{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# DataIO Examples\n", "\n", "For these examples we will use 2 hrs of simulated Crab data with the Compton sphere mass model. This is an idealized mass model with a full-sky instantanious field of view, used only for development. The file can be downloaded using the cosipy utility function below. \n", "\n", "wasabi path: ComptonSphere/mini-DC2/GalacticScan.inc1.id1.crab2hr.extracted.tra.gz
\n", "File size: 322 MB" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from cosipy.util import fetch_wasabi_file\n", "fetch_wasabi_file('ComptonSphere/mini-DC2/GalacticScan.inc1.id1.crab2hr.extracted.tra.gz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data formats overview" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The COSI high-level analysis data is composed of a stream of time-tagged events. Each event has an associated timestamp ($t$), measured energy ($E_m$), and the three parameters of the Compton Data Space (CDS): scattering polar angle ($\\phi$), and the longitude and latitude angles defining the direction of the first scattered gamma ray ($\\psi$ and $\\chi$). See these references for an explanation of the CDS: [1](https://github.com/cositools/cosi-data-challenge-2/tree/main/cosipy-intro#the-compton-data-space),[2](https://arxiv.org/abs/2308.11436), [3](https://arxiv.org/abs/2102.13158).\n", "\n", "There are three formats that contain time-tagged events:\n", "* tra files. These have the extension \".tra\". They are text files generated by MEGAlib that contain track information. You can read about the format in MEGALib's [Mimrec documentation](https://github.com/zoglauer/megalib/blob/main/doc/Mimrec.pdf). Most users won't need to use these files.\n", "* FITS files. These have the extension \".fits\". They are essentially tra files that have been converted into the [FITS](https://fits.gsfc.nasa.gov/) format. This is the typical starting point for a cosipy analysis.\n", "* Unbinned HDF5 files. These have the extension \".h5\" or \".hdf5\". This is another option for converting the tra files into a binary format, in this case ([HDF5](https://www.hdfgroup.org/solutions/hdf5/)). Some examples use an HDF5 format instead of FITS, since it can be more computationally efficient.\n", "\n", "Currently, all the analyses in cosipy use binned data. These are also HDF5 binary files and have the extension \".h5\" or \".hdf5\". They contain a 4-dimensional sparse histogram corresponding to the variables $t$, $E_m$, $\\phi$ and $\\psi\\phi$. The binned direction of the scattered gamma ray ($\\phi$ and $\\psi\\phi$) is encoded as a pixel in a [HEALpix](https://healpix.sourceforge.io/) map." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Note: The data formats are likely to change and consolidate in future versions. In addition, we are contemplating adding more information to each event that cannot be captured by the Compton Data Space --e.g. the scattering angle and direction of the second interaction, for those events with more than 2 hits.\n", "
" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Example 1: Standard binned analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import the BinnedData class from cosipy:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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       "                  require the C/C++ interface (currently HAWC)                                                     \n",
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10:44:54 WARNING   Could not import plugin HAWCLike.py. Do you have the relative instrument         __init__.py:144\n",
       "                  software installed and configured?                                                               \n",
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         WARNING   Could not import plugin FermiLATLike.py. Do you have the relative instrument     __init__.py:144\n",
       "                  software installed and configured?                                                               \n",
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10:44:56 WARNING   No fermitools installed                                              lat_transient_builder.py:44\n",
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10:44:56 WARNING   Env. variable MKL_NUM_THREADS is not set. Please set it to 1 for optimal         __init__.py:387\n",
       "                  performances in 3ML                                                                              \n",
       "
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         WARNING   Env. variable NUMEXPR_NUM_THREADS is not set. Please set it to 1 for optimal     __init__.py:387\n",
       "                  performances in 3ML                                                                              \n",
       "
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\n", "Note: We are still working on refining the handling of input/output parameters. This will be updated in future releases of cosipy. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "analysis = BinnedData(\"inputs.yaml\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A typical DataIO configuration yaml files looks like this:\n", "\n", "```yaml\n", "data_file: \"/path/to/crab/tra/file\" # Full path to unbinned tra data file. Only needed when converting a tra file to fits or HDF5.\n", "ori_file: \"/path/to/ori/file\" # Full path to spacecraft orientation file. See next tutorial. Only needed when converting a tra file to fits or HDF5.\n", "unbinned_output: 'hdf5' # Format of converted unbinned file 'fits' or 'hdf5'. Only needed when converting a tra file to fits or HDF5.\n", "time_bins: 60 # time bin size in seconds. Takes int, float, or list of bin edges.\n", "energy_bins: [100., 200., 500., 1000., 2000., 5000.] # Energy bin edges [keV]. Needs to match response binning.\n", "phi_pix_size: 6 # binning of Compton scattering angle [deg]. \n", "nside: 8 # HEALPix binning of psi chi local. Needs to match response binning.\n", "scheme: 'ring' # HEALPix binning scheme of psi chi\n", "tmin: 1835478000.0 # Min time cut in GPS seconds.\n", "tmax: 1835485200.0 # Max time cut in GPS seconds.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The starting point for the high-level data analysis is the so-called Level 1c data, which is a photon list consisting of Compton event parameters, e.g. energies of the scattered gamma ray and recoil electron, interaction positions within the detector, and time-tags. The photon list comes from the event identification and reconstruction, and it is stored in a tra file. From this information we can determine the total measured energy of the incidenct photon, the Compton scattering angle, the scattering direction, the distance between interactions, and the pointing of the instrument when the photon was detected, which is the main information needed for the high-level analysis. As a very first step, we read the data from the tra file and construct the COSI dataset. The data format for this is a dictionary containing the relevant information for all photons (i.e. an unbinned photon list). The dictionary can be stored as either a fits file or an hdf5 file.\n", "\n", "**Note:** Most users will not need to worry about this step, as the COSI data will already be provided in fits file format. However, this function can also be used for converting simulated data from MEGAlib to the proper cosipy format." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preparing to read file...\n", "Reading file...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 53383576/53383576.0 [03:35<00:00, 247474.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Making COSI data set...\n", "total events to procecss: 3324977\n", "Initializing arrays...\n", "Making dictionary...\n", "Saving file...\n", "total processing time [s]: 720.1664335727692\n" ] } ], "source": [ "analysis.read_tra(output_name=\"unbinned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bin the data\n", "The data is binned with four axes: time, measured energy, compton scattering angle (Phi), and scattering direction (PsiChi). The binning should match that of the response used for the analysis. Here we will bin the data in Galactic coordinates, which is the default. The data can also be binned in local coordinates by specifying the keyword psichi_binning=\"local\". " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "binning data...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] } ], "source": [ "analysis.get_binned_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's take a look at the raw spectrum and lightcurve:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "getting raw spectrum...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "getting raw lightcurve...\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LC in plot below is normalized to initial time. \n", "analysis.get_raw_lightcurve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: Some available options for the standard binned anlaysis\n", "In the previous step we saved the unbinned data to an hdf5 file with the read_tra method. Here we will load the unbinnned data from file instead of running read_tra again. We will also save the binned data to file, and make binning plots." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "binning data...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "plotting psichi in Galactic coordinates...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.get_binned_data(unbinned_data=\"unbinned_data.hdf5\", output_name=\"binned_data\", make_binning_plots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two healpix maps above show the projection onto the PsiChi dimension, where the upper map is in the local coordinate system, and the lower map is in the Galactic coordinate system. \n", "\n", "In the last step we saved the binned data to an hdf5 file. We can load this directly to access the binned data histogram object. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$[1.835478 \\times 10^{9},~1.8354781 \\times 10^{9},~1.8354782 \\times 10^{9},~\\dots,~1.835485 \\times 10^{9},~1.8354851 \\times 10^{9},~1.8354852 \\times 10^{9}] \\; \\mathrm{s}$" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.load_binned_data_from_hdf5(\"binned_data.hdf5\")\n", "\n", "# For example, we can project onto the time axis:\n", "analysis.binned_data.axes[\"Time\"].centers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will load the binnned data from file to make the raw spectrum and lightcurve. We will also save the outputs, which are written to both a pdf and dat file. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "getting raw spectrum...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "getting raw lightcurve...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum(binned_data=\"binned_data.hdf5\", output_name=\"crab_spec\")\n", "analysis.get_raw_lightcurve(binned_data=\"binned_data.hdf5\", output_name=\"crab_lc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 3: Combining multiple data files\n", "\n", "### Combining unbinned data\n", "One way to combine data files is to first combine the unbinned data, and then bin the combined data. As a proof of concept, we'll combine the crab dataset 3 times, and as a sanity check we can then compare to 3x the actual data. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "adding unbinned_data.hdf5...\n", "\n", "\n", "adding unbinned_data.hdf5...\n", "\n", "\n", "adding unbinned_data.hdf5...\n", "\n" ] } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.combine_unbinned_data([\"unbinned_data.hdf5\",\"unbinned_data.hdf5\",\"unbinned_data.hdf5\"], output_name=\"combined_unbinned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bin the combined data file:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "binning data...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] } ], "source": [ "analysis.get_binned_data(unbinned_data=\"combined_unbinned_data.hdf5\", output_name=\"combined_binned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get raw spectrum and light curve:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "getting raw spectrum...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "getting raw lightcurve...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum(binned_data=\"combined_binned_data.hdf5\", output_name=\"crab_spec_3x\")\n", "analysis.get_raw_lightcurve(binned_data=\"combined_binned_data.hdf5\", output_name=\"crab_lc_3x\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the combined data set to 3x the actual data. This step requires output files from earlier. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LCs: \n", "# The plot below is normalized to the initial time.\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# LCs:\n", "df = pd.read_csv(\"crab_lc.dat\", delim_whitespace=True)\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],label=\"Crab\")\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], 3*df[\"Rate[ct/s]\"],label=\"3xCrab\")\n", "\n", "df = pd.read_csv(\"crab_lc_3x.dat\", delim_whitespace=True)\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],ls=\"--\",label=\"Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Time [s]\")\n", "plt.ylabel(\"ct/s\")\n", "plt.savefig(\"combined_lc_comparison.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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qKctm4Wj6WbafP8yctn9z6ug5Uk4mQ/r/dKKm20g5lMSBQ0lElj3Pp5a/cDO5UMWrFOVSgjDtz6RxeHXuCa9PqG9APr8zERHJCRVEIhe5mVyo6lWaquVK0/O1VoD9iJJtJw6yet8udh08RPSR0yQcT8CWeLEHqaT9n1CWzcLe1BNEbT6I67wU/mYt403gGuJOcLlAatWozNsPP0WAl+91X19ERIyjgkjkBsxmM43KVaNRuWpw/+X2wxdOs2r/TmyV3NiXepJ9aSc5mn4e038dUWKygeVCJucvnGPF1nOsXrqFNwf35qH6rQx4JyIiciMqiERyoFJoqatWoKVaMljhtZ1VNXay//AxzkZfION0KlyskbLPZzL2rWnM7bCKT/u/gq+HlwHJRUTkWlQQieQSbxcPHqzZlAdrNnW0pWdnsmT3JiZ88SMZx1Mx2WDPon10s45kat+XqelT1sDEIiJyidYOi+QhT1d3utVvScRnU2j8cH1sLmALNnOhSTZP7ZvC56cWk2XNvvmNRERyIDs7m9GjR1O9enVq165N/fr16d+/P/Hx8bly/z59+jB58uRrPjZy5Ej+85//5MrrXPLpp586jgLJbeohEskHnq7ufN53MMtabeWTows46h6HBStfnV7Kivg9DC/enfqhlYyOKSKFzHPPPUdsbCzr1q0jKCgIm83GrFmziI2NJTAwME9fe8yYMXl6/9ymgkgkH91bvSGtw+vx79N/8e/TEWRjJerkMfqOGEPjDnWZ9MyLOmdNpBD5z+zF/DRn8U2vC69Sno9HXXl+2KujJxF1MPqa1z/RvQNPPtzhhvc8ePAgv/32G8eOHSMoKAiwnyPWs2dPACZMmMCMGTMwm83UrVuXzz//nICAAN555x0iIyNJS0sjKiqKatWqMX78eF577TWOHDlCo0aN+M9//uPYoHbnzp20aNGCCxcu0Lx5c7788ku8vLzo06cP9evX55VXXuGdd95h7969pKamcujQIUqWLMmsWbMIDg4GYOLEifz6669kZ2dTvHhxvvrqK8qXL09SUhJ9+/Zl+/btFCtWjFq1at30c5lTGjITyWduJhcGlu7AjzVeobJ7CVxnJ2NKs7F5zg7avzCIlQd2GB1RRHJJSmoa52LibvonPiHpqufGJyRd9/qU1LSbvvbWrVupWrXqFafPX7Jo0SK++eYb1qxZw65du/Dx8WHo0KGOxzdv3sz3339PVFSUoyiZNWsWkZGR7N27l0WLFjmu3bBhA0uWLGHv3r3ExsYyadKka+bZsGEDM2bMIDIy0lH0APz0009ERUWxbt06tm7dypNPPsnzzz8P2HuZPDw82LdvHwsWLGDlypU3fd85pR4iEYPU8C7Dj+GDeKHmJHYd24fJBhnHU3nttY9p3r0RE//vedxd9U9UxJn5eHtRPCToptcFBlx9vldggN91n+vjfWerVCMiInj00Ucdw2YDBw509BwB3H///Y5epYYNG+Lh4eE4g6xBgwYcOHDAcW2vXr0cjz333HN88sknDB8+/KrX7NChAyEhIQA0b96cXbt2AfZDZzdt2kSjRo0AsFgunz+5bNkyJk2ahMlkIiAggCeeeIJDhw7d0Xu/Hn23FTGQt7sn3740jLl3r+aDSd+RfT4TsmHdb1tov+llxg95gRaV8q6LWETy1pMP33xo63r+dwjtdjVs2JADBw4QExPjKESux2QyXfHxf58F5uLictXH2dnXXwzyv/e63j0v3cNmszFs2DD69+9/w4w3undu0JCZSAHwUP1WLP5yEuH3VcV28d972tEUBg3+kCE/fE62RSvRROT2VKlShR49evDcc885VpXZbDZ+//13KlWqxK+//kpiYiIAX331Fffff/8N7nZ9s2bNIjk5GYvFwrfffkv79u1v6/kPPfQQX375JbGxsQBkZWWxbds2ANq3b8+3336LzWYjMTGRn3/+OUcZb4UKIpECIsDLlx8Hv80bo5/BJcTN3pgF//y8gY7vvM6JjBhjA4qI0/nmm2+oV68eTZs2pVatWtSsWZOlS5fy5JNP8swzz9C8eXPq1KlDYmIi77//fo5eo3HjxjzwwAPUqFGDwMBAXnnlldt6/pNPPkmfPn1o27Yt9erVo379+vz9998AjBgxgrS0NKpXr86DDz5Iq1Z5t9O/yWaz2W5+WdEWFRVFv379mDZtGuHh4UbHkSIgJiWRFz77mEMrjgCQ1dsPz2q+vFqmCz1DW+Rpt7GI3L709HSOHDlCxYoVrxgakvxzp18D9RCJFEAhPv788sY7DBrxf3jfF4ytijtp1kzGHfudAQe+4nRmnNERRUQKFRVEIgXYU83bs/Dl93kktLmjbX1iFN3eHsqo37/FarUamE5EpPBQQSRSwPm4eDKifE++qPovSrgFYt6cgW13Ogunr+CBN14l8vS1N24TkfynWSjGudPPfZEriHbv3k2bNm347rvvjI4iclta+Ifze63XqZxweZO1+Mg4er8winF//KjeIhEDubi4AJCZmWlwkqLr0uf+0tfidhWpfYisViuffvop1atXNzqKSI74uXgx680xfNH4D7796g9sSRZItzH3q79YuXYrnw15jSrFwoyOKVLkuLq64u3tzfnz53Fzc3McayH5w2q1cv78eby9vXHN4Ya2Raog+vPPP6lRowYpKSlGRxG5IwPbdaNzg+Y8P+kjzmw+A0DsrhgeH/g2jz7bgSEPPmpwQpGixWQyUapUKY4cOUJ0tIaxjWA2mylXrlyOV+EWyIIoNTWVX375xXFmSlJSEsOGDaNjx45XXZuZmcn06dNZunQpSUlJVK5cmb59+9K4ceMrrktISOC3337jiy++YOrUqfn1VkTyTNmg4vw55gOmLP2dH6fNhxQrpFqZ+elC/l6zme9GvE0xzwCjY4oUGe7u7lStWlXDZgZxd3e/o565AlkQJSQkMGPGDEqUKEGVKlUcO1Zey/vvv8+KFSvo2bMnZcqUYdGiRbzxxhtMmTKFunXrOq6bNm0aPXv2dJy3IlJYDLq/B10atuCFjz/iwvbzAJwhgV5RHzGifE/aBdYxOKFI0WE2m7UPkZMqkIOcISEhzJkzh99++42BAwde97rIyEiWLVtG//79ef755+natSuTJ0+mZMmSfPHFF47r9u/fz759++jcuXN+xBfJd5VCS7Fw3AR6vdgRUyk3LB29ic1OZvChbxl25EcSs1ONjigiUqAVyB4id3f3mx5EB/DPP//g4uJC165dHW0eHh506tSJr7/+mrNnz1KiRAm2b9/O8ePH6dGjBwDJycm4uLhw6tQphg0blmfvQyQ/mUwmXn/wMXrf24Fxx39nRcIeABbGbmXt2h08Edaaf93TxeCUIiIFU4EsiG7VgQMHKFOmDD4+Ple016hRA4CDBw9SokQJunbtyr333ut4/JNPPqFUqVI8+eST17zvhQsXiIm5fG6UJsiJMynuEcjkys8yP3YLHxyfTVJcCim/x/Lv9FksXrWezwe9Rin/YKNjiogUKE5dEMXExFyzJ+lS24ULFwDw9PS8YkzXw8MDLy+v684nmjdvHjNmzMj9wCL5xGQy0SXkLpr4VeFfX03kZHo8ACfWneChyNcZ8EJPnmnVwdiQIiIFiFMXRBkZGbi5uV3V7u7u7nj8WoYPH37D+3bt2pWWLVs6Po6Ojmbs2LF3kFTEGCXcA5n9whhGl/6OhT/+Axk2rAnZfP7ezyy4ey1fvPQqxXwDjY4pImK4Ajmp+lZ5eHiQlZV1VfulJY8eHh45um9oaCjh4eGOP+XLl7+jnNeTnWnBkmXJk3uLXGI2mxnd4xmmffI2vtX8He3Rq6LpPOA1/rNhmYHpREQKBqcuiEJCQq6Y63PJpbbQ0NCrHitIDq45xXfP/sXsYav558ud7F58lNN7Y8lMvbrIE7lT9ctWIeKjybR/uiW42Tcus8ZmM3n09zw2YTRxqUkGJxQRMY5TD5ld2qMoJSXlionVkZGRjscLspijiVgtNmKjk4iNTuLAypOOx/yKexFSwd/+p7z9v96BHjnegVME7Gf8vP9Yf3o0v4chEz8h5ZC9CDq48QhPtZ7E2Fr/RwPfiganFBHJf05dEN1zzz388ssvzJs3j8cffxywD5ctXLiQmjVrUqJEiTu6f0REBBERESQnJ+dG3Kt4B3gQVMaX+JPJ/O8hvUnn0kg6l8bRjWcdbZ7+7o7iyF4o+RFQ0geTWUWS3J67ylcjYvJk3vzpa1b+toHsrj6ccI3nmahPebpEG14o3REP89Xz80RECiuTzfa/P4oLht9//53k5GRiYmKYO3curVu3pmrVqgD06NEDX19fAEaNGsXKlSvp1asXYWFhLF68mL179zJp0iTq16+fK1mioqLo168f06ZNIzw8PFfu+d+yMy3EHksiNjqRC0cTiYlOJPZYEpbMm59e7urhQnB5P0LL+xNcwZ/Q8v4ElvHF1T1np/1K0bPt1EEmJS5kR8pRR1u57GD6erSlW/2W13+iiEghUmALol69enHmzJlrPjZz5kxKlSoF2FeSXTrLLDk5mUqVKtG3b1+aNGmSa1nyuiC6FqvVRsLpFGIuFkgxR+1/MpJvPr/I5GIisLQvoRX8CS7v5xh28/DRb/xybRablR/OruDTU4vIsmbj+ksypr2Z1O1Yg0/6DcLXw8voiCIiearAFkQFiREF0bXYbDZSY9MdvUgx0UnEHE0k+XzaLT3ft5h9XlJoeXuhFFrBH+9gT81LEodDaWcYvOBLTn9zxNHmVsqDEYP70rF27v2SISJS0KggugUFpSC6nozkLGKOXe5FiolOss9Lst78S+vp50bwxXlJ9h4lfwJK+WDWvKQiKz0rg1e+/YzNf+7AdHFXCJsZGnauw5TnXsLLLWfbWYiIFGQqiG7gvydV79y5s8AWRNeSnWkh7kTyFcNtsceSyM64+b5Hrh4uBJf1c/QihVTwJ6isn+YlFTFLIzcz+uNpZJ5Kd7S5h3kx5rV/cW/1BgYmExHJfSqIbkFB7yG6VVarjcQzKY5epEvzk9ITM2/6XJPZRGBpH0Iu9iJdmp/k6eueD8nFKKkZ6bw8/RO2L9yD6eIcf5sLNO1Wn4/6vICnq77+IlI4qCC6BYWlILoWm81GanzGfw232f+bdO4W5yWFel7eCuDif31CNC+psFmwcz1jJ31D9tnLx+GUfq4SkzsNoKLnnW1vISJSEKggugWFuSC6nszUrCt6kWKiE4k7kYzNcvO/Lh6+bv9VJNlXuQWU8sHs4tQboxd5SelpvPj1JPYsicJWw53sx3xxN7vxYtiDPFW8NS4mfX1FxHmpILoFRbEguhZLloW4k8kXe5OSLs5LSiQr/ebzklzczASX87tiY8ngsn64emhekrOZvXUV32T+w3G3WEdbfZ+KvBbYibolKxmYTEQk55x6p2rJXy5uLoRWCCC0QoCjzWa1kXg29fLk7Yv/TUu4cl6SJcvK+UMJnD+U4GgzmSCgtI+9SPqvQsnTT/NSCrKHG97Ng9amTD25iP+cW4kNGzs27eO5WVto+2gz3nu0L64u+tYiIs5FPUQ34MyrzIzmmJf0X6vcEs+m3tJzfYI9rzieJKSCP76hXpqXVABtTTrM23t+4NxHRzCl2L+V+Fb156Mhg2hYtmCfJSgi8t9UEN0CDZnljsy0bGKjr9xUMu54EtZbmJfk7u16xcTtkPL+BJb2weyqeStGu5CcwPOffcyRf45ebnQ38cATdzPmkWcwm/U1EpGCTwXRLVBBlHcs2VbiHfOSLhdLWWnZN32ui5uZoLJ+jl6kkPL+BJfzw81TwzVG+H7NEj777Fes8Ze/dv7VA5n82iDqhGlukYgUbCqIboEKovxls9pIOp96eZXbxUIpNS7j5k82QUBJnyuG20Iq+OPlr92V88PZpDien/oRx1Yfv9zoYaLL0215u9v/qbdIRAosFUS3QAVRwZCakEGsY15SEjHRiSScSYFb+BvsHeRx1ZCbX3HNS8or/165gK8//x1b4uUViGU6lefr/kMo5uZvYDIRkWtTQXQLVBAVXFnp2cQeS7piAnfs8SSs2Tf/a+3m5XpFL1JIeX+Cwnw1LymXnIqPYeAnEzm1/hQ2TxNZLwXgH+TLsHIP0zGooYpRESlQVBDdAhVEzsWabSX+VMoVm0rGHE0kM/Xm85LMriaCyvhd0ZsUXM4Pdy/NS8qpz5fN5efTq0msYXW0tQusw1tlexDqrt4iESkYVBDdgJbdFx42m43k82n/tV+SvVcpJTb95k82gX8J7yuH3Cr44x2geUm3Kj47hfHHZrMobpu9Ic2K57fJPNrzAV7t0NPYcCIiqCC6JeohKrzSEjOIiU5yzE26cDSRhNO3Ni/JK9DjqiNK/It7YzJrKOh6IuJ2MPbYLBJ/PYvLNvsk+eINi/P5q0MoH6wz0UTEOBoHkCLNy9+DMnU8KFMn1NGWlZ5N3PEkLhxNJPZiT1Ls8SQsWdYrnpsWn8GJ+POc2HHe0ebm5UJwOXuRFFren+AKfgSV8cNF85IAaB9Ujzqe5eltfZcY7AXRua3n6DlgKE/378qL7bsbnFBEiir1EN0C9RCJ1WIl4XTKFUVSzNFEMlKybvpcs4uJ0MoBNHm8OiXDg/IhbcFntVqZsHAms75dAmmXvwWValKaL155lbDAYgamE5GiSAXRLVBBJNdis9lIiUkn5mjixULJPuyWfOE685JMUOfBijTqWRVXdx1qCxB19jgvTvyY+D2XD4o1+bvQb+DD9GvT2cBkIlLUqCC6BSqI5HakJ2USe8w+5BZzNJHzB+OvOMctoLQPbQbUpXiVQONCFiBWq5Vx835k3vd/Q/rlb0cV2lbg21eH4eviaWA6ESkqNLFBJJd5+rlTulYIdTtVpO0L9Xjko9Y0fjwcs6t9snXCqRT+HLWOTb9EYcmy3ORuhZ/ZbGbEQ08z49N38K8e6Gg/6HeeRyInsCFxv3HhRKTIUEEkksfMZhP1ulSi+3stCa0UAIDNBjvmHWbu22u5cCTB4IQFQ63SFfhr4iQ6PNMaUy1PrHd5cDozjv4HvmTcsVmkWm7h6BYRkRzSkNkNaB8iyW3WbCs7/jzMttkHsVrs//RMLibqd6tMg4cqa5fsi05mxDIq+hc2JR10tAWthAEtOvNY03YGJhORwkoF0S3QHCLJbTHRifzz5U5io5McbSEV/GkzoC7B5fwMTFZwWG1Wfj2/lkkn55OxPxm375KwmaBau8p8NnAwQd76PIlI7tGvoyIGCCnvT7d3W9Cge2XHRo4xRxOZ+9Yats89hNVivckdCj+zycxjxVvxW43XCN3lBoDJBgeWHaLjgFeZvXWVwQlFpDBRQSRiEBdXM416VqPrmOYEhvkCYLXY2Pzrfv58Zz1xJ5MNTlgwlPMsxsJ3JnD3Y00cW8laLmTy3oh/8/SUcSSmp974BiIit0AFkYjBilUK4KFxLajbpRKXDoA/fyiBucPXsHP+YaxWjWq7u7ry8dMvMOnjIXiW8wbsvUV7l+zngYGvMH/neoMTioizU0EkUgC4urvQ5PFwurzTjIBSPgBYsqxs/CmKBWM22M9XE1pVqcNfn06haY8G2C7ubZl9NoN3hn/Bc599QFrmLRzWKyJyDSqIRAqQ4lWD6P5+S2p3rAAXe4vO7o9j9rDV7FlyFJt6i/B0defT517hw4mv4F7GCwCTFbbv2c/T+6cSlXrS4IQi4oxUEIkUMK7uLjT7vxp0HtEUv+L2H/iWTCvrvtvLwvc2knROc2YA2oU3IOKzKTTsVgebp4ns7r7szzjNE3sn8dXppWTZtOmliNw6Lbu/BVp2L0bJSs9m089RRP51zNHm5ulCkyerU71dWUyXJh0VcVvOH+T983M4kHba0VbpQjAvV+hM2/D6xgUTEaehHiKRAszN05UWz9Si4/DG+Ibaz/TKSrewZvoeFo/fRHJMmsEJC4ZGxarwc/XB9CvZHhfMkGnj+PeHeH3IJF76ZgqZ2dlGRxSRAk4FkYgTCKsdysPjWxHetqyj7eSuGH5/YzX7V5xAHb3gZnblxbAH+b76y4RucMEUZ8VkgfWztnLvSy+z5tBuoyOKSAGmIbMb0NEdUhAd33GeVdN2kRp7+Wyvsg2K0apvbXyCdDI8QGJ6Ki9+OYnIv/ZjuvQdzhXufqQJHz75L1xdXA3NJyIFjwqiW6A5RFLQZKRksf77vRxYdXlFlYePG81716Byy9KaW3TRrC3/MHHKD1guZDnavCv5MnHISzSuUN3AZCJS0GjITMQJefi40WZgXe57rSFeAe6AvUha8flOIiZvIzVBJ8MDPNKoDYu+nETVdpUcbamHk3l+0HiG/vQ12RbNLRIROxVEIk6sfKMS9Pjwbio1L+Voi950ltlvrOLw+tM3eGbREeTtx09DRjF41NOYgy8OlWXZiPhlDc9umMqpjFhjA4pIgaCCSMTJefq50+6l+tw7qD6efvZDUNOTsvj7k+38/cl20hMzDU5YMDzR9F4WfPkxFVqXB8DS3psdHsd5JHICsy+s18R0kSJOc4hugeYQibNIS8hgzTd7OLrprKPNK8CdVs/VpvxdJQxMVrD8tOlvZrit4qwlwdHW3KsaLwV2oFbpCsYFExHDqIdIpBDxCvDg3lca0PbFenj42HuL0hIy+evjraz4fAcZyVk3uUPR8ETjdvxe5w26hzR1tG2cs40+L77D2LnfY7VaDUwnIkZQQSRSyJhMJiq3KE2PD1tRtkExR/vB1af4/c1VHN9+3sB0BYefixfvVHiUT6v0JeiUO+a16ZBu44+vl9Fh6GvsP3fC6Igiko9UEIkUUt5Bntw/pBGtB9TB3ds+mTg1LoMlH25m5de7yExVbxHA3QE1+c/dr1H6rssT0+N2x/LkwBF8tmyuccFEJF+pIBIpxEwmE9Val6HHB60IqxPqaN+/4gS/v7mak7suGJiu4AgLLMa80eN5evBDmHwvfltMszLjozk8M/V90rM1MV2ksFNBJFIE+IR40WHoXbTqWxs3TxcAUmLSWfT+JtZ8s4esdO3HA/DSfd359cv3Cal3uXjcvWgfHV97jUPnTxmYTETymgoikSLCZDJRvV1ZHv6gFaVqBjva90YcY/abqzm9N8bAdAVHheCSLBw3gbsfa4Lt4nfI5AOJPP7S2yzdv9nYcCKSZ1QQiRQxfsW8eXB4E5r3romrh723KOl8Ggve3ci67yPJzrAYnNB4ZrOZj59+gddH9sHkZ/8cWXxhWNwv/HxulfYsEimEtA/RDehwVynsEs6ksPKrXZyNinO0+Zf0ps2AupSoFmRgsoJj/7kTDJw4gQv3A0H24ujB4IaMKNcTbxcPY8OJSK5RQXQLtDGjFGZWq409i46y+df9WLLs+++YTFC7U0UaPVIVV3cXgxMaL8tmYerJBXx3doWjrVxSEEPLdqdl5drGBRORXKMhM5Eizmw2UadTRbq/15JiVQIAsNlg1/wjzH1rLecPJ9zkDoWfm8mFV8t05aNKvfExe0CGjVPfHuGVIROZvGSW0fFEJBeoIBIRAALDfOkyqhmNH6uG2dUEQPzJZOaNXGfvPcrW7s3tg+rxU43BhKwxYz5vgQwb/5nyJ/83aayW5os4ORVEIuJgdjFTr2tlHhrXkpAK/gDYrDa2zz3EH2+vJeZoosEJjVfBszi/PT+KkneVdLTt++sAHQa/qt2tRZyYCiIRuUpwWT+6jWlOw0eqYHKx9xbFHkti7oi1bJt9EGsR7y0K8fHnj3fep+1TzbFdnGKVciiJp14aycxNy40NJyI5ooJIRK7J7Gqm4cNV6fZuc4LK+gFgs9jYMusA80atI+5EksEJjWU2m/nwiQEMH90Xk7+9KrIlWZgwegavfv+ZDogVcTIqiETkhkIrBPDQuBbUf6gyJrO9t+jCkUTmDF/DjnmHsFqK9g/+hxvezc9Tx+Jb1T7EaLLCql820mXUmyRnpxmcTkRulQoiEbkpF1czd/WqRtfRzQgM8wHAmm1j0y/7+XP0euJPJRuc0FiVi5Vm8UcfU6tjdUfbqcAknoqawqG0MwYmE5FbpYJIRG5ZscqBPDSuJXU6VwR7ZxHnDyYwZ9gadi08gtVadLc183B1Y8ZLw+j96kOY63thbe3FkfRzPLlvMotjtxkdT0RuQgWRiNwWV3cXmj5RnS6jmuFf0hsAS5aVDT/uY8G7G0g8m2JwQmO92L47v418l2o+pQFIs2by5pEfGBLxNakZ6QanE5HrUUEkIjlSoloQD7/filoPlHe0nY2KY/bQNUQujcZWhHuLynkW4/vqg+gSfBcApqNZrJi8hg6DX2XP6aPGhhORa1JBJCI55urhQvPeNek0ogl+xbwAyM6wsHZGJIve30TS+VSDExrHy+zOuxUeZ1jp7rj+nozJCmlHU3hm0Gh+XPeX0fFE5H+oIBKRO1aqRggPf9CK6veWdbSd2hPD7DdXs+/v40X2dHiTycRjpe5m5Jv9MAe6AmBLtjJ57I+89M0ULc0XKUBUEIlIrnDzdKXVc7XpMKwxPiGeAGSlW1j9790s+WAzKTFFdwl613ot+PXT9/CvHgiAyQbrZ22l4/AhnE6MNTaciAAqiEQkl5WpE0qPD1pR7Z4yjrYTOy/w+5ur2b/yRJHtLSofXIJFH35E/S61HW2xO2Po/sIbLNu7xcBkIgIqiEQkD7h7u9G6fx0eeL0R3kEeAGSmZrPyy1389dFWUuOK5mord1dXpg18nb5vPAJe9n0LLDFZDB36CROWzDQ4nUjRpoJIRPJM2QbF6fHB3VRpVdrRdmzrOX5/czWH1p4qsr1F/7qnC19OGo57GftEdBvwn+w1jDs2i0xrtrHhRIook62ofke6BREREURERJCcnMzOnTuZNm0a4eHhRscScUpHN51l9fTdpCdmOtoqNClBy2dq4RXgYWAy4ySmp9Lno/c4UioOaz3756C2dzkmVu5NKfcgg9OJFC0qiG5BVFQU/fr1U0EkcofSEzNZM2MPR9ZfPs7C09+dls/WomKTkgYmM9acCxt479jvZNrsvUMBNm/+ZWvLk43vNTiZSNGhITMRyTee/u7c+3ID2r1cHw9fN8BeJC2bvI3ln24nPSnzJnconLqHNuX76i8T5h4MQPKC80x653sGTvuYbIuG0ETygwoiEcl3lZqVoseEuyl/VwlH26G1p/n9zdVEbzlrYDLj1PAuwy81XqXumVK4bEjHZIPNc3bQcejrnIw/b3Q8kUJPBZGIGMI7wIP2gxtwz/N1cfe2b1qYFp/BXx9t5Z8vd5KRkmVwwvzn7+rNtx0Gc1f3etguHp4bvyeWh18cyqLdG40NJ1LIqSASEcOYTCaqtAqjx4S7KVu/mKP9wMqT/P7mKo7vKHo9I64urnzR71VeGPY4eNu/RVtjsxk5/DNGz/7O4HQihZcKIhExnE+QJ/e/3ojW/evg5mXvLUqNzWDJB5tZNW03mWlFbx7NM606MH3KCDzLedsbsmH+v/+mx3tvk5hedM+IE8krKohEpEAwmUxUu6cMPT5oRVidEEd71PLjzH5zNaf2xBiYzhh1wyqxaMrHVGxd3tF2bPVxHnz5VfacjTYwmUjho4JIRAoU31AvOgxtTMvnauHq4QJA8oU0Fo7byNpv95CVXrR6i3w9vPh16Bge+td9YF+YR5o5i3+d+IrVCXuNDSdSiKggEpECx2QyUePecvT4oBUlawQ72iP/OsacYWs4s6/oHYj6VreneP/9l3Gr4EX2o34kkc6LB//N56cWY7FZjY4n4vRUEIlIgeVX3JtObzWh2dM1cHG3f7tKPJvK/Hc3sP6HvWRnWgxOmL/a12zE4k8+pm25ugDYsPHV6aU8t2YKx2KL5nYFIrlFBZGIFGgms4naHSrw8PutKF4t0N5og92LjjJn2BrOHYw3Ml6+83f1ZlKlZ3glrDNmTJBmZfeXO+n54nDm7VhrdDwRp6WCSEScQkApHzqPbEaTJ8JxcbN/60o4ncKfo9ax6ZcoLFlFp7fIZDLxTMl2fFVtAN5LMjHFWrHGZzPm7a94+9fpWK0aQhO5XSqIRMRpmM0m6nauxEPvtaRYpQAAbDbYMe8wc99ay4XDCQYnzF9N/Kry7+ffwKuCDwAmCyyZsZLuY98iLjXJ4HQizkUFkYg4naAwX7qMbsZdvaphdrFv6Rx3Ipk/Rq5jy6wDWLKLTg9JrVIVWDL5Y6q0q+RoO7X+FJ1fGsLGo/sMTCbiXFQQiYhTMruYqf9QZbqNa0FIeT8AbFYb22YfZN6ItcQcSzQ4Yf7xcvfk5yGj6PlCR3C3F4iZp9N54dXxfLZsrrHhRJyECiIRcWoh5fzp9m4LGjxcBdPF3qKY6CT+eGst2+YexGopOr1Fb3R6jAkfDsa1uLu9Id3GjI/m8NznH2hpvshNqCASEadndjXT6JGqdBvTnKCyvgBYLTa2/HqAeaPWE3ei6MynuadaPeZNnUDof50Nt9VylIEHviI2K9nAZCIFmwoiESk0QisG8NDYFtTrWgnTxdPiLxxOYO5ba9n552GsVpuxAfNJMb9AFoz9kFaPNcFa1wNrc082JB3gsb0fszP5qNHxRAokFUQiUqi4uLnQ+LFwuoxuTkAp++orS5aVjT9HMX/0ehJOpxicMH+YzWYmPf0CXw9/k1A3fwDOZsXzzP7PmLR+tpbmi/wPFUQiUigVrxJI9/dbUqdTRbjYW3TuQDyzh61m96Kj2IpIb1Ej/8rMrPkajXztq9As+9P4z7t/0PWdYcSkFJ2J5yI3o4JIRAotV3cXmj5Znc4jmuJfwhsAS6aV9T/sZcHYDSSeTTU4Yf4IdfPnq2oDedyvJa6zkjHZ4OzmM3R+cQhrDu02Op5IgaCCSEQKvZLVg+n+fktq3l/e0XZmXxyzh64m8q/oItFb5GZyYWi1HjzVrxN42LvMss9m8MqQiUxeMsvgdCLGu62C6McffyQmJiavsuSpCRMm8NBDD9GhQwd69+7NmjVrjI4kIvnIzdOVFn1q8uBbTfAt5gVAdoaFtd9Gsuj9TSRfSDM4Yf545YGeTJ44BNcSHvaGDBv/mfIn/zdpLOnZmcaGEzGQyWaz3fKvRm3atMHFxYWmTZvSqVMnmjdvjouLS17myzXR0dGUKlUKd3d39u7dy6uvvsovv/xCQEDATZ8bFRVFv379mDZtGuHh4fmQVkTyUmZaNhv/s499fx93tLl5udDsqRpUu6cMpktL1AqxC8kJ9PlgHGe3nHW0+VT24+sRQ6lWvIyByUSMcVs9RE899RTBwcGsXbuWt99+mx49evDll19y7NixvMqXa8qXL4+7u32zMpPJRFZWFhcuXDA4lYgYwd3LlVZ9a9Nh6F34BHsCkJVmYdW03Sz5cAspsekGJ8x7ob4BzBs9nrZPNcd28ffalENJPPXSSH7fttLYcCIGuK0eIgCbzcaGDRtYuHAha9euJSsrC5PJRO3atenUqRNt27bF09PzjkKlpqbyyy+/EBkZyd69e0lKSmLYsGF07NjxqmszMzOZPn06S5cuJSkpicqVK9O3b18aN2581bUff/wxCxcuJDMzk2bNmvHBBx/c0m+C6iESKbwyUrJY/8NeDqw86Whz93alee+aVGlVukj0Fs3euorxH36LLdGCzcOEdWAgg+t156nirYvE+xeBHBRE/y0xMZGlS5eyaNEiDh48iMlkwsvLi3bt2vHggw9Sq1atHN339OnTPProo5QoUYLSpUuzbdu26xZEo0ePZsWKFfTs2ZMyZcqwaNEi9u3bx5QpU6hbt+5V11ssFrZv387hw4fp2bPnLeVRQSRS+B3beo5V/95NWnyGo61yi1K06lsbN09XA5Plj0PnT9F33PvENbJhq2nvTb8/qD7vlO+Fj8ud/ZIr4gzuqCD6b/v372fBggUsW7aMpKQkTCYT5cqVo1OnTjz66KO3da/MzEySkpIICQlh37599O/f/5oFUWRkJAMGDGDgwIE8/vjjAGRkZNCnTx8CAwP54osvrvsaQ4cOpVu3bjRv3vymeVQQiRQN6cmZrJsRyaG1px1tQWV9af9KQ8cmj4VZttXC56cXM/3MMkdbBZdQXvftQqsqdQxMJpL3cm3ZfbVq1Rg8eDBz5sxh1KhRVK9enejoaL788svbvpe7uzshISE3ve6ff/7BxcWFrl27Oto8PDzo1KkTe/bs4ezZs9d9rsVi4eTJk9d9XESKHk9fd9q+WJ92L9fHzdM+sSbueDJz317DkY1nDE6X91zNLrwc1onJlZ/Fz8UTbDaOzzrK4CEfMWHhL0bHE8lTuboPkc1mY/PmzSxfvpyDBw/m5q2v6cCBA5QpUwYfnyt/c6tRowaAI0NycjJ//fUXqampZGdns3z5crZt20a9evWued8LFy4QFRXl+BMdHZ23b0RECpRKzUrR7d0WBIbZv7dkpVlYNnkbG37ah9VS+I+8aBtYm5+qDyZsvw8uWzMg08avny7iiYmjSc0o/BPOpWjKlYHxkydPsnDhQhYvXkxMTAw2m43ixYvTsWNHHnzwwdx4iWuKiYm5Zk/SpbZLq8hMJhPz589n0qRJ2Gw2wsLCGDFiBFWrVr3mfefNm8eMGTPyLLeIFHyBYb50e7cFq77ezeH19iG0XfOPcP5QAu1eqo93oIfBCfNWOc9i/OehN+mz/z1ObTwFwIG/D9Ph8Kt8MeINapWqYGxAkVyW44IoIyODv//+m4ULF7Jr1y5sNhtubm60adOGTp060bhx4zxfnZCRkYGbm9tV7ZeW12dk2CdH+vj4MGXKlFu+b9euXWnZsqXj4+joaMaOHXuHaUXE2bh5utL2pXqUCA9k/Y/7sFlsnNkby9zha2j3cn1KVg82OmKeCvL2Y87IcYyY9Q1LfliFyQJpR1N4ZtBoXh78BE81v8/oiCK55rYLot27d7Nw4UKWL19OWloaNpuNihUr0qlTJ+6///5b2ugwt3h4eJCVlXVVe2ZmpuPxnAgNDSU0NPSOsolI4WAymaj1QAVCKwawbMo2UuMySI3PYMHYjTR5IpzaHSsU6qXpZrOZcb360jS8JuM+mI41PhtbspXJY39k4yN7mdz7RcxmnQIlzu+2CqL/+7//4/jx49hsNry9venUqROdOnWiZs2aeZXvhkJCQjh//vxV7ZeOF1FRIyK5pUS1ILq/15K/p27ndGQsNquNDT/u49zBeO7uVwd3r8K9NL9rvRbU/bQSz419n8R98ZhssO63LXSMGsIPI0ZS3CfQ6Igid+S2yvpjx45Ru3Zthg4dypw5c3j99dcNK4YAqlSpwokTJ0hJSbmiPTIy0vG4iEhu8QrwoOOwxtTtUsnRdmT9Gf4YsZa4k8kGJssfFYJLsujDj6jfpbaj7UJKIs8e+pwDaacMTCZy5277cNdPP/2Ujh073vFu1LnhnnvuwWKxMG/ePEdbZmYmCxcupGbNmpQoUeKO7h8REcHQoUOZOnXqnUYVkULC7GKmyePhtB/cELeLvUIJp1L44+21jsnXhZm7qyvTBr5O3zcewVTKjeyevhzPusBTe6cwP2az0fFEcuyON2bMyspi8+bNHDt2jPT0dHr37g3YJzSnpqYSEBCQo/Hl33//neTkZGJiYpg7dy6tW7d2rArr0aMHvr6+AIwaNYqVK1fSq1cvwsLCWLx4MXv37mXSpEnUr1//Tt6agzZmFJFrSTidQsTkbcQdT3K01epQnqZPVMfsWvjn1RxLO88bR39gb+oJR1snaz2G1+2Fr4eXgclEbt8dFUSrV69m4sSJxMfHY7PZMJlMrFixArAPWz3//PO89dZb3Hff7a9E6NWrF2fOXHsjtJkzZ1KqVCnAXnhdOsssOTmZSpUq0bdvX5o0aZLTt3UVFUQicj3ZGRZWT9/NwdWXh4xKVAui3aD6+AQZ35Oe1zKsWYw/PpvZFzZAihW3zxPwCvTksxGvUzes0s1vIFJA5Lgg2rVrF4MGDSIkJITHHnuMyMhIli1b5iiIAJ588kkqVqzo9EvWVRCJyI3YbDb2Rhxj/fd7sVrs31I9/d1p93J9Ste8+a77hcGcCxt4b9y/Icq+yhdvMy+88ih9WnUwNpjILcpxn+53332Hr68v06ZNo0ePHpQpU+aqa8LDwzl06NAdBRQRKehMJhM17ytP51HN8Amx9wqlJ2ay6L1N7PzzMLl0ZGSB1j20KWOe64c5+OJqu1Qrn77/MwOnfUy2JdvYcCK3IMcFUWRkJK1atSIwMPC61xQvXpzY2NicvoThNKlaRG5H8SqBdB/XkrA69l4hm9XGxp+jiJi8jczUq/dMK2w61m7C7E/HE1jLvmGlyQab5+yg49DXORl/9RYpIgVJjguirKwsvL29b3hNcnKyU29Y1r59e8aPH89LL71kdBQRcRKe/u488GZjGnSv7GiL3nSWuW+vJfa/Jl8XVmGBxVg0fgKNHqqH7eK3//g9sTz84lAW7d5obDiRG8hxQVS6dGn27dt3w2v27NlDuXLlcvoSIiJOyWw20ahnNe5/vRHu3vYhpMQzqcwbuY6Dq08anC7vubq48mX/V3l+6GPgbf8xY43NZuTwzxgz93uD04lcW44LojZt2jiO8biWn3/+mSNHjtCuXbschxMRcWblGhSn+3stCangD9hXpK34fCdrvt2DJcticLq89+zdHZk+ZQQeZS+OJmTDnHPrGRP9KxnWwj+EKM4lx6vMUlNTGThwINHR0TRs2JDMzEx2797No48+yp49e9i9ezdVqlTh888/dxy26qy0ykxE7kR2poW1MyLZv+Lyfj3FqgRw76AG+IYU/v16kjPSeHbS+xxMPoOlu30PuZreZZhYqQ9hHoX7gFxxHne0D1FSUhKTJk1i+fLlWK3Wyzc1mWjbti2vvvoqfn5+uRLUSCqIRCQ3RC0/ztoZkViy7N8vPf3caPtifcLqFI1zF/84v5H3jv9Ous3eO+Tv4sVgj448XKOVwclEcmGnaoCEhAT27dtHYmIiPj4+VK9eneBge9VvsVhwcXG546BGiIiIICIiguTkZHbu3KmCSETu2IXDCURM2Uby+TR7gwka9axK/a6VMZmddxHKrdqfeorXDs/gWMYFTHsycJ2ZTIPOtfm832DcXAv3AblSsOW4IJo9ezYPP/zwDa+xWCyMHj2aMWPG5ChcQaEeIhHJTenJmfzz+U6Ob7+8FL1cw+K0GVAXD183A5PljyRLGm9s+5ZN4zZiyrD/CAqoEcg3bw2nXPCdnUEpklM5nlT9ySefXLEr9f+yWq2MHj2alStX5vQlREQKJU9fd+4f0ohGj1SFi51Cx7aeY+7ba4g5mmhsuHzg5+LFpw3+RfMuDRxL8xP2xtPzpeH8uXOdseGkyMpxQVSnTh3Gjh3L1q1br3rsUs/QP//8Q/fu3e8ooIhIYWQym2jwcBU6vHGXo1co6Vwa80atY/8/J27ybOfn4uLC1GcH8crbT2Hyvbg0Py6b0W99ydu/Tr9iXqpIfshxQTR+/HjKli3L22+/zYEDBxztVquVsWPHsmLFCh566CEGDRqUK0FFRAqjMvWK8dC4lhSrFACAJcvKyq92sWrabrIzC//S/Kea38e3U0bhVcEHAJMFlsxYycNj3yY+LdngdFKU5Lgg8vHxYeLEifj6+vL6669z6tQpbDYbY8aM4e+//6Zbt24MHjw4N7OKiBRKfsW86DyqKdXvLetoi1p+nPmj15N0PtXAZPmjVqkKLJ70MVXaVXK0nVx/kk4vvcbmY1EGJpOiJMcFEUBISAgfffQRVquV1157jVGjRrF8+XI6d+7Mq6++mlsZRUQKPRc3F1o9V5s2A+ri4mb/1nzhSCJz31rL8R2F/xwwbw9Pfh4yip4vdAR3+8SijPgMBh2ezor4PQank6IgV5bd79u3j1deeYX09HQ6derE66+/nhvZDKdl9yJihJjoRJZN3kbi2Yu9QyZo0L0KDR+uUiSW5q/Yv4Nh739KWgcPbFXsG/sOLPUA/yp1v1OfjykF2y0XRDNmzLjh4zt27ODgwYN0794ds/lyx5PJZKJ37953FNJoWnYvIvktIyWLf77cybEt5xxtZeqFcs/z9fD0c+7d/29FQmYK7x6fxV/xOxxtj4W05PWy3XB10X5FkvtuuSBq06ZNzl7AZLrh8nxnoIJIRIxgs9rYOf8wm2fu59J3at9QL+59pYFjEnZhZrPZmHF2OZNPzgebDZe5KZRxDWbmW6PxcvMwOp4UMrdcZk+ZMiUvc4iIyP8wmU3U61qZ0EoBLP90B+mJmSRfSOPPd9bRondNwtuVLdRDSCaTiWdKtiPEzY/RX03HvDWD05ym21tD+W30uwR4+RodUQqRXJlDVNiph0hEjJYSk8ayKds5dzDe0Va1dRgtn62Fq7tzHo90O6ZGzOG7T+ZiyrZ/7FPZj5nvvUsJvyBjg0mhcVurzPr378+PP/7IkSNH8iqPiIhcg0+IF51GNqXmA+UdbQdWnmTeqHUknk0xMFn+eKl9dwYNe8qxAi3lUBI9XhvG4QunDU4mhcVtFUQZGRlMmzaNZ555hscff5zPPvuMHTt2oE4mEZG85+JqpkXvmrR9sR6uHvZeodjoJOa+tZboLWcNTpf3/q/5fYwY3R+87T+6Mk6k8eRrI9l18rDByaQwuO0hs1OnTrFq1SrWrFnDrl27sNls+Pv706JFC1q2bEmTJk3w8Chck900ZCYiBU3ciSQiJm0j4fTl3qF63SrTqGdVzIV8af4/+3fw+sgp2BLtO3mbA1z5eOxgWlaubXAycWZ3NIcoISGBtWvXsnr1ajZv3kx6ejoeHh40atSIu+++mxYtWhAYGJiLcY2hgkhECqLM1CxWfr2Loxsv9w6Vrh1C2xfr4eVfuH4x/V/bjx9kwPDxWGKy7A0+ZsaNeYH7a9xlbDBxWrk2qTojI4NNmzaxevVq1q9fT1xcHGazmVq1atGqVStatmxJ2bJlb36jAkQbM4pIQWez2di18Cibfo7CZrV/O/cJ9uTeVxpQvEqgseHy2MHzJ+k9bAyZp9KxFXPBvV8xptbrTyO/ykZHEyeUJ6vMbDYbu3fvdgytnThxwqn3I1IPkYgUdKf3xvL31O2kxWcAYHYx0ezpGtRoX65QL80/FR/D/00Yy4V7rRDggofJlYmV+9A6oKbR0cTJ5Muy+6NHj7JmzRqefPLJvH6pPKGCSEScQWpcOss+2c7ZqDhHW+WWpWn1XC3cPAvv7s5p1kyGHJrB6sR9ALhiZlTZR+lavLHBycSZ5Phw10cffZRZs2bd8JrZs2fz2GOPUaFCBacthkREnIV3kCed3mpC7QcrONoOrTnFvFHrrph8Xdh4md2ZXPlZOgQ1ACA708LokV/y5k9fGZxMnEmOC6IzZ86QnJx8w2uSk5M5c+ZMTl9CRERuk9nVTLOnanDvoPq4edqX5scdT2bu22s4srHwfj92M7vyXsUn6RHUDNefkzAfy+bvH9cy4OuPsFqtRscTJ5DjguhWpKSk4ObmlpcvISIi11CxaSm6jW1BYJj9eIusNAvLJm9jw0/7sFoKZ4HgYjLzdoVHqFetiqNty9ydPDVpLNmWbAOTiTO4rUHl7du3X/HxmTNnrmoDsFqtnDt3jr/++svpVpaJiBQWgaV96fZuc1ZN283hdfYdnXfNP8L5Qwm0e6k+3oGFb2m+2WzmmxeH8orfp6yZuQmAA8sO0SNlBDOHj8bT1d3ghFJQ3dak6jZt2tzyagWbzYbJZGLYsGE88MADOQ5YEGhStYg4M5vNRuTSaNb/uA+bxf4t3zvQg3aDGlAyvPCeBfbO7zOY/81yTBd/ygXXCeG30WPx9/Q2NpgUSLfVQ9S7d29MJhM2m43vvvuO+vXrU79+/auuM5vN+Pv706BBAypUqJBLUUVEJCdMJhO1HqhAaMUAlk3ZRmpcBqnxGSwYu4GmT4RTq0OFQrk0/50efQj08+PHqfMwWSB2Vwzd3nyTX8e+SzG/QKPjSQGT42X3gwYNomPHjnTo0CG3MxU46iESkcIiLSGDv6du53RkrKOtYrOS3N2vDu5ehXNp/ow1S/hsws+Qaf9x51HWm58+GE25wOIGJ5OCJMeTqvv27cvBgweJiYm55uMXLlzg008/Zc+ePTkOZ7SIiAiGDh3K1KlTjY4iIpIrvAI86DisMXW7VHK0HVl/hnkj1xJ38sYrh51Vn5YP8NY7fcHL3guW5p3Fy8e+4WxmvLHBpEDJcUE0c+ZM1qxZQ0hIyDUfDw0NZe3atfz66685Dme09u3bM378eF566SWjo4iI5Bqzi5kmj4fTfnBD3C72CsWfTOGPt9dyeP1pg9PljYfqt+KD9wbhVteH7Ef9OJJ1jj5RU4lOP290NCkgclwQ7du3j7p1697wmnr16hEZGZnTlxARkTxUoXEJHhrbgqCyfgBkZ1j4+5PtrPs+Emt24Vua3y68Ab+OfpeyvqEAnMqMo0/UVCKTjxucTAqCHBdE8fHxhIaG3vCa4OBg4uLibniNiIgYJ6CUD93GNKdKq9KOtj2Lo1kwdiMpcekGJssbZTxC+Db8Jap6lQIg9kICfV58h183rzA2mBguxwWRr68v586du+E1Z8+excvLK6cvISIi+cDVw4U2A+vS8tlamF3t82zO7o9jzrA1nIq89jxRZ1bMzZ9vqr1ALWsYbjMSsZ3LZsK73zLtn/lGRxMD5bggqlmzJitXruTs2bPXfPzs2bOsWrWK2rVr5ziciIjkD5PJRI325eg8shk+IZ4ApCdmsui9Tez88zD5cA54vvJ39WZqzX4EFPO3N2TBVxN+48MFvxgbTAyT44KoV69eZGRk8MILL7B48WIuXLgA2FeXLVq0iOeff57MzEweffTRXAsrIiJ5q3iVQLqPa0lYHfuCGZvVxsafo4iYvI3M1CyD0+WuEB9//nz/A4o1sC+/N1nh188XMXzmvw1OJkbI8T5EAL/99huff/654zeHS5s2Xvr/l156iYcffjh3khpI+xCJSFFjtdrY9vsBts055GjzL+lN+8ENCb44CbuwyMzO5vEP3+HY6suTq5s8XJ+pzw7CbM7TIz+lALmjggjg0KFD/PHHH+zbt4/k5GR8fX2pUaMG3bp1o1KlSje/gRNQQSQiRdWxbedY8dkOMlPth6O6erjQ6rlaVGkVZnCy3GW1Wnnm0/FELo5ytFW/vyrfvTxcRVERcccFUVGggkhEirKkc6lETN5GzNFER1vN+8rR9P9q4OJauIqFl7/9hHW/bXF8XKZFGWYOewd3FzcDU0l+KFx/k0VEJNf5FfemyzvNqHZPGUdb5F/HmD9mPckxaQYmy32fPPMyHZ5pje3i0W7RrjEMPfojmdZsY4NJnlNBJCIiN+Xq7kLr/nW4u19tXNzsPzrOH0xg7vA1nNx1weB0uevdns/x+EudsDX3wtLei2Xxu3jp4L9JtWQYHU3ykAoiERG5ZeFty9LlnWb4FrPvMZeelMWi8ZvYNvcgNmvhmYHxWodeTHn5FTxdPABYn7Sf/ge+ID6rcJ73JppDdEMRERFERESQnJzMzp07NYdIROSi9ORM/vl8J8e3Xz4LrFzD4rQZUBcP38Iz32ZH8lFeODiNJEsapqNZeC/JZPqYt6hRspzR0SSXqSC6BZpULSJyNZvVxva5h9jy+wG4+JPEr7gX7V9pSEgFf2PD5aL9qafo/88nJH99BlOGDXOQK1PHvU6TCtWNjia5SENmIiKSIyaziQYPV6HDm3c5eoWSzqUxb9Q69v9zwuB0uaead2km1OiDi48LANa4bF584wMiIrfc5JniTFQQiYjIHSlTtxgPjWtJsUoBAFiyrKz8aherpu0mO9NicLrc0bhCdWZMHIVrCfucIluylWFvT2XWln8MTia5RQWRiIjcMb9iXnQe1ZTq95Z1tEUtP8780etJOp9qYLLcU6NkOX79eCye5bztDek2PhjzLf9eudDYYJIrVBCJiEiucHFzodVztWkzoK5jaf6FI4nMfWstx3ecv8mznUPZoOLMmTgev2r23jCybHw5YSYfLZppbDC5YyqIREQkV1VtHUbXMc3xL2HvSclIzmLJh5vZ+vuBQrE0P9Q3gHkffEBo/WIAmCzw86cLGfnbNwYnkzuhgkhERHJdSHl/uo1tQblG9pPkscHW3w+yZMJm0pMyjQ2XC3w9vJgz5j3KtLi8e/efKVv49szfBqaSO6GCSERE8oSHjxv3DW5I48eqYbp4FMaJHReY+9ZaLhxOMDZcLvB0def34e9S/f5qWLr4YK3jweST85l8Yj7a0cb5qCASEZE8YzKbqNe1Mh2HN8HT3x2A5AtpzHtnHfv+Pu70hYPZbOb7QcN5sdvDjrZvz/7Nu8d+I9taOFbYFRUqiEREJM+VrhVC9/daUrxqIADWbBur/72blV/tcvql+SaTiedKteetco9gwt4VNmfRCrqOHEpqRrrB6eRWqSASEZF84RPsSacRTan5QHlH24GVJ5k3ah2JZ1MMTJY7ehVrwfiKT+G6KxOXP1M4v/UcXYa9SUxKotHR5BaoIBIRkXzj4mqmRe+atH2xHq4e9p2fY6OTmPvWWqK3nDU43Z3rENyAARU7YHK1f5y4L57urw/lZHzh2HagMFNBJCIi+a5yi9J0e7c5AaV8AMhMzeavj7ayaeZ+rE6+NL9fm868PuIZ8LQPn6UdTaHna28Rdfa4wcnkRlQQiYiIIYLK+NHt3eZUaFLC0bbjj0MsHr+JtMQMA5PduV533cO4d1/A5Gv/MZt1OoPer41mc/R+g5PJ9aggEhERw7h7u3HvoAY0ebI6JrO9R+XU7hjmDl/LuYPxxoa7Q/fXaswn41/HHGQfP7PEZvH8G+P5O2qbwcnkWlQQiYiIoUwmE3U7VeTBt5rgFWg/PDUlNp35o9cT+Ve0Uy/Nb1apJt9MGIFrcfuWA7YkC28On8KcbasNTib/SwWRiIgUCKVqBNN9XAtKVg8CwGqxsfbbSFZ8vpOs9GyD0+VcrdIV+Pnjd/Eoaz/KxGaF8afmsD5Rw2cFicnmzKV3HouIiCAiIoLk5GR27tzJtGnTCA8PNzqWiEihZs22smnmfnYtOOJoC60UQIc37nJs7uiMzifF89joUcQ0t2Kr4IabyYXxFf+P9kF1jY4mqCC6JVFRUfTr108FkYhIPjqy4TQrv9pFVrp948bAMB86Dm2MT4iXwclyLsOaxZtHfmB5/G4AzJgYUa4nDxdrZnAy0ZCZiIgUSBWblqLrmOZ4B9nnFcWfTOHP0RtIOO28mzh6mN2YWKk3XUMaA2C1WRn72Te88t2nBicTFUQiIlJgBZXxo8uoZviXsM+/Sb6Qxp+j1xNz1Hl3f3Y1uTC6/KM8Vbw1LhFpuGzMYM3MTTz76XisVqvR8YosFUQiIlKg+RX3pvOoZgSX8wMgPTGTBWM3cGZfrMHJcs5sMjOkTDeaBFdztO1auJdHP3iHzGznnUDuzFQQiYhIgecd6EGnt5tSvFogYN/ZetH4TRzf7rxHYphMJr7s/yrtnmrhaDu6Kpru7wzXobAGUEEkIiJOwcPXjY5DG1OmbigAlkwrSz/awqG1pwxOdmc+eOJf9Bh4P7aLP5HPbT1L1+FDiUtNMjZYEaOCSEREnIabpyv3DWlExWYlAbBZbCz/bAd7I44ZnOzODO3yJH1f6wEXD4VN2BtHt9eHcio+xthgRYgKIhERcSourmbavlif6u3K2htssOabPWyfe8ipd7Ue0LYrr73VGzwuHgp7JJmeQ4Zz8PxJg5MVDSqIRETE6ZjNJlo+V4t6XSs52jb/up+NP0U5dVH0WNN2jHl3IPjYfzxnZGTy8qHpnMxw3gnkzkIFkYiIOCWTyUTjx8Jp/PjlDXN3LTjCqmm7sVqcd/l6x9pNmfLBEFzLe5LVx5+TbvH0iZrKobQzRkcr1FQQiYiIU6vXpRKt+tXGZB9pYv+KE/z9yXYsWRZjg92BFpVqMXvy+1QsWQqAc1kJPBv1GbtTnHuuVEGmgkhERJxe9bZlafdyfcwu9qro6KazLJmwxakPhS3lEcw31V6kpncZAOLTk3n27bH8sG6pwckKJxVEIiJSKFRsWor7X2+Eq4cLAKd2x7DwvY2kJ2canCzngt18mVbteRp5VcR1ZhK2qAw+ee8/TP1rttHRCh0VRCIiUmiUqVuMjsMa4+5tX79+/mACC8ZsICXOeTc69HXxZFKlZwlxs+/UjQW+m/wH78753thghYwKIhERKVRKVAui88hmeAXaD4WNO5HMn++sJ/Gs8x4KG+Dpwx/jxlOqsX1OkckG86Yt47UfPjc4WeGhgkhERAqd4HL2Q2H9inkBkHw+jT9HbyDmmPMeCuvl5sHskWOp3Laio23lzxt47vMPdChsLlBBJCIihZJ/CW86v9OMoLK+AKTFZ7BgzAbO7o8zOFnOubq48tNrI2nQpbajbef8SB6fMIZsi/NOIC8IVBCJiEih5RPkSacRTSleJRC4eCjs+5s4scN5D4U1m818PfB12jzZzNF2+J8jdB/9FmlZGQYmc24qiEREpFDz9HWn4/DGhNUJASA7w8LSiVs4vP60wcnuzMQnB/LQv+5zHAp7Kj6G1w59R7rVeVfVGUkFkYiIFHpunq7cP6QRFZqUAMBqsfH31O3s+/u4wcnuzFvdnuKZwd2hkjvZj/uxJmUfzx/4miRLmtHRnI4KIhERKRJc3Fxo93IDqt1j3+gQG6z+9252zDtkbLA79MK9D/HZe2/g4+kJwJbkw/SN+pyYrCSDkzkXFUQiIlJkmM0m7u5XmzqdL6/U2vTLfjb+vM+pD4Vt4l+Vf1d7niBXHwD2nTlG19ffZOfJwwYncx5FoiDKzMxk/PjxPPLII3To0IEBAwawe/duo2OJiIgBTCYTTZ+oTuPHqjnadv55hNX/3oPV6rxFUU2fsnwb/iLFMv1w+y6JzP0p9B0yltUHdxkdzSkUiYLIYrFQsmRJPvvsMxYuXEjPnj0ZNmwYqampRkcTERGD1OtamZbP1YKLh8JGLT/O8qnbsWQ7754+FT1L8FG5p3G12Y8vsSVYGDzsYxbsXG9wsoKvSBREXl5e9OnThxIlSmA2m7n33ntxdXXl+HHnnkwnIiJ3psa95Wj7Yn1MFw+FPbLhDEud/FDYemGV+c9Ho3EPs88pIsXKO6O+5KcNy4wNVsAVyIIoNTWVb775hiFDhtCpUydat27NokWLrnltZmYmX3zxBd27d6d9+/b861//YtOmTTe8//Hjx0lKSiIsLCwv4ouIiBOp3LwU9w9phIu7/UfiyV0XWPT+JjKSswxOlnOVi5Vm1kfv413JviklGTYmjfuez5f9YWywAqxAFkQJCQnMmDGD6OhoqlSpcsNr33//fX799Vfuu+8+Xn75ZcxmM2+88QY7d+685vUZGRmMHTuWJ598El9f37yILyIiTqZsvWJ0HNbEcSjsuQPxzH93A6lOfChsKf9g5n44nsCaQfaGbPhm0mzem/ejscEKqAJZEIWEhDBnzhx+++03Bg4ceN3rIiMjWbZsGf379+f555+na9euTJ48mZIlS/LFF19cdX12djYjR44kLCyMPn365OE7EBERZ1MyPIhOI5riFeAOQNzxJP4cvZ7Es8473zTI2495739AybtKAmCywpwv/+L1/3xpcLKCp0AWRO7u7oSEhNz0un/++QcXFxe6du3qaPPw8KBTp07s2bOHs2fPOtqtVitjx47FZDIxfPhwTCZTnmQXERHnFVLen84jm+Ebaj8UNulcGvNHryf2uPPu6ePl5sGcUeOo2KaCo23Z0W18eWqJU281kNsKZEF0qw4cOECZMmXw8fG5or1GjRoAHDx40NE2ceJEYmJiGD16NK6urje874ULF4iKinL8iY6Ozv3wIiJSIAWU8qHLO80IDLNPq0i9eCjsuQPOfSjsL6+Pom7nmlgaeWB5wJsvTi/hwxNzsdqcd1VdbrpxZVDAxcTEXLMn6VLbhQsXADhz5gzz58/H3d39it6kDz/8kHr16l31/Hnz5jFjxoy8CS0iIgWeT7AnnUc2ZckHmzl/OIGMlCwWvreJ+15tSFidUKPj5YjZbGb682/y/ZkVfHRyHgA/nVtFUnYa71R4FFeTi8EJjeXUBVFGRgZubm5Xtbu7uzseByhZsiQrV6685ft27dqVli1bOj6Ojo5m7Nixd5hWRESciaefOx3fakLEx1s5tSeG7AwLSyZspu2L9anYpKTR8XLs6ZL3EODqzTvRM7FiY/72dWyZvpWZb43G38vn5jcopJx6yMzDw4OsrKuXRWZmZjoez4nQ0FDCw8Mdf8qXL39HOUVExDm5e7ly/+uNKH/XxUNhs238PWUbUSucex+7bqFN+KhyH9zO2nD9IYkLW8/T9Y03OZvkvMOCd8qpC6KQkBBiYmKuar/UFhrqnN2aIiJScLi6u3DvoPpUbW3fu85mg1Vf72bngiMGJ7sz7QLrMCjoQUwXpxClHEqix2vDOBJz2thgBnHqgqhKlSqcOHGClJSUK9ojIyMdj4uIiNwps4uZ1v3rULtjBUfbxv/sY9PM/U69Uuv/mt/H2+/0Ay97OZBxIo0nXhvJriJ4KKxTF0T33HMPFouFefPmOdoyMzNZuHAhNWvWpESJEnd0/4iICIYOHcrUqVPvNKqIiDg5k9lE06eq06hXVUfbjj8OseYb5z4Utlv9lkx8/xVM/vZJ1dnnMuk7ZBxrD+8xOFn+MtkKaGn7+++/k5ycTExMDHPnzqV169ZUrWr/S9ijRw/HLtOjRo1i5cqV9OrVi7CwMBYvXszevXuZNGkS9evXz5UsUVFR9OvXj2nTphEeHp4r9xQREecV+Vc0a2dEwsWfoJWalaLN83VxcXXefoatxw/y/PDxWGIuzs31MTNm1EA61m5ibLB8UmALol69enHmzJlrPjZz5kxKlSoF2FeSTZ8+naVLl5KcnEylSpXo27cvTZrk3hdQBZGIiPyvg2tO8c+XO7FZ7D9Gy9QrRvtXGuDq4bzL1/efO0GfYe+SdfrikSUeJoYM682jTdoaGywfFNiCqCBRQSQiItdybNs5lk3ehiXLPjO5RLUg7n+9ER4+V28J4yxOxcfw2FsjSTuSbG94xJ+PegykdUBNY4PlMeft2xMRETFYuQbF6TisMW5e9m39zu6PY8HYDaQmZBicLOdKB4bwx4TxBNQIIruTN5n13Bh88BsWxW41OlqeUg/RDURERBAREUFycjI7d+5UD5GIiFzThaMJLB6/mfRE+z54/iW86Ti8MX7FvA1OlnMZ2ZmMOPYLS+K2A2DCxPByD9OrWMsbP9FJqSC6BRoyExGRm0k4ncKi9zeSfME+/8Y72IOOQxsTVMbP4GQ5Z7FZef/YbH67sBYA85Z0mlGFz/q+gtlcuAaZCte7ERERMUhAKR86j2pGQGn78RepsRnMH7OB84fijQ12B1xMZt4q14O+Jdtj2pOByx8pbJ67g/+bNA6LxWJ0vFylgkhERCSX+IZ40XlkU0Ir+gOQkZzFwnEbObXn6lMVnIXJZOKlsAdpSw1MF8eU9i87SI9xI0jPzjQ2XC5SQSQiIpKLvPw9ePCtJpSsEQxAVrqFxR9s4uimswYnuzOTnn6RB5+7B5vJ/vHJ9Sfp9vYwEtNTjQ2WS1QQiYiI5DJ3bzc6vHkX5RoVB+yHwi6bvJX9K08YnOzOjO7xDE+93Bnbxa2WYndeoNubb3I+Kd7QXLlBBdEN6OgOERHJKVd3F9q/0oAqrUoD9kNhV365i92LnPtQ2Fce6MkLbz4O7vauouQDiXQfMoxjsc7dA6ZVZrdAq8xERCSnbFYb637YS+SSaEdbg+6VafhIVUwmk4HJ7sycrat4b9x0SLOXEa4lPPj3e8OpVaqCscFySD1EIiIiechkNtH86Ro07FHF0bZtziHWzYjE5sSHwnZveDcfvDcIk599/CwrLoNB2//NsfTzBifLGRVEIiIiecxkMtGwR1WaPV3D0Rb51zFWfL4Da7bVwGR3pl14Az7/cCguxd3JftKf88VT6RP1KVGpJ42OdttUEImIiOST2h0q0GZgXUxm+1DZobWn+WvSVrIznXdPn7vKV2PulxOoUqscADHZSTy3/zO2JTvXXCkVRCIiIvmo6t1htB/cABc3+4/g49vOs3j8JjJTswxOlnMlPQOZXu156vqUByApO43+Uycw7Z/5Bie7dSqIRERE8ln5RiV44M27cPOyz785sy+OBWM3kubEh8IGuPrwVdUBNPcPx7w8DVal8NWE35iw8Bejo90SFUQ3oGX3IiKSV0rXDKHTW03x9HMDIOZoIvPHbCD5QprByXLO28WDyRWfoVS8/fw2kxVmfraIt3+dbnCym9Oy+1ugZfciIpJX4k8ms+j9TaTE2g+F9Qn2pOOwxgSG+RqcLOcys7N57IN3OL7muKOtSY8GfPrsoAK71YB6iERERAwUGOZLl3eaEVDKfihsSmw688es58LhBIOT5Zy7qyuzho2hxgPVHG0bf99G7ynvYbUWzFV1KohEREQM5htqPxQ2pIL9UNj0pCwWjNvAqUjnPRTWbDbz/aC3aPZIQ0fb3qX7eeS9EWRmZxuY7NpUEImIiBQAXgEedHq7CSWrBwGQlWZhyQebid7i3EdiTH12EB2eae04FPb42hN0GzmU5IyCNVdKBZGIiEgB4e7tRoehjSnboBgAliwrEZO2cWCV8210+N/e7fkcj73woONQ2PPRMby8exqploKzqk4FkYiISAHi6u7CfYMbUrlFKcB+Fto/X+xkz5Kjxga7Q0MefJQBrz8KIS5k9fFnC0f514EvSchOMToaoIJIRESkwDG7mrnn+XrUvK+co23dd3vZ+vsBnHlxeN/WD/LF1OH4FbOvoNuZEs2zUZ9xPivR4GQqiERERAokk9lE8z41adC9sqNt6+8HWf/9Xqc+FPauwCp8U+0FQlztexUdTDrNw+++xaajUYbmUkF0A9qYUUREjGQymWjUsxrN/q+6o23Pkmj++XKnUx8KW827NDPCX6SUSxCuvyWRvjmR11ZO40DaKcMyqSC6gfbt2zN+/Hheeuklo6OIiEgRVrtjRVr/qw6X9jQ8uPoUEVO2OfWhsOU8i/FJmWdwjzWT/aA3ibVsHE47Z1geFUQiIiJOoFqbMtz7SkPMrvaq6NiWcyz5cLNTHwpbLbQMcz/9gFrtw3mrXA8eCK5vWBYVRCIiIk6iQuMSdHizMW6e9vXrpyNjWThuI2mJBWf5+u0q4RPEjPCX6FmshaE5VBCJiIg4kdK1Qug4vAkevvZDYS8cuXgobEzB2ujwdriaXIyOoIJIRETE2RSvEkjnkU3xDvYAIOFUCvNHryfhdMHY08cZqSASERFxQkFl/Ogyqhn+JbwBSL6Qzp+j13PhqPMeCmskFUQiIiJOyq+YN53faUZwefuePumJmSx4dyNn9sUanMz5qCASERFxYt4BHnR6uyklql06FDabRe9v4tg245awOyMVRCIiIk7Ow8eNjsMaU6be5UNh//p4KwfXGLfRobNxNTpAQRYREUFERATJyclGRxEREbkhVw8X7nutIf98vpPD609js9hY8fkOMlOzqHlfeaPjFXgmmzOfEpdPoqKi6NevH9OmTSM8PNzoOCIiItdltdpY++0e9i077mhr1LMq9R+qjOnSVtdyFQ2ZiYiIFCJms4mWz9aiXrfLh8Ju+e0AG37c59SHwuY1FUQiIiKFjMlkovGj1WjyxOVRjd2LjrLy611YLc57KGxeUkEkIiJSSNXtXIm7+9V2HAp7YOVJlk3Z7tSHwuYVFUQiIiKFWHjbsrQb1MBxKGz05rMsnbCFzLRsg5MVLCqIRERECrmKTUrywOt34ephPzPs1J4YFo3bSHpSpsHJCg4VRCIiIkVAWJ1QHnyrCR4+9kNhzx9OYP6YDaTEphucrGBQQSQiIlJEFK8SSKeRTfEOtB8KG38ymT/f0aGwoIJIRESkSAku60fnUc3wK+4FQPKFNOaPWU9MdKLByYylgkhERKSI8S/hTZdRzQgqaz8UNi0hkwXvbuBMVJzByYyjgkhERKQI8g7ypPOIphSvGghAZmo2i97fyPEd540NZhAVRCIiIkWUh6/9UNiwOqEAWDKtLJ24hUPrThucLP/pcNcb0OGuIiJS2Ll5unL/kIas+HwnRzacwWaxsfzT7WSmZlHj3nJGx8s3Otz1FuhwVxERKeysVhtrpu8mavkJR9tdj1ajXtdKReJQWA2ZiYiICGaziVZ9a1O3S0VH2+aZ+9n4UxRFoe9EBZGIiIgA9kNhmzxencaPVXO07VpwhFXTdmO1Fu6iSAWRiIiIXKFe18q06lsbLo6U7V9xgr8/2YYlq/AeCquCSERERK5SvV1Z2r1UH7OLvSo6uvEsSyduISu9cB4Kq4JIRERErqlSs1LcP6SR41DYk7tiWPjeRtKTC9+hsCqIRERE5LrK1CtGx2GNcfe279Rz/mACC97dQEpc4ToUVgWRiIiI3FCJakF0GtkUrwB3AOKOJzP/nfUkni08h8KqIBIREZGbCinnT+dRzfAtZj8UNul8Gn+O3kDssSSDk+UOFUQiIiJySwJK+tgPhS3jC0BafAbzx6zn7H7nPxRWBZGIiIjcMp9gTzqNaEqxygHApUNhN3Fip3MfCquCSERERG6Lp587D77VhNK1QgDIzrCwdMIWjmxw3kNhVRCJiIjIbXPzdOWBNxpRoXEJAKwWG39/sp19y48bnCxnVBCJiIhIjri4udDu5fpUaxMGgM0Gq6ftZsefhw1OdvtUEImIiEiOmV3M3N2/DnU6XT4UdtPPUWz82bkOhVVBJCIiInfEZDLR5Ilw7up1+VDYnX8eZs30PU5zKKwKIhEREbljJpOJ+g9VpsUzNR2Hwu77+zjLp27Hkm01NtwtcDU6QEEWERFBREQEycnJRkcRERFxCjXvK4+HjxsrvtiJzWLjyIYzZKVlc+8rDXDzLLhlh8nmTAN8BomKiqJfv35MmzaN8PBwo+OIiIgUeMe3nSNi8jYsWfbeoeLVAnlgyF14+LoZnOzaNGQmIiIiua5sg+JXHAp7bn8889/dQGp8hsHJrk0FkYiIiOSJktWD6fR2Uzz9Lx0Km8T80etJOpdqcLKrqSASERGRPBNSwZ8uo5rhG2o/FDbxbCp/vrOeuBMF61BYFUQiIiKSpwJK+dBlVFMCw3wASI3PYP6YDZw7GG9ssP+igkhERETynE+IF51HNCO0kv1Q2IzkLBaO28jJXRcMTmangkhERETyhae//VDYUjWDAfuhsEsmbObIxjMGJ1NBJCIiIvnI3cuVB964i/KNigNgzbbx95RtRK0w9lBYFUQiIiKSr1zdXbj3lQZUbX35UNhVX+8marlxRZEKIhEREcl3ZhczrfvXoVaH8gB4B3tQunaIYXkK7h7aIiIiUqiZzCaa/V8NfII8KdugGH7FvA3LooJIREREDGMymajbpZLRMTRkJiIiIqKCSERERIo8FUQiIiJS5KkgEhERkSJPBZGIiIgUeSqIREREpMhTQSQiIiJFngoiERERKfJUEImIiEiRp4JIREREijwVRCIiIlLkqSASERGRIk8FkYiIiBR5Ou3+FmRkZAAQHR1tcBIRERG5XeXLl8fT0/OG16ggugVnzpwBYOzYsQYnERERkds1bdo0wsPDb3iNyWaz2fIpj9OKj49n48aNlCpVCnd3d6PjGGLq1Km89NJLRsfIc87wPo3OmF+vn1evk5v3zY175fQe0dHRjB07lrfffpvy5cvfUQbJHUb/28wvzvA+/zejeohySWBgIPfff7/RMQzl6+t70+q6MHCG92l0xvx6/bx6ndy8b27c607vUb58+QL/d7aoMPrfZn5xhveZk4yaVC23pH379kZHyBfO8D6Nzphfr59Xr5Ob982Nexn99ZTcU1S+ls7wPnOSUUNmIiJOKCoqin79+t3S3AgRuTn1EImIOKGQkBD69OlDSEiI0VFECgX1EImIiEiRpx4iERERKfJUEImIiEiRp2X3IiKF2IQJE1izZg3p6emUKFGC/v3707JlS6NjiRQ4mkMkIlKIRUdHOzaV3bt3L6+++iq//PILAQEBRkcTKVA0ZCYiUoiVL1/escO+yWQiKyuLCxcuGJxKpODRkJmISAGRmprKL7/8QmRkJHv37iUpKYlhw4bRsWPHq67NzMxk+vTpLF26lKSkJCpXrkzfvn1p3LjxVdd+/PHHLFy4kMzMTJo1a0alSpXy4+2IOBX1EImIFBAJCQnMmDGD6OhoqlSpcsNr33//fX799Vfuu+8+Xn75ZcxmM2+88QY7d+686tpXX32VJUuWMGnSJBo3bozJZMqrtyDitFQQiYgUECEhIcyZM4fffvuNgQMHXve6yMhIli1bRv/+/Xn++efp2rUrkydPpmTJknzxxRfXfI6LiwuNGjViy5YtrFu3Lq/egojTUkEkIlJAuLu739LO0//88w8uLi507drV0ebh4UGnTp3Ys2cPZ8+eve5zLRYLJ0+ezJW8IoWJCiIRESdz4MABypQpg4+PzxXtNWrUAODgwYMAJCcn89dff5Gamkp2djbLly9n27Zt1KtXL98zixR0mlQtIuJkYmJirtmTdKnt0ioyk8nE/PnzmTRpEjabjbCwMEaMGEHVqlXzNa+IM1BBJCLiZDIyMnBzc7uq/dLy+oyMDAB8fHyYMmVKvmYTcVYaMhMRcTIeHh5kZWVd1Z6Zmel4XERujwoiEREnExISQkxMzFXtl9pCQ0PzO5KI01NBJCLiZKpUqcKJEydISUm5oj0yMtLxuIjcHhVEIiJO5p577sFisTBv3jxHW2ZmJgsXLqRmzZqUKFHCwHQizkmTqkVECpDff/+d5ORkx/DXmjVrOHfuHAA9evTA19eXmjVr0rZtW77++mvi4+MJCwtj8eLFnDlzhjfffNPI+CJOS6fdi4gUIL169eLMmTPXfGzmzJmUKlUKsK8ku3SWWXJyMpUqVaJv3740adIkP+OKFBoqiERERKTI0xwiERERKfJUEImIiEiRp4JIREREijwVRCIiIlLkqSASERGRIk8FkYiIiBR5KohERESkyFNBJCIiIkWeCiIREREp8lQQiYiISJGngkhEJIdat259xZ+MjAzHY4sWLaJ169YsWrTIwISX/fHHH1dkfe+994yOJFKg6LR7EbnC6dOnefTRR294TcmSJfn111/zKVHBVrJkSTp06ACAi4tLnr7Wxo0bGTJkCI0bN+ajjz664bVjxowhIiKCESNGcN999xEeHk6fPn1ITk5m1qxZeZpTxBmpIBKRawoLC+O+++675mO+vr75nKbgKlmyJM8++2y+vNZdd91FiRIl2LJlC2fPnqVEiRLXvC45OZlVq1bh6+tL69atAahevTrVq1fn9OnTKohErkEFkYhcU1hYWL79oJdbYzab6dixIzNmzGDx4sX07t37mtdFRESQkZHBgw8+iIeHRz6nFHFOmkMkInesdevWvPzyy8TGxjJu3Di6dOlC+/btGTBgANu2bbvmc1JTU/nmm294+umnad++PQ8++CCvvfYaO3fuvOral19+2TFHZ9q0aTz22GO0bduWb775xnHNP//8Q79+/Wjfvj3dunXjww8/JCkpiV69etGrVy/Hde+++y6tW7cmMjLymrmmT59O69atiYiIuMPPyrWdO3eO3r170759e1asWOFoj4uLY+rUqTz++OPce++9dOnShbfffpvDhw9f8fwHH3wQk8nEokWLsNls13yNhQsXAtCpU6c8eQ8ihZEKIhHJFcnJybzwwgscPXqU+++/n9atWxMVFcWQIUOu+qGemJjIwIEDmTFjBn5+fnTr1o3WrVuzf/9+Bg0axKpVq675GiNGjGDx4sU0aNCARx55hFKlSgGwYMECRowYwYkTJ3jggQfo0KEDe/bs4dVXXyU7O/uKe3Tt2tXxnP9lsVhYuHAhAQEBjqGm3HT06FGef/55zp07x4QJE7jnnnsAOHnyJH379uW3336jdOnSPPzwwzRr1oyNGzcycODAK4q3kiVL0qhRI06dOnXNYvPw4cPs27ePqlWrUq1atVx/DyKFlYbMROSaTp48eUUPzH+rVasWTZs2vaLt4MGDPPTQQ7zyyiuYzfbftRo2bMiHH37I7NmzGTJkiOPayZMnc+TIEd544w06d+7saI+Li6Nfv35MmDCBJk2aXDXcExMTw7fffou/v7+jLSkpiU8++QQvLy++/vprypYtC0C/fv0YMmQIUVFRlCxZ0nF9vXr1qFChAsuWLePFF1/Ey8vL8djGjRs5f/48PXv2xN3d/XY/ZTe0Z88e3nzzTVxdXZk6dSpVqlRxPDZu3DhiY2OZOHEiTZo0cbQ//fTT9OvXjw8//JAZM2Y42jt16sTmzZtZuHAhDRs2vOJ11DskkjPqIRKRazp58iQzZsy45p8NGzZcdb2XlxcDBgxwFEMAHTp0wMXFhX379jna4uPjWb58OQ0bNryiGAIICgri8ccfJz4+ni1btlz1Gs8888wVxRDA6tWrSUtL48EHH3QUQwCurq707dv3mu+ta9eupKamsmzZsiva58+fD0CXLl2u92nJkXXr1jF48GD8/Pz4/PPPryiG9u/fz+7du3nggQeuKIYAypYtS+fOnTl8+PAVvWx33303AQEB/PPPP6SkpDjas7OzWbp0Ke7u7tedEC8i16YeIhG5piZNmjBx4sRbvr5MmTJ4e3tf0ebq6kpwcDDJycmOtn379mGxWMjKyrpmD9SJEycAiI6OpkWLFlc8VqNGjauuP3ToEAB169a96rGaNWtecyn8Aw88wFdffcX8+fMdRVlsbCxr166ldu3aVKhQ4Sbv9tYtX76cTZs2UblyZSZMmEBQUNAVj18aDouLi7vm5+PYsWOO/1aqVAnAUfDMmjWLiIgIunXrBsCaNWuIj4+nffv2+Pn55dp7ECkKVBCJSK7w8fG5ZruLiwtWq9XxcWJiIgC7du1i165d171fenr6VW3BwcFXtV3qIfnfQgPsq7ICAgKuavfz86Nt27YsXryYw4cPU6lSJRYtWoTFYsn13qE9e/ZgsVioW7fuNTNe+nysW7eOdevWXfc+aWlpV3zcqVMnZs2axcKFCx0FkYbLRHJOBZGI5KtLhdOjjz7KCy+8cFvPNZlM171fXFzcVY9ZrVYSEhIoVqzYVY9169aNxYsX8+effzJo0CAWLFiAj48Pbdu2va1MN9O/f39Wr17NrFmzcHFxueo9X8o/aNAgevToccv3rVy5MtWrV2fv3r0cOXIEPz8/Nm7cSKlSpa6aVyQiN6c5RCKSr6pXr47JZGLPnj25cr/KlSsDXLO3ae/evVgslms+r1atWlSuXJm//vqLjRs3cuLECe677z48PT1zJdcl7u7ujBs3jubNmzNz5kw+/fTTKx6/NAyYk8/HpZ6gBQsWsGTJEiwWi2NZvojcHhVEIpKvQkJCaNu2Lbt37+bnn3++5l46kZGR1xwyu5ZWrVrh5eXFggULOHnypKM9Ozub6dOn3/C5Xbt2JTExkfHjxwNcNck7t7i7uzN27FhatGjBr7/+ytSpUx2P1axZk5o1a7Js2bKrJnmDvZdr+/bt17xv+/bt8fT0ZOnSpSxcuBCz2ew4RkREbo+GzETkmm607B7gySefzPEuyK+++irHjx/niy++YMmSJdSqVQtfX1/Onz/Pvn37OHHiBHPmzLml3ho/Pz9efPFFJkyYQL9+/WjXrh0+Pj6sX78ed3d3QkNDr9tjcv/99/Pll19y4cIFwsPD83TfHjc3N959911GjhzJb7/9hs1m4+WXXwZg5MiRvPLKK4wePZpZs2ZRtWpVPDw8OHfuHLt37yYhIeGaG0X6+PjQpk0blixZQnx8PE2bNr3ucR4icmMqiETkmi4tu7+enj175rgg8vf35/PPP2f27Nn8/fffREREYLVaCQ4OpkqVKvTu3fuak6Gvp0uXLvj5+fHDDz+wePFifHx8aNmyJQMGDKBnz56EhYVd83k+Pj7cfffdLF26NM96h/7bpaJo1KhRzJo1C5vNxqBBgyhdujTTp09n5syZrFq1ikWLFmE2mwkJCaFevXqODRyvpVOnTixZsgSw72ItIjljsl1v73cRESd34sQJnnjiCdq2bcvo0aOveU3v3r05c+YMs2fPvu5Kuetp3bo19evX55NPPsmNuPni9OnTPProo3To0IHhw4cbHUekwFAPkYg4vaSkJDw8PK7YXTojI8Mxgfnuu+++5vPWr1/PkSNH6NKly20XQ5ds377dcczHX3/9VWAPU/3jjz/46KOPjI4hUmCpIBIRp7d9+3Y++OADGjduTPHixUlISGDr1q2cOXOGhg0b0q5duyuunzt3LufOnWP+/Pm4u7vz5JNP5uh1+/Tpc8XH19oEsqAIDw+/Im/VqlWNCyNSAGnITESc3vHjx5k+fTq7d+8mPj4egLCwMNq1a8djjz12Va9Nr169OH/+PGXLlmXAgAFX7YgtIkWPCiIREREp8rQPkYiIiBR5KohERESkyFNBJCIiIkWeCiIREREp8lQQiYiISJGngkhERESKPBVEIiIiUuSpIBIREZEi7/8BWfmj4iF/cfsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Spectrum\n", "df = pd.read_csv(\"crab_spec.dat\", delim_whitespace=True)\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],label=\"Crab\")\n", "plt.loglog(df[\"Energy[keV]\"],3*df[\"Rate[ct/keV]\"],label=\"3xCrab\")\n", "\n", "df = pd.read_csv(\"crab_spec_3x.dat\", delim_whitespace=True)\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],ls=\"--\",label=\"Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Energy [keV]\")\n", "plt.ylabel(\"ct/keV\")\n", "plt.savefig(\"combined_spectrum_comparison.pdf\")\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combining binned data\n", "\n", "An alternative way to combine the data is to sum the binned histograms. This requires that the histograms being combined have the same exact binning." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "binning data...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n", "\n", "The total number of photons has increased by a factor of 3, as expected:\n", "single histogram: 3324977.0\n", "combined histogram: 9974931.0\n" ] } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.get_binned_data(unbinned_data=\"unbinned_data.hdf5\", output_name=\"binned_data\")\n", "combined_hist = analysis.binned_data + analysis.binned_data + analysis.binned_data\n", "\n", "print()\n", "print(\"The total number of photons has increased by a factor of 3, as expected:\")\n", "print(\"single histogram: \" + str(np.sum(analysis.binned_data.contents.todense())))\n", "print(\"combined histogram: \" + str(np.sum(combined_hist.contents.todense())))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 4: Making data selections\n", "### Make time cut\n", "Only time cuts are available for now. The parameters tmin and tmax are passed from the yaml file. In this example we will select the first half of the dataset. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Making data selections...\n", "Saving file...\n" ] } ], "source": [ "analysis = BinnedData(\"inputs_half_time.yaml\")\n", "analysis.select_data_time(unbinned_data=\"combined_unbinned_data.hdf5\", output_name=\"selected_unbinned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bin the selected data " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "binning data...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] } ], "source": [ "analysis.get_binned_data(unbinned_data=\"selected_unbinned_data.hdf5\", output_name=\"selected_combined_binned_data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get raw spectrum and lightcurve:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "getting raw spectrum...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "getting raw lightcurve...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis.get_raw_spectrum(binned_data=\"selected_combined_binned_data.hdf5\", output_name=\"selected_crab_spec_3x\")\n", "analysis.get_raw_lightcurve(binned_data=\"selected_combined_binned_data.hdf5\", output_name=\"selected_crab_lc_3x\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare to the full data set" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# LCs: \n", "# The plots below are normalized to the initial time.\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "df = pd.read_csv(\"crab_lc_3x.dat\", delim_whitespace=True)\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],ls=\"-\",label=\"Combined\")\n", "\n", "df = pd.read_csv(\"selected_crab_lc_3x.dat\", delim_whitespace=True)\n", "plt.semilogy(df[\"Time[UTC]\"] - df[\"Time[UTC]\"][0], df[\"Rate[ct/s]\"],ls=\"--\",label=\"Selected Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Time [s]\")\n", "plt.ylabel(\"ct/s\")\n", "plt.savefig(\"combined_lc_comparison.pdf\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Spectrum\n", "df = pd.read_csv(\"crab_spec_3x.dat\", delim_whitespace=True)\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],ls=\"-\",label=\"Combined\")\n", "\n", "df = pd.read_csv(\"selected_crab_spec_3x.dat\", delim_whitespace=True)\n", "plt.loglog(df[\"Energy[keV]\"],df[\"Rate[ct/keV]\"],ls=\"--\",label=\"Selected Combined\")\n", "\n", "plt.legend()\n", "plt.xlabel(\"Energy [keV]\")\n", "plt.ylabel(\"ct/keV\")\n", "plt.savefig(\"combined_spectrum_comparison.pdf\")\n", "plt.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 5: Dealing with memory issues\n", "\n", "Combining and binning data can be memory intensive. It's therefore recommended to use a work station with plenty of RAM if possible. If you're running into memory limitatons, a workaround is to use chunks. \n", "\n", "We can read the unbinned data in chuncks by specifying event_min and event_max:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preparing to read file...\n", "Reading file...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 16106/53383576.0 [00:00<04:04, 218242.46it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Stopping here: only reading a subset of events\n", "Making COSI data set...\n", "total events to procecss: 999\n", "Initializing arrays...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Making dictionary...\n", "total processing time [s]: 10.723071336746216\n", "Number of photons in COSI dataset: 999\n" ] } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.read_tra(event_min=0, event_max=1000)\n", "print(\"Number of photons in COSI dataset: \" + str(analysis.cosi_dataset[\"TimeTags\"].size))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same thing can be done for binning the data in chuncks by specifying the event_range keyword:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "binning data...\n", "Time unit: s\n", "Em unit: keV\n", "Phi unit: deg\n", "PsiChi unit: None\n" ] }, { "data": { "image/png": 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\n", 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\n", 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AwAO5ZSCbOHGi4uLilJ+fr+3bt6u6ulqVlZWSJLvdLkl1boivDTd2u10BAQGy2+3fW+cOY14pISHB6VulOTk5mjNnjksdAADwDG4ZyKKjo61LgqNGjdLMmTP17LPP6q233lJgYKAkWQHtchUVFZJk1QQGBl5znckxrxQeHq7w8PA6+wAAgOdxyz1kV4qLi9OXX36pU6dOWZcAay8JXs5ms6lNmzbWWaewsDAVFBTI4XC41EmyQo/pMQEAgHdrFoGs9vJfcXGxIiIiFBoaqqysLJe6o0ePKiYmxjqOiYlReXm5y6b4zMxMq1+S8TEBAIB3c6tAVlhY6NJWVVWlTZs2KTAwULfccoskadiwYdq9e7fOnj1r1e3bt0+nTp1SfHy81TZ48GD5+fnpww8/tNocDofWrVuniIgI9erVy2o3OSYAAPBubrWHbP78+SopKdHtt9+uiIgI2Ww2bdmyRV9//bWmTp2q4OBgSdKUKVO0Y8cOPfnkk5owYYLKysq0atUqdenSRffee681Xvv27TVx4kStWrVKVVVVio2N1c6dO3Xo0CE999xz1g1cTY8JAAC8m4/jys1QBm3btk3//Oc/dfz4cZ0/f17BwcHq3r277r//fg0ePNip9sSJEy7PiJw6daratWvnVFdTU6OVK1cqPT1dNptNUVFReuihhzRy5EiX9zc55nfJyspSUlKSli5dWud9zZrayuSPVVpgV3C7QD248C6Pez8AAExzq0CGuhHIAADwbG61hwwAAMAbEcgAAAAMI5ABAAAY1uBAtm/fPq1atcqp7Z///KcmTJign/70p/rrX/+q6urq654gAACAp2twIFu+fLmOHTtmHf/f//2f5s+fr9DQUPXp00d///vflZaW1iiTBAAA8GQNDmQ5OTlO3/jbvHmzQkJCtHDhQr3wwgu67777tGnTpkaZJAAAgCdrcCArKytTSEiIdbxnzx7deeedatmypSTp1ltvdbpDPQAAAOrW4EDWvn17ffnll5Kk06dP68SJE+rXr5/Vf/HiRfn7+1//DAEAADxcgx+dNGLECL3zzjvKy8vTyZMn1bp1a6e76WdlZalTp06NMkk0neOff6t9H2SrsrzqqjVlhfYbOCMAALxPgwPZz3/+c1VVVenzzz9XZGSkZs2apdatW0uSLly4oAMHDmjChAmNNlE0jX0fZOv8NyXXVOvf0q0efQoAgMdo8P9h/fz8lJSUpKSkJJe+Nm3aaO3atdczL9wgtWfGfHykoLaBV63zb+mnvhO73ahpAQDgVRocyKZPn66HH35Yd9xxR539//rXv/TOO+9owYIFDZ4cbpygtjw3EgAAUxq8qf/AgQMqKCi4an9hYaEOHjzY0OEBAAC8xnU9OsnHx+eqfWfOnFFwcPD1DA8AAOAV6nXJcsOGDdq4caN1/O6772r9+vUudcXFxTp+/Lj69+9//TMEAADwcPUKZHa7XUVFRdZxaWmpy1kyHx8fBQUFKSEhQY888khjzBEAAMCj1SuQjR07VmPHjpUkTZo0SdOmTXO69xgAAADqr8HfslyzZk1jzgMAAMBrXfedPktLS5Wbm6uLFy/K4XC49Pfp0+d63wIAAMCjNTiQFRUVacGCBcrIyFBNTY1Lv8PhkI+Pj3bs2HE98wMAAPB4DQ5kL7/8snbv3q3x48fr9ttvtx6bBAAAgPppcCDbu3evJk2apMcff7wx5wMAAOB1Gnxj2MDAQN10002NORcAAACv1OBANnLkSO3cubMx5wIAAOCVGnzJctiwYTpw4ICeeuopjRkzRu3bt1eLFq75rnv37tc1QQAAAE/X4ECWnJxs/Xrv3r0u/XzLEgAA4No0OJA9++yzjTkPAAAAr9XgQHbvvfc25jwAAAC8VoM39QMAAKBxNPgM2Z/+9KdrquPSJgAAwHdrcCD717/+5dJWU1Mjm82mmpoahYaGqmXLltc1OQAAAG/Q4EC2Zs2aOturqqq0bt06ffDBB3rllVcaPDEAAABv0eh7yPz8/DR+/Hj169dPf/nLXxp7eAAAAI/TZJv6u3btqoMHDzbV8AAAAB6jyQLZ3r172UMGAABwDRq8hyw1NbXO9uLiYh08eFBfffWVHnrooYYODwAA4DUaHMiWL19eZ3vr1q1188036ze/+Y3GjBnT4IkBAAB4iwYHsoyMjMacBwAAgNfiTv0AAACGNfgMWa0DBw7os88+U25uriTppptu0oABA9SnT5/rHRoAAMArNDiQVVZW6oUXXtCuXbvkcDjUqlUrSZc29a9evVpDhgzR7Nmz5ed33ZkPAADAo13Xtyx37typn/3sZ5o8ebLatWsnSSosLFRaWprS0tKUmpqqxMTERpssAACAJ2rwHrItW7Zo1KhRevzxx60wJklt27bV448/rnvuuUebN29ulEkCAAB4sgYHsoKCAvXo0eOq/T169FBBQUFDhwcAAPAaDQ5kERER2r9//1X7Dxw4oIiIiIYODwAA4DUaHMhGjRql7du3a/78+fr6669VXV2tmpoaff3113rllVe0Y8cOjRo1qjHnCgAA4JEavKl/ypQpOnPmjNavX69//OMf8vHxkSQ5HA45HA6NGjVKP//5zxttogAAAJ6qwYHM19dXv/3tbzV58mR99tlnOnv2rCQpMjJSAwYMUNeuXRttkgAAAJ6sXoHMbrfrr3/9qzp37qzx48dLkrp27eoSvj744AOtW7dO06ZN4z5kAAAA36Nee8jWr1+vjRs3asCAAd9ZN2DAAH300Uf6xz/+cV2TAwAA8Ab1CmTbt2/X0KFDdfPNN39nXceOHRUXF6etW7de1+QAAAC8Qb0C2fHjx3XbbbddU22vXr10/PjxBk0KAADAm9QrkFVWVl7znjA/Pz9VVFQ0aFIAAADepF6BLDw8XCdOnLim2hMnTig8PLxBkwIAAPAm9foK5B133KFNmzZpypQpatu27VXrCgsLtWnTJsXFxdVrMkePHtXGjRu1f/9+5ebmqk2bNurZs6cSExPVqVMnp9qTJ09q4cKFOnz4sPz8/DRgwAAlJycrNDTUqa6mpkZpaWlau3atCgoKFBUVpSlTpmj48OEu729yTAAA4L3qdYbsoYceUkVFhZ588kllZmbWWZOZmaknn3xSFRUVeuCBB+o1mZUrVyojI0N33HGHpk2bpjFjxujgwYNKTEx02o927tw5paSk6MyZM0pKStLPfvYzffbZZ5o5c6YqKyudxly6dKnefPNN9evXT9OnT1dkZKRefPFFbdu2zanO9JgAAMB71esM2c0336wXXnhBL7zwgp544gl16NBBXbp0UXBwsEpLS3XixAl98803CgwM1OzZs9WxY8d6TWbSpEn6z//8T/n7+1ttd911lx599FG99957eu655yRJK1asUHl5uZYtW6bIyEhJUmxsrGbOnKkNGzYoISFBkpSXl6fVq1dr3LhxmjFjhiTpvvvuU0pKihYtWqS4uDj5+voaHxMAAHi3ej/LcsCAAVq+fLnGjBmjiooK7dq1S5s3b9auXbtkt9t13333afny5Ro0aFC9J9O7d2+nMCZJnTp10i233KKcnByrLSMjQwMHDrRCjiT17dtXnTp10vbt2622Xbt2qaqqSuPGjbPafHx8NHbsWOXl5enIkSNuMSYAAPBuDbqNfocOHfSb3/xGv/nNb1RaWqqSkhKFhIQoODi4secnh8OhwsJC3XLLLZIunaEqLCxU9+7dXWpjY2P1+eefW8fZ2dkKCgpSdHS0S11t/2233WZ8zCvl5+fLZrNZx5eHUQAA4Hmu+7lGwcHBTRLEam3ZskV5eXn65S9/KUlWUAkLC3OpDQsL04ULF1RRUaGAgADZbDa1bdvWevD55XXSpeDjDmNeKT09XampqVdZEQAA4Gnc+kGTOTk5eu2119SzZ0+NGjVK0qXnaUpyubQpyQo3drtdAQEBstvt31vnDmNeKSEhwemSb05OjubMmeNSBwAAPIPbBjKbzaZnnnlGISEh+sMf/mBtlA8MDJSkOr+lWHsj2tqawMDAa64zOeaVwsPDuYcbAABepN6b+m+E4uJiPf300youLtb8+fOdwkntJcDL91jVstlsatOmjXXWKSwsTAUFBXI4HC51kqxxTY8JAAC8m9sFMrvdrmeffVanTp3Sn/70J2szf62IiAiFhoYqKyvL5bVHjx5VTEyMdRwTE6Py8nKXTfG191CrrTU9JgAA8G5uFciqq6v1/PPP68iRI3rhhRfUq1evOuuGDRum3bt36+zZs1bbvn37dOrUKcXHx1ttgwcPlp+fnz788EOrzeFwaN26dYqIiHAa3+SYAADAu7nVHrI33nhDn376qQYOHKiLFy9q8+bNTv0jR46UJE2ZMkU7duzQk08+qQkTJqisrEyrVq1Sly5ddO+991r17du318SJE7Vq1SpVVVUpNjZWO3fu1KFDh/Tcc89Z+9JMjwkAALybWwWyY8eOSZJ2796t3bt3u/TXBrLIyEi9/vrrWrhwod566y3rGZFTp0512Zf12GOPqXXr1kpPT9fGjRsVFRWl3//+9xoxYoRTnekxAQCA9/JxXLk7HW4nKytLSUlJWrp0aZ03mr0eK5M/VmmBXcHtAvXgwrsadeyGcsc5AQDQlNxqDxkAAIA3IpABAAAYRiADAAAwjEAGAABgGIEMAADAMAIZAACAYQQyAAAAwwhkAAAAhhHIAAAADCOQAQAAGEYgAwAAMIxABgAAYBiBDAAAwDACGQAAgGEEMgAAAMMIZAAAAIYRyAAAAAzzMz0B4GrKCu1amfyx6WnUi39LP/Wd2E2d+3cwPRUAQDNCIIPb8W/pJ8kuh0MqLbCbnk492bX3/WwCGQCgXghkcDt9J3bT3vezVVleZXoq9VJWeClENrd5AwDMI5DB7XTu36FZnmFamfxxMzyjBwBwB2zqBwAAMIxABgAAYBiBDAAAwDACGQAAgGEEMgAAAMMIZAAAAIYRyAAAAAwjkAEAABhGIAMAADCMQAYAAGAYgQwAAMAwAhkAAIBhBDIAAADDCGQAAACGEcgAAAAMI5ABAAAYRiADAAAwjEAGAABgGIEMAADAMAIZAACAYQQyAAAAwwhkAAAAhhHIAAAADCOQAQAAGEYgAwAAMIxABgAAYBiBDAAAwDACGQAAgGEEMgAAAMMIZAAAAIYRyAAAAAwjkAEAABhGIAMAADCMQAYAAGCYn+kJXK60tFRpaWnKzMzU0aNHdfHiRc2aNUv33nuvS+3Jkye1cOFCHT58WH5+fhowYICSk5MVGhrqVFdTU6O0tDStXbtWBQUFioqK0pQpUzR8+HC3GhMAAHgvtwpk58+fV2pqqiIjIxUTE6P9+/fXWXfu3DmlpKSoVatWSkpKUllZmdLS0nT8+HG99dZb8vf3t2qXLl2q9957T2PGjNGtt96qXbt26cUXX5SPj4/uvvtutxkTAAB4L7cKZGFhYfrwww8VFhamL7/8Ur/+9a/rrFuxYoXKy8u1bNkyRUZGSpJiY2M1c+ZMbdiwQQkJCZKkvLw8rV69WuPGjdOMGTMkSffdd59SUlK0aNEixcXFydfX1/iYAADAu7nVHrKAgACFhYV9b11GRoYGDhxohRxJ6tu3rzp16qTt27dbbbt27VJVVZXGjRtntfn4+Gjs2LHKy8vTkSNH3GJMAADg3dwqkF2LvLw8FRYWqnv37i59sbGxys7Oto6zs7MVFBSk6Ohol7rafncY80r5+fnKysqyfnJycq5aCwAAmj+3umR5LWw2myTVeSYtLCxMFy5cUEVFhQICAmSz2dS2bVv5+Pi41EmXgo87jHml9PR0paamXn0RAACAR2l2gcxut0tSnRvia8ON3W5XQECA7Hb799a5w5hXSkhI0KBBg6zjnJwczZkzx6UOAAB4hmYXyAIDAyVJlZWVLn0VFRVONYGBgddcZ3LMK4WHhys8PLzOPgAA4Hma3R6y2kuAtZcEL2ez2dSmTRvrrFNYWJgKCgrkcDhc6iRZocf0mAAAwLs1u0AWERGh0NBQZWVlufQdPXpUMTEx1nFMTIzKy8tdNsVnZmZa/e4wJgAA8G7NLpBJ0rBhw7R7926dPXvWatu3b59OnTql+Ph4q23w4MHy8/PThx9+aLU5HA6tW7dOERER6tWrl1uMCQAAvJvb7SH7+9//ruLiYutS36effqpz585JksaPH69WrVppypQp2rFjh5588klNmDBBZWVlWrVqlbp06eL0mKX27dtr4sSJWrVqlaqqqhQbG6udO3fq0KFDeu6556wbuEoyOiYAAPBuPo4rN0MZNmnSJOXm5tbZt3r1anXo0EGSdOLECZdnRE6dOlXt2rVzek1NTY1Wrlyp9PR02Ww2RUVF6aGHHtLIkSNdxjc55nfJyspSUlKSli5dWud9za7HyuSPVVpgV3C7QD248K5GHdvbsJYAgIZyu0AGVwSy5oG1BAA0VLPcQwYAAOBJCGQAAACGEcgAAAAMI5ABAAAYRiADAAAwjEAGAABgGIEMAADAMAIZAACAYQQyAAAAwwhkAAAAhhHIAAAADCOQAQAAGEYgAwAAMIxABgAAYBiBDAAAwDACGQAAgGEEMgAAAMMIZAAAAIb5mZ4A4GnKCu1amfyx6Wl4Bf+Wfuo7sZs69+9geioAcF0IZEAj8W/pJ8kuh0MqLbCbno6XsGvv+9kEMgDNHoEMaCR9J3bT3vezVVleZXoqXqGs8FL4Zb0BeAICGdBIOvfvwJmaG2hl8seciQTgMdjUDwAAYBiBDAAAwDACGQAAgGEEMgAAAMMIZAAAAIYRyAAAAAwjkAEAABhGIAMAADCMQAYAAGAYgQwAAMAwAhkAAIBhBDIAAADDCGQAAACGEcgAAAAMI5ABAAAYRiADAAAwjEAGAABgGIEMAADAMAIZAACAYQQyAAAAwwhkAAAAhhHIAAAADCOQAQAAGEYgAwAAMIxABgAAYBiBDAAAwDA/0xMAgOtRVmjXyuSPTU8DQDPn39JPfSd2U+f+HYy8P4EMQLPk39JPkl0Oh1RaYDc9HQDNnl17388mkAFAffSd2E17389WZXmV6akAaObKCi/95c7k5wmBDECz1Ll/B2N/kwXgWVYmf2z8TDub+gEAAAwjkAEAABjGJcsmVlFRobffflubN2/WxYsX1bVrVyUmJqpfv36mpwYAANwEZ8ia2Lx587RmzRqNGDFC06ZNU4sWLfT000/r0KFDpqcGAADcBIGsCWVmZmrbtm369a9/rSeeeEIJCQn6y1/+optuukmLFy82PT0AAOAmCGRNKCMjQ76+vkpISLDaAgMDNXr0aB05ckRnz541ODsAAOAu2EPWhLKzsxUVFaWQkBCn9tjYWEnSsWPHFBkZ6fK6/Px82Ww26zgnJ6dpJwoAAIwikDUhm82msLAwl/batvz8/Dpfl56ertTU1KacGgAAcCMEsiZkt9vl7+/v0h4QEGD11yUhIUGDBg2yjnNycjRnzpwmmWPwDwKd/gkAgLdxh/8XEsiaUGBgoCorK13aKyoqrP66hIeHKzw8vEnnVmvs3EHfXwQAgAdzh/8Xsqm/CYWFhTntBatV23ajQhcAAHBvBLImFBMTo9OnT6ukpMSpPTMz0+oHAAAgkDWhuLg4VVdXKz093WqrqKjQRx99pB49etT5DUsAAOB92EPWhHr06KH4+HgtWbJERUVF6tixozZu3Kjc3Fw988wzpqcHAADcBIGsif32t79VZGSkNm3apOLiYnXp0kUvvfSS+vTpY3pqAADATRDImlhgYKCeeOIJPfHEE6anAgAA3BR7yAAAAAwjkAEAABhGIAMAADCMQAYAAGAYgQwAAMAwAhkAAIBhBDIAAADDuA9ZM2C32yVJOTk5hmcCAADqKzo6Wi1btvzOGgJZM5CbmytJmjNnjuGZAACA+lq6dKm6d+/+nTU+DofDcYPmgwYqKirSF198oQ4dOiggIOCaX5eTk6M5c+bo97//vaKjo5twhpBY7xuN9b6xWO8bi/W+sZp6vTlD5iFCQ0M1cuTIBr8+Ojr6e5M5Gg/rfWOx3jcW631jsd43lsn1ZlM/AACAYQQyAAAAwwhkHiwsLEyPPPKIwsLCTE/FK7DeNxbrfWOx3jcW631jucN6s6kfAADAMM6QAQAAGEYgAwAAMIxABgAAYBiBDAAAwDBuDOuBKioq9Pbbb2vz5s26ePGiunbtqsTERPXr18/01NxSaWmp0tLSlJmZqaNHj+rixYuaNWuW7r33XpfakydPauHChTp8+LD8/Pw0YMAAJScnKzQ01KmupqZGaWlpWrt2rQoKChQVFaUpU6Zo+PDhDR7TExw9elQbN27U/v37lZubqzZt2qhnz55KTExUp06dnGpZ6+t34sQJLV++XFlZWSooKFDLli0VHR2tBx54QIMGDXKqZb2bxrvvvqtly5apc+fOeuedd5z6Dh8+rDfffFNfffWVQkJCFB8fr6SkJAUHBzvV1ecz/VrH9AT79+/X9OnT6+xbvHixevbsaR03h7UmkHmgefPmaceOHZo4caKioqK0YcMGPf3001qwYIFuu+0209NzO+fPn1dqaqoiIyMVExOj/fv311l37tw5paSkqFWrVkpKSlJZWZnS0tJ0/PhxvfXWW/L397dqly5dqvfee09jxozRrbfeql27dunFF1+Uj4+P7r777gaN6QlWrlypw4cPKz4+Xl27dpXNZtOHH36oxMRELV68WF26dJHEWjeW3NxclZaWatSoUQoPD1d5ebkyMjI0a9YsPfXUU0pISJDEejeVc+fOacWKFQoKCnLpy87O1owZMxQdHa3k5GSdO3dOq1ev1unTp/Xyyy871V7rZ3p9xvQk48ePV2xsrFNbx44drV83m7V2wKMcOXLEMWTIEMfKlSuttvLycsfPfvYzx7//+78bnJn7stvtjvz8fIfD4XAcPXrUMWTIEMdHH33kUvfKK684hg8f7sjNzbXa/ud//scxZMgQx7p166y2c+fOOeLj4x2vvvqq1VZTU+OYOnWq4/7773dUVVXVe0xPcejQIUdFRYVT29dff+24++67HS+++KLVxlo3naqqKsejjz7qeOihh6w21rtpzJ492zF9+nRHSkqK4+GHH3bqe+qppxxjx451FBcXW23r1693DBkyxLFnzx6rrT6f6dc6pqf417/+5RgyZIhj+/bt31nXXNaaPWQeJiMjQ76+vtbffCUpMDBQo0eP1pEjR3T27FmDs3NPAQEB13QzwIyMDA0cOFCRkZFWW9++fdWpUydt377datu1a5eqqqo0btw4q83Hx0djx45VXl6ejhw5Uu8xPUXv3r1dzox06tRJt9xyi3Jycqw21rrp+Pr6qn379iouLrbaWO/Gd+DAAWVkZCglJcWlr6SkRHv37tXIkSMVEhJitd9zzz0KCgpyWp9r/Uyvz5ieqLS0VFVVVS7tzWmtCWQeJjs7W1FRUU5/SCRZp3OPHTtmYlrNXl5engoLC+t86GxsbKyys7Ot4+zsbAUFBSk6Otqlrra/vmN6MofDocLCQv3gBz+QxFo3hbKyMhUVFenMmTNas2aN9uzZox//+MeSWO+mUF1drQULFmj06NHq2rWrS//x48dVXV3tsj7+/v7q1q2by5pfy2d6fcb0NPPmzdOoUaM0YsQITZ8+XV9++aXV15zWmj1kHsZms9V5tqe2LT8//0ZPySPYbDZJuuraXrhwQRUVFQoICJDNZlPbtm3l4+PjUif9/9+D+ozpybZs2aK8vDz98pe/lMRaN4U33nhD6enpkqQWLVpo6NChmjFjhiTWuymsW7dOZ8+e1WuvvVZn//etz8GDB51qr+UzvT5jego/Pz8NGzZMP/nJT/SDH/xAJ0+e1OrVq5WcnKxFixbphz/8YbNaawKZh7Hb7XVulq394LPb7Td6Sh6hdt2+b20DAgKu+fegPmN6qpycHL322mvq2bOnRo0aJYm1bgoTJ05UXFyc8vPztX37dlVXV6uyslIS693Yzp8/r7/97W96+OGHr/pt0u9bn4qKCqfaxljzy8f0FL1791bv3r2t48GDBysuLk6PPvqolixZovnz5zerteaSpYcJDAy0PmgvV/sHJDAw8EZPySPUrtu1rO21/h7UZ0xPZLPZ9MwzzygkJER/+MMf5OvrK4m1bgrR0dHq27evRo0apZdeekllZWV69tln5XA4WO9GtmzZMrVu3Vrjx4+/as33rc/lQbWx1twTw29doqKiNHjwYO3fv1/V1dXNaq0JZB4mLCzMOp16udq28PDwGz0lj1B7avpqa9umTRvrP8KwsDAVFBTI4XC41En///egPmN6muLiYj399NMqLi7W/Pnznf5cstZNLy4uTl9++aVOnTrFejeiU6dOaf369ZowYYLy8/P17bff6ttvv1VFRYWqqqr07bff6sKFC9+7Plf+93Atn+n1GdPTtW/fXpWVlSovL29Wa00g8zAxMTE6ffq0SkpKnNozMzOtftRfRESEQkNDlZWV5dJ39OhRp3WNiYlReXm507cGJdffg/qM6UnsdrueffZZnTp1Sn/60590yy23OPWz1k2v9pJLcXEx692I8vPzVVNTowULFmjy5MnWT2Zmpk6dOqXJkycrNTVVnTt3lq+vr8v6VFZWKjs722XNr+UzvT5jerpvvvlGAQEBCgoKalZrTSDzMHFxcaqurrY28EqXTqF+9NFH6tGjh9NX0FE/w4YN0+7du51uHbJv3z6dOnVK8fHxVtvgwYPl5+enDz/80GpzOBxat26dIiIi1KtXr3qP6Smqq6v1/PPP68iRI3rhhRec1uJyrHXjKCwsdGmrqqrSpk2bFBgYaIVh1rtxdO7cWXPnznX56dy5syIjIzV37lyNHj1arVq1Ut++fbV582aVlpZar9+0aZPKysqc1udaP9PrM6anKCoqcmk7duyYPv30U/Xr108tWrRoVmvt47jy3DOavdmzZ+uTTz7RpEmT1LFjR23cuFFHjx7Va6+9pj59+pienlv6+9//ruLiYtlsNq1du1ZDhw5Vt27dJF26C3SrVq109uxZJSYmqlWrVpowYYLKysq0atUqRUREaMmSJU6XYBYvXqxVq1ZpzJgxio2N1c6dO/XZZ5/pueee04gRI6y6+ozpCV5//XV98MEHGjhwoO666y6X/pEjR0qq37qw1lf3u9/9TiUlJbr99tsVEREhm82mLVu26Ouvv9bUqVM1efJkSax3U5s2bZrOnz/v9OikrKwsTZ06VdHR0UpISLDu9H777bfrlVdecXr9tX6m12dMTzB9+nQFBgaqV69eatu2rU6ePKn169fLz89PixYtsv7C0VzWmkDmgex2u/UsruLiYnXp0kWJiYm68847TU/NbU2aNEm5ubl19q1evVodOnSQdOnZgFc+m2/q1Klq166d02tqamq0cuVKpaeny2azKSoqSg899JAVOC53rWN6gmnTpunAgQNX7f/kk0+sX7PW12/btm365z//qePHj+v8+fMKDg5W9+7ddf/992vw4MFOtax306krkEnSoUOHrGchBgcHKz4+Xo899pjLsxDr85l+rWN6gg8++EBbtmzRmTNnVFJSotDQUN1xxx165JFHFBUV5VTbHNaaQAYAAGAYe8gAAAAMI5ABAAAYRiADAAAwjEAGAABgGIEMAADAMAIZAACAYQQyAAAAwwhkAAAAhhHIAAAADCOQAcANNm3aNA0dOlRDhw7VM888Y7V/++23Gjp0qFatWnXD57Rz505rTkOHDtWXX355w+cAeDM/0xMAgBttw4YNmjdv3lX7Fy9erJ49ezbpHP7t3/5NDz/8sCIiIhp97KqqKo0bN07/9m//pjfeeKPOGofDoQkTJig0NFRvv/22unfvrt///vc6ePCg1q9f3+hzAvDdCGQAvNavfvUr68Hxl+vYsWOTv3e7du3qfCB3Y/Dz81NcXJzS09OVm5urm266yaXm4MGDysvL06RJkyRJ7du318iRI1VdXU0gAwwgkAHwWv3799ett95qehpNYsSIEVq3bp22bt2qKVOmuPRv2bJFLVq00N13321gdgCuxB4yALiKy/d0/fd//7cmT56sESNGaObMmTp79qwcDofeeecdjR8/XsOHD9esWbN04cKFRp2Dw+HQyy+/rLvuuksZGRlW++bNm5WYmKjhw4dr9OjRev7553X27Fmrv3fv3rrpppu0detWlzGrqqqUkZGhH/3oRwoPD2/U+QJoGAIZAK9VUlKioqIip5/z58+71G3dulVr167V+PHjNXnyZB08eFDPP/+8li1bpj179ujBBx/UmDFjtHv3bi1atKjR5lddXa0//vGP2rRpk+bOnathw4ZJkt59913NnTtXUVFRSk5O1sSJE7Vv3z6lpKTo4sWLkiQfHx+NGDFCx48f14kTJ5zG3bNnjy5cuKARI0Y02lwBXB8uWQLwWjNmzHBpCwgIcDmrlJeXp5UrV6pVq1aSpJqaGq1YsUJ2u11LliyRn9+lj9Lz589ry5YtmjlzpgICAq5rblVVVZozZ44+/fRT/fGPf9Sdd94pScrNzdXy5cuVmJion//851b90KFD9atf/Upr16612keMGKH/+q//0pYtW/TrX//aqt26dasCAgKsgAfAPAIZAK81Y8YMderUyamtRQvXCwdxcXFWGJOk2NhYSZcCT20Yq23funWr8vPzdfPNNzd4XlVVVZo9e7b27t2rP//5z/rRj35k9X3yySeqqalRfHy8ioqKrPZ27dopKipK+/fvtwLZLbfcom7dumnbtm1WICsrK9Onn36qgQMHKiQkpMFzBNC4CGQAvFZsbOw1beqPjIx0Oq4NZ+3bt6+zvfayYUOtWLFCZWVlevnll53CmCSdPn1aDodDDz74YJ2vvTwgSpdC46JFi3T48GH17t1bO3fuVHl5OZcrATdDIAOA71HXWTNJ8vX1rbPd4XBc1/vdeeed+uKLL7Ry5Ur16dNHgYGBVl9NTY18fHz08ssv1zmvoKAgp+Phw4frzTff1NatW9W7d29t3bpVrVu31k9+8pPrmiOAxkUgAwA306NHD/30pz/Vs88+q9mzZ2vOnDnWma+OHTvK4XCoQ4cOLpdb6xIeHq4f/ehH2rFjh37xi19o7969uvfee+Xv79/U/xoA6oFvWQKAG+rbt69mz56tPXv2aO7cuaqpqZF0afO+r6+vli9f7nImzuFw1Pkt0REjRqiwsFDz589XVVUVlysBN8QZMgBea8+ePfr6669d2nv16nVdm/Iby5AhQzRr1izNnTtXwcHB+o//+A917NhRv/rVr7RkyRLl5uZqyJAhCg4O1jfffKOdO3dqzJgxeuCBB5zGGTZsmF599VXt2rVL7du31+23327o3wjA1RDIAHitt99+u872WbNmuUUgk6SRI0eqtLRUr776qkJCQvTEE09oypQp6tSpk95//32lpqZKkiIiItSvXz8NHjzYZYyQkBANGjRI27dv19133y0fH58b/G8B4Pv4OK539ykAoF6mTZumqqoq/fGPf5S/v79b3H6isrJSJSUl2rZtmxYsWKAlS5Z47GOlAHfEGTIAMOB///d/lZCQoAEDBuill14yPR19/vnn+t3vfmd6GoDX4gwZANxgWVlZ1r3KQkNDFRMTY3hGUlFRkY4dO2Yd9+jRQ8HBwQZnBHgXAhkAAIBh3PYCAADAMAIZAACAYQQyAAAAwwhkAAAAhhHIAAAADCOQAQAAGEYgAwAAMIxABgAAYBiBDAAAwLD/Bx/y691GcQYgAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "plotting psichi in Galactic coordinates...\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "analysis = BinnedData(\"inputs.yaml\")\n", "analysis.get_binned_data(unbinned_data=\"unbinned_data.hdf5\",event_range=[0,1e6],make_binning_plots=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:cosi_nomegalib]", "language": "python", "name": "conda-env-cosi_nomegalib-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 4 }