Created
July 12, 2022 17:47
-
-
Save christinahedges/79047e9aa5b3d7117015afe6b79fa8eb to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "27c01966-5864-4acb-a2d0-1e19c597accf", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%load_ext autoreload\n", | |
"%autoreload 2" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "b54611a8-db80-4553-9500-6d7cadf95842", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandorasat as ps\n", | |
"import astropy.units as u\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"plt.style.use('seaborn-white')\n", | |
"from astropy.constants import c, h" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "f8cbc27c-b696-4c8c-9a2a-de7d1e57c83b", | |
"metadata": {}, | |
"source": [ | |
"# Problem\n", | |
"\n", | |
"For each target we have the **Spectral Energy Density** (SED), which is the energy per wavelength. \n", | |
" \n", | |
"We want to go from our knowledge of the Pandora instrument and the SED to an estimate of the image on the detector, so that we can guess where we're going to saturate.\n", | |
"\n", | |
"What this means is that we want to understand the *electrons/s* from each target. (We can integrate over time to then get the total signal)\n", | |
"\n", | |
"We'll use the Vega SED as a test case." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "0f24de1c-1547-4213-b0fe-6ad2787e6a14", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 1.0, 'Vega SED')" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"wavelength, sed = ps.filters.load_vega()\n", | |
"plt.plot(wavelength, sed)\n", | |
"plt.xlabel(\"Wavelength\")\n", | |
"plt.ylabel(\"SED\")\n", | |
"plt.xscale('log')\n", | |
"plt.yscale('log')\n", | |
"plt.title(\"Vega SED\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4850a719-9125-4e49-8537-8e9dc9ecede6", | |
"metadata": {}, | |
"source": [ | |
"Note the units of the SED" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "08a8c26e-6f42-4321-9ec1-d2b6eca0839e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/latex": [ | |
"$\\mathrm{\\frac{erg}{\\mathring{A}\\,s\\,cm^{2}}}$" | |
], | |
"text/plain": [ | |
"Unit(\"erg / (Angstrom cm2 s)\")" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sed.unit" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "51cb0509-d2c0-44ec-ba0f-9ea57547fcb7", | |
"metadata": {}, | |
"source": [ | |
"We need to guess the dispersion of pandora. For now, we're using something that is pretty close." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"id": "5903d365-cd33-4c25-88a7-83dd8c9e51f6", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"pandora_dw = 0.04\n", | |
"pandora_wavelength = (np.arange(0.1, 3, pandora_dw) * u.micron).to(u.angstrom)\n", | |
"bin_edges = np.asarray([pandora_wavelength - pandora_dw/2 * u.micron, pandora_wavelength + pandora_dw/2 * u.micron]).T" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "03f8cfbb-961a-434d-998a-dbe07234103a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 1.0, 'Vega SED')" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(wavelength, sed)\n", | |
"plt.plot(pandora_wavelength, np.interp(pandora_wavelength, wavelength, sed))\n", | |
"plt.xlabel(\"Wavelength\")\n", | |
"plt.ylabel(\"SED\")\n", | |
"plt.xscale('log')\n", | |
"plt.yscale('log')\n", | |
"plt.title(\"Vega SED\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "f487cbd0-7f4c-4b58-b252-0b62ec756895", | |
"metadata": {}, | |
"source": [ | |
"We also understand some of the properties of Pandora. For example, the throughput as a function of wavelength" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "29c474e0-fb47-4c63-a164-45cccbdafaaa", | |
"metadata": {}, | |
"source": [ | |
"# TB: We should have three words:\n", | |
"\n", | |
"1. for optics --- > transmission?\n", | |
"2. for detector --- > qe\n", | |
"3. for full system --- > throughput" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"id": "ef633e53-f36a-4a61-bfbc-ce7613955fca", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Throughput')" | |
] | |
}, | |
"execution_count": 38, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#plt.plot(pandora_wavelength, ps.PandoraSat.VISDA.throughput(pandora_wavelength))\n", | |
"plt.plot(pandora_wavelength, ps.PandoraSat.NIRDA.throughput(pandora_wavelength))\n", | |
"plt.plot(pandora_wavelength, ps.PandoraSat.NIRDA.qe(pandora_wavelength))\n", | |
"plt.xlabel(\"Wavelength\")\n", | |
"plt.ylabel(\"Throughput\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "f940d093-86f5-49dc-b7e8-20ec774853a3", | |
"metadata": {}, | |
"source": [ | |
"### What is the sensitivity\n", | |
"\n", | |
"The pandora sensitivity, as defined below, is the number of electrons per second as a function of wavelength...\n", | |
"\n", | |
"This is really the sensitivity density." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 46, | |
"id": "c8588ffa-b107-4c8b-9d36-06a535e49d84", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from pandorasat.utils import photon_energy\n", | |
"def get_sensitivity(self, wavelength):\n", | |
" sed = 1 * u.erg / u.s / u.cm**2 / u.angstrom\n", | |
" E = photon_energy(wavelength)\n", | |
" telescope_area = np.pi * (ps.optics.Optics.mirror_diameter / 2) ** 2\n", | |
" photon_flux_density = (\n", | |
" (telescope_area * sed * self.throughput(wavelength) / E).to(\n", | |
" u.photon / u.second / u.angstrom\n", | |
" )\n", | |
" * self.qe(wavelength)\n", | |
" * self.gain\n", | |
" )\n", | |
" photon_flux = photon_flux_density\n", | |
" sensitivity = photon_flux / sed\n", | |
" return photon_flux" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "9cc3311f-5f76-44e5-8c5e-1b635355f493", | |
"metadata": {}, | |
"source": [ | |
"# What do we need to do?\n", | |
"\n", | |
"We need to understand how many electrons per second hit each pixel. \n", | |
"\n", | |
"To do this, we need to integrate the SED, multiplied by the sensitivity of Pandora inside each pixel. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "38264605-eebb-4fab-893e-03c1df5473e6", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 0, 'Wavelength')" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEPCAYAAABWc+9sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAA2AElEQVR4nO3deXiU5dX48e9M9n0hCSFh3w4gq6AiiARFUetWrdaKKC5Vq2/V+tbdLv60ta17rUtV6m59a1s3LK4IArIKKCge9n3NTkJISDK/P54nmGIgE5jJTCbnc11eZp5l5mSYnNw5z/2c2+Pz+TDGGBM5vKEOwBhjTGBZYjfGmAhjid0YYyKMJXZjjIkwltiNMSbCWGI3xpgIEx3qAIxpLSIyErgf6IAzqNkE/FJVvxYRH7AcqDvgtHPd/68Blrlfe4F9wGOq+lKw4zampTw2j920ByISB2wBTlXVxe62S4DfAz2AWiBbVQubOLc7sFxVkxtt6wZ8Atymqv8K/ndgjP+sFGPai0QgHUhutO1V4H+AqJY+mapuAH4N3BKI4IwJJCvFmHZBVUtE5FbgfRHZDswBPgVeV9UaEQH4VEQal2LWqeoPD/G0XwKDgha0MYcp5IldRI4D/qiqBYE4X0R6Ay8ADTXT61W1PiDBmjZNVR8WkWeBscCJwG3AbSJyrHvIuKZKMYfgA/YEOExjjlhISzHuCOo5ID6A5z8M3K2qYwAPcM6RxmnaPhEZLSK3qOpuVZ2qqrcCRwH1wCmH+bTH8N0FVWPCRqhr7GuA8xoeiMggEflURGaIyL9EJK0l57uGAzPdr6cB4wMWrWnLdgF3i8gJjbZ1ApI4jOQsIn2BXwEPBSY8YwInpKUYVf2XO+OgwbPAFar6jYhcCdwqIrOABw849S5VfbuJ8wE8qtow1Wc30NwvB9MOqOpKETkX+L2IdAb2AmXA1aqqB6mxA9wJfAMkiMhSd1u9e/4dqvpea8RvTEuEvMZ+gP7Ak+4PWQywSlXfB95vwXM0rqenAKUBi860aar6Kc4F06b2eZo5vcUzZ4wJlVCXYg6kwKXuhdBbgamH8RxLRKTA/fp0YFZgQjPGmLYh3EbsPwNeEpFonBkHVx7Gc/wv8KyIxAIrgH8GMD5jjAl7duepMcZEmHArxRhjjDlCISnFuH07jgG28f2mS8YYY5oWhTNNd6GqVh/soFDV2I/BLmoaY8zhGgPMPtjOUCX2bQCvvvoqubm5IQrBGGPalu3btzNx4kRwc+jBhCqx1wHk5ubSuXPnEIVgjDFt1iFL2Hbx1BhjIowldmOMiTCW2I0xJsJYYjfGmAhjid0YYyKMJXZjjIkw4dYErFkrd+zmkufmc8qAjvx0TE+6ZyWFOiRjTIi9Nn9jQJ/v4uO6NnvM/Pnzuemmm+jduzcA1dXVnHXWWWzcuJHLL7+cvLw8v19v9OjRzJkz57DjPVCziV1EJgOT3YfxwFAgV1VL3f0/Ba4BaoH7VHWqiGQBrwEJwFbgclUNyNqQXTMTObl/Dm8s2sxbS7bw6S0F5KQc1sp67UqgP/jGNMWfhBhJRo4cySOPPAJATU0Np512Gm+99RapqakhjavZUoyqvqCqBW6P9C+AGxol9VzgBmA0MAG43+0D82vgNXfd0SU4iT8g4mOiuP+8wUy94QT27Kvj1XmWsIwxoVdRUYHX62Xy5MmsWbOGP/7xjzz00EPU19dz2WWXMWPGDHbv3s0NN9zApEmTmDRpEqoalFj8rrGLyAjgKFV9ptHmY4E5qlqtqmXAamAwcALfrXoUlHVH+3ZMYZzk8Or8DVTXWh8xY0zrmzdvHpMmTeLSSy/llltu4Ve/+hVJSU55+Oabb2b+/PncdtttDB48mIKCAp5++mlGjhzJyy+/zL333stvf/vboMTVkhr7ncA9B2xLxVk3skHDGqONtwdt3dErRvfgkinzeffLbfxouLUmMMa0rsalmAbPPfccADExMVx22WXcdtttzJgxA4CVK1cyb948pk2bBkBZWRnB4NeIXUTSAXHXjGysHGdd0QYNa4w23h60dUdH9+5A347JPD9nXTCe3hhjDltZWRlPP/00t99+O3fffTcAPXv2ZPLkybz88ss8+uijnH322UF5bX9LMScCnzSxfQEwRkTiRSQNZzHq5cAc4Az3mKCtO+rxeLjomK58vbWctbsqgvESxhhzWO666y6uuuoqLrnkEtLT03nppZe49tprmTZtGpMmTeKqq66iT58+QXltv5bGE5FbgH2q+qj7+GZgtaq+486KuRrnl8TvVfVfItIReBFntF4IXKyqlY2erzuw7pNPPjni7o5bS6sY9Yfp3DJBuH5c7yN6rkhms2JMa2hvs2Ja2+bNmzn55JMBeqjq+oMd51eNXVUfOODxw42+fhZ49oD9O4DTWhDvYctLT2BIl3TeX77dErsxxhAhd56ePjCXZVvK2FQckKnyxhjTpkVMYgf44OvtIY7EGGNCLyISe7cOSfTvlMp7yw65WpQxxrQLEZHYAc4a0oklG0vZWGTlGGNM+xYxif3cofkAvLlkS4gjMcaY0IqYxJ6XnsDInpm8tXQL/kzhNMaYSBUxiR3gvGGdWVdYyZebg3ObrjHGtAURldhPG5RLXLSXf36xKdShGGNMyERUYk+Nj+GsIXn884vNFFZUhzocY4wJiYhK7AA/K+hFdW09U2ZbYzBjTPsUcYm9V3YyZwzqxMtzN1C2Z1+owzHGmFYXcYkd4PqC3lRU13LM7z9myD0f8qHdkWqMaUciMrEPyEvlTz8azORR3UlNiOaBD5T6epsCaYxpH1qyglKbcuGILgAclZfKja8v5YOvt3P6oE5H9Jy79+7jkY9W8f7ybaTExzCyZyb3nDMwEOEaY0zAROSIvbEzB+fRIyuJx6evPuwbl/bV1fP6go2c/NBMnv98HQPz00iIjeLFuRtYX1jZ/BMYY0wrivjEHuX1cF1BL77ZVs70b3e2+Pydu/cy4dHPuP3fy8hLT+DN60bzzKUjeGLi0QDWeMwYE3YiPrEDnDssn/z0BP7yactH7X+duZYNRXv466ThvHndKIZ2SQcgPz2Bo7umM/UrS+zGmPDSLhJ7TJSXa8f2ZMnGUuauLWrymN1793HVi4u45Y0vqayuBaC4sobX5m/knKF5TDgqF4/H81/nnDk4jxXbyllj660aY8KIXxdPReQO4GwgFnhSVae423OB1xsdOhS4HfgrsBlY5W6fq6p3BCjmw3LBiC78efpq/jJ9NSN7dABg5qpdrNlZQe+cZB76cCUrtpVT7/OxeGMJd57RnwXritlbW8d1Bb2afM4zBnXi3ve+YeqX27hxfHAWpTXGmJZqNrGLSAEwChgNJAK/bNinqtuBAve444Hf4ax/2gtYrKpnBTziwxQfE8XVY3ryu/+sYNi9H5EcF82W0qr9++OivTxz6XASYqK58fUlXPniIsBZnal3TkqTz5mbFs8x3TN5e+kWbji59/dG9MYYEwr+jNgnAMuAN4FU4JYDDxARD/A4MFFV60RkOJAvIp8CVcAvVFUDF/bhufKEHuSkxvH56iIKK6q5/fR+HNczk5XbK8jPSKBHVhIAs24bx9w1RcxdW8Qlx3U75HP+aHhnbv3nVyxcX8KxPTJb49swxphD8iexZwHdgDOBHsA7ItJPVRtfhTwL+LpR8t4G3K+qb4jICcArwDEBjPuweL0ezhmazznuohwNclLi/+txXHQUBZJDgeQ0+5xnDu7Eve9+w+sLNlpiN8aEBX8unhYBH6hqjZu49wLZBxxzCfBMo8eLgLcBVHU2kOeO6iNOYmw0Zw/N471l2yirst40xpjQ8yexzwZOExGPiOQBSTjJvrERwOeNHv8GuAlARIYAmw4Y4UeUi47pSnVtPW8vtWX5jDGh12xiV9WpwBJgAfAucD3wYxG5GkBEsoHyAxL3H4CxIjITeBiYHOC4w8qgzmkclZfKa/M32rJ8xpiQ82u6o6reeoh9u3CmOTbeVgL84Igia2MuPq4rd725nKWbShnWNSPU4Rhj2rF2cYNSazh7SB6JsVH8fcHGUIdijGnnLLEHSEp8DGcPyePdL7dRvtcuohpjQscSewBdfFxXqvbV8ff5Nmo3xoSOJfYAGpSfxti+2Tz4obJofXGowzHGtFOW2API4/Hw2EVDyU9P4NpXvmDh+mKbJWOMaXWW2AMsPTGW5y4bQV29jwuensuERz9Dt+8OdVjGmHbEEnsQ9M5JYfZtJ/Gn8wdTumcfk59fwPayvaEOyxjTTlhiD5KkuGguPKYLz19+DOVV+7j8hYVUuH3ejTEmmCyxB9lReWk8MfFodHs5v/i/pdTXW83dGBNclthbQYHk8OszB/DRNzt44MOQdy82xkQ4S+yt5LJR3fnJsV15asYaFm8sCXU4xpgIZom9lXg8Hu7+QX+yU+K4b+o3Ng3SGBM0lthbUVJcNL88tS+LN5by3rJtoQ7HGBOhLLG3sh8N70K/3BR+994KdpbbFEhjTOBZYm9lUV4PD14whPKqfVz2/EJrGGaMCThL7CEwMD+NpycNZ/XO3Vzz0hfU1NaHOiRjTASxxB4iY/pk86cfDWbu2iJ+9dZyu5hqjAkYv1ZQMsHxw2GdWburksenr6ZPx2SuGtMz1CEZYyKAX4ldRO4AzgZigSdVdUqjfb8ArgJ2uZuuATYCrwA5wG7gMncJPXOAX4zvy+qdFfz+PysYkJfKqF5ZoQ7JGNPGNVuKEZECYBQwGhgLdDngkOHApapa4P6nwM+AZao6BngJuDugUUcQr9fDAxcMoUdWEj9/bQnbyqpCHZIxpo3zp8Y+AVgGvAm8C0w9YP9w4A4Rme2O7AFOAN53v54GjA9ArBErOS6av04azp6aOv4w7dtQh2OMaeP8SexZwAjgAuBa4FUR8TTa/7q7/STgBBE5E0gFytz9u4G0gEUcoXrnpDDxuK5M/WobW0pt1G6MOXz+JPYi4ANVrXHLLHuBbAA3wT+qqoWqWgO8BwwDyoEU9/wUoDTQgUeiy0/oAcDzs9eFOBJjTFvmT2KfDZwmIh4RyQOScJI9OCPz5SKS7Cb5k4AvgDnAGe4xpwOzAht2ZMpPT+DMwZ34+4KNlFXZjUvGmMPTbGJX1anAEmABTo39euDHInK1qpYBdwKf4iTvr1X1P8BTwFEiMhu4GrgnSPFHnJ+O6UllTR13vbmM2jq7cckY03J+TXdU1VsPse9l4OUDtu3BqcmbFhqYn8Ydp/fj/mnf4vF4eOTCIURH2X1kxhj/2Q1KYeiasb0AuH/at/TLTeH6cb1DHJExpi2xoWCYumZsL04fmMtjn6xiXWFlqMMxxrQhltjD2D1nH0VctJdb3viS/yzbxuqdu0MdkjGmDbDEHsZyUuP59ZkD+GJjCde9upgJj85Ct1tyN8YcmiX2MHfBiC7Mv+Nk3vmf0STGRvHAB3ZnqjHm0CyxtwE5qfEM7pzOtWN78fGKnSxcXxzqkIwxYcwSextyxege5KTEcf9/VlBfb/3bjTFNs8TehiTERnHLBGHxxlJeX7gp1OEYY8KUJfY25kfDOzOyZyb3T7PFsI0xTbPE3sZ4PB5+/8NBVNfWc9Gz8/jtO1/z7fbyUIdljAkjltjboJ7ZyTx84RA6JMXy+sKNTJqygJLKmlCHZYwJE5bY26gzB+fxxrWj+PfPRlO6p4Y731xmC2IbYwBL7G3egLxU/vdUYdry7Tz68SrrCGmMscQeCX46pidnDcnjsU9Wce6Tc2wFJmPaOUvsESDK6+Hxnwzj6UuOZvXOCv788apQh2SMCSFL7BHktIGdOP/ozry1dAvFdjHVmHbLEnuEuWxUd6pr63l94cZQh2KMCRG/FtoQkTuAs4FY4ElVndJo30+Am4BaYBlwnarWi8hinEWtAdap6uWBDNw0rW/HFEb16sDLczdw9ZietvqSMe1Qsz/1IlIAjAJGA2OBLo32JQD3AeNUdTSQBpwpIvGAR1UL3P8sqbeiyaO6s61sLy/N3RDqUIwxIeDPcG4Czkj8TZzFrKc22lcNjHLXOAXnL4C9wBAgUUQ+FJHpIjIygDGbZpwyoCMn9cvhD9O+ZfmWslCHY4xpZf4k9ixgBM7i1NcCr4qIB0BV61V1B4CI/BxIBj4C9gAP4vxSaDjH1ldtJR6PhwcvGEJmUixXvLCQc5+YwzOfrWVbmU2DNKY98CexFwEfqGqNqirOiDy7YaeIeEXkQeAU4HxV9QErgVdU1aeqK93n6BT48M3BZCbF8sTEYeRnJJAcF01RRTVPzVjDgnXWy92YSOfPKHo2cKOIPIyTnJNwEnWDv+KUZM5V1YbbHq8ABgHXiUgekApsC1jUxi/Du2Xy5nWjAXjms7W8sWgTby3dQpTXw/BuGSGOzhgTLM0mdlWdKiInAgtwRvjXAz8WkWRgEXAlMAuYLiIAjwFTgBdEZDbgA65Q1drgfAvGH8lx0Uw6vhsvfb6BN5dsJiU+mr4dU0IdljEmCPyqe6vqrYfYfbByzsUtD8cEU7TXy8XHdeXpmWt476tt9D3FErsxkcgmObcz8TFRjOiWwa6Kakr32N2pxkQiS+ztUK+cZADW7KoIcSTGmGCwxN4OdUyNJykumtU7LbEbE4kssbdDXo+H3tlJrN5VaYtzGBOBLLG3U71zkqmsrmW7LYhtTMSxxN5O9cp26+xWjjEm4lhib6fSE2PJTIplQ/Ge5g82xrQpltjbsezkOFuQw5gIZIm9HctMiqWosqZNXkAtqayhtt4W7jamKdZxsR3LTIqlpraeypo6kuPaxkehZE8NH3y9na82l3Fs90zOHZYf6pCMCTtt46fZBEWHpFgAiitr2kRir/f5mDJ7Hbv37qNzRgIL1xdzfK8OdEyNP+g5Pp+PtYWVxEdHkZ+RsH/70k0lvPfVNmKjveSlJ3Dm4DzSEmJa49swJuisFNOOZe5P7NUhjsQ/W0qqKK6s4Zwh+Uw+vjtxMV4++Hr7946rq/dRXFnDovXFPDVzDVNmr+OZWWtYV1hJVU0d/168mX8s2kxmUixdMhNZtbOCl+aup3pfXQi+K2MCL/yHaSZoMtzEXtRGLqB+s60crwf6dUohMTaasX1z+ODr7Tw+fRUeYHd1LZXVtdQ3umSQmRTLWYM7MW9dMS/NXU9MlJfK6lrG9s1mfP+ORHk9rNyxm5fmruf1hZu4+LiueD0e3vlyC5XVdVwyslvIvl9jDpcl9nYsJspLanw0xRXhn9h9Ph9fby2jZ1YyibHOx3ZUrw6UV+2jZE8NPh90SncWFYmJ8pAYG02PrCRyUuLweDwMyEtjyuy1JMREcdmo7uSnf1eW6dsxhbOG5PH20q08NWMNGYkxrNi+G4AtpVX/dawxbYEl9nYuMymO4jbQ5XHn7moKK2oY1Str/7aYKC9nDcnz6/y0hBhuGt8Xr8fT5P7jenQgPSGWf36xie3lezm5Xw4zV+5i0fpi8ofaBVrTtlhib+c6JMWycufuUIfRrK+3lgMwoFPqYT/HwZJ6A8lN4cbxfSncXU33rCQKK6r5cnMpZwzqREyUXY4ybYd9Wtu5zORYdu+tpaY2fOeE1/t8LN1UQtfMRFKDPHMlOS6a7llJAIzonsneffV8vbUsqK9pTKBZYm/nMhPdmTFhXI75Zms5hRU1jO6d1fzBAdQjK4mMxBgWrS9p1dc15kj5VYoRkTuAs4FY4ElVndJo31nAr4Fa4G+q+qyIJACvADnAbuAyVd0V6ODNkWuY8lhSWUPuIeaDh4rP52Pmyl10SIrlqLzDL8McDq/Hw/BumXy8YgdfbS5lYH5as+UcY8JBsyN2ESkARgGjgbFAl0b7YoBHgFPdfVeLSEfgZ8AyVR0DvATcHfDITUB0CPMpj2t2VbKltIoT+2aHJKke2yOT7JQ4Xl+4ib9MX83yLWXUt8EWDKZ98acUMwFYBrwJvAtMbbSvP7BaVUtUtQaYDZwInAC87x4zDRgfsIhNQCXERhEf46WoIvxuUqqprWfqV1tJjY9mWJf0kMSQHBfNjSf34cIRnamtr+e1BRstwZuw508pJgvoBpwJ9ADeEZF+quoDUoHGV5Z2A2kHbG/YZsKQx+MhKzmOojCby+7z+Xh76RZ27a7m8tE9iA7hrBSvx8PQLhkM7pzOV5vLmP7tTl5bsJHc1HhO6pfDgLxUK9GYsOJPYi8CvnVH5Coie4FsYCdQDqQ0OjYFKD1ge8M2E6aykuNYX1gZ6jD2q6qp4+Nvd7BkUykn98+ht7v4dqg5CT6dwZ3Tvpfgx/fPoX+nVDyW4E0Y8CexzwZuFJGHgU5AEk6yB1gB9BGRTKACpwzzIM4I/wxgAXA6MCvAcZsAykqOZemmUvbV1Yd8vvaW0iqen7OOqpo6ju2RyTjJCWk8TTkwwX+yYgevzN9I54wETunfkd45yZbgTUg1+1OsqlOBJThJ+l3geuDHInK1qu4DbgY+AObizIrZAjwFHCUis4GrgXuCFL8JgA7JcQAhL8f4fD7e/XIrUR4P14/rzblD88O6xNGQ4G8a35fzhuVTsbeW5z9fz7Oz1rEujP4CMu2PX9MdVfXWQ+x7FyfhN962B7jgyEIzrSXLTeyFFdXkpoVuyuPyreVsLN7DD4flk9eG+rNEeT2M6J7J0C7pLNxQwoxvd/LsrLX07ZjMKf1z/6tdsDGtwVoKGLLcKY+FIZwZU1tfzwdfb6djahzDu2WELI4jER3l5fieHRjeNYN5a4uYuXIXT8xYzVF5qYzv3/GQfeONCSRL7Ia4mChS4qNDWopZtL6E4soaLju+W1iXX/wRG+3lxL7ZHNsjk9mrC5mzupBvtpYzpEs6J/fL2V/6MiZYLLEbwCnHhGrEXlNbz6e6k24dEunbMaX5E9qI+JgoxvfvyPE9OzBr1S7mri3iq82lHN01gwLJ2X/XrzGBZondAM7MmG/cDoqtbf66InbvreWiY7pG5GySpLhoThvYiVG9s5ihu1i4vpjFG0sswZugscRuAGfEXllTR1VNHQmxUa32utX76pi5chd9cpLp4XZVjFSp8TGcPSSPsX2z+Wzldwl+WNcMTpKc/StaGXOkLLEb4L9nxnTJTGy11527tog9NXWM79+x1V4z1NISYjirIcGv2sWCdcUs3VjKiO4ZjJOcoLcmNpHPErsBoEPydzNjWiux791Xx6xVhUjHlFb9ZRIuUhNiOHNwHmP6ZPPptztZuL6YLzaUcHzPDoyV7P1LABrTUvbJMQB0SIojyuNhR3nrXUCdt7aIqn11nNw//O4ubU1pCTGcOyyfMX2ymP7tTmavLmThhmLG9snm+F5ZxEbbsgmmZSyxG8C5ySY7JY4d5Xtb5fVK99Tw2apd9MtNoXNG+xutN6VDchwXjOjCmD7ZfPjNdj74Zgdz1xYxrl8OI7plEuWNvAvLJjhsKGD2y02LZ3srJPba+nr+vmAjPh+cMbBT0F+vrclNi+fS47vz0zE9SU+M5e2lW3nk45Us2VhirYKNXyyxm/06psZTVrWPqpq6oL7O+8u3s6mkivOO7kxWit2sczA9spK45sSeXHp8N+KjvbzxxWYe+3gVX20utQRvDslKMWa/3FQnyW4v3xu0qYdbSqqYu6aIkT0zGZRvbfqb4/F46JebSt+OKXyztZyPV+zg9YWb6LRyF+P7d6RfbkpEzv03R8YSu9mvoZfJjiAldp/Px9SvtpIYG8WpA3ID/vyRzOvxMDA/jQF5qXy1uZSPV+zk5Xkb6JKRwCkDcsOmZ70JD5bYzX5pCTHEx3jZXhacOvtXW8rY4HZvjI9pvZugIknDak6D8tNZvLGE6d/u5G9z1iEdUzhtYK41GjOAJXbTiMfjoWNq8C6gzl5VSG5qfJvt3hhOorwejnFbBc9dU8SMlTv58yerOKZ7Jif3zyEl3m5yas/s4qn5L7mp8ewo34svwBfnKqtr2VpaxcD8tDbfvTGcxEQ5nST/9xRhZM8OLNpQzMMfrWTe2iK7wNqOWWI3/yU3LZ7q2npKq/YF9HlX76rAB/SxWnBQJMVFc9aQPG48uS+dMxJ458utPD1zDVtKq0IdmgkBS+zmv3RMcWq0OwNcjlm9o4KEmChbTSjIslPiuGJ0Dy4c0YWSPft48tPVvL10C2UB/kVtwptfNXYRWQw09HRdp6qXu9uHAo82OnQkcC7O+qgrgeXu9jdV9bEjD9cEW0OHwUCO2H0+H6t27qZXTrKVYVqBx12LVTqm8NGK7SxYV8yiDSUM75bB2L7ZZCRaF8lI12xiF5F4wKOqBQfuU9WlQIF73AXAFlV9X0TGA39X1Z8HNFoTdCnx0Xg9ULYncIl95+5qyvfWWhmmlSXERnH2kHzG9Mlm5spdfLG+hEXrixnaJYNRvTq0qXVlTcv4M2IfAiSKyIfu8Xeq6rzGB4hIEnAPcKK7aTgwXERmAjuBG1R1W+DCNsHi9XhITYgJ6Ih91c4KAJtrHSIZibGcOzSfgr7ZfLaqkC82OH3gu3dIYlSvDvTvlGp9aCKMPzX2PcCDwATgWuBVETnwF8KVwBuqWug+/hb4taqOBd4CHg9MuKY1pCfEUBrAEfuanRV0SIq1EkCIpSfGcvaQPG4/rT+nD8ylrKqG1xZs5NGPV1qbggjjz4h9JbBaVX3AShEpAjoBmxodMxH4UaPH03F+IQC8Cfy/AMRqWklaQgwbi/c0f6Af6up9rC+qZEjn9IA8nzlyCbFRjOmTzejeWXyztZxPvnXaFOSvKuTUozrSOzvZ2hS0cf6M2K8AHgIQkTwgFdhfVhGRNCBOVRsn+ueA892vTwa+CEi0plWkJ8ZSXlUbkBHc1tIqqmvr6Zkd2cvetUUNbQp+flIfLhjemcqaWp6fs57n56xvlS6fJnj8SexTgHQRmQ38H06iv0FEznb39wXWH3DO7cDPRGQGTvnmxoBEa1pFWkIMdT4fFXtrj/i51u5y6us9s62+Hq68Hg/DumZw8/i+/GBQJ7aUVvH4J6t4e+kWKquP/DNgWl+zpRhVrQEuPmDz5432L8SZ4tj4nHXAuADEZ0IgPdG5Hb20at8Rr7+5prCSnJQ4kuOse0W4i47yMrp3FsO6pPPxtztZsK6ILzeXMrZvDsf1yLT+Pm2I3aBkvic9wZ3LvqfmiJ6ntr6eDUWV9LLRepuSGBfN2UPy+PlJfeiamcgHX2/nD+9/y3tfbaXkCD8TpnXYMMp8T5o7Sj/SuxU3F1exr85n9fU2qmNqPJNH9WBraRWzVxcyd20Rc9cWMTA/jbF9s+mUZvPgw5UldvM98TFe4qK9RzyXfW1hJUDQFu0wrSMvPYELR3Th1AEd+XxNEQvWF/PV5jKkYwoFkk23DvbvG24ssZvv8Xg8pCXEHPHdp5uK95CTEkdirH3MIkF6YixnDOrEOMlh7toiPl9TyF8/W0uPrCTG9+9ov8DDiP3EmSalJ8ZQWnX49VSfz8emkj30z00NYFQmHCTERnFSvxxO6J3FwvXFfLZqF8/OWkvv7GQkN8X67YcBu3hqmpSeEHtEI/biyhr21NTRJTMxgFGZcBIb7cyi+eWpwhmDOrGtfC/nP/U5l/1tAV9sKA51eO2ajdhNk9ITY6isqWNfXT0xUS3//d9w52qXTLvAFulioryc0DuLY7tnUrWvjmdnreX8p+YyqlcHfn5SH0b2zLQ7WVuZjdhNkxpmxhxuz5hNJXuIjfLaGpztSGy0l58V9GL2beO4+wf9WbWzgp88O48f/3Ues1cVBnxVLnNwlthNk9Ldhl2HO295U3EVnTMSrP96O5QYG81VY3oy69Zx/PasAWws3sMlU+Zz/lOfM0N3WoJvBZbYTZMykw4/se+rq2dbWZXV19u5+JgoJo/uwcxbC7jv3IHsKK9m8vMLOfeJOZbgg8wSu2lSSnw0UV4PJZUtT+xbS6uo90GXDEvsBuKio7hkZDc+/WUBfzhvEIUVNUx+fiHnP/W5lWiCxBK7aZLX4yE9IYbiw6ixbytzOgPmpVt93XwnNtrLRcd25dNfFvC7Hw5kW9leLpkyn0umzGedezObCQxL7OagMpNiD2vEXlxZQ0yU54gbiJnIFBvtZeJx3ZhxSwG/OWsAX20uY8Kjn/GX6auoqa0PdXgRwRK7OaiMxNjDqrEXVVSTmRRrF07NIcVFR3H56B58cvNYTunfkQc/XMmZj89iycaSUIfW5lliNweVkRTLnpo6qvfVtei8osoaMpPighSViTQ5qfE8MfFonrt0BBV7a7nwr3P59+LNoQ6rTbPEbg4qw+3LXtyCUXu9z0dxZQ0dkmx9U9My4wd0ZNqNJzKiWyY3/+NLHv5Q7cLqYbLEbg5q/5THSv8voO7eW0ttvY8OyZbYTculJcbw4hXHcsHwzvx5+mpufH0pe1v4F6OxlgLmEDIO4yaloopqADpYKcYcpthoL3/60WC6ZyXxwAfKyh27uWWCcFK/HGtN4Ce/EruILAbK3YfrVPXyRvseA04AdrubzgFigNeABGArcLmqBmbZe9NqEmOjiI32tqgUU+TOorFSjDkSHo+H68f1pk9OMve9t4IrX1zE0C7p3HxKX8b0ybIE34xmE7uIxAMeVS04yCHDgQmqWtjonD8Dr6nqCyJyO3AN8EgA4jWtyOPxkJnYsimPRRU1RHk8pCXaVEdz5E49Kpdx/XL41xebeXz6ai792wJ65yQzKD+N/p1S6N8plUH5aftbYBiHPyP2IUCiiHzoHn+nqs4DEBEv0Ad4RkQ6AlNU9W84I/jfu+dPc7+2xN4GZSTGtGjEXlxZTUZSjE11NAETE+Xc2PTDo/P5x6LNfLJiB3PXFPHmki0ARHs9FEg25x3dmZP65dii2/iX2PcADwLP4STxaSIiqloLJAGPAw8DUcCnIrIISAXK3PN3A2mBDty0joykWNbsqsTn8/n1529RZY3V101QxEVHMWlkNyaN7AZASWUNK7aXM1N38eaSLXy8Yiep8dH8cFg+15/Um5yU9nvnsz+JfSWwWlV9wEoRKQI6AZtwkv5jDfVzEZmOM8IvB1KAKvf/pYEP3bSGjMRYaurqqaypIznu0B8Xn89HUWUN3W2JNNMKMpJiGdUri1G9srj1tH7MWV3Ivxdv5tX5G3nji838dExPrj6xJ0nNfG4jkT/THa8AHgIQkTyc0fg2d19fYI6IRIlIDE4JZjEwBzjDPeZ0YFYggzatJ92tlZf5sbB1RXUtNbX1duHUtLoor4cT+2bz6EXD+PjmsYyTHB77ZBVjH5jBq/M3UFffvubD+5PYpwDpIjIb+D+cRH+DiJytqiuAl4F5wEzgJVX9GrgPuEhE5gDHA38JSvQm6NITnCRd5kedvdhmxJgw0D0riScmHs2b142iZ1YSd725nHOfmMOXm0pDHVqrafZvFFWtAS4+YPPnjfY/ADxwwDk7gNMCEaAJrYbZLaV+jNiLKtzEnmw1dhN6w7pm8H/XjOTdr7Zx39RvOPfJOfzk2K7cOkEifhZN+ys+mRZJio0iJsrj1xJ5RZXVeD3f3dhkTKh5PB7OHpLHOMnmkY9W8eLc9fxn2TauHN2Dy0Z3JzU+MqflWksBc0gej4e0hFi/RuyFFTWkJ8YS5bWpjia8pMTH8OuzBvDu/5zA0V0zeOijlYz+w3Qe+lAPqzV1uLMRu2lWemIMpX7W2K2+bsLZgLxU/jb5GJZvKeMv01fz+PTVPDdrHecdnc+lx3dHclNCHWJAWGI3zUpPiEHdVZEOxpnqWE2XzPTWCcqYIzAwP42nJw1Ht+/muVlreeMLZ5rkyJ6ZTB7VnVMH5OJtw395WinGNCstMYbd1bXU1h18dZvKmjr27qu3m5NMmyK5KTxwwRDm3XEyt5/ej03FVVz7ymJOe+wz/rNsG/VtdJqkJXbTrP1THg9RZy9u6Opo7XpNG5SZFMu1Y3vx2a3jeOyiodTW+7ju1cWc8edZvL98e5tL8JbYTbPS/Zjy+F1XRxuxm7YryuvhnKH5fPSLsTz646FU19Zz7StfcPpjs3jny61t5kYnS+ymWenuotRlh5jyWFRZgwfISIrM6WOmfYnyejh3WD4f/eJEHr5wCHU+Hzf8fQnjH57JPxZuCvvFPyyxm2alJjSM2A8+M6awopr0xBiivfaRMpEjOsrLeUd35sObTuSpiUeTEBPFrf/6imN/9zG/ems5yzaXheXyfTYrxjQrJspLSlz0IW9SKq6ssTtOTcTyej2cPqgTpw3MZe6aIv6xaBP/WLSJl+dtoF9uCpeN6s4Ph+WHTctgG14Zv6Qlxhy6xl5hc9hN5PN4PIzqncWjFw1jwV3jue/cgXg9Hu749zJGuTc87Sw/9NTg1mAjduOX9IQYth/kA7unupaqfXWW2E27kpYQwyUjuzHxuK7MX1fMlNnr+Munq3l65homHteNG0/uQ0aIfiYssRu/pCXEsHJHRZMLbjSssJRpM2JMO+TxeBjZswMje3ZgQ1ElT89cy0tz1/PvxZu54eQ+XHp8d2KjW7c4YqUY45fUhBhq6uqprv3+TUoN7XptRoxp77p1SOL+8wYx7cYTGdo1g/veW8Gpj8xk2rJtrXqR1RK78UuK2wWvvIk6e4l7UTXTujoaAzh3tL50xbG8cPkxxER5+dmriznvqc9ZsK64VV7fErvxS2qCU7Ur31v7vX0llTUkxkYRFyYzAowJFwWSw7Qbx/DH8wextbSKC/86l6teXMSu3dVBfV1L7MYvaQ0j9r1NjdhrrAe7MQcRHeXlx8d0ZcYvx3HLBGHRhmJmrdoV3NcM6rObiHGoUkxxZQ2d0hNaOyRj2pSE2CiuH9eb68f1Dvpr+ZXYRWQxUO4+XKeqlzfa9wvgIvfhf1T1HhHxAJuBVe72uap6R4BiNiEQG+0lPsb7vVJMvc9HadU+jspLDVFkxpgDNZvYRSQe8KhqQRP7egITgeOAemC2iLwJ7AEWq+pZgQ3XhFJqfMz3Ruy799ZSV+8L2XxdY8z3+TNiHwIkisiH7vF3quo8d98m4DRVrQMQkRhgLzAcyBeRT4Eq4BeqqgGP3rSq1IQYdh9QY98/1dFq7MaEDX8unu4BHgQmANcCr4pINICq7lPVQhHxiMiDwBJVXQlsA+5X1XHA74FXghO+aU2p8dHfK8WUNNycZIndmLDhT2JfCbyiqj43aRcBnRp2uqWaV4EU4Dp38yLgbQBVnQ3kuXV304alxjsj9vpGN1qUuO16G3q2G2NCz5/EfgXwEICI5AGpOCNy3GT9NvClql7TUJIBfgPc5B4zBNikquHX29K0SEpCDPU+qKz+btResqeGlPhooqNs5qwx4cKfGvsU4AURmQ34cBL9DSKyGogCxgJxInK6e/wdwB+AV0TkB0AtMDnQgZvWlxbv3qRUVbt/+mNx5T67cGpMmGk2satqDXDxAZs/b/R1/EFO/cHhBmXCU0qjm5Tyceatl+ypoWdWUijDMsYcwP5+Nn5rWEmp4e7TvfvqKK/aZwtYGxNmLLEbvyXHRePBKcUAbCzegw/ommkjdmPCiSV247cor4fk+Oj9I/YNRXvwAF0yrJ2AMeHEErtpkcZ3n24orqRTWrx1dTQmzFhiNy2SmxbPhuI97KmuZXNxFV07WBnGmHBjid20yMgeHaiprWfqsm3U1NXTrUNiqEMyxhzAErtpkfyMBLp3SGTpplIAumVaYjcm3FhiNy02qlcW4CxwnW49YowJO7bQRjtx8XFdA/ZcdfU+5q0t4pjumQF9XmNMYFhiNy0W5fXwzs9PICbK+roZE44ssZvDkhxnHx1jwpXV2I0xJsJYYjfGmAhjid0YYyKMJXZjjIkwltiNMSbCWGI3xpgIE6o5a1EA27dvD9HLG2NM29MoZx6ypWqoEnsngIkTJ4bo5Y0xpk3rBKw52M5QJfaFwBhgG1AXohiMMaaticJJ6gsPdZDH5/O1TjjGGGNahV08NcaYCBNWDT9EJA54HugJlAPXA92APwC1wMeqerd77G+AH7jbb1LVBSLSG3gB8AHLgetVtT5IcfUA/ghUAu+r6n0i4gWeBIYA1cBVqrpaREYCj7mxfqiq9xxpTG5cxwF/VNWCg33vLXmfmjo2WHG5x/UG3lTVQe7jLOA1IAHYClyuqntE5KfANW5c96nq1GDFJSIPACfg/Gw8o6rPBjuuFsT2O2C8u/12VZ0RDu+Ze1wi8Lkb1/th9J69DWQB+4AqVT09HD7/IjIZ+BlOaeVtVb03kO9ZuI3YfwpUqOpI4OfAX4AHgEuB44ECERkkIkcDY4HjgIuAJ9zzHwbuVtUxgAc4J0hxPQk8B5yvqicA/UTkBOBcIF5VjwduBx5yz38auBgnYRwnIsOONCARudWNId7d9L3vvSXv0yGODXhc7nGTgNeB7Ean/xp4zT12CXCNiOQCNwCjgQnA/e4v2oDHJSLjgN7uv98JwG0ikhHMuFoQ2zBgpPvfRTgDBYIZm7//lq4ncJJXg5C/Z+72PsAJqlqgqqcf7NjW/PyLSC+cpF4AHAvEikgMAXzPwi2xDwCmAaiqAv1xvsFMIAbnzarD+aH7UFV9qroRiBaRbGA4MNN9rmk4o5tgxDUaKFHVte7+OW5MJwDvu8fNA0aISCoQp6prVNUHfBCguNYA5zV63NT33pL36WDHBiMugBKcH6TG9r9/jY49FpijqtWqWgasBgYHKa65wBXuNh/OaGpfkOPyKzZVXQJMcD9D3YBSd3+o3zNE5Jc4o/UvGx0b8vdMRDoC6cC7IjJbRM48xPfRmp//8cAi4EV33xxVDejnLNwS+1LgTBHxuOWLfOBrYCqwAtgEfAukAmWNztsNpAEe94PfeFsw4ooDEkWkn4hEAWcASU3EVeduK28i1iOiqv/CSToNmvreW/I+HezYYMSFqk5V1coDTm8cQ6vHpap7VbXEHT29iFOKqQhmXP7G5h5X65ZjpuKUBglmbP7EJSInA31U9dkDTg+H9ywW56/mc3GS7SMiknOQY1vz858FnAhcCZwP/FlE0gngexZuif1vOElwFvBDnN9+twFHqWovYBXwv+4xKY3OS8EZwdQ3sS0YcX0BTAKeAt4DFChsIi7vIWINtKa+95a8T8GKsyX/Jo1jCElcbunlfeAbVb0/BHEdNDYAVb0LyANucf+kD/V7diUwUERmAKcBfxKRoa0c18Fi2w48raq1qroT569/OcixrfmeFQEzVHW3G9cKoC8BfM/CLbEfA3zi1q3fwBmtV7j/gTPvPQOn9DFBRLwi0hXwqmohsERECtxjT8dJxMGIay1OvWuC+zq9gI/duM4AcEf2y1S1HKgRkV4i4nHPCVRcjTX1vbfkfTrYscGI62D2v3+Njl0AjBGReBFJwynPLQ9GXCKSAHwC/E1V7w1RXAeL7SQRaaj77sUZFda3cmzfi0tVL1bV0apagPML8VZVXdrKcTUZG04p4w0AEUkGBuIk0VB//ufgXC+MF5EknFLvagL4noXVrBicEfm9InIX340GjgM+FJG97rbJ7p/Ls3Bqol6cWSrgjOafFZFYnH/AfwYxrh/gvOlVwKuq+rWIrABOEZHPcS6UXO6efy3wKk7N9kNVnR+guBr73veuqnX+vk+HODbgcR3i2PuAF91ZAIXAxapaKSJ/xvmQe4G7VHVvkOK6AWfm00/dGMD5N2zNuA4WG8AFIjIH53P0hKquE5FQv2cHE/L3zP1MTxCReTi/BO9U1UIRCenn332tKTiJ3APcq6rFgfy3tBuUjDEmwoRbKcYYY8wRssRujDERxhK7McZEGEvsxhgTYSyxG2NMhLHEbtoMEflERI51v44VkTIRuaXR/hnuzTGH+/zd3alxASEiV4tIjIgUiMjrgXpeY5pjid20JR/hLNCC+/8P+O6GsHicHipfNn1qSNxJM0uYGRMM4XaDkjGH8hHwK5z+H2fgdNH7o3tH3tHAbJybQbrgrDLzDnAPzo0hQ9ybPX6J08Pnn8AzOC1Sq4CrG7+QiIwFfuceuwanbepE93UTce42/qOqvuD+FfEETh+PnTh3hs4CcnE6WD4K9BGRaUAO8K6q/jbA740x+9mI3bQlS3BaJHtwmijNxGnlMB6nBerXwDxVnYDTFe9at2vev3CaLYHTPvkl4EHgz+6t8A/i9PwHwH3+Z4HzVHUssAWY7O5OU9UzgbNxWjOD05Z5sqqehLsOpapOwelVcpF7TDxOM6oxwP8E4s0w5mAssZs2Q51FHb7EaTa1XVWrcdqbjsZpefoacIyIvAo8gtOFE5yR/aXuyFpVtQgYBNzpNq/6NdCx0Utl44z4/+HuPxWnzANOp09wOo029NzOU9Wv3a8P1gtnudt6dQ/OggnGBI0ldtPWfIRTu57mPp6NU4bx4oyIS1V1Ik65JlFEPKq6Cqcnxy04I3Fw2j/f5o7Yr8FtFuUqBDYD57j7fwdMd/c11YNjk4gMcL8e2Wh7Pd/9jFnvDtNqLLGbtuYjnNH5fwBUtQanMdtMnM6Mp4nIZzgtlVfhtLgFmAIMAz51H/8S+I2IzMQpzXzV8ALuXwY3Au+5Dd2u49Ad9a4D/iYiH+OUgBr6cc9y4/Qc/rdrTMtZEzBjjpCIXA/8Q1V3uR36alT1/4U6LtN+2awYY47cDpzW0hU4q91cFuJ4TDtnI3ZjjIkwVmM3xpgIY4ndGGMijCV2Y4yJMJbYjTEmwlhiN8aYCGOJ3RhjIsz/B8zt/m7rlW0JAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEPCAYAAABbbZ8rAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAArIklEQVR4nO3deXyU5bn/8U9CEkKAsO8gOxc7giCURbFaV3CBtqfVoljXan8ea6soLq1Vq9a2tlZ7rFqq7bHtUQF3FEVRXNBW9u1iE4Gwb4EA2ef3x/OgKQ0wwExmJvm+Xy9fZuZ5JnPlYfLNnTtzX3daJBJBRERST3qiCxARkWOjABcRSVEKcBGRFKUAFxFJUQpwEZEUpQAXEUlRCnBJWmY2xMzeNbMFZrbIzKaZWa84PM/rZtYz/Hi6mTU9+P5DPG6gmb0QfjzIzB6PdW0ih5Om94FLMjKz2kAecKa7zwnv+x7wC6Cju5fF6XkjQDN333aUjxsPfNPdR8WjLpHKZCS6AJFDyAEaAvUq3PcssBuoZWbnAncAWcA+4Cfu/rGZ/QzoALQC2gNbgf9y9w1m9gPgWqAYKASucfclZrYG+CZwffg874aff1Z4/03AHHf/FYCZXQucBvwP8ChwDvBzoIGZ/RkoBba6+8Tw/EsIwv2iWF4gEU2hSFJy953ALcAbZrbazP4KXA68TRDMvwDOdff+wNXAFDOrGz58BPAtd+8O7ASuMbNawG+Bs919EPAEMPyg57w8/PA0d19X4dCTwGUVbl8e3nfgceuAu4BZ4ed4DBhvZgcGSNcAml6RmKvSADezwWY2M4rzupjZwkruP9XM1lX2GKl+3P03QAvgBmAjMAGYC5xLMMKeYWbzCEbm5UCX8KEz3X13+PFcoHE45fI88JGZPQrkA3+KspSZQHY4590TaAbMOEzd84DPgfPMrAfQGpge5XOJRK3KAtzMbgGeArKPcN444B8E3yQV729H8KtsZrxqlORhZsPM7GZ33+Pur7r7LUAvgqDOBWa4+4kH/gOGAIvCh++v8KkiQBqAu38PGA2sJPhhMCWaWtw9QhD2lxKMvv8U3nc4jwHfD/97IorzRY5aVY7AVwFjDtwwsz7hOwxmmtlkM2sQHtoJnFrxgWaWTfAr6HVVVq0k2lbgDjOrOM3RCqgLvAycaWbdAcL56gUcZnBgZk3D3962u/tvCebP+1VyahmVDxKeBs4HvgX8uZLjpQc97gWgPzAWmHSoukSOR5UFuLtPBkoq3PUkcL27jwReJ5jvJBxt7T3o4Y8Cv3L3vKqoVRLP3ZcDFwK/COfAlwDPAVe7+3yCee9/mNl84B7g/EpeNxU/3zbgXoJpl8+AB4ArKzl1CvCBmfU+6PGbgDnAAnffUMnjPga6m9nU8PxighD/+Gjf0SISrSp9G6GZdQD+4e5DzCyfYH4SgpHLCncfX+HcTe7e0sxaA+8SzIECDAWmuPt3qqxwkaMU/kH1feA6d/8k0fVI9ZTItxE6cKm7rzWzYQS/Hv/nScFoxw7cDoNd4S1Jy8zOAv4OTFJ4SzwlMsB/APwlfKtVBLgigbWIxIy7vwk0TnQdUv1pJaaISIrSQh4RkRQV9ymUsKfFIII/Qsalf4WISDVUK/z/F+5eWtkJVTEHPoigp4SIiBy9jsCayg5URYBvBHj22Wdp2bJlFTydiEjq27RpE5dccslhz6mKAC8DaNmyJW3btq2CpxMRqRn0R0wRkRSlABcRSVEKcBGRFKUAFxFJUQpwEZEUpQAXEUlRSbOp8d8+WRvTz3fx4BMOe/yTTz7hxhtvpEuXYBeuoqIiRo8ezdq1a7n88stp3bp11M81bNgwPvzww+OqV0Sqj517i/n5q0tYtbWAl64fRlpaWlyeJ2kCPBGGDBnCww8/DEBxcTFnn302L774Irm5uQmu7PjE+oehSGWONEiqqaYt3MidLy1i174Sbjnb4hbeoCmULxUUFJCens748eNZtWoVDz74IL/+9a8pLy/nsssuY+bMmezZs4cbbriBcePGMW7cONw90WWLSJLYVlDE9c/O4QfPzqFFbjYv/3A4V5/SOa7PecQRuJllAs8AHQhWVV7l7ssqHP8RwdZUW8O7rvEUSbbZs2czbtw40tLSyMzM5M477+Spp54C4KabbuKSSy5hwoQJ9O3bl5EjR/LQQw8xZMgQLr74YtasWcNtt93G3//+9wR/FSKSSJFIhJfnb+BnLy9mb1EZPzmzG9ec2pnMWvEfH0czhXIukOHuQ83sG8B9BBu1HnASwc46n8WjwHiqOIVywIEAz8zM5LLLLmPChAnMnDkTgOXLlzN79mymTZsGQH5+fpXWKyLJZcvuQm5/cRFvLdlMv3YNeeibfenWon6VPX80Ab4cyDCzdCCXf9+YGIIAv83MWgKvufv9Ma4xIfLz83n88ce59dZbueOOO3j88cfp1KkT559/PqNHj2b79u08//zziS5TRBIgEokwZU4eP391CftLyrjtnO5cMbwjGVUw6q4omgAvIJg+WQY0BUYddPwfwGPAbmCqmY1y91djWWQi3H777Vx55ZVccMEFLFq0iL/85S9ce+213H777Tz33HMUFBTwwx/+MNFlikgV25i/n4lTFvKub+Wk9o345Tf70rlZvYTUcsQt1czsN0CRu99mZu2Ad4A+7l5oZmlArrvnh+deBzRx93sqPL4D8PmMGTPUjbCK6F0oUhVq2rtQIpEIz/1rHfe+upSS8nJuOas7lw3tQK30+LzLZP369Zx++ukAHd19TWXnRDMC38lX0yY7gEy+2ikiF1hkZj2AvcDXgUnHUbOISNJZv3Mft01ZyKwV2xjcsTG//GZf2jepm+iyogrwh4FJZjYLyAImAheYWT13f8LMJgLvAkXADHd/PX7liohUnfLyCM9+upYHXl8KwD0X9OKSwe1Jj9Oo+2gdMcDdvQD49mGO/xX4ayyLEhFJtC+272XC5AXMXr2DEV2bcv+YPrRtlJPosv5NjV6JKSJysLLyCE9/tIaH3lxGZno6D4zpw38NahfXFZXHSgEuIhJatbWAW15YwGdf7OQ0a8YvxvShVYM6iS7rkBTgIlLjlZaV86cPPuc3by0nO7MWv/l2Py7q3yYpR90VKcBFpEZbvnkPNz8/n/nr8zmzZwvuvbA3zXOzE11WVBTgIlIjlZSV8/jMVTzyzgrqZ2fy++/2Z1TfVkk/6q5IAS4iNc7iDfnc8sICFm/Yzai+rbj7/F40qVc70WUdNQW4iNQYRaVlPPbOSv4wcxUNc7J4/HsDOLt3q0SXdcwU4CJSI8xft4ubX5jP8s0FjOnfhrtG96RhTlaiyzouCnARqdYKS8p4+O3lPPn+aprXz2bS+IF8vXuLRJcVEwpwEam2PvtiBze/sIDVW/fynUHtuO3cHjSok5nosmJGAS4i1c6+4lIeetN5+qM1tG5Qh79ecTIjujZLdFkxpwAXkWrl41XbmTB5AWt37GPckPZMOKc79WpXz6irnl+ViNQ4BUWlPDBtKf87ey3tm+Twf1cPYXCnJokuK64U4CKS8t5fvpXbpixkQ/5+rhzekR+fadTJqnXkB6Y4BbiIpKz8/SXc99oSnvvXejo3q8sL1w7lpPaNEl1WlVGAi0hKenvJZm5/cSHbCoq5bmRnbji9K9mZ1X/UXdERA9zMMoFnCDY2LgOucvdllZz3BLDD3W+NdZEiIgfs2FvM3a8s5qV5G+jesj5PXTqIPm0bJLqshIhmBH4ukOHuQ83sG8B9wNiKJ5jZNUAf4L3YlygiEnh94UbuemkRu/aVcOMZXbluZBeyMtITXVbCRBPgy4EMM0sn2MS4pOJBMxsKDAb+CHSPeYUiUuNt3VPEXS8tYtqiTfRp04C/XjGYHq1yE11WwkUT4AUE0yfLgKbAqAMHzKwV8FPgIg6zb6aIyLGIRCK8OC+Pu19Zwr7iMm4527h6RCcyatXcUXdF0VyFHwFvuns3oB/wjJkd6Hb+LYJQfx24FbjYzMbHo1ARqVk25Rdy5TP/4kf/N59OTevy+g3DuW5kF4V3BdGMwHfy1bTJDiATqAXg7o8AjwCEwd3d3Z+OeZUiUmNEIhGe/9d67nltCSVl5dw5qifjh3agVnrqbLRQVaIJ8IeBSWY2C8gCJgIXmFk9d38irtWJSI2yfuc+bpuykFkrtjG4Y2MeHNuXDk3rJrqspHXEAHf3AqKY39bIW0SOVXl5hGc/+YIHpgXvUL7nwt5ccvIJpGvUfVhayCMiCbVm215umbyATz/fwSndmvGLi3rTtlFOostKCQpwEUmIsvIIf/7wc3413cmslc4vx/blWwPbptSmwommABeRKrdi8x5umbyAuWt3cUaP5tx3UR9a5GYf+YHybxTgIlJlSsrK+eN7q3hkxkpyatfid985kfP7tdao+xgpwEWkSizekM/Nzy9gycbdnNe3FXef34um9WonuqyUpgAXkbgqKi3j0XdW8j8zV9EwJ4vHv3cSZ/dumeiyqgUFuIjEzdy1O7nlhQWs2FLAmAFtuGtUTxrmZCW6rGpDAS4iMbe/uIyH317OU7NW0yI3mz9fPojTrHmiy6p2FOAiElOfrA42FV6zfR8XDz6B287pTv3szESXVS0pwEUkJgqKSvnlG8v4y8df0K5xHf525WCGdmma6LKqNQW4iBy3WSu2cuvkYFPhy4d14OazjJwsxUu86QqLyDGruKlwp6Z1ef6arzGwQ+NEl1VjKMBF5JhU3FT4ByM78981cFPhRFOAi8hR2VtUyisLNrBgfX6N31Q40RTgIhKVSCTCwrx8Xpm/gcKScm0qnAQU4CJyRLsLS3h53gaWbNxN20Z1GDOgLTee0S3RZdV4CnAROaRIJMKctbt4beEGSssinN2rJcO6NNX2ZkniiAFuZpnAMwQ705cBV7n7sgrHxxJsaBwBnnX338WnVBGpSrv2FTN1bh4rthTQvnEOYwa0pVl9NZ9KJtGMwM8FMtx9qJl9A7gPGAtgZrWAB4CBQAGwxMyedfdt8SpYROKrPBLh08938MbiTRCB0X1bMbhTE9LV8jXpRBPgy4EMM0sHcvlqh3rcvczMerh7qZk1J9itvjg+pYpIvG0vKGLynDzWbN9Ll2b1uKh/GxrVVfOpZBVNgBcQTJ8sA5oCoyoeDMN7DPAY8BqwN8Y1ikiclUcifLRyG28t3Ux6Whpj+rfhpPaNtNFCkovm/T8/At50925AP+AZM/u3vY/cfQrQBsgCLo15lSISN5t3F/LH91bx+qJNdG5WjxvP6MbADo0V3ikgmhH4Tr6aNtkBZBJMlWBmucArwJnuXmRme4HyeBQqIrFVVh7hveVbede3UDsjnW8PbEe/tg0U3CkkmgB/GJhkZrMIRtgTgQvMrJ67P2FmzwLvm1kJsAD43/iVKyKxsGHXfibPWc/G/EL6tGnA6H6tqVdb7ypONUf8F3P3AuDbhzn+BPBELIsSkfgoKSvnnWVbmLViK3WzMvje4BPo2VrL4FOVfuSK1BBrt+9l8pw8thYUcdIJjTi3TyvqZKn5VCpTgItUc8Wl5by1ZBMfrdpOg5xMLh/aga4t6ie6LIkBBbhINbZqawFT5+axY28xQzo15qyeLamtlq/VhgJcpBoqLClj2qJN/HPNDprUzeKqEZ3o2LRuosuSGFOAi1Qzyzbu5sV5eewpLGVE16ac0aMFmbXU8rU6UoCLVBN7i0p5beFG5q3bRYvc2nxvSHvaNspJdFkSRwpwkRT35UYLCzayv7iUr3dvzkhrRka6Rt3VnQJcJIVV3GihTcM6XDGsIy0bZB/5gVItKMBFUpA2WhBQgIuknJ37innxwEYLTXIY278tTbXRQo2kABdJEeWRCJ98voM3D2y00K81gzs21kYLNZgCXCQFbNtTxJS561mzfR9dm9fjwv5taJSjjRZqOgW4SBIrK4/w4cptvL10Mxm10hg7oA0DTtBGCxJQgIskqY35+5kyJ4+8Xfvp2SqX809sTW52ZqLLkiSiABdJMqXl5cz0rcz0LdTJrMV3BrWjTxtttCD/SQEukkTW7djH5Dnr2bKniBPbNeS8Pq2oq40W5BD0yhBJAsWl5by9dDMfrtxG/ewMLv1ae7q3zE10WZLkjhjgZpYJPEOwM30ZcJW7L6tw/LvAjUApsBC4zt21L6ZIlFZvK2DKnKDl66AOjTmnd0uy1fJVohBNs4RzgQx3Hwr8HLjvwAEzqwPcC5zm7sOABsCoeBQqUt0UlpTx4rw8npr1OQBXDO/IRf3bKLwlatFMoSwHMswsHcjlqx3qAYqAoe6+r8LnK4xtiSLVj2/aw4vz8ti9v4ThXYKWr1kZaj4lRyeaAC8gmD5ZBjSlwgg7nCrZDGBm/w+oB7wV8ypFqol9YcvXuet20bx+ba45tTMnNFbLVzk20QT4j4A33f02M2sHvGNmfdy9ECAcmf8S6AaMdfdI/MoVSU2RSIRFG3bz8vwN7C8u5TRrzmnWjAxttCDHIZoA38lX0yY7gEyg4iTdHwmmUi7UHy9F/tPBLV+/P6wDrRrUSXRZUg1EE+APA5PMbBaQBUwELjCzesC/gCuAWQQjc4DfufvUONUrkjKClq87eW3hRrV8lbg4YoC7ewHw7cOcot8BRQ6yc28xU+flsXJLAR2a5DBGLV8lDrSQRySGyiMRZq/ezvTFmyFNLV8lvhTgIjGydU8RU+as54sdavkqVUMBLnKcysojfLBiKzOWbSGzVjrfPKkt/ds1VPMpiTsFuMhx2LBrP1PmrGdDfiG9Wudyfr/W1FfLV6kiCnCRY1BSVs67y7bw/oqt5GRlcPHJJ9C7TYNElyU1jAJc5Ch9sX0vU+bksbWgiAEnNOTcPq3IydK3klQ9vepEolRUWsb0JZuZvWo7DepkMn5oB7q1qJ/osqQGU4CLRGHFlj28ODePnftKGNKpCWf1bEFtdQ2UBFOAixzG/uIyXl+4kc/W7qRpvSyuGtGJjk3rJrosEUABLnJISzbk89K8DewtLuXUbs34evfmZKr5lCQRBbjIQfYUlvDKgo0sysunVYNsLh3agTYN1XxKko8CXCQUiUSYu24Xry3YSHFZOWf2bMGIrs3UfEqSlgJcBNi1r5gX5+WxfHMBJzTOYcyANjSvn53oskQOSwEuNVp5JMInn+/gzcWbIAKj+rZiSKcmaj4lKUEBLjXW1j1FTJm7ni+2h82nTmxDo7pqPiWpQwEuNU7F5lMZtdIYO6AtA05Q8ylJPQpwqVE27NrPlLnr2bAraD41ul9rctV8SlLUEQPczDKBZwh2pi8DrnL3ZQedk0OwG/0VBx8TSQYlZeW861t4f7maT0n1Ec0I/Fwgw92Hmtk3gPuAsQcOmtlA4HGgbXxKFDk+aj4l1VU0r+LlQIaZpQO5fLVD/QG1gYuAv8a4NpHjUlRaxvTFm5m9ejsNcjK5fGgHuqr5lFQj0QR4AcH0yTKgKTCq4kF3/xAg3JFeJCks3xw0n8rfHzSfOrNXC2pnqPmUVC/RNHb4EfCmu3cD+gHPmJlWOEhS2ldcygufrefpj9aQWSudq0/pxOh+rRXeUi1FMwLfyVfTJjuATEDfDZJ0FuXl8/L8DewrLmVkt2acpuZTUs1FE+APA5PMbBaQBUwELjCzeu7+RFyrE4nC7sISXpm/gcUbdtO6QTbjh3agtZpPSQ1wxAB39wLg21GcNzIWBYlEKxKJ8NkXO3l90UZKyyKc1aslw7s0VfMpqTH0XipJSTv2FvPi3DxWbi2gQ5O6jOnfhqb1aye6LJEqpQCXlFIeifDxqu1MX7KJ9LQ0LjixNYM6NFbzKamRFOCSMjbvLmTKnPWs27kfa1GfC05sTcMcNZ+SmksBLkmvtLyc95ZvZeayrdTOTOfbA9vSr62aT4kowCWprd+5jylz8ti0u5C+bRswqm9r6tXWy1YEFOCSpIpLy3l76WY+XLmN+tkZjBvSnh6tchNdlkhSUYBL0lm1tYCpc/PYsbeYkzs05uzeLcnO1NoxkYMpwCVp7C8uY9qijfzri500qZvFlcM70qlZvUSXJZK0FOCSFJZs2M3L8/PYU1jKiK5NOb17C7IytAxe5HAU4JJQewpLeHXBRhbm5dMyN5vvDWlP20Y5iS5LJCUowCUhIpEIc9ft4rUFGykuK+eMHi04tVszLYMXOQoKcKlyO/cFy+BXbCnghMY5jOnfhua56lAscrQU4FJlyiMRZq/ezvTFmyENRvdrzeCOWgYvcqwU4FIltuwuZMrcPNbu2Ee3FvW44MQ2NNIyeJHjogCXuCotL+f95dt417eQVSudb53UlhPbaRm8SCwowCVuKi6D79OmAaP7aRm8SCwd8bvJzDKBZwg2Ni4DrnL3ZRWOjwbuAkqBSe7+ZHxKlVRRXFrOjKWb+SBcBv+9we3p2VrL4EViLZrh0LlAhrsPNbNvAPcBY+HLcH8YGATsBT40s5fdfXO8CpbkVnEZ/KAOjTlHy+BF4iaaAF8OZJhZOpDLVxscA/QAVrr7TgAz+wA4BXg+1oVKctMyeJGqF02AFxBMnywDmgKjKhzLBfIr3N4DNIhVcZIalmzI56X5GyjQMniRKhXNd9mPgDfdvRvQD3jGzA6sutgN1K9wbn1gV0wrlKS1p7CEv33yBf/7yVrqZmXwg5GdOad3K4W3SBWJZgS+k6+mTXYAmcCBSc2lQFcza0wwUj8F+FWsi5TkEolEmLN2F68vDJbBf6NnC07pqmXwIlUtmgB/GJhkZrOALGAicIGZ1XP3J8zsJuBNgtH8JHfPi1+5kmg79xYzdV4eK7cU0L5xDhcNaEPz+loGL5IIRwxwdy8Avn2Y468Ar8SyKEk+FXeDT0tL4/x+rTlZy+BFEkqrKuSItBu8SHJSgMshlZaX855vZaZrN3iRZKQAl0qt3bGPKXPWs2VPEf3aNuA87QYvknT0HSn/pqi0jLeWbObjVdvJrZPJpV9rT/eWWgYvkowU4PKlFZv3MHVeHrv2lTC4Y2PO6qVl8CLJTAEu7Csq5bWFG5m7bhdN69Xm6hGd6NC0bqLLEpEjUIDXYJFIhIV5+byyYCP7i0sZac04zZqTWUsrKUVSgQK8hsrfX8LL8/JYumkPbRrW4fvDOtCqQZ1ElyUiR0EBXsOURyL8c80O3li0ifJIhLN7tWRYl6ZaBi+SghTgNci2giKmzs3j82176dS0Lhf1b0OTerUTXZaIHCMFeA1QVh7hg5XbmLF0Mxm10hjTvw0ntW+kBTkiKU4BXs3l7drP1Dnr2ZBfSK/WuYzu15rc7MxElyUiMaAAr6ZKyr7al7JuVgYXn3wCvdtorw2R6kQBXg2t3lbA1Dl5bN9bzMD2jTindyvqZGlBjkh1owCvRnYXlnD/68v4+6draVw3iyuGd6Sz9qUUqbYU4NXE9MWbuOPFRWwrKGJEl6ac3kP7UopUdwrwFLdlTyE/e3kxry/cRPeW9XnqsoEsytud6LJEpAocMcDNbDwwPryZDZwItHT3XeHxCcB3CTY4/qW7vxqHOuUgkUiE5z9bz32vLWV/SRk3n2VcfUonMmulK8BFaohotlR7GngawMweI9j3cld4uw9wMTA4PP0jM3vH3ffFo1gJrN2+j4lTF/LBym0M6tCI+8f0pUtzzXWL1DRRT6GY2UCgl7tfX+HuHsBMdy8Mz1kB9AVmx7RKAaC0rJynP1rDr6Y7Genp3HNhby45+QTStQxepEY6mjnwicDdB923ELjNzOoT7Fg/FHgiRrVJBUs27ObWKQtYsD6fM3o0554Le6v5lEgNF1WAm1lDwNz93Yr3u/tSM3sUeANYC3wCbIt1kTVZYUkZv39nBX98bzUNczJ59OL+nNenlZbBi0jUI/BTgBkH32lmzYD67j7MzBoA04FFMayvRvv08x3cOmUBq7fuZeyAttxxXg8a1dVu8CISiDbADVj95Q2zm4CVwCtADzP7J1AM3OzuZTGvsobZXVjCg9OW8ewna2nbqA5/veJkRnRtluiyRCTJRBXg7v7QQbd/U+HmNTGtqIZ7e8lm7nhxEVv2FHLF8I78+Mxu5GTp7foi8p+UDEli654ifvbKYl5bsBFrUZ/Hx53Eie0aJrosEUliCvAEi0QiTJ6Txz2vLmF/cRk//kY3rjm1s5bBi8gRKcATaN2OYEHOrBXbGNi+EQ+M7UOX5vUTXZaIpAgFeAIcWJDz6+nLqZWepgU5InJMFOBVbOnG3UyYHCzIOb17sCCndUMtyBGRo6cAryKFJWU8+s5KHn9vFQ3qZPL77/ZnVF8tyBGRY6cArwIVF+SMGdCGO8/rqQU5InLcFOBxdPCCnL98/2RO6aYFOSISGwrwOHlryWbu1IIcEYkjJUqMbdlTyN0vL+G1hRvp3rI+fxx3Ev20IEdE4kABHiP/tkNOcRk/ObMbV5+iBTkiEj8K8Bj4YvteJk5dyIcrt3Nyh8b8Ykwf7ZAjInGnAD8OpWXl/OmDz3n47eVkpKdz74W9uVgLckSkiijAj9GivHxunbKARXm7OaNHC+69sDctG2QnuiwRqUEU4EepsKSM3769gidnraZRThZ/uGQA5/RuqQU5IlLlFOBH4eNV27ltygLWbN/Hfw1sx8Rze9AgJzPRZYlIDaUAj0L+vhLun7aUf/xzHe2b5PC3KwcztEvTRJclIjXcEQPczMYD48Ob2cCJQEt33xUe/zFwMVAO/MLdp8ahzoSIRCK8sWgTd728mB17i7nm1E786IxuZGfWSnRpIiJHDnB3fxp4GsDMHgMmVQjvhsB/A12AusA8oFoE+Kb8Qu56aRHTl2ymV+tc/jx+EL3bNEh0WSIiX4p6CsXMBgK93P36CnfvBb4gCO+6BKPwlFZeHuHv/1zLA68vo7isnAlnd+eqER3JqKUFOSKSXI5mDnwicHcl968DlgC1gPtjUVSirNpawG2TF/Lpmh18rVMT7h/Thw5N6ya6LBGRSkUV4OFUibn7uwcdOgdoBXQMb79pZh+6+6exKzH+ikvLeeL9VTzyzkqyM9L55di+fGtgW701UESSWrQj8FOAGZXcvxPYDxS5e8TMdgENY1Na1Zi3bhe3Tl7Ask17OK9PK356fk+a19eCHBFJftEGuAGrv7xhdhOw0t1fNrMzgNlmVg58ALwV+zJjb29RKb+evpynP/qc5vWzeWLcSZzZq2WiyxIRiVpUAe7uDx10+zcVPv4p8NMY1xVX7y3fyu1TF7J+534uGXwCE87pTm62FuSISGqpUQt5duwt5p5XlzB1bh6dm9Xl+Wu/xqAOjRNdlojIMakRAR6JRHhp3gZ+/uoS9hSWcMPpXbn+tM7UztCCHBFJXdU+wNft2McdLy7iveVbObFdQx4c2xdrWT/RZYmIHLdqG+Bl5RGe/mgNv3rTSUuDn47uyaVf60At9eoWkWqiWgb40o27uXXKQuav28Vp1ox7LuxN20Y5iS5LRCSmqlWAF5aU8ft3VvDH91bToE4mv/vOiZzfr7UW5IhItVRtAnz26u1MnLKQ1dv2MmZAG+48ryeN6mYluiwRkbhJ+QDP31/CA9OW8fdP19KucR3+esXJjOjaLNFliYjEXUoH+BuLNnLXS4vZVlDE1ad04sYzupKTldJfkohI1FIy7Sr26u7ZKpenLhtI37YNE12WiEiVSqkAr6xX95UjOpKpXt0iUgOlTICv3FLAxClBr+6hnZvwi4vUq1tEarakD/Di0nIef28Vj76zkjpZtdSrW0QklNQBvigvn5uem8fyzQWM6tuKn47uRbP6tRNdlohIUkjqAH9kxgoKCkuZNH4gX+/eItHlpIyLB5+Q6BJEpAokd4B/tz+10tP0R0oRkUokdYBnZ6rdq4jIoRwxwM1sPDA+vJkNnAi0dPddZnYi8NsKpw8BLnT3N2JZpIiI/KcjBri7Pw08DWBmjwGT3H1XeGweMDI89i0gT+EtIlI1op5CMbOBQC93v76SY3WBuwl2rxcRkSpwNH8dnEgQ0pW5Anje3bcdf0kiIhKNqEbgZtYQMHd/9xCnXAJ8M1ZFiYjIkUU7Aj8FmFHZATNrANR293Uxq0pERI4o2jlwA1Z/ecPsJmClu78MdAPWHOaxtQA2bdp0jCWKiNQ80WRmWiQSiWsRZjYcmBXXJxERqb46uvuayg5UxUKefwIjgI1AWRU8n4hIdXBgJeP6Q50Q9xG4iIjEh5qMiIikqIT0QjGz2sCfgU7AbuB6oD3wAFAKvO3ud4Tn/hQ4L7z/Rnf/1My6EKwOjQCLgOvdvTyOtXUEHgT2Am+4+71mlg78AegHFAFXuvtKMxsC/C6sd7q7H+q980dT02DgQXcfeaiv/WiuU2Xnxquu8LwuwFR37xPebgr8DagDbAAud/d9ZnYVcE1Y173u/uqx1BVtbWb2EDCc4PvgCXd/Mt61RVnXfcAZ4f23uvvMZLlm4Xk5wEdhbW8kyTV7CWgKlAD73f2ceL/+j6K28cAPCKZEXnL3e2J1zRI1Ar8KKHD3IcD/Ax4FHgIuBb4GjDSzPmY2ADgVGAx8B3gsfPxvgDvcfQSQBlwQx9r+ADwFjHX34UD38A+zFwLZ7v414Fbg1+HjHwcuJgiGwWbW/3iKMbNbwufPDu/6j6/9aK7TYc6NeV3heeOAfwDNKjz8LuBv4blzgWvMrCVwAzAMOAu4P/xhGpfazOw0oEv47zccmGBmjeJZW5R19SfoKTSE4N/nd+G5Cb9mFU5/jCCkDkjoNQvv7woMd/eR7n7Ooc6N1es/2trMrDNBeI8ETgayzCyTGF2zRAV4T2AagLs70IPgi2gMZBJckDKCb6zp7h5x97VAhpk1A04C3gs/1zSC0Uq8ahsG7HT3A2+j/DCsazjwRnjebGCgmeUSvCd+lbtHgDdjUNsqYEyF25V97UdznQ51bjzqAthJ8A1T0ZfXrsK5JwMfunuRu+cDK4G+x1BXtLV9DHw/vC9CMDoqiXNtR6zL3ecCZ4Wvn/bArvB4MlwzzOwnBKPv+RXOTeg1M7MWQEPgFTP7wMxGHeZriNXrP6rawv/+BTwTHvvQ3WP2OktUgM8DRplZWjjl0AZYDLwKLAXWAcuAXCC/wuP2AA2AtPAFXvG+eNVWG8gxs+5mVgs4F6hbSW1l4X27K6n3mLn7ZIJgOaCyr/1ortOhzo1HXbj7q+6+96CHV6whpnVFW5u7F7r7znA09AzBFEpBPGs7imtWGk6jvEownUc864q2NjM7Hejq7k8e9PBEX7Msgt+ALyQI1IfNrPkhzq3Sa0YwrXMKQbuRscAj4cr2mFyzRAX4JIKgmwVcRPCTbAJBs6zOwArgx+E59Ss8rj7BiKS8kvviVdtnwDjgf4DXAAe2VVJb+mHqjaXKvvajuU7xqvFo/k0q1hDvug5ZWzhl8gawxN3vT0Bth7xm7n470Bq4Ofw1PBmu2RVAbzObCZwN/DJsKZ3oa7YJeNzdS919C8Fv83aIc6v6mm0HZrr7nrC2pQSLH2NyzRIV4IOAGeGc8vMEo++C8D8I3jPeiGC64iwzSzezE4B0DxpmzTWzkeG55xDbhUIH17aaYD7qrPC5OgNvh7WdCxCO1Be6+26g2Mw6m1la+JhYL2Kq7Gs/mut0qHPjUdehfHntKpz7KTDCzLLD9gw9CP4QFAv/UZuZ1SFoDzHJ3e9JUG2V1fV1C9o2AxQSjPDKq7iuSmtz94vdfZi7jyT4wXeLBy2lE3rNCKYfngcws3pAb4KgrMrX/6Fq+5Dgb3rZFnRt7UkwNRKTa5aoHXlWAPeY2e189ZN9MDDdzArD+8aHv+LOIpivTCd4RwgEo/MnzSyL4B/qhTjXdh7Bxd0PPOvui81sKfANM/uI4A8Wl4ePvxZ4lmBOdbq7fxLD2qCSr93dy6K9Toc5N+Z1Hebce4Fnwr+4bwMudve9ZvYIwQs5Hbjd3QvjWNsNBO80uiqsA4J/w6qs7VDX7Ftm9iHBa+gxd//czJLhmh1KQq9Z+Jo+y8xmE/ywm+ju28ysKl//h6vtTwSBnQbc4+47YvXvqYU8IiIpSgt5RERSlAJcRCRFKcBFRFKUAlxEJEUpwEVEUpQCXJKSmc0ws5PDj7PMLN/Mbq5wfGa4iORYP3+H8G1nMWFmV5tZppmNNLN/xOrzihyOAlyS1VsEG4EQ/v9Nvlo4lU3QJ2R+5Q9NiIl81YBfpEokaiGPyJG8BdxJ0OPiXIKubw+GK9QGAB8QLJpoB7QCXgbuJlhA0S9cFPETgh41LwBPELTu3A9cXfGJzOxU4L7w3FUE7TwvCZ83h2D17YPu/nT4W8FjBH0qthCslpwFtCTouvhboKuZTQOaA6+4+89ifG1EAI3AJXnNJWjdm0bQDOg9ghYGZxC05lwMzHb3swi6uF0bdnmbTNA0CIK2vn8BfgU8Ei4B/xVB33kAws//JDDG3U8F8oDx4eEG7j4KOJ+gZTAE7YLHu/vXCcIed/8TQT+O74TnZBM0VhoB/DAWF0OkMgpwSUoebB4wn6Bp0iZ3LyJouzmMoBXn34BBZvYs8DBB10gIRuqXhiNld/ftQB9gYtiE6S6gRYWnakYwgn8uPH4mwfQMBJ0pIeiOeaDnc2t3Xxx+fKh+L4vClqD7CBrzi8SFAlyS2VsEc8vTwtsfEEyfpBOMcHe5+yUE0yw5Zpbm7isIek7cTDCyhqA18YRwBH4NYeOj0DaCTWMvCI/fB7wTHqusz8Q6M+sZfjykwv3lfPX9pP4UUiUU4JLM3iIYbb8O4O7FBA3G3iPoJHi2mb1P0Op3BUH7VYA/Af2Bd8PbPwF+ambvEUypLDjwBOFI/7+B18LGZNdx+A5w1wGTzOxtgqmbA/2gZ4V1ph37lytydNTMSuQomNn1wHPuvjXsKFfs7j9PdF1SM+ldKCJHZzNB2+MCgt1TLktwPVKDaQQuIpKiNAcuIpKiFOAiIilKAS4ikqIU4CIiKUoBLiKSohTgIiIp6v8DcKj9DVbqiPMAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEPCAYAAACgFqixAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAA4OUlEQVR4nO3deXxU9dX48c9knewbCQmEfTmA7MiiLKJiwa2utS5VwarQ2sW2j9VHrW2faltbW60/tbZWH1dq69I+rRZcUBSQRQEVUA+ymbAnZN+3+f1xbzBiQraZzCQ579eLF5M73zv33Elmzv2u1+Pz+TDGGNO7hQU7AGOMMcFnycAYY4wlA2OMMZYMjDHGYMnAGGMMlgyMMcYAEcEOwJiWiMgM4FdAGs6FSy7wX6q6zX3eB2wF6o/Z9Xz3/53AFvdxGFAL/EFVn2zmWDFAAvAX4BJVrWpvPP4kIv9xX/sjEXkVuFxV85tub2G/E4FbVPViEZkKfFNVl/g7PtPzeGyegQlFIhIN7AO+oqqb3G3fAH4JDFHVejcZpKtqfjP7Dwa2qmp8k22DgBXAzar6wjHlrwIuA0YB24GrVfVge+Lx28l/+VxaPM9W9lsIXKyq5wQkMNOjWM3AhKpYIBmIb7LtGaAECOfLtYFWqepnInIHcBPwwjFPLwUuBDYC/2iaCNoaj4icC9wORAEVOFfwa0XkZ8BgIAsYBOQBX1fV/SLyLWAJUANUAYvd2sAe4GLgBvdYb4rIWcAqd/sPgU2qeg+AiCwBTgX+CDwAnAn8D5AkIv8L1AF5qnqrW/4KnERxQXveQ9NzWZ+BCUmqWgj8GFguIrtE5ClgEfC6qtY0KfqmiLzf5N8/WnnpD4BxzWyvx2kCuhL4UrNPa/GIyAicWsJZqjoJuB54UUTi3JeYDXxNVUcBhcBiEQkH7gMWqOpU4M/ArGOOu8h9eKqq5jZ56hHg6iY/L3K3Ne6XC9wBrHJf40FgoYg0XgAuBh5u4T0yvZDVDEzIUtXfi8gjwCnAHOBm4GYRmaaqxW6xU9vZfOLDuWo/9lg+YL374/vtjQc4A+fKf4WINO7SAAx3H69U1RL38WYg1W3qeg54R0ReBl7FqaG0xUrA6/YRVADpOE1gp7QQ+/sishs4W0S2A/3c4xkDWM3AhCgRmSkiN6lqqaq+pKo/Bk7A+YI9oxMvPZXPO5X9GU84sEJVJzb+A2bgdHADVDZ5OR/gAVDVbwDnAjtwksuLbYnHTV6PAlfh1Aoedbcdz4PANe6/P7ehvOlFLBmYUJUH3C4iTZtNsoA4OvBlDiAiI4GfAL8LQDxvAF8RkVHusc4CPgS8x4mnj4jkAkdU9T6c/oYJzRStByKb2f448FXga8D/NvN83TH7PQ9MAi4CHmspLtM7WTORCUmqul1Ezgd+KSLZOJ2rxcD1qqpNir4pIsd2Jt8KfATEiMj77rYG9zX+W1VfDkQ8InI98KyIeHC+iL+qquVNmo2Ofc18EbkTp2mp0t3n2maKvgisFpHzjtn/oIhsAiJUdX8z+60F7hKRf6jqBW7fxvNA3/aOTDI9nw0tNaaXcDuz3wa+rarrWytvehdrJjKmFxCR+TiT5N60RGCaYzUDY4wxVjMwxhhjycAYYwzdbDSRuz7MVOAAHViOwBhjeqlwnKHQ76pqdXMFulUywEkEq4IdhDHGdFOzgdXNPdHdksEBgGeeeYbMzMxgx2KMMd3CwYMHueKKK8D9Dm1Od0sG9QCZmZlkZ2cHOxZjjOluWmxetw5kY4wxlgyMMcZYMjDGGIMlA2OMMVgyMMYYgyUDY4wxdL+hpR3293dz+dWyjxmXncxVMwYxb0zfYIdkjAmypetz/Pp6l08f2GqZ9evXc+ONNzJ8uHNH1Orqas4991xycnJYtGgR/fr1a/PxZs6cyZo1azocb1O9JhmcNCyNs8ZlsVLz+P6zm1l76+kkepu7eZRpyt8fFmOa05Yv0Z5kxowZ3HvvvQDU1NSwYMEC/vnPf5KYmBi0mNqUDNy7KTXezHu3qi5yt98KjFfVS92ffwqcjXPHphtVdYOIDMe5PZ8P536wN6hqQ3vK+uNEB6TGctcF49iyt5hzH1jN3zbkct2cof54aWOM6bCysjLCwsJYuHAhv/3tb3n++eeJiIjgBz/4AYsWLWLRokVMmTKF2267jcLCQgBuv/12WrqDXke12mcgIl7Ao6pz3X+NieBMnC/zxnKTgVOA6cClODffBvg9cLuqzsa5Cfh57Snb+VP8onHZSUwbksrj7+yhrt4vecYYY9pl3bp1XHnllVx11VXcdNNN/OQnPyEuLg6AH/7wh6xfv56bb76Z8ePHM3fuXB5++GFmzJjBU089xS9+8Qt+9rOf+T2mttQMJgCxIvKqW/5WIB9YDPyUz+/ZOgt4VVV9QI6IRIhIOjAFeMstswz4CqDtKPuPTp7jl1w7awjXP7WR5dsOcs74trfPGWOMPzRtJmr0l7/8BYDIyEiuvvpqbr75ZlauXAnA9u3bWbduHcuWLQOguLjY7zG1ZTRRBXAPMB9YAjwD/AknGdQ1KZeIc4PwRqVAEk6twnfMtvaU9bvTR/dlYGosf91g7eHGmNBSXFzMww8/zC233MLtt98OwNChQ1m4cCFPPfUU9913H1/96lf9fty2JIPtwNOq6lPV7TgLHQ0G/gbcB5wmIrfg9CkkNNkvASgCGprZ1p6yfhce5uGc8Vms21VAUUVNIA5hjDEdctttt3HttdfyjW98g+TkZJ588kmWLFnCsmXLuPLKK7n22msZMWKE34/blmaia4BxwLdFpB/OF/YYVa0TkbnAElX9tYhMAX4jIvcA2UCYquaLyGYRmauqK4EzgTeBHe0oGxALxmby0MqdvP7xYS6eYiugGtMbBWMU0/Tp05k+ffqXtj/11FMAPPDAA0e3/frXvz76+KGHHvrSPv4aVgptqxk8CiSLyGqc2sA1qlp3bCFV3Yhz45m1wAvADe5TPwJ+LiJrgSjg+faU7eiJtWZc/yT6JXlZvvVgoA5hjDHdhsfn87VeKkSIyGBg94oVK/xyP4Of/WsbSzfksPknZxAX3WumXLSLzTMwXaG3zTPoanv37uX0008HGKKqe5or06uXo1gwNpOaugZWal6wQzHGmKDq1clg6uBU+sRH8dKH+4MdijHGBFWvTgbOqKJ+rPjkMMWVtcEOxxhjgqZXJwOACyb1p6augeVbW7xPtDHG9Hi9PhmMz05iaHoc/9i8L9ihGGNM0PT6ZODxeLhgYn/W7SpgX1FlwI7j8/nYW1jBm58c5kBx4I5jjDEd0euTAcD5k/oD8GyAlqcoqarlskfWMevuN1n0+Lv86O8fBOQ4xhjTUZYMcJa3PnNsJo+v2UNxhX87kvPLqrnsz+vY+Fkht5w5iktOzGbdriPkl1X79TjGGNMZlgxc3z1tBKXVdTy2ZrffXlMPlnL+g2vYmVfGX66eypJThnHNrCE0+LCZz8aYkGLJwDWmXyJfGdOXx1bv5spH13P671ayvxN9CJtzCrnwoTVU1zXw7PUnccrIdACkbwJD0+P4zxYbvWSMCR2WDJq4cd5IGnw+8kqryS2o5ME3d3T4tR58cwcxURH86zszmTgg+eh2j8fD2eOyrKnIGBNSLBk0MaZfIlt/Pp/lN87hkqnZ/P293A6NMDpYXMUbnxzmkhOzyUqK+dLzZ43LsqYiY0xIsWRwDI/HA8C35w4H4KE21A4KymtoaPh8wb/nN+bS4INLThzQbPlRmQmMyIjnxU17/RCxMcZ0niWDFvRLjuGSEwfw9/dyj9t3sH7XEab/8nXOe3AN7+4poK6+gb+9l8tJQ9MY3Ceu2X08Hg9fnzqATTlFbD9UGqhTMMaYNrNkcBzfPtWpHTz81s5mnz9cUsV3/rqZvoleDpdW8bWH1zLi9mXkFlRy6bTmawWNLpjUn8hwD397N9fvcRtjTHvZIv7H0T85hosmZ/Psu7nccOpw+iZ6qa6r5+GVu/hwbxGfHi6jtKqWp26YyYCUWP71wX4OuLWIM8dmHfe10+KjOWNMX17ctJcfLxCiI8K74pSMMaZZlgxa8e25w3lu415+8dJHfOWETP701k627S9hVGYCmYle7jhnDKMyEwG4bFr7btDx9akD+c+Wg7z20SHOGd8vEOEbY0ybWDJoxcC0WC6enM3f3svlpQ8PkBIbyZ+unML8EzI7/dqzhvehf3IMz27ItWRgjAkqSwZtcOcFY7luzhDqGyAr2UuiN9Ivrxse5nQk//617eQcqWBgWqxfXtcYY9rLOpDbIDI8jOEZCUhmgt8SQaOvnZhNmAeefdfuNWyMCR5LBkGWlRTDaaMyeG7jXmrrG4IdjjGml2pTM5GIbAJK3B93A08DdwK1wGHgKlWtEJGfAmcDdcCNqrpBRIYDjwM+YCtwg6o2tKesX840hF02bSCvf/weD725k+/PGxHscIwxvVCrNQMR8QIeVZ3r/lsEPAScr6pzgE+Ba0VkMnAKMB24FHjQfYnfA7er6mzAA5zXnrJ+Os+QdtqoDC6c1J97X9/O0vU5+Hy+1ncyxhg/akvNYAIQKyKvuuVvBeaq6qEmr1EFzAJeVVUfkCMiESKSDkwB3nLLLgO+Amg7yv6jsycZ6jweD3dfPJ6Cihpu/ccWfvvKJ8wYmsavLxxPUqx/+yiMMaY5bekzqADuAeYDS4BngDwAEbkQOBV4EkgEipvsVwok4dQqfMdsa0/ZXiEyPIw/XjGFX5w/lq+MyWTFx4e56rH1lFT592Y7xhjTnLYkg+3A06rqU9XtwBEgS0R+APwIWKCqVTh9CglN9ksAioCGZra1p2yvERMVzpUzBnH3xeN56IrJbNtfwsLHNlBRUxfs0IwxPVxbksE1wO8ARKQfzlX9NcBsYJ6q5rvl1gDzRSRMRAYCYe5zm0VkrlvmTGBVO8v2SvPG9OX/XTaJ93OL+NbTm6ip6/H96MaYIGpLMngUSBaR1cDfgMXAbUA/YJmIrBSRb6nqRpwv77XAC8AN7v4/An4uImuBKOD59pT1wzl2W2eOy+JXF47jre153P7PLcEOxxjTg3m608gVERkM7F6xYgXZ2dnBDqfL3L38E/64cifPLTmJqYNTu/TYS9fbZDgTeJdPb9+6XqZ99u7dy+mnnw4wRFX3NFfGJp11A989bThZSV5+/u9tX7iJjjHG+Islg24gNiqCW84cxdZ9JTxr9z8wxgSAJYNu4qsT+nHS0DTu+L+tLN96INjhGGN6GEsG3YTH4+HPV01hwoBkbli6mWVbLCEYY/zHkkE3kuCN5IlrpjFxQDLfe3Yzb23PC3ZIxpgewpJBNxMfHcFjC6cyIiOBJU9tZFNOYbBDMsb0AJYMuqGkGKeGkJEYzfVPvkduQUWwQzLGdHOWDLqp9IRoHr16KtV1DVz7xHuUVduSFcaYjrNk0I0Nz4jnoSsmo4dKeXLtnmCHY4zpxiwZdHOzR6Qze0QfHl+zx9YvMsZ0mCWDHuC62UM5XFrNvz7YH+xQjDHdlCWDHmD2iD6Mykzgkbd32V3SjDEdYsmgB/B4PCw+ZSh6qJQf/v0Dquvqgx2SMaabacttL003cP7E/uwrrOSeV7dzsLiKJ66ZRlSE5XpjTNvYt0UP4fF4+M5pI/jNxeNZu+sIf1y5M9ghGWO6EasZ9DCXnDiANTvyeeDNT5k3JoOYyHCSYiJJi48OdmjGmBBmyaAH+tm5J7BmRz5n378agMFpsbz6g1Os2cgY0yL7duiBUuKiePDyyXxz1hC+e9pw9hypYOn6z4IdljEmhFnNoIeaPjSN6UPT8Pl8bPyskPvf2MFFU7JJ8EYGOzRjTAiymkEP5/F4+O8zR1NQXsND1qlsjGmBJYNeYFx2EhdNzuaRt3fx0f6SYIdjjAlBlgx6iZ+cM5rk2Chuev4DauttDSNjzBe1qc9ARDYBjZeUu4E/AX8A6oBXVfXnIhIGPARMAKqBa1V1h4jM6ExZf51ob5ccG8Wd55/Akqc3Mf5nrxIVEcb/nHcC503sH+zQjDEhoNVkICJewKOqc5tsex+4CNgFvCwik4AhgFdVT3K/1H8HnAc83JmyqrrZXyfb2y0Ym8VvLhrP9kOlrN9dwC0vbOGEfokMz0gIdmjGmCBrSzPRBCBWRF4VkTdEZA4Qrao7VdUHvALMA2YBywFUdR1woogk+qGs8aNLpg7g9nPG8JerTyQmKpzvLN1MYXlNsMMyxgRZW5JBBXAPMB9YAvyvu61RKZAEJALFTbbXu9tKOlnWBEDfRC+/+9oEth8qZebdb/Cb5Z9Q32ArnhrTW7UlGWwHnlZVn6pux/kST23yfAJQhPNF3rS9IayZbR0pawLk1FEZLL9xDqdKBg+t3Mkr2w4GOyRjTJC0JRlcg9Omj4j0A2KBchEZJiIenBrDKmANcJZbbgawRVVLgJpOljUBNLJvAvdfNon+yTE88c6eYIdjjAmStiSDR4FkEVkN/A0nOVwLPANsADar6nrgH0CViLwD3Av8wN1/SSfLmgALD/Nw5UmDWL+7AD1YGuxwjDFB4OlOd8YSkcHA7hUrVpCdnR3scHqUwvIaZvxqBRdPyeauC8Yd3b50fU4QozK9xeXTBwY7hB5t7969nH766QBDVHVPc2Vs0pkBnMXtzp3Qjxc37eOzI+XBDscY08UsGZijvn/6CKIiwljy9CYqa+rZcbiMAht2akyvYKuWmqMGpMZy36UTuebxd5n9mzfIL6shzAPTh6Qxb3RfYqLCgx1i0O04XMbybQeorKknKSaKy6cPJD76849RZU09kREeIsLsOst0L/YXa77gVMngtrNGMzgtjp+eO4ZpQ1JZt+sID7+9k7LqumCHF1S5BRU8ve4zqmsbGJQWx76iCp5cu4fqunoAiipquOdV5Z+b9wc5UmPaz5KB+ZJrZw/l+W+dzKKZQ/jqhP58c9YQiipqeGz1biq6cULw+XwcLq1qU9mC8hqeeGcP7+0pAOBgcRVPrN1DvDeC6+cM5ZITB3Dp1IHsK6zkiXc+I6+0mmffzaWytp4P9xZRVVsfyFMxxu8sGZhWDU2P58oZg8krreZNPRzscDqkrr6B5zbu5b7XP2VzTuFxy35ysIQH39zB9kOlvLh5Hy9/uJ8/r9pJRJiHRScPPnqDoNFZiVw8JZv9xZXc+/p2cgoqmDksjboGH9v2Fx/3GMaEGuszMG0yPCOeIX3i2JXf/UYa1Tf4ePydPezKLycuOoLXPjrE2P5JRIZ/fi1UV9/AniMVvP1pHjsOl5GZ6GXxnKG8+tEh1uw8QlpcFNfMHEJKXNQXXnvSwBSGpcfz2keHSIiJ4IzRffnkYCmbc4qYMij12FCMCVmWDEybDUmP47WPDlFRXUdsdPf50/nsSDm78ss5Z3wWfRO9PLp6N+t3HWHKoFR25JXxfm4ROw6XUlvvIzYqnLPGZjJ9aBqR4WFcNm0gm3MKkcyEFm8ZmhgTyUVTPp/3MmlgMis+PkxRRQ3JsVHN7mNMqOk+n2gTdEP7xAGw+0g5J/TrPmsI7swrwwNMHpiCNzKckX3jWb7tIP/Z6qzFlOCNYMqgVEZkxDM0PY7oiM9HTYWHeThxcPuu8CcOSOH1jw/zfm4RcyXDn6diTMBYMjBt1j8lhshwD7vyu1syKCc7JQZvpPMlf864frz+ySH6JnoZlBbL4LQ4wjwevx0vNS6KQWmxvPdZIcMz4umfHIPHj69vTCBYMjBtFhEWxqC0OHbndZ9+g6raevYWVjBnRPrRbX0Sorl0amCXP5gzIp2l63N4aOVOUuOiGJ+dxPjsZDITvQE9rjEdZcnAtMvQPnG8+tEhyqvriOsG/QZ78stp8MGwjPguPe7orERuPWs02/YX8+G+Yt7SPFZqHn0ToxmfncyE7GRS46w/wYSO0P80m5AypLHfIL+csf1Dv6loR14ZEWEeBqbGdvmxY6LCOXFwKicOTqW0qpat+0v4MLeI1z46xGsfHWJASgyTBqYwPjuJ2Cj7KJrgsr9A0y79kmMAOFxaHeRI2mZnXhmD0+K+MIw0GBK8kZw0NI2ThqZRWFHDlr3FbM4t5F8f7OflLQcYlZnA5IEpjOybQHiY9S+YrmfJwLRLZHgY8dERFFWE/gJ2R8qqOVRSzeSxKcEO5QtSYqOYMzKd2SP6cKC4is05hbyfW8S2/SXERUcwMTuJyYNSyEqKCXaophexZGDaLSU2kqKK2mCH0apNOYV4gPHZycEOpVkej4d+yTH0S45hwdgsth8qZVNOIet2FbBm5xGykrxMHpjChAHJX1gMz5hAsL8w027JsVHsL6oMdhjH1eDzsSmniBF940mKaX6yWCgJD/MwOiuR0VmJlFfX8cHeIjbnFPHylgMs23oA6ZvAxIEpjMpMCHqTl+mZLBmYdkuJjeSjAyU0+Hx+HZ/vT7vyyimurOXMsZnBDqXd4qIjOHlYH04e1odDJVVscpuRPj5YSnREGGOyEhmfnczwjHjrXzB+Y8nAtFtybBT1DT7KqupIDNGr7k05hXgjwxidlRjsUDqlb6KXM8dmMf+ETHbllfPB3iK27S9mc24RcdERTBqQzORBKTZ/wXSaJQPTbimxTgIorKgJyWRwuLSKD/cWMX1IWo9pUgnzeBieEc/wjHjOm9DP7V8o4p2d+azekU//5BimDEph4oDkozOtjWkPSwam3RoXXyusqGVQWpCDacayLQeJDA/j1FE9c12giPAwxvRLYky/JMqq6/hwbxEbP3OGqS7beoDx/ZOZOiSVASm2DIZpuzYlAxHJADYCZwBe4GGgDtgOXKuqDSJyHbDY3X6nqr4kIn2ApUAMsB9YpKoV7Snrx3M1fpLiJoNQHF6qB0vRQ6WcOTazV4zAiW/Sv7CvsJINewr4YG8RG3MKyUiIPlpbaGnFVWMatVqHFpFI4E9A4/CRnwL/o6qzgGjgbBHJBL4HzATmA78SkWjgDmCpqs4GNgOL21PWf6dp/CkqIozYqHAKQ2x4aU5BBc9tzCUtLoqThoVglSXA+qfEcMGk/vz3glFcMLE/3shwlm09yN3LP+GJd/awZV8xdfUNwQ7ThKi2XDrdg1MT+G/3581Aqoh4gASgFpgGrFHVaqBaRHYA44FZwC/d/Za5j3e2o+y9nTs9EygpsVEhVTP49FApT637jMSYSK4+eXCvviF9dGQ4U4ekMnVIKnml1WzKKWRzTiF/3VBKTGQ4EwckM2VQytHZ5MZAKzUDEVkI5KnqK002fwrcD3wM9AVWAolA0/v8lQJJx2xvbltrZU2ISomNDJmaQYPPx0sfHiAlNoolpwyjT3x0sEMKGekJ0cw/IZMfLxjFwpMHMzwjng17CnjgzR08+OYONuUUUmu1BUPrNYNrAJ+IzAMmAk+6/09S1W0icgPwO+AVnFpCowSgCChxH1c2s60tZU2ISo6N4pODpfh8vqB3Uu44XEZeWTVfm5LdK/oJOiLM42Fk3wRG9k2goqaOD3KLWLe7gOc37mXZlgNMHZzKjGFpJFrfQq913E+Oqs5pfCwiK4ElwD9xvrjB6eidCWwA7hIRL04/wmhgK7AGOAt4HDgTWNXOsiZEpcRGUtfgo6y6Luidk+/szCchOoJx2VaZbIvYqAhOGtaHGUPT2JlXztqd+by1PY/VO/KZNiSVOSPTLSn0Qh25jLoWeFZE6oAa4DpVPSgi9+N8gYcBt6lqlYjcCTzhjh7KBy5X1fK2lu386ZlASWkyvDSYyeBwaRXbD5Vx+uiMXt1P0BGeJnMXjpRVs3J7Hut2HWHD7gKmDUnl5GF97J4LvUibk4Gqzm3y48xmnn8EeOSYbYeABZ0pa0JTsvslUVheE5R7BTRat6uA8DAP09p5n2LzRWnx0Vw0OZtTJYM39TDrdh3hnZ1HGJASw8QByYzLtsXyejr77ZoOSXVrBkfKgzeiqLquns05hYzrnxT0pqqeIjUuiosmZ3P6qAw+2FvMB7lF/PvDA7y85QADU+OQvvGMzEwgM9Eb9L4i41+WDEyHREWEkeCNoDCIyeD93CKq6xqYPsRqBf6WHBvFKSPTOWVkOgdLqvgwtwg9VMorHx3ilY8OkeiNYHx2MlMHp5KeYKO3egJLBqbDUuOiglYz8Pl8rN9VQFaSN6jNVL1BZqKXzBMy+coJmZRU1vLp4VI+PlB6dF2koX3imDYklTH9Eq3fphuzZGA6LDU2ip15ZUE5dk5BBQdLqjh/Yn9rruhCiTGRTBmUypRBzn2dN35WyLt7Cnj23VwSvRHMHN6HqYNTbbG8bsiSgemw1PgoNufWUVvf0OWrg27YXUB0RBgTBthw0mBJ8EYyVzKYMzKd7YdKWb0jn2VbD/LGJ4eZOjiVKYNSyEiItmTdTVgyMB2W1mREUUYXrqdfUVPHln3FTB6UQnSEXYEGW5jHw6jMREZlJrKvsJJVO/KONiGlxUUxJiuRMf0SGZAaG7I3QzKWDEwnpMY5HYcFXZwMNucUUdfgs+GkIah/SgyXTh1IydhaPj5Ywkf7S3hn5xFW7cgnwRvB2P5JjO+fZIkhBFkyMB3WOCGpKzuRfT4fG/YUkJ0SYwuthbDEmEimD0lj+pA0qmrr0UOlbN1XzLu7C1i78wiJ3ggmundpy0iwu7SFAksGpsPiosKJigijoAuTwaeHy8grrebCSf277Jimc7yR4UzITmZCdjLVtfV8crCUD/YWsXpHPm9/ms+g1FgiwjycNT7LJrYFkb3zpsM8Hg9pcVFdlgzqG3y8/OEBUuOimDgguUuOafwrOjKcCQOSmTAgmdKqWjbnFPHeZ4X8+IUPueNfWzljTCYXTOrH7BHpPeaWpd2FJQPTKalxURwuqe6SY63ddYS8smqunDGICPui6PYSvJHMGZnO7BF9GJWVyD837+OlD/fz7w/2kxoXxbnjs7hgcjYTspNsRFIXsGRgOiU1Lgo9WEqDzxfQDsGKmjpWfHyIkX3jGZWZ0PoOptvweDxMGZTClEEp/OScMby9PY9/vL+Pv76byxNrP2NoehwXTOzPhVOy6W/9RAFjycB0SmpcFHUNPkoqa0mODdwKl+t2FVBd18CCE7LsKrEHi4oIY96Yvswb05eSqlqWbTnAi5v28bvXtvP717cza3gfvj51AGeM6WvDiv3MkoHplMa7iuWX1QQsGdTWN7B21xFG9o0nM8lGnvQWid5Ivj51IF+fOpDcggqe37iX5zfu5TtLN5McG8lVJw3mutlDbJFCP7GGV9MpGe4iZYdLqwJ2jM05RZRX1zF7RHrAjmFC24DUWH5wxkje/vGpPPXNaUwfksr9Kz7llN+u5NHVu6muqw92iN2eJQPTKfHREcREhnO4NDCdyD6fj9U78umX7GVon7iAHMN0H+FhHmaPSOdPV57Iv74zkzFZifzipY847Z63eOOTQ8EOr1uzZGA6xePxkJ4QHbARRYUVteSXVTNlUKr1FZgvGJ+dzNPXTufpb04nwRvBNY+/xx9e/5SGBl+wQ+uWLBmYTstIiCYvQM1EOQXlAAxOs2WqTfNmjejDP2+YyYWT+nPv69tZ/PRGSqtqgx1Wt2PJwHRaRkI05TX1lFfX+f21PztSQXREGH27cO0j0/14I8P53SUT+Om5Y3jjk8Oc/+AaNn5WgM9ntYS2smRgOi3dXVsmEP0GOQUVtqiZaROPx8OimUN4+pvTKaqo5aI/rmXBfat4bPXuoN6Rr7uwoaWm0zISPx9RNMSPnbxVtfUcLK7i1FEZfntN0/OdNCyNt358Kv/+YD/PvpvL/7z0Eb9e/gnZjRPW3OuK/skxTBqYwuSByUwakEJSbO8eotqmZCAiGcBG4AygAHgESAHCgatUdaeIXAcsBuqAO1X1JRHpAywFYoD9wCJVrWhPWT+eqwmQpJhIIsM95Pm5ZpBbWIEPGGT9Baad4qMjuGzaQC6bNpCPD5Twwsa9HC6txoczQs3ng515ZTzwxqc09jdPG5zKNbMGc8aYTMLDel9NtNVkICKRwJ+ASnfTb4BnVPXvInIqMEpEyoHvAScCXmC1iLwG3AEsVdXHReQWYLGI/LWtZYF7/XmyJjDCPB4yErx+TwafHanAAwxIsWRgOm50ViK3nzOm2efKquv4MLeId/cU8tzGXJY8vYnslBgWnjyYr08d0KsmtLWlz+Ae4GGcq3WAmUC2iLwOXAGsBKYBa1S1WlWLgR3AeGAWsNzdbxkwr51lTTeRnhDt9z6DnIIKMpO8dj9dEzDx0RGcPLwP3583grduOpWHvzGZrCQvd778MbPufpOHVu4IyMCIUHTcZCAiC4E8VX2lyebBQKGqzgNygJuBRKC4SZlSIOmY7c1ta62s6SbSE6Iprqylpq7BL6/X4POR63YeG9MVwsM8LBibxXNLTub/bpjJlEEp/Ga5Muc3b/KXVbuoqu3Zs5xbqxlcA5whIiuBicCTQD3wL/f5f+M095QATZeSTACKjtne3LbWyppuIinGqU6X+Gl8d15pNdV1DdZEZIJiwoBkHls4lRe+dTKjsxK58+WPmf7LFdz+zy1szinskUNWj9tnoKpzGh+7CWEJcCdwFvAUMAfYBmwA7hIRLxANjAa2Amvcso8DZwKr2lnWdBOJbttqSWXt0cXrOmNvoTN2YECKLVlsgmfKoBSevnY663cdYemGHJ57by9Pr8thWHoc503sz2mjMjihX2KPmB3fkaGlPwL+IiLfwmnWuVxVC0Xkfpwv8DDgNlWtEpE7gSfc0UP5btnytpbt/OmZrpIY4/wp+atmkFtQiTcyjD4JnU8sxnTW9KFpTB+aRmlVLf/ZcoAXNu7j3te38/vXtpOZ6OXUURnMP6Evs0ekd9uRSG1OBqo6t8mPZzTz/CM4Q06bbjsELOhMWdM9JB2tGfins21vYQXZyTbZzISWhCbLaueVVrNSD/PGJ4f51/v7+OuGHPolefn61IFcMjWbrKTuVau1SWfGL6Ijw4mOCKPYDzWDmroGDpZUMWekLVltQld6QjRfO3EAXztxANV19az4+DB/3ZDDva9v5w8rtjNXMrhocjanj87oFiPiLBkYv0n0RlJS2flksL+okgafzS8w3Ud0RDhnjcvirHFZ5Byp4G/v5fDCxn288ckmEr0RnDuhH+dP6s/EAclEhuj9uy0ZGL9JjInwSzLIdTuPs63z2HRDA9NiuWn+KH54hvDOznxe2LiXFzbt5Zn1OcRGhXPi4FRmDE1l5rA+jOufRFiI9DFYMjB+k+iNZFd+eadfZ29hJcmxkb1q9qfpeRpvxDN7RDqlVbWs+jSfdbuOsHbnEX6zXAElM9HLgrGZzD8hk2lDUoPa+WzJwPhNYkwkpVW1NPh8ner43V9USf9kqxWYniPBG3m0GQmceTRvb89j+baD/HVDDo+/s4f0hGgWnjyYb8wYdHTeTleyZGD8JjEmkgYflFfXdfiqvrqunoLyGiYNTPZvcMaEkPSEaC6aks1FU7Ipr65jpebxt/dy+e0rysMrd3LFjEFcM2swGQlddx8PSwbGb5K87lyDyo4ng0PFVfig2w3LM6aj4qIjOHt8FmePz2Lb/mL+uHInf357J4+t2c2Fk/pz7ewhDM9IaP2FOsmSgfGbxCZLUvSnY1/m+4ud22dmJtmdzUzvc0K/JB64fDJ78st5ZNUunt+4l2ffzeVUSef6OcM4aVhawI4dmmOcTLfUWBso7sSIooPFVXgjw0gOQpupMaFicJ847rpgHO/ccho/mDeSD/cWc9kj6/jsSOcHaLTEagbGb+KjI/DQuSUpDhRXkpUU0yPWejGms9Lio/n+vBEsPmUo2/YXMzCAq/hazcD4TXiYhwRvRIeXpGjw+ThUUm1NRMYcwxsZzpRBqQG9SLJkYPwqMSaywzWDgvIaauob6GfJwJguZ8nA+FVnlqQ4cLTz2EYSGdPVLBkYv0qMiexwB/KB4krCPJBhy1Yb0+UsGRi/So6JpLquoUO3CMwvqyE1LipkF/IypiezT53xq+RYZ0hoUQdqB0UVNSTHRvk7JGNMG1gyMH7VOD+guKKm3fsWVdTa/AJjgsSSgfGrJPfKvr01g9r6Bsqq66xmYEyQWDIwfpXgjSDM41zlt0djp3NjM5MxpmtZMjB+FebxkNSBEUWNycOSgTHBYcnA+F1STBRF7ewzaCyfEmPNRMYEgyUD43fJsZHt7jMorKjFw+crnxpjulabFqoTkQxgI3CGqn7ibrsc+K6qnuT+fB2wGKgD7lTVl0SkD7AUiAH2A4tUtaI9Zf14rqaLJMc4s5Dbc8ezoooaEmMig3rbP2N6s1ZrBiISCfwJqGyybRLwTcDj/pwJfA+YCcwHfiUi0cAdwFJVnQ1sBha3p6y/TtJ0raRY545npVVtX7CuqNKGlRoTTG1pJroHeBjnah0RSQN+CdzYpMw0YI2qVqtqMbADGA/MApa7ZZYB89pZ1nRDyW67f3v6DZwJZ5YMjAmW4yYDEVkI5KnqK+6mcOBR4IdAaZOiiUBxk59LgaRjtje3rbWyphtq7yzkBp+P4spam2NgTBC11mdwDeATkXnARGALsBv4I+AFxojIfcAbQNObdCYARUCJ+7iymW1tKWu6oaSjs5DblgxKq+po8NmwUmOC6bjJQFXnND4WkZXAkiYdyIOBZ1X1Rrcf4C4R8QLRwGhgK7AGOAt4HDgTWAVsaEdZ0w15I8PxRoa1uWbQ2JyUbMNKjQkavwwtVdWDwP04X+BvALepahVwJ3CpiKwBTgIeaE9Zf8RmgiM5JqrN6xPZhDNjgq/N90BW1bnH/LwHmNHk50eAR44pcwhY0Mxrtbms6Z6SYto+1+BozcCSgTFBY5POTEAkxrT9jmeFlbXERoUTHREe4KiMMS2xZGACIjEmgvKaeurqG1ota8NKjQk+SwYmIJK8zpd7SRsmnhVW1FrnsTFBZsnABETjGkOtNRX5fD6KKmpIsZqBMUFlycAExNFkUHX8ZFBRU09tvc8mnBkTZJYMTEAcbSZqpWZQ2Lh0tdUMjAkqSwYmILyRYUSGe1q9yc3ncwysZmBMMFkyMAHh8XhI9Ea22oFscwyMCQ2WDEzAtGWuQWFlLVERYcRE2hwDY4LJkoEJmKSYSIpb6UAuqqglJTYSTxtvgmOMCQxLBiZgEr2RlFbW0eDztVimqKLG5hgYEwIsGZiASYyJoN7no6KmvsUyhTb72JiQYMnABExiK8NLq2rrqaptIMVGEhkTdJYMTMAcvclNC8nAlq42JnRYMjAB09os5MKjw0qtZmBMsFkyMAETHx2Bh5abiRprDMkxVjMwJtgsGZiACQ/zkOCNoLiy+YlnxZW1hHkg3tvmeywZYwLEkoEJqARvJGXVLdcMEmMiCbM5BsYEnSUDE1AJ3ghKW1iSoriy9uiCdsaY4LJkYAIqPjqCsuMlAxtJZExIsGRgAirBG0FZ9ZdnIft8PkqsZmBMyGhTz52IZAAbgTMAL/D/gHqgGrhKVQ+JyHXAYqAOuFNVXxKRPsBSIAbYDyxS1Yr2lPXjuZogiPdG4sO5iU189Od/buU19dQ1+KxmYEyIaLVmICKRwJ+ASnfTH4Dvqupc4EXgZhHJBL4HzATmA78SkWjgDmCpqs4GNgOL21PWb2dpgibBTQClx8w1aBxWmmg1A2NCQluaie4BHsa5Wge4VFXfdx9HAFXANGCNqlarajGwAxgPzAKWu2WXAfPaWdZ0cwnusNFj+w0a5x7Y7GNjQsNxk4GILATyVPWVxm2qesB97mTgO8C9QCJQ3GTXUiDpmO3NbWutrOnmGpuGSqu/mAyKGmsGNuHMmJDQWs3gGuAMEVkJTASeFJFMEfk6Tm3hbFXNA0qAhCb7JQBFx2xvbltrZU03F3+cmkGYhy/0Ixhjgue4n0RVndP42E0IS3CabxYDc1W1wH16A3CXiHiBaGA0sBVYA5wFPA6cCaxqZ1nTzUVHhBMVHtZsn4FNODMmdLR3aGk4cD/OlfuLIrJSRH6uqgfd7auAN4DbVLUKuBO4VETWACcBD7SnbOdPz4SCeG/El5qJiitrj65qaowJvjbX0d3RQwCpLTz/CPDIMdsOAQs6U9Z0fwnNTDwrrqwlOyUmSBEZY45lk85MwMW7E88a+Xw+qxkYE2IsGZiAO3Z9ovKaeuobfJYMjAkhlgxMwMVHR1JZW09dfQMAxe4dziwZGBM6LBmYgDs68cxtKjpUUgVAenx00GIyxnyRJQMTcI1LUjQmg33FlUSFh9EnwZKBMaHCkoEJuMaJZ439BvuLKslK8tocA2NCiCUDE3CNs4zLqpylrA8UVdEv2YaVGhNKLBmYgGtMBsVVtRwpq6GmvsGSgTEhxhaGMQEXER5G/+QYtu0vpo/badwv2RvkqIwxTVnNwHSJ6UNSOVRSzdqd+USEechIsGRgTCixZGC6xPjsZGIiw8ktrCQzyUt4mHUeGxNKLBmYLhEVEcaUQSkA9Euy/gJjQo31GZjjunz6QL+91szhaZxx79tcMWMg503s77fXNcZ0niUD02UGpcWx4dbTbRkKY0KQJQPTpZJjo4IdgjGmGdZnYIwxxpKBMcYYSwbGGGOwZGCMMQZLBsYYY7BkYIwxhu43tDQc4ODBg8GOwxhjuo0m35nhLZXpbskgC+CKK64IdhzGGNMdZQE7m3uiuyWDd4HZwAGgPsixGGNMdxGOkwjebamAx+fzdV04xhhjQpJ1IBtjjOl2zURfIiLRwP8CQ4ES4AZgEPBroA54XVVvd8v+FDjb3X6jqm4QkeHA44AP2ArcoKoNAYxtCHA3UA4sV9U7RSQMeAiYAFQD16rqDhGZAfzBjfdVVf25H2KaDtytqnNbOvf2vE/NlQ1kbG654cA/VHWc+3MfYCkQA+wHFqlqhYhcByx2Y7tTVV8KVFwi8ltgFs5n6s+q+kig42pHbHcB89ztt6jqylB4z9xyscA7blzLQ+g9+z+gD1ALVKrqmYH+DLQxroXAt3Caff5PVX/hr/esJ9QMrgPKVHUG8F3gAeC3wFXAScBcERknIpOBU4DpwKXAg+7+vwduV9XZgAc4L4CxPQT8BbhIVWcBo0RkFnA+4FXVk4BbgN+5+z8MXI7zJTNdRCZ1JhgR+bF7/MbbjH3p3NvzPh2nbEBic8tdCTwLpDfZ/Q5gqVt2M7BYRDKB7wEzgfnAr9zk7Pe4RORUYLj7+5sF3CwiKYGMqx2xTQJmuP8uxbm4IJCxtfV36XoQ5wuvUdDfM3f7CGCWqs5V1TNbKuuvz0Abf5fDcBLBXGAaECUikfjpPesJyWAMsAxAVRUYjfOGpAKROG9uPc6H9FVV9alqDhAhIunAFOAt97WW4VxBBSq2mUChqu5yn1/jxjULWO6WWwecKCKJQLSq7lRVH/CKH2LbCVzY5Ofmzr0971NLZQMVG0AhzoevqaPvX5Oy04A1qlqtqsXADmB8gOJaC1zjbvPhXLXVBjiuNsWmqpuB+e7f0CCgyH0+2O8ZIvJfOLWCD5qUDfp7JiJ9gWTg3yKyWkTOOc55+Osz0Jb3bB7wHvCE+9waVfXb31lPSAbvA+eIiMdtVukPbANeAj4GcoFPgESguMl+pUAS4HE/KE23BSq2aCBWREaJSDhwFhDXTGz17raSZuLtMFV9AedLqlFz596e96mlsoGKDVV9SVXLj9m9aRx+ja0tcalqlaoWuldpT+A0E5UFMq62xuaWq3Obil7CabYkkLG1JS4ROR0YoaqPHLN7KLxnUTi18/NxvqDvFZGMFsp22XuG02w1B/gmcBFwv4gk46f3rCckg8dwvjRXARfgZNibgRNUdRjwKfAjt0xCk/0ScK6SGprZFqjYNgJXAn8EXgYUyG8mtrDjxOtPzZ17e96nQMbYnt9L0zgCHVuzcbnNQsuBj1T1V0GIq8XYAFT1NqAfcJPb3BDs9+ybwFgRWQksAH4jIhO7OK6WYjsIPKyqdap6GKelQVoo25Xv2RFgpaqWunF9DIzET+9ZT0gGU4EVbhv8czi1gjL3HzhzElJwmmTmi0iYiAwEwlQ1H9gsInPdsmfifHEHKrZdOO13891jDQNed2M7C8CtQWxR1RKgRkSGiYjH3cefsUHz596e96mlsoGKrSVH378mZTcAs0XEKyJJOM2HWwMRl4jEACuAx1T1F0GKq6XYThORxnbsKpyrz4Yuju1Lcanq5ao6U1Xn4iTRH6vq+10cV7Ox4TSzPAcgIvHAWJwv3q78DLR0rLnu+xCH0wy9Az+9Z91+NBHOlf8vROQ2Pr/imA68KiJV7raFbjV+FU77bhjOyB5wag2PiEgUzi/8+QDHdjbOL6oSeEZVt4nIx8AZIvIOTmfRInf/JcAzOG3Qr6rqej/GBs2cu6rWt/V9Ok7ZgMR2nLJ3Ak+4oyfygctVtVxE7sf5YIQBt6lqVYDi+h7OiLHr3BjA+R12ZVwtxQbwNRFZg/N39KCq7haRYL9nLQn6e+b+Xc8XkXU4ifNWVc0Xka78DLR0rEdxvvw9wC9UtcBfv0ubdGaMMaZHNBMZY4zpJEsGxhhjLBkYY4yxZGCMMQZLBsYYY7BkYHoBEVkhItPcx1EiUiwiNzV5fqU74amjrz/YHYboFyJyvYhEishcEXnWX69rzPFYMjC9wWs4N0XC/f8VPp/k58VZs+eD5ncNils5zu0JjQmEnjDpzJjWvAb8BGe9mbNwVoe8252ZORlYjTPBZwDO3aD+BfwcZ7LPBHcCz3/hrBn1PPBnnOWCK4Hrmx5IRE4B7nLL7sRZQvgK97ixOLPO71bVx93ayoM468YcxpkhvArIxFmZ9T5ghIgsAzKAf6vqz/z83hgDWM3A9A6bcZYL9+As9PUWzjIg83CWA94GrFPV+TirPS5xV4N8AWdBMHCWEn8SuAe4311G4R6c+2YA4L7+I8CFqnoKsA9Y6D6dpKrnAF/FWaYcnCXKF6rqabj3pVXVR3HWxrnULePFWTBtNvAdf7wZxjTHkoHp8dS5kcoHOAuiHVTVapylfmfiLP+7FJgqIs8A9+KsLgtODeIq9wpeVfUIMA641V1g7Q6gb5NDpePULP7uPv8VnCYocFawBWcV3cY16/up6jb3cUtrL211lyGuwLlJiTEBYcnA9Bav4bTFL3N/Xo3TRBSGc+VdpKpX4DQlxYqIR1U/xVkD5iacK35wlkO/2a0ZLMZd0MyVD+wFznOfvwt4w32uuXVfckVkjPt4RpPtDXz+2bT1YkyXsGRgeovXcGoB/wFQ1RqcxQPfwllxdIGIvI2zvPinOMs9AzwKTALedH/+L+CnIvIWTrPRh40HcGsg3wdedhcd/DbHXyny28BjIvI6TvNU43r2q9w4PR0/XWPaxxaqMyZIROQG4O+qmueuPFmjqv8T7LhM72SjiYwJnkM4S62X4dyV6uogx2N6MasZGGOMsT4DY4wxlgyMMcZgycAYYwyWDIwxxmDJwBhjDJYMjDHGAP8fBXquRfjICt0AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"bin_edge1, bin_edge2 = 10000, 10400\n", | |
"k = (wavelength > bin_edge1*u.AA - 200*u.AA) & (wavelength < bin_edge2*u.AA + 200*u.AA)\n", | |
"plt.figure()\n", | |
"plt.plot(wavelength[k], sed[k])\n", | |
"plt.fill_betweenx([sed[k].value.min(), sed[k].value.max()], bin_edge1, bin_edge2, alpha=0.4, label='Pixel')\n", | |
"plt.legend()\n", | |
"plt.title('SED')\n", | |
"plt.xlabel(\"Wavelength\")\n", | |
"\n", | |
"plt.figure()\n", | |
"sens = get_sensitivity(ps.PandoraSat.NIRDA, wavelength[k])\n", | |
"plt.plot(wavelength[k], sens)\n", | |
"plt.fill_betweenx([sens.value.min(), sens.value.max()], bin_edge1, bin_edge2, alpha=0.4, label='Pixel')\n", | |
"plt.legend()\n", | |
"plt.title(\"Sensitivity\")\n", | |
"plt.xlabel(\"Wavelength\")\n", | |
"\n", | |
"\n", | |
"plt.figure()\n", | |
"plt.plot(wavelength[k], sed[k] * sens)\n", | |
"plt.fill_betweenx([(sed[k] * sens).value.min(), (sed[k] * sens).value.max()], bin_edge1, bin_edge2, alpha=0.4, label='Pixel')\n", | |
"plt.legend()\n", | |
"plt.title(\"SED * Sensitivity\")\n", | |
"plt.xlabel(\"Wavelength\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2c2bcfa3-b3bf-4820-bd98-65b60575b140", | |
"metadata": {}, | |
"source": [ | |
"## Integrating each pixel\n", | |
"\n", | |
"We need to get the SED * sensitivity for each pixel, and then integrate over wavelength to get e/s" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "cd3b984e-9312-4a10-9929-d86ea52774e1", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def integrate_sed(self, wavelength, sed, bin_edges):\n", | |
" sensitivity = get_sensitivity(ps.PandoraSat.NIRDA, wavelength)\n", | |
" integrals, bin_centers = np.zeros((2, bin_edges.shape[0]))\n", | |
" integrals *= u.electron/u.second\n", | |
" bin_centers *= u.AA\n", | |
" for idx in range(len(bin_edges)):\n", | |
" bin_edge1, bin_edge2 = bin_edges[idx] * u.AA\n", | |
" k = (wavelength > bin_edge1) & (wavelength < bin_edge2)\n", | |
" wp = np.hstack([bin_edge1 + 1e-10 * u.AA, wavelength[k], bin_edge2 - 1e-10 * u.AA])\n", | |
" sp = np.interp(wp, wavelength, sed * sensitivity)\n", | |
" plt.plot(np.hstack([bin_edge1, wp, bin_edge2]), np.hstack([0, sp, 0]))\n", | |
" integrals[idx] = np.trapz(np.hstack([0, sp, 0]), np.hstack([bin_edge1, wp, bin_edge2]))\n", | |
" bin_centers[idx] = np.mean(np.hstack([bin_edge1, bin_edge2]))\n", | |
" \n", | |
" if not np.isclose(np.trapz(sed * sensitivity, wavelength), integrals.sum()):\n", | |
" raise ValueError(\"SED Integration has failed.\")\n", | |
" return bin_centers, integrals" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "df9408a2-4162-46f6-808b-5d796c31b066", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/ch/repos/pandora-sat-project/pandora-sat/src/pandorasat/irdetector.py:122: RuntimeWarning: overflow encountered in exp\n", | |
" * np.exp(\n", | |
"/Users/ch/repos/pandora-sat-project/pandora-sat/src/pandorasat/irdetector.py:121: RuntimeWarning: invalid value encountered in multiply\n", | |
" sw_qe\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"bin_centers, integrals = integrate_sed(ps.PandoraSat.NIRDA, wavelength, sed, bin_edges)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "ffb6f5ea-3846-4a5d-aca5-dad6ac196204", | |
"metadata": {}, | |
"source": [ | |
"The key check above is that the integral of the sensitivty * SED is the same as the sum of all the \"pixel level\" sensitivity * SEDs." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "e6025ee9-c959-4aec-9728-973eca5c699e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Pixel Flux $\\\\mathrm{\\\\frac{e^{-}}{s}}$')" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"plt.plot(bin_centers, integrals)\n", | |
"plt.xlabel(f'Wavelength {bin_centers.unit._repr_latex_()}', fontsize=15)\n", | |
"plt.ylabel(f'Pixel Flux {integrals.unit._repr_latex_()}', fontsize=15)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "21e55690-f7aa-40a2-8bac-61712e703173", | |
"metadata": {}, | |
"source": [ | |
"This is our pixel flux per second. If we integrated over time, we would get our 1D spectrum." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "1c6ee898-7cc7-47aa-8cdd-fead06a935b3", | |
"metadata": {}, | |
"source": [ | |
"## Convolve with PSF\n", | |
"\n", | |
"Now we have this, we can convolve with the PSF to find the image of the electrons per second we'd recieve from each target. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "453ba075-d969-469d-845e-204199da325c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Pixels')" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.pcolormesh(ps.PandoraSat.NIRDA.psf_x.value, ps.PandoraSat.NIRDA.psf_y.value, np.log10(ps.PandoraSat.NIRDA.psf[:, :]))\n", | |
"plt.gca().set_aspect('equal')\n", | |
"plt.xlabel(\"Pixels\")\n", | |
"plt.ylabel(\"Pixels\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "2ebe6cb7-fc62-4804-bcf1-83518cc031cd", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from astropy.convolution import convolve" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "86cb6a97-027b-4c15-80cd-be1d438e6b8e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dp = np.diff(ps.PandoraSat.NIRDA.psf_x).mean().value\n", | |
"xp = np.arange(-10, bin_centers.shape[0] + 10, dp)\n", | |
"ip = np.interp(xp, np.arange(bin_centers.shape[0]), integrals)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "7659102f-eca6-4c00-bab0-17e67612ffb0", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"y = np.zeros(201)\n", | |
"y[100] = 1" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "a35d2924-c371-4a32-b60e-8b57424b78da", | |
"metadata": {}, | |
"source": [ | |
"### Spectrum pre-PSF" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"id": "1cf42fdf-08cf-4df1-9794-ab57bd7ffd02", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Pixels')" | |
] | |
}, | |
"execution_count": 32, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 936x216 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(13, 3))\n", | |
"plt.pcolormesh(xp/dp, np.arange(y.shape[0]) * dp, ip[None, :] * y[:, None])\n", | |
"cbar = plt.colorbar()\n", | |
"cbar.set_label(f'{ip.unit._repr_latex_()}')\n", | |
"plt.xlabel(\"Pixels\")\n", | |
"plt.ylabel(\"Pixels\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "33d91158-df69-4457-973a-7d13e0f8bcf6", | |
"metadata": {}, | |
"source": [ | |
"### Spectrum post-PSF" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"id": "0f4b9bd2-0a4e-4b3d-b62d-a7a462c39a70", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"img = convolve(ip[None, :] * y[:, None], ps.PandoraSat.NIRDA.psf)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"id": "5a89d7d1-a3f9-4ff6-9652-ddfcd783acc8", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Pixels')" | |
] | |
}, | |
"execution_count": 30, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAArIAAABoCAYAAAANQxPgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAQKElEQVR4nO3dfZBkVXnH8W/3zO4iYUktqRSLBdGI5qmUWASVACK6Gi01xtLSCjEsGwqIb9EIhZEgStQEktIS3wulVlTAxYpKNCkJuomKAkmQKCRa4oMsGkzV7gZYcHhdd2c6f9zu4W7T3dM9s919e+b7qdqa2+f0vfeZs7dmfnPmzL21RqOBJEmSNGnq4y5AkiRJWgyDrCRJkiaSQVaSJEkTySArSZKkiWSQlSRJ0kQyyEqSJGkiTY+7AEmSJI1WRBwHvC8zN3TpfylwXvNlDXgucFRm3jaaCvtT8z6ykiRJK0dEnAtsAh7KzOP7eP/bgXWZef7QixuQM7KSJEkryzbg1cCVABHxDOCjFDOv9wJnZOYvmn2HU4TeY8dTam+ukZUkSVpBMvNqYE+paTPw5uYyg38Gzi31nQN8KDN3j67C/jkjK0mStLL9NnBJRACsAn4CEBF14A+Ad46vtN4MspIkSStbAn+SmXdFxInAYc32o4AfZ+Yj4yutN4OsJEnSyvYm4IqImAYawJnN9gDuHFtVffCuBZIkSZpIQ5uRjYjvAzPNlz8FLgU+AuwFtmbme4d1bkmSJC1/QwmyEXEAUCvfZDcibgVeQzFFfU1EHJOZt5T611Dc2mE7MDuMuiRJkipuimKN6s1VuVNARBwCHNx8OZOZu8ZZT9mwZmSPBg6MiK3Nc7wHWJOZ2wAi4uvAi4BbSvscC1w/pHokSZImyUnADeMuIiIOmZ2dvXdqaqrVdF9EPLUqYXZYQfZh4APAp4CnAdcC95f6HwCe0rbPdoAtW7awfv36IZUlSZJUXTt27GDjxo3QzEUVcPDU1BQ7d+4E4NBDD11HMTu7rIPs7cAdmdkAbo+IXwCHlPrXsm+wheZygvXr13P44YcPqSxJkqSJUKlllvV6NZ+hNayqzgAuBoiIJwIHAg9FxJERUQNegssIJEmSJsL09DTT09W7a+uwKroM+GxE3EBxP7IzgDlgC8Ui5q2ZedOQzi1JkqT9qFuIjYhVwKeBJwNrgAsz859GVtcwDpqZvwRO6dB1/DDOJ0mSpOFZvXp1t65TgXszc1Pz7ga3ApMdZCVJkrR89FhW8EXgS83tGsXzAkbGICtJkqSeVq1aBcDc3Nw+7Zn5IEBErKUItO8aZV3V/BM0SZIkVcbq1au7Li+IiCOAbwFXZuZVo6zLGVlJkiT1tGbNGgAeffTRfdoj4lBgK/CWzPzGqOsyyEqSJKmn1tKCDs4H1gEXRMQFzbaXZeYjo6jLICtJkqSeui0ryMyzgLNGW81jDLKSJEnqqcftt8bKICtJkqSeeiwtGCuDrCRJknqq4uNpwSArSZKkBUz80oKIqFM8seE5wE3Nx9BKkiRpmZuamhp3CR31FWQj4sPAbcCTgGcCO4HThleWJEmSqqKqa2T7fbLXsZl5KXBCZr4UOHyINUmSJKlCpqenK7lOtt+KpiLiWcDPImI1sHaINUmSJKlCqhhiof8gewVwCXAG8H7g0qFVJE2oRqMx1OPXarWhHl+SpG4mOshm5iUUQRbg7KFVI43YsMPn/jRJte4PBndJqo6qrpHtGWQjYjtQ/u7Z+s7SyMwnDq0qaT9YSvBbaaGxH6MOluP8PzBES9K+JnJGNjMPG1Uh0mIMO6yuhEDbb2gb5ViMO0gO8rmOu1ZJGoVhzMhGxGxmLum+Xv3efuvpwCeBdcDngB9m5leXcmJpsRYTqLrtU27vtr2U847D/ghW+zOcLeZYixnrUQfK1vkmoVZJWqohzcgu+Ythv1V9FDgd2AxcBlwLGGQ1Uv0Ghm4htNXe+jg3Nze/PTs7y+zs7Pz23r17AeY/lvsbjQZzc3Ndz9kppLS3LfSeXv21Wm2g/nJ7p30GOe9ia15qe1X6+92nfVw6jeFix06SxmGxM7IR8YeZ+cUu3UueIeo7XmfmHRHRyMy7I+KBpZ5YWsggs6j9BNVWKN29ezcAjzzyCDMzMwDcd9997NixA4Dt27ezc+dOAO655575/l27dgEwMzPDww8/DDwWdMvnKusULuv1OvV6cQvnqamp+aeltD5OT0/vs936Kbj1RWR6enr+UYFTU1Pz/a2P5bb27U5t5fZWXeX+cq2t9nJbeZ/Wscptnd5br9cf997yuLRvt/bvNp6tttZ2e3vrdaf9+zlWe3/5WOXt8liWt1v/d+XPubVdPlen0NvPD0H99EnSUixhacHLgG5BFoCIWJWZeyLiSODezLy/34P3G2R3RcQbgF+JiNcCfZ9AGlQ/AbbX6/LH1szp3Nzc/Ixqeba1HERbarXaPkGy9bEcRlrBo3WuvXv3zh9joZnjclgph7NOgbB9G4rnXXfbbh2zXHd7kC0fsz1wtb+3HLg6BdXyPnv27OkYZMtt5SDc/t7yuPfT3x4ey++t1+vz/x+tttnZ2Y7hs7zd2qc9XLb/fzcajY6hubx/OYi2rr2y8vk7nbel0Wjsc6z266scXhf6zYAkLdYSlhb088Xob5tPkb0QmAVO7ffg/VZ1JnA+cA/wbIr7yUpD0e835vb3tYeN8naj0eCAAw4A4KCDDppv6xZ025cW7NmzZ5/+1nZ5/34CbLfPpdzW7fPs9uvp9uCz0NKCbr/2Xui9i+nvtr3UZQrDXsYwyD6D1NptRnih/QapUZKGYaEZ2Yg4DnhfZm5o6/pKH4c/GHgl8HcMEGKh/yB7Ymae13oREW8BPj7IiaTF6BZqe72v0zf4fmd529uq9MdgwwguSz3mUvav4uczrGMOcgwDqqQqav3Wr5OIOBfYBDzU3peZ/xgRZwFHZebrIuKCzPybtrddBzwlM/87In4ySF39Btm3RcSJwEeATwH3DnISadyWGiQGCalVurvBuEPRuM9flRpaqlSLJA1igaUF24BXA1d26T8S+Hlz++D2zsz8fGl780B19fm+FwOXN4s4p/mkL2mkeoWAxYbHfoNFvzPDgxxzJZv0MZr0+iVpUL2WFmTm1RHx5B67N4AnRMRRwH59RkF94bcAcBHwNOA04A0R8cf7swhpqVprDrv9G+W5RlnLOOrfH/+qYNLrl6RRWr16dc/lBQu4mOKPvjZR/M1Vy5K/oPY7IzsNnJSZeyNiK8Xygs8vsI9UGUsNH/tzuYBBaF+OhyRV31Ke7JWZdwHndWjvd0K1q55BNiIOz8z/pQiuT4mIVtc7lnpiaZIYtiRJK1n5VodVstCM7DkR8R6Kx9I+yGNTwA3ghUOsS5IkSRWx0IxsZv4MOH4kxZQsFGTvBP6L4ua0f5WZXxt+SZIkSaqSqs7ILrQ24RQgKBL2WcMvR5IkSVVTflJklSxU0aOZ+UvgnohY9J+qSZIkaXJVdUZ2kGjtX7tIkiStQFWcjYWFg+zTI+IqihDb2gYgM08ZamWSJEmqhEkNsieXtj85zEIkSZJUTRO5tCAzvz2qQiRJklRN9fqSn10wFNWcJ5YkSVJlTOrSAkmSJK1wzshKkiRpIk3kGllJkiTJpQWSJEmaSC4tkCRJ0kQyyEqSJGkiuUZWkiRJE6lWq427hI5GFmQjog5cAhwN7Ab+NDPvGNX5JUmStDhVXVowyqpeBRyQmScA5wEXj/DckiRJWqR6vV7JMDvKpQXPBb4GkJn/ERHPbuufAtixY8cIS5IkSaqOUg6q1KLUu+++e9wldDTKIHsw8IvS69mImM7Mvc3XhwFs3LhxhCVJkiRV0mHAtnEXAcwA923cuHFd8/V9zbZKGGWQnQHWll7XSyEW4GbgJGA7MDvCuiRJkqpiiiLE3jzuQgAyc1dEPJViQhJgJjN3jbOmslEG2RuBVwBfiIjjgR+UOzNzN3DDCOuRJEmqoirMxM5rBtfKhNeyUQbZLwMvjoh/A2rA6SM8tyRJkpaZWqPRGHcNK5a3JFuciPg+j63P+SlwKfARYC+wNTPfO67aqiwijgPel5kbmr8m+izQAH4IvDkz5yLi3cDLKcby7Mz87tgKrpC2sTsG+Crwk2b3JzLz7x27x4uIVcCngScDa4ALgR/htbegLmP3c7z2+hIRU8BmICiutTcCj+K1t+z4QITxehXNW5I1l1tcDLxyvCVVW0QcANQyc0Op7VbgNcCdwDURcUxm3jKeCqspIs4FNgEPNZs+CLwrM6+LiE8Cr4yI/wGeDxwHHAFcDRw7jnqrpMPYPQv4YGZeXHrPM3HsOjkVuDczN0XEIcCtzX9eewvrNHZ/jddev14BkJknRsQG4CKK3wZ77S0z1bsh2Mqyzy3JgPZbkunxjgYOjIitEfHNiHgesCYzt2VmA/g68KLxllhJ24BXl14/C/h2c/taijF7LsWMdiMz7wKmI+LXR1tmJXUau5dHxHci4rKIWItj180XgQua2zWKGS+vvf50GzuvvT5k5leA1zdfPgm4H6+9ZckgO14db0k2rmImxMPAB4CXUPyq6DPNtpYHgF8dQ12VlplXA3tKTbVm8IfHxqz9enQs6Th23wXenpnPo/gtwLtx7DrKzAcz84Fm4PoS8C689vrSZey89gaQmXsj4nLgY8AWvPaWJYPseC10SzI93u3A55o/Pd9O8QXokFL/WoqfvNXbXGm7NWbt16Nj2dmXM/N7rW3gGBy7riLiCOBbwJWZeRVee33rMHZeewPKzNOA36JYL/uEUpfX3jJhkB2vG4HfB+h0SzJ1dAbNxxtHxBOBA4GHIuLIiKhRzNReP8b6JsUtzXVjAC+jGLMbgZdERD0ifoPiB6t7xlVghX09In63uf17wPdw7DqKiEOBrcBfZuanm81ee33oMnZee32KiE0R8Y7my4cpfoD6T6+95cdfY4+XtyQb3GXAZyPiBoq/PD2D4gvUFoqbSG/NzJvGWN+keBuwOSJWA7cBX8rM2Yi4Hvh3ih9y3zzOAivsTcDHImIPsAN4fWbOOHYdnQ+sAy6IiNZ6z7OAj3rtLajT2J0DfMhrry//AHwmIr4DrALOprje/Lq3zHj7LUmSJE0klxZIkiRpIhlkJUmSNJEMspIkSZpIBllJkiRNJIOsJEmSJpK335K0bDXvGfkF4EcUt2t7AsWt2o6keGb9XQMca0dmrh9GnZKkxTHISlruvpmZrwWIiDVAAr+TmfePtSpJ0pIZZCWtJGuBWeBfI+JU4ExgL/BO4F+ADwI3UDx449ea+7w1M+efuhcRfwacRvEgjpsz862jK1+SVOYaWUnL3Qsj4rqI+CbFsoI/Bx5s9p0PvAC4HPhuZl7TbPtGZr4AeD3wibbjnQ68JTNPAG6LCCcEJGlM/AIsabmbX1rQEhHnAmTmnoj4MHAFcESz+xkU4fePmq8PaTve6cBfRMRvUjzWsjaswiVJvTkjK2nFioh1FDOw5wCbm80/Bj6UmRuAk4HPte32OuCNmfl84BjgOaOpVpLUziAraSW7DHh/Zn4c2BURbwUuAk6OiOuArwE/bNvnB8D1zaUK/wfcNMJ6JUkltUajMe4aJEmSpIE5IytJkqSJZJCVJEnSRDLISpIkaSIZZCVJkjSRDLKSJEmaSAZZSZIkTSSDrCRJkiaSQVaSJEkT6f8BJpOhyC/QyLgAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 936x72 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(13, 1))\n", | |
"plt.pcolormesh(xp/dp, np.arange(y.shape[0]) * dp, img)\n", | |
"cbar = plt.colorbar()\n", | |
"cbar.set_label(f'{img.unit._repr_latex_()}')\n", | |
"plt.xlabel(\"Pixels\")\n", | |
"plt.ylabel(\"Pixels\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e1a1acf8-31f5-496f-93e7-01e167827f7d", | |
"metadata": {}, | |
"source": [ | |
"If we integrate this image over some time, it will result in the electrons recieved from the target, per pixel." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"id": "9d9c1016-4641-417e-9c3d-54855e8c2e61", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0, 0.5, 'Pixels')" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 936x72 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(13, 1))\n", | |
"plt.pcolormesh(xp/dp, np.arange(y.shape[0]) * dp, np.log10(img.value))\n", | |
"cbar = plt.colorbar()\n", | |
"cbar.set_label(f'log {img.unit._repr_latex_()}')\n", | |
"plt.xlabel(\"Pixels\")\n", | |
"plt.ylabel(\"Pixels\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "195c4bce-82f9-468f-91d4-23e10c1608ae", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "25c0fca2-b2e2-4195-b35c-9ca07b58949e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.7" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment