGFJeXh6lp6c7JnpVtW3b1udtISACAAAwqgitMjt9+rQYi+jrr7/2mO5PGyL0MgMAACgH1Wb+LkY0duxYyszMpG3btlF8fDytXr2a3nvvPTG568qVK/3aJkqIAAAAwFC+/fZb+vzzz+myyy4js9lM9evXp549e1JKSgrNnDmT+vXr5/M2ERD5yFxEZPYyQrjJ7Dq5XMkXyEPxqAKN9PN5XtOiq8SQHmaLfN9NGqWP0dlF8vXt8s9mLpbvv9mi72dMdJ5G3mbmy9Pz43QdW4tW/hZ7T4vOLJSua4+zyLdtj5anmzXyViM5Otfu93nLLAX68takUc5ttsrTo84XSNMVi3xKAJM9Vv7+GvlrkmRfdI78ixd9Xn7eWgrj9B17DRb5qam5f8WJGrcgJUpX3rrN91lCdHax/Ny4IP+A5iLvx16RXxIDhydm1Ts5qwEnd83NzaVq1aqJvytWrCiq0Jo1a0Zt2rShX375xa9tosoMAAAgQqvLjFpt1rx5c9q7d6/4u127dvTmm2/S0aNHaf78+WJuM3+ghAgAAAAM5ZFHHqHjx4+Lv6dMmULXXXcdffDBBxQTE0OLFi3ya5sRVUI0d+5catCgAcXFxVHHjh1p+/btod4lAAAA/b3M9C4Gc8cdd9CIESPE35deeikdPnyYfvrpJ8rIyKDbbrvNr21GTEC0dOlSGjdunIgkuX6Ri9h69+5Np06dCvWuAQAA+IXboAViMRKr1UqNGzem3bt3O55LSEigSy65hKpUqeL3diMmIJo1axbdfffdYtwCniWX6xk5AxcsWBDqXQMAAIBSio6OpoICeWcIf0REQMQjWO7YscMxGRzjbnr8eOvWrSHdNwAAAL9FaJXZgw8+KGa8Ly6W9xT0RUQERGfOnBGjVlavXt3leX584sQJj+sUFhZSdna2ywIAABBOwqGXmaIoNHnyZNG7iwdJ5MKGffv2SdeZOnWqmJXeeWnRokWp35PbCy1btozq1asnmr/ceOONLos/0MvMCx7Yadq0aaHeDQAAgLAeh+jFF1+k1157TYwU3bBhQ3rmmWdEkPLXX3+JTkzetGrVitatW+d4HBVV+pAkNTWVbrrpJgqkiAiIuJGVxWKhkydPujzPj2vUqOFxnUmTJolG2CouIapbt27Q9xUAAMAoFEWh2bNn09NPP00DBgwQzy1evFjUwKxYsYIGDx7sdV0OgLzdg7UsXLiQAi0iqsx4XALulrd+/XrHc3a7XTzu1KmTx3ViY2PFEODOCwAAQHmtMst2aybCTUe0pKWliaYnzm10K1SoIIa20Wqjy9VqtWrVokaNGtHQoUPFrPW+4hGqt2zZIhb+W4+ICIgYl/a8/fbbokiPu+rdf//9Yuhv7nUGAAAQ6Y2q69atK4IZdeGmI1rUdri+tNFlHDDxAIo8Keu8efNEYNWlSxe6cOFCqT42379HjRol2i1dffXVYuHg6q677qK8PPl0QRFdZcZ4oCaOHrnhFx+k9u3biwPhfhABAAAiUUZGhkttCNeUuOPRoO+9917H4y+//NKv9+rTp4/j77Zt24oAiSdo/fjjj0VQU5pCjk2bNtEXX3xBnTt3Fs9xKdHDDz9M48ePF0GWryImIGJjxowRCwAAQHkQiF5i6voppWge0r9/fxG8qNRqNW6T6zyHGD/mggdfGknz5Kz79+8v1es/++wz+vTTT6lbt26O5/r27St6ud16661+BUQRU2UGAABQbnuZ6V1KKTk5mZo0aeJYeKBjbhjt3EaX2x9t27bNaxtdT3JycujAgQOlnpiVq8U81fBUq1YNVWZlxWwjMnsZB8qaEyNfN88iTdcaPl2xSNbXOJ8tefLYt/BCyaJRZ4kabesUi4n0sGhsP++C3rxV/M/bUhwbrfcvMsvzN84qSdTIW8UsT7doDOialyPft6h8+bljUuy68pa/U1K58stUcZH82Hr7vjpEyT+fYtKXvwUa14WYfP+/O4rGvps0Prs9N1rjBfJ9M9sUXfunxZInf/8CjXM3TqtNsEbWK2az3+eWonVelxMmk4nGjh1LM2bMoKZNmzq63XN7noEDBzpe1717dxo0aJCjlmbChAl0ww03iGqyY8eOiWm1uDf4kCFDSvW+HGzxOtyjTe3an5+fL4bL8SUQc4aACAAAwKACWWXmr4kTJ4pGzvfccw9lZmbSVVddJdroOo9BxKU/PEiy6siRIyL4OXv2LFWtWlWs8+OPP4q/S+PVV18VYx3VqVNHzE3KfvvtN/Gea9as8etzICACAAAwqkBMvaE3oDKZaPr06WLx5tChQy6PlyxZous9W7duLbrtcyPvPXv2iOc4wOLu+9yOyB8IiAAAAMBweIJ2nrQ9UBAQAQAAGFQ4VJmVlZUrV4ru+jzbPf8tk5SUJOZG47ZMpYWACAAAwKi4w4hGp5FSbcMAuJE2jyPIPcmcG2x7w420eZ61Rx99tFTbR7d7AAAAowrgSNXhjqfc4mBI/Vu2FBQUiNkpOCAqLZQQAQAAQLmbw/Smm26i33//vdTrICACAAAwKB5KSXcbIjKuv/76S0wKW1RUVGJEbR5EctasWaXeFgIiAAAAo/JxpGmv2zCYgwcPioEe//jjD9HtX/nfZ+C/mc3m+8iYaEMEAAAAhvLII4+IUbFPnTolut//+eeftHnzZrrsssto48aNfm0TJUQAAAAGFUnd7p1t3bqVvv32W6pSpQqZzWax8GjXM2fOFDPe//rrr+QrlBABAAAYVQT1MnPGVWLcRohxUMTzoTGeG23v3r3kD5QQAQAAgKHw1B08dxlXm3Xs2FF0r+eeZW+99RY1atTIr20iIAIAADAok6KIRe82jObpp58WE8oynkPt+uuvpy5dulDlypVp6dKlfm0TAZGPLFYii5c+irHHoqXrmovl21bM8pOyqFqC1zRbrLzjZOw5eXpxYYw0PSpfmkxFqfL1TTb5Z7MUyrcfc0y+fYvG/tli/M9bZo+S51/caXm6Ldvs9+cvrBgrXVeJlr93VJ40mWKOyPM2+oJ8/eJYs668VTT6/MadssjX16j4N2l87wqryCeCLI6Xv0FMtnz79qOxfq9fnCj/7ETyfTfZ5WvHntC4BWjdJzVupIVV5ce+OEH++WKyNN6f9J27RSnyz2+Os2jeD7ySpQUSH2N7ALZhMDzTvapJkyZigtdz585RxYoVHT3NfIWACAAAAAyvUqVKutZHQAQAAGBQkVZlNmrUqFK9bsGCBT5vGwERAACAUQWil5hx4iFatGiR6El28cUXOwZjDBQERAAAAEYVYSNV33///fTRRx9RWloajRw5ku644w7dVWUqjEMEAAAAhjB37lw6fvw4TZw4kb744guqW7cu3XrrrbRmzRrdJUYIiAAAAAw+UrXexUhiY2NpyJAh9M0334jJXVu1akUPPPAANWjQgHJycvzeLqrMAAAAjCrCqszc8ZQd6uSu/kzo6rItXWsDAAAAlKHCwkLRjqhnz57UrFkzMeP9nDlzKD09nZKSkvzeLkqIAAAADIoH39QagLM02zAKrhpbsmSJaDvEXfA5MOK5zAIBAREAAIBRRViV2fz586levXpivrJNmzaJxZNly5b5vG0ERAAAAGAIw4YN83tqDi0IiAAAAIwqAgdmDBYERAAAAAYVaVN3BBN6mQEAAEDEQwmRj8xFCpm9lC+mpOnbtl3jaFyoE+33thNOBPcXQF5Vi671o/Lk+5dyQNfmqTjOFLS8ZYlHg5e/uTX1fU1jsuX7FpOta/NUlCzP26JkfXmblB7cczenlr78jT0v37/Y8/5vuyBV4zerRrrJLt+35EMUVDm19R37+NPy/Y8/rWvzlF/Zovt+4I0iSQuoCGtUHUwIiAAAAIyKYxm93eYRDwkIiAAAAAwKbYjKaRsiHnp78uTJVLNmTYqPj6cePXrQvn37pOvMnDmTOnToQMnJyVStWjUaOHAg7d271+U13bp1E930nJf77rsvyJ8GAAAAjCKsAqIXX3yRXnvtNTHw0rZt2ygxMZF69+5NBQUFXtfhQZkefPBB+vHHH8VEb1arlXr16kW5ubkur7v77rvFDLnqwu8FAABg/G73is4l1B8iPESFU+nQ7Nmz6emnn6YBAwaI5xYvXkzVq1enFStW0ODBgz2ut3r16hJjFHBJ0Y4dO+jqq692PJ+QkEA1atQI8qcAAAAoQ2hUXf5KiNLS0ujEiROimkxVoUIF6tixI23durXU28nKyhL/VqpUyeX5Dz74QMx30rp1a5o0aRLl5eVpTh6XnZ3tsgAAAED5FDYlRBwMMS4RcsaP1TQtdrudxo4dS507dxaBj+r222+n+vXrU61atej333+nxx9/XLQzks11wm2Tpk2b5vfnAQAACDruYaZ3JgsDTe5aLkuIuMQmKSnJsXDbH724LdGuXbvETLjO7rnnHtEWqU2bNjR06FBRFbd8+XI6cMD74DZcisSlTeqSkZGhe/8AAACC0ctM76IHFy5w293KlSuLTks7d+4kIwpZCVH//v1FdZhzFRU7efKk6GWm4sft27fX3N6YMWNo1apVtHnzZqpTp470ter77t+/nxo3buzxNbGxsWIBAAAA77gT01VXXUW33nqr6MBkVCELiLibPC/Ojaq50fP69esdARC32+HeZvfff7/X7fB6Dz30kCjx2bhxIzVs2FDzvdXo1TnwAgAAMJwwaFR95513in8PHQry0OeR0oaIi9m4/c+MGTOoadOmIrB55plnRLsfHltI1b17dxo0aJAoEVKryT788EP6/PPPRYCltjfiBtk8lhFXi3F63759RXEetyF69NFHRQ+0tm3bhuzzAgAAlIeAqLwIm4CITZw4URS9cZufzMxMUQTH3erj4uIcr+EA58yZM47H8+bNcwy+6GzhwoU0YsQIiomJoXXr1oku/bztunXr0k033SS69wMAAMA/3HtTR1rTkbAKiLiUaPr06WLxxr1IjqvMZDgA4sEbAQAAyp0AlhDVrVvX5ekpU6bQ1KlTS3SIuvfeex2Pv/76a+rSpQuVB2EVEBmBxUpk8dLFMflQvnRde7R8ZuXMpvJIPL+q97SYf4Zf8qriPnkvvujsIml6bp14aXpWA40OixrJKYfl/T6TDsvztjhJPqv2+aYx0vTCitJkijsrT0/dL8+/qLxiafqFBt7zN7uevE+tWb5pqpAmz9uEY/K8LUqV511mU3neF/3bVNDz+5+Up6fu9z5SPTPZ5DeD7Ib/ljB7klNbnr8W+dtT6kGbND3upHwDhVW9f+/PN5Zfom0J8n1LPCbPm5SDGh/OJM+brMbya1ZeDfn6Ua4TCpRQcb/85I45+09nHG/ya8qPfWYj+TXZLj+1KfmIJH/1d5wu8273GRkZlJKS4njaU+mQe4eo2rVrU3mBgAgAAMCgAjm5a0pKiktAVJoOUeUJAiIAAADw27lz5yg9PZ2OHTsmHqsTrHPPcSNNmRU2U3cAAACAj3RP7Kq/DdLKlSvp4osvpn79+onHPPcoP+aJ2o0EJUQAAABGZVe4zkv/NnTgHt28GB1KiAAAACDioYQIAADAqDAwY8AgIAIAADCsAAREvA1AlRkAAAAASogAAACMClVmAYOACAAAwKhED7HQ9jIrL1BlBgAAABEPJUQAAABGpdj/WfRuAxAQAQAAGBbaEAUMAiIAAACjQhuigEFA5CNTsUJmL8OkRx88KV85OVGarDSvJk0vquj9pI3KM0nXjT2VK003Hz0tTY+u1FCabk3WaI6mkRyVL/9CRh08Lk23VKskTbe3rOR33rKYLI38PZotTTdlytMtNep7TbOmWKTrmq3SZIrOsUnTo/Yflaab6teUpttaRevK2/hT8ryNyTgvTafCImmyuW49aXpRqnz/oi9o7F+m/ABE7TsiTVei6npNsyXIL9GFGvueJH9rijkk/96TWX7uUaNa0uRCjWNvsmnk7dlCaXrUAfm5G5Po/XvFipPkn684XppM5jTvn89ejCDDaBAQAQAAGBWqzAIGAREAAIBRiRozvQFRoHbG2NDtHgAAACIeSogAAACMClVmAYOACAAAwKjsPIaQPQDbAFSZAQAAQMRDCREAAIBRocosYBAQAQAAGBUCooBBlRkAAABEPJQQAQAAGBWm7ggYBEQAAAAGpSh2sejdBiAgAgAAMC5u/6O3hAdtiAS0IQIAAICIhxIiAAAAoxKlOyghCgQERD6yFCpk8VI8aT97Xrqu2WaTppvs1aTpikWWKF2VzNn50vTi02el6ZaCehpvID+VFI2ySEuBvA7bdkZj/+JipekmeyX/81asr5GenSNNt2nlb1E9v/NOMcnTLfnF0vTi02ek6VGVK2rsQLKuvDXbNE7ezGxpsj1ffm6brXWl6YrFpC9/c63S9OKzGsc+t7okNUFf3soPPSnns+QvsMjfwGyrpWv/tFhyCnSdu5a82tJ0xSS/bihmRfN+4HVdaxkFGTzKtNYFSgvaEAmoMgMAAICIhxIiAAAAo0KVWeSWECmKQpMnT6aaNWtSfHw89ejRg/bt2yddZ+rUqWQymVyWFi1alNk+AwAABINitwdkAQMGRC+++CK99tprNH/+fNq2bRslJiZS7969qaBAXtfcqlUrOn78uGPZsmVLme0zAAAAhLcoo5UOzZ49m55++mkaMGCAeG7x4sVUvXp1WrFiBQ0ePNjrulFRUVSjRo0y3FsAAIAgQ5VZZJYQpaWl0YkTJ0Q1mapChQrUsWNH2rp1q3RdrlarVasWNWrUiIYOHUrp6enS1xcWFlJ2drbLAgAAEFa413MgFjBWQMTBEOMSIWf8WE3zhAOmRYsW0erVq2nevHkisOrSpQtduHDB6zozZ84UwZa61K0r77oLAAAAxhXWAdEHH3xASUlJjsVqlY/34U2fPn3olltuobZt24r2Rl999RVlZmbSxx9/7HWdSZMmUVZWlmPJyMjQ8UkAAACCgKu7eBwhXQtKiMK+DVH//v1F6Y5zNRY7efKk6GWm4sft27cv9XZTU1OpWbNmtH//fq+viY2NFQsAAEC4UuwKKSZFd/tcCPMSouTkZGrSpIljadmypWgYvX79esdruG0P9zbr1KlTqbebk5NDBw4ccAmqAAAADEd36dD/FgjvgMgdjx80duxYmjFjBq1cuZL++OMPGjZsmGgsPXDgQMfrunfvTnPmzHE8njBhAm3atIkOHTpEP/zwAw0aNIgsFgsNGTIkRJ8EAAAAwklYV5l5MnHiRMrNzaV77rlHtAO66qqrRGPpuLg4x2u49OfMmX/nuDly5IgIfs6ePUtVq1YV6/z444/ibwAAAKNClVkEB0RcSjR9+nSxeMMlQc6WLFlSBnsGAABQxkR1FyZ3jciAKFTUCLrY6n1E7GKlSLoNs12ebiuSj7ZtL/AexdsK5VNyF9sL5emKvAefrVi+bzbJvpWmcra4WP7+Zo39UzQ+n63Q/7wV6xfpy1+bxv7Lzit7gfxrqnHaUbHGsdPKW7IFO2/lb1+s8b2xa2SALG/F+gXyY6v53bLJt69o5K9Zkr9681bja6V5zdKarl77mkU681bf94o0r1vyz2fXmO2+2GrXPO+CXfpSTFbd4zKKbQCZFJSVlQpXu2EsIgAA8AUP2VKnTp2Ab5enq2rYsKF0DD5f1KhRQ4zR59z8JNIgIColu91Ox44dEz3fuNqOe7dxgMQne0pKSqh3r9xAvgYP8jY4kK/BYfR85VsrD/7LnX7M5uD0X+KgqKhIo5SvlGJiYiI6GGKoMislPqE9Rfn8RTXilzXcIV+DB3kbHMjX4DByvvIsB8HEAUykBzER2+0eAAAAIBgQEAEAAEDEQ0DkJ57WY8qUKZjeI8CQr8GDvA0O5GtwIF+hrKFRNQAAAEQ8lBABAABAxENABAAAABEPAREAAABEPAREAAAAEPEQEAXAfffdJ0avnj17dqh3xdCsVis9/vjj1KZNG0pMTBQjvA4bNkyMEA76zJ07lxo0aCAGcevYsSNt37491LtkeDNnzqQOHTqI0eurVatGAwcOpL1794Z6t8qd559/Xlxfx44dG+pdgXIOAZFOy5cvpx9//FHcvEGfvLw8+uWXX+iZZ54R/y5btkzcYPr37x/qXTO0pUuX0rhx40QXZs7Xdu3aUe/evenUqVOh3jVD27RpEz344IPi+//NN9+IgL5Xr16Um5sb6l0rN3766Sd68803qW3btqHeFYgA6Havw9GjR8Wv7TVr1lC/fv3ELxj8ign8BfHyyy+nw4cPU7169UK9O4bE5yiXZMyZM8cxLx/PEfXQQw/RE088EerdKzdOnz4tSoo4ULr66qtDvTuGl5OTQ5dccgm98cYbNGPGDGrfvj1K4SGoUELkJ76p3HnnnfTYY49Rq1atQr075VZWVpYoLk9NTQ31rhgST/y4Y8cO6tGjh8u8fPx469atId238niuskqVKoV6V8oFLn3jH5rO5y5AMGFyVz+98MILFBUVRQ8//HCod6Xc4pmcuU3RkCFDDDu5Y6idOXOGbDYbVa9e3eV5frxnz56Q7Vd5/IHEpcOdO3em1q1bh3p3DG/JkiWiepdLiAHKCkqISuGDDz6gpKQkx8JF4q+++iotWrRIlF5AYPL1u+++c6Rxe4xbb72VuEZ33rx5Id1PgNKUZuzatUvcyEGfjIwMeuSRR8T1ATO5Q1lCG6JSuHDhAp08edLx+JNPPqGnnnpKVD2o+Fc4P+a2GYcOHQrRnho7X2vXrk3x8fGOYOjgwYP07bffUuXKlUO6n0avMktISKBPP/1U9IJSDR8+nDIzM+nzzz8P6f6VB2PGjBH5uHnzZmrYsGGod8fwVqxYQYMGDSKLxeJyfeUfn3yNLSwsdEkDCBQERH44e/YsHT9+3OU57rXDbYpGjhxJzZs3D9m+GZ0aDO3bt482bNhAVatWDfUulYtG1dww/fXXX3dU73ADdb6Ro1G1//jSyQ3Tuafpxo0bqWnTpqHepXLzQ4k7UTjj62qLFi1EFTqqJCFY0IbID1xi4V5qER0dTTVq1EAwpDMYuvnmm0XbgVWrVolfhSdOnHA0VI2JiQn1LhoSd7nnEqHLLrtMBEbcU4e7hvNNBvRVk3344YeidIjHIlLP1QoVKoiSTvAP56V70MPjkvE1F8EQBBMCIgirYQxWrlwp/uYuts64tKhbt24h2jNju+2220SX8MmTJ4ubNuft6tWrSzS0Bt+obdvcz8uFCxfSiBEjQrRXAOAvVJkBAABAxEMvMwAAAIh4CIgAAAAg4iEgAgAAgIiHgAgAAAAiHgIiAAAAiHgIiAAAACDiISACAACAiIeACCDCNGjQQIxWHc7effdd6tWrl0/rnDlzhqpVq0ZHjhwJ2n4BQPmFgAjAIG644Qa67rrrPKZ99913YvLL33//3eft8no8oWa4KCgooGeeeYamTJkiHvN8YRdddJHH16anp4uJPnmE8ypVqtCwYcMc6wEA+AIBEYBB3HXXXfTNN994LAHh6SJ4rrK2bduS0X366aeUkpJCnTt3dnzuPXv20A8//FDitYsWLRKlQn379hWPeX62Dz74gM6dO1fm+w0AxoaACMAgrr/+eqpataoIApzl5OTQJ598IgIH9tlnn1GrVq0oNjZWVI+9/PLLXrfJ6WzQoEGipEh9fODAARowYICY7ywpKYk6dOhA69atc1n3+PHj1K9fPzGRacOGDcVEp+7VcZmZmTR69Gix3xzkXHvttfTbb79JP+eSJUtEaZiK51675JJLaMGCBS6v41mHOC944tqoqH+mZeTPXatWLTEDPQCALxAQARgE3/S5SoiDAOcpCDkYstlsNGTIENqxYwfdeuutNHjwYPrjjz9o6tSpovrJPYhS/fTTT44SJg5w1MccZHGpy/r16+nXX38VVXUcpHAVlYr35dixY7Rx40YRhL311lt06tQpl+3fcsst4rmvv/5a7BsHNt27d5eW4GzZskWUdjnjYO/jjz+m3Nxcx3P8vmlpaTRq1CiX115++eWiChEAwCc8uSsAGMPu3bs5ElI2bNjgeK5Lly7KHXfcIf6+/fbblZ49e7qs89hjjyktW7Z0PK5fv77yyiuvOB7z9pYvX6753q1atVJef/11l/346aefHOn79u0Tz6nb/u6775SUlBSloKDAZTuNGzdW3nzzTY/vcf78ebGNzZs3l3g+Li5OWbhwoeO5O++8U7nqqqtKbOPRRx9VunXrpvl5AACcoYQIwEBatGhBV155paP6aP/+/aI0RK0u2717t6PtjYof79u3T5QilRaXEE2YMEE0Zk5NTRXVZrxttYRo7969osSKS3xUTZo0oYoVKzoec9UYb6dy5cpifXXhUh2ukvMkPz9f/BsXF+fyPO/DjTfe6Pjc2dnZolRK/dzOuAovLy+v1J8VAID9U/EOAIbBQQD3vJo7d66o6mrcuDF17do1oO/BwRA34P7Pf/4jAh0OMm6++WYqKioq9TY4GKpZs6ao2nLHAY4nHDxxW6bz5897/Nxc3cZB4IYNG0TvMq6Sc8fVcdxmCQDAFyghAjAYbiNkNptFI+bFixeLNjQcRDAu0fn+++9dXs+PmzVrJgIIT6Kjo0uUHvE6I0aMEI2t27RpQzVq1KBDhw450ps3b07FxcWifZGKAxXnQIZLj06cOCFKkjiocl64i7wnMTEx1LJlS/rrr79KpF1zzTWi8TYHgbxwO6nExMQSr9u1axddfPHFkhwEACgJARGAwXC102233UaTJk0SDaE5cFGNHz9eNIR+9tln6e+//6b33nuP5syZI0p8vOGeYbwOBy9qQNO0aVNatmwZ7dy5U1R93X777WS3212q7nr06EH33HMPbd++XQRG/DeXJKnBGad36tSJBg4cSGvXrhUBFXedf+qpp+jnn3/2uj+9e/cWDavd8XY5+Js3bx5t3brVY3UZV5Vx421fB3UEAECjagAD+uGHH0Tj4759+5ZI+/TTT0Uj6ujoaKVevXrKSy+95JLu3qh65cqVSpMmTZSoqCiRxtLS0pRrrrlGiY+PV+rWravMmTNH6dq1q/LII4841jt27JjSp08fJTY2Vqz34YcfKtWqVVPmz5/veE12drby0EMPKbVq1RL7w9saOnSokp6e7vWz/fnnn+J9MzMzS6RlZGQoZrNZNPD2hPehefPmmvkHAODOxP8LdVAGAMbHA0bWrVtXjFfEbX304LZBXOXGpWC+uOKKK+jhhx8WJVoAAL5AlRkA+OXbb78VU2ZwrzGuCuM2PVz9dvXVV+ve9ksvvSSqBn2dy4x7ovF4TAAAvkIJEQD4Zc2aNaLN0sGDByk5OVkMB8CjVNevXz/UuwYA4DMERAAAABDxUGUGAAAAEQ8BEQAAAEQ8BEQAAAAQ8RAQAQAAQMRDQAQAAAARDwERAAAARDwERAAAABDxEBABAABAxENABAAAABTp/h/e7qHfXulMfgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes, colorbars = plot_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A fairly normal situation is that the colorbar was somehow mislabelled. Using the returned colorbar, the label can be overwritten." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "colorbar = colorbars[0]\n", "colorbar.set_label(\"Correct science label\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Customisations\n", "\n", "In addition to tweaking the returned axes and colorbars, it is possible to customise the plot directly via the call to the `plot_dataset`. This is done by the `plot_dataset` via passing on the keyword arguments to the corresponding `matplotlib` function that runs under the hood. \n", "\n", "A few examples:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Changing the colormap\n", "\n", "Any `matplotlib` colormap can be used. The relevant keyword argument is `cmap`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cmap = matplotlib.colormaps.get_cmap(\"hot\")\n", "axes, colorbars = plot_dataset(dataset, cmap=cmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Setting the colorscale to logarithmic\n", "\n", "To set the colorscale to logarithmic, we can use the keyword argument `norm` along with a `matplotlib` `Norm`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import LogNorm\n", "\n", "norm = LogNorm()\n", "axes, colorbars = plot_dataset(dataset, norm=norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Setting limits on the colorscale\n", "\n", "The keyword arguments `vmin` and `vmax` come in handy, if we need to set limits on the colorscale." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes, colorbars = plot_dataset(dataset, vmin=0.2, vmax=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Warped 2D rectangular sweep scan\n", "\n", "A nice feature of the `plot_dataset` is that the grid may be warped; it makes no difference.\n", "Here we warp the x axis of the previous scan to increase the resolution in the right half plane." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 5. \n" ] } ], "source": [ "xvals = np.linspace(-4, 5, 50) + np.cos(-1 / 6 * np.pi * xvals)\n", "tvals = np.linspace(-500, 1500, 25)\n", "\n", "with meas.run() as datasaver:\n", " for xv in xvals:\n", " for tv in tvals:\n", " zv = np.sin(2 * np.pi * xv) * np.cos(2 * np.pi * 0.001 * tv) + 0.001 * tv\n", " datasaver.add_result((x, xv), (t, tv), (z, zv))\n", "\n", "dataset = datasaver.dataset" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes, cbaxes = plot_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interrupted 2D scans (a hole in the cheese)\n", "\n", "In case a sweep in interrupted, the entire grid will not be filled out. This is also supported,\n", "in fact, any single rectangular hole is allowed." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 6. \n" ] } ], "source": [ "xvals = np.linspace(-4, 5, 50) + np.cos(2 / 9 * np.pi * xvals + np.pi / 4)\n", "tvals = np.linspace(-500, 1500, 25)\n", "\n", "# define two small forbidden range functions\n", "\n", "\n", "def no_x(xv):\n", " if xv > 0 and xv < 3:\n", " return True\n", " else:\n", " return False\n", "\n", "\n", "def no_t(tv):\n", " if tv > 0 and tv < 450:\n", " return True\n", " else:\n", " return False\n", "\n", "\n", "with meas.run() as datasaver:\n", " for xv in xvals:\n", " for tv in tvals:\n", " if no_x(xv) and no_t(tv):\n", " continue\n", " else:\n", " zv = (\n", " np.sin(2 * np.pi * xv) * np.cos(2 * np.pi * 0.001 * tv) + 0.001 * tv\n", " )\n", " datasaver.add_result((x, xv), (t, tv), (z, zv))\n", "\n", "dataset = datasaver.dataset" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes, colorbars = plot_dataset(dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fancy plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a final example, let us combine several plots in one window.\n", "\n", "We first make a little grid of axes." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, figaxes = plt.subplots(2, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we make some runs (shamelessly copy-pasting from above)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 7. \n", "Starting experimental run with id: 8. \n" ] } ], "source": [ "# First run\n", "meas = Measurement(exp=exp)\n", "meas.register_parameter(x)\n", "meas.register_parameter(y, setpoints=(x,))\n", "\n", "xvals = np.linspace(-3.4, 4.2, 250)\n", "\n", "with meas.run() as datasaver:\n", " for xnum in xvals:\n", " noise = np.random.randn() * 0.1 # multiplicative noise yeah yeah\n", " datasaver.add_result(\n", " (x, xnum), (y, 2 * (xnum + noise) ** 3 - 5 * (xnum + noise) ** 2)\n", " )\n", "\n", "ds1 = datasaver.dataset\n", "\n", "# Second run\n", "\n", "meas = Measurement(exp=exp)\n", "\n", "meas.register_parameter(x)\n", "meas.register_parameter(t)\n", "meas.register_parameter(z, setpoints=(x, t))\n", "\n", "xvals = np.linspace(-4, 5, 50)\n", "tvals = np.linspace(-500, 1500, 25)\n", "\n", "with meas.run() as datasaver:\n", " for xv in xvals:\n", " for tv in tvals:\n", " # just some arbitrary semi good looking function\n", " zv = np.sin(2 * np.pi * xv) * np.cos(2 * np.pi * 0.001 * tv) + 0.001 * tv\n", " datasaver.add_result((x, xv), (t, tv), (z, zv))\n", "\n", "ds2 = datasaver.dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we put them just where we please." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "axes, colorbars = plot_dataset(ds1, figaxes[0, 0])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "axes, colorbars = plot_dataset(ds2, figaxes[1, 1], colorbars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that if we want to replot on an axis with a colorbar we probably also want to reuse the colorbar." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "axes, colorbars = plot_dataset(ds2, figaxes[1, 1], colorbars)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rasterizing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default `matplotlib` renders each individual data point as a separate square in 2D plots when storing in a vector format (pdf, svg). This is not a problem for small data sets, but the time needed to generate a pdf increases rapidly with the number of data points. Therefore, the `plot_dataset` will automatically raster the data (lines, ticks and labels are still stored as text) if more than 5000 data points are plotted. The particular value of the rasterization threshold can be set in the `qcodesrc.json` config file.\n", "\n", "Alternatively the `rasterized` keyword can be passed to the `plot_dataset` function." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 9. \n" ] } ], "source": [ "meas = Measurement(exp=exp)\n", "\n", "meas.register_parameter(x)\n", "meas.register_parameter(t)\n", "meas.register_parameter(z, setpoints=(x, t))\n", "\n", "xvals = np.linspace(-4, 5, 100)\n", "tvals = np.linspace(-500, 1500, 500)\n", "\n", "with meas.run() as datasaver:\n", " for xv in xvals:\n", " for tv in tvals:\n", " # just some arbitrary semi good looking function\n", " zv = np.sin(2 * np.pi * xv) * np.cos(2 * np.pi * 0.001 * tv) + 0.001 * tv\n", " datasaver.add_result((x, xv), (t, tv), (z, zv))\n", "\n", "dataset = datasaver.dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a feeling for the time difference between rasterzing and not, we time the two approaches here." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 688 ms\n", "Wall time: 735 ms\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "axeslist, _ = plot_dataset(dataset)\n", "axeslist[0].figure.savefig(\n", " Path.cwd().parent / \"example_output\" / f\"test_plot_dataset_{dataid}.pdf\"\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 4.36 s\n", "Wall time: 4.4 s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "axeslist, _ = plot_dataset(dataset, rasterized=False)\n", "axeslist[0].figure.savefig(\n", " Path.cwd().parent / \"example_output\" / f\"test_plot_dataset_{dataid}.pdf\"\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.2" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }