{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online[![Binder](https://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.19?urlpath=lab/tree/tutorials/data/hess.ipynb)\n", "- You may download all the notebooks in the documentation as a\n", "[tar file](../../_downloads/notebooks-0.19.tar).\n", "- **Source files:**\n", "[hess.ipynb](../../_static/notebooks/hess.ipynb) |\n", "[hess.py](../../_static/notebooks/hess.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# H.E.S.S. with Gammapy\n", "\n", "[H.E.S.S.](https://www.mpi-hd.mpg.de/hfm/HESS/) is an array of gamma-ray telescopes located in Namibia. Gammapy is regularly used and fully supports H.E.S.S. high level data analysis, after export to the current [open data level 3 format](https://gamma-astro-data-formats.readthedocs.io/).\n", "\n", "The H.E.S.S. data is private, and H.E.S.S. analysis is mostly documented and discussed at https://hess-confluence.desy.de/ and in H.E.S.S.-internal communication channels. However, in 2018, a small sub-set of archival H.E.S.S. data was publicly released, called the [H.E.S.S. DL3 DR1](https://www.mpi-hd.mpg.de/hfm/HESS/pages/dl3-dr1/), the data level 3, data release number 1. This dataset is 50 MB in size and is used in many Gammapy analysis tutorials, and can be downloaded via [gammapy download](https://docs.gammapy.org/dev/scripts/index.html?highlight=download).\n", "\n", "This notebook is a quick introduction to this specific DR1 release. It briefly describes H.E.S.S. data and instrument responses and show a simple exploration of the data with the creation of theta-squared plot.\n", "\n", "H.E.S.S. members can find details on the DL3 FITS production on this [Confluence page](https://hess-confluence.desy.de/confluence/display/HESS/HESS+FITS+data) and access more detailed tutorials in this [repository](https://bitbucket.org/hess_software/hess-open-source-tools/src/master/) \n", "\n", "## DL3 DR1\n", "\n", "This is how to access data and IRFs from the H.E.S.S. data level 3, data release 1." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:06.141643Z", "iopub.status.busy": "2021-11-22T21:10:06.140844Z", "iopub.status.idle": "2021-11-22T21:10:06.505694Z", "shell.execute_reply": "2021-11-22T21:10:06.505899Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from astropy.coordinates import SkyCoord\n", "import astropy.units as u" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:06.508056Z", "iopub.status.busy": "2021-11-22T21:10:06.507754Z", "iopub.status.idle": "2021-11-22T21:10:06.825012Z", "shell.execute_reply": "2021-11-22T21:10:06.825181Z" } }, "outputs": [], "source": [ "from gammapy.data import DataStore\n", "from gammapy.maps import MapAxis, WcsGeom, Map\n", "from gammapy.makers import MapDatasetMaker\n", "from gammapy.makers.utils import make_theta_squared_table\n", "from gammapy.visualization import plot_theta_squared_table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A useful way to organize the relevant files are the index tables. The observation index table contains information on each particular run, such as the pointing, or the run ID. The HDU index table has a row per relevant file (i.e., events, effective area, psf...) and contains the path to said file. Together they can be loaded into a Datastore by indicating the directory in which they can be found, in this case \"$GAMMAPY_DATA/hess-dl3-dr1\":" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:06.827399Z", "iopub.status.busy": "2021-11-22T21:10:06.827090Z", "iopub.status.idle": "2021-11-22T21:10:06.842251Z", "shell.execute_reply": "2021-11-22T21:10:06.842439Z" } }, "outputs": [], "source": [ "data_store = DataStore.from_dir(\"$GAMMAPY_DATA/hess-dl3-dr1\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:06.844627Z", "iopub.status.busy": "2021-11-22T21:10:06.844316Z", "iopub.status.idle": "2021-11-22T21:10:06.846239Z", "shell.execute_reply": "2021-11-22T21:10:06.846401Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data store:\n", "HDU index table:\n", "BASE_DIR: /Users/adonath/github/gammapy/gammapy-data/hess-dl3-dr1\n", "Rows: 630\n", "OBS_ID: 20136 -- 47829\n", "HDU_TYPE: ['aeff', 'bkg', 'edisp', 'events', 'gti', 'psf']\n", "HDU_CLASS: ['aeff_2d', 'bkg_3d', 'edisp_2d', 'events', 'gti', 'psf_table']\n", "\n", "\n", "Observation table:\n", "Observatory name: 'N/A'\n", "Number of observations: 105\n", "\n" ] } ], "source": [ "data_store.info()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:06.849863Z", "iopub.status.busy": "2021-11-22T21:10:06.849566Z", "iopub.status.idle": "2021-11-22T21:10:06.851306Z", "shell.execute_reply": "2021-11-22T21:10:06.851479Z" } }, "outputs": [ { "data": { "text/html": [ "
ObservationTable length=2\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDDATE-OBSRA_PNTDEC_PNTOBJECT
degdeg
int64bytes10float32float32bytes18
201362004-03-26228.6125-58.771667MSH15-52
201372004-03-26228.6125-59.771667MSH15-52
" ], "text/plain": [ "\n", "OBS_ID DATE-OBS RA_PNT DEC_PNT OBJECT \n", " deg deg \n", "int64 bytes10 float32 float32 bytes18 \n", "------ ---------- -------- ---------- --------\n", " 20136 2004-03-26 228.6125 -58.771667 MSH15-52\n", " 20137 2004-03-26 228.6125 -59.771667 MSH15-52" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_store.obs_table[:2][[\"OBS_ID\", \"DATE-OBS\", \"RA_PNT\", \"DEC_PNT\", \"OBJECT\"]]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:06.854414Z", "iopub.status.busy": "2021-11-22T21:10:06.854097Z", "iopub.status.idle": "2021-11-22T21:10:06.855391Z", "shell.execute_reply": "2021-11-22T21:10:06.855581Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No HDU found matching: OBS_ID = 23523, HDU_TYPE = rad_max, HDU_CLASS = None\n" ] } ], "source": [ "obs = data_store.obs(23523)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:06.857529Z", "iopub.status.busy": "2021-11-22T21:10:06.857248Z", "iopub.status.idle": "2021-11-22T21:10:07.424114Z", "shell.execute_reply": "2021-11-22T21:10:07.424407Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs.events.select_offset([0, 2.5] * u.deg).peek()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:07.426343Z", "iopub.status.busy": "2021-11-22T21:10:07.426040Z", "iopub.status.idle": "2021-11-22T21:10:07.832859Z", "shell.execute_reply": "2021-11-22T21:10:07.833094Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/adonath/software/mambaforge/envs/gammapy-dev/lib/python3.9/site-packages/astropy/units/quantity.py:486: RuntimeWarning: invalid value encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs.aeff.peek()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:07.835092Z", "iopub.status.busy": "2021-11-22T21:10:07.834795Z", "iopub.status.idle": "2021-11-22T21:10:08.307199Z", "shell.execute_reply": "2021-11-22T21:10:08.307430Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs.edisp.peek()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:08.309447Z", "iopub.status.busy": "2021-11-22T21:10:08.309140Z", "iopub.status.idle": "2021-11-22T21:10:09.138831Z", "shell.execute_reply": "2021-11-22T21:10:09.139099Z" } }, "outputs": [ { "data": { "image/png": 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3Pq6qX8c4LBNQWZS//fstmxs+0RgTMVZCN8bEN5GmbcYYYyLD8nJEqepsVe2tqnur6k2xjsdsV1VctP37rVuDnGn2JHPnzuU3v/kNPXv25NZbb633HFXl4osvpmfPngwYMIClS5c2et8nn3ySyZMnhztcFixYwKBBg+jfvz8TJ06kuroagIULF5KRkcF+++3Hfvvtxz//+c96r//5558ZOnQovXr1Yty4cVRWVgLwyiuv0K9fPw499FDy8pwJbX/88UfGjx8f9ucQjBUwjDFxTMDlatpmjDEmAiwvm9arpqQYgAIf1ORbAaM1qKmp4cILL2TOnDl88803PP/883zzzTe7nDdnzhxWrFjBihUrmD59Oueff34MogW/38/EiROZOXMmX331FXvttRczZsyoPX7ooYeybNkyli1bxnXXXVfvPa688kouu+wyVqxYQVZWFo899hgAd911F4sWLWLChAk899xzAFxzzTXceOONkX9iddhvE2NMfLNP+owxJr5YXjatlL+omGoXbE0Ff0Fh4xeYFu+TTz6hZ8+e9OjRg4SEBMaPH8+sWbN2OW/WrFlMmDABEWHYsGHk5+ezbt26Xc574okn6N27N4cffjgffvhh7f5NmzYxZswYhgwZwpAhQ2qPbdq0iREjRjBo0CDOPfdc9tprLzZvbnj4Ul5eHomJifTu7ayQM2LECF555ZWQn6+qsmDBAk466SQAJk6cyOuvvw6Ay+WioqKC0tJSvF4v77//Pjk5OfTq1Svk+4eDzYFhjIlfNtbaGGPii+Vl04ppaSllCVCULHQoKGr8AhNec66C9f8L7z077gvH1j8sBGDNmjV06bJ9YaDOnTuzePHikM5bs2YNOTk5tfvWrVvHlClT+Oyzz8jIyGD48OHsv//+AFxyySVcdtllHHLIIaxcuZJRo0axfPlybrjhBo488kiuvvpq5s6dy/Tp04M+nezsbKqqqliyZAmDBw/m5ZdfZtWqVbXHP/74YwYOHEhubi533nkn/fr12+H6vLw8MjMz8Xg8OzwPgClTpjBq1Chyc3N55plnGDt2LDNnzgwaTyRYAcMYY4wxxhhjGlNSRnmiUOQDKSyOdTQmClR1l31STxE3lPMWL17MEUccwbZljseNG8f3338PwDvvvLPD0JTCwkKKior44IMPeO211wA45phjyMrKChqviDBz5kwuu+wyKioqGDlyZG0xYtCgQfz666+kpqYye/Zs/vCHP7BixYqQn8eIESMYMWIEADNmzGD06NF899133HnnnWRlZXHvvffi8/mCxhcOVsCIYz8U/hD0+IH/+LXBY+/d0D7otaWByVzq09jnKv56frC3SXA1/CPlbmTZNVczlmWr7x9b7TEaPlaj/ma0Gfzapt45WLwAEuT/UGOvYH0JN5T7ArjF3XC7QY41jy3XZ+LLD4U/Bj1+4D9+afDYuGt/H/Ta/NKEpoTUqERPTYPHajT4v/saf8PHk5K9DR7z+4PnMY+34Zzh8QT/N19Z2fDzSaho+BhARXnDv/s8KQ2329jzqa5pOOMnJgR/q1UT7Nq0hq/1eBv5neqKVC8Jy8um9XKVVVCV7KUoqQr36tJYh9P6BOkpESmdO3feoQfD6tWryc3NbfJ5Db0X9/v9fPzxxyQnJ++wP9jfOA056KCDeP/99wGYP39+bZEkPT299pzRo0dzwQUXsHnzZrKzs2v3Z2dnk5+fT3V1NR6Pp97nUVpayowZM5g3bx4jR45k1qxZPPfcczz77LNMmjRpt+PdXfYbyBgT31zStM0YY0xkWF42rZSrrIKaJC8lPhee4nLU3/QPwkzLMGTIEFasWMHPP/9MZWUlM2fO5Pjjj9/lvOOPP56nnnoKVWXRokVkZGTsMHwEYOjQoSxcuJC8vDyqqqp46aWXao+NHDmS+++/v/bxsmXLADjkkEN48cUXAacYsbXO6jdHHXVU7fCOujZu3AhARUUFt912G+eddx4A69evry2IfPLJJ/j9ftq2bbvDtSLC8OHDefnllwGnp8UJJ5ywwzm33347l1xyCV6vl7KyMkQEl8tFaWl0inpWwDDGxDebLM4YY+KL5WXTSnnKqqhJTqAiJQFRxV9oE3nu6TweD/fffz+jRo2iT58+jB07tnbeiGnTpjFt2jTA6dHQo0cPevbsyaRJk3jwwQd3uVdOTg7XX389Bx10EEcffTSDBg2qPTZ16lSWLFnCgAED6Nu3b+19p0yZwvz58xk0aBBz5swhJyeHtLQ0/H4/P/zwA23atNmlnTvuuIM+ffowYMAAjjvuOI488kgAXn75Zfr378/AgQO5+OKLmTlzZm2PkNGjR7N27VoAbrvtNu6++2569uxJXl4eZ511Vu29165dy5IlS2qLGpdffjnDhg1jxowZnHrqqc1+vUNhQ0iMMfFLsK7KxhgTTywvm1bMW15FRbt0KtMUKKMmPx93ZmaswzIRNnr0aEaPHr3L/m09G8DpufDAAw80eq8zzjiDM844Y5f92dnZvPDCC7vsz8jIYN68eXg8Hj7++GPee+89EhMT+eqrrxgzZswuQ07AKWDccccdu+yfPHkykydPrjeu2bNn137fo0cPPvnkk3rPy83N5a233qp9fPLJJ3PyySfXe26kWAHDGBPH7FM7Y4yJL5aXTevlrahBfUnUpAqQT01+fqxDMnu4lStXMnbsWPx+PwkJCTzyyCMA9O/fn7vvvjvG0cWGFTCMMfHNxk0bY0x8sbxsWqmkcj/4kqnJcP6EqrYChomwXr168fnnn8c6jLhiBQxjjDHGGGOMCcLv95NYCa7UFMhwVjyyHhjGRJ8VMIwx8c3GWhtjTHyxvGxaodKiLbgAV0oKpDsrOdRszY9pTMa0RlbAMMbEL8HGWhtjTDyxvGxaqeJ8Z2lKT0oanjSocVkPDGNiwQoYxpg4JrXLOxljjIkHlpdN61RSkAeAJy0dX0INpckuK2AYEwPWB9AYE7e2fdDXlM0YY0z4WV42rVV54RYAEtIySPYkU5RsPTBaizPPPJP27dvTv3//Bs9RVS6++GJ69uzJgAEDWLp0aaP3ffLJJxtc1rQ5VJV//OMf9O7dmz59+jB16lQACgoKOO644xg4cCD9+vXjiSeeqPf6n3/+maFDh9KrVy/GjRtHZWUlAK+88gr9+vXj0EMPJS/PKej9+OOPjB8/PuzPIRgrYBhj4pq4pEmbMcaYyLC8bFqjsgKngJGUlkmKN4XCJLUCRivx5z//mblz5wY9Z86cOaxYsYIVK1Ywffp0zj///ChFt6snn3ySVatW8e2337J8+fLaAsMDDzxA3759+eKLL1i4cCGXX355bXGiriuvvJLLLruMFStWkJWVxWOPPQbAXXfdxaJFi5gwYQLPPfccANdccw033nhj9J4cVsAwxsQzcVbra8pmjDEmAiwvm1aqoigfgKSMNvi8PoqSoWrrltgGZaLisMMOo02bNkHPmTVrFhMmTEBEGDZsGPn5+axbt26X85544gl69+7N4Ycfzocffli7f9OmTYwZM4YhQ4YwZMiQ2mObNm1ixIgRDBo0iHPPPZe99tqLzZs3B43loYce4rrrrsPlcv7Ub9++PQAiQlFREapKcXExbdq0wePZcUYJVWXBggWcdNJJAEycOJHXX38dAJfLRUVFBaWlpXi9Xt5//31ycnLo1atX0HjCzebAMMYYY4wxxpggKosKAUhOb4PPU0xeMtSsz49tUK3MbZ/cxrdbvg3rPfdpsw9XHnhls++zZs0aunTpUvu4c+fOrFmzhpycnNp969atY8qUKXz22WdkZGQwfPhw9t9/fwAuueQSLrvsMg455BBWrlzJqFGjWL58OTfccANHHnkkV199NXPnzmX69OmNxvLjjz/ywgsv8Nprr9GuXTumTp1Kr169mDx5Mscffzy5ubkUFRXxwgsv1BY5tsnLyyMzM7O2sLHteQBMmTKFUaNGkZubyzPPPMPYsWOZOXNms1+73WUFDGNMXLPJ4owxJr5YXjatUXWggJGSmY2vYjO/JIM/Px9VtX8TBlXdZd/OPxeLFy/miCOOoF27dgCMGzeO77//HoB33nmHb775pvbcwsJCioqK+OCDD3jttdcAOOaYY8jKymo0loqKCpKSkliyZAmvvvoqZ555Ju+//z7z5s1jv/32Y8GCBfz444+MGDGCQw89lPT09JCex4gRIxgxYgQAM2bMYPTo0Xz33XfceeedZGVlce+99+Lz+RqNr7msgGGMiVu2Wp8xxsQXy8umtaopKQIgJSMb3xYfxckClVVoWRkShT/aDGHpKREpnTt3ZtWqVbWPV69eTW5u7i7nNVTs8vv9fPzxxyQnJ++wv76CQiixjBkzBoATTzyRM844A3CGr1x11VWICD179qR79+58++23HHjggbXXZmdnk5+fT3V1NR6Pp97nUVpayowZM5g3bx4jR45k1qxZPPfcczz77LNMmjRpt+PdXTYHhjEmrolIkzZjjDGRYXnZtEY1JSX4BZJTMmvnwABbicQ4jj/+eJ566ilUlUWLFpGRkbHD8BGAoUOHsnDhQvLy8qiqquKll16qPTZy5Ejuv//+2sfLli0D4JBDDuHFF18EYP78+WzdurX2nKOOOqp2eEddf/jDH1iwYAEA//nPf+jduzcAXbt25d133wVgw4YNfPfdd/To0WOHa0WE4cOH8/LLLwNOT4sTTjhhh3Nuv/12LrnkErxeL2VlZYgILpeL0tLS0F+wZrAChjEmrtkbZWOMiS+Wl01rpCWllCU6f6j5PFbAaE1OOeUUDjroIL777js6d+5cuyrHtGnTmDZtGgCjR4+mR48e9OzZk0mTJvHggw/ucp+cnByuv/56DjroII4++mgGDRpUe2zq1KksWbKEAQMG0Ldv39r7Tpkyhfnz5zNo0CDmzJlDTk4OaWlp+P1+fvjhh3onF73qqqt45ZVX2Hfffbn66qt59NFHAbj22mv56KOP2HfffTnqqKO47bbbyM7Oro1/7dq1ANx2223cfffd9OzZk7y8PM4666zae69du5YlS5bUFjUuv/xyhg0bxowZMzj11FOb/VqHwoaQGGPil1hXZWOMiSuWl01rVVJGRaLz2a/P66PI5/xDsALGnu/555+vd/95551X+72I8MADDzR6rzPOOKN2SEdd2dnZvPDCC7vsz8jIYN68eXg8Hj7++GPee+89EhMT+eqrrxgzZswuQ04AMjMzefvtt3fZn5uby/z58+uNa/bs2bXf9+jRg08++aTe83Jzc3nrrbdqH5988smcfPLJ9Z4bKVbAMMbEMfvUzhhj4ovlZdM6SVk5VYluAOuBYaJm5cqVjB07Fr/fT0JCAo888ggA/fv35+67745xdLFhBQxjjDHGGGOMCcJdWkFVshdwemAUBwoY1XXmJDAm3Hr16sXnn38e6zDiihUwjDFxSwCxmXqMMSZuWF42rZW7vIqaJKeAkeJNoTjJ2W89MIyJLitgGGPimnVVNsaY+GJ52bRG3vIqqrJSAUhwJYDHQ1Wym5r8ghhHZkzrYjV0Y0z8CkwW15QtpNuLHCMi34nIDyJyVT3HjxCRAhFZFtiuC/dTNMaYFsXysmmlvOU1+H1OtwsRwefxUZmaYD0wjIky64FhjIlrrgh90icibuABYASwGvhURN5Q1W92OvV9Vf19RIIwxpgWyPKyaY0SK/yQsn3Fh2RvMuUpNoTEmGizHhjGmLglOJ9yNGULwYHAD6r6k6pWAjOBEyL5fIwxpqWzvGxaI7/fT1KFIj5f7T6fx0dpiscKGK3AmWeeSfv27enfv3+D56gqF198MT179mTAgAEsXbq00fs++eSTTJ48OZyhArBgwQIGDRpE//79mThxItXV1QAsXLiQjIwM9ttvP/bbbz/++c9/1nv9zz//zNChQ+nVqxfjxo2jsrISgFdeeYV+/fpx6KGHkpeXB8CPP/7I+PHjw/4cgrEChjEmrjWjq3K2iCyps52z0607AavqPF4d2Lezg0TkCxGZIyL9IvMsjTGm5bC8bFqbspJ83Aru1JTafSneFEp8LitgtAJ//vOfmTt3btBz5syZw4oVK1ixYgXTp0/n/PPPj1J0O/L7/UycOJGZM2fy1VdfsddeezFjxoza44ceeijLli1j2bJlXHdd/SPwrrzySi677DJWrFhBVlYWjz32GAB33XUXixYtYsKECTz33HMAXHPNNdx4442Rf2J1RKyAISJdROQ9EVkuIl+LyCX1nCMiMjUwzvFLERkUqXiMMa3OZlUdXGebvtPx+j4O1J0eLwX2UtWBwH3A6xGIM2osLxtjYszysmmRSgo2A+BOSavdt20p1RpbRnWPd9hhh9GmTZug58yaNYsJEyYgIgwbNoz8/HzWrVu3y3lPPPEEvXv35vDDD+fDDz+s3b9p0ybGjBnDkCFDGDJkSO2xTZs2MWLECAYNGsS5557LXnvtxebNmxuMIy8vj8TERHr37g3AiBEjeOWVV0J+rqrKggULOOmkkwCYOHEir7/+OgAul4uKigpKS0vxer28//775OTk0KtXr5DvHw6RnAOjGrhcVZeKSBrwmYj8e6dxjMcCvQLbUOChwFdjjAEiOtv9aqBLncedgbV1T1DVwjrfzxaRB0UkW1Ub/s0R3ywvG2OazfKyaW1K8p0fL29anQKGx0dhkuIvLkarqhCvN1bhtRrrb76ZiuXfhvWeiX32oePf/97s+6xZs4YuXbanr86dO7NmzRpycnJq961bt44pU6bw2WefkZGRwfDhw9l///0BuOSSS7jssss45JBDWLlyJaNGjWL58uXccMMNHHnkkVx99dXMnTuX6dN3rvvuKDs7m6qqKpYsWcLgwYN5+eWXWbVqe8e2jz/+mIEDB5Kbm8udd95Jv347dmLLy8sjMzMTj8ezw/MAmDJlCqNGjSI3N5dnnnmGsWPHMnPmzOa9cE0QsQKGqq4D1gW+LxKR5TjdAOu+UT4BeEpVFVgkIpkikhO41hjT2u3GzPVN8CnQS0S6A2uA8cCpOzQv0hHYoKoqIgfi9FrLi1hEEWZ52RjTbJaXTStUVrgFAbxpGbX7fB4fBUl+AGoKCvBkZ8coOhMPnLdNO9q52Lt48WKOOOII2rVrB8C4ceP4/vvvAXjnnXf45pvtb8cKCwspKirigw8+4LXXXgPgmGOOISsrK2gcIsLMmTO57LLLqKioYOTIkbXFiEGDBvHrr7+SmprK7Nmz+cMf/sCKFStCfh4jRoxgxIgRAMyYMYPRo0fz3Xffceedd5KVlcW9996Lr848MZESlVVIRKQbsD+weKdDDY113OGNcmCM5DkAXbrWLcwbY/Zsgrgi805ZVatFZDIwD3ADj6vq1yJyXuD4NOAk4HwRqQbKgPFaX2ZvgSwvG2OaxvKyaX3KCrfiAxLTMmv3+bw+tiY6kyPW5OdbASMKwtFTIlI6d+68Q0+H1atXk5ubu8t5DfVg8/v9fPzxxyQnJ++wvynp7aCDDuL9998HYP78+bVFkvT09NpzRo8ezQUXXMDmzZvJrvOzm52dTX5+PtXV1Xg8nnqfR2lpKTNmzGDevHmMHDmSWbNm8dxzz/Hss88yadKk3Y53d0V8Ek8RSQVeAS6t2+1v2+F6Ltnl/5KqTt82XrJdu7aRCNMYE4ec2e6bPFlco1R1tqr2VtW9VfWmwL5pgTfJqOr9qtpPVQeq6jBV/ShiTzaKLC8bY5rK8rJpjSoKnXkuktK3f/rt8/rIS3BWZ7CJPM3xxx/PU089haqyaNEiMjIydhg+AjB06FAWLlxIXl4eVVVVvPTSS7XHRo4cyf3331/7eNmyZQAccsghvPjii4BTjNhaZ86Vo446qnZ4R10bN24EoKKigttuu43zzjsPgPXr19cWRD755BP8fj9t2+74Hk5EGD58OC+//DLg9LQ44YQdF4O6/fbbueSSS/B6vZSVlSEiuFwuSktLQ3/BmiGiBQwR8eK8SX5WVV+t55RGxzoaY1q3CC7X1ypZXjbGNJfl5cgSkWNE5LvAZMpXBfblisgCEZkVKEKbKKosKgAgOWP7H3s+j4/NVsBoFU455RQOOuggvvvuOzp37ly7Kse0adOYNm0a4PRo6NGjBz179mTSpEk8+OCDu9wnJyeH66+/noMOOoijjz6aQYO2z5M+depUlixZwoABA+jbt2/tfadMmcL8+fMZNGgQc+bMIScnh7S0NPx+Pz/88EO9k4vecccd9OnThwEDBnDcccdx5JFHAvDyyy/Tv39/Bg4cyMUXX8zMmTNrc/Po0aNZu9Z5u3fbbbdx991307NnT/Ly8jjrrLNq77127VqWLFlSW9S4/PLLGTZsGDNmzODUU08lGiI2hEScV+MxYLmq3t3AaW8Ak0VkJs4kcQU2ztoYUyuyY61bHcvLxphms7wcUSLiBh4ARuAUlD8VkTeACcBFQA/gNGBazIJshaqLnc6KKXULGF4fhcnOp9nVthLJHu3555+vd/+2ng3gFHYfeOCBRu91xhlncMYZZ+yyPzs7mxdeeGGX/RkZGcybNw+Px8PHH3/Me++9R2JiIl999RVjxozZZcgJOAWMO+64Y5f9kydPZvLkyfXGNXv27Nrve/TowSeffFLvebm5ubz11lu1j08++WROPvnkes+NlEjOgXEwcDrwPxFZFtj3d6Ar1I5jnA2MBn4ASoFd/28aY4wJF8vLxhgT3w4EflDVnwACxeQTcOYE8Qc2KyFFWXVxEQCpGe1q9/k8zjKqYD0wTOSsXLmSsWPH4vf7SUhI4JFHHgGgf//+3H13Q59F7dkiuQrJBzSSYAOTLl0YqRiMMS2fdTsOH8vLxphwsLwcUfVNpDwUuAN4Gihgp5VZtqk7uXLXrl0jG2Ur4y8pwQ/40rZ31/d5fVR4gQSvFTBMxPTq1YvPP/881mHElaisQmKMMU1lb5SNMSa+WF6OqHonUlbVX4HDgl2oqtOB6QCDBw+2lVnCyF9SSkUCuNzu2n0pnhRnPFV6mhUwIkxVLe+0QJFaIMoKGMaYuCVAhFbrM8YY0wSWlyPOJlKORyWlVCTuuPZBstcZP+JPT6EmvyAWUbUKSUlJ5OXl0bZtWytitCCqSl5eHklJSWG/txUwjDHxS0DsnbIxxsQPy8uR9inQS0S6A2uA8TQwZMREj5SWU5nk3mGfz+MDoCY9xXpgRFDnzp1ZvXo1mzZtinUoZjclJSXRuXPnsN/XChjGmLhmxXZjjIkvlpcjR1WrRWQyMA9n4s7HVfXrGIfV6rnKK6hK8u6wz+d1ChhVqUnUrMuPQVStg9frpXv37rEOw8QRK2AYY+KYWHdBY4yJK5aXI01VZ+OsCGXihLu0kurknQoYgR4YlakJ1NgyqsZEjavxU4wxxhhjjDGmdfKWV+NPTtxhX4o3BYDyFC81BQURm7DQGLMj64FhjIlbgnVVNsaYeGJ52bRG3opqSnYqYGwbQlKW4oGaGvxFRbjT02MRnjGtihUwjDFxzboqG2NMfLG8bFqbxHI/pCTvsC/BlYBb3JT4nA7tNfn5VsAwJgqsgGGMiV9ib5SNMSauWF42rVBShSI+3w77RASfx0dxsvPvoSY/H7p2jUF0xrQuVsAwxsQ1e59sjDHxxfKyaU0qyorx+MGVkrLLsWRvMoWBjhm2lKox0WEFDGNMXBNXy3inLCLtgYOBXKAM+ApYoqr+mAZmjDFhZnnZtCZFWzcA4E5L2+VYijeFgsCPk61EYkx0WAHDGBO3WsJkcSIyHLgKaAN8DmwEkoA/AHuLyMvAXapaGLMgjTEmTCwvm9ampCAPAG/qrgUMn8fHVqkGrAeGMdFiBQxjjGme0cAkVV258wER8QC/B0YAr0Q7MGOMaaUsL5uwKSvcAoA3ddcJOn1eH1tdleByUW0FDGOiwgoYxpj4JeCK84/6VPWvQY5VA69HLxpjjIkwy8umlSkryCMJSEzP3OWYz+NjY+VG3Onp1gPDmCixAoYxJo5Ji5ntXkT+Us/uAuAzVV0W5XCMMSZCLC+b1qWiKJ8kICkta5djPo+P0upS3JmZVsAwJkpcsQ7AGGOCEWnaFgODgfOAToHtHOAI4BER+VtMIjLGmAiwvGxak8oiZ6qU5Iw2uxzzeX2UVpXizsqyAoYxUWI9MIwxcUtoObPdA22BQapaDCAiU4CXgcOAz4DbYxibMcaEheVl09pUFRUA4MvI3uWYz7u9B0bV+vXRDs2YVskKGMaY+CW0mK7KQFegss7jKmAvVS0TkYoYxWSMMeFledm0MtXFRQCk1FfA8AR6YGRmUL58ebRDM6ZVsgKGMSautZz3yTwHLBKRWYHHxwHPi0gK8E3swjLGmPCyvGxak5qSEgBS0tvucszn9aEomp5qQ0iMiRIrYBhjTBio6o0iMhs4BKeX9XmquiRw+E+xi8wYY1ony8smHPwlxZR7weNN2OWYz+MDoCbNh5aX4y8vx5WUFO0QjWlVbBJPY0xcE5EmbTGSDBSq6j3AryLSPVaBGGNMpFheNq1KSRkVifX/yeTzOgWM6rRkAOuFYUwUWA8MY0xcaymTxQUmhxsM/AZ4AvACzwAHxzIuY4wJN8vLpjWR0nIqE931HkvxpABQmZoIOAUMb8eOUYvNmNbIChjGmLgVw6X3muJEYH9gKYCqrhWRtNiGZIwx4WV5uXEikgT8HjgUyAXKgK+At1X160i3b8LLVVZOVXL9fzIle52eF+VpiSRiPTCMiQYrYBhj4lhMux3vrkpVVRFRgMAkccYYs4exvByMiFyPM1noQmAxsBFIAnoDtwaKG5er6peRjsWEh7usiuokb73Hts2BUeZzOwWMrVujGJkxrZMVMOLYZ5s3Bz2elNTw/76qGn/Qa32ehq/1qwa91i0NT50S7JjHVX/y335t/d3zAITgb5aU4DE3xK/BX6fg9w3eZrCXsanxNibYa9jca4O9YW3s/09zuFrOG+UXReRhIFNEJgFnAo/EOCYTZp9t3hT0ePC8HHzaqYzkqgaPVVQ3fG2CO3geS02sbvBYdkrwlSSDRby1vOGcnl+262R3dW0pafh1Ki4KHlNVRcPPp6ys4dcwlHs3xNXIkIlGfm0GFfRnpqrh/7cpqcFf46y2vgaP/dx4WEFZXg7qU1W9voFjd4tIe5zlXU0L4Smrojw7td5j2+bAKEl2kYn1wGhNaoqKqMnLc74WFuIvLKSmsAh/USE1BYXUFBXiLyzCX1kBNX60ptr56q+B6hrU74eaGrSmBm9ODm0nnU3yvvvG+mm1CFbAMMbEtZbyPllV7xSREUAhznjr61T13zEOyxhjws7yctA2327k+EacXhmmhfBWVFPqq39lkW09MIp9zj8KK2Ds+arWrmXTgw9S8NrrUFNT/0keD+70dNxpaUhSErhdiMuNuN3gdiMuF+LxIIkJ4HJTungxRfPnk3LYobS74AKS99svmk+pxbEChjHGhEngjbEVLYwxJk7EKi+LyJvs2lWzAFgCPKyq5dGOyTRNQkUNNFDASPE6o5JKqcTl81kBYw9WvWkTmx+eTv4LLwCQNW4cyfsNxJWW5hQr0tNxBb5KUtJuDbWrKS5h67PPsuWJJ/hl/CmkHHww2RdeiG/Q/pF6Oi2aFTCMMXFLJP5nuxeRIoKMJ1LV9CiGY4wxEWV5OWQ/Ae2A5wOPxwEbcObCeAQ4PQoxmDBIKlfEV/+QrG1DSEqrS3FnZloBYw9UvXUrWx5/nC1PP4NWVZH5xxPJPv98vLm5YWvDnZpC9rnn0Oa0P7H1+efJe/wJfj31VHwHDaPdhRfiGzw4bG3tCayAYYyJa/E+WZyqpgGIyD+B9cDTgAB/AmwVEmPMHsfyckj2V9XD6jx+U0T+q6qHiYitRNJCVFaUklADrpT6539NcCXgFjelVU4Bo9oKGHuMmuJitjw5gy1PPom/pIT03/2OdpMvJKFbt4i16UpJoe3ZZ5N16qlsnfkCeY89xq+nnY7vwANpd9FkfEOGRKztliT4jGLGGBNj25bs290tBkap6oOqWqSqhar6EDAmJpEYY0wEWV4OSTsRqZ2sM/B9duBhZZRiMM1UUuBMqO9OrX8STxHB5/E5PTCysqwHxh7AX1FB3mOP8+PRI9h8//34hg2l++uv0+nOOyJavKjL5fPR9swz6PnOv+lw9VVU/PwTv54+gS1PPRWV9uOd9cAwxsS1eP+kr44aEfkTMBOn6/IpQAOzOxljTMtleTkklwMfiMiPOL0/ugMXBJZynRGlGEwzFec7K095UhvuuJPsTa7tgVG5alW0QjMRUPHjj6y5/Aoqvv2WlIMPpt2ll8R0ZRBXcjJtJk4kc9w41v7tSjbcfAtaWUnbs8+OWUzxwAoYxpj4JRL3Y63rOBW4N7Ap8GFgnzHG7DksL4dEVWeLSC9gH5wCxrd1Ju68JxoxmOYrLcgDwJuW0eA5Kd4UmwMjHmz9FUo2QVZ38LXZrW5fqkr+Sy+x4eZbcCUn0/nBB0k7cngEg909rqQkOt19F2v/diUb77wLf2Ul7S64INZhxYwVMIwxcUtoUcv1/QKcEOs4jDEmkiwvh0ZEfMBfgL1UdZKI9BKR36jqW7GIxzRNeWE+CUBikAKGz+ML9MDohr+wEK2uRjz2J1ZUrVkKjx8DNRXO48R0aNPdKWbs/DW9E7i2z6JQU1DAumuvc5Yx/e1B5Nx6K9727WP0RBomHg+5d9yOJCSweep9aGUl7S65pCX1iAsb+9dljDHNICLXAA+q6pYGjh8J+OxNqzHGREec5OUngM+AgwKPVwMvAfa7oAUpL9wSKGBkNXiOz+ujpKoEd2YmADWFhXjatIlOgAZK8uDFCZDaHo65BfJXwZafYOvPsP5/8O3b4K/afn5SBnQ7FLofTmlRNmtuuo/qTZtpf8XltDnzTMQVv1NEittNzs03IV4vedMeRiuraP/XK1pdEcMKGMaYuNYCkvL/cGaXLweWApuAJKAXsB/wDnBzzKIzxpgws7wckr1VdZyInAKgqmXSAl44s6OKogIAkjMaLkj4PD42lm7cXsDIz7cCRrT4a+DVs6F4A5w5DzoNqv+cgtVOQWPLT7BmKfrjQja/9B82f5OKNw26nbM/yQckQeEayOwS/eexG8TlouMN1yNeL1sefxytrKTDP/7eEvJy2FgBwxgT1+I9IavqLGBWYKzzwUAOUAg8A5yjqmWxjM8YY8LN8nJIKkUkGWfuDURkb6AiCu2aMKouLgTAl9G2wXNqVyFp5/TSsHkwomjhLfDjAjhuav3FCwCXG7L2crYeR1CVM4o1L2yl7OulZBzanw5H+HCv/RBmzXbOb9MDfjMajpoCnoToPZfdIC4XHa69BklIYMuTT6KVlXS8fkpc9x4JJytgGGPil0Ak54oTkWNwJndzA4+q6q0NnDcEWASMU9WX6ztHVVcAKyIVqzHGxAXLy6GaAswFuojIsziFlD/HKBbTRFVFTgEjJTO7wXN8Xl/tKiQANVu3RiM0890c+O8dsP/pcMDEkC4pnDefdddcA34/uXfcQcZxv3cOqMLGb+Cn/8BPC+Hj+6G6An53Z+TibyYRof2Vf0MSE8l7+GG0qoqcf92IuN2xDi3irIBhjIlbAhGb7V5E3MADwAicscmfisgbqvpNPefdBsyLSCDGGNOCWF4Ojar+W0SWAsNwXrZLVHVzjMMyu6mmpBiA1Ix2DZ7j8/pqVyEB64ERFXk/wqvnQs5+MLrxIoNWVrLhjjvZ+vTTJA0YQKe77iShS52hIiLQoZ+zHXQBzPuHU8ToPBgGjo/c82gmEaHdpZcgCV4233c/WlVF7q237PGTyO7Zz84Y0+JFsKvygcAPqvpToJ2ZOLPVf7PTeRcBrwBDIhWIMca0JJaXGyYiO/djXxf42lVEuqrq0mjHZJpOS0qp9IA3IanBc7atQuLKdFYqsQJGhFWWwgunOyuJjH0KvA3/vwGoWrOG1Zf9hfIvv6TNxAm0v/xyJKGRoSFH3wBrl8GblzpFjY77hi38cBMR2l14IZKQwKa77kbcLnJuuWWPHk5iBQxjTFxrxvvkbBFZUufxdFWdXudxJ2BVncergaE7ti2dgBOBI4nDN8rGGBMLlpeDuivwNQkYDHyB0wNjALAYOCRGcZkm0JJSyhOD/8D7vD4UpSJBwOu1AkYkqcJblzrDPU572ZnXIoii995j7VVXQ00NnabeS/rIkaG14/bAyU/Aw4fBC6fBOQshueGVaOJB9qRJUF3Npnun4s5q4wwvifP5iprKChjGmD3VZlUdHOR4fVldd3p8D3ClqtY09EtARNoAk4G1wGPA33GWzVsO3KyqNhjWGGMc0crL2XWHa4jIaTi9O74CHlHVne8ZNqo6PNDmTJwJQ/8XeNwfuCKUe9Q3D4iI5OJMQloE/ElViyMRv9lJaRmVicHnFPB5fACU1ZThzsywAkYkffoofPkCDL8Geh7d4GlaXc2me+4h79HHSOzbh8733ENC166711Zqezh5Bjw5Gl47D8Y/7/T6iGNtzzuP6rwtbHnySdxt2zhFjT1QfP9fMMa0biJIE7cQrAbqrpXVGacIUddgYKaI/AKcBDwoIn/Y6ZxngBTgAOA9oCPO2Owy4Mnde8LGGBPnWkZenr89XLkGOB34DGdujbt35+k2wz7bihcAqvoVzhKuQdWZB+RYoC9wioj0BS7GGTrzKHBaJAI2u3KVVVCVFPzz3hRvCgBlVWV4MjPDX8CotsVrAFi5GOZeBb2PgUMvb/C0qg0b+PXPfybv0cfIHD+Obs8/v/vFi226DoVRt8D3c+H9uxo/P8ZEhA5/v5r03/2OTXfdTf7L9c5v3OJZDwxjTFyL1GRxwKdALxHpDqwBxgOn1j1BVbvXxiHyJPCWqr6+031yVXW0OO/OV6vqEYH974vIssiEbowxsdMC8nLdAP8IHKqqJSLyHBCtOSiWi8ijOEVuxSk6LA/huobmAXED/sC2Z/YLj0Pu0gqqkr1Bz9nWA6O0upSkzCxqtuaHL4C8H+GRI50/2A++OHz3bWmKN8JLEyGjC5z4cIM9IYo//JC1f/0b/vLyHVcZaY4DJ8HqT+G9m6DT/kF7fsQDcbnIveVmagoKWHfdFNyZmaQdHd8x7y7rgWGMiVuCM9a6KVtjVLUaZ+jHPJw3lS+q6tcicp6InLcbYbpEJAvnU8NUEekGICJtgfhcQNwYY5qoheTlZBHZX0QOANyqWhK4fxVQs7vPuYnOAL4GLgEuxZmI9IwQrqtvHpBOwP3Aw8B5OEWRXYjIOSKyRESWbNq0qemRm1qe8ir8ycF/lSd7kwEoqSrBnZlJdX6YRo76/fDGRVCeD+/fCeUF4blvS1NTDS+fCWX5MO5pSM7c5RRVZfNDD7Hq7El42rah+0svhqd4AU7yOu4eaN8XXjkbtv4anvtGkCQk0HnqvSTt2581f7mc0k8/jXVIYWU9MIwxcS2SExCp6mxg9k77pjVw7p8buM0twLeB788EHg3E3Ae4ISyBGmNMHGkBeXkd24eKbBGRHFVdFygsV4cr1mBUtRz4v8C2O+qdB0RVfwUOa6TN6cB0gMGDB0dsno/WxFteQ3lyYtBz6vbAcGdmUpMfpkLDksfg1w9h6HmweBosfhgO/1t47t2SvHcT/PK+0/OigdVA8h5+mE33TiX9uOPIueF6XD5feGNISHGKJ9OHw4sT4Mx5ja5+Emsun48u06bx62mns+r8C9jr6adI6tMn1mGFhfXAMMbELyGSY63DQlWfB3KBTqr6CnAMcBUweKfZ9Y0xpuVrGXl5+E7btqVM82mkCNBcIvKmiBwnIruMOxCRHiLyTxE5M8gtQpkHxERJQkUN6ksOeo7PGyhgVG0rYOTT7Hlit/4C/54Cex8Fx9wKvY+Fjx+A8sLm3belWfEOfHA3DJoIA8fXe8qW555j0z33knHC8eTedmv4ixfbtN0bTpwG65bBnL9Gpo0w82Rl0fXRR3ClpbFy0jlUrlwZ65DCwgoYxpi45pKmbdEiIgmAP9D1GeBQ4HBCmKzNGGNaonjPy9uIyGAROTFQUNhHVWtUtTTCzU7C+T3wrYh8KiKzRWSBiPyMMwTkM1V9PMj1tfOABH6/jAfeiHDMpgFJFX6kkQLGtkk8t/XAoLoaf0lJ0xtVhTcuBnHBcfc6QxiOuNIZSvLJw02/b0tTsAZeOwfa94Njb6v/lDffYsON/yL1yCPJ+de/kEivErLPaDj0Clj6FHw2I7JthYk3J4eujz0K1dWsPOtsqveA4WVWwDDGmOb5FMgEEJG/AjcBycBfROSWGMZljDGtkogcLiJLgFuBx4FzgcdEZKGIdAl+dfOo6npV/Zuq7g2cDNwI/AXop6ojVHVWI9fXOw9IJGM29auuqiSxCiQlJeh5tUNIAj0wgOatRPLZk/Dzf2DkPyEz8OOau7+z+sbHD0BFUdPv3VLUVMMrZ0FVOYydAd5di0hF773H2quuwjdkCJ3+727EG3yy1bAZ/nfoMRxm/xXWfxWdNpspsUcPukx/mOq8PFZOOoeaopb9M2QFDGNM3HImi9MmbVHkVtVtM3aNA45S1X/hLIH3u2gGYowxkdZC8vI9wLGqejQwCKhS1YNxCsyPRSsIVf1FVT9W1WW70/NDVWeram9V3VtVb4pkjKZhxQXOJ9Xu1NSg59UOIakuxZ2VBdD0lUjyV8H8a6H7YXDATnO+Hn4llG2FT1rB6NT3boKVHzuTZ2b32uVw6aefsubSy0jq04fODz6IKzH4PCVh5XLDmMcgwQfvtpypzpIHDKDz1KlU/Pij0xNja5gmm40BK2AYY+JapGa7D6NCEekf+H4zsG1WJw+WY40xe6AWkJfdqrqtn/RKYC8AVf03zooexjSqtCAPAE9qWtDzElwJuMW9Uw+Mxv84VL+fksWfUFMQmPRTFd68BNQPx9+36z+aToOg10j46P49uxdG3XkvBozd5XDZ11+z6vwL8HbqRJdHpuNODd5DJiJS2sJvL4YV82HVJ9Fvv4lSDzmYzvfeQ8V33/HrKadSuXp1rENqEntzbYyJay7RJm1RdB7wrIg8BWwElojI48AHOCuUGGPMHqUF5OUlIvKYiJwKPAcsBBARH+COZiCm5SrJd2pg3tT0oOeJCD6Pb/scGIQ2hKTg1VdZOXEi3x/0W3455VQ2X3c+ZZ/+Fz1yCmR1q/+iw6+Csi3wySO78UxakEbmvaj46WdWTToHV3oaXR9/DE+gx0tMHHgO+LLhvZtjF0MTpB15JF2feJzqrVv55ZRTKF++PNYh7baIFTBE5HER2Sgi9Q4OEpEjRKRARJYFtusiFYsxpmWSZmzRoqpf4nRRfh74DHgQZ+zy0ar6bBRDaZTlZWNMc7WEvIwz58VnwG+Bd4BtSwYoMCq6oYCIZInIgGi3a5qnrMjpRZGQntHouT6vz+mBkZUJND6ERFXZMmMGib16kn3euWh5KZte+g+/zG/HiiueZu2VV1Lw1tu7dvPvfAD0PBo+ug8qipvytOJXI/NeVK1dy8qzzgIRuj72GN6OHWMUaEBiKhxyKfz0Hvz6UWxj2U2+QYPo9uwziMfLr6edTsmiRbEOabdEsgfGkzjLCQbzvqruF9j+GcFYjDEtkbSIT/oIzGw/R1XvVdW7VPUFVc0XkYOjGkjjnsTysjGmOVpAXlbVKlV9UFUnq+ojqloT2F+GsyxpxAUmDE0XkTbAF8ATInJ3NNo24VFe6BQPktIa/5Tf5w30wEhPB5FGe2CULlpExYofaHPGmbS76CK6n5xIr5Pyyb32L6QMG0bxwv+w9oorWHHwIfwybjxF77yz/eJtvTA+fbQ5Ty/+BJn3ojovj5VnnoW/qIiujz5CYvfusYlxZ4PPgtQOsOAmZwhQC5LYsyfdnn8Ob24uKyedQ8Hbb8c6pJBFrIChqv8FtkTq/saY1iHex1qLiFtEThGRK7bNhSEivxeRj4D7oxdJ4ywvG2PCwfJySDJUtRD4I/CEqh4AHB2ltk0YVBbmA5CUHkIBw+OjpKoEcbtxpac3WsDY8tTTuNu0If13o+HLF+H7uXh+dy0Zf5pEp7vupNdHH9LthZlkn38+NcXFrJ58EWuu+KvTI6PLENj7KKcXRmUzlmuNJyv+3eC8FzXFxayadA5V69fT5eFpJPXpE6Mg65Hgg0P+Ar9+AD//N9bR7DZvx47s9ewz+AYOZO3lV7BlRstYGjbWc2AcJCJfiMgcEenX0Ekico6ILBGRJZs25UUzPmOMacxjwNlAW2CqiDwB3Ancrqr7xzSyprG8bIxp6eIhL3tEJAcYC7wVpTZNGFUWFwLgy2i7w/7F085jyQs7TnG1bQgJgDszI2gBo/LXXyleuJCs8eNwVW6FOX+DLkNh6Lm154jbTfLAgbS7aDI9Xn+N7IsvonDePH467ninN8YRV0HpZvg0aovqRE7BGni1/nkvtKqKNZdeRvl339H53nvwHXBAjIIM4oA/Q3onpwdJC+uFAeBOT6fLY4+SNnIkG265lQ133IH6/bEOK6hYFjCWAnup6kDgPuD1hk5U1emqOlhVB7dr17ah04wxe6B4/6QPGAyMUNWrgdHAycARqvp6VKMID8vLxphGWV4OyT9x5kP6QVU/FZEewIootm+aqbrYWekjJSO7dt83i+YydP3z9Pn2PqjcvjKuz+OjrLoMAE9mVtACxpZnngWPh8xx4+Hty6G6HE54wFmesx7i9dLuggvo/vJLeNq3c3pj3PsS1R0Pg4+mtuxeGDXV8PKZUF2xy7wXqsr6G/9FyQcf0PH6KaQefngMAw3CmwSHXg6rFsMP78Y6miZxJSbS6f/uJuvUU9ny2OOsveoqtLIy1mE1yNPQARH5YwjXl6vq7KY0HOhWt+372SLyoIhkq+rmptzPGLPnEaI/n0UTVKqqH0BVy0Xke1VdH4mGLC8bY2LN8nJoVPUl4KU6j38CxkQzBtM8NYECRmpmO8BZ9tT9znUUaxKplMDXr8L+pwHb58AAcGdmUrVpYwP3LKbg1VdJP+YYvIVfwLdvwYh/7jLnQ32SfvMbur/wApsfeYTND02j5MNkcvoVkbbkcfjtReF4ytH34f/BqkXwx0d2eQ22PPYY+S++SNtJk8g6+eQYBRii/U+HD+6B9/4FPY+KesU2HMTtpsO11+Bp355N99xDTX4+XR58EPE0WC6ImWARPQLMIvjE0YcBTXqjLCIdgQ2qqiJyIE5vEOuHbIzZQQv4FbCPiHwZ+F6AvQOPBVBVDefM85aXjTExZ3m5cYFhK7tUelT1zEi3bcLDX1JClRsSk1MB+HzeDAZVf8dNngsYW/0GvT59bHsBw1N3CEkm5Su+r/eeBa++ir+khDYTJsBHVztDD4ZdEHJM23pjpB11FGuvvprVHxSSvu5+OjwxBk/73GY+4ygrWA3/vQv6HLfLvBeFc+ey8c67SB99LO0uuzQ28e0OTwIc/ld44yL4fi785thYR9QkIkL2eefizsxk/fXXs/Hu/6PD3/7a+IVRFqyAMaexJCsizwQ59jxwBJAtIquBKYAXQFWnAScB54tINVAGjFdtgQOHjDER1QI+6YvmbFKWl40xMWd5OSR1571IAk4E1sYoFtMEWlJKRYJTrquqrKDdJ7fzi6sLWQdP5Ol3S/jn2hmw9nPI3R+f15nEE5wCRk1+wa73q6lhyzPPkrz//iS3U2fSx6NvALd3t2Or7Y1xx3VsfuY1Sn5/HLn/N5XUg+Nt8bMg5l8LKIy8aYfdpZ9/ztq/XUny/vuTc8stiCvWUzaGaOAp8P7dzlwYvUZBS4m7Hlnjx1Hx/fdsefxxkvftT/qx8VWQabCAoaqnNXZxsHNU9ZRGrr2fOJuh3xgTX2Iwbnq3qeqvUWzL8rIxJqYsL4ccwyt1HwcKyO80cLqJR6VlVCQ5f4Qufe0ehupalh38MLlZaTxUcyjXJ7+Ia8kTcPz+tXNg+NWPOysTLS3FX1mJKyGh9nbF//kvVStX0v6yS2HRNPD64ICJTQ5PvF7a/f0W0jxLWPvaKtZc9hf2njsHT5s2zX3mkffLh84QnMOvgqy9andXrlzJ6gsuxJPTkc4PPoArMTGGQe4mtxcOvxJePw++fRP6nhDriJqlw1VXUr58OWv/cQ2JPXuS2KvxYU7R0mhpSET+WM92lIi0j0aAxpjWTUSbtO3JLC8bY2LJ8nKT9AK6xjoIEzpXaQWVSR6KC7fSc/kDfJOwLwOPHEv79ESK8LGp23Hwv5ehvACf14eilFeX487MBKBma/4O99vy1FN4OnYk7aCB8L8XYb9TIbnxJVobkzR2Cp2GbcJfUszGu+9u9v0irqbaWXklowscfMn23fn5rDr3PPD76frww3iymv/aRN2AsdC2F7x3C8T5Sh6NkYQEOt1zD64UH6svupiaoqJYh1QrlL4tZwGPAn8KbI8AfwE+FJHTIxibMcaY+lleNsaYOCYiRSJSuO0r8CZwZazjMqFzlVVSneTlfy/dRFsKcI/8J+Jy0SE9CYBvcsdAVQl8+SIpnhQASqtLtxcw6qxEUv7d95QuWkTWqacin8+AmkoYen54Au12CIn7/ZY2fSopePkVSj//PDz3jZSlT8KGr2DkvyDBB4C/spLVky+iavVqOj/4AAndusU0xCZzuZ0lbjctd3qYtHDeDu3p/H//R+Xq1ay96uq4WV41lAKGH+ijqmNUdQzQF6gAhmKJ2BgTYa4mbrEkIlkiEslJ4iwvG2NixvJy41Q1TVXT63ztvfOwEhPfPGWVVCe6GbjyKZamHsZvBh8JUFvA+M7dC3L3hyWP4/M4y3+WVZXhznR6DtRs3Vp7r63PPI0kJZF54nHw6aPQ+xjI7hm+YI+5lXb7bMGTkcj6f96I1tSE797hVLoFFvwLuh1aO8RCVVl3zTWULllCzi234DvggBgH2Uz9/gjt+sDCW53eJi2cb/BgOvztbxS/+y550x+JdThAaL9PuqnqhjqPNwK9VXULUBWZsIwxxtFSuiqLyEIRSReRNsAXwBMiEqm+nJaXjTExY3k5aJv7BL4Oqm+LZNsmvLwV1VRoGV6qafeHm2v3pyZ6SE30sKGwHAafCRu/wVewGoCS6hLcWZnA9h4Y1Vu3UvDGm2QcdxyeVf+G0s27tfJISDr0w3XIuXTot56K5cvZOnNmeO8fLu/dBOWFcOxttZPpbL7vfgrfeJN2l15Cxu9/F+MAw8DlguFXQ94K+OrlWEcTFlmnn0b673/Ppnvvpfj9D2IdTkgFjPdF5C0RmSgiE4E3gP+KSAqQH9HojDGtmgAuadoWAxmqWgj8EXhCVQ8Ajo5QW5aXjTExYXm5UZcHvt5Vz3ZnhNs2YZRQXoPHVcbSdifQpee+Oxxrn57IxsIK6D8GEtNJ/nEhAKVVuw4hyX/xJbSigjannwaLHoIO/aH7YeEP+IirSOuTTkrXBDbdcy/VeXG2Cvr6r2DJ4zDkLOjQD4D8115n84MPkjHmj7Q999wYBxhG+xwHHfcN9MJo+Z8riQg5/7yBxF69WHvFFVSuXhPTeEIpYFwIPAHsB+wPzAAuVNUSVR0ewdiMMabFfNIHeEQkBxjLjsvnRYLlZWNMzFhebpiqTgp8HV7PdmQ0YjDhkVjhR72w90n/3OVYh7QkpwdGQgoMHI/v5w+BXefA0Koqtj73HCm/PYhEz1rY+DUMOz8yS/kkpSOjbqJD/9X4S0vYeOdd4W+jqVRhzpWQlAlHXA1Ayccfs+7aa/EdNIyc669H4n15o93hcsHwf8DWn2HZc7GOJixcPh+d778PVWX1xRfhLy+PXSyNnaCqCiwB3lbVS4HZQGqE4zLGGGjip3wx+qTvn8A84AdV/VREegArItGQ5WVjTMxYXg6qgVWiardItm3C55vF80iuhNLU9mR37LLL8Q7piWwoCvwBN/hMUqorAKcHhisxEUlOpiY/n8L586nesIGs00+Hjx+ElHbQ/6TIBb7vSSTuO4y2fSsoeO01SpcujVxbu+Pr1+DXD+Coa8HXhooVK1h98SUkdu9O56lTEa831hGGX+9joMtQeGcKFG1o/PwWIKFrV3Jvv42Kb5az/vobcN6ORl8oy6hOAl4GHg7s6gS8HsGYjDEGAEGbvEWbqr6kqgNU9YLA458CE2yGneVlY0ysWF5u1HGB7SzgMbavFvUocFqE2zZhoH4/ZXOvByCtW596z+mQnsSGwgrnD7j2ffDl7A9AaVUJAO7MTGry89n61NN49+pKar9cWDEPhpwN3qTIBS8Cv7uT7H224MkMTOhZHeOJJCtLYP61zpCKQROp2riRleeeiyspiS4PT8Odlhbb+CJFBI6/HypL4a1LnV4oe4C0I44g+8ILKXj9dfJjNNdKqENIDgYKAVR1BdA+kkEZY0xLIyJPiMjjO28Ras7ysjHGNCLKeRkAVT1DVc8AFOhbZ7WofpFs14TPFwteILfc6aiTmNmm3nM6pCdRWe0nv9SZ38C3n1ObKln/BQDurExKFi+m7IsvaPOn05BPp4M7AQafFfkn0L4PrkPOp0O/dVR8+y1bn4/xhJ4f3AOFq+HYO/CXlbP6vPOpyS+g87SH8Obmxja2SGvX2+l18t1s+PKFWEcTNtkXXkDK4Yex/uZbYrJsbygFjApVrdz2QEQ8EIMyujGmVRJp2hYDbwFvB7Z3gXSgOEJtWV42xsSM5eWQdFPVdXUebwB6R6lt00TVVZVkfXQTv/rbAeBNrb93wLalVLcNI/H1OxGAspUfAeDJzKR63TpcKSlkHHOEMw/CvmMhtV2En0HAEVeR1ieLlL28bLr3Xqo3b45Ouzvb+gt8eC/sezLa+UDWXH4F5d9+S6e77yK5Xyup6Q27ALoMg9l/g8K1sY4mLMTlotPtt+Pt2JE1l14W9QljQylg/EdE/g4ki8gI4CXgzciGZYwxDpdok7ZoU9VX6mzP4kwa1z9CzVleNsbEjOXlkCwUkXki8ufAalFvA+9FqW3TREvfeIC9/KvI28tZzjMhLaPe8zqkJwKwodCZ+yIhIQ03Qunm76FwXe1Enhlj/oj7+5ehqhQOCvPSqcEkpiGj/kWHfqvxl5Wy8Y47otd2XfOvAZcHPfoGNtx0M8ULF9Lhmn+QdsQRsYknFlxu+MODUFMJb1y8xwwlcWdk0HnqvdTk57Pm8iuiOlQplALGVcAm4H/AuTiTxV0TyaCMMWabFvRJ3856AV0jdG/Ly8aYmLG83DhVnYwzT9FAnBWjpqvqRdFo2zRNVWUF3f43lW89fWjfxZn7IjE9q95za3tgFDo9MEQEn9dHqQCfP407qw2I0OaU8bB4OnQ/vHbp0KjpP4bEAb+lbb9yCma9Qemnn0a3/R/fg+VvwmGXs+XVf7P1uedoc+aZtDn11OjGEQ/a7g0jboAf/g2fPx3raMImqU8fOk6ZQumiRWyael/U2vU0doKq+oFHApsxxkSNQEw+tWsKESnCGcYhga/rgSsj0ZblZWNMrFheDp2qvgq8Gq32TPPkrV9JR7bwyz4XUVVcAEByAwWMdmlOD4yNhduXkvR5UynNyIXPnqTNaW+TctAwEoqXQtFaOO6eiMe/CxEYfSfZPx1MwcourP/njXR/9ZXorPhRXghvXQZZ3Sgs+g0bb/8baaNG0f6KyyPfdrwaMskp6Mz9O/QYDpm7rm7TEmX+8UTKPv+cvOnTSR44gLSjjop4mw32wBCR/4nIlw1tEY/MGGNw3nU2ZYs2VU1T1fQ6X3ur6ivhbMPysjEmHlhebpyIDBORT0WkWEQqRaRGRAqj0bZpmtLCLQB409pSVez8r0pOr38SzySvm0yfl/U7FDB8lLTZCwrXkFD5rfOH3McPQNue0HNE5J9Afdrvg+uQC+jQfx0VK1aw9bnnIt+mKrz9F8hfSdk+f2Pt1deQPHAgubfdirhC6fy/h3K54IT7Qf3wxuQ9ZigJQIdr/kFSv36svfIqKn/9NeLtBeuB8fvA1wsDX7f1d/kTUBqxiIwxZpv46XbcIBHZR1W/FZFB9R1X1XAuwm552RgTW5aXQ3U/MB5njqLBwASgZxTaNU1UXhQoYKRkUVXkrCaSktnwpJsdA0upbuPz+ChNzIC0HPj0MUhuA2uXwug7nT9eY+Xwv5H25cukrPKyaep9pI0YEdnVP5Y9B/97icr+F7Pq+gfwdOhA5wcfwJUUweVjW4qsbjDyRqfAs+RxGBKFVWmiwJWYSOep9/LzH8ew+uJL6DbzeVzJyRFrr8EChqr+CiAiB6vqwXUOXSUiHwL/jFhUxhjTclwOTALuqueYAkeGqyHLy8YYE5Ko5eVgVPUHEXGrag3whIh8FI12TdNUFm8FICmtDdXFRQCkZGQ3eH779KSdhpD4KK0ug0ET4D+3Q0UhJGXCfjGe8yExDTnmJjquP5uf/t2ZdddNocsj05FIVCI3r4DZV1DT8beseuwz8Pvp8vA0PG3q78nSKg0+E5a/AfOvhb2PhDbdYx1RWHg7dSL3zjtYdc65rL/+BnJuvSUyP2OENolniogcsu2BiPwWSIlINMYYU8e2sdbxPNu9qk4KfB1ezxapN8mWl40xMWF5OWSlIpIALBOR20XkMixPx7WqEqeAkZzWFn9JKTUCSb70Bs/vkJa4Qw+MFE8KZdsKGCKwajEc8GdIiIP/7f1OJGHfQ2i/XzElH3xAwSsRGElVXQEvn4G6klizqB2Vq1bR+f77SOy+Z/yBHjYicPz9zuoksyaD3x/riMIm9dBDyb7wQgpmzSL/hRci1k6jk3gCZwGPi0gGTtW6ADgzYhEZY0wdLaCr8h+DHQ9M4hZulpeNMTFjeTkkp+N8UDgZuAzoAoyJQrumiWrK8gFIzWiDlpRQnii4ggz96JCexKbiCmr8itslJHuTKa0uhYzO0PsY+H4eHHhOlKJvhAgcfx9Z6w6naLWbDbfeSsrBB+PNyQlfG/++Dtb/j40l4ylZ9F863vhPfEOGhO/+e5LMLjDqZmcujE8fgaHnxjqisMm+4HzKvvyCDTfdTFLfviQPGBD2NkJZheQzYKCIpAOiqgVhj8IYYxrgIu4nOTou8LU98FtgQeDxcGAhEZiB3vKyMSaWLC8HJyJu4CZVPQ0oB26IZHsmPLTM+VWakp4FpWVUJAbvqN4hPZEav5JXUkH7tCR8Hh8lVSXOwd/dBcMugIxOkQ47dFl7IWOfJGfzSfw0rwPrrr0ufENJvp0Ni6exVUez5c3/0mbiBLJOPrn5992T7X+aM5Tk31Og59HOUqt7AHG56HT77c58GJdcSvdXX8GTVf9qPk0VbBWS39d9rKqFO79J3vkcY4wJN5GmbdGiqmeo6hk4PSH6quoYVR0DhH3Bd8vLxph4YHm50fZrgHaBISSmhZCKAoo1GY83AVdpOVVJ7qDnt093JqXcUOAMI/F5fZRWBebTTs+F7odGNN4m6XEECWNuoP2+W52hJK++1vx7FqyBWRdQUt2H9a98Rcohh9D+r39t/n33dCJw3L3gSYA3LtqjViVxZ2bSaepUavLyWHv5FWhNTVjvH6wHxh0isobgK1/dDLwV1oiMMSZAUCSK46abqZuqrqvzeAPQO8xtWF42xsSU5eWQ/QJ8KCJvACXbdqrq3VFq3+wmV0UhxZJCKuAqq6Qq2Rv0/I7bChiF5exLBj6Pj7LqMvzqxyVxvFzosAvIWrOMolXvsuHmG0k5+Ld4O3Zs2r38NfDqOVRurWLNe34SunSh0913IZ5QZikwpOfCUdfB25fDj+86PTH2EMn9+9Hh2mtYf+115D3yCNnnnRe2ewf76doANJZkV4QtEmOM2ZmAK87HWtexUETmAc/jfOo3HngvzG1YXjbGxJbl5VCtDWwuIC1KbZpm8FYVUuZKBcBdVkmNLzHo+R22FTCKnJVIUrwpKEp5dTk+ry+ywTaHCHLCVHJ+PJqfnspj3VVX0OWJp5s2lOS/d1Lzw4esXjIApZIuDz2IO73hiU9NPfafAB/cAwtvhb2Piv9JhnZD1skn4y8oIP334e0cHGwZ1SPC2pIxxuzBVHVyYOK4bX1Gp6tqGPpm7tDGEeG8nzHG7MmikZeDtG3zXrQwCVWFlLmdAoa3vJrKtsHrTtmpCYhQuxKJz+MULUqrS+O7gAHgTSbh3Jm0/+ZINiz6jIIXnyNz3J927x6/foS+dytrv+5HxbotdH30ERK6dYtIuHs0TwIcejm8dSn88C702nN6YQC0PfvssN8zjvs3GWMMiGiTtlhQ1VdV9bLAFpU3ycYYE22Wl82eKKmmmEqvU7RIKK9BfclBz/e4XWSnJrKx0OmBsa1oUTsPRrzL7ELWlMdJblfJhptvpmrdusav2aZ0C7xyNpu+70Txt1vo8I+/k3LQQZGLdU+3358gowssvGWPmgsjUmyAUhzLSgjehajs82VBjh4R9Noaf9P/cQTrOipBxvxJ0GH7zdPUe7sl+ARN2oyZ1jXImzVXM2qHwbr4uRp5PsHabey1CPYSN+f5NNZkJKusInIMcC/gBh5V1Vt3On4CcCPgB6qBS1X1gwbuNQy4D+gDJATuWaKq1pdyD9KcvJz1x+BjjFfnN/yJncfd8Drxnkb68ycEu7aRPyr9GizfNHydxxV8Xfskb8PtVicFf2sSrHdtY+/73O6GM4o2401jQkLDMSf5go+jT0ltuJu6L6Hhic+ykiuD3jcjuazBY/ODXhmc5eXIq+81EJFc4BmgCPiTqhbHMsY9UbK/mC3engAkVvghJXgBA5yVSDZsK2DU6YHRUkiPQ8n967n8dPVjrL/odDq/9O/gQ0n8flj9Kbx3E/lfFpD3eTqZp4ynzamnRi/oPdEe3gsj3Br9HSQiu/xmrW+fMcZEQqQ+6Qssc/cAcCzQFzhFRPrudNq7wEBV3Q84E3g0yC3vB07BmYMiGTgb541z2FleNsbEkuXlxonIwaHsq+echl6Di4GLcJ7vaeGN1gCkagn+hHT8fj9JlYo00gMDoENaEusDQ0iSvc75LaYHRkDCcX+l/bG/ofirNRQ8VM/IJ38N/PIhzP4b/F9feHwkpZ99yvolWfiGDaPj3/8e/aD3RPv9CTK6Wi+MEIRSRP84xH3GGBN2riZuITgQ+EFVf1LVSmAmcELdE1S1WLd/LJsCwbvkqOoPgFtVa1T1CWB4aKHsNsvLxpiYsbwckvoKJaEUTxp6Ddw4vU78BF+JyjSBv6aGVC3Fn5RJadFWXAru1NRGr+uQkVQ7hCTFmwK0rB4YAIiQddNMkjt52TBtJlXffAg11fDTQnjrMvT231B29wlsfWEm65a24+dPBvPrgmw8uZ3ofM//Id7gvcxMiDwJcNjlsGYJ/PBOrKOJaw32eRSRjkAnIFlE9md7skwH4nxmGmPMnqIZ46azRWRJncfTVXV6ncedgFV1Hq8Ghu7avpwI3AK0B34XpL1SEUkAlonI7cA6nDfXYWN52RgTDyI4n0WLy8v1xHYQ8FugnYj8pc6hdJwiRGMaeg3uAJ4GCoB6++uLyDnAOQBdu3bd7dhbs+KifNJFkaQMSgs3A+BOaXzxmA5pSeSVVFJZ7d8+hKSF9cAAkEQfufc+yk/jJrDu4rNI61pN+YZKyrcmUlGQgNa0A8CVXklSv560PfJYsk45BXdmZmwD39MMPBX+e5fTC6Pn0XvUiiThFGyg6Sjgz0Bndly2rxCwvkLGmIgTmvUx02ZVHdzI7Xe2y7vywKRvr4nIYTjjrhsamHg6zoeMk4HLgC7AmN2KuHGWl40xMdXMvNxYYbkl5uWdJQCpOO+x6/4FXAicFML19b4GqvorcFiwCwOv5XSAwYMHWx/03VBSsJl0wOXLpDh/EwCe1BAKGOnO6M1NxRW1k3iWVJVELM5ISuh/IO3OPpWNDz9PyWovrpR0kvrvS5t99yWpXz+S+vXD26VL05ZbNaHxJMBhV8CbFzu9MHqNiHVEcSnYMqozgBkiMkZVX4liTMYYEw2rcd7MbtMZWNvQyar6XxHZW0SyVXVz3WOBMcs3qeppQDkQkeXzLC8bY1q4xgrLLS4v1xPTf4D/iMiTgaLD7tqt18CER2nhVgA8vizKCrfgAhLTMxu9rkN6EgAbCsvp3r7lTeK5szaXXEPSQSPx5uZasSJWBp4C798J791svTAaEMqQxA9F5DERmQMgIn1F5KwIx2WMMQC4RJu0heBToJeIdA90MR4PvFH3BBHpKYHf3iIyCOeTtbydb6SqNTjdhROa+3xDZHnZGBMzlpdDkigi00Vkvogs2LaFcF2jr4EJv/KiLQAkpGZSUZgPQGJaZqPXtQ/0wNhYWF7bA6OsuuEVgOKduFykDBtGQteuVryIFU8CHHoFrF0KK/4d62jiUijLqD4R2P4RePw98ALwWKSCMsaYbSL161NVq0VkMjAPZ1zy46r6tYicFzg+Daer8QQRqQLKgHF1Jo/b2S84hYU3gNr+o6p6dwPnN4flZWNMzFheDslLwDScVUMaXg93Jw29BpEJ0WxTWewUMJJS21C4+ieSgaTd6oFRQYIrAY94WuQcGCbO7Heq0wtj4S3OMBIrJu0glAJGtqq+KCJXQ21iDTkRG2NMU0non9o1iarOBmbvtG9ane9vA24L8XZrA5uLHcc9R4LlZWNMTFheDlm1qj7UlAvrew1MZFWX5gPgS29LZXEBAMkZbRu9ro0vAa9bWF9YjoiQ7E1u0UNITJxwe+Gwv8IbF8GK+dB7VKwjiiuhFDBKRKQtgUmURGQYzgzIxhgTcS2l6KyqURlfHWB52RgTM5aXQ/KmiFwAvAZUbNupqltiF5JpSE2ggJGS0ZbqoiLn+/TGCxgul9A+LYkNgaVUfR5fi53E08SZgafAf+8I9MIY2XISbxSEUsD4C87Yu71F5EOgHaHNomyMMc1m6bpelpeNMTFjeTkkEwNf/1pnnwI9YhCLaYSWO58BpKZnUV1cCEBKZvuQrm2fnsjGQqdG5fP6bAiJCQ/rhdGgRgsYqrpURA4HfoPzO+s7Va2KeGTGGAMR7arcUlleNsbEkuXlxqlq91jHYEIn5QUUaTJpHg81JSX4BXxpWSFd2yEtiR83FQNODwwbQmLCZuAp8N87rRfGThpdhURETgaSAxMI/QF4ITDrszHGmAAROTiUfWFqy/KyMcY0Ipp5uZ52fCJyjYhMDzzuJSK/j0bbZve5KwookVQAtKSU8gRwuUJZrBE6pCfWDiFJ8aZYDwwTPtt6Yaz9HL6fF+to4kYo/zKvVdUiETkEGAXMAJo0KZExxuwOacYWA/eFuC8cLC8bY2LC8nLIngAqgd8GHq8G/hWlts1u8lQVUupKcR6UlFGR6A752g4ZSRSWV1NWWYPP42vRy6iaODRwPGR1c3phNLjgUusSyhwY22a2/x3wkKrOEpHrIxeSMcZsF+9dlUXkIJw3qO1E5C91DqXjLIEXCZaXjTExY3k5JHur6jgROQVAVctErP93vEqoLqLc4yxUI2XlVCbtRgEjbdtSquUke5NtEk8TXm4vHH4lvH6+s7TqYX9t/Jo9XCg9MNaIyMPAWGC2iCSGeJ0xxjRbC/ikLwFIxSkIp9XZConcxJqWl40xMWN5OSSVIpLM9tWi9qbOaiQmviTVFFMRKGC4yiqoTgrlM15Hh/TtBQybA8NExMBTYN+xsOBf8M0bsY4m5hr81yki3VX1Z5w3yMcAd6pqvojksOOMysYYEzES55/0qep/gP+IyJOq+msk27K8bIyJB5aXQzIFmAt0EZFngYOBP8coFtMIX00xW7xOAcNTVkl1ckLI13ZITwRgQ1GFrUJiIkMEjr8PtvwEr50LWXtBzsBYRxUzwcqLLwMHAG+q6lHbdqrqOmBdpAMzxhihRXUrSAxM1taNOrlVVY8MYxuWl40xMWV5OTSq+m8RWQoMw3nZLlHVzZFu1zRNCiXUJGYA4CmvpiozJeRr2wd6YGwsLCclLYWy6jL86sclLehfiol/3iQY/xw8ciQ8fwpMeg/SOsQ6qpgIVsBwicgUoPdO4wcBUNW7IxeWMcYAEv+f9NXxEjANeJTtc1SEm+VlY0xsWV7eHZ1w5tzwAIeJCKr6agziMEH4a2pI1TI0UMBIKK+mJDkp5OvTkzwkeV1sKCwnN8uHopRXl+Pz+iIVsmmt0jrAKc/D46Ng5qnw57edwkYrE6yAMR5neb5t4weNMcY0rFpVI70SiOVlY4wJXTTycr1E5HFgAPA14A/sVsAKGHGmqHArGaJIslPASCz3Q0pyyNeLCB3Tk9hQWEFPj1O0KK0utQKGiYycAXDiw/Di6fDGZPjjI84Qk1YkWAHjGFW9TUQSVfWfUYvIGGPqaEEdMN8UkQuA16gzUZuqbgljG5aXjTExZ3k5JMNUtW8U2jHNVFKQRwbgSs7E7/eTWKmIb/eKD+3Tk1hfuL3XRWlVKYReAzFm9/Q9Ho68xpnUs90+cNgVsY4oqoL9Djoj8PUPUYjDGGN2ISgiTdtiYCLORJofAZ8FtiVhbsPysjEmpiwvh+xjEbECRgtQVpgHgDcli4ryYjx+cKWGPgcGOCuRbAysQgLYSiQm8g69AvY9GRbcCMvfjHU0URWsB8ZyEfkFZw3tL+vsF0BVdUBEIzPGGFrOJ32q2j0KzVheNsbEnOXlkMzAKWKsx+n9YXk6TpUXbQUgISWL4q0bAfCk7t4ozQ5pibxTWIHP4wxDsZVITMSJwPH3w5af4dVz4My5rWZlkgYLGKp6ioh0BOYBx0cvJGOM2a6lTBYnIj7gL0BXVT1HRHoBv1HVt8LVhuVlY0w8sLwckseB04H/sX0ODBOHKkucAkZSWhalBU5vjN0uYKQnUVZVg6qz/Kr1wDBRUbsyyfBWtTJJ0CK6qq4HhuJMFpcKbFDVX2O4prYxppWRJm4x8ARQCfw28Hg18K9wN2J52RgTa5aXQ7JSVd9Q1Z+35WjL0/GpKlDASE5vS2mBs9JtQmrGbt2jfXoiAGUVbgBKqkrCGKExQWxbmaRsq7MySVV5rCOKuAYLGCLiEZHbgVU43eCeAVaJyO0i4o1WgMaY1ksAl2iTthjYW1VvB6oAVLWMML9nt7xsjIk1y8sh+1ZEnhORU0Tkj9u2KLVtdoO/LB+AlIy2lBUGhpOkZ+7WPTqmO0tZFpc5ndttCImJqpyBzsoka5bA4yNh8w+xjiiigvXAuANoA/RQ1QNUdX9gbyATuLOxG4vI4yKyUUS+auC4iMhUEflBRL4UkUFNiN8YY+JFpYgk4yyTh4jsTZ1Z78PE8rIxxoQuGnm5IcmBtkYCxwW230epbbMbtCwfvwpp6VlUFhUAznCS3dEhUMAoKHHqYzaExERd3+Nh/POQvxIePgyWPQ/aMob77a5gk3j+Huituv2Zq2qhiJwPfAtc0si9nwTuB55q4PixQK/ANhR4KPDVGGNqtaClracAc4EuIvIscDDw5zC3YXnZGBNzlpcbp6pnNH6WiQdSXkCxJJPudlNRuG04ye4VMLYNISkodT4bLqsuC2+QxoRin9GQ86Ezqefr58GPC+B3d0FSeqwjC6tgBQyt+ya5zs4aCWH2JlX9r4h0C3LKCcBTgTYWiUimiOSo6rpGozbGtBouWkb1WFX/LSJLgWE4XZQvUdXN4W/G8rIxJrYsLzdORNoBk4Bu1Hm/rapnRqN9Ezp3ZSElpJAOVBUXAZCSmb1b9/AleEhL8rC5sAaPeGwIiYmdjE4w8Q14/y5YeAus/hROegw6HRDryMIm2BCSb0Rkws47ReQ0nE/6mqsTzjjubVYH9hljDOB8ytfULUY6AW4gATgsAuOdLS8bY2LK8nLIZgEZwDvA23U2E2c8VUWUulMBqCkJFDAydq+AAc4wko1FFSR7k20STxNbLjcc/jc4Yw74q+GxkfDhveDfMxZECtYD40LgVRE5E/gMZ/zgEJwxfSeGoe36fpXVW9IXkXOAcwC6dO0ShqaNMS1FS+mpLCKPAwOAr9m+ZJ4Cr4axGcvLxpiYs7wcEp+qXhmFdkwzJVYXUb6tgFFcDDS1gJHIhsJyfO18NgeGiQ9dh8F578MbF8O/r4OfFsIfprX4pVYbLGCo6hpgqIgcCfTD+X01R1XfDVPbq4G673o7A2sbiGU6MB3ggMH7t4x+i8aYsIjRzPVNMUxV+0ayAcvLxph4YHk5JG+JyGhVnR2j9k2IkqqLKEjKBcBfUkpZArjdwT7jrV+H9CQW/7SFtrk+G0Ji4kdyFox9Cj57EuZeBdMOhjGPQY/DYx1ZkwUbQgKAqi5Q1ftUdWoY3yQDvAFMCMx6PwwosHHWxpi6pBlbDHwsIlF5o2x52RgTK5aXQ3YJThGjTEQKRaRIRApjFIsJwucvoTohw3lQWkZFYqN/HtXLGUJSjs+TYj0wTHwRgcFnwDkLwdcWnj0Zfnwv1lE12e6XF0MkIs8DRwDZIrIaZyZoL4CqTgNmA6OBH4BSwGZrNsa0ZDNw3iyvx1k6T3Am3RwQ27C2s7xsjGllYpaXVTUt0m2Y8EjRYmoSnFUapKSMqkR3k+7TIS2RqholwZVkPTBMfGrfB/48G2YcB8+fAqe9DN0OiXVUuy1iBQxVPaWR44ozntsYYxqgLamr8uPA6cD/2D7WOq5YXjbGNJ/l5WBEZB9V/VZEBtV3XFWXRiMOE5qa6mrSpAxNcnpguMoqqExq2p9HHdKTnHtoIiU1eWGL0ZiwSmkLE2bBk7+DZ8fC6a9B16Gxjmq3RKyAYYwx4dBSJosDVqrqG7EOwhhjIs3yclB/wZng+K56jilwZHTDMcEUF24lA5BAAcNdVklNsrdJ92ofKGCgidYDw8S31HbOUqtPjIZnT4IJr7eoZVatgGGMiWvScj7p+1ZEngPexOmqDICqRmO2e2OMiRrLyw1T1XMCX4dHqg0TPiUFeWQAbl8mAJ7yKsrbNW30T4f0RAD8NV6bA8PEv7SOMPFNeHI0PH2i833OwFhHFRIrYBhj4pYQwkzD8SMZ5w3yyDr7orVcnzHGRIXl5dCJSH+gL5BU27jqU9Fo24SmtNAZ6uEJFDASymso9SUFuaJh7dOc66qrE6wHhmkZMjo5hYsnRsNTJ8Cf34YO/WIdVaOsgGGMiWsiLaOzsqrahJfGmFbB8nLjRGQKzqTJfXEmSD4W+ACwAkYcKS/eAkBCahvna0UN+JKbdK8Ej4u2KQlUVHopqy7Dr35c0oLKfaZ1yuwaGE7yO5hxPJwxG9r9JtZRBWUFDGNMXGsZb5NBRNoBk4Bu1MmtqnpmrGIyxphIsLwckpOAgcDnqnqGiHQAHo1Cu2Y3VBbnA5CU5hQwkioUSfE1+X7t05Moq3SjKOXV5fi8Tb+XMVHTpodTxHiyThGj7d6xjqpBVhY0xpjwmAVkAO8Ab9fZjDHGxEYs83KZqvqBahFJBzYCPaLUtglRTYnTA8OXnkVlWSneGnClpDT5fh3SEykpc5ZhtXkwTIuS3QsmvAH+ameZ1S0/xzqiBlkPDGNM/BJpMV2VAZ+qXhnrIIwxJqIsL4dqiYhkAo8AnwHFwCcxisU0oKYsH4CUjGyK8jcA4E5JbfL9OqQl8WW+C5Jx5sFo2mgUY2Kj/T7OEqszfg+Pj4KRN8G+J0Gc5XzrgWGMiVvSjC0G3hKR0bFp2hhjosPycmhU9QJVzVfVacAIYKLNlRSHygrwq5CalsmWtT8BkNSuY5Nv1yE9kaJS64FhWrCO/WHiW5CWA6+eDY8fA+u+iHVUO7AChjEmrkkT/4uBS3DeLJeJSKGIFIlIYSwCMcaYSLK83DgReXfb96r6i6p+WXefiQ9SUUCx+HC53Wxd4xQwUnO6NPl+HTKS8NckANhKJKbl6tgfJr0Hx98HeT/Aw4fDm5dAyeZYRwZYAcMYE+dEmrZFm6qmqapLVZNVNT3wOD36kRhjTGRZXm6YiCSJSBsgW0SyRKRNYOsG5IZ4j2NE5DsR+UFErgrsyxWRBSIyS0SaPsbB7MBVWUixOHNelKxfDUBWp6ZPVdIhLQn1Jzr3qyppfoDGxIrLBYMmwEWfwbALYOnTcN8gWPww1FTHNDSbA8MYE9dccT7fvYjso6rfisig+o6r6tJox2SMMZFkeTmoc4FLcYoVn7F99Ewh8EBjF4uIO3DeCGA18KmIvAFMAC7CmQj0NGBauANvjbxVRZS5nHpQxYZ1ALTr0rvJ9+uQngQa6IFhQ0jMniA5E4652SlmzL0S5vwNljwBx94GPQ6PSUhWwDDGxC0h7uYNqs9fgHOAu+o5psCR0Q3HGGMix/JycKp6L3CviFykqvc14RYHAj+o6k8AIjITOAFwA/7AFv//B1qIhKoiyt1OAaN602bKEiA1I7vJ9+uQnoj6bQiJ2QO13wdOfx2+fRvmXQ1PHQ99jodRN0Nm04ddNYUVMIwxphlU9ZzA1+GxjsUYY0x85GVVvU9Efgt0o877bVV9qpFLOwGr6jxeDQwF7gCeBgqAU+u7UETOwSnc0LVr16aG3qok1xSTn9wZANm8leJ0b7Pu1zY1EZcmAdYDw+yBRKDP76HnUfDR/fD+XfDDO3D4lXDQheBu3r+fUFkBwxgT12I08VuTiEh/oC+QtG1fCG9WjTGmRbG8HFK7TwN7A8uAmm1NA421Xd+Lq6r6K3BYsAtVdTowHWDw4MG6O/G2Vsn+YjZ5nWlRvFuLKctIauSK4NwuIduXTilQVl0WhgiNiUPeZDj8rzBgLMy9Gt6ZAl88D7+7G7odHPHmbRJPY0xci+RkcfVNlLbT8T+JyJeB7SMRGRjkXlOA+wLbcOB24PgmPWljjIljlpdDMhg4OLCc6kWB7eIQrlsN1O2P3RlYG5EIDalagj/RKWAkF5RT1bb5c7x2SPeBum0ST7Pny9oLTnkOTpkJVaXw5Gh47Two3hTRZq2AYYyJa5Farq/ORGnH4nw6d4qI9N3ptJ+Bw1V1AHAjgU+2GnAScBSwXlXPAAYCibv/jI0xJr5ZXg7JV0DHJlz3KdBLRLqLSAIwHngjrJEZAKqrKkmVMjQxA7/fT1phNbTNbPZ9O6QnI5pgc2CY1uM3x8IFi+HQK+B/L8P9B8Cnj4K/pvFrm8AKGMaYuBbBT/pqJ0pT1Upg20RptVT1I1XdGni4COeTsIaUqaofqBaRdGAjzmzxxhizR7G8HJJs4BsRmScib2zbGrtIVauBycA8YDnwoqp+HeFYW6WSQufHSJIzKNq6gcRq8GS3a/Z9t03kaXNgmFYlwQdHXQvnfwQ5A+Hty+HRo2Ht52FvyubAMMbErVA/tWtAtogsqfN4emB88DYNTZTWkLOAOUGOLxGRTOARnKXzioFPditiY4yJc5aXQ3Z9Uy9U1dnA7PCFYupTXLCFDMCdnMmm1d8DkNQxp9n37ZCWRM3GRIorbQiJaYXa9YYJb8BXr8C8v8P04XDMLTDs/LA1YQUMY0xca0Y3sc2qOjjI8XonSqv3RJHhOG+UD2noZqp6QeDbaSIyF0hX1S9DDdYYY1oKy8uNU9X/iEgHYEhg1yequjEabZvQlBXlAeBNyaJgzS/4gLScvZp93w7pSeBPYGtZcaPnllfVkOR1N7tNY+KKCOx7EvQaAe/dDHuFd2JPG0JijGmtQpooTUQGAI8CJ6hqXkM3E5F3t32vqr+o6pd19xljjGnUHpOXRWQsTm+Pk4GxwGIROSkabZvQlBc6PzoJqVkUrfsVgIxO3Zp93w4ZSag/gaLKhgsYFdU1XP/G1/S9bi5/f+1/bC2pbHa7xsSdpAw49jbIGRDW21oPDGNM/BKQUKeu3321E6UBa3AmSjt1h+ZFugKvAqer6vf1hiiSBPhwukZnsf0TxHQgN0KxG2NMbFheDtU/gCHbel2ISDvgHeDlKLVvGlFZ4syBkZTWhvL16wBo17l3s+/bIT0R/IkUV9Y/B8Yvm0uY/PxSvlpTyKG9snnh01XM+d86/nbMPowb3AWXq+UsU2xMLFgBwxgT1yL1a1xVq0Vk20RpbuBxVf1aRM4LHJ8GXAe0BR4MvGGvrqf787nApThvij+rE3Ihzmz6xhizR7G8HBLXTkNG8rCez3GluiQfAF96G6o3b6LCC2lZHZp93w5pSYFJPPN3OTZr2Rr+8dpXuF3CIxMGM6JvB75dX8h1r3/N1a/+j5mfruLGE/oxoHNms+MwZk9lBQxjTNwSIvpJX70TpQXeIG/7/mzg7EbucS9wr4hcpKr3RSRQY4yJE5aXQzZXROYBzwcejyP4hKMmyvxl+QCkZLSFvHyK0jy4XM2vMWX6vLg0ibLqYvLK8mib3JayyhpuePNrZn66igP2ymLqKfvTKTMZgH06pvPCucOYtWwtN81ezgkPfMj4IV3526jfkJWS0Ox4jNnTWAHDGBPXWkpHSlW9T0R+C3SjTm5V1adiFpQxxkSA5eWQ2v6riPwRZ5JRwVlx5bVIt2tCp+UF1KiQkpqBN6+QsoyksNxXRPC521GhRRzx4hHsldaTzZu6sGnjXkw67Ej+NmogXrdrl2v+sH8njurTnnveWcGTH/3CnK/W8bdR+zBuSBfcNqzEmFpWwIhjWyrrnXi71glXndDgsYKq4BNdt0vyNXis2u8Pem3QT1604ZhVgj8frX+i8UaPOc02/dpgXM14m+aShmeVDvYauhrpYRrsvi4Jfq27iTE1du/mvE6NieQnfeEkIk8DewPLgJrAbgWsgLEHaSwv07lrg4fa+IJP0lZU4W3w2IatDf87SMoIHpLb1fQcWKUNt1vtb/hYeXXwWfXLqxq+trKypsFjEPTXDG5P8ByYkNTw255g485TUhOD3rdNSsP/b7OSq4Je297X8ER/6d7qho8lBL+vL4Lv8CwvB22zJ9BBVT9U1Vdx5utARA4Tkb1V9cdItW12j6u8gGLxkeF2k1xQTlHXtmG7d1f376ipHMBendfw7i8f4kp+H1/X93h58zN8N39fhuUMY2jOUAZkD8Dj8lDtr6aipoIKLeesIzI5uE9X7nn3G66Z8zZPLk3m5tHHMniv5g9vMWZPYAUMY0xcaxlvkwEYDPTVYNU0Y4zZA1heDuoe4O/17C8NHDsuirGYINyVhZRIKhlAamEVhdlZYbt3TrqPOV+l88WP6fx270O47YR9WFP+LYvWLmLxusVM+2IaD33xEG5x41d//R+2JUJKd1gHTPz3IwzLOpV7fnc2aUnBC6rG7OmsgGGMMeHxFdAR572GMcaY2ItFXu6mql/uvFNVl4hItyjGYRrhqSqi1JVKccFmkivB0y47bPfunp0CwF9G9ObC4T1xu4QuDGNYzjAACioKWLJ+CV/lfYVb3CS6E0lwJ5DoTtzh+wR3Avllpdyx+GE+KZ7GIc/M4tx9L+L8A3/fYnpCGRNuVsAwxsQ1aTmf9WUD34jIJ0DFtp2qenzsQjLGmPCzvBxUsIkUkiPYrtlNidVFlHvS2LTKWY03sUNO2O594fCenDK0a+1EnTvLSMzgqL2O4qi9jgrpfsf1HMWDn7zKI189wEPf/p2Z3z/NbUf8nYO67Be2mI1pKayAYYyJWwK0oHmrro91AMYYE2mWlxv1qYhMUtVH6u4UkbNwlnQ1cSKpppitCV2pXPMTyUBKx85hu3dygptOCeGrV4kIFw4dw8T9fsels6exaMtMzllwOvtmHs5tw6+kS3qXsLVlTLyzAoYxJo5Ji/mkT1X/IyIdgCGBXZ+oavDZdI0xpsWxvNyIS4HXRORPbC9YDAYSgBMj3LbZDT5/MZu8aZSvW0UykNWpR6xDalRqYhKPnngpS1eP49I59/Dlln/zu1eP4/i9T+KKIZPJTMqMdYjGRFzzFzs2xpgIEmnaFv04ZSzwCXAyMBZYLCInRT8SY4yJLMvLDVPVDar6W+AG4JfAdoOqHqSq6yPZttk9qVqCPzGDsvVrAMju0ivGEYVuUOcc3jvrVs7tMZ2aosG8/uOLjH7lj/yU/1OsQzMm4qwHhjEmrrWUT/qAfwBDtn26JyLtgHeAl2MalTHGhJnl5cap6nvAe5FuxzRNdVUlKVKOJmVQ/cMvVLohIzt8Q0iiwe0SLjp8MCcOmMqlr73F8vL/46RZf+KRkQ9xQM5+sQ7PmIixHhjGmLjV1E/5YjQxt2unrsl5WI41xuxhLC+bPUFxwRYAJCkDzdtCUbobl6tl/mh0zvLx4p9P5uTcW6moTOCMeWfz1oqFsQ7LmIhpmf9SjTEm/swVkXki8mcR+TPwNjAnxjEZY0xrZnnZ1Ks4fzMAbl8mni1FlGUEWzwm/rlcwvXHHs71gx/EX9mGqz+8lPsWvxTrsIyJCBtCYoyJay2lq7Kq/lVE/ggcgjNR/3RVfS3GYRljTNhZXjYtXVmR0wPDm5JFUn4ZpblZMY4oPE7evx+92z/JGbMv4OHlN/Jj3gb+79gLkRh1gTImEqwHhjEmrsV7V2UR6SkiBwOo6quq+hdVvQzIE5G9oxeJMcZEh+Vl09KVF20FICE1i9TCKvxtM2IcUfgM7JTLvFOeJov9eHfTw/zx+SmUVVbHOixjwsYKGMaYuCZN/C+K7gGK6tlfGjhmjDF7FMvLpqWrKgnMgeHxklKuuNu1i3FE4dUuNY13T3uMXslH8kPVaxz11MWsyS+JdVjGhIUVMIwxcUtwklRTtijqpqpf7rxTVZcA3aIbijHGRJblZbMnqC7NB6Ci1KlzJXboGMNoIiPB4+WVk+9heMdxFHnfZ/Tz5/DRT7aSr2n5rIBhjIlrItKkLYqCzfyVHLUojDEmSiwvm5bOX5YPQEWh0xMjpWPLWkI1VCLC1FHXcMY+F+P3fcnZ887l9n9/Qo1fYx2aMU1mBQxjTByTZmxR86mITNp5p4icBXwWzUCMMSbyLC+blk/LCqhRoWLLJgAycrvFNqAI+8vQSVw39F94fauZsfJifv/odFZtKY11WMY0ia1CYowxzXMp8JqI/Intb4wHAwnAibEKyhjz/+3deZhcZZn38e9d1fu+d5JOd5bOSkISIBAMOwyLEoyjogjMsHgZGQTeGQYdRmcct1edyxl9RVEIDqKo7IzIGhUQwp4QIAtJIGQhHcjS6b2r937eP7rSNk1Xp7urTupU1++Tq66us9Q593Oq634qdz/nHEli/4jysgwj0NFIs2XTvv99AEoqZ8Y5Iu9dOGc5x5TP46o/Xk9N+0/52G9e5+snfYULj5sW79Ci0tPreOdAC+trGul1jqKsNAqz0yjMSqUoO428jFQCAd2FZTxRAUNEfM3vXY5zbh+w1MzOAOaHZz/qnHsqjmGJiHhGeVkSXbCziRbLoWvfProDUFg+Jd4hHREzCmfw6Kfv49vP/4CHdtzDf6zdxhNb/w8//Ntzyc9MjXd4h+Wc473Gdt7Y3cAbuxt4fXcDG/c00trZE/E1AYPCcFGjKCuNquIsllYXc9KMEsrzhjvbTPxKBQwR8bVEuXe5c+5p4Ol4xyEi4jXlZUl0qV3NtAVycAfraM4JEgwmz3+J0oPpfOfUf+OsqafwlWe+yssd/87f3LaOn5x/NSdWl8Q7vH69vY49DW1sfr+Jze83s76mgTdqGqht6QQgLRhg7qQ8Pn3cZBZWFrBgcj7pKUHqQ53UtXaGf3ZR39pJXaiz72drJ09u3sf9r9YAMKMsh5PCxYwTq4vJy/B/EUdUwBAR30uML8oiIslDeVkSW1p3Mx0pOaTUNRPKT493OHFxRtVpPP7ph7juz//ChsB9XPH4Ji6u/mduPGcxqcEje5nEpvYutu5tZsv7TWzZ28yWvc1s3dtMS0c3AGZQXZrDabPKWFSZz8LKAmZPyCU9JfihbVUWZQ27r95ex5vvN/HCO7U8t+0g966t4Vcv7iJgsGByASfNKOb02WUsnlKYMMXaZKMChoj4mroOERF/UV6WRJfZ00Jd2lTSG3bTVpYX73DipiSzhN8su41fbriTm177f9y955945tYrWHH8uZw+u5QyD06x6Ol1bNnbxNqd9byys47X321gT0Nb//K8jBTmTMzjU8dWMHtCHnMm5jK7PJfs9Nj8tzUQMOZX5DO/Ip8Vp1bT0d3D6+828Py2Wp5/5yC3PLOdm59+hxOnF/GvH53LwsqCmOxXYkcFDBHxrb7r1uursoiIXygvy3iQ1dvC/rRccho7aZ2bH+9w4ipgAT6/4DKWVpzANX/+Z/a1/5j/WPMoXX86ntm5J3Lm7ApOn13GosoCgmO4GGZ7Vw/raxpZs7OONTvreHVnPc3hkRUT8zM4bkohl5xYxZwJucyZkMfE/IwjOvIhPSXIkunFLJlezPVAc3sXD67bw01Pvs3ym5/n/AUT+fI5s5lakn3EYpLhqYAhIv6m4XsiIv6ivCwJLse10hnMorjNcaCkON7h+MLc4rk8/Mn7ufPNO7lnywMcyL6LPe4P3LbpGG5+7gTyUio4bVYpZ8wu47RZpeRmpNDQ1kVDqJOGUBf1oS7qQ50fmH57XzPraxrp7OkFYFZ5DhcsmsQJU4tYPLWQyYXDn+4RD7kZqVy2dCqfPLaC257dzm2rd7Bq414uWVLFtWfNpCQnOU858hMVMEREREREJCl0dXaQZR209BjFQHr5xHiH5BtZqVl8ceEX+cKCL/DSey/xwNsP8FTgKVKLniPXZvHMe8fx0BtzwaUNu52UgFGQlUplURZXnDSVxVOLWDylkMLs4V/nJ7kZqVx/zmwuPXEKP/rzVn6zdjP3r1/Hx48t4JQ5mXS6VsqzypmWP43yrHJdL+MIUgFDRHxN3YGIiL8oL0sia26opQjo6OgbFZA9YXJ8A/KhgAVYWrGUpRVLOdh2kIffeZgH3n6ABncXZWXZTMs4mdK0OZRnlTIhp4zJeROYlFtAUXY6BVmp5KSnHNH/0Pf09lDfUU9LZwvtPe20d7fT1t1Ge3f7B6d72uno6aC7t7v/0dXb9YHp7t5uOno6aOhooL6jnob2Bho7G8ma0ff78kgtPPLcB/eflZLFtPxp/Y/p+dOZlj+NqtwqUoO6s0msqYAhIj5m6KuyiIifKC9LYmttqqMI6GrvACBv0pT4BuRzxZnFXD7/ci6bdxmv7nuVB95+gD/t+hNvtq6C+r+ulx5MpySzhNLMUkqzSinJLKEwvZCs1CwyUzLJTMnsf56VktU/nR5Mp9f10uN66O3tpdt1/3Xa9dLT20NXbxcH2w9SG6rlQNsBatv6fh4I9T0/2H6QXtc74jYZRkogpf+RGkglxcLPg6mkBlIpzChkRsEMCtMLKczoexSkF1DbmMJ9L9ezaU8n86p6WH58KrUdu9nRuIO1+9byyPZH+vcTtCBT8qYwq3AWs4tmM6twFrMKZ2nERpRUwBARX9PF4kRE/EV5WRJZW1MdAC7UDkBxRXU8w0kYZsbiCYtZPGExX//I19nburevkBA60F9U2B/aT21bLdsatvHSey/R3NUc+zgwijKK+oskc4rmUJJZQklmCXnpeWQGM8lIyeh/fGA6mEF6MJ1g4MO3Xx2Nv1/keGDdHv799xv5+d4gP/rsufzrklIAQl0hdjTtYEfjDrY3bOfthrfZULuBJ3Y+0f/6vLS8DxQ1pudPpzyrnJKsElIDGrFxOJ4WMMzsPODHQBD4hXPu+4OWnw48BOwIz3rQOfctL2MSkQRiulZcrCkvi0hUlJclwXW09BUwrKWdXoPiSSpgjFZmSmb/6RLD6entob2nnVBXiFB3iLbuNkJd4Z/dIUJdITp6OghakGAgSNCCBCzwwecWJCWQQmFGIaWZpRRlFJESiO/f4M2MTx83mUWV+Xzpt69x2e2v8A+nV/PPZ88iKzWLecXzmFc87wOvae5s5u36t3mr/i3eqn+LrfVbefDtB2nr/ustZA2jJLOE8qxyyrPLKc8qpyyrjPLscipzK1lQskAjN/CwgGFmQeBm4GygBlhjZn9wzr05aNXVzrllXsUhIolOiTpWlJdFJDaUlyVxdbY0ABBsCtGUEyAlNXEuLJlogoEg2YFsslPH5y1IZ5Tl8vsvncQ3H97Ez//yDmt31nHT545hYn7mh9bNTcvl2PJjObb82P55va6XPc172NG0g/2h/ewP7WdfaB/7Wvexq2kXr7z/ygdGsVTnV3PpUZeybPoyMlIyjkgb/cjL8tUJwDbn3HYAM7sbWA4M/qIsIhKRhirHlPKyiERNedlbQ42UM7NJwG+AZuAS51xLPGNMZD2hvgs3pDWFCOWpeCHRyUwL8v1PLeAj1cV89cENfOzHq/nvzyzkzDnlh31twAJU5lVSmVcZcZ1QV4h9oX2sP7Ce327+Ld988ZvctO4mLpx9IRfNvojSrNJYNichBDzcdgWwe8B0TXjeYB8xszfM7HEzmzfEcsxshZmtNbO1Bw4c9CJWEZFkoLwsIuJjA0bKfRQ4CvicmR0FXAdcC/wCuDR+ESa+3rYGADIa2+ksHJ8jA+TIW76ogoevPZkJ+ZlcecdavvvYZrp6Rn5h0UiyUvvucLJ8xnLuWXYPt597O4vKFnHb+ts454Fz+NpzX2NL3ZYYtCBxeFnAGKo87wZNrwOmOOcWAj8Bfj/UhpxzK51zi51zi0tLi2MbpYj4lkXxkCEpL4tIVJSXPdc/Us451wkcGikXBHrDDx3OKLj2RrpdgOzmLnqK8uMdjowj00tz+N+rl3LpiVWsfHY7n7n1RXbWtsZs+2bG8ROO56Yzb+KRv32EC2ddyJ92/YkLH76QK1ddydPvPk13b3fM9udXXhYwaoCB42EmA+8NXME513RoCJxz7jEg1cxKPIxJRBKN2dgeMhTlZRGJnvKylyKNlPspcCtwFX2nksgYBTqaqHM55Lb0ElABXmIsIzXIdz5xND+9+Bje3tfCWT98huvvfZ1t+2N71ldVXhVfXfJV/nzhn7n+uOvZ3byb656+jlPvPpUbnrmBh7Y9RG1bbUz36RdeXgNjDTDTzKYBe4CLgIsHrmBmE4B9zjlnZifQV1DRWGQRCTOdax1byssiEiXlZY8NOVLOObcLOHXYF5qtAFYAVFVVeRDa+BDsbOK97mzSgbTSw1+nQGQsli2YxPFTi1j57HZ+9/K7/O9re/jY/Il86YwZHDUpL2b7yUvL44r5V/B3R/0dz9Q8wzO7n2H1ntWs2rkKgHnF8zhl8imcUnEK84rnRX0LWT/wrIDhnOs2s2uAVfQNe7vdObfJzK4KL78F+DTwD2bWDbQBFznnBg9nFpEkpi/KsaO8LCKxoLzsqcOOlIvEObcSWAmwePFi5e0IUruaqO3KYBIdZE2cHO9wZBwrz8vg35cdxdWnV3P78zv49Qu7eHTD+/zN3DK+dMYMjqkqjNm+UgIpnFV1FmdVnYVzji11W1i9ZzWra1azcv1KbnnjFgrTCzm54mTOm3YeJ1ecTMC8PBnDO57eRDc8/PixQfNuGfD8p/QNiRMRkSNAeVlExNcOO1JOopPe3UJzZwrQQd6kKfEOR5JAcU46Xz53DitOrebXL+zkf57fwd/+7AVOnlHCNWfOYMm0IiyGp9mZGXOL5zK3eC4rFqygob2B5997vq+gsWc1D29/mOr8ai6bdxnnTz+ftGBi3Y3H0wKGiEi0YpnQRUQkesrL3ok0Ui7OYY0rGT3NdHZkAVBUUR3naCSZ5Gemcu1ZM7ny5Gn89uVdrHx2BxetfInjphRy1WnVnDWnjEAg9vm1IKOA86efz/nTz6ert4sndjzBrzb9iq+/8HVueu0mLpl7CRfOupD89MS4qG1ijhsRERERERmHnHOPOedmOeeqnXP/N97xjDfZvS24dkcvUKIChsRBdnoKK06t5rl/OYNvfnweexvb+cKv13L2j57h3jW76eju8WzfqYFULqi+gPsuuI9bz76VmQUz+fG6H3P2/Wfzn6/8J++1jOiMtbjSCAwR8Tn9pU9ExF+UlyVx5bhWAqESWrKNtPSseIcjSSwjNchlS6dyyZIqHt3wPrc+s52vPLCe//rjVq48eRoXL6kiLyPVk32bGUsnLWXppKVsrdvKrzb9iru33M1dW+7inCnn8Nk5n2V+yXzSg+me7D8aGoEhIr5mY3yMaNtm55nZVjPbZmY3DrF8jpm9aGYdZnZD9K0REUl8ysuSqDraQ2RaJ2mhblrz/PcfM0lOKcEAyxdV8Oh1J3Pn509gVnku3398C0u/9xTffWwzexvbPd3/7KLZfPeU7/L4px7n0rmX8uyeZ7n8ics58XcnctEjF/Gdl77DQ9seYnvDdnpdr6exjIRGYIiIb/V96fXmL31mFgRuBs6m76rva8zsD865NwesVgdcB3zCkyBERBKM8rIkspbGOtKBzJYeOopy4x2OyAeYGafMLOWUmaVs3NPIrc9u5xert/PL53fw8YUVXHHSVOZXeHedignZE7jh+Bv44sIv8tL7L7GxdiMbazfyyPZHuGfrPQBkp2Yzv3g+80rmcXTJ0cwtnsuk7ElH9NpIKmCIiI8ZeJcQTwC2Oee2A5jZ3cByoP+LsnNuP7DfzM73KggRkcSivCyJK9R0kGIgp6WHuurEuGChJKf5Ffn85HPH8JVzZ/M/z+3gnjW7eWBdDYsqC/j7j0zhY0dPJCM16Mm+c9NyOXvK2Zw95WwAenp72Nm0kw21G/qLGr9+89d093YDkJeWx5yiOf2PuUVzmZo/lZSAN6UGFTBExNei+JpcYmZrB0yvdM6tHDBdAeweMF0DLBn77kREkoPysiSqtuZ6unshr9VRX1oU73BEDquyKItvfHwe/3T2LB5cV8OdL+3i+nvf4DuPbuYziyu5ZEkVlUXeXsslGAhSXVBNdUE1n5jxCQA6ejrYWreVLXVb2Fy3mS0Ht3D3lrvp7O0EICOYwczCmcwtmst5087j+AnHxyweFTBExNeiGKpc65xbPOymP8yNdWciIslCeVkSVUdzHXXdKQQdpJWVxzsckRHLz0zlipOmcfnSqbzwzkHufHEXt63ezq3PvsOZs8u49CNTOG1mqSe3YR1KejCdBaULWFC6oH9ed283Oxp39Bc1Nh/czOM7HmdG4QwVMEREYqAGqBwwPRnw/72jRETGL+Vl8VRnaz0HO/ru6pBZPinO0YiMnplx0owSTppRwvuNbdz18rv87pXdPPnLNVQVZbFswUTOmlvGospCgkeomHFISiCFmYUzmVk4kwuqLwDAOdd/qknM9hPTrYmIxJxnyXcNMNPMpgF7gIuAi73amYjI+KG8LImpu7WBxo4U8oG8iqnxDkckKhPzM7n+nNlcc+ZMVm3ay12vvMutz27nZ395h8KsVE6fXcYZc8o4bWYp+Vne3I71cMyM1GBs960Choj4l4fXinPOdZvZNcAqIAjc7pzbZGZXhZffYmYTgLVAHtBrZv8IHOWca/ImKhERn1NelgTm2hpo7QiSDxRVVMc7HJGYSEsJcMHCSVywcBKNbV2sfvsAT23ez9Nb9/O/r+0hGDAWTynkzDllnDW3jOrSnCN615BYUwFDRHzOuwTrnHsMeGzQvFsGPN9L3xBmERHpp7wsicm1N9Le1vffn9LJM+McjUjs5WemsmzBJJYtmERPr+P13Q08tWUfT205wPce38L3Ht9CaW46Cyfns2ByAQsm57NwcgGF2WnxDn3EVMAQEV+L4mJxIiLiAeVlSVSBjka621NoyTTSM3PiHY6Ip4IB47gphRw3pZAvnzuH9xraeGrLftbtqueNmgb+vHl//7qVRZksmFzAwsn5HF1RwPyKPHIz4nPayeGogCEivmXhfyIi4g/Ky5LIgp3NBEIBWvIT56/NIrEyqSCTS0+cwqUnTgGgub2LDXsaWV/TyPqaBl5/t4FH17/fv35FQSazynOYNSGX2eW5zCrPZUZZDhmpwXg1AVABQ0T8Tt+TRUT8RXlZElRqVxNpIaMjPzPeoYjEXW5GKkurS1haXdI/r7algw01jWx6r5G39rXw1r5mnttWS1dP3x2tAwZVRVnMChc0phRnMaU4mynFWZTlph+Ra2uogCEiIiIiIuNeRnczOa2O+ml58Q5FxJdKctI5Y07f3UsO6erpZdfBVrbu7StoHHo8uWU/Pb2uf72M1ABVRVnhR19Ro6o4i3kT8yjLy4hZjCpgiIivaaiyiIi/KC9LokrraSavFRpKCuMdikjCSA0GmFGWy4yyXM5nYv/8zu5e9jS0setgK7vrQuw6GGJXXYh3D4Z4fttB2rp6APjKebO5+vQZMYtHBQwR8TV9URYR8RflZUlUPR0hUnozSS0rj3coIgkvLSXAtJJsppVkf2iZc44DLR28ezBEeQxHX4AKGCLid/qeLCLiL8rLkqDaOzoJkklG+aR4hyIyrpkZZbkZlOXGtngBKmCIiM/pL30iIv6ivCyJqL2tlVBXgFwgb2JVvMMRkTFSAUNEfE1flEVE/EV5WRJRS2MdLe1BcoHCiunxDkdExkgFDBHxLUMjlUVE/ER5WRJVqOkgHe1BAEoqZ8Y5GhEZq0C8AxAREREREfFSW1MdPW1BQumQnVsU73BEZIw0AkNEfMzA9Lc+ERH/UF6WxNTRUo+FAjTn6r8/IolMn2AfW7tv+HtU9/RG/gJRlD78FV9bu7siLksLDD8wxzkXeaFX32mG2yfgGG555GW9h9lu7zDLAjb8cbJh9hu0yB+94GG2G7DgMK+NvAwgMMwbZIdrzzBfWL08H1rnWoufvLp/+Ly87OKJEZeFukLDvraje7jPYOR8ErDh81g0gmPc9nD9E0B3+N7wQ+ns6B72tYFA5G0HU4bPYzm56RGXTcjrjLisKKt52O1OyGqPuKwgLfJ2ATKCkXua7JTIOT01OPxXuPTA8P1BNJSXJRF1tdaTGjJC+ZHzgIj4nwoYIuJr+posIuIvysuSiLpDDWSFjLpJufEORUSioAKGiPibhiqLiPiL8rIkoJ7WenJboL5U178QSWQqYIiIr2mosoiIvygvSyJqa9pLYQ+klZfHOxQRiYIKGCLia/qaLCLiL8rLkojaGw8AkDlhcpwjEZFo6DaqIiIiIiIyrnU1NwCQPbEyvoGISFQ0AkNEfMvQUGURET9RXpZE1dPSCkBhxbQ4RyIi0VABQ0T8y9BYZRERP1FelkQV6rulcWnlrDgHIiLRUAFDRHzM9Jc+ERFfUV6WxGRt3bSlQW5BWbxDEZEoqIAhIr6mL8oiIv6ivCyJKLXV0Zyty/+JJDp9ikVEREREZFxLa4PWnGC8wxCRKGkEhoj4mpn+0ici4ifKy5Jo2ttayWyF2olp8Q5FRKKkERgiIiIiIjJuNdUfILfV6M7LjHcoIhIljcAQEV/TudYiIv6ivCyJ5uCe7WR0gSvIj3coIhIljcAQEd+yKB4iIhJ7ysveM7PzzGyrmW0zsxvD8yaZ2VNm9pCZ5cQ7xkSz792NAASLiuMciYhESyMwRMTfdK61iIi/KC97xsyCwM3A2UANsMbM/gD8PXAtMB24FLhlpNvcv+cd1j12R+yDTSANG1+hHMgqnxzvUEQkSipgiIiPmYYqi4j4ivKyx04AtjnntgOY2d3AciAI9IYfo3oD3nzhMab89/2xjjOhTAn/nDhncVzjEJHoqYAhIr6mr8kiIv6ivOypCmD3gOkaYAnwA+BOoBG4eKgXmtkKYAVAVVVV//w5S85jzdU7PAo3cWSXVnDm6Z+MdxgiEiUVMETE1/SXPhERf1Fe9tRQB9c553YBpw73QufcSmAlwOLFi92h+ROqZnLBdT+MaZAiIvGii3iKiIiIiPhDDVA5YHoy8F6cYhER8R2NwBARf9PF4kRE/EV52UtrgJlmNg3YA1xEhFNGRESSkQoYIuJbuvWeiIi/KC97yznXbWbXAKvou3Dn7c65TXEOS0TEN1TAEBFf07nWIiL+orzsLefcY8Bj8Y5DRMSPVMAQEX/TUGUREX9RXhYRkThRAUNEfE1fk0VE/EV5WURE4kUFDBHxMdNQZRERX1FeFhGR+NFtVEVERERERETE9zwtYJjZeWa21cy2mdmNQyw3M7spvHy9mR3rZTwiknhsjP9kaMrLIhIt5WUREYkXzwoYZhYEbgY+ChwFfM7Mjhq02keBmeHHCuDnXsUjIgnIonjIhygvi0jUlJdFRCSOvByBcQKwzTm33TnXCdwNLB+0znLg167PS0CBmU30MCYRSSB933n1l74YUl4WkagoL4uISDx5eRHPCmD3gOkaYMkI1qkA3h+4kpmtoO8vgQAdmSkFG2MQXz7QGIP1Ii0fPH8004eelwC1I4jxQ+4fWYxDGW7dkbZ1qHlDtW/w8zG3d4Rxjma9ZGprpOWjbevg6UPPZ48gviGte/X1VZkpBSVjfHksju94o7wcx7w8whhHu66XbYXYtFd90NjWi0VejvRceXmce/XVV1vMbKsHmx7N53m0rzkSn//B07H63I8krli9Rscp+Y5TpNhi8Zp4HKcx90EAOOc8eQAXAr8YMP13wE8GrfMocPKA6SeB4w6z3bUxim9lLNaLtHzw/NFMH3p+pNt6uHVH2taRtm+I5755b5OprSNt1+HaGqm9sWqrHjH5fVFeHuN0ouflsbQ1Vu1VHxS732O/tVUP/z68eo9H83ke7WuOxOd/8LSOk45TIhwnL49VIh4nL08hqQEqB0xPBt4bwzpeeThG60VaPnj+aKZHGttIjWZ7w6070rYONS9S+2Ld1tFsU20dfvlo2zp42ov2SnSUl8c+neh5OZnaOtS8ZM3LyskSa2P5PfLT97LRxBMNHaeR0XEaOa+OVcIdJwtXQWLOzFKAt4CzgD3AGuBi59ymAeucD1wDfIy+Ycw3OedOOMx21zrnFnsStM8kU1shudqrtko8KC9HL5naCsnVXrVVxhO9xyOj4zQyOk4jo+M0MtEeJ8+ugeGc6zaza4BVQBC43Tm3ycyuCi+/BXiMvi/J24AQcMUINr3So5D9KJnaCsnVXrVVjjjl5ZhIprZCcrVXbZXxRO/xyOg4jYyO08joOI1MVMfJsxEYIiIiIiIiIiKx4uU1MEREREREREREYkIFDBERERERERHxPRUwRERERERERMT3VMAQEREREREREd8bVwUMM/uEmd1mZg+Z2TnxjsdLZjbdzP7HzO6PdyxeMLNsM/tV+P28JN7xeG28v58DJdPnVJLr/R7vn2Pl5fErmT6novd7pJIpB4xWsvUHY6XfoZEZbU7yTQHDzG43s/1mtnHQ/PPMbKuZbTOzG4fbhnPu9865LwCXA5/1MNyoxKit251zn/c20tgaZbs/Cdwffj8/fsSDjYHRtDcR38+BRtnWhPicivJyeL7ysvJyQlJeHp+SKS9HI1lzejSSrT8Yq2TqR6LhZR/kmwIGcAdw3sAZZhYEbgY+ChwFfM7MjjKzo83skUGPsgEv/bfw6/zqDmLX1kRyByNsNzAZ2B1erecIxhhLdzDy9ia6Oxh9W/3+ORXlZeVl5eVEdgfKy+PRHSRPXo7GHSRnTo/GHSRXfzBWd5A8/Ug07sCjPigldjFGxzn3rJlNHTT7BGCbc247gJndDSx3zn0PWDZ4G2ZmwPeBx51z6zwOecxi0dZENJp2AzX0JcfX8VehbcRG2d43j3B4MTWatprZZhLgcyrKyygvKy8nMOXl8SmZ8nI0kjWnRyPZ+oOxSqZ+JBpe9kF+/4Wr4K/VPej7sFQMs/61wN8Anzazq7wMzAOjaquZFZvZLcAxZvavXgfnoUjtfhD4lJn9HHg4HoF5ZMj2jqP3c6BI720if05FeVl5WXk5kSkvj0/JlJejkaw5PRrJ1h+MVTL1I9GISR/kmxEYEdgQ81yklZ1zNwE3eReOp0bb1oPAeOh0hmy3c64VuOJIB3MERGrveHk/B4rU1kT+nIrysvLy+KO8nNifU0muvByNZM3p0Ui2/mCskqkfiUZM+iC/j8CoASoHTE8G3otTLF5LprYOlGztTqb2JlNbk0kyva/J1NaBkq3dydTeZGprMtH7OjI6TqOnYzYyOk4jE5Pj5PcCxhpgpplNM7M04CLgD3GOySvJ1NaBkq3dydTeZGprMkmm9zWZ2jpQsrU7mdqbTG1NJnpfR0bHafR0zEZGx2lkYnKcfFPAMLO7gBeB2WZWY2afd851A9cAq4DNwL3OuU3xjDMWkqmtAyVbu5OpvcnU1mSSTO9rMrV1oGRrdzK1N5namkz0vo6MjtPo6ZiNjI7TyHh5nMy5iKd+iYiIiIiIiIj4gm9GYIiIiIiIiIiIRKIChoiIiIiIiIj4ngoYIiIiIiIiIuJ7KmCIiIiIiIiIiO+pgCEiIiIiIiIivqcChoiIiIiIiIj4ngoYIiIiIiIiIuJ7KmCMY2bWY2avD3jcGO+YDjGzAjO72sPtf8PM9pjZt8zsigHHoNPMNoSff3+I1/3FzM4dNO8fzexnZlYdfl2LV3GLyPimvKy8LCIC6g/UH8hYmXMu3jGIR8ysxTmXE+NtpjjnumOwnanAI865+UMsCzrneqLc/jeAFufcfw2avxNY7JyrjfC6LwInOueuGDDvJeDLzrnV4emYH1cRSQ7Ky8rLIiKg/gD1BzJGGoGRhMxsp5l908zWhaucc8Lzs83sdjNbY2avmdny8PzLzew+M3sY+KOZZZnZvWa23szuMbOXzWyxmX3ezH40YD9fMLMfRgjj+8ChSukPzOx0M3vazH4HbDCzqWa2ccC2bggnO8IV1ifM7FUzW30o/jEchy+H27rezL4Znn0/sMzM0sPrTAUmAc+NZR8iIiOhvNy/TeVlEUlq6g/6t6n+QIakAsb4lmkfHJr22QHLap1zxwI/B24Iz/sa8JRz7njgDOAHZpYdXvYR4DLn3JnA1UC9c24B8G3guPA6dwMfN7PU8PQVwC8jxHYj8I5zbpFz7svheScAX3POHXWYdq0ErnXOHReO/WeHWf9DzOwcYGZ4n4uA48zsVOfcQeAV4LzwqhcB9zgNVRKR2FBejkB5WUSSjPqDCNQfyHBS4h2AeKrNObcowrIHwz9fBT4Zfn4OfYntUKLMAKrCz//knKsLPz8Z+DGAc26jma0PP281s6foq4xuBlKdcxtGEe8rzrkdw61gZjnAUuA+Mzs0O30U+zjknPDjtfB0Dn2J8lngLvoS4kPhn1eOYfsiIkNRXo5MeVlEkon6g8jUH0hEKmAkr47wzx7++ntgwKecc1sHrmhmS4DWgbOG2e4vgK8CW4hc1Y1k4D66+eAIoYzwzwDQMEzCHykDvuecu3WIZb8HfmhmxwKZzrl1Ue5LRGQklJeVl0VEQP2B+gOJSKeQyECrgGstXDI1s2MirPcc8JnwOkcBRx9a4Jx7GagELqavQhpJM5A7zPJ9QJmZFYfPc1sW3n4TsMPMLgzv38xs4QjaNtgq4MpwpRgzqzCzsvA+WoC/ALcfpg0iIl5TXkZ5WUQE9QfqDwRQAWO8G3xu3YduRzTIt4FUYH34wjzfjrDez4DS8JC0fwHWA40Dlt8LPO+cq4+0o/A5bM+b2UYz+8EQy7uAbwEvA4/QVyk+5BLg82b2BrAJWH6Ydg21/z8CvwNeNLMN9F0UaGCivgtYSN/5giIisaK8HHn/yssikkzUH0Tev/oDiUi3UZVRM7MgfefNtZtZNfAkMMs51xle/gjwI+fck3GM8RsMcXumGG1bt2cSEV9RXlZeFhEB9QfqD8Y/XQNDxiILeDp8FWMD/sE512lmBfRdGfiNeCbFsBZghZnlOee+HosNhjuBB+gbNici4ifKyyIiAuoP1B+McxqBIZ4ys2L6Kr+DnRUeniYiIkeQ8rKIiID6A0lMKmCIiIiIiIiIiO/pIp4iIiIiIiIi4nsqYIiIiIiIiIiI76mAISIiIiIiIiK+pwKGiIiIiIiIiPje/wdd/jYdD8jmdgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs.psf.peek()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:09.141397Z", "iopub.status.busy": "2021-11-22T21:10:09.141045Z", "iopub.status.idle": "2021-11-22T21:10:09.464611Z", "shell.execute_reply": "2021-11-22T21:10:09.464814Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs.bkg.to_2d().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theta squared event distribution\n", "As a quick look plot it can be helpful to plot the quadratic offset (theta squared) distribution of the events. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:09.468541Z", "iopub.status.busy": "2021-11-22T21:10:09.468197Z", "iopub.status.idle": "2021-11-22T21:10:09.610303Z", "shell.execute_reply": "2021-11-22T21:10:09.610471Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No HDU found matching: OBS_ID = 23523, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 23526, HDU_TYPE = rad_max, HDU_CLASS = None\n" ] } ], "source": [ "position = SkyCoord(ra=83.63, dec=22.01, unit=\"deg\", frame=\"icrs\")\n", "theta2_axis = MapAxis.from_bounds(0, 0.2, nbin=20, interp=\"lin\", unit=\"deg2\")\n", "\n", "observations = data_store.get_observations([23523, 23526])\n", "theta2_table = make_theta_squared_table(\n", " observations=observations,\n", " position=position,\n", " theta_squared_axis=theta2_axis,\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:09.634581Z", "iopub.status.busy": "2021-11-22T21:10:09.634279Z", "iopub.status.idle": "2021-11-22T21:10:09.698210Z", "shell.execute_reply": "2021-11-22T21:10:09.698510Z" }, "nbsphinx-thumbnail": { "tooltip": "Explore H.E.S.S. event lists and IRFs." } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "plot_theta_squared_table(theta2_table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## On-axis equivalent livetime\n", "\n", "Since the acceptance of the H.E.S.S. camera varies within the field of view, what is often interesting is not the simply the total number of hours a source was observed, but the on-axis equivalent number of hours. We calculated the same for the MSH 1552 runs here." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:09.701579Z", "iopub.status.busy": "2021-11-22T21:10:09.701255Z", "iopub.status.idle": "2021-11-22T21:10:09.718542Z", "shell.execute_reply": "2021-11-22T21:10:09.718732Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No HDU found matching: OBS_ID = 20282, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20283, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20301, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20302, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20303, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20322, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20323, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20324, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20325, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20343, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20344, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20345, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20346, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20365, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20366, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20367, HDU_TYPE = rad_max, HDU_CLASS = None\n", "No HDU found matching: OBS_ID = 20368, HDU_TYPE = rad_max, HDU_CLASS = None\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "17\n" ] } ], "source": [ "# Get the observations\n", "obs_id = data_store.obs_table[\"OBS_ID\"][\n", " data_store.obs_table[\"OBJECT\"] == \"MSH 15-5-02\"\n", "]\n", "observations = data_store.get_observations(obs_id)\n", "print(len(observations))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:09.720649Z", "iopub.status.busy": "2021-11-22T21:10:09.720315Z", "iopub.status.idle": "2021-11-22T21:10:09.721540Z", "shell.execute_reply": "2021-11-22T21:10:09.721815Z" } }, "outputs": [], "source": [ "# Define an energy range\n", "energy_min = 100 * u.GeV\n", "energy_max = 10.0 * u.TeV\n", "\n", "# define a offset cut\n", "offset_max = 2.5 * u.deg" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:09.725046Z", "iopub.status.busy": "2021-11-22T21:10:09.724722Z", "iopub.status.idle": "2021-11-22T21:10:09.726117Z", "shell.execute_reply": "2021-11-22T21:10:09.726345Z" } }, "outputs": [], "source": [ "# define the geom\n", "source_pos = SkyCoord(228.32, -59.08, unit=\"deg\")\n", "energy_axis_true = MapAxis.from_energy_bounds(\n", " energy_min, energy_max, nbin=1, name=\"energy_true\"\n", ")\n", "geom = WcsGeom.create(\n", " skydir=source_pos,\n", " binsz=0.02,\n", " width=(6, 6),\n", " frame=\"icrs\",\n", " proj=\"CAR\",\n", " axes=[energy_axis_true],\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:09.730038Z", "iopub.status.busy": "2021-11-22T21:10:09.729399Z", "iopub.status.idle": "2021-11-22T21:10:10.707737Z", "shell.execute_reply": "2021-11-22T21:10:10.707908Z" } }, "outputs": [], "source": [ "# compute\n", "livetime = Map.from_geom(geom, unit=u.hr)\n", "for obs in observations:\n", " geom_obs = geom.cutout(position=obs.pointing_radec, width=2.0 * offset_max)\n", " exposure = MapDatasetMaker.make_exposure(geom=geom_obs, observation=obs)\n", " on_axis = obs.aeff.evaluate(\n", " offset=0.0 * u.deg, energy_true=geom.axes[\"energy_true\"].center\n", " )\n", " on_axis = on_axis.reshape((on_axis.shape[0], 1, 1))\n", " lv_obs = exposure / on_axis\n", " livetime.stack(lv_obs)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2021-11-22T21:10:10.717951Z", "iopub.status.busy": "2021-11-22T21:10:10.717618Z", "iopub.status.idle": "2021-11-22T21:10:10.850539Z", "shell.execute_reply": "2021-11-22T21:10:10.850808Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "ax = livetime.plot(add_cbar=True)\n", "\n", "# Add the pointing position on top\n", "for obs in observations:\n", " ax.plot(\n", " obs.pointing_radec.to_pixel(wcs=ax.wcs)[0],\n", " obs.pointing_radec.to_pixel(wcs=ax.wcs)[1],\n", " \"+\",\n", " color=\"black\",\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "- Find the `OBS_ID` for the runs of the Crab nebula\n", "- Compute the expected number of background events in the whole RoI for `OBS_ID=23523` in the 1 TeV to 3 TeV energy band, from the background IRF." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Next steps\n", "\n", "Now you know how to access and work with H.E.S.S. data. All other tutorials and documentation apply to H.E.S.S. and CTA or any other IACT that provides DL3 data and IRFs in the standard format." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 4 }