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0001 {
0002  "cells": [
0003   {
0004    "cell_type": "code",
0005    "execution_count": 39,
0006    "metadata": {
0007     "code_folding": [
0008      0
0009     ],
0010     "scrolled": false
0011    },
0012    "outputs": [],
0013    "source": [
0014     "# Uncomment the pip install lines to get these packages locally installed the first time, if needed\n",
0015     "#!pip install --user mplhep\n",
0016     "#!pip install --user zfit\n",
0017     "\n",
0018     "import matplotlib as mpl\n",
0019     "import uproot\n",
0020     "import matplotlib.pyplot as plt\n",
0021     "import scipy\n",
0022     "import numpy as np\n",
0023     "import math\n",
0024     "import pandas as pd\n",
0025     "import seaborn as sns\n",
0026     "import mplhep as hep\n",
0027     "#import zfit\n",
0028     "import inspect\n",
0029     "\n",
0030     "\n",
0031     "plt.style.use(hep.style.ATLAS)\n",
0032     "\n",
0033     "#print(\"Seaborn: \" + sns.__version__)\n",
0034     "#print(\"MatPlotLib: \" + mpl.__version__)\n",
0035     "\n",
0036     "plt.rcParams.update({'font.sans-serif': \"Arial\",\n",
0037     "                     'font.family': \"sans-serif\",\n",
0038     "                     'font.size': 30,\n",
0039     "                     'mathtext.fontset': 'custom',\n",
0040     "                     'mathtext.rm': 'Arial',\n",
0041     "                     })\n"
0042    ]
0043   },
0044   {
0045    "cell_type": "markdown",
0046    "metadata": {},
0047    "source": [
0048     "# EIC Studies\n",
0049     "\n",
0050     "The goal is to study basic questions about baseline detector (or variations to the baseline detector) and its performance when altering parameters such as:\n",
0051     "\n",
0052     "* the strength of the solenoidal bending field;\n",
0053     "* the composition or layout of the calorimeter.\n",
0054     "\n",
0055     "Specifically, the goal here is to address issues of:\n",
0056     "\n",
0057     "* Jet resolution (energy, $p_T$);\n",
0058     "* Jet efficiency\n",
0059     "* Separation of signals from backgrounds (e.g. as a function of changing resolution)"
0060    ]
0061   },
0062   {
0063    "cell_type": "markdown",
0064    "metadata": {},
0065    "source": [
0066     "## Installation of Core Software\n",
0067     "\n",
0068     "These instructions are applicable to ManeFrame II at SMU, but may apply elsewhere. I recommend creating a single area to contain all code and work (e.g. ~/scratch/EIC/).\n",
0069     "\n",
0070     "1. Install PYTHIA8\n",
0071     "   * http://home.thep.lu.se/~torbjorn/Pythia.html\n",
0072     "   * Download the tarball and unpack it. \n",
0073     "   * Configure it for local installation in your work area, e.g. ```./configure --prefix=/users/ssekula/scratch/EIC/```\n",
0074     "   * Build it, ```make -j```\n",
0075     "   * Install it, ```make install```\n",
0076     "   * Make sure the work area binary directory is in your PATH: ```PATH=/users/ssekula/scratch/EIC/bin:${PATH}```\n",
0077     "1. Install Delphes\n",
0078     "   * https://github.com/delphes/delphes\n",
0079     "   * Clone the project and make sure you are on the master branch\n",
0080     "   * Make sure ROOT is available in your path, e.g. ```lsetup \"root 6.18.04-x86_64-centos7-gcc8-opt\"```\n",
0081     "   * Compile with PYTHIA8: ```HAS_PYTHIA8=true PYTHIA8=/users/ssekula/scratch/EIC ./configure --prefix=/users/ssekula/scratch/EIC/```\n",
0082     "   * Build: ```make -j```\n",
0083     "   * Install: ```make install```\n",
0084     "1. Get the Delphes/EIC code for simulation and analysis of a detector baseline/configuration.\n",
0085     "   * https://github.com/miguelignacio/delphes_EIC\n",
0086     "   * Clone the repository locally\n",
0087     "   * Follow the instructions to run the example and generate a ROOT file."
0088    ]
0089   },
0090   {
0091    "cell_type": "code",
0092    "execution_count": 25,
0093    "metadata": {},
0094    "outputs": [],
0095    "source": [
0096     "data = uproot.pandas.iterate([\"../p250_B15/*/out.root\"], \n",
0097     "                           \"Delphes\", \n",
0098     "                           branches=[\"Jet.PT\", \"Jet.Eta\", \"Jet.Phi\", \"Jet.Mass\", \n",
0099     "                                     \"GenJet.PT\", \"GenJet.Eta\", \"GenJet.Phi\", \"GenJet.Mass\"],\n",
0100     "                          flatten=False)\n",
0101     "#data = uproot.lazyarrays(path=[\"../p250_B15/*/out.root\"], \n",
0102     "#                           treepath=\"Delphes\", \n",
0103     "#                           branches=[\"Jet*\", \"GenJet*\"],\n",
0104     "#                          flatten=False)\n",
0105     "df_list = []\n",
0106     "for dataframe in data:\n",
0107     "    df_list.append(dataframe)\n",
0108     "    \n",
0109     "df = pd.concat(df_list)"
0110    ]
0111   },
0112   {
0113    "cell_type": "code",
0114    "execution_count": 26,
0115    "metadata": {},
0116    "outputs": [],
0117    "source": [
0118     "# Print Column Information\n",
0119     "#list(df)\n",
0120     "n_events = len(df)\n",
0121     "#print(n_events)"
0122    ]
0123   },
0124   {
0125    "cell_type": "code",
0126    "execution_count": 27,
0127    "metadata": {},
0128    "outputs": [],
0129    "source": [
0130     "# Define histogramming/plotting functions\n",
0131     "def hist(x, xlim, bins, label, xlabel, ylabel):\n",
0132     "    fig, ax = plt.subplots(figsize=(8,8))\n",
0133     "    plt.grid(which='both')\n",
0134     "    plt.hist(x, range=xlim, bins=bins, color='b', linewidth=3, label=label)\n",
0135     "    plt.xlim(xlim)\n",
0136     "    plt.ylabel(ylabel)\n",
0137     "    plt.xlabel(xlabel)\n",
0138     "    #ax.set_xscale('log')\n",
0139     "    plt.legend()\n",
0140     "    plt.tight_layout()\n",
0141     "    plt.show()"
0142    ]
0143   },
0144   {
0145    "cell_type": "code",
0146    "execution_count": 28,
0147    "metadata": {},
0148    "outputs": [],
0149    "source": [
0150     "# Add some auxiliary variables\n",
0151     "#df['Jet.E'] = np.sqrt(df['Jet.PT']*np.cosh(df['Jet.Eta'])**2+df['Jet.Mass']**2)\n",
0152     "def JetEnergy(row):\n",
0153     "    JetPt = row[\"Jet.PT\"]\n",
0154     "    JetEta = row[\"Jet.Eta\"]\n",
0155     "    JetMass = row[\"Jet.Mass\"]\n",
0156     "    \n",
0157     "    jet_energy = []\n",
0158     "    \n",
0159     "    for jet in range(len(JetPt)):\n",
0160     "        jet_eta = JetEta[jet]\n",
0161     "        jet_pt = JetPt[jet]\n",
0162     "        jet_mass = JetMass[jet]\n",
0163     "        \n",
0164     "        jet_energy.append( np.sqrt( (jet_pt*np.cosh(jet_eta))**2 + (jet_mass)**2 )  )\n",
0165     "        \n",
0166     "    return jet_energy\n",
0167     "\n",
0168     "df['Jet.E'] = df.apply(JetEnergy, axis=1)"
0169    ]
0170   },
0171   {
0172    "cell_type": "markdown",
0173    "metadata": {
0174     "variables": {
0175      "n_events": {}
0176     }
0177    },
0178    "source": [
0179     "## Monte Carlo Simulation Samples\n",
0180     "\n",
0181     "The simulations performed here use a solenoidal magnetic field strength of 1.5T, in addition to the tracking and calorimeter performance model described below. Each variation in the detector configuration contains {{n_events}} generated e-p collisions."
0182    ]
0183   },
0184   {
0185    "cell_type": "markdown",
0186    "metadata": {},
0187    "source": [
0188     "## Jet Resolution Study\n",
0189     "\n",
0190     "Given the implementation of an EIC baseline-like detector in Delphes, it is interesting to look at the jet energy resolution for jets from the process\n",
0191     "\n",
0192     "$$e^- + p^+ \\to e^- + \\mathrm{jet} + X.$$\n",
0193     "\n",
0194     "This is neutral current (NC) deep-inelastic scattering (DIS). The beam electron has an energy of 10 GeV, while the beam proton has an energy of 250 GeV. This DIS results in the production of a jet (from a struck quark) preferentially in the direction of the beam proton.\n",
0195     "\n",
0196     "The coordinate system for the detector places $\\theta=0$ - the positive $z$ axis - in the direction of the hadron beam. Thus $\\eta>0$ corresponds to the direction of the hadron beam and $\\eta<0$ to the direction of the electron beam. In the above CC DIS interaction, we thus expect the $\\eta$ of a jet to preferentially have $\\eta>0$ given the beam energy asymmetry.\n",
0197     "\n",
0198     "Jets are reconstructed inside the Delphes framework from ```EFlowMerger``` objects using the FastJet algorithm's implementation of the Anti-$k_T$ jet reconstruction and a radius parameter $R=1$. (Note that at HERA, jets were studied over a range of radius parameters including 1.0, c.f. Jimenez, M. (2008). *Jets and $\\alpha_s$ measurements in DIS at HERA*. Nuclear Physics B - Proceedings Supplements, 184(C), 109–111. http://doi.org/10.1016/j.nuclphysbps.2008.09.146) Because Energy Flow is used to compute the energy of the jet, this uses charged tracks to determine momentum in the jet where a track is available to replace a neutral object in the jet energy computation. As a result, calorimeter energy resolution issues get de-weighted in favor of track momentum resultion issues, as regards jet 4-vector behavior. \n",
0199     "\n",
0200     "No jet energy scale is applied to the jet candidates. A minimum $p_T$ of 5GeV is enforced for reconstructe jet objects.\n",
0201     "\n",
0202     "Jet resolution for a jet variable $x$ (e.g. $x=$ jet energy) as:\n",
0203     "\n",
0204     "$$\\Sigma=\\frac{x_{reco} - x_{true}}{x_{true}}$$\n",
0205     "\n",
0206     "In this study, it is reported in percent. I will focus on the jet energy resolution:\n",
0207     "\n",
0208     "$$\\Sigma_{E}=\\frac{E_{reco} - E_{true}}{E_{true}}$$\n",
0209     "\n",
0210     "Experiments that study jet resolution and energy scale often refer to quantities like $p_T/p_T^{true}$ or $E/E^{true}$; the above definition is just a simple transformation of that quantity (e.g. $p_T/p_T^{true}-1$)."
0211    ]
0212   },
0213   {
0214    "cell_type": "markdown",
0215    "metadata": {},
0216    "source": [
0217     "### Basic Jet Quantities\n",
0218     "\n",
0219     "Below are plots showing basic jet quantities from the reconstruction: $p_T$, $m$, $\\eta$, $\\phi$, and $E$. DELPHES does not write jet energy to the output data file; instead, it writes $p_T$, $\\eta$, and $m$ for the jet. Jet energy is inferred from\n",
0220     "\n",
0221     "$$E = \\sqrt{(p_T\\cosh\\eta)^2 + m^2}$$\n",
0222     "\n",
0223     "This energy will be a mix of tracking and calorimeter inputs due to the use of energy flow to construct the jet objects."
0224    ]
0225   },
0226   {
0227    "cell_type": "code",
0228    "execution_count": 40,
0229    "metadata": {
0230     "scrolled": false
0231    },
0232    "outputs": [
0233     {
0234      "data": {
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ORKdOnfDtt9/if//7n9mvs4ZOnTqhcePGSE5ONjg6snDhQtStWxd9+/Yt85rs7Gz9EQol4JEGIiIyqUePHmjWrBliYmKQk5ODkpISzJkzB56enujfvz8AwNHRER9++CEGDx6MwMBAREVFwdnZGZ988gkuXbqEFStW6JsG3amGuXPnolevXnj22WcxfPhwJCcn4/bt21Cr1bhy5QoWLlyIRo0aYfDgwSZr0x0V/vnnn8ucFjFFkiR8/PHHaNeuHRYuXIg33nhD/xRGa9u2bRsuXbqkfyqlvb093nvvPYwaNQq9e/fGoEGDkJaWhpUrVyIxMbHM9Ru3bt3CiRMnFPVESB5pICIik5ycnLBt2zZ06tQJc+bMwcyZM9GpUyfs3LnT4ALEgQMHYuvWrfD29kZ8fDymT58ONzc3JCQkGMwJMXToUHTr1g1LlizRP19h8eLFmD59OjQaDWJiYpCYmIhOnTph165daNCggcnavL29ERAQIPuWxDZt2mDKlCm4du0aYmNjZX4i5ktISCjzC193QeX58+cxYcIE7N+/H8nJyUbrOHLkCIQQ6NWrV5XVKBePNBARVQFTT5HfsWNHmWe8WMLaecY0a9YM3377bYXjIiIiEBERYbDu/scq/+Mf/8C2bdsM1tWuXRszZszAjBkzZNcWFRWFqVOn4ubNm/omZtSoURXOwPnuu++iW7duFn92YWFh+sf937+vph4pPXLkSIwcObLC7O3bt6Ndu3b6ayGUgEcaiIioxnrppZfg7OyMNWvW2LoUq7p58yZ2796Nf/3rX7YuxQCbBiIiqrFcXFzwn//8B3PnztXf+vkgWLBgAXx8fDBkyBBbl2KATQMREdVoEydORN26dbFixQpbl2IVN27cQFJSEmJjYxX1jAaA1zQQEVENZ29vj4yMDFuXYTX16tVDfn6+Vad4txZJCFOX65DSeXl5mbxARq1Wy54VrbyJYSrjQc67/+8nb28tsrNNZ6lU8vKVtK81LU/JtTFPOVkPap5Go4FGozG6LTMzE1lZWZYVZfHk2mQzfn5+Vs2raC545v2t9Nr4v5fExLQy6+5dqrO2hz1PybUxTzlZD2OeSqWyOIOnJ4iqwf2T2vH4HhHVRGwaiMxgYiZbIqKHCu+eICIiIrOwaSAiIiKzsGkgIiIis7BpICIiIrOwaSAiIiKzsGkgIiIis7BpICIiIrOwaSAiIiKzsGkgIiIis7BpICIiIrOwaSAiIiKzsGkgIiIis0hCcL69msrLywuBgYFGt6nVaqjVall5SpgLXql5GRnlb/f21iI72/zaVKrytz9In1115ym5NuYpJ+tBzdNoNNBoNEa3ZWZmIisry7KiLJ5cm2zGz8/PqnlKnwvelnmlk1mbXhIT0yocc+9izdrM8TDlKbk25ikn62HMU6lUFmfw9AQRERGZxcHWBRA9jCTJ8M88SUhENQGPNBAREZFZ2DQQERGRWdg0EBERkVnYNBAREZFZ2DQQERGRWdg0EBERkVnYNBAREZFZ2DQQERGRWdg0EBERkVnYNBAREZFZ2DQQERGRWdg0EBERkVkkIThVTk3l5eWFwMBAo9vUajXUarWsPCXMBa/UvIyM8rd7e2uRnV352lQqwz8/SJ9ddecpuTbmKSfrQc3TaDTQaDRGt2VmZiIrK8uyoiyeXJtsxs/Pz6p5Sp8L3pZ5pfNQml4SE9MqHFPeYklt5niY8pRcG/OUk/Uw5qlUKoszeHqCiIiIzMKmgYiIiMzCpoGIiIjMwqaBiIiIzMKmgYiIiMzCpoGIiIjMwqaBiIiIzMKmgYiIiMzCpoGIiIjMwqaBiIiIzMKmgYiIiMzCpoGIiIjMwqaBiIiIzMKmgYiIiMzCpoGIiIjMIgkhhK2LoMrx8vJCYGCg0W1qtRpqtVpWnlarhYuLizVKe+DyMjLK3+7trUV2tvVq8/d/cD676s5Tcm3MU07Wg5qn0Wig0WiMbsvMzERWVpZlRQmqsfz8/Kyal5aWxry/APKWxMQ02a8pb6nJn52t85RcG/OUk/Uw5qlUKoszeHqCiIiIzMKmgYiIiMzCpoGIiIjMwqaBiIiIzMKmgYiIiMzCpoGIiIjMwqaBiIiIzMKmwQStVovmzZujZcuWZbalpaUhNDQUbm5uaNiwIUaPHo28vLwy4woLCzFz5ky0aNECtWvXRqtWrbBw4UIII8/TOnXqFAYPHgwPDw+4urqie/fuyKjoiUJERETViE2DCW+88QZOnTpVZn1qaiq6d++OW7duIT4+HuPHj8eaNWvQtWtXaLVag7Fjx47FtGnT0LlzZyQlJcHf3x/R0dGYPn26wbicnByEhoZix44diImJQXx8PE6ePInQ0FAcPny4SveTiIjIXA62LkCJvvvuO3z22WdwcnIyWC+EQHR0NHx9fbFr1y7UrVsXABASEoLevXsjKSkJ06ZNAwDs3bsXy5Ytw9SpUzFz5kwAwLhx4zB06FDMmTMHUVFReOyxxwAAcXFxyMvLwy+//II2bdoAAIYMGYLWrVsjNjYW27Ztq6Y9JyIiMo1HGu6Tn5+PqKgovPzyy/D09DTYlp6ejuPHj2PMmDH6hgEAevXqhdatW2P58uX6dV988QUAIDo62iAjNjYWhYWFWL16NQCguLgYK1euREREhL5hAABPT088//zz2L59Oy5evGj1/SQiIpKLTcN9xo0bBxcXFyQmJpbZtnfvXgBAcHBwmW3t27dHZmYmbty4oR/r4+NTpvFo164d7O3tsW/fPgDA0aNHodVqTWYKIbB//36L94uIiMhSbBrusWTJEmzYsAFLly41OJKgk52dDQDw9vYus83LywsAcPbsWf1YY+McHBzg4eGBM2fOmJ2pG0tERGRLbBr+cu7cObz++uuIjY1F586djY7RHUUw1lDUqVMHAHD79m39WGPjdGPvHWduJhERkS3xQkgAJSUlGDFiBHx8fBAfH1/uOFN0t1Ha2dkZ/NnUWN04OZn3u3btGvz9/U2+3pS+ffuiX79+ZdZrtVrs2LFDdp4pNTnPyNmpcnl7a5GYaDyrMmryZ2frPCXXxjzlZNXkvI0bN+K7776TnXf37l3Li7J4cu0HwNy5c4WdnZ344YcfRH5+vn7x8fERzZs3F/n5+eLWrVvijTfeEADEiRMnymS8+eabAoD47bffhBBCuLu7C7VabfT9GjduLIKDg4UQQnz77bcCgFi8eHGZcVu2bBEARHJystEcPz+/yu6yUUqfC7468wB5S2JimuzXlLfU5M/O1nlKro15ysl6GPNUKpXFGTzSgNJbLEtKStCjRw+j2xs2bIiRI0dCpVIBKH2uQosWLQzGXLx4EZIkoUmTJgAAX19f5OTklMkqKipCfn4+OnXqpB+ny7yf7q4JHx+fSu4ZERGR9bBpADBv3jxcu3atzPoXXngBTk5O+Pzzz+Hl5aW//iA9PR1hYWEGY9PT09GqVSu4ubkBAIKCgrB48WLk5eXBw8NDP+7AgQMoLi5Ghw4dAAD+/v5wdXVFenp6mffXrdONJSIisiU2DYD+CML9nJ2d4ezsjG7dugEovcbA19cXH3/8MV599VX9xYubN2/GsWPH8N577+lfO2zYMCxevBjz5883WD9//nw4Ojpi6NChAAAnJycMGDAAK1aswJEjRxAQEAAA+P3337Fq1Sr07NkTDRs2rJL9JiIikoNNgwySJCEpKQmRkZHo3Lkzxo0bh9zcXMybNw8BAQF47bXX9GPDwsIwaNAgzJ49G/n5+QgJCcGmTZuwbt06vPPOOwanHOLi4rBx40aEh4cjNjYWzs7OWLBgAYqLizFnzhxb7CoREVEZbBpk6tevHzZs2IC4uDhMmjQJ7u7uGDJkCGbOnAkXFxeDsSkpKfDz88Py5cuxcuVKNGvWDMnJyRg/frzBuKZNm2L37t2YMmUKEhISYG9vjw4dOmDt2rVo27Ztde4eERGRSWwayqF7UNP9+vTpgz59+lT4+lq1aiEhIQEJCQkVjm3ZsiU2bNggt0QiIqJqw4c7ERERkVnYNBAREZFZ2DQQERGRWdg0EBERkVnYNBAREZFZ2DQQERGRWarklstz585hy5YtuHv3Ltq3bw+1Wl0Vb0NERETVqNJNw/fff4/Fixdj+PDhGDx4sH79f//7X0ycOBFFRUX6dREREVizZg3q1atnWbVEVUSSbF0BEZHySUIIIfdF06ZN08+n8H//93+Ij48HABw5cgTt2rVDcXGx4ZtIErp06WLVecYJ8PLyQmBgoNFtarVa9hEerVZb5qmWlqhJeRkZlmV5e2uRnW292vz9a85np7Q8JdfGPOVkPah5Go0GGo3G6LbMzExkZWVZVpTcubQPHjwoJEkSkiQJR0dHERcXp9/20ksvCUmShJ2dnZg0aZJITU0Vo0eP1q/7+uuvLZ7Lm/7m5+dn1TylzwVflXmAZUtiYprFGeXlWXNfrUHJeUqujXnKyXoY81QqlcUZsk9PfPLJJwCABg0aYPv27fq5EUpKSrB+/XpIkoQOHTpg3rx5AEpPTeTm5mLLli1YvXo1BgwYYFmXQ0RERDYh++6JHTt2QJIkxMbGGkymtG/fPly9ehUAMHDgQIPXjBo1Sj+GiIiIaibZTcPFixcBAB06dDBYv23bNv2/P/PMMwbbmjZtCgDIy8uTXSAREREpg+ym4Y8//gAAuLm5GaxPTU0FADzyyCN44oknDLbdunULQOkFkURERFQzyW4aPDw8AAAXLlzQr7t58yb27NkDSZLKHGUAgEOHDgEAPD09K1snERER2ZjspiE4OBgAsHz5cv26zz//XP9chueee85g/NWrV/HBBx9AkiQEBQVZUisRERHZkOymYfjw4RBCYN26dejRowcmTJiAqVOnQpIkuLu749lnnwVQekpi6dKlCA4O1l8HMWLECOtWT0RERNVGdtMwYMAAPPfccxBCIDU1FYsWLUJBQQGEEEhMTISzszMA4ODBgxgzZgzOnDkDABg0aBB69+5t3eqJiIio2lRqwqo1a9ZgxowZePTRR1GrVi089dRT+PLLL/W3VgJAy5YtAQCOjo6IjY1FSkqKVQomIiIi26jU3BMODg6YPn06pk+fbnKMh4cHli9fju7du6Nhw4aVLpCIiIiUoUpmudQZPnx4VcYTERFRNbJK05Cbm4vTp0/j2rVrCA0NhaurK+7cuQNJkvTXOBAREVHNVqlrGgBACIHFixejTZs2aNKkCbp06YJnn31Wf+Hjtm3b4OHhgdjYWNy8edNqBRMREZFtVKpp0Gq16NGjB8aPH49jx45BCAFx3wzbZ8+ehVarxQcffACVSoXz589bpWAiIiKyDUnc/9veDJGRkdiwYQMAwN/fHz169MCCBQsgSRIOHjyIJ554Al9//TVefvll/SRWbdu2RUZGBhwcqvQyioeKl5cXAgMDjW5Tq9VQq9Wy8pQwF7yt8jIyLMvy9tYiO9t6td2fp1JZlleTvgslZTFPWXlKrk0peRqNBhqNxui2zMxMZGVlWVaU3Lm0N2/eLCRJEnZ2dmLatGmiuLhYCCH06w4dOqQfe/v2bTFs2DD9tk8++cTiubzpb35+flbNU/pc8FWZB1i2JCamWZxRXp4199UalJyn5NqYp5yshzFPpVJZnCH79MSSJUsAAN26dcO7774LOzvTEXXq1MHKlSvRsWNHCCHw5ZdfVr67ISIiIpuS3TTs3bsXkiRh9OjRZr9mwoQJAP6euIqIiIhqHtlNQ15eHgDg8ccfN/s1urE3btyQ+3ZERESkELKbhjp16gAAbt++bfZr8vPzAQCurq5y346IiIgUQnbT0Lx5cwDAzp07zX7N6tWrDV5LRERENY/spqF3794QQmDhwoW4dOlShePXrFmDVatWQZIk9OzZs1JFEhERke3JbhpiYmLwj3/8A1euXEFYWBh+/PFHo+NOnjyJCRMmYNiwYRBCoE6dOnjttdcsLpjIWjIyAEkqXYiIqGKyn7Tk7u6OlJQUPPfcczhx4gTCw8Ph6Oio3z5y5EhcvnwZFy9eBFD6uGlJkrB48WLOdklERFSDVeox0r1798aWLVvg4eEBIQT+/PNPSH/979rhw4eRk5Ojf7S0m5sbVq1ahWHDhlm1cCIiIqpelX6mc0REBM6cOYOUlBR8/1VvY4QAACAASURBVP33OHjwIC5fvoyioiLUr18fAQEB6NGjB6KiolCvXj1r1kxEREQ2YNFEEM7OzoiKikJUVJS16iEiIiKFkt006G61DAoK0j+zoSLXrl3Dhg0bcPnyZcTGxsp9SyIiIlIA2dc0hIWFITw8HCdPnjT7NVlZWRg9ejQSExPlvh0REREpRKUuhBQyZ9O+fv06gNIjDkRERFQzScJEB5CZmWl0Vsp33nkHkiTh5ZdfRuPGjSt8A61Wi1WrViEnJwfe3t44f/685VUTAMDLywuBgYFGt6nVaqjVall5SpgLvjrzLl3SIjvbOnne3tbLMpanUlmWp/Tvwpp5Sq6NecrJelDzNBoNNBqN0W2ZmZnIysqyrChTc2b/+eefomXLlsLOzs5gkSRJSJJUZr05y4QJEyyey5v+5ufnZ9U8pc8Fb+28xMQ0AQirLNbMMpZnKaV/F9bMU3JtzFNO1sOYp1KpLM4weXrC0dERH374of55C7rlnmbD7MXBwQEDBgzArFmzLOtwiIiIyGbKvXuiW7duOH/+PIqLiwGUNgrNmjWDJEn4/vvv0apVq3LD7ezsUKtWLTRo0AB2dpW6fIKIiIgUosJbLr29vY2u9/LywqOPPmr1goiorPvnx5B5LTIRkVXIfk5DSUlJVdRBREREClet5wzu3LlTnW9HREREVlTpx0gLIbBnzx7k5OSgoKDA6BGIoqIiFBQU4MaNGzh69Cg2b96My5cvW1QwERER2UalmoYdO3Zg5MiRyM7OtnY9REREpFCym4acnBw8++yzuH37tqwnQ9rb28t+2BAREREph+ymYeHChdBqtZAkCR06dMDQoUPRuHFjjBgxAiUlJVi6dCmKiopw/vx5fPXVVzh69CgkScInn3yCUaNGVcEuEBERUXWQfSHk9u3bAQBt2rTB7t27MXHiRAwZMgQdO3ZESUkJHnnkEYwcORLTp0/HwYMHMXr0aAghMGnSJOTl5Vl9B4iIiKh6yG4azpw5A0mSEB0dbfDApvbt2wMAdu/erV/n4OCA//73v2jZsiVu3LiBxYsXW6FkIiIisgXZTcONGzcAAC1atDBY36ZNGwgh8Msvvxisd3R0xNixYyGEwJYtWywolYiIiGxJdtOgm3HLycnJYL2uiTh+/HiZ1zz11FMAgBMnTsgukIiIiJRBdtPQqFEjAMC5c+cM1jdr1gxA6emL27dvG2yrVasWgL+PUhAREVHNI7tpCAkJgRACy5YtM1jv5eWFunXrQgiBH3/80WDbr7/+CqD0VAURERHVTJKQ87AFAJs2bULfvn0hSRIGDBiAt99+GwEBAQCAZ555Btu3b0dwcDC2b9+OunXrIjs7G127dsXZs2fRtm3bMtc8UOV5eXkhMDDQ6Da1Wi37uRharVZ/+skalJ536ZIW2dnWyfP2tl6WOXkqlbw8pX8X1sxTcm3MU07Wg5qn0Wig0WiMbsvMzERWVpZlRYlK6NKli5AkSdjZ2QlnZ2f9+tWrV+vX169fXwQHB4u6devq17311luVeTsywc/Pz6p5aWlpD1VeYmKaKJ0v0vLFmlnm5Nn6s1NynpJrY55ysh7GPJVKZXFGpSasWr9+PUJDQyGEQJMmTfTrhwwZgt69e0MIgevXr2P//v34448/AAC+vr6IjY21rMMhIiIim6lU01C/fn3s2LED27Ztw6RJkwy2ff3115g8eTLc3NwghICDgwP69++PnTt3ws3NzSpFExERUfWr9CyXABAREYGIiAiDdbVq1cLs2bMxa9Ys5Ofno169enB2draoSCIiIrI9i5qG8tjZ2elvzyQiIqKar1KnJ4iIiOjhY/JIw5gxY6z+ZpIk4bPPPrN6LhEREVU9k03D0qVLIUmS1d5ICMGmgchK7v9PU97TVoiIKqfcaxpEBX8TSZKkH+Ph4YFGjRrB0dERV69exblz5/SNQu3ateHr62u9qokq4f5ftImJtqmDiKimMnlNQ0lJicll0aJFsLOzQ61atfDWW2/h7NmzyM3NxaFDh7B//36cPn0aV69eRVJSEurVq4e7d+9i+PDh+sdJK9mpU6cwZMgQeHp6wsXFBWFhYdi6dWuZcWlpaQgNDYWbmxsaNmyI0aNHIy8vr8y4wsJCzJw5Ey1atEDt2rXRqlUrLFy40GhDdurUKQwePBgeHh5wdXVF9+7dkZGRUSX7SUREJJfsuyfS09MxYcIEODk5Yfv27QgJCTE6rl69eoiOjkZERATUajWmTZuGdu3aoUePHhYXXVUuXLiAjh07QgiBmJgYuLu74/PPP0fPnj3x1VdfYdCgQQCA1NRU9OrVCwEBAYiPj8eVK1cwf/587N27F+np6QaP/Rw7diyWLVuGUaNGISQkBJs2bUJ0dDRyc3Px7rvv6sfl5OQgNDQUhYWFiImJgYuLCxYsWIDQ0FDs2bMHTzzxRLV/HkRERPeSfffE3LlzUVxcjIkTJ5psGO7VunVrxMbGQgiB999/v1JFVpe33noLV69exdatW/HWW28hOjoaP/30E7y8vDBlyhQApadsoqOj4evri127dmHixImIi4vDmjVrcPz4cSQlJenz9u7di2XLlmHq1KlYsmQJxo0bh/Xr12PIkCGYM2cOzp49qx8bFxeHvLw8pKWl4T//+Q9ef/117N69G05OTnySJhERKYLspuGnn36CJEno1auX2a/RPQBq//79ct+uWkmShH79+hlMAuXi4oKOHTvizJkzuHnzJtLT03H8+HGMGTMGdevW1Y/r1asXWrdujeXLl+vXffHFFwCA6Ohog/eJjY1FYWEhVq9eDQAoLi7GypUrERERgTZt2ujHeXp64vnnn8f27dtx8eLFKtlnIiIic8luGm7dugUAcHAw/8zGn3/+CaD0/L6Sff7551i/fr3BuqKiIhw5cgT169eHq6sr9u7dCwAIDg4u8/r27dsjMzMTN27cAFB6pMHHxweenp4G49q1awd7e3vs27cPAHD06FFotVqTmUIIxTdcRET04JPdNDz22GMAgO3bt5v9Gt0v4scff1zu29nM9evXsWfPHgwYMACZmZl49913IUkSsrOzAQDe3t5lXuPl5QUA+tMO2dnZRsc5ODjAw8MDZ86c0Y+rKFM3loiIyFZkXwgZHh6O3377DXPnzkVkZCTatm1b7vj//e9/WLRoESRJQmRkZKULrW4DBgxAWloaAKB///548cUXAUB/FOHeUxM6derUAQDcvn1bP9bYON3Ye8eZm3mva9euwd/f3/yd+kvfvn3Rr1+/Muu1Wi127NghO88UpeXdf4ult7cWiYmVz6uqrMrkVfSxKO27qMo8JdfGPOVk1eS8jRs34rvvvpOdd/fuXcuLkjuX9qlTp4STk5Ows7MTbm5uYtasWeLs2bNlxh0/flxMnjxZODk5CUmSRIMGDcSVK1cqPYd3dfvmm2/EunXrxKRJk4Sjo6No27atuH79uoiKihIARHZ2dpnXxMXFCQBiz549QgghHB0dRbdu3YzmN2vWTPj7+wshhEhJSREAREpKSplxO3fuFADErFmzymzz8/OzZBfLUPpc8JbmlT4C6e8lMTGtzLrKLtbMqkxeVX92NSlPybUxTzlZD2OeSqWyOEP2kYZmzZrh008/xahRo6DVajFt2jRMmzYN9erVQ/369QEA+fn50Gq1uqYEtWrVwrfffqvfXhP0798fABAZGYlmzZphwoQJSE5OhqurKwDgjz/+KPMa3bp69eoBKL2I0tg43dimTZsCgKxMIiIiW6nUhFUvvvgi1q9fD19fXwghIITA9evXcfr0aZw+fRq3bt3Srw8KCsK+ffugVqutXXu1GTZsGAAgIyND/2TLnJycMuMuXrwISZLQpEkTAICvr6/RcUVFRcjPz4ePj49+XHmZAPRjiYiIbKXSU2P369cPPXr0wLZt27Bp0yYcP34cly5dgiRJ8PT0RJs2bTBw4EB06tTJqnNYVJWbN2+iffv2aNeunf5WSB3dHSN16tRBUFAQgNKHXIWFhRmMS09PR6tWreDm5gYACAoKwuLFi5GXlwcPDw/9uAMHDqC4uBgdOnQAAPj7+8PV1RXp6ell6tKt040lIiKyFYumxnZyckKfPn3w0UcfYfv27Thy5Ah+/fVXbN26Fe+//z46d+5cIxoGAHBzc4OzszPWr1+P48ePG2x77733AADPPfccOnbsCF9fX3z88ccGFydu3rwZx44dw4gRI/TrdEco5s+fb5A3f/58ODo6YujQoQBKP8cBAwZg69atOHLkiH7c77//jlWrVqFnz55o2LChdXeYiIhIpkofaXgQLVy4EM888wzCwsIwYcIEuLu7Y+PGjfjhhx8wbNgwDBw4EACQlJSEyMhIdO7cGePGjUNubi7mzZuHgIAAvPbaa/q8sLAwDBo0CLNnz0Z+fr7+MdLr1q3DO++8Y3DKIS4uDhs3bkR4eDhiY2Ph7OyMBQsWoLi4GHPmzKn2z4KIiOh+JpuGeydfuvfQurFJmeS4N0tpunTpgt27d+Ptt9/GnDlzUFBQgJYtW+LDDz/Eq6++qh/Xr18/bNiwAXFxcZg0aRLc3d0xZMgQzJw502DeCQBISUmBn58fli9fjpUrV6JZs2ZITk7G+PHjDcY1bdoUu3fvxpQpU5CQkAB7e3t06NABa9eurfC2ViIioupgsmnQPcVQkiQUFRWVWV8Z92cpkUqlMuv+1z59+qBPnz4VjqtVqxYSEhKQkJBQ4diWLVtiw4YNZtVJRERU3Uw2DcLI1M3lrSciIqIHm8mmYeTIkbLWExER0YPNZNOwZMkSWeuJiIjowca7J+iBVUPu9iUiqjEsek4DERERPTxMHmnYuXNnlbxhaGholeQSPczuP6rC65WJqCqYbBrCwsKs/jTHmnDLJRERERknCRP3UNrZWf/MhSRJKC4utnruw8rLywuBgYFGt6nVatmThGm12jIPp7KErfMyMsrf7u2tRXa2deqzZpY18lQqwz/b+ruozjwl18Y85WQ9qHkajQYajcbotszMTGRlZVlWlKk5s5cuXWpyeeutt4S9vb2QJEm0aNFCzJgxQ2zevFkcOHBA/Prrr+LHH38USUlJon379kKSJOHq6iqWLVsm9u/fb/Fc3vQ3Pz8/q+YpfS54uXmlB+lNL4mJaRWOMXexZpY18iz97Cqi5Dwl18Y85WQ9jHkqlcriDNnPabh58ybatm0LIQQmTpyIuXPnwsGhbExoaChiYmIwc+ZM/Oc//8HkyZNx8OBByzocIiIishnZ5yBmz56NCxcu4JlnnsH7779vtGG41//93/9h4MCByM/PN+tRykRERKRMspuGtWvXQpIkvPLKK2a/ZvTo0QCA77//Xu7bERERkULIbhouXLgAAGjSpInZr2nQoAEAy2fIJCIiItuR3TQ0bNgQQOlVmObSXcvg5eUl9+2IiIhIIWQ3DbqLIOfPn4/CwsIKx9+4cQPvvfceJElChw4dKlUkERER2Z7spkF3LcOhQ4fQt29f5OTkmBx79OhRhIeH49y5cwCA119/vZJlEhERka3JnrCqb9++iIyMxPr165GamgpfX1906tQJTz31FB555BEApdcupKenY9++ffrXTZkyBe3bt7de5URERFStKjXL5apVqzB8+HB88803KCoqws6dO43OVSGEgL29PaZMmcLbLYmIiGq4Sj0rulatWli7di22bt2KgQMHwtXVFUIIg8Xd3R1jxozB/v372TAQERE9ACp1pEGnW7du6NatG4qLi3Hx4kVcunQJkiTB09MTjRs3rpL5K4iIiMg2LGoadOzt7eHj4wMfHx9rxBEREZEC8VAAERERmaXSRxouXLiA1atX49ChQ7h16xaKioogjM+yrSdJEh8lTUREVENJoqLf9EZ89tlniI6ORkFBgew3LC4ulv0aMs7LywuBgYFGt6nVaqjVall5SpgL3pp5GRnlb/f21iI72zr1WTPLGnkqleGfbf1dVGeekmtjnnKyHtQ8jUYDjUZjdFtmZiaysrIsK0ruXNoHDx4U9vb2ws7OTkiSJGuxs7OzeC5v+pufn59V85Q+F7zcPKD8JTExrcIx5i7WzLJGnqWfXUWUnKfk2pinnKyHMU+lUlmcIfuahg8++AAlJSUASp8OefDgQdy8eRMlJSUVLjzKQEREVHPJvqYhLS0NkiRhyJAhSE5OroqaiIiISIFkH2m4dOkSAGDUqFHWroWIiIgUTHbT4O7ubvBPIiIiejjIbhratWsHAPj111+tXgwREREpl+ymISoqCkIIvP/++/jzzz+roiYiIiJSINlNw4ABAzBs2DAcPXoU/fr1Q2ZmZlXURSSbJBkuRERkXbLvnliwYAGCgoKQlpaG1NRUtG7dGk2aNIGvry/q1q1b7mv5REii6nF/05SWZps6iOjBIrtpeP311yHd8zeSEAI5OTnIycmxamFERESkLJWae0Lc9+Tp+/9sisRjxkRERDWW7KZB9zRIIiIierhwamwiIiIyC5sGIiIiMku1NQ2nTp3CrFmzquvtiIiIyMoqfSHkp59+ijVr1iAnJwcFBQVGr3UoKipCQUEBbt68qX8Q1NSpUy2rmIiIiGxCEube+nCPyMhIbNy4Uf9nYxGSJJVZL0kSp8e2Ii8vLwQGBhrdplaroVarZeVptVq4uLhYozSb5GVkyMvz9tYiO9s69Vkzqyry/P1r9ndrqyzmKStPybUpJU+j0UCj0RjdlpmZiaysLMuKEjKtXbtWSJIk7OzshCRJwt3dXbRq1UpIkiQcHBxEQECAeOyxx0Tt2rX14+zs7MTLL78stm/fLvftqBx+fn5WzUtLS6vReYC8JTExTfZrqiOrKvJq+ndrqyzmKStPybXVhDyVSmVxhuxrGlavXg0AcHJywsaNG3H16lX89ttv8PHxQUlJCdavX48zZ87g+vXrSElJ0c+GmZOTg/DwcMs6HCIiIrIZ2U1Deno6JEnC2LFj0adPH/36zp07AwC2b98OoLSpeP7557Fp0yY4ODhg06ZN+OGHH6xUNhEREVU32U3DlStXAKDMUYMnn3wSQgjs27fPYH1wcDCGDh0KIQSWLFliQalERERkS7KbhqKiIgBAkyZNDNa3bNkSAHD06NEyr4mMjAQAHDhwQHaBRKZwVksiouolu2moX78+AODatWsG6x9//HEAwLFjx8q8Rtdg/P7777ILJCIiImWQ3TT4+/sDAPbu3Wuw3tfXFwBw69YtnDhxwmDb5cuXAUD/rAYiIiKqeWQ3DRERERBC4MMPP8TBgwf16+vUqYNmzZoB+PsOC52vv/4aAPDII49YUisRERHZkOymYezYsahduzauXr2Kjh074p///Kd+W79+/SCEQEJCAhISErB582bExMRg6dKlkCQJHTp0sGrxREREVH1kNw0eHh5ITk6GEAKFhYVIS0vTb/vXv/6FunXroqioCG+99Rb69u2Ljz76SP9kyOjoaOtVTkRERNWqUhNWjRw5EqmpqVCr1fprGYDSCx7XrFkDV1dXCCH0iyRJePfdd/lwJyIiohqsUhNWAaXPaQgPD8edO3cM1vfs2ROZmZlISUnByZMn0aBBAwwaNAhPPvmkxcXSwy0jA3j6aVtXQUT08Kp006BTu3btMusaNWqE2NhYS6OJiIhIQSp1eoKIiIgePmY3Dfn5+Zg7dy4uXrxY7rjMzEw89thjePPNN3Hp0iWLCyQiy2Vk8OmZRGQ5SehubSjH/PnzMWPGDGi1WnzxxRcYPny4ybEff/wxxo8fD0mS4OzsjPfee493TVQRLy8vBAYGGt2mVquhVqtl5SlhLvjyXLqkRXa29fK8va2XZ82s6shTqSzLU/LPipJrY55ysh7UPI1GA41GY3RbZmYmsrKyLCuqormzR40aJezs7IQkSUKSJDFu3Lhyx8fExOjHSpIk7OzsxIQJEyybwJuM8vPzs2qe0ueCT0xME4Cw2mLNPCXXZizPUkr+WVFybcxTTtbDmKdSqSzOKPf0xOzZs7Fs2TIIIeDg4ICXXnoJr776arlNSFJSEk6cOIEJEybAwcEBQggkJydj0aJFlnU3REREZFMmm4bc3FzExcVBkiT4+Pjg559/xieffGLWrZPNmzfHggUL8NNPP6F+/foQQuDNN98sM8kVUXk4iyURkbKYbBqWLFmCO3fuwNHREZs2bUK7du1kh3fo0AFfffUVJEmCVqvF0qVLLamViIiIbMhk07Bt2zZIkoQXXngBbdq0qfQbhIeHo3fv3hBCYMuWLZXOISIiItsy2TT89ttvAIDevXtb/CaDBg0CAPz6668WZxEREZFtmGwadNcfNG3a1OI38fPzAwBcvXrV4iwiIiKyDZNNg5OTEwCgsLDQ4jext7c3+CcRERHVPCabBi8vLwDA6dOnLX6TM2fOAADq169vcRYRERHZhsmmQfXXI+O2bdtm8Zts3rwZANC6dWuLs6rar7/+ioEDB6JBgwZwcnJC8+bN8fbbb+PPP/80GJeWlobQ0FC4ubmhYcOGGD16NPLy8srkFRYWYubMmWjRogVq166NVq1aYeHChRBGHsR56tQpDB48GB4eHnB1dUX37t2RkZFRZftKREQkh8mm4dlnn4UQAl999RXOnj1b6Tc4d+4cvvzyS0iShPDw8ErnVIdTp06hU6dO2LFjB1599VUsWLAAgYGBiIuLw3PPPaf/RZ+amoru3bvj1q1biI+Px/jx47FmzRp07doVWq3WIHPs2LGYNm0aOnfujKSkJPj7+yM6OhrTp083GJeTk4PQ0FDs2LEDMTExiI+Px8mTJxEaGorDhw9X22dgS3wuAxGRspmcGnvgwIHw9PREbm4u+vfvj9TUVDzyyCOywu/evYvhw4ejoKAAtWrVKnfOCiV44403UFBQgPT0dPj7+wMAXnnlFfzrX//CvHnzsHHjRvTr1w/R0dHw9fXFrl27ULduXQBASEgIevfujaSkJEybNg0AsHfvXixbtgxTp07FzJkzAQDjxo3D0KFDMWfOHERFReGxxx4DAMTFxSEvLw+//PKL/hbXIUOGoHXr1oiNjbXKER8iIiJLmDzS4OjoiPfeew9CCBw+fBhhYWHYtWuX2cGHDx9Gly5doNFoIEkSJk6cCG9vb6sUXRWKi4uxY8cOdOnSRd8w6LzwwgsAgJ07dyI9PR3Hjx/HmDFj9A0DAPTq1QutW7fG8uXL9eu++OILACgzYVdsbCwKCwuxevVq/XuvXLkSERERBs/E8PT0xPPPP4/t27dXOLsoERFRVSt37okXX3wRo0aNghACv/32G7p27YqwsDDMmzcP+/btQ25uLoqKinD79m2cP38ee/bswaxZs/D000+jXbt2OHDgAAAgIiICCQkJ1bJDlWVnZ4dDhw7h448/LrNNd62Cvb099u7dCwAIDg4uM659+/bIzMzEjRs3AJQeafDx8YGnp6fBuHbt2sHe3h779u0DABw9ehRardZkphAC+/fvt2wHie7BU0FEVBkmT0/ofPrpp6hbty4++ugjAMBPP/2En376qcJg3fn/UaNGYdGiRYq/3VKSJPj6+hrdNn/+fADA008/jf/9738AYPSoie6Ok7Nnz+LJJ59EdnY2mjdvXmacg4MDPDw89HeVZGdnV5ipG0tERGQrFTYNdnZ2+PDDD/Hss89i6tSp+qMHFenatSumT5+u+IsfKzJ37lz88MMPCAkJQY8ePbBu3ToAMDg1oVOnTh0AwO3btwEAN27cMDpON/beceZm3uvatWtlTqWYo2/fvujXr1+Z9VqtFjt27JCdZ4rcvMTE8rd7e2uRmGh+XkWsmafk2szJk/u12/pnpbqymKesPCXXVp15GzduxHfffSc77+7du5YXJXcu7YyMDBEfHy8GDBggAgMDRYsWLUTLli2FWq0WI0aMEB999JE4c+aMxXN2K8EHH3wgAIjGjRuLs2fPCiGEiIqKEgBEdnZ2mfFxcXECgNizZ48QQghHR0fRrVs3o9nNmjUT/v7+QgghUlJSBACRkpJSZtzOnTsFADFr1qwy2/z8/Cq9b8bYei54oPwlMTGtwjFyFmvmKbk2c/Kq+rutzjwl18Y85WQ9jHkqlcrijAqPNNwvMDAQgYGBlncrCiaEwLRp0zBr1iw0btwYqampePTRRwEArq6uAIA//vijzOt06+rVqwcAcHFxMTpON1b3iG45mURERLZS7oWQD6PCwkKMGDECs2bNwuOPP45du3YZ3NGgu+4hJyenzGsvXrwISZLQpEkT/Vhj44qKipCfnw8fHx+zMgHoxxIREdkKm4Z7FBcX4/nnn0dKSgqCgoKwZ88ePP744wZjgoKCAADp6ellXp+eno5WrVrBzc1NP/bcuXNlnhR54MABFBcXo0OHDgAAf39/uLq6mswEoB9LRERkK2wa7vHuu+9i7dq1CAkJQVpaGho2bFhmTMeOHeHr64uPP/7Y4OLEzZs349ixYxgxYoR+3bBhwwD8ffeFzvz58+Ho6IihQ4cCKJ0cbMCAAdi6dSuOHDmiH/f7779j1apV6Nmzp9FaiIiIqpPsaxoeVLm5uZg1axYkSUJkZCTWr19fZoyfnx+Cg4ORlJSEyMhIdO7cGePGjUNubi7mzZuHgIAAvPbaa/rxYWFhGDRoEGbPno38/HyEhIRg06ZNWLduHd555x2DUw5xcXHYuHEjwsPDERsbC2dnZyxYsADFxcWYM2dOtXwGRERE5WHT8Jddu3ahoKAAAPDvf//b6JiXX34ZwcHB6NevHzZs2IC4uDhMmjQJ7u7uGDJkCGbOnAkXFxeD16SkpMDPzw/Lly/HypUr0axZMyQnJ2P8+PEG45o2bYrdu3djypQpSEhIgL29PTp06IC1a9eibdu2VbPTREREMrBp+MugQYOMzjxpSp8+fdCnT58Kx9WqVQsJCQlmPRGzZcuW2LBhg9k1EBERVSde00BERERmYdNAREREZmHTQERERGaR3TSMGTMGL730kn6SJXMcO3YMQRq63AAAIABJREFUTz/9NNRqtdy3IyIiIoWQfSHk0qVLIUkSJk6caHRWRmP++OMP/Pjjj/rHJRMREVHNU+nTE5IkmT1227ZtAICSkpLKvh0RERHZmMkjDb/++isiIyNN3obYq1cvODk5VfgGWq0WV65cgSRJ8PPzq3ylREREZFOSKOfhBC+88AJWrlxptTf74osv8MILL1gt72Hn5eVlcsZRtVot+xoSrVZb5uFUlpCbl5FR/nZvby2ys61XnzXzlFybOXkqlbw8W/+sVFcW85SVp+TalJKn0Wig0WiMbsvMzERWVpZlRZU3b3Zubq6IiIgQYWFh+kWSJGFnZyeCgoIM1htbwsPDRa9evcSYMWPEd999Z/E83mTIz8/Pqnm2ngseKH9JTEyrcIycxZp5Sq6tMnnW/m6rM0/JtTFPOVkPY55KpbI4o9wLIRs1aoTU1FSDdXZ2pZdBfPbZZ3jiiScs61iIiIioxpB998SIESMgSRLq169fFfUQERGRQlXqlksiIiJ6+Fg8YVVubi527NiB06dP49q1a5g0aRI8PT2Rk5ODM2fOoHPnztaok4iIiGys0k3DpUuX8MYbb2DNmjUGz1948cUX4enpid27d2PYsGFo164dFi9ebPIqfyIiIqoZKvVwpxMnTkClUuHLL79EcXExhBBlnudw5swZCCFw8OBBdOrUSf+AJyIiIqqZZDcNhYWFiIyMxMWLFyFJEqKiovDNN9+UGffMM8/gmWeegRACBQUFGDZsGC5fvmyVoomIiKj6yW4alixZguPHj8PBwQHff/89Fi9ejMjIyDLjAgMD8cMPPyA5ORmSJOHatWtITk62StFERERU/WQ3DWvXroUkSRg5ciR69OhR4fhXXnkFw4YNgxAC3333XaWKJCIiItuT3TQcOnQIANC/f3+zXzN48GAApddCEBERUc0ku2m4fv06gNKnRZqrcePGAIC7d+/KfTsiIiJSCNlNg+5JkJcuXTL7NboJMvgUSSIioppLdtOgm29i48aNZr9m0aJFkCSJc1UQ1RCSZLgQEQGVaBoGDRoEIQQ+//xzk9Nv6pSUlCAmJkY/zthdFkRERFQzyG4aRo8ejZYtW6KwsBA9evTAjBkzsHv3bv32wsJCnDp1Cp9++ikCAwPx0UcfAQAee+wxjBkzxnqVExERUbWSxP2PcjTDyZMn0aVLF1y6dAlSBccuhRBwc3PDzp07eXrCyry8vEw+nlutVkOtVsvK02q1cHFxsUZplcrLyCh/u7e3FtnZ1qvPmnlKrs0aeSqV4Z9t/bNSXVnMU1aekmtTSp5GozF5FiAzM1N/jWGliUrKzc0Vzz33nLCzsxOSJJlcunbtKrKysir7NlQOPz8/q+alpaXZNA8of0lMTKtwjJzFmnlKrs0aeZZ+txWxZp6Sa2OecrIexjyVSmVxRqUnrGrUqBHWr1+PrKwsbNq0CQcPHsTly5dRVFSE+vXrIyAgAD169IDq/v9FISIiohrJ4qmxW7RogYkTJ1qjFiIiIlKwSs1ySURERA8fNg1ERERkFpOnJ8LDwysVKEkSnJycUL9+fbRo0QIRERHo0qVLpQskIvr/9u49rKoq/+P454jihYtpYoqg4oVLmRmUJppmmrfG1LKyMi9NWk06lZTzq56GMo0ydDTLymlM07RJpzIcHS+FlR5NpOxJS4YulqgkmhpoF4T1+8M4I3LAfeRwzgber+fZz4N7rf0938M6wNe1914bgD2UWzRs3LjxrLdTWvHkk0+qX79+evXVVxUeHl7peAB878xfBenp/skDgH9VeHrCGOOVbcOGDRo6dKh+++03X70vAADgZeXONHz77bfnHLS4uFjHjx/XV199pZdeeknr1q3TJ598ogULFujuu+8+57gAAMB/yi0a2rRpU+ngnTp10tChQzVw4ECtX79eS5cupWgAAKCaqvK7JxwOhyZOnChJ+u9//1vVLwcAAKqIT265bNq0qSTp6NGjvng5AABQBXxSNGzfvl2S1KxZM1+8HAAAqAJVXjR89tlneuKJJ+RwOHTFFVdU9csBAIAqUulnT7jz1ltv6a233tLu3bu1Y8cOFRcXl7q2AQAAVD8OY4zxdtC5c+fqvvvuk8PhUEn45ORkJScne/ularXw8HDFx8e7bUtMTFRiYqJH8fz9LPjMzIrbIyIKlJPjvfy8Gc/OuVVFvJgY/35WfBWLePaKZ+fc7BLP6XTK6XS6bcvKylJ2dnblkqr0w7XdSEtLMw6HwwQHB5uBAweatWvXVsXL1HrR0dFejefvZ8FLFW+pqeln7ePJ5s14ds6tKuL5+7Piq1jEs1c8O+dWHeIlJCRUOkaVnJ4YMGCA8vLy1LRpU68sRQ0AAPyvSi6ErFevns4//3wKBqCGysw89TyKkg1A7cCjsQEAgCUUDQAAwBKKBgAAYAlFAwAAsISiAQAAWELRAAAALKFoAAAAllA0AAAASygaAACAJRQNAADAEooGAABgSZU8sApA7XLm8yeM8U8eAKqWwxh+vKur8PBwxcfHu21LTExUYmKiR/H8/Sz4zMyK2yMiCpST4738vBnPzrn5I15CgmfxvPnZ8/fnmHhVF8/OudklntPplNPpdNuWlZWl7OzsyiVV6Ydrw2+io6O9Gs/fz4I/9f/T8rfU1PSz9vFk82Y8O+fmj3hV/VnxVSzi2SuenXOrDvESEhIqHYNrGgAAgCUUDQAAwBKKBgAAYAlFAwAAsISiAQAAWELRAAAALKFoAAAAllA0AAAASygayvHmm2/K4XAoNze3TFt6erp69eql0NBQhYWFady4cTp48GCZfoWFhXrqqafUsWNHNWzYUHFxcXr++edl3CzC+fXXX+umm25S8+bNFRISov79+yvzbEskAjblcJTeANQMPHvCje3bt2v8+PFu2zZs2KBBgwapU6dOevLJJ3X48GHNmjVLW7duVUZGRqklP8ePH69FixZp7Nix6t69u1avXq1JkyYpNzdX06ZNc/Xbt2+fevXqpcLCQv35z39WcHCwnnvuOfXq1UtbtmxR586dq/w9+wN/TACgeqFoOMPSpUs1YcIEHT9+vEybMUaTJk1SVFSUNm3apKCgIElS9+7dNXjwYM2ZM0ePPvqoJGnr1q1atGiRHn74YT311FOSpAkTJmjkyJGaMWOG7rzzTrVt21aSNHXqVB08eFA7duzQRRddJEm6+eabdeGFFyopKUnr16/3wTsHAKBinJ44zaBBg3Tbbbfpoosu0oABA8q0Z2RkaPfu3brjjjtcBUPJcRdeeKEWL17s2vfaa69JkiZNmlQqRlJSkgoLC/XGG29IkoqKirR06VL17dvXVTBIUsuWLXXrrbfqvffe0/79+736PgEAOBcUDafJzs5WamqqNm/erBYtWpRp37p1qySpa9euZdouv/xyZWVl6dixY66+kZGRatmyZal+l156qQICArRt2zZJ0q5du1RQUFBuTGOMtm/fXun3BgBAZXF64jS7du1S/fr1y23PycmRJEVERJRpCw8PlyTt2bNHl1xyiXJyctShQ4cy/erWravmzZvr22+/tRyzpC8AAP5E0XCaigoGSa5ZhNNPTZRo1KiRJLmuhTh27JjbfiV9T+9nNeaZjhw5opiYmApzducPf/iDhgwZUmZ/QUGBNm7c6HG88pwtXmqqZ/EiIgqUmlp+PE95M56dc7NDvLN9rLz52fP155h4votn59x8GS8tLU2rVq3yON4vv/xS+aQq/XDtGmrMmDFGkjlw4IBr35133mkkmZycnDL9p06daiSZLVu2GGOMqVevnunXr5/b2O3atTMxMTHGGGOWLFliJJklS5aU6ffhhx8aSSYlJcVtnOjoaI/fV0V8/Sx4ybMtNTXd42N8Fc/OudkhXmU/K57w9eeYeL6LZ+fcqkO8hISESsfgmgYPhISESJJOnDhRpq1kX+PGjSVJwcHBbvuV9C3p50lMoLpi3QagZqBo8EBUVJSkU+sqnGn//v1yOBxq1aqVq6+7fidPnlReXp4iIyMtxZTk6gsAgD9RNHjgsssuk3Tq1sszZWRkKC4uTqGhoa6+3333XZmVIj/55BMVFRWpW7dukqSYmBiFhISUG1OSqy8AAP5E0eCBK664QlFRUXr55ZdLXZy4Zs0affnllxo9erRr3y233CJJmjVrVqkYs2bNUr169TRy5EhJUmBgoK6//nqtW7dOO3fudPU7cOCAli1bpoEDByosLKwq3xYAAJZw94QHHA6H5syZo2HDhqlnz56aMGGCcnNzNXPmTHXq1En33nuvq+9VV12lESNG6JlnnlFeXp5rGem3335bjz/+eKlTDlOnTlVaWpquvvpqJSUlqUGDBnruuedUVFSkGTNm+OOtAgBQBkWDh4YMGaJ3331XU6dO1eTJk9WkSRPdfPPNeuqpp0o9d0KSlixZoujoaC1evFhLly5Vu3btNG/ePN1zzz2l+rVu3VqbN2/WlClTNH36dAUEBKhbt25asWKFLr74Yl++PQAAykXRUI6FCxdq4cKFbtuuvfZaXXvttWeNUb9+fU2fPl3Tp08/a9/Y2Fi9++67nqYJAIDPcE0DAACwhKIBAABYQtEAwOdY7AmonigaAACAJRQNAADAEooGAABgCUUDAACwxGGMMf5OAucmPDxc8fHxbtsSExOVmJjoUbyCgoIyC1RVxtniZWZ6Fi8iokA5Od7Lz5vx7JxbdYgXE+O9z56vP8fE8108O+dml3hOp1NOp9NtW1ZWlrKzsyuXVKUfrg2/iY6O9mo8Xz8LXvJsS01N9/gYX8Wzc27VIZ43P3u+/hwTz3fx7JxbdYiXkJBQ6RicngAAAJZQNAAAAEsoGgD4XWYmiz0B1QFFAwAAsISiAQAAWELRAAAALKFoAAAAltT1dwIAcKYzL4ZkCTrAHphpAAAAllA0AAAASzg9AcD2OF0B2AMzDQAAwBJmGgBUO8w8AP7BTAMAALCEogEAAFjiMIaJveoqPDxc8fHxbtsSExOVmJjoUbyCggIFBwd7IzVL8TIzPYsXEVGgnBzv5efNeHbOrTbES0j439e+/hwTz3fx7JybXeI5nU45nU63bVlZWcrOzq5cUgbVVnR0tFfjpaen+zTeqTPR1rfU1HSPj/FVPDvnVhvi+fNzTDzfxbNzbtUhXkJCQqVjcHoCAABYQtEAAAAsoWgAAACWUDQAAABLKBoAVHsOx/82AFWHogEAAFhC0QCgRsnMZOYBqCoUDQAAwBKKBgAAYAlPuQRQo/FETMB7mGkAAACWUDQAAABLKBoAAIAlFA0AAMAShzFcFlRdhYeHKz4+3m1bYmKiEhMTPYrn62fBZ2Z6Fi8iokA5Od7Lz5vx7JxbbYt3tlgJCZ7F8/XPBfF8E6umxnM6nXI6nW7bsrKylJ2dXbmkKv1wbfhNdHS0V+P5+lnwp65jt76lpqZ7fIyv4tk5t9oWz9NYlf0ce4p49ohVG+MlJCRUOganJwAAgCWs0wCgVmMdB8A6ZhoAAIAlFA0AAMASigYAOM3pT8jkKZlAaRQNAADAEooGAKhAZiYzD0AJigYAAGAJRQMAALCEdRoAwAOs64DajKIBACqBIgK1CacnAACAJRQNAADAEk5PAIAXcboCNZnDGD7S1VV4eLji4+PdtiUmJioxMdGjeL5+FnxmpmfxIiIKlJPjvfy8Gc/OudW2eHbOTZJiYnz7c1aT4tk5N7vEczqdcjqdbtuysrKUnZ1duaQq/XBt+E10dLRX4/n6WfCn/g9mfUtNTff4GF/Fs3NutS2enXOTfP9zVpPi2Tm36hAvISGh0jG4pgEAAFhC0QAAPnTmstQ8IAvVCUUDAACwhLsnAMDGuBsDdsJMQzV27Ngxf6eA323dmubvFPC76j4WNe10RVpa9R6PmiQvL6/SMSgaqrGjR4/6OwX8buvWVf5OAb+r6WNR3YqKVatq9nhUJ4cOHap0DIoGAKjGuLASvkTRAAAALKFosJkffvhBd955p1q1aqWgoCD16NFD69ev93daAKqpimYhmJmApygabKSgoED9+vXTsmXLNHbsWD377LM6fvy4Bg4cqHXr1lX565e39Khd4u3aZe943mT392r3eN5k9/fq7Xivvea0bVFh999Rdo/nDdxyaSNz587Vzp07tXbtWvXv31+SNHr0aHXp0kUTJ05UVlaWHFX4U2v3D/wXX9g7njfZ/b3aPZ432f29+jre2X4FVeUtoXb/HWX3eN7ATIONLF68WDExMa6CQZKCg4N11113KTs7Wx9//LEfswOAsztzZuLECU6H1CQUDTZx7Ngx7d69W127di3Tdvnll0uStm3b5uu0AKBKcb1F9ULRYBP79u2TMUYRERFl2sLDwyVJ3377ra/TAgDbOHSockXGme1nxjtbf0/bayKHMSxKagdbtmxRYmKipk2bpkcffbRUW05OjiIjIzV+/HjNnz/ftb9BgwYKCAjw+LWaNWumsLCwMvuPHTumxo0be558OWpTvLy8PLff03Nl5/dq93iMhb3ieXM87P5efRUvLy/vnBZqKioq0i+//FKpnLgQ0iaKi4vLbSup6+rUKT0xVNnBBwDAE5yesImQkBBJ0okTJ8q0lezzZgULAICnKBpsom3btpJOXdtwpv3790uSIiMjfZkSAAClUDTYRGhoqKKjo5WRkVGmrWRft27dJLFqpL+9+eabcjgcys3NLdOWnp6uXr16KTQ0VGFhYRo3bpwOHjzohyxrrs8//1w33HCDmjVrpsDAQHXo0EHJycn67bffSvVjLHzj66+/1s0336yWLVsqODhYV111ldvF6BgP3ykoKFCHDh0UGxtbpq3S42BgG8nJyUaSWbNmjWtffn6+ad++vYmLizPFxcUmPz/fdOrUyTRq1Mg88sgj5oUXXjCXXHKJqVOnjlm7dq0fs68dMjIyTGhoqJFkDhw4UKpt/fr1pm7duqZLly5m9uzZ5rHHHjNBQUEmNjbW5Ofn+ynjmuWrr74yISEhpmnTpuaxxx4zL774ornxxhuNJDNw4EBTXFxsjGEsfOX77783zZo1M+eff7554oknzHPPPWe6dOliHA6HWb58uasf4+Fbd955p5FkYmJiSu33xjhQNNjITz/9ZNq1a2eCgoLMX//6VzNv3jzTpUsXU7duXbN+/XpjjDFPPfWUkVSqQCgpLDp27Oj6pQnve/31101QUJCRVKZoKC4uNrGxsaZjx46moKDAtX/16tVGkpk2bZo/Uq5xhgwZYgIDA83u3btL7U9KSjKSzMqVKxkLHxo7dqypU6eOyczMdO3Lz883rVq1MlFRUcYYfjZ8LS0tzTgcDhMYGFiqaPDWOFA02ExOTo657bbbTJMmTUxwcLDp0aOHef/9913tcXFxZapHY4yZMWOGkWS2bNniy3RrjYEDBxpJpmvXrmbAgAFlioaPP/7YSDIpKSlljr3wwgvdjhk8c/LkSRMSEmL69u1bpu3TTz81kkxSUhJj4UPjxo0zQ4cOLbP/hhtuMJLMsWPHGA8fOnjwoLngggvM3Xffbdq0aVPqe+utceCaBptp1aqVlixZoh9//FH5+fnatGmT+vTpI4lVI/0pOztbqamp2rx5s1q0aFGmfevWrZJU7thkZWXp2LFjVZ5nTVanTh199tlnevnll8u0lZyTDQgIYCx8aMGCBXrnnXdK7Tt58qR27typpk2bKiQkhPHwoQkTJig4OFipqall2rw1DhQN1QirRvrPrl27lJSUpLp13S9tkpOTI0kVjs2ePXuqLL/awOFwKCoqSu3bty/TNmvWLElSnz59GAs/OXr0qLZs2aLrr79eWVlZmjZtmhwOB+PhI6+++qreffddLVy4UEFBQWXavTUOLO5UjZRUge4+EI0aNZIkHT9+3Kc51Rb169evsJ2x8Z9nn31Wa9euVffu3TVgwAC9/fbbkhgLX7v++uuVnp4uSRo+fLhuv/12Sfxs+MJ3332n+++/X0lJSerZs6fbPt4aB2YaqpFzWTUSvsHY+MecOXM0ZcoUtWjRQsuWLZPD4WAs/GTSpEl6++23NXnyZK1atUqJiYk6duwY41HFiouLNXr0aEVGRurJJ5+ssF95PBkHZhqqEVaNtC/GxreMMXr00UeVkpKiFi1aaMOGDWrTpo0kxsJfhg8fLkkaNmyY2rVrp4kTJ2revHmMRxWbNWuWNm3apDVr1ig/P1/5+fmSThUJRUVFOnTokBo0aOC1caC8q0ZYNdK+oqKiJJU/Ng6HQ61atfJ1WjVSYWGhRo8erZSUFLVv316bNm3SRRdd5GpnLPzvlltukSRlZmYyHlVs1apVKi4u1oABAxQWFuba9u7dq6+++kphYWGaOHGi18aBmYZqxJNVI+Fbl112maRT43DVVVeVasvIyFBcXJxCQ0P9kFnNUlRUpFtvvVUrVqzQZZddptWrV5d5giJj4Rs//fSTLr/8cl166aV64403SrWV/G+3UaNGjEcVmzlzpo4cOVJm/6hRoxQYGKgFCxYoPDzcdU1Dpceh8neGwpesrBqJqjVmzBi3iztFRUWZ9u3bu1045emnn/ZHqjXO448/biSZ7t27l7uCHWPhO507dzb169c3X375Zan9d999t5FkVqxYwXj4yZnrNHhrHBzG/H4FBKqF/Px8denSRT/88IOSkpLUokULzZ8/Xzt37tSaNWvUr18/f6dY440dO1aLFi3SgQMHSq3ZkJaWpmHDhqlz586aMGGCcnNzNXPmTEVFRWnLli0KDg72Y9bVX25urtq2bavffvtNTz/9tOs2sdNFR0era9eujIWPfPTRR7rmmmt03nnnaeLEiWrSpInS0tK0du1a3XLLLVq6dKkkfjb8oW3btmrQoIF2797t2ueVcfBycQMfONuqkaha7mYaSqxatcp07drVNGjQwLRs2dLccccdJjc31w9Z1jzLly93LeFd3nbXXXe5+jMWvrF9+3Zz7bXXmpCQEBMYGGg6d+5s5s6da4qKikr1Yzx868yZhhKVHQdmGgAAgCXcPQEAACyhaAAAAJZQNAAAAEsoGgAAgCUUDQAAwBKKBgAAYAlFAwAAsISiAQAAWELRAAAALKFoAAAAllA0AAAASygaAACAJRQNAADAEooGAABgCUUDAACwhKIBAABYQtEAAAAsoWgAAACWUDQAAABLKBoAAIAlFA0AAMASigYAAGAJRQMAALCEogEAAFhC0QAAACyhaAAAAJZQNAAAAEsoGgAAgCUUDQAAwBKKBgAAYAlFAwAAsISiAQAAWELRAAAALKFoAAAAllA0AAAASygaANiKw+Eos3Xp0uWsx+Xl5WnevHkaNmyY2rdvr+DgYAUGBqply5ZKSEjQ5MmT9f7771dp7iNGjHDlvHDhQo+PX7lypev4P/3pT5o9e7bb78fTTz/t/eQBCygaAFRrx48f14MPPqg2bdro3nvv1cqVK/XNN9/o+PHjKiwsVG5urj755BP97W9/U9++fdWjRw/t2LGjSnIZN26c6+ulS5d6fPySJUvcxgLswmGMMf5OAgBKOBwOSVJiYqJeeOEFSVLDhg0VExNTpu/evXs1cOBAffHFF65+Q4cOVf/+/dW6dWuFhITo0KFD2rZtm/75z39q9+7dkqSQkBClpaWpd+/eXs29qKhIkZGROnDggAICArRv3z5dcMEFlo49evSoWrRooV9//VWdOnXS559/rry8PO3bt0+StH37do0fP16SlJKSov/7v//zau6AFXX9nQAAuBMSElLhaYn8/Hz179/fVQgMGzZMzz//vFq1alWm7+DBg/XYY49pzpw5evDBB5Wfn6+RI0dq9+7daty4sddyDggI0KhRo/Tss8+qqKhIb775piZNmmTp2OXLl+vXX3+VJN1xxx2SpLCwMIWFhUk6VVQA/sbpCQDV0kMPPeQqGMaMGaO33nrLbcFQIiAgQJMnT9b06dMlSbm5uZoxY4bX8zr9tMKyZcssH7d48WJJUr169TRq1Civ5wV4A0UDgGonOztbr7zyiiSpffv2evHFF12nNc7mwQcfVOvWrSWd+kPt7TO0cXFx6tatmyRpy5Yt+vbbb896zJ49e7Rp0yZJ0pAhQ1yzC4DdUDQAtdDpV+EbY/T3v/9dXbt2VWhoqBo1aqT4+HilpKTo+PHj/k7VrZdeeklFRUWSpEceeUQNGza0fGy9evV0zz336Prrr1dycrIKCwvd9jtx4oRmzpypK6+8UmFhYapfv77Cw8N13XXX6Y033lBxcXG5r+HpbMOSJUtcxQsXQMLWDIBaR5KRZKZPn25GjBjh+veZW0xMjPnuu+/8ktuAAQPK7dO2bVsjyQQEBJjDhw97PYdt27aZVq1alft9kWQSExPN/v373R5/9OhR06BBAyPJdOrU6ayvFxMTYySZli1bmpMnT7rtk56e7nrtlJSUSr0/4Fwx0wDUYnPnztWKFSvUvHlzzZ49W06nUytXrtSgQYMkSVlZWerdu7dOnDjh50z/Z+/evdqzZ48kqVu3bmratKlX4+/atUt9+vTRvn371KhRIyUlJWnt2rXatm2bVqxYoREjRkiSnE6nrrnmGhUUFJSJ0bhxYw0fPlyStHPnTn3++eflvl5GRoaysrIkSaNHj1ZAQIBX3w/gTRQNQC2Wm5urtm3bKjMzU/fdd5+6d++u6667TqtXr3Zd9b9nzx4988wzfs70f0oufpSkDh06eD3+qFGjdPz4cTVv3lzbt29Xamqq+vfvr8svv1w33HCDli9frvnz50s6VWBMmzbNbRyrpyhKLoA88xjAjigagFpuwYIFioiIKLN/5syZateunSRp/vz5Xr9g8FwdPnzY9fXZ1kDYu3evduzYUeF28OBBV//169e7Fn5KSUlRXFyc27jjx49Xv379JEkvvvii2+si+vbtq8jISEnlFw0nT57UG2+8IUnq0aOH27UoADuhaABqsbi4OPXp08dt2+m3/uXm5iojI8OXqZXr9AsQz1bIPPERPNnLAAAF40lEQVTEE7r00ksr3BYsWODq/+9//9v19TXXXFNh7MGDB0uSfvrpJ7ffmzp16mj06NGSTs3WOJ3OMn3+85//KC8vT9L/1mYA7IyiAajFevToUWF7fHy86+vTTwv403nnnef6+ocffvBq7E8//dT1devWrd0+96Fkmzx5sqvvN9984zbe2LFjXV+7m20oOTURFBSkm266yUvvAqg6FA1ALRYeHl5h++nrBeTm5lZ1OpZ07NjR9fX+/fsr7PvKK6/IGFNmS09Pd9v/0KFD55TTkSNH3O7v0KGDrrzySknSm2++6bpNVDo1Q5GWliZJuvHGGxUcHHxOrw34EstIA7VY3boV/wo4/Y9cYGBgVadjSfv27RUWFqa8vDw5nU4VFBR47Q/uyZMnJUnNmjXT+vXrLR9X0UqUY8eO1UcffaSDBw/qvffeU//+/SVJK1as0M8//yyJUxOoPphpAGqxH3/8scL2kvPtktSyZUtJ0uOPP17htP2Z27k8IroiderU0dChQyVJP//8s1atWuW12CW3bx45ckSxsbHq0qWLpa2iFRxvuukmBQUFSSr95MuSUxMdO3Z0zUYAdsdMA1CLne0R0adf4HfJJZdIkq666qoy/TZu3KgPPvhAvXv3LtNe0UOnztXEiRP1j3/8Q8YYJScna8iQIa4/zJXRqVMnbd26VUVFRfrwww9dswLubNiwQZ999pnatm2r3r17q1mzZm77BQcHa8SIEVq0aJFWrlypwsJCHT58WB9++KEkbrNENeO/daUA+It+X1kwICDA7Nmzx22fX375xbRu3dpIMnFxcRXGS05ONpJMcnKy13KraEVIY4y54447XH1vv/32cldSdOevf/2r29UVly9f7to/aNCgco8vLi42sbGxrr7lfQ9LbNy40dV33bp1Zt68ea7vf05OjqWcWRESdsDpCaAWKyoq0tixY13n1ksYYzRp0iR9//33klTqTgG7mD17tjp37izp1FR/r1699PXXX1d4zCeffKIBAwZo6tSprn2nP+hq+PDhrrUp1qxZU+5TMB9++GHX3SRDhw5VmzZtKnzdXr16ueK+8847+te//iVJ6t+/f4XXQwB2w+kJoJbbuHGjunbtqoceekixsbHau3evnn/+eW3cuFHSqT94f/zjH/2bpBshISHasGGDhg8frs2bN8vpdCo6Olp9+vTRsGHDFBUVpbCwMB08eFBffPGF3nrrLX388ceu4wMCAjRp0iTde++9pfa99tpr6tOnjwoLC/WXv/xFH3zwgcaNG6fIyEjt3btXr776qlavXi1JatKkiWbPnn3WXB0Oh8aMGaPk5GStWLHCdS0JF0Ci2vH3VAcA39Pv09w9e/Y0PXv2LPehTIMHDzb5+flnjeeP0xMlTp48aWbNmmXCwsIqfMBUyVavXj1z6623mh07dpQbc/369eb888+vME5ERITZvn275fe1Z88e43A4XMeff/755tdff7V8PKcnYAecngBqsaCgIL3//vtKTU3VxRdfrIYNGyo8PFwDBw7UypUrtWrVKtuvHxAQEKAHHnhA33//vZYtW6bbb79dF110kUJDQxUQEKCmTZsqNjZWI0eO1Msvv6zvvvtOr7/+uuvCTnf69eunb775Rs8884yuvPJKNWvWTHXr1tV5552nHj16aMaMGfriiy+UkJBgOc82bdro6quvdv171KhRtrmNFbCK0xNALVevXj0lJSUpKSnJ36lUSoMGDTRy5EiNHDnSK/FCQ0M1ZcoUTZkyxSvxpFN3XADVGTMNAADAEooGAABgCacnANhSfn6+a/Gphg0b1srHRufl5Wnfvn2SpK+++srP2QAUDQBsyul06tJLL5V0ajXKs61eWRO9/vrreuCBB/ydBuDC6QkAAGAJMw1ALWSM8XcK5bJzbr52//336/777/d3GoALMw0AAMASh6GsBwAAFjDTAAAALKFoAAAAllA0AAAASygaAACAJRQNAADAEooGAABgCUUDAACwhKIBAABYQtEAAAAs+X8ge2hbuUuBLAAAAABJRU5ErkJggg==\n",
0236       "text/plain": [
0237        "<Figure size 576x576 with 1 Axes>"
0238       ]
0239      },
0240      "metadata": {},
0241      "output_type": "display_data"
0242     },
0243     {
0244      "data": {
0245       "image/png": 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\n",
0246       "text/plain": [
0247        "<Figure size 576x576 with 1 Axes>"
0248       ]
0249      },
0250      "metadata": {},
0251      "output_type": "display_data"
0252     },
0253     {
0254      "data": {
0255       "image/png": 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\n",
0256       "text/plain": [
0257        "<Figure size 576x576 with 1 Axes>"
0258       ]
0259      },
0260      "metadata": {},
0261      "output_type": "display_data"
0262     },
0263     {
0264      "name": "stderr",
0265      "output_type": "stream",
0266      "text": [
0267       "Substituting with a symbol from Computer Modern.\n",
0268       "Substituting with a symbol from Computer Modern.\n"
0269      ]
0270     },
0271     {
0272      "data": {
0273       "image/png": 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\n",
0274       "text/plain": [
0275        "<Figure size 576x576 with 1 Axes>"
0276       ]
0277      },
0278      "metadata": {},
0279      "output_type": "display_data"
0280     },
0281     {
0282      "data": {
0283       "image/png": 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\n",
0284       "text/plain": [
0285        "<Figure size 576x576 with 1 Axes>"
0286       ]
0287      },
0288      "metadata": {},
0289      "output_type": "display_data"
0290     }
0291    ],
0292    "source": [
0293     "# Plot some basic jet information\n",
0294     "\n",
0295     "jet_pt = np.concatenate(df['Jet.PT'].to_numpy()).ravel()\n",
0296     "hist(jet_pt,[0,40], 100, label='Jets (R=1.0)', xlabel=\"$p_T$ [GeV]\", ylabel=\"Jet Candidates\")\n",
0297     "\n",
0298     "jet_mass = np.concatenate(df['Jet.Mass'].to_numpy()).ravel()\n",
0299     "hist(jet_mass,[0,10], 50, label='Jets (R=1.0)', xlabel=\"Jet Mass [GeV]\", ylabel=\"Jet Candidates\")\n",
0300     "\n",
0301     "jet_eta = np.concatenate(df['Jet.Eta'].to_numpy()).ravel()\n",
0302     "hist(jet_eta,[-3,5], 50, label='Jets (R=1.0)', xlabel=\"$\\eta$\", ylabel=\"Jet Candidates\")\n",
0303     "\n",
0304     "jet_phi = np.concatenate(df['Jet.Phi'].to_numpy()).ravel()\n",
0305     "hist(jet_phi,[-math.pi,math.pi], 50, label='Jets (R=1.0)', xlabel=\"$\\phi$ [radians]\", ylabel=\"Jet Candidates\")\n",
0306     "\n",
0307     "# Construct jet energy from the above\n",
0308     "jet_energy = np.concatenate(df['Jet.E'].to_numpy()).ravel()\n",
0309     "hist(jet_energy,[0,200], 400, label='Jets (R=1.0)', xlabel=\"Jet Energy [GeV]\", ylabel=\"Jet Candidates\")\n"
0310    ]
0311   },
0312   {
0313    "cell_type": "markdown",
0314    "metadata": {},
0315    "source": [
0316     "### Regions of the Detector\n",
0317     "\n",
0318     "![A sketch of the baseline EIC detector layout.](EIC_Detector.jpg)\n",
0319     "\n",
0320     "The EIC baseline detector sketch is shown in the accompanying graphic (from Aschenauer, E., et al. (2020). Electron-Ion Collider Detector Requirements and R&D Handbook Editors Notes.). The barrel region for jets is $\\eta=[-1,1]$, while the forward hadrons region is $\\eta=[1.0,2.5]$. \n",
0321     "\n",
0322     "### Detector Component Baseline Performance\n",
0323     "\n",
0324     "![A table of target performance for detector regions.](EIC_table.jpg)\n",
0325     "\n",
0326     "#### Tracking Model\n",
0327     "\n",
0328     "The detector performance implemented in the ```delphes_EIC``` project is as follows. For charged hadrons, the efficiency table in $\\eta$ and $p_T$ of the charged hadron is:\n",
0329     "\n",
0330     "```\n",
0331     "  set EfficiencyFormula {\n",
0332     "  (pt <= 0.1)   * (0.00) +\n",
0333     "  (abs(eta) <= 1.5) * (pt > 0.1   && pt <= 1.0)   * (0.95) +\n",
0334     "  (abs(eta) <= 1.5) * (pt > 1.0)                  * (0.98) +\n",
0335     "  (abs(eta) > 1.5 && abs(eta) <= 2.5) * (pt > 0.1   && pt <= 1.0)   * (0.92) +\n",
0336     "  (abs(eta) > 1.5 && abs(eta) <= 2.5) * (pt > 1.0)                  * (0.95) +\n",
0337     "  (abs(eta) > 2.5 && abs(eta) <= 3.5) * (pt > 0.1   && pt <= 1.0)   * (0.85) +\n",
0338     "  (abs(eta) > 2.5 && abs(eta) <= 3.5) * (pt > 1.0)                  * (0.90) +\n",
0339     "  (abs(eta) > 3.5)                                                  *(0.00) }\n",
0340     "```\n",
0341     "\n",
0342     "In summary:\n",
0343     "\n",
0344     "* For hadrons below 0.1 GeV in $p_T$, efficiency is zero.\n",
0345     "* For hadrons with $p_T=(0.1,1.0]$, efficiency varies from 95% for $|\\eta|\\le1.5$, to 92% for $\\eta=(1.5,2.5]$, to 85% for $\\eta=(2.5,3.5]$.\n",
0346     "* For hadrons with $p_T>1.0$, efficiency varies from 98% for $|\\eta|\\le1.5$, to 95% for $\\eta=(1.5,2.5]$, to 90% for $\\eta=(2.5,3.5]$.\n",
0347     "* For hadrons with $|\\eta|>3.5$, efficiency is zero.\n",
0348     "\n",
0349     "For electrons, the efficiency table is:\n",
0350     "\n",
0351     "```\n",
0352     " set EfficiencyFormula {\n",
0353     "  (pt <= 0.1)   * (0.00) +\n",
0354     "  (abs(eta) <= 1.5) * (pt > 0.1   && pt <= 1.0) * (0.95) +\n",
0355     "  (abs(eta) <= 1.5) * (pt > 1.0) * (0.98) +\n",
0356     "  (abs(eta) > 1.5 && abs(eta) <= 2.5) * (pt > 0.1   && pt <= 1.0) * (0.92) +\n",
0357     "  (abs(eta) > 1.5 && abs(eta) <= 2.5) * (pt > 1.0) * (0.95) +\n",
0358     "  (abs(eta) > 2.5 && abs(eta) <= 3.5) * (pt > 0.1   && pt <= 1.0) * (0.85) +\n",
0359     "  (abs(eta) > 2.5 && abs(eta) <= 3.5) * (pt > 1.0) * (0.90) +\n",
0360     "  (abs(eta) > 3.5) *(0.00) }\n",
0361     "```\n",
0362     "\n",
0363     "This is identical to charged hadrons.\n",
0364     "\n",
0365     "The momentum resolution for charged hadrons is implemented as follows:\n",
0366     "\n",
0367     "```\n",
0368     " set ResolutionFormula {\n",
0369     " (abs(eta) <= 1.0) * (pt > 0.1) * sqrt((5e-3)^2 + pt^2*(5e-4)^2) +\n",
0370     " (abs(eta) > 1.0 && abs(eta) <= 2.5) * (pt > 0.1) * sqrt((1e-2)^2 + pt^2*(5e-4)^2) +\n",
0371     " (abs(eta) > 2.5 && abs(eta) <= 3.5) * (pt > 0.1) * sqrt((2e-2)^2 + pt^2*(1e-3)^2)  }\n",
0372     "```\n",
0373     "\n",
0374     "In summary, for $p_T>0.1$GeV:\n",
0375     "\n",
0376     "* For $|\\eta| \\le 1.0$, $\\sigma^2 = (0.5\\%)^2 + p_T^2 (0.05\\%)^2$\n",
0377     "* For $|\\eta| = (1.0, 2.5]$, $\\sigma^2 = (1.0\\%)^2 + p_T^2 (0.05\\%)^2$\n",
0378     "* For $|\\eta| = (2,5, 3.5]$, $\\sigma^2 = (2.0\\%)^2 + p_T^2 (0.1\\%)^2$\n",
0379     "\n",
0380     "The same momentum resolution model is used for electrons.\n",
0381     "\n",
0382     "#### Electromagnetic Calorimeter Model\n",
0383     "\n",
0384     "The barrel electromagnetic calorimeter ($|eta|<1.0$) is assumed to have a granularity of $(\\Delta \\eta, \\Delta \\phi) = (0.020, 0.020)$. The endcap calorimeter ($|eta|= [1.0, 4.0]$) is assumed to have $(\\Delta \\eta, \\Delta \\phi) = (0.020, 0.020)$. The minimum energy object threshold is set to 0.2 GeV.\n",
0385     "\n",
0386     "The ECal resolution model is:\n",
0387     "\n",
0388     "```\n",
0389     " set ResolutionFormula {\n",
0390     " (eta <= -2.0 && eta>-4.0) * sqrt(energy^2*0.01^2 + energy*0.02^2)+ \\\n",
0391     " (eta <= -1.0 && eta>-2.0 ) * sqrt(energy^2*0.01^2 + energy*0.07^2)+ \\ \n",
0392     " (eta <= 1.0  && eta> -1.0 ) * sqrt(energy^2*0.01^2 + energy*0.10^2)+ \\\n",
0393     " (eta <= 4.0  &&  eta>1.0 ) * sqrt(energy^2*0.02^2 + energy*0.12^2)} \n",
0394     "```\n",
0395     "\n",
0396     "In summary:\n",
0397     "\n",
0398     "* For $|\\eta| = (-4.0, -2.0]$, $\\sigma^2 = E^2 \\times (1.0\\%)^2 + E \\times (2.0\\%)^2$\n",
0399     "* For $|\\eta| = (-2.0, -1.0]$, $\\sigma^2 = E^2 \\times (1.0\\%)^2 + E \\times (7.0\\%)^2$\n",
0400     "* For $|\\eta| = (-1.0, 1.0]$, $\\sigma^2 = E^2 \\times (1.0\\%)^2 + E \\times (10.0\\%)^2$\n",
0401     "* For $|\\eta| = (1.0, 4.0]$, $\\sigma^2 = E^2 \\times (2.0\\%)^2 + E \\times (12.0\\%)^2$\n",
0402     "\n",
0403     "\n",
0404     "#### Hadronic Calorimeter Model\n",
0405     "\n",
0406     "The EIC baseline detector does not describe the granulatiry of an HCal. For this simulation, an HCal akin to the sPHENIX HCal is assumed. The barrel hadronic calorimeter ($|\\eta|<1.0$) is assumed to have a granularity of $(\\Delta \\eta, \\Delta \\phi) = (0.1, 0.1)$. The endcap calorimeter ($|\\eta|= [1.0, 4.0]$) is assumed to have $(\\Delta \\eta, \\Delta \\phi) = (0.025, 0.025)$ (slightly worse granularity in $\\Delta\\phi$). The minimum energy object threshold is set to 0.4 GeV.\n",
0407     "\n",
0408     "The ECal resolution model is:\n",
0409     "\n",
0410     "```\n",
0411     " set ResolutionFormula {\n",
0412     "  (eta <= -1.0 && eta>-4.0) * sqrt(energy^2*0.10^2 + energy*0.50^2)+\n",
0413     "  (eta <= 1.0 && eta>-1.0 ) * sqrt(energy^2*0.10^2 + energy*1.00^2)+\n",
0414     "  (eta <= 4.0  && eta>1.0 ) * sqrt(energy^2*0.10^2 + energy*0.50^2)}  \n",
0415     "```\n",
0416     "\n",
0417     "In summary:\n",
0418     "\n",
0419     "* For $|\\eta| = (-4.0, -1.0]$, $\\sigma^2 = E^2 \\times (10.0\\%)^2 + E \\times (50.0\\%)^2$\n",
0420     "* For $|\\eta| = (-1.0, 1.0]$, $\\sigma^2 = E^2 \\times (10.0\\%)^2 + E \\times (100.0\\%)^2$\n",
0421     "* For $|\\eta| = (1.0, 4.0]$, $\\sigma^2 = E^2 \\times (10.0\\%)^2 + E \\times (50.0\\%)^2$\n"
0422    ]
0423   },
0424   {
0425    "cell_type": "markdown",
0426    "metadata": {},
0427    "source": [
0428     "### Jet Quantity Resolution Distributions\n",
0429     "\n",
0430     "Below are two jet resolution distributions, one for $p_T$ and one for energy. Note that for these plots, all jets are used regardless of into what region of the detector they point. The \"true jet\" kinematics are determined using jets constructed from generated charged and neutral particles. Such \"GenJets\" are matched to reconstructed jets by requiring that the truth jet have the smallest $\\Delta R$ relative to the reconstructed jet while also being at most within half the jet radius parameter of the jet axis. (e.g. for R=1.0 jets, a true jet can be considered if $\\Delta R$ is at most 0.5)\n",
0431     "\n",
0432     "For jets of our given radius parameter, I select the following subregions of pseudorapidity space to try to define a clear \"barrel\" and \"endcap\" region, as well as an intermediate \"transition\" region:\n",
0433     "\n",
0434     "* \"Barrel\": $\\eta=[-0.5, 0.5]$\n",
0435     "* \"Transition\": $\\eta=[0.5, 1.5]$\n",
0436     "* \"Endcap\": $\\eta=[1.5, 2.5]$"
0437    ]
0438   },
0439   {
0440    "cell_type": "code",
0441    "execution_count": 41,
0442    "metadata": {},
0443    "outputs": [],
0444    "source": [
0445     "# Do some truth-matching of Jets to GenJets and plot resolution information.\n",
0446     "def JetMatch(row, jet_index):\n",
0447     "    JetEta = row[\"Jet.Eta\"]\n",
0448     "    JetPhi = row[\"Jet.Phi\"]\n",
0449     "    GenJetEta = row[\"GenJet.Eta\"]\n",
0450     "    GenJetPhi = row[\"GenJet.Phi\"]\n",
0451     "    \n",
0452     "    genjet_index = -1\n",
0453     "    \n",
0454     "    jet_eta = JetEta[jet_index]\n",
0455     "    jet_phi = JetPhi[jet_index]\n",
0456     "\n",
0457     "    best_dr = 999.0\n",
0458     "\n",
0459     "    for genjet in range(len(GenJetEta)):\n",
0460     "        genjet_eta = GenJetEta[genjet]\n",
0461     "        genjet_phi = GenJetPhi[genjet]\n",
0462     "\n",
0463     "        dr = math.sqrt( (jet_eta - genjet_eta)**2 + (jet_phi - genjet_phi)**2 )\n",
0464     "\n",
0465     "        if  dr < 0.5 and dr < best_dr:\n",
0466     "            best_dr = dr\n",
0467     "            genjet_index = genjet\n",
0468     "            \n",
0469     "    return genjet_index\n",
0470     "    \n",
0471     "\n",
0472     "def TruthJetPt(row):\n",
0473     "    JetPt = row[\"Jet.PT\"]\n",
0474     "    JetEta = row[\"Jet.Eta\"]\n",
0475     "    JetPhi = row[\"Jet.Phi\"]\n",
0476     "    GenJetPt = row[\"GenJet.PT\"]\n",
0477     "    GenJetEta = row[\"GenJet.Eta\"]\n",
0478     "    GenJetPhi = row[\"GenJet.Phi\"]\n",
0479     "    \n",
0480     "    true_pt = []\n",
0481     "    \n",
0482     "    for jet in range(len(JetPt)):\n",
0483     "        jet_eta = JetEta[jet]\n",
0484     "        jet_phi = JetPhi[jet]\n",
0485     "        \n",
0486     "        best_pt = -999.0\n",
0487     "        best_dr = 999.0\n",
0488     "        \n",
0489     "        for genjet in range(len(GenJetPt)):\n",
0490     "            genjet_eta = GenJetEta[genjet]\n",
0491     "            genjet_phi = GenJetPhi[genjet]\n",
0492     "            genjet_pt  = GenJetPt[genjet]\n",
0493     "            \n",
0494     "            dr = math.sqrt( (jet_eta - genjet_eta)**2 + (jet_phi - genjet_phi)**2 )\n",
0495     "                \n",
0496     "            if  dr < 0.4 and dr < best_dr:\n",
0497     "                best_dr = dr\n",
0498     "                best_pt = genjet_pt\n",
0499     "        true_pt.append(best_pt)\n",
0500     "    return true_pt\n",
0501     "\n",
0502     "def TruthJetE(row):\n",
0503     "    JetPt = row[\"Jet.PT\"]\n",
0504     "    GenJetPt = row[\"GenJet.PT\"]\n",
0505     "    GenJetEta = row[\"GenJet.Eta\"]\n",
0506     "    GenJetMass = row[\"GenJet.Mass\"]\n",
0507     "    \n",
0508     "    true_e = []\n",
0509     "    \n",
0510     "    for jet in range(len(JetPt)):\n",
0511     "        \n",
0512     "        genjet = JetMatch(row, jet)\n",
0513     "        \n",
0514     "        best_e = -999\n",
0515     "        \n",
0516     "        if genjet >= 0:        \n",
0517     "            genjet_eta = GenJetEta[genjet]\n",
0518     "            genjet_pt  = GenJetPt[genjet]\n",
0519     "            genjet_mass = GenJetMass[genjet]\n",
0520     "\n",
0521     "            best_e = np.sqrt( (genjet_pt*np.cosh(genjet_eta))**2 + (genjet_mass)**2 )\n",
0522     "            \n",
0523     "        true_e.append(best_e)\n",
0524     "    return true_e\n",
0525     "\n",
0526     "df[\"Jet.TrueE\"] = df.apply(TruthJetE, axis=1)\n",
0527     "df[\"Jet.TruePt\"] = df.apply(TruthJetPt, axis=1)"
0528    ]
0529   },
0530   {
0531    "cell_type": "code",
0532    "execution_count": 42,
0533    "metadata": {},
0534    "outputs": [
0535     {
0536      "data": {
0537       "image/png": 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\n",
0538       "text/plain": [
0539        "<Figure size 576x576 with 1 Axes>"
0540       ]
0541      },
0542      "metadata": {},
0543      "output_type": "display_data"
0544     },
0545     {
0546      "data": {
0547       "image/png": 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\n",
0548       "text/plain": [
0549        "<Figure size 576x576 with 1 Axes>"
0550       ]
0551      },
0552      "metadata": {},
0553      "output_type": "display_data"
0554     }
0555    ],
0556    "source": [
0557     "# Draw the jet resolutions (p_T, etc.)\n",
0558     "\n",
0559     "jet_pt = np.concatenate(df['Jet.PT'].to_numpy()).ravel()\n",
0560     "truejet_pt = np.concatenate(df['Jet.TruePt'].to_numpy()).ravel()\n",
0561     "\n",
0562     "delta_pt = jet_pt - truejet_pt\n",
0563     "\n",
0564     "hist(delta_pt,xlim=[-10,10], bins=100, label='Jets (R=1.0)', \n",
0565     "     xlabel=\"$\\Delta p_T$ [GeV]\", ylabel=\"Jet Candidates\")\n",
0566     "\n",
0567     "delta_pt_rel = delta_pt/truejet_pt*100\n",
0568     "\n",
0569     "hist(delta_pt_rel,xlim=[-50,50], bins=100, label='Jets (R=1.0)', \n",
0570     "     xlabel=\"$\\Delta p_T/p_T^{true}$ [%]\", ylabel=\"Jet Candidates\")\n"
0571    ]
0572   },
0573   {
0574    "cell_type": "code",
0575    "execution_count": 44,
0576    "metadata": {},
0577    "outputs": [
0578     {
0579      "data": {
0580       "image/png": 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\n",
0581       "text/plain": [
0582        "<Figure size 576x576 with 1 Axes>"
0583       ]
0584      },
0585      "metadata": {},
0586      "output_type": "display_data"
0587     },
0588     {
0589      "data": {
0590       "image/png": 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\n",
0591       "text/plain": [
0592        "<Figure size 576x576 with 1 Axes>"
0593       ]
0594      },
0595      "metadata": {},
0596      "output_type": "display_data"
0597     }
0598    ],
0599    "source": [
0600     "# Draw the jet energy resolution\n",
0601     "\n",
0602     "jet_e = np.concatenate(df['Jet.E'].to_numpy()).ravel()\n",
0603     "truejet_e = np.concatenate(df['Jet.TrueE'].to_numpy()).ravel()\n",
0604     "\n",
0605     "delta_e = jet_e - truejet_e\n",
0606     "\n",
0607     "hist(delta_e,xlim=[-10,10], bins=100, label='Jets', xlabel=\"$\\Delta E$ [GeV]\", ylabel=\"Jet Candidates\")\n",
0608     "\n",
0609     "delta_e_rel = delta_e/truejet_e*100\n",
0610     "\n",
0611     "hist(delta_e_rel,xlim=[-50,50], bins=100, label='Jets', xlabel=\"$\\Delta E/E^{true}$ [%]\", ylabel=\"Jet Candidates\")\n"
0612    ]
0613   },
0614   {
0615    "cell_type": "markdown",
0616    "metadata": {},
0617    "source": [
0618     "### Jet Energy Resolution in Detector Regions\n",
0619     "\n",
0620     "Below are plots of the jet energy resolution for jets that fall into the three regions of the detector described earlier: \"barrel,\" \"transition,\" and \"endcap.\" Based on observations of $\\Sigma_E$ above, a two-component analytic model is fitted to a binned distribution of the variable. One component models the narrow \"core\" region of the resolution distribution (using a Gaussian), while a second component models the wider \"tail\" region of the distribution (also a Gaussian, which is not an optimal choice but is fine for now). The model is fitted using SciPy's curve-fitting method, which employs a non-linear least squares to fit a function to the binned distribution. The core Gaussian width is quoted as the \"core resolution,\" while the tail Gaussian width is quoted at the \"tail resolution.\""
0621    ]
0622   },
0623   {
0624    "cell_type": "code",
0625    "execution_count": 45,
0626    "metadata": {},
0627    "outputs": [],
0628    "source": [
0629     "# Define function(s) for resolution studies\n",
0630     "def resolution_model(x, x0, sigma0, x1, sigma1, A, f):\n",
0631     "    return A * (f*np.exp(-(x-x0)**2/(2*sigma0**2)) + (1-f)*np.exp(-(x-x1)**2/(2*sigma1**2)))\n",
0632     "\n",
0633     "\n",
0634     "def resolution_fit(df, reco_var, true_var, res_var, eta_range=[-10, 10], label=\"\", show=True):\n",
0635     "    reco_x = np.concatenate(df[reco_var].to_numpy()).ravel()\n",
0636     "    true_x = np.concatenate(df[true_var].to_numpy()).ravel()\n",
0637     "\n",
0638     "    jet_eta = np.concatenate(df['Jet.Eta'].to_numpy()).ravel()\n",
0639     "    \n",
0640     "    reco_x = reco_x[ (eta_range[0] < jet_eta) & (jet_eta < eta_range[-1]) ]\n",
0641     "    true_x = true_x[ (eta_range[0] < jet_eta) & (jet_eta < eta_range[-1]) ]\n",
0642     "    \n",
0643     "    #delta_x = true_x - reco_x\n",
0644     "    delta_x = reco_x - true_x\n",
0645     "    delta_x_rel = delta_x/true_x*100\n",
0646     "\n",
0647     "    fit_range = [-40, 40]\n",
0648     "    nbins = 400\n",
0649     "\n",
0650     "    [y,xbins] = np.histogram(delta_x_rel,range=fit_range, bins=nbins)\n",
0651     "    x = xbins[:-1] + np.diff(xbins) / 2\n",
0652     "\n",
0653     "    popt, pcov = scipy.optimize.curve_fit(resolution_model, x, y,\n",
0654     "                                          p0 = (0, 5, 0, 7.5, len(delta_x_rel)/2, 0.5),\n",
0655     "                                          bounds=([-100,0,-100, 0, 0, 0], [100,100,100,100,len(delta_x_rel),1.0]))\n",
0656     "\n",
0657     "    #print(popt)\n",
0658     "\n",
0659     "    perr=np.sqrt(np.diag(pcov))\n",
0660     "\n",
0661     "    #print(perr)\n",
0662     "\n",
0663     "    sigma0=popt[1]\n",
0664     "    sigma0_err = perr[1]\n",
0665     "\n",
0666     "    sigma1=popt[3]\n",
0667     "    sigma1_err = perr[3]\n",
0668     "\n",
0669     "    #sigma0s = np.append(sigma0s, [sigma0])\n",
0670     "    #sigma0_errors = np.append(sigma0_errors, [sigma0_err])\n",
0671     "\n",
0672     "    #sigma1s = np.append(sigma1s, [sigma1])\n",
0673     "    #sigma1_errors = np.append(sigma1_errors, [sigma1_err])\n",
0674     "\n",
0675     "    #bfields = np.append(bfields, [float(study_map[key].replace('T',''))])\n",
0676     "\n",
0677     "    bias=popt[0]\n",
0678     "    bias_err=perr[0]\n",
0679     "\n",
0680     "    sigma0_text=f\"core resolution: {sigma0:.2f}$\\pm${sigma0_err:.2f} %\"\n",
0681     "    sigma1_text=f\"tail resolution: {sigma1:.2f}$\\pm${sigma1_err:.2f} %\"\n",
0682     "    bias_text  =f\"bias:            {bias:.2f}$\\pm${bias_err:.2f} %\"\n",
0683     "\n",
0684     "    text = f\"{sigma0_text}\\n{sigma1_text}\"\n",
0685     "    \n",
0686     "    if show:\n",
0687     "        # Tail Model Width\n",
0688     "        fig, ax = plt.subplots(figsize=(8,8))\n",
0689     "        plt.grid(which='both')\n",
0690     "        ax1 = plt.hist(delta_x_rel, range=fit_range, bins=xbins, color='b', linewidth=3)\n",
0691     "        ax2 = plt.plot(x, resolution_model(x, *popt), color='r', linewidth=3, label=label)\n",
0692     "\n",
0693     "        ax.text(0.55, 0.75, text, fontsize=14, transform=ax.transAxes, ma='left',\n",
0694     "                bbox=dict(boxstyle=\"round\", ec=(\n",
0695     "                          204 / 255, 0, 53 / 255), fc=(0.9, 0.9, 0.9))\n",
0696     "                )\n",
0697     "\n",
0698     "\n",
0699     "        plt.xlim(fit_range)\n",
0700     "        plt.ylabel(\"Jet Candidates\")\n",
0701     "        plt.xlabel(f\"{res_var} Resolution [%]\")\n",
0702     "        #ax.set_xscale('log')\n",
0703     "        plt.legend()\n",
0704     "        plt.tight_layout()\n",
0705     "        plt.show()\n",
0706     "\n",
0707     "    return {'parameters': popt, 'errors': perr}\n"
0708    ]
0709   },
0710   {
0711    "cell_type": "code",
0712    "execution_count": 46,
0713    "metadata": {
0714     "scrolled": false
0715    },
0716    "outputs": [
0717     {
0718      "data": {
0719       "image/png": 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\n",
0720       "text/plain": [
0721        "<Figure size 576x576 with 1 Axes>"
0722       ]
0723      },
0724      "metadata": {},
0725      "output_type": "display_data"
0726     },
0727     {
0728      "data": {
0729       "image/png": 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\n",
0730       "text/plain": [
0731        "<Figure size 576x576 with 1 Axes>"
0732       ]
0733      },
0734      "metadata": {},
0735      "output_type": "display_data"
0736     },
0737     {
0738      "data": {
0739       "image/png": 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\n",
0740       "text/plain": [
0741        "<Figure size 576x576 with 1 Axes>"
0742       ]
0743      },
0744      "metadata": {},
0745      "output_type": "display_data"
0746     },
0747     {
0748      "data": {
0749       "image/png": 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\n",
0750       "text/plain": [
0751        "<Figure size 576x576 with 1 Axes>"
0752       ]
0753      },
0754      "metadata": {},
0755      "output_type": "display_data"
0756     },
0757     {
0758      "data": {
0759       "image/png": 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\n",
0760       "text/plain": [
0761        "<Figure size 576x576 with 1 Axes>"
0762       ]
0763      },
0764      "metadata": {},
0765      "output_type": "display_data"
0766     }
0767    ],
0768    "source": [
0769     "# Some resolution fits/studies\n",
0770     "\n",
0771     "# All jets\n",
0772     "resolution_fit(df, 'Jet.E', 'Jet.TrueE', 'Jet Energy', label=\"All Regions\", show=True)\n",
0773     "\n",
0774     "# Subsets of jets\n",
0775     "global barrel_jet, transition_jet, endcap_jet\n",
0776     "barrel_jet = [-0.5, 0.5]\n",
0777     "transition_jet = [0.5, 1.5]\n",
0778     "endcap_jet = [1.5, 2.5]\n",
0779     "\n",
0780     "barrel_results = resolution_fit(df, 'Jet.E', 'Jet.TrueE', 'Jet Energy', \n",
0781     "                                eta_range=barrel_jet, label=\"Barrel Region\", show=True)\n",
0782     "transition_results = resolution_fit(df, 'Jet.E', 'Jet.TrueE', 'Jet Energy', \n",
0783     "                                    eta_range=transition_jet, label=\"Transition Region\", show=True)\n",
0784     "endcap_results = resolution_fit(df, 'Jet.E', 'Jet.TrueE', 'Jet Energy', \n",
0785     "                                eta_range=endcap_jet, label=\"Endcap Region\", show=True)\n",
0786     "\n",
0787     "\n",
0788     "# Resolution vs. Region\n",
0789     "\n",
0790     "core_res_val = np.array([barrel_results['parameters'][1], \n",
0791     "                        transition_results['parameters'][1],\n",
0792     "                        endcap_results['parameters'][1]])\n",
0793     "\n",
0794     "core_res_err = np.array([barrel_results['errors'][1], \n",
0795     "                        transition_results['errors'][1],\n",
0796     "                        endcap_results['errors'][1]])\n",
0797     "\n",
0798     "tail_res_val = np.array([barrel_results['parameters'][3], \n",
0799     "                        transition_results['parameters'][3],\n",
0800     "                        endcap_results['parameters'][3]])\n",
0801     "\n",
0802     "tail_res_err = np.array([barrel_results['errors'][3], \n",
0803     "                        transition_results['errors'][3],\n",
0804     "                        endcap_results['errors'][3]])\n",
0805     "\n",
0806     "region_names = np.array(['Barrel', 'Transition', 'Endcap'])\n",
0807     "regions = np.array([1,2,3])\n",
0808     "\n",
0809     "fig, ax = plt.subplots(figsize=(8,8))\n",
0810     "plt.grid(which='both')\n",
0811     "plt.errorbar(x=regions, y=core_res_val, xerr=0, yerr=core_res_err, \n",
0812     "             color='b', linewidth=3, fmt='bo', ls='none', label='Core')\n",
0813     "plt.errorbar(x=regions, y=tail_res_val, xerr=0, yerr=tail_res_err, \n",
0814     "             color='r', linewidth=3, fmt='ro', ls='none', label='Tail')\n",
0815     "#plt.xlim([0.5, 4.0])\n",
0816     "plt.ylim([0.0, 20.0])\n",
0817     "plt.ylabel(f\"Jet Energy Resolution [%]\")\n",
0818     "plt.xlabel(\"Detector Region\")\n",
0819     "ax.set_xticks(regions)\n",
0820     "ax.set_xticklabels(region_names)\n",
0821     "#ax.set_xscale('log')\n",
0822     "plt.legend()\n",
0823     "plt.tight_layout()\n",
0824     "plt.show()\n"
0825    ]
0826   },
0827   {
0828    "cell_type": "markdown",
0829    "metadata": {},
0830    "source": [
0831     "## Energy Resolution vs. Jet Energy"
0832    ]
0833   },
0834   {
0835    "cell_type": "markdown",
0836    "metadata": {},
0837    "source": [
0838     "Miguel noted that the behavior above - improving resolution in jet energy - could be due to the increased endcap calorimeter granularity compared to the barrel. While tracking efficiency and resolution degrades with increasing $|\\eta|$, ECAL granularity improves significantly. The granularity in $\\eta$ is constant at steps of 0.02, but in polar-angle space this represents *increasing* granularity with *increasing* $|\\eta|$. For example, in the barrel the polar angular resolution of the calorimeter is about 1 degree, while in the endcap it's about 0.5 degrees. So this can compensate for the loss in tracking resolution and efficiency, which would otherwise have an effect on energy flow jet reconstruction and jet resolution.\n",
0839     "\n",
0840     "To study this in more detail, the resolution ($\\Sigma$) is broken down as a function of jet energy as well as detector region. We can clearly see the worse resolution overall for low-energy jets, while at high energy (which puts most of the jets forward) the resolution is similar between the \"transition\" region and the fiducial endcap region."
0841    ]
0842   },
0843   {
0844    "cell_type": "markdown",
0845    "metadata": {},
0846    "source": [
0847     "### All Jets"
0848    ]
0849   },
0850   {
0851    "cell_type": "code",
0852    "execution_count": 57,
0853    "metadata": {
0854     "code_folding": [
0855      0
0856     ],
0857     "scrolled": false
0858    },
0859    "outputs": [
0860     {
0861      "data": {
0862       "image/png": 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\n",
0863       "text/plain": [
0864        "<Figure size 576x576 with 1 Axes>"
0865       ]
0866      },
0867      "metadata": {},
0868      "output_type": "display_data"
0869     },
0870     {
0871      "data": {
0872       "image/png": 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\n",
0873       "text/plain": [
0874        "<Figure size 576x576 with 1 Axes>"
0875       ]
0876      },
0877      "metadata": {},
0878      "output_type": "display_data"
0879     }
0880    ],
0881    "source": [
0882     "# Barrel region vs. Jet Energy\n",
0883     "def setJetEnergyRange(energy, jet_ranges):\n",
0884     "    for bucket in jet_ranges:\n",
0885     "        if jet_ranges[bucket][0] <= energy < jet_ranges[bucket][1]:\n",
0886     "            return bucket\n",
0887     "\n",
0888     "def setJetRegion(eta, regions):\n",
0889     "    for region in regions:\n",
0890     "        if regions[region][0] <= eta < regions[region][1]:\n",
0891     "            return region\n",
0892     "    return \"Other\"\n",
0893     "        \n",
0894     "def jetResolutionVsX(df, reco_var, true_var, region_etas=None, min_x=0.0, max_x=100.0, step_x=10.0):\n",
0895     "    global barrel_jet, transition_jet, endcap_jet\n",
0896     "\n",
0897     "    reco_x = np.concatenate(df[reco_var].to_numpy()).ravel()\n",
0898     "    true_x = np.concatenate(df[true_var].to_numpy()).ravel()\n",
0899     "\n",
0900     "    # 1-D plot of the variable in this region of eta\n",
0901     "    jet_eta = np.concatenate(df['Jet.Eta'].to_numpy()).ravel()\n",
0902     "    \n",
0903     "    \n",
0904     "    # Restrict to overall eta range\n",
0905     "    fiducial_cut = (barrel_jet[0] < jet_eta) & (jet_eta < endcap_jet[1])\n",
0906     "    reco_x  = reco_x[fiducial_cut]\n",
0907     "    true_x  = true_x[fiducial_cut]\n",
0908     "    jet_eta = jet_eta[fiducial_cut]\n",
0909     "    \n",
0910     "    eta_cut = np.ones(len(jet_eta), dtype=bool)\n",
0911     "    if region_etas != None:\n",
0912     "        eta_cut = (region_etas[0] < jet_eta) &  (jet_eta < region_etas[1])\n",
0913     "    \n",
0914     "    label = \"All Jets (R=1.0)\"\n",
0915     "    if region_etas != None:\n",
0916     "        label = f\"Jets $\\eta$=[{region_etas[0]}, {region_etas[1]}] (R=1.0)\"\n",
0917     "        \n",
0918     "    hist(reco_x[eta_cut],[min_x,max_x], 100, \n",
0919     "         label=label, xlabel=\"Jet Energy [GeV]\", ylabel=\"Jet Candidates\")\n",
0920     "\n",
0921     "    x_resolution = (reco_x - true_x)/true_x * 100.0\n",
0922     "\n",
0923     "    # Bucket the data in x \n",
0924     "    x_ranges = {}\n",
0925     "    jet_E_min = min_x\n",
0926     "    jet_E_max = max_x\n",
0927     "    jet_E_binsize = step_x\n",
0928     "    for jet_min in np.arange(jet_E_min, jet_E_max, jet_E_binsize):\n",
0929     "        x_ranges[f\"[{jet_min}-{jet_min+jet_E_binsize}]\"] = [jet_min, jet_min+jet_E_binsize]\n",
0930     "\n",
0931     "    # overflow bin\n",
0932     "    x_ranges[f\"[{jet_E_max}-inf]\"] = [jet_E_max, jet_E_max+10000.0]\n",
0933     "\n",
0934     "\n",
0935     "    # Bucket the jet energies\n",
0936     "    vEnergyRanges = np.vectorize(setJetEnergyRange)\n",
0937     "\n",
0938     "    # Bucket the data also in region of the detector\n",
0939     "    detector_ranges = {'Barrel': barrel_jet,\n",
0940     "                       'Transition': transition_jet,\n",
0941     "                       'Endcap': endcap_jet}\n",
0942     "    \n",
0943     "    vJetRegions = np.vectorize(setJetRegion)\n",
0944     "\n",
0945     "    # Setup the data structure\n",
0946     "    region_jets = {}\n",
0947     "    if region_etas != None:\n",
0948     "        region_jets = {'x_resolution': x_resolution[ eta_cut],\n",
0949     "                      'x': vEnergyRanges(reco_x[eta_cut], x_ranges),\n",
0950     "                      'region': vJetRegions(jet_eta[eta_cut], detector_ranges)}\n",
0951     "    else:\n",
0952     "        region_jets = {'x_resolution': x_resolution,\n",
0953     "                      'x': vEnergyRanges(reco_x, x_ranges),\n",
0954     "                      'region': vJetRegions(jet_eta, detector_ranges)}\n",
0955     "    \n",
0956     " \n",
0957     "    region_names = np.array(list(x_ranges.keys()))\n",
0958     "    regions = np.arange(0,len(region_names),1)\n",
0959     "\n",
0960     "    fig, ax = plt.subplots(figsize=(8,8))\n",
0961     "    plt.grid(which='major', axis='y')\n",
0962     "    if region_etas != None:\n",
0963     "        ax = sns.boxenplot(x=\"x\", y=\"x_resolution\", data=region_jets, palette=\"GnBu_d\",\n",
0964     "                          outlier_prop=0.317, showfliers=False)\n",
0965     "    else:\n",
0966     "        ax = sns.boxenplot(x=\"x\", y=\"x_resolution\", data=region_jets, hue='region', \n",
0967     "                           outlier_prop=0.317, showfliers=False)\n",
0968     "\n",
0969     "    #plt.xlim([5, 100])\n",
0970     "    plt.ylim([-100.0, 100.0])\n",
0971     "    plt.ylabel(f\"$\\Sigma$ [%]\")\n",
0972     "    plt.xlabel(\"Energy Range [GeV]\")\n",
0973     "    ax.set_xticks(regions)\n",
0974     "    ax.set_xticklabels(region_names, rotation = 90, ha='center')\n",
0975     "    plt.yticks(np.arange(-100, 101, 10.0))\n",
0976     "    #ax.set_xscale('log')\n",
0977     "    if region_etas == None:\n",
0978     "        plt.legend()\n",
0979     "    plt.tight_layout()\n",
0980     "    plt.show()\n",
0981     "    \n",
0982     "jetResolutionVsX(df, 'Jet.E', 'Jet.TrueE', None, 5.0, 100.0, 15.0)"
0983    ]
0984   },
0985   {
0986    "cell_type": "markdown",
0987    "metadata": {},
0988    "source": [
0989     "### Barrel Jets Only\n",
0990     "\n",
0991     "These have a very soft spectrum; nearly all jets have energy less than 30 GeV. The resolution is fine-grained here in bins of jet energy."
0992    ]
0993   },
0994   {
0995    "cell_type": "code",
0996    "execution_count": 58,
0997    "metadata": {},
0998    "outputs": [
0999     {
1000      "data": {
1001       "image/png": 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\n",
1002       "text/plain": [
1003        "<Figure size 576x576 with 1 Axes>"
1004       ]
1005      },
1006      "metadata": {},
1007      "output_type": "display_data"
1008     },
1009     {
1010      "data": {
1011       "image/png": 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\n",
1012       "text/plain": [
1013        "<Figure size 576x576 with 1 Axes>"
1014       ]
1015      },
1016      "metadata": {},
1017      "output_type": "display_data"
1018     }
1019    ],
1020    "source": [
1021     "jetResolutionVsX(df, 'Jet.E', 'Jet.TrueE', barrel_jet, 5.0, 30.0, 5.0)"
1022    ]
1023   },
1024   {
1025    "cell_type": "markdown",
1026    "metadata": {},
1027    "source": [
1028     "### Transition Region Jets Only\n",
1029     "\n",
1030     "These jets have a harder spectrum that overlaps better with the endcap jets (which represent the hardest jet spectrum)."
1031    ]
1032   },
1033   {
1034    "cell_type": "code",
1035    "execution_count": 59,
1036    "metadata": {
1037     "scrolled": false
1038    },
1039    "outputs": [
1040     {
1041      "data": {
1042       "image/png": 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\n",
1043       "text/plain": [
1044        "<Figure size 576x576 with 1 Axes>"
1045       ]
1046      },
1047      "metadata": {},
1048      "output_type": "display_data"
1049     },
1050     {
1051      "data": {
1052       "image/png": 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\n",
1053       "text/plain": [
1054        "<Figure size 576x576 with 1 Axes>"
1055       ]
1056      },
1057      "metadata": {},
1058      "output_type": "display_data"
1059     }
1060    ],
1061    "source": [
1062     "jetResolutionVsX(df, 'Jet.E', 'Jet.TrueE', transition_jet, 5.0, 50.0, 15.0)"
1063    ]
1064   },
1065   {
1066    "cell_type": "markdown",
1067    "metadata": {},
1068    "source": [
1069     "### Endcap Region Jets Only\n",
1070     "\n",
1071     "These have the overall hardest spectrum, with a signficant tail that runs up to  about 100 GeV."
1072    ]
1073   },
1074   {
1075    "cell_type": "code",
1076    "execution_count": 60,
1077    "metadata": {},
1078    "outputs": [
1079     {
1080      "data": {
1081       "image/png": 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\n",
1082       "text/plain": [
1083        "<Figure size 576x576 with 1 Axes>"
1084       ]
1085      },
1086      "metadata": {},
1087      "output_type": "display_data"
1088     },
1089     {
1090      "data": {
1091       "image/png": 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\n",
1092       "text/plain": [
1093        "<Figure size 576x576 with 1 Axes>"
1094       ]
1095      },
1096      "metadata": {},
1097      "output_type": "display_data"
1098     }
1099    ],
1100    "source": [
1101     "jetResolutionVsX(df, 'Jet.E', 'Jet.TrueE', endcap_jet, 5.0, 95.0, 15.0)"
1102    ]
1103   },
1104   {
1105    "cell_type": "code",
1106    "execution_count": 140,
1107    "metadata": {
1108     "scrolled": false
1109    },
1110    "outputs": [
1111     {
1112      "data": {
1113       "image/png": 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\n",
1114       "text/plain": [
1115        "<Figure size 1007.67x576 with 1 Axes>"
1116       ]
1117      },
1118      "metadata": {},
1119      "output_type": "display_data"
1120     }
1121    ],
1122    "source": [
1123     "def jetRMSVsX(df, reco_var, true_var, region_etas=None, min_x=0.0, max_x=100.0, step_x=10.0):\n",
1124     "    global barrel_jet, transition_jet, endcap_jet\n",
1125     "\n",
1126     "    reco_x = np.concatenate(df[reco_var].to_numpy()).ravel()\n",
1127     "    true_x = np.concatenate(df[true_var].to_numpy()).ravel()\n",
1128     "\n",
1129     "    # 1-D plot of the variable in this region of eta\n",
1130     "    jet_eta = np.concatenate(df['Jet.Eta'].to_numpy()).ravel()\n",
1131     "    \n",
1132     "    \n",
1133     "    # Restrict to overall eta range\n",
1134     "    fiducial_cut = (barrel_jet[0] < jet_eta) & (jet_eta < endcap_jet[1])\n",
1135     "    reco_x  = reco_x[fiducial_cut]\n",
1136     "    true_x  = true_x[fiducial_cut]\n",
1137     "    jet_eta = jet_eta[fiducial_cut]\n",
1138     "    \n",
1139     "    jet_df = pd.DataFrame.from_dict({'reco_x': reco_x,\n",
1140     "                                    'true_x': true_x,\n",
1141     "                                    'jet_eta': jet_eta})\n",
1142     "    jet_df['x_resolution'] = 100*(jet_df['reco_x'] - jet_df['true_x'])/jet_df['true_x']\n",
1143     "\n",
1144     "    detector_regions = [-0.5, 0.5, 1.5, 2.5]\n",
1145     "    region_names = ['Barrel', 'Transition', 'Endcap']\n",
1146     "    \n",
1147     "    jet_df['region'] = pd.cut(jet_df['jet_eta'], detector_regions, labels=region_names)\n",
1148     "\n",
1149     "    \n",
1150     "    x_regions = []\n",
1151     "    for jet_min in np.arange(min_x, max_x, step_x):\n",
1152     "        x_regions.append(jet_min)\n",
1153     "    x_regions.append(max_x)\n",
1154     "    \n",
1155     "\n",
1156     "    jet_df['x_bin'] = pd.cut(jet_df['reco_x'], x_regions)\n",
1157     "\n",
1158     "    \n",
1159     "    plot_data = jet_df.groupby(['x_bin','region'], as_index=False, observed=True).var()\n",
1160     "    plot_data['x_resolution'] = np.sqrt(plot_data['x_resolution'])\n",
1161     "\n",
1162     "    g = sns.catplot(x=\"x_bin\", y=\"x_resolution\",\n",
1163     "                hue=\"region\", \n",
1164     "                data=plot_data, kind=\"point\",\n",
1165     "                height=8, aspect=1.5,\n",
1166     "                markers=\"D\",\n",
1167     "                despine=False);\n",
1168     "    (g.set_axis_labels(\"\", f\"$\\Sigma$ RMS [%]\")\n",
1169     "      .set_titles(\"{col_name} {col_var}\")\n",
1170     "      .set(ylim=(0, 100)))\n",
1171     "    [plt.setp(ax.get_xticklabels(), rotation=90) for ax in g.axes.flat]\n",
1172     "    [plt.grid(which='major', axis='y') for ax in g.axes.flat]\n",
1173     "    [plt.yticks(np.arange(0, 101, 10.0)) for ax in g.axes.flat]\n",
1174     "\n",
1175     "jetRMSVsX(df, 'Jet.E', 'Jet.TrueE', None, 5.0, 95.0, 10.0)"
1176    ]
1177   },
1178   {
1179    "cell_type": "markdown",
1180    "metadata": {},
1181    "source": [
1182     "### Observations: Energy Resolution Study\n",
1183     "\n",
1184     "1. Energy resolution is poor at low jet energy (e.g. $E<30$GeV) compared to harder jets.\n",
1185     "2. The increasing polar angle granularity of the endcap may be compensating for the decreasing tracking resolution and efficiency as $|\\eta|$ grows.\n",
1186     "3. For this simulation, endcap and transition region energy resolutions appear to be comparable in regions with large jet populations (e.g. where statistical uncertainties are smaller).\n",
1187     "\n",
1188     "\\newpage"
1189    ]
1190   },
1191   {
1192    "cell_type": "code",
1193    "execution_count": 17,
1194    "metadata": {
1195     "code_folding": [
1196      0
1197     ],
1198     "scrolled": false
1199    },
1200    "outputs": [
1201     {
1202      "data": {
1203       "image/png": 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\n",
1204       "text/plain": [
1205        "<Figure size 576x576 with 1 Axes>"
1206       ]
1207      },
1208      "metadata": {
1209       "needs_background": "light"
1210      },
1211      "output_type": "display_data"
1212     },
1213     {
1214      "data": {
1215       "image/png": 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\n",
1216       "text/plain": [
1217        "<Figure size 576x576 with 1 Axes>"
1218       ]
1219      },
1220      "metadata": {
1221       "needs_background": "light"
1222      },
1223      "output_type": "display_data"
1224     },
1225     {
1226      "data": {
1227       "image/png": 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vJSWFlJQUr/uWL1/+o7U2NqAA1lotZWyJi4uzJSk5OVnxFK/MxiuJmOC5TJ9evPFyC/XvMNTjlUbMUI8HfGMD/F2qW1QiIiIScpTgiIiISMhRgiMiIiIhRwmOiIiIhBwlOCIiIhJylOCIiIhIyFGCIyIiIiFHCY6IiIiEHCU4IiIiEnKU4IiIiEjIUYIjIiIiIUcJTi7GmFhjzOvGmAPGmFPGmJ+NMVOMMdVzletgjFlljDlmjDnsPKZJPud80Biz3Rhz0hjzkzFmtDGmUslckYgUKC2N2QxhOsNpwu7Sro2IBEnl0q5AWWKMiQG+BOoAi4FtQAIwCuhijOlqrc00xsQDnwEHgWlATWAQcKkxJt5ae9jtnFOcx38APAd0Ap4EGgMPlNS1iUg+Zs9mCP8E4H6eoQcfl3KFRCQY1ILj6WGgHnCPtfZOa+0Ua21fHAnKZcD/c5abAZwBOllrH7fWjgRuBJoCw3JOZoxpDowA3rLWXm+tfcpa2wd4BbjfGNO6xK5MRLz76CPX22pk8Hf+VYqVEZFgUYLj6SocrTKLcm2fgyOh6WaMaQh0AZZYa3/NKWCtXQlsAP7P7bibcHzGT+U63zTn9puDWnsRKZqTJ2HtWo9N8WwopcqISDApwfF0Gki21mZ72X4aqIrjlpXBcYsqt8+BlsaYus71S4ETwDfuhay1m4GjznOJSGn56is4dcpj0/n8QOVTGaVUIREJFvXBcWOtvSSfXf2BasAmoLlz2y9eyu10vjYHDjtfd3tJmAB2uZ1LRErDZ3n/TqlENg1++7kUKiMiwWSstaVdhzLNGHML8AJggbbA34AngAustVtylb0bR0fiq6y1q40xO4BUa21HL+f9HGhirW2We1/Dhg1tnTp1ilzXnj170qtXryIfl5aWRmRkZJGP85fiKV5ZiXnBuHHUT0nJs/2b/3cfaX+7JXiBrMUcSsWkZ3rdfeLECapXr+51X3FQvPIfs7Ti2TCDrVcTakT4dNx7773H+++/X+R4O3bs2OXt92NRqAUnH8aYOGA2cB2QDtxsrd1jjDEFHJZzyy/nEfDCynp9VLxOnTps3769iDX23+rVq+nataviKV6ZjFesMdPTXW9f5xb68wYA4d/v4pIgxLPW8vuMJRyY/zbZx9MJqx0FXn6ERGadoXKlkvtxrHjlP2ZpxbNnzpB98CjVL/8TTaYMpvrFBT8r07VrV2bMmFHkeMaYQ/7WNYcSnFyMMWE4npqaCITj6Fcz0Fq7w1nkuPM1ysvhUbnKHM+nXE7Z4/nsE5GSsPvsuDfv09OV4NQ+tDcop/91/HyOvL+GWs8Mo8qfWlLw30ci5UN2+klOLv2UHdc8SOvV86nWtkVpV8krdTJ2Y4ypDLwJJAGHgFustVe6JTdwtu+Nt/4zTZ2vO93Knpd7UD9nK9B5buVEpKQdPw5HjgCQQTjr6eDaFZka8B+PZB1L4+DcN6jzygSqXthKyY2EjLAa1ajxt2upftdf+H3O66VdnXwpwfE0FugL/BdoZ61900uZtTj641zhZV9nYKe19oBz/SscnZPjc5X7E1AL+DoYlRYRP+zZc/YtTdhLjGs9MvUQBNg/8fiqb6jaoQ2V6tcO6DwiZVW1Xp1IXb6mtKuRLyU4Ts5bU4OBA0A/a22qt3LW2t+BVcDtxphGbsdfDVwMLHEr/iaO8XMeznWah4Fs4LWgXYCIFI3b7andnMdxanIcR0fmKmdOuVp3/HX6wBEqNa4f0DlEyrJKMQ05cyCw/yfFSX1wzmoBNAC+Be7Ipzn5B+eAfiOAFOALY8xzOKZ2uBf4GZieU9hau9MYMwMYZYyJwNGfpzPQG5hlrS25nsQi4ilXggOwlxjOZ5tj4969ULeutyN9k50NlfQ3pISwSmGOf+dllBKcs85xvl4EzM2nzEvASmvtRmNMV2AKMA7IBJYDD1trj+Y6ZgzwO3A/cC2wBxiJY7oHESktXhKcX2l8NsH59Ve48MLSqJmIBIH+vHCy1n5hrTWFLHe6lf/aWnuVtbaGtbautfZW96kb3MpZa+0sa22stTbcWtvKOSdV2U17RSqCfBIcl1/z/HcWH+zZs4fo6GgOHDhQeGHg9ddf5+uvv/br2EDt3r2bK6+8ssAyjzzyCNHR0R7LqFGjXPsPHDjAwIEDadeuHfHx8UycOJGTJ08WqR6nTp1ixIgRtG7dmosvvphnn33W77Jbt27lxhtvJDY2lsTERBYtyj3z0FlTp07l4osv5vrrr2fr1q0e+wYMGMCWLVvyObJ8UAuOiFRMSnDKhDfeeIOuXbty6aWX0qhRI7744gvq1atX7HFTU1OZPHkyhQ12u2fPHoYOHcrNN5+dOrBmzZqu94MHD+b48eO88MILZGRkMH78eE6ePMm0adN8rsvjjz/Ohg0bWLJkCfv372fo0KE0a9aMa665pkhlT58+zV133cVll13GpEmT2LFjByNHjqRx48b06NHD4zzLli1jxYoVPPvss3z99dfce++9fP755wBs2LCBiIgI2rVr5/M1lEVKcESkYtq/3/V2H9GAEpzSVrlyZZo3L/4ZbGbMmMHs2bPJysqiZcuWBZbdu3cvffv29Vqv/fv3s2bNGj766CP+9Kc/ATBlyhRuv/12kpKSqFy58F+xGRkZvPLKKyxevJhLLnHMFvTdd9+xePHiPAlOYWU3btzIgQMHSEpKokaNGlx44YWsWbOGDz/8ME+Cs3btWgYMGEBCQgIJCQksWLCAw4cPU7duXaZPn84jjzxSaN3LOt2iEpGK6dDZsW4O0gDIleDsDc5gf95s2bKF3r1706JFCzp16sTbb7/t2rdx40Z69uxJs2bN6NChA8888wxw9vbNV199RceOHZk/fz4A27dv56abbqJ58+a0b9+eKVOmkO2l46e34ws79rXXXuOKK66gRYsWdOvWjS+++KLQenqL6X7Lae7cufTr1w+Afv368eWXX/Lkk08ydOjQPOUL+yy+//57unfvTosWLbjpppvYt2+fK05CQgJDhw71+vkPGDCAVatWMWbMmEK+KUeCEx0d7XXf4cOHOf/887ngggtc26Kjozl16hSpqXkfxL377rv5NVfivGXLFrKzs7n00ktd2zp16sT69evzHF9YWWstN954IzVq1HDtr127NseOHctzrtjYWD766CPS09NJTk6mUqVK1K5dm7Vr11KrVi3atGmT30dSbijBEZGKJysLDh92rR7G8bRUSbTgnDx5kr/97W+0bt2aZcuWcc899zBs2DC+//570tLS+Otf/0rr1q155513GDFiBDNnzmTZsmWu46dMmcLjjz9O//79ycjI4LbbbqNjx4689957JCUl8cYbb/Dcc8/lGz/n+D59+hR47JYtWxg1ahQPPPAAH3zwAV26dGHQoEEAPtXTF08//TQXX3wxgwYNYvz48R77fIkxbtw4xowZw5IlS9i1axdPPfWUa9/SpUvznDNHgwYNiI2NpWHDhgXW7/jx46SmpvL8888THx9PYmIi06ZN4/Tp0wC0bduWlStXegzi+OqrrxIdHe31NtvRo0fzJJ/79u2jQYMGHq090dHRpKamku42lYgvZS+99FJmzpwJQFZWFlu2bOGDDz7wOs3J7bffTnh4OHFxcQwaNIhZs2YRFhbGjBkzGDZsWIGfS3mhW1QiUvEcPnx2IL+6dck67PhR+LvrYUo8WniCadmyZVStWpWpU6cSFhbGhRdeyM6dO9m5cycbNmwgKiqKp556irCwMNq3b8/u3bt5/vnn6dDBMdLysGHDXB1jX331VZo2berq9HrBBRdw6tQpnnnmGe655x6v8XOOL+zYnTt3EhUVRe/evalWrRrDhg3jkksu4fTp0yxdurTQevqiUaNGREREUKdOHerXr88et8EXfYkxcOBArr76agBuueUWV2dlgJiYGAKVU59zzz2X5557jj179jBx4kROnz7NuHHjPMoeO3aMpKQkXn75Za+tWfnJzMwkPDzcY1vOekZGhkdrTFHKnn/++aSlpXHJJZdwyy15J46tWrUqL7/8MgcPHqRWrVpUrVqVlJQUGjZsSGxsrM/1L8uU4IhIxXPw4Nn39euDszHnEG4D8/3xhyMJCvIUCzt27ODiiy8mLOxsA/rEiRNdr/Hx8R77OnbsyEsvveRab9Wqlce51q5d69E/xFpLpUpe5/H1OL6wYzt37sw555zD5Zdfzp///Ge6dOlC9+7dqVKlCj/99FOh9QyULzHat2/veh8REVFoh+GiiouLY8uWLdSpUweA+Ph4srOzGT16tEeCs2bNGh544AEyMzNZuHAhPXv2BBxPiD300EMe53S/vRQTE8OECRPIzPScZT5n3Vsy42vZDz74gD179vDEE08wevRoV8tObg0aNHC9nzVrFlOnTiUzM5PJkyfzySef0Lp1a5588sl8b9OVZUpwRKTicW+dadAAnLPNnaQ6J4mgGhmQmemYbTwyMqihz5w5k28C4u0XtDGGrKws17r77YmsrCyuvvpqJkyYkOeY/OQcX9ixNWvW5OOPP+arr77i008/ZebMmTz55JN88MEHPtUzP7l/QefHlxgRERE+nctflStXdiU3OS644AKOHz9Oeno6NWrUYOnSpTz44IP06tWLxx9/3OPWVP/+/enfv79rvV+/fsyePZsmTZq4tq1fv56DBw9y+vRpqlSpAjhuRUVFRRGZ699edHR0gWX37NnDmTNnaN68Oa1ataJVq1acOXOG++67L98EJ8enn35K48aNadGiBXPmzGHnzp0sXryYpUuXMmzYMF57rfwNvK8+OCJS8eRuwXHzB259J/74I+ihW7ZsybfffuvxC3zIkCHMnTuXVq1asXHjRo9+GmvXrs33SZ9WrVrx008/0bJlS2JjY4mNjWX79u289dZbhdajsGM///xzFi1aRKdOnRg7diwrV64kPT2dlJQUn+uZkyy5JzWbNm3y4VOiyJ9FcXjttdcYOHCgx7YdO3bQsGFDatSoQWpqKg8//DBDhgxh/vz5fj3e3q5dO8LCwli3bp1r2xdffOF6SqooZd955508/WdOnjxJrVq1Cq3HnDlzXK1N69ev54477iA2NpbBgwd77fBcHijBEZGKx70FJ1eCk+c2VZD169ePI0eOMGbMGDZv3sySJUt455136Ny5M3379uXYsWOMGDGCTZs28dprr7Fw4cI8v2Rz5JQfNmwYmzZtYsWKFYwaNcqnJKCwY7Oyspg8eTJvv/0227dv59///jfHjh0jLi7O53rWr1+f8PBwZs6cyZYtW5g3bx7fffedRxljDHv37uXoUc9B4Iv6WeS2d+9eDvnRj8r9uMsvv5xVq1YxadIktm7dyooVK5g4cSL33XcfAMnJyQD06dOHX375xWM5c+aMT/EiIiLo378/jzzyCBs3buT9999n0aJF3HXXXXnqVFjZ6667jm+//ZZ//vOfbN68mQ8//JCkpCTXU2v5WbVqFS1atKBp06aAo5XqueeeY/PmzcyYMcPjKbHyRLeoRKTicW/BceuDALlacIqho3FUVBSLFy9m/PjxvP766zRu3JhZs2Zx0UUXAfDKK68wYcIEevfuTb169Rg2bBg33nijRwfcHJGRkSxZsoTx48dzww030LBhwzyD0uWnsGO7du3KkCFDSEpK4siRIzRv3px58+a5OqD6Us+IiAhmzJhBUlIS77zzDj169GDkyJEsXbrUVaZbt25MmzaNSpUquRKHnPoV5bPIrW/fviQmJjJ79uxCy+Z3XNOmTVm0aBFJSUm89NJLNGrUiL///e+uDtz79u0jIyODLl265DnP119/7XErCmDSpEkefV5yTJgwgbFjx3LzzTcTGRnJ6NGj6datm9c6FVS2ZcuWPP/880yZMoU5c+ZQv359br75ZoYMGVLgNc+ZM4d58+a51gcPHszw4cPp168fbdq0Yc6cOb5/gGWICXanLAlc69at7fbtJTcP5+rVq70+Rqh4ilcW4hVLzKFDIeeH9vTpmIeHu3a9zi3cwpuOlX//G2691a8QBxe8zR9ffketKfcVXlhC0rJly/I8beWucePGfPzxxyVYo+CyZ7L4rflNdDjzVdDPbYxZb63Ne5+uCNSCUwYdP37c1Qs/t8TERBITE4MaLy0tjf+cEyIAACAASURBVNWrVwf1nIqneGU55vlbtrgeCP/h0CGmTz977ri3M+FLx/v/ffUVvzZq5FeMKjt2UDtLU85VZNdcc02BP68LetqtPPH3/2ZKSgopKSn57S6841AhlOCUQVFRUbz//vslFi/UWwAUr3zHK5aYTz7pent+5860vf7suR9jJRfxLgCxdeoQ62fcg9v+4I8/viu8oISsatWqUa1atdKuRrHz9/9mQccZY/IOBV1E6mQsIhVP7sfE3RT3U1QiUjKU4IhIxVPAY+LF/RSViJQMJTgiUvG4zUNF3boeu4r7KSoRKRlKcESkYjl92jFCMUBYGGG1ozx2l8Qtqtdff91j3qT8uM+u7W1m7pJW1Dq4X2dJ13/37t2uObtynDp1ihEjRtC6dWsuvvhinn322QLPceDAAQYOHEi7du2Ij49n4sSJnDx50uf9vihKnXyJlzOBaZs2bRg6dGieCTtzTJ06lYsvvpjrr7+erVu3euwbMGAAW7ZsKdJ1lEXqZCwiFUuqW9/FWrWwRzz/ziuJW1RvvPEGXbt29ZiXyJtGjRrxxRdfUK9ePfbt21csdSlO7tfpfi3FLTU1lcmTJ+eZ7uHxxx9nw4YNLFmyhP379zN06FCaNWvGNddc4/U8gwcP5vjx47zwwgtkZGQwfvx4Tp48ybRp03za74ui1KmweK+88goLFy5kxowZ1K5dm1GjRvHEE0+QlJTkcZ5ly5axYsUKnn32Wb7++mvuvfdePv/8cwA2bNhAREQE7dq18/kayiolOCJSsbiPmFu7Nhzx3F2WblFVrlzZYzLM8qykrmXGjBnMnj2brKwsjxGdMzIyeOWVV1i8eLFraoPvvvuOxYsXe00m9u/fz5o1a/joo4/405/+BMCUKVO4/fbbSUpK4tChQwXud58zLD9FqVNh9alUqRKzZs1i5MiRdO/eHYCkpCQWLFiQJ+7atWsZMGAACQkJJCQksGDBAg4fPkzdunWZPn06jzzySKF1Lw90i0pEKpbcCU4ux4ki2zh/NKang49D7vuqX79+fPnllzz55JMMHTqUd955hyuvvJLmzZsTHx/PlClTXC0Pvt7WySn31Vdf0bFjR+bPn8/27du56aabaN68Oe3bt2fKlCke8zq99tprXHHFFbRo0YJu3brxxRdfuPZt3LiRnj170qxZMzp06MAzzzyTb0z3us2dO9c1LUDu68xdPr8YOeW+//57unfvTosWLbjppps8WrASEhIYOnSo189iwIABrFq1ijFjxnhs37JlC9nZ2R6tZp06dcp3nqXDhw9z/vnne0xTEB0dzalTp0hNTS10v7u7776bX3/9NU+MotSpsHg//vgjv/32myu5Abjssst48cUX85wrNjaWjz76iPT0dJKTk6lUqRK1a9dm7dq11KpVizZt2nj9TMobJTgiUrEUkuBYwjgVUf3shtSAh+PwkNNHYtCgQYwbN44HH3yQAQMG8OGHHzJ+/HieeeYZ1+2CopoyZQqPP/44ffr04bbbbqNjx4689957JCUl8cYbb/Dcc88Bjl+so0aN4oEHHuCDDz6gS5cuDBo0CHAMqvjXv/6V1q1b88477zBixAhmzpzJsmXL/L7O8ePHe+zzJca4ceMYM2YMS5YsYdeuXTz11FOufUuXLs1zzhwNGjQgNjaWhg0bemzft28fDRo08GhZiY6OJjU11Ws/lbZt27Jy5UqPmdlfffVVoqOjqVevXqH73R09etQjufSnToXF+/nnn6lUqRIrV64kMTGRiy66iOHDh5OWlpYn7u233054eDhxcXEMGjSIWbNmERYWxowZM/JM1lme6RaViFQshSQ4AJkRkUScdP5iSE2FIPYbadSoEREREdSpU4fs7GwmT57MgAEDAGjdujVTpkzht99+8+vcw4YN48orr+TVV1+ladOmjBo1CnBMnnjq1CmeeeYZ7rnnHnbu3ElUVBS9e/emWrVqDBs2jEsuuYTTp0+zdOlSoqKieOqppwgLC6N9+/bs3r2b559/ng4dOvh1nfXr1/eYP8qXGAMHDuTqq68G4JZbbvHolB0TE1PkzyYzM5Pw8HCPbTnrGRkZ1KhRI99jjx07RlJSEi+//LLX1qzC9ge7Tt7ipaWlkZ2dzcKFC3niiSeIiIhg0qRJDB8+PE/H5apVq/Lyyy9z8OBBatWqRdWqVUlJSaFhw4auucZCgRIcEalY3BOcOnW8FsmsFnm2b06uWa6D6ZxzzqFHjx68+uqr7Nixg2+//Za9e/f6fb5WrVoBsGPHDtauXevR58Va65oaoHPnzpxzzjlcfvnl/PnPf6ZLly50796dKlWq8NNPPxEfH09Y2NkG/o4dO/LSSy/5Xa/cfInRvn171/uIiIg8HYaLKjw8nMzMTI9tOeu5kwx3a9as4YEHHiAzM5OFCxfmmUbH2/7XX3+dhx56yKOc+22omJgY1q5d61ed8qtPWFgY1lrmzJnj+uymT59Ojx49mDJlCnW8/Ft3n/hz1qxZTJ06lczMTCZPnswnn3xC69atefLJJ4mOjs738ynLdItKRCoWn1pw3P5yLsYE5+uvvyYxMZF169Zx0UUXMWPGDI+OsUWVc6sjKyuLq6++mo8//ti1/Pe//+Wjjz4CoGbNmnz88cfMmzePevXqMXPmTK6++mqOHDniNZEwxpCVlVVo/Ny/rPPjS4yIiAifzuWr6OhoDh48yOnTp13b9u3bR1RUFJGRkV6PWbp0Kf/3f//HZZddxueff54nuclvf//+/dm3b59rufzyy/n6669d62vXrvWrTgXV55xzHLOrxcXFubbl/Fvav39/gZ/Np59+SuPGjWnRogULFixg586dLF68mLZt25brW1ZKcESkYvElwanm9sslyH1w3C1btozu3bszc+ZMbrjhBpo2bcrRICRUrVq14qeffqJly5bExsYSGxvL9u3beeuttwD4/PPPWbRoEZ06dWLs2LGsXLmS9PR0UlJSaNWqFRs3bvToM7J27do8iVdOXxD3pGbTpk0+18+XGMHUrl07wsLCWLdunWvbF1984Xp6KbfU1FQefvhhhgwZwvz58/P0qylsf7DrVFi8Cy64gMqVK3t8B9u2bSMsLIymTZsWWI85c+a4WpzWr1/PHXfcQWxsLIMHD863E3Z5oARHRCqWI27PhZdSC44xhr1793Luuefy3XffsXbtWjZs2MD9999Peno627Zt48SJE36fv2/fvhw7doxhw4axadMmVqxYwahRo1wJRFZWFpMnT+btt99m+/bt/Pvf/+bYsWPExcW5jh0xYgSbNm3itddeY+HChQwcONAjRv369QkPD2fmzJls2bKFefPm8d13npOL5lxn7qTN1xj52bt3L4eK+Ah/REQE/fv355FHHmHjxo28//77LFq0iLvuusvreZOTkwHo06cPv/zyi8dy5syZQvcHu06FxatZsyZ9+/Zl+PDhfPbZZ6SkpDB8+HBuv/12qlevnl8VWLVqFS1atHAlQRdccAHPPfccmzdvZsaMGR5PbZU36oMjIhVLGWjB6datG9OmTaNPnz60a9eO2267jQYNGvDwww/TunVr5s2bR8+ePfM8CeSryMhIlixZwvjx47nhhhto2LAhQ4cO5eabbwYcszgPGTKEpKQkjhw5QvPmzZk3b56rg+krr7zChAkT6N27N/Xq1WPYsGHceOONHh2FIyIimDFjBklJSbzzzjv06NGDkSNHsnTp0jzXWalSJe677z6P+vkSIz99+/YlMTGR2bNnF+lzmTBhAmPHjuXmm28mMjKS0aNH061bN6/n3bdvHxkZGXTp0iXPeXJuNxW0v0mTJq71SZMmefR38adOcXFxhcZ7/PHHGTduHAMHDqRGjRrccMMNjB49usDPZM6cOcybN8+1PnjwYIYPH06/fv1o06YNc+bMKfD4sswE2nFLgq9169Z2+/btJRZv9erVfk93r3iKV+5iXn89fPCB4/2772J698pTJKXbAC7/ZLFjZeJEePTRIoc5uOBt/vjyO2pNua/wwhJSli1bxrhx4/Ld37hxYz7++OMSrFHxsGey+K35TXQ481XQz22MWW+t9X7/0EdqwRGRiqUMtOBIaLvmmmtITEzMd3/O02xSvJTgiEjFUtQEx98+OJUqYU8X/uSRhJ5q1apRrVq10q5G8Tt9BlO57CZrSnDKoOPHj+d5HDFHYmJigX8Z+CMtLY3Vq1cH9ZyKp3hlNeblBw6QM8LIlz/8wPTpeSfUjPz17A/tgz/9xBY/Ylc68jtRPxben0SkvDrzy2/YBrX9/r+ZkpJCSkpKfrtr+VuvHEpwyqCoqCjef//9EosX6n04FK98xwt6TLenky6/7joSa0blKfLGvWcfjW1QubJfsbMvu5zvnnydMz/vo3KL8jlQmkhBTryxkoa3dKeDn/83C/p/ZYwJ+N6wHhMXkYrj1KmzCU5YGOQzwFtmROB9cMIiwmmc9A8O3/ooJ99dQ3aa/499i5QV1lrO/PQrqZNf5NTH6zjnoVtLu0r5UguOiFQcx46dfV+zJrhNXOguKH1wgIb39aPKuXU5sGApR4fMxmZbj8kSc1jrfXtxUbzyH7O04tmsLCo3rEvtG7vS4rOFVI05p8TqUFRKcESk4nBPcGrlf4s/mAP91bnxKurceBXWWuyp017LfPbpZ1zZ5cqA4hSF4pX/mKUVz1QKw1QuH6lD+ailiEgwHD9+9n3NmvkW80hwUlPB2nxbe3xljMGEV/W+s2plwvLbVxwUr/zHDPV4QaA+OCJScbi34ETl7VycI7tyFdJxDm+flQXp6cVcMREJNiU4IlJx5O6DU1BR3PZrsD+RckcJjohUHEVIcI7j1sLjfmtLRMoFJTgiUnH42AcHlOCIlHdKcESk4vCxDw4owREp75TgiEjF4W8fHCU4IuWOEhwRqTjcEpVhk2oW+OS3WnBEyjclOCJScbi14Hi00HihBEekfFOCIyIVh1uC45HAeKEER6R8U4IjIhWHWnBEKgwlOCJScbglKkpwREKbEhwRqTjUgiNSYRTbZJvGmLrAHUAL4CDwrrX22+KKJyJSKPXBEakwjLXW/4ONuQW4HThorR3otr0tsApo4FbcAlOtteP8DlhBREdH2/j4eK/7EhMTSUxMDGq8tLQ0IiMjg3pOxVO8shjzip49qeycOHPeY++QUd17K05MTBpV/vs9fZ8fA8AfCQlsnjo14Pj5CfXvMNTjlUbMUIiXkpJCSkqK133Lly//0VobG1AAa61fC7AAyHIuq3LtWwdke1mygLv8jVlRlri4OFuSkpOTFU/xymy8oMXMzrY2LMxasBZsZU7lvM2zTJ+ebK/gs7MbOnUKPH4BQv07DPV4pREz1OMB39gAf5f61QfHGNMLuAcwwCngJ7d9VwAdcLTYvADUBdoBW5zlJxlT0PBaIiLF4MQJyM52vKUaZ6hSYHHdohIp3/ztZJxzO2ovcL619u9u+25wvqYC/7DWHrXW/gAMdm5vDCT4GVdExD9F6H+Tp4wSHJFyx98EpyOOFpp51tqdufZ1de77yFqbmbPRWvspcNi5eqGfcUVE/FOEJ6hACY5IeedvglPP+brdfaMxpjrQ3rn6qZfjfs11vIhIyUhLO/uWwjtLKsERKd/8TXByWmZq5NrembOPnn/m5biqztcsP+OKiPjHLcHx5RZVBhGcoZJjJTMTTp8urpqJSDHwN8H5xfl6ea7tNzpfD1hrt7rvMMbUAlo6V/f7GVdExD9FbMEBo1YckXLM3wTnExxPRN1pjOkCYIzpiGNgPwu8717YGFMVmMPZ1p21fsYVEfFPkRMc3aYSKc/8TXDmAieBasAqY8zvwJdAuHP/gpyCxpiROPrq/A1H8vO1tXY7IiIlSQmOSIXiV4LjfHLq7zj60hgcIxbnnGu+tXa9W/FeQFNnuVQc4+eIiJSsQBMct6ewRKTs83suKmvtv40xm3AkLHHAMRzzTb2Sq6gBTgDLgfHW2v/5G1NExG9qwRGpUAKabNNa+z3wYCHFegNHrbXZgcQSEQlIEZ+iylNOCY5IuVJss4nnsNYeLryUiEgxUwuOSIXibydjF2NMhDGmvzHmeWPMOmPMr8aYY277hxhjrg40johIQJTgiFQoAbXgGGPuAKYB9XM2OV+tW7E7gQuNMV8Cf/UytYOISPFTgiNSofjdgmOMGYtjtvAGzk3r8T49wwkcic/lwGpjzLn+xhQR8ZtbgqIERyT0+ZXgGGMuAh7Dkbj8BCRYaxOAKV6KdwMmO8s2wTHgn4hIyVILjkiF4m8Lzv3OY1OBq3ONe+PBWnvSWjsReBxHktPXGNPYz7giIv5RgiNSofib4HTF0c/mX9baPT4eMw3IcMa80s+4IiL+UYIjUqEYa23hpXIfZEwajmkabrbWLnXbfg2wArDW2kpejtsCtAFGW2uf8rvWIS46OtrGx8d73ZeYmEhiYmJQ46WlpREZ6dsPfMVTvJKOF6yYiX37UvXIEQAWPPIW6TXr5Vs2JiaNvXsjabp9HTf9ayQAR+Lj+W7GjIDqkJ9Q/w5DPV5pxAyFeCkpKaSkpHjdt3z58h+ttbEBBbDWFnnBMWpxFtAn1/ZrgGwgK5/jNjuPG+5P3IqyxMXF2ZKUnJyseIpXZuMFLWaNGtaCtWAjOZbz1usyfXqyBWsvI+XsxoSEwOuQj1D/DkM9XmnEDPV4wDc2wN+l/t6i2uV89d7M4IUxJgrIycb2+hlXRKTosrMhPd21eoLqPh2mW1Qi5Ze/Cc5HODoM/90YU8fHY8YAVXH03Un2M66ISNGdOHH2ffXqZJPnDrpXSnBEyi9/E5zZOMa3aQgsN8bE5FfQGFPFGDMRGI0juXnNWnvAz7giIkXn1sGYIvQjUIIjUn75NZKxtXavMeZe4GXgUuB/xphPcfSvAcAYMwloDvTg7GCAO4FhgVRYRKTIcic4Pv6JlSfBsRaMyf8AESkz/J6qwVq7xBhzAngWx1QN3XN2OV/HO19zfhp8Cdym1hsRKXF+tuCcoQqEh0NmpqMfz8mTUN23/jsiUroCmmzTWvsfHB2HHwZSgFM4Epqc5TDwLtAP6Gyt3ZXPqUREio+fCQ4ANWuefa/bVCLlRkCTbQJYa1OBmcBMY4wBauMYI+eYtTatwINFREqCW4LzUUoRE5yoKDh40PH++HE455wgVkxEiotfCY4xZoDz7X+ttb/lbHc+u37EuXg77hrgHCDZ+j4CsohIYPwYxdglSh2NRcojf29RvQgsAv5UxOMGOY+73s+4IiJFpwRHpMIJqA+OH3Ladn0dO0dEJHBKcEQqHJ9uURljVuWza5oxZrSPsRoAbZ3vD/l4jIhI4IKV4Bw7FqQKiUhx87UPTlccj3+7DwBhgAv9iJmJY0LOMs8Y8xGw0Vo7Otf2vwML8znsWWvtoFzlHwT+AZwH7AP+BTxlrc3ycryIBFsgCY77U1du0z2ISNnma4LzGWfHtwHo4lz/Hsej4L76HZhvrS3zc1EZYy4AugEbvexugeP6h+D5uYDjM3E/zxRgFPAB8BzQCXgSaAw8ENxai4hXwUpw0vRgqEh54VOCY63t6r5ujMl2vh1hrf042JUqLcaYqsBfgMuB/0f+fZRaAL9Za+cWcr7mwAjgLWvtzc7NTxljFgP3G2OettZuD07tRSRf6oMjUuH428l4t3M5GcS6lAUNgf8AI3GMzpyfFjimnSjMTTg+46dybZ/m3H5zniNEJPjUgiNS4fg7F1WzINejTHDOsVXNudoU2JZP0RbAhwDGmBpAZeeAh7ldimNS0m9yxdlsjDkKJASl4iJSMCU4IhVOiT4mboz51Bhz2BhzXUnGLQprbYa1NgNHZ+g8jDG1gLpAY2PMBuA4cNQYs90Y0z9X8ebAbmttdu7zALuc+0WkuLklJh4TaPpCCY5IuWQcgw+XQCBjmgHfAlHAaGtt7ts2ZYqzvr8AU92fojLGXAxswJEAzcbROnMe8CCOVp//Z61d5Cy7A0i11nb0cv7PgSbeWsMaNmxo69Qp+lBBPXv2pFevXkU+Li0tjciizs8TAMVTvJKO2eHee4nasQOAV4Ys4PcmrQssHxOTxt69jnixmz6l98uPAnCwc2e2PPaY3/XIT6h/h6EerzRilpd47733Hu+//36Rj9uxY8eugO8WWWv9WoBGwCs4xrTJKuIy0N+4JbUAzXA8ITUl1/bWwBTgylzb6wD7nZ9HFee2/wHr8jn/F8Aeb/vi4uJsSUpOTlY8xSuz8YISs3Vra8FasK35Iedtvsv06cmu9z348OyO7t2Dcj25hfp3GOrxSiNmqMcDvrEB/h736xaVs5/KauBWHLdrTBGWn4A3/YlbFlhrt1trR1trP8u1/QiOKSzqcXZ8oOOQb3t4lHO/iBS3APrgeJTXLSqRcsPf2cTvAWJxtHBsBZYDEcDfgXDgeeBXZ9lmwP8BVYHhOMbB8dq/JQTsdr7WdL7+AlxnjKlk3Qb1c866fh6QUsL1E6mYlOCIVDj+Jjg3OF//B1xqrU0HMMbsA5KAH6y1s3IKG2PmA/8F7scx2Wa5TXCMMSOAjsBdOdftJqfT8E7n61dAXyAeWOdW7k9ALeDr4qupiACOm0tu49ekU6NIhyvBESmf/H2Kqh2O1ptFuX7Jf4jjNtSl7oWttWuBMUAr4HE/Y5YVx3GMXzPcfaMxpglwN44+N784N78JnAEeznWOh4Fs4LXiraqIkJEB2Y4HGTMI5wxVinS4x1NXGuhPpNzwN8Gp7Xz9Mdf2H3AkPu28HLMIOAX83RhTnmcTfxHH9A2TjDH/McaMNMbMAr7DkdwNzClord0JzABuMca8Y4x52BjzDvA3YI7VKMYixS+QMXByH6MWHJFyw98EJ6c/ifvkm1hrTwF7gZbOfibu+07iuKVVBejhZ9xSZx1j5HTFkbj8CXgM+CuO1quO1tpNuQ4ZAwzDMZP6EziSv5HkbdURkeIQYIJzkmpk5/yoy8iAM2eCVTMRKUb+9sE5ADTB0dE4t21ADNAGR4uOu5wB75r6GbfEOFtfTD77juFIUApNUpyPu81yLiJS0gJMcMCQRiQ1cx56TE+HWrWCUzcRKTb+tuBswHk7xhiT+yfGZudrH/eNxpgIznbCPeVnXBGRogk4wVE/HJHyyN8E51XnazNgnTHmAbd9KTiSn5HGmPZu2x8D10+XzYiIlIQgJDjqhyNS/viV4Fhr38Tx2LfBMbLvE267PwRScYwF87UxZq0x5hccTx1ZHGPFJAdSaRERnynBEamQApls8wZgJnDUfaO19gSO8W7AMbjfJTj63BjgJDDAep98UkQk+JTgiFRIfic41jHr9sNAAxxPE7nvexW4BlgKbAG+x/GY+CXW2s/9r66ISBEpwRGpkPx9isrFOQXBLi/bPwE+CfT8IiIBUSdjkQopkFtUIiJln1pwRCqkAltwjDGPFEdQa+1jxXFeEZE8lOCIVEiF3aJ6FMeTT8FinOdTgiMiJUMJjkiF5EsfHK+j+frhDPAZwU2YREQKpj44IhVSgX1wrLVh+S3An3GMdwOwHXgQuBCIwjHfVEOgG/Av4DRQCTgEXFc8lyIi4oVacEQqJOOYKqmIBxnTBNiEYzC/Z4EHrbX5zkDnHNH4A+BcYKa1doR/1a0YoqOjbXx8vNd9iYmJJCYmBjVeWloakZH+/eBXPMUr6zHbDxtGnY0bAXjznunsjutQ6DExMWns3Xs2Xtt1H3Ld61MB2N+9O9vGjvWrLvkJ9e8w1OOVRsxQiJeSkkJKSorXfcuXL//RWuttvkvfWWuLvABzcEyc+WURjunhPOYU0MCfuBVliYuLsyUpOTlZ8RSvzMYLOGZCgrVgLdhL+TLnbYHL9OnJHut9eevsyo03Bu26coT6dxjq8UojZqjHA76xAf4u9fcx8Wtx9KV5sQiJ1MfAPhy3qnr4GVdEpGh0i0qkQvI3wYlxvu4r4nG/O18b+xlXRKRo1MlYpELyN8HJdL429/UAY0wYcJ5z9aSfcUVEikYtOCIVkr8Jzg4cj4/fbYyp5OMxNwH1nO+3+RlXRKRo3BISj5aYopxCCY5IueNvgvO28/UC4CVjTHhBhY0xlwHznat/AKv9jCsi4rtTpxwLQOXKnKKqX6dRgiNS/vib4MwFdjrf3wp8b4z5hzGmtTGmCoAxpo4x5mpjzPM4Bvirg6Nj8lhr7ekA6y0iUrj09LPvIyPxd9xS9cERKX/8mk3cWpthjLkGSAaigRbAP3P2G2Msnj9Jct5PtdY+52ddRUSKxr21JTISjvp3mgwiICwMsrMhMxNOn4YqVYJTRxEpFn7PJm6t/R+OW1TP4eh0bNyWsFzrG4G/WGuDOzqWiEhBcic4fjOkZrsd794yJCJlkl8tODmstUeBe4wxI4GrgIuA+jjGukkFfgS+sNZuDbSiIiJF5n47KcBRWNOIpBbHnCtpULt2QOcTkeIVUIKTw5no/Me5iIiUDUFrwVFHY5Hyxu9bVCIiZV4QExx1NBYpXwpswTHGDMh5b6192dt2f7ifS0Sk2KgFR6TCKuwW1Ys4Hu22wMtetvsj97lERIqHEhyRCsuXPjj5DRzh34ASIiIlRQmOSIVVWIKT31xTPs9BJSJSatQHR6TCKjDBsdbuKsp2EZEyRS04IhWWnqISkdClBEekwjLW5t9X2BhzXnEEtdbuLo7zhoro6GgbHx/vdV9iYiKJiYlBjZeWlkZkgD/8FU/xymLMNklJnPvf/wLww6hRfNDgWp+Oi4lJY+9ez3gdV73KlR8sBGB3//78PGhQkeuTn1D/DkM9XmnEDIV4KSkppKSkeN23fPnyH621sQEFsNbmuwBZxbCcKSimFktcXJwtScnJyYqneGU2XkAxb7zRWnAsb73lelvYMn16cp5t9/P02ZX77isb16d4ZSJeacQM9XjANzbA36WFdTIujiel9PSViJQMdTIWqbAKS3DuKmBfFDAZqIkjadkArAZ+ATKAOsCFQE+gPLGJkwAAIABJREFUNnAGeBB4L6Aai4j4Sn1wRCqswp6iesnbdmNMJeBzHMnNTuBOa+3n+ZStBjwKjADmAj8Dv/pdYxERXynBEamw/H2K6l7gMuAw0Dm/5AbAWnvSWjsKeALHLOMvOBMkEZHipQRHpMLyN8G5DceUC89Ya/f5eMyTwAmgEdDNz7giIr4rrgRHfXBEyjx/E5w2ztcNvh5grT0B/M+52trPuCIiviuuTsZqwREp8/xNcKo7X2sU8bicnzDhfsYVEfFNVhacPAlANgaqVQvodLpFJVK++Jvg5NyWut7XA4wxcUBL56o6GYtI8UpPP/uWGhAW2MDtSnBEyhd//8d/guPR8P7GmN6FFTbGhAMLnasWWOlnXBER37glIR7JiZ8yiCAr50dmZiacPh3wOUWk+Pib4MwGTuNIct40xkw2xtT1VtAY0xn4AuiMI7l5xVr7u59xRUR8E+QEB4z64YiUI4UN9OeVtXabMWYoMM95jrHACGPMRhzj3GQC9YCLgcbOwwzwPfBQoJUWESmUWwLikZgEckoiqU3q2fPXqROU84pI8PmV4ABYa+cbY/7AkeTUA6oCCc4lh/u0DG8A/7DWHvE3poiIz4LegqN+OCLlid8JDoC19g1jzAfAX4HrgIuA+jgG9EsFfsRxe2qxtXZzgHUVEfGdEhyRCi2gBAfAWpsGLHAuIiJlQ3EnOBrsT6RMC+y5SRGRsqoYEhx1MhYpPwJqwTHGRAJXAA3w7G9TIGvty4HEFREplG5RiVRofic4xpibgWeBWkU81AJKcESkeLndQlKCI1Lx+JXgGGM6AEtwdCb2ueVGRKTEqAVHpEIz1tqiH2TMa8AtOFpjPgGm4Rj/JtuX4621u4octAKJjo628fHxXvclJiaSmJgY1HhpaWlEBjgRoeIpXlmL2eqf/yTmP/8BYNUNgwkb2o/16307NiYmjb1788ZL/PAFLv9kMQC/3Hknu+64o0h1yk+of4ehHq80YoZCvJSUFFJSUrzuW758+Y/W2tiAAlhri7zgmEsqC/jan+O1FLzExcXZkpScnKx4ildm4/kd8847rQVrwd7F89Za12qhy/TpyV63j2Dq2ZWHHy7d61O8MhOvNGKGejzgGxvg71J/n6Kq73xdFFB2JSJSXNxuIaVTIzin1C0qkXLD3wTnoPN1X4GlRERKi1sn42BO1XB2RQmOSFnmb4KTcye7VbAqIiISVMWd4GigP5EyLZDZxAHuNcaEB6syIiJB45aAHKNmcE7pnigpwREp0/xKcKy1ycA4IBZ43xjTIKi1EhEJVDG04HgkSkpwRMo0f8fBaQu8C4QDE4BfjDHLgG+AIzgeH8+X1UjGIlLcjh1zvT1OFCYII3Z5JDhu5xeRssffkYy/xzOJqQ7c6lwKo5GMRaT4FXcLjhIckTItkLmocv89pBGNRaRsyMyE06cBOE1lMglOV0GPREkJjkiZ5m+C0zyotRARCaY8rTfB+fvL4ymq9HTIyoJKlYJybhEJLr8SHKupFkSkLCuGJ6gALGEQFXX2/GlpUKuo8w2LSEnw9zFxvxhjhhljZhpjNH6OiBSfYuh/41JT/XBEyoNA+uD4YzDQFPjRuYiIBF9xJzi//up4rwRHpMwKKMExxnQDrgXqUPhN7uZAMxxPUWlwQBEpPrkeEQ8qteCIlAt+JzjGmLnA/X4caoFkf+OKiBRKt6hEKjy/+uA4W27+gaPVxuCYfDOVs604+4DdziXDbfsy4Fpr7bcB1FlEpGDFmeBE6VFxkfLA307G/8/5mg5cba09F6iHI4EBGGatbW6tbQ7UxzF3lQGOWms/CaTCIiKFUgvO/2fvvuOkqs4/jn8eqsgqIk1wUURZTCzERTFZC1ixxhIT28+WxMTYoonGGKMxaqwYNbYkauzGElsUa3TBsjawowKKNJUifemwz++Pe2dndpht0+7M7Pf9et3XzD23PGf2zuw8c+6554q0eekmODsRjkjs7mMA3N2BmwkSmeGxFd19ubv/BngAOMHMjsmoxiIizcnRZeKAEhyRImFBXtLKjcyWAusBJ7r7vQnlPQhOV9W4+65J22wBfAHMAAZ4OoHbiH79+nllZWXKZVVVVVRVVWU1Xm1tLWVlZc2vqHiKF0G8dGIO/Pvf2eyhhwB45YBf8M6eLbmLTFx5eS0zZ6aO96MP/sWAe4N/e1+eeCLTTjihVftOpdSPYanHiyJmKcSrqamhpqYm5bLRo0d/7u6DMgrg7q2egFXAWuDgFMsWAHMa2e7LcLsR6cRtK1NFRYXnU3V1teIpXsHGSyvmKae4gzv4r7g59rTF06hR1Y0u86uvjs/89rfRvD7FK6h4UcQs9XjAOM/wuzTdU1SLwse+KZZNBHqYWc8Uy+aFj9ulGVdEpHm6TFykzUs3wZkYPv4wxbIJ4eOIFMs2CR/XTzOuiEjz1MlYpM1LN8F5jqAz8f5m9pek1pp3w2XnmVn9ODtmtgfQL5ydnmZcEZHm5TDBOegYXSYuUgzSTXBuBeaHz39Pw9sujCa4wqoSGGNmp5rZn4HHw+WrAF0qLiK5k8OrqBrsTwmOSMFK927i88zsAOA/QDkJiZK7TzWz+4H/A34QThAf7O8ad5+bfpVFRJqRwxYcJTgixSHtWzW4+9tmVgEcAGydtPjk8PFooH34fBlwlbtfmm5MEZEWyVeCkxBHRApLRjfbdPcVwGMpylcCx5vZGcBWBKesPgnXFxHJLbXgiLR5GSU4zXH3RcD4XMYQEWmgrg5qa+tna8nu4GQNEqbFi4MRccwa30BEIpHuzTbLm1i2vpn9PexcPDj9qomIpKFBctOV9If7Sm0VnaFz52BmzRpYoYZpkULU4k++mW1kZhea2RSabpXpCPwCuBH4xMzeM7NDM6yniEjL5HIMnBjdUVyk4LUowTGzvYFPgIuBAcSviGpys3DaHnjUzB42s/XSq6aISAvl8kabMRrsT6TgNZvgmNkI4GmgD0HCsgJ4uYlNFgMHAVcBU4gnOj8CHsqsuvllZs+b2ZWNLBtqZi+b2WIzm29mD5lZ/0bWPdPMJprZcjP7wsx+b2btU60rIhnKRwuOEhyRgtdkghO2uNwFdCJIUv4GlLv7UY1tE94n6xl3Px8YBJxAcO8qAw4ys5OyVPecMrNtgb0bWVYJvAIMBK4Gbgf2B141s42T1r0SuIFgMMSLgI+AK4Drc1Z5kbYsDwnO2PeV4IgUuuZacI4ENiO4zPv37n6Wu89vZpt6YbJzLzAcWEp4C4d0K5trZtbJzA41s6uAahr/+1wLrAF2cffL3P13wGHA5sBvEva3BXAu8B93P9Ddr3H3Q4H7AHXCFsmFPCQ4GgtHpPA1l+DEbqb5mbtfnW4Qd/8QGBXODjKzQenuK8d6E9xS4ndAqruhY2a9CRK2+939q1i5u79EcB+uxNatIwj+xtck7ebqsPzHWau5iATyneCoBUekIDWX4FQStN78Jwux/p3wfKcs7C/r3H0m0CWckkdnjhlG0BL1SoplrwJbJpym2plgBOdxSXE+AhaG+xKRbEpIOJTgiLRdzSU4sVaMCZkGcvdJwNpwtnem+8sVd18Rjri8spFVtggfv0yxbGrSOlsA0929LsW60xLWE5FsyUMLzjqD/YlIwTF3b3yh2TKgM/BDdx+dcbD4/v7g7ldlur9cMrMBBEnMVe7++4TyPwB/AbZ19wlJ2/yMoMPxHu4+xswmAYvcfZ0WKzN7Fejv7gOSl/Xu3du7d+/e6jofdNBBHHzwwa3erra2lrKy7I72qniKF1XMLe64g83vuw+A10eexJv7HN/qeOXltcyc2Xi8nf93L7s+9y8Aph1zDF+efHKj67ZEqR/DUo8XRcxiiffUU0/x9NNPt3q7SZMmTUv1/dgq7t7oRNAisRY4san1WjIBGwB14f5+lun+cj0RjPfjwJVJ5ReE5duk2ObkcNle4fxk4J1G9v86MCPVsoqKCs+n6upqxVO8go3X6phnnuke3EDBf811saetmkaNqm5y+RncEJ857bT8vr4sULzij1nq8YBxnuH3eHOnqL4IH3fOKIsKjEh4nur0TrGItX+navveIGmdJY2sF1tXl1+IZJs6GYsIzffBeZagQ+0RZtYtw1inho9LCTrjFqtYcpaq/8zm4ePUhHU3Sx7Uz8yM4PL7qYhIdukycRGh+QTnIWAVsDFwS7pBwr4pIwlO3zzm7qvT3VcBeJvgdeyaYtluwFR3nxPOv0lwRVZl0nrbAd2At3JVSZE2Sy04IkIzCY67zyBIbAw4yszuM7NW/ccwszOBv4ezqwnuZ1W03H02wa0qjjWzvrFyM9sT2AG4P2H1RwgGBDwnaTfnEPRHejC3tRVpg5TgiAjQoQXr/AGoIhiz5WhgDzO7HnjAEwa6SxTe4uEQ4Czi48Y4cLq7T81CvaN2LlADvG5mtwPdgV8S3HsrNqAh7j7VzK4Fzgv/Jq8StPL8ELjO3SfmveYipS4h4cjVzTZ1mbhI4Ws2wXH3FWa2P8FAffsCfYErgSvNbCbwKcGgdasITrv0B7ZJ2LeFy85299uz/goi4O7vhTchvZLgqqqVwGjgHHdfmLT6+cBsgj5I+wEzCEZKvjZvFRZpS9SCIyK0rAUHd18QJjknEZxiKg8X9U94nsgSnj8H/M7dP86gnnkXtjRZE8vfAvZowX4cuC6cRCTX8p3gLFqUkxgikpnmOhnXCy9N/xfB1UOHE9wwcgpB64UlTIsJbk1wJcFYMQcUW3IjIkXKvUHCsYhML/5MbSldoV3473P5clhdzNdNiJSmFrXgJHL3tcAT4QRA2PG4DPi2yK+QEpFitmwZrA3uCLOMLqyhY07COO1go41g/vygYOFC6NUrJ7FEJD0tbsFpirsvcfdvlNyISKTy0HpTb6ON4s8XJne9E5GoZSXBEREpCAmJhhIckbZNCY6IlI58tuAk3hB3wYLcxhKRVlOCIyKlQ6eoRCSkBEdESocSHBEJKcERkZLxi6PiCc5CNmpizSxQgiNS0JTgiEjJ2Ig8djJWHxyRgqYER0RKghl0Q6eoRCTQ6oH+AMzsovDpfe4+pRXbHQ8MAB5298/SiS0i0hglOCISY8Gtklq5kVkdwd3B93f3F1qx3eMEd9I+091vbnXgNqJfv35eWVmZcllVVRVVVVVZjVdbW0tZWVlW96l4ipfvmOPHw/4PXM53330RgGePPI9PdtovrXjl5bXMnNl0vC0+fZPD7zgfgHnDhvHRVVelFQtK/xiWerwoYpZCvJqaGmpqalIuGz169OfuPiijAO7e6gmoA9YC+7Zim3bA++F256cTt61MFRUVnk/V1dWKp3gFG6+lMcH9SQ4OnoAfwuOxp62eRo2qbnadH/B6fGbnnXP++rJJ8Yo/ZqnHA8Z5ht+lLTpFZWaNnYa628yWtzCX6g71t+D9poXbiIi0WD47GTe4SkunqEQKTkv74AxIUWZAnzRiLgL+m8Z2IiJNymcfnAUkXEWlBEek4LQ0wbk7af4Egj44LwFftSLebOBOd5/fim1ERFokMcHJ9Tg4iftfMXsh6+U0moi0VosSHHc/KXHezE4In47yVnQyFhHJpXy24KxgPVbSic6sYj1WwvLl0KVLTmOKSMulOw7OK+GklhgRKQhGHRuyuH5+cX2Xv9xFTGzF6be+BvsTKSRpjYPj7iOyXA8RkYyUUUt76gBYyvqsoWPOY86jB32YA8DGzAf65TymiLRMWglOMjPrC+wNbE/wCd/A3X8YLtsF+NDdl2QjlohIKt2Jt6A06ACcQ/PZuP55D+blJaaItExGCY6ZDQauBUYSP91lBB2QY24CtjKzG4A/u/vqTGKKiKQSRYIzjx71zzfWGXuRgpL2vajMbF/gXWB/oD3B4H+prpU0oCtwPjDazHLfbiwibU7UCY5acEQKS1oJjpn1Bh4GugArgd8CPYBjU6z+M+BlgkRnL+DidGKKiDRFp6hEJFG6LTi/JhiVeC1wkLtf5+6LaXhqCgB3Hw/sCzxBkOScaWb5vUmIiJS8xAQnMfHIJZ2iEilc6SY4+xMkMw+6+8vNrezudcBZBKex1gdGpBlXRCSlxARDp6hEJN0EZ0D4+FxLN3D36cD0cDazO4SKiCSJ+hSVWnBECku6CU5suM5FTa61rlgn5E5pxhURqWcWTKBOxiLSULoJTuxu4Fu1dAMzaw8MDGfnpBlXRCQlJTgikijdBGcsQYfhE81iv5+adTTUj53+RppxRURSiqKTsU5RiRSudBOcfxB0Mt4OuLm5JMfMRgA3h9u85e6fpRlXRCSlgmjB8XUuJBWRiJin+YE0s+uBMwmSlk+A+4FuwHlh2V4Ep6QODqd2wDJgd3d/N+Oal7B+/fp5ZWVlymVVVVVUVVVlNV5tbS1lZfm7cl/xFC9bMcePDx6HDoUhRxxL93lfA/Cv393Ngt6bpR2vvLyWmTNb9hrP/P1IOq5ZBcCrzzzD2jTuKF7qx7DU40URsxTi1dTUUFNTk3LZ6NGjP3f3zC5Icve0J+A6grFw6sLHxqY6YB4wMpN4bWWqqKjwfKqurlY8xSvYeE3FDJpMguffsnF9QS9m1y9LZxo1qrrF685g0/jMtGlZfX25onjFH7PU4wHjPMPv0rRv1RAmR2cTjGkzGlhD0C8neVoE3Ahs5+7PZxJPRCSlujo2SrhTTL5OUUHD01TMU0djkUKR8d3E3f1V4FUzWw/YAdiE4DLyxcBUYEKYjYmI5MaSJbSnLnheVsaa2vzd8u5beibMfJu3uCLStIwTnBh3X4GujhKRKCyIdzCme3eozV/oOfROmNEIGCKFIqNTVCIiBWF+wiXa3fN3egpgLr3iM0pwRApGky04ZrZ7hvtfDXzr7pMz3I+ISOMSTw317Nn4ejmQ2IJzxW/m8Iff6GpxkULQ3CmqMaS4Q3hrmdl84DbgUndfnun+REQaSOzcG2GC01uDtIsUjJacokp1ZVRrpx4E4+O8bmYbIiKSTQXSgqMER6RwNNeC8+cM9t0O2AAYDOwOdAWGEIxofFwG+xURaahAEpxezM1rbBFpXJMJjrtnkuDUM7NuwF3AIcBRZvZ7d/8qG/sWEWmQ4PTo0fh6OZDYyVgtOCKFIy9XUbn7IuB4YEUYc0Q+4opIG1EgLThKcEQKR94uE3f3JcDEcHbTfMUVkTYgoZPxvsfmN8FZzIaspBMAZSxlfZbmNb6IpJbvcXBid6Gry3NcESllCS04DUYWzgtTPxyRApS3BMfMtgcqwtlp+YorIm1ApAmO+uGIFKKcJzhm1snMjgKeCotWA9W5jisibYVHnuCoBUek8GTtXlSJzGwg8D9gPaA38fFwHLjd3XVHOhHJiFnw2JWlsHIlAMtZj+Wsn/e6zKZP/fO+fJP3+CKyrpwkOEBHYABBQmMJ5dXAb3MUU0TaoB7EOxhH0XoD8DX96p8rwREpDLk+RWXAYuB14JfASHdfmeOYItKG9CTa01PQMMHpx9eR1EFEGspJC467T0R3KheRPFCCIyKpmOu2twWnX79+XllZmXJZVVUVVVVVWY1XW1tLWVlZVvepeIqX65jjxweP3x33PPs/eCUAn+6wJ88ce2HG8crLa5k5s+Wvse/UCRxz0+kAzCofzGf3/r1V8Ur9GJZ6vChilkK8mpoaampqUi4bPXr05+4+KKMA7q6pwKaKigrPp+rqasVTvIKN11hMCKZzuLp+5lrOri/PZBo1qrpV62/G1PqZmfTLyuvLJcUr/pilHg8Y5xl+l+o0kogUtU2YVf888WqmfJrFJvXPN2EWrF0bST1EJE4JjogUtT7Mrn+emGjk0yo6Mzfs/9OeOpijwf5EoqYER0SKWiG04AB8lXiLva++iqweIhJQgiMiRa0QWnCg4ZVUfK0rqUSipgRHRIpaobTgKMERKSxKcESkaHVgdf1IxnVYg5te5luDU1QzZkRWDxEJKMERkaLVi7m0IxjL61t6sjZnd59p3jQ2T5iZFlk9RCSgBEdEilah9L8BmMqAhJmpUVVDREJKcESkaBVK/xtQgiNSaJTgiEjRKqQWnJmUszb2L/Xrr2HVqkjrI9LWKcERkaKVeGPLqBOc1XSKdzR2V0djkYgpwRGRolXOzPrnMymPsCYBnaYSKRxKcESkaBVagtPgSiolOCKRUoIjIkXHLHgstARHLTgihUMJjogUrf7E+7nMoH+ENQl8yRbxmS++iK4iIqIER0SKU2dW0Itvg5n27SO/TBxgEhXxmYkTo6uIiCjBEZHitCkJd+zu14862kdXmdBnbB2fmTgxuJpKRCJhrg9gwenXr59XVlamXFZVVUVVVVVW49XW1lJWVpbVfSqe4uUy5vjxUP7F+xx569kAfL35Nvz7jJuyFq+8vJaZM9N7jadedAhdli0G4I2HH2Zlr+bvj1Xqx7DU40URsxTi1dTUUFNTk3LZ6NGjP3f3QRkFcHdNBTZVVFR4PlVXVyue4hVsvFQxwf1Y7g2egD/Ej2NPszKNGlWd9ravURWfefHFtF5frile8ccs9XjAOM/wu1SnqESkKBXaFVQxExkcn/nssybXjV0NJiLZpwRHRIrSZkyvf14IV1DFNEhw1NFYJDJKcESkqMRaPQYypb6sweXZEWvQ0XjChOgqItLGKcERkaKUmOB8wZYR1qShD9k+PvP++7qSSiQiSnBEpOi0Yy0DmFo/X0gtOFMZABttFMwsWADTpkVaH5G2SgmOiBSdcmbSidUAzKIPS8nvJcFNM0gc5uG996KrikgbpgRHRCJhlv5VRImnp6YwMEs1yqIddog/f/fd6Ooh0oYpwRGRorMl8fs8FVL/m3qJLThKcEQioQRHRAre+PHBY6orqAqyBScxwXn7bXU0FomAEhwRKToF34IzeDBz6Rk8//Zb+OSTaOsj0gYpwRGRopDYX+c7fFr/fDKZ3a4mJ8x4hd3j82PGxIpFJE+U4KTBzDqbWZ2ZeYppRdK6Q83sZTNbbGbzzewhMyucYVdFikx71jCY+AjBn/DdCGvTuLEMT5gZG11FRNqoDlFXoEgNAAy4F3g7adma2BMzqwReAeYCVwMbAqcAO5tZpbvPz0ttRUrIlnxBZ1YBMINyFtMt4hqlNoYRCTNjoK4O/aYUyR8lOOmJ9Wq8191fbGK9awkSnl3c/SsAM3se+B/wG+CPOa2lSAnahvjtDwq19QbgY7aFXr1g7txgevNNoCrqaom0Gfo5kZ5YgjO1sRXMrDcwHLg/ltwAuPtLwLvAUbmsoEgxa2qMnO8S77A7gW3yVKPWc9rBIYfECx57LLrKiLRBSnDSMxBwYLqZtTOznmbWPmmdYQSnsV5Jsf2rwJZmtnGO6ylScoqlBQeAww6LP3/8cYJ/GyKSD0pw0jMQqAVuB5YR9LGZb2Y3mdn64Tqxm+N8mWL7qUnriEgKqVpytuOj+ueFmuDU13mvvVjMBsHzKVOoombddUQkJ5TgpGcgsAHQG/g5cBJQDZwGPG1m7cLlECRCyZaEjxukWCYijehKbf0l4mtpxwcMibhGzejcmYc4sn72V9waYWVE2hZzjbDZamb2R4LE5QZP+AOa2T+Bk4HDge8ClwHbuvuEpO1PBv4J7B32yWmgd+/e3r1791bX66CDDuLggw9u9Xa1tbWUleXvZoWKp3gQH5146NDGl8WUl9cyc2YZm37xAUfdehYAczfZgnvO+VfG9UglFi9TQ4fCjCcncdz1vwRgTfuOvP3wg6zaeOMGr79Yj6HiRRezWOI99dRTPP30063ebtKkSdPcfUCrN0zk7pqyNAFbE5xkvxE4M3z+/RTr/SZcNizVfioqKjyfqqurFU/x8h4vuH9B08ti06hR1Q7uv2FUfeEdnLTOetmaYvEynWKvxXfeOV54xhnrvP5iPYaKF13MUo8HjPMMv5N1iiq7poePGxLve5Oqn83m4ePUXFdIpNg01TdlWMKwU++wUx5qk5nYaznorfiIEKtu/Dtb2heNbJF6exFpPSU4rWRmO5rZf8xs/xSLY8nMVIIBAB3YNcV6uwFT3X1ObmopUnxa8mWemOC8zbAc1ia7RnMgr4dj4HRiNXfwM4y6tPenxEekeUpwWm8KcABwtZl1jRWGHYsvIkhqHnH32cDLwLFm1jdhvT2BHYD781prkSK3GdPYImz0XEYXPmK7aCvUKsavuYE1BKNJjGAsf+DyiOskUtqU4LSSB7dX+DOwLfCemV1sZhcBbwA/Af7k7h+Hq58LdAZeN7M/mNk1wBMESdKo/NdepDC1pEViT16uf/4qu7GaTjmsUfaNZ0eu4rz6+cu4kOO4p35erTIi2aUEJw3ufhVwDPAtcDbwe4KWmyPd/dKE9d4DRgDTgAuAnwGjgd3dfWGeqy1S1PYifsHhS+wVYU3SdzEX8zJ71M/fwwlw440R1kikdOleVGly938D/27Bem9Bwn80EWlUo60Y7g1acF5mz/xUKMvW0JEf8wgvsydD+DAoPPNMBh51FO3ZFf1LFsketeCISMHr/dUk+vENAPPpznvsEHGN0jefHoxgDDX8oL5sswcfpJo9YObMCGsmUlqU4IhIwav4MH5Lt6c4mDqSb/1WXBbSnX14kdEcUF+2G6/BkCHhPavWpT46Iq2jBEdECpxT8eHY+rn/cESEdcmeZXTlYJ6Cyy/H24X/iufPh8MPh5NPhqVLo62gSJFTgiMiBW0o4+n+7VcALGYDXmSfiGuUPU47OP983r/uOqbTP77g9tuZWFbJUMZFVzmRIqcER0QKWuINKh/nMFayXoS1yY1F22/PED6An/ykvmwwk3iDH8CVV8LatRHWTqQ4KcERkYLVjYUcnXCx4t85JcLa5M748UG/HB58EO6+myUENzXsyBo4/3zYe2/KmRFxLUWKixIcESlYZ3Aj67McgPcZwpt8P+Ia5ZgZHH883+N93kh8rWPG8CHbw2OPRVc3kSKjBEdECtKGLOI3/LV+/jrOBtrGpURT2JLdeYU/cxEW7r20AAAgAElEQVRrw3/T3VkIP/oR/P73tEOnrESaowRHRArSBfwl+FIHFvTclPs5NuIa5dcaOnIxf2Z3XoHNN48vuOoqnmV/mDcvusqJFAElOCJScL7DJ5zNdfXzNfuewNoSHeU3eXyb5PkadoH33uMZ9q8v25cXYccd4f33sxZXpNQowRGRgtKRVdzLcUEHW+AVduOzHfaOuFYR6949GDPnj3+Ml02dClVV8J//RFYtkUJm7h51HSRJv379vLKyMuWyqqoqqqqqshqvtraWsrKyrO5T8RSvKePHx58PHdpwfvhTt7Lj2IcBWNO+I/ed9Q+67NSLmTPz9xrLy2sjiZf8t4iJlQ8dCj1fe41Bl11B55XL6pd/8YtfMOOoo1rcLFNbW8vEiUG8fCjG92ihxyyFeDU1NdTU1KRcNnr06M/dfVBGAdxdU4FNFRUVnk/V1dWKp3h5jQfxKXH+GO5rsPBsrnVwHzWqusE2uZ6iipf8t0n+G8UM5lP3rbZquNLJJ7uvWtXiY5i4v1wrxvdooccs9XjAOM/wu1SnqESkIOzDC9zJSfXz/+VgruesCGtUuCayNbz5Juy2W7zwttvgwANh0aLoKiZSQJTgiEjkduJtHuNwOrEagAl8l//jPvQbrAk9esCLL8KxCVeXvfhikPR8/XV09RIpEPrvISJ5k7KLyPjxPMd+lBHcXHI6/RnJ8yxhw/xWrhh17gz33gt/+lO87KOPYJddYPLk6OolUgCU4IhIZIbxFuy1FxuzAIBv6cG+vMBXlEdcsyJiBhdfDHffDe3bB2VTp8Kuu8J770VZM5FIKcERkUhU8XpwZ/Cwz8g8NmZfXgj6l7RRrRmbxqzh+nbC8Ry49kno0iUomDMHhg+HMWOyWkeRYqEER0TybnfG8jwj2ZAlAMylJ3tQzXukHh5BWuYZDgz64Wy0UVCwZAmMHAmPPx5txUQioARHRLJundaFxJaJl17iWfav73NDnz6MYAwfsX1e61iydtkFXnkF+vYN5letgiOOgDvvjLZeInmmBEdE8mYkz8FBB9XfIfxr+sKYMXzCNhHXrMRstx3U1MCgcJy0ujr46U/hlluirZdIHinBEZH8ePppnuQQWLECgBmUM5yxsHXb7XOTjhb30xkwAF57Db73vXjZaafBX//a6CYipUQJjojk3KE8DocfTmdWATCVzdmdV/iczEZil2b07g0vvwzDhsXLfvtbNrvvvujqJJInSnBEJLcefphH+DGsDgbxY+BAhjOWqWwB6K7WOde9e9DxeNdd64sG3nEHl/LH4CYPIiVKCY6I5M7998PRR9OBtQBMYhCMHct0No+4Ym3MhhvCc8/BXnvVF/2Rv8A55yjJkZKlBEdEcuJ47objjgs6uAJsvXXQ56Zcg/hlU3ILWKMtYl27wtNPwwEHxMv++lc4/fT4MWpq+wzqJBIFJTgiknU/57bgxplh68BHbAtjxjCLvhHXrI1bbz14/HHmJt6k85Zb4Oc/h7Vro6uXSA4owRGRrDrVbuE2fkE7wlMf3/see1ANffpEW7Ei1lyLSKtaTDp14pM//YkHODpeduedcPzxsGZNWvUTKURKcEQke66/nls4LT4/dCi89BLz6Bldndqw5AEXY7x9e47jXjjppHjhAw/wcMdj6BDe0T1fdDpLckUJjohkxzXXwNln18++yc7wv//BxhtHWClpTB3t4fbb4Ve/qi/7CY8EV7ytXBlhzUSyw1w96AtOv379vLIy9T15qqqqqKqqymq82tpaysrKsrpPxWtb8TpcdR+7PndH/fxXA7blsZ9fyXa7dGX8+KBs6FAYPz7+2Brl5bXMnJm/11gK8RL/zkOHNlxWW1vLxIllQbk7W918M+WPPlq/fMrWOzPzhkuo69Qp5b5jx7Exycubeo82t6905PszEUXMUohXU1NDTU1NymWjR4/+3N0zGyjL3TUV2FRRUeH5VF1drXiKl168ujr3iy5yD7oTu4NXM9y7ssQhWCW2KPY8sayl06hR1a3eJpOpFOIl/+2Tj2GD8ro6v4pzG+5gn33cly5N+R5Itc+mljf1Hm1uX+nI92ciipilHg8Y5xl+l+oUlYikxx0uuAAuuaS+6H/sxQE8w1LW/aWnvhYFzIzzuCoY/C/mxRfhwAOhtja6eolkQAmOiLSeO5x7LlxxRbxs5EgO5imWs3509ZIMGBdxKRcST1gZMwb22w8WL46sViLpUoIjIq3jDr/+NVx7bX3RUxwETzzBCrpEWDFJR/KVVpdxIb/jqnjB66/DvvvCwoX5r5xIBpTgiEjL1dUx6Prr4cYb42WHHcaPeDQYRE5KwjX8Dq67Ll7w1lvBbR7mz4+uUiKtpARHRFpm7Vo4+WQ2/e9/42U//jE89BCrSX21Tap+N+qLUxzs7LPg5pvjBe++C3vsAXPnrruupX4uEiUlOCLSvLVrg0Hh/vWveNkxx8ADD0DHjtHVS3Lr1FPhttviWcuHH8KIEfRhVrT1EmkBJTgi0rTVq+HYY+Hee+NlJ5wA99wDHTrUf/fpl3vhyujY/PzncNdd0C78uvjkE8YyHL76KhtVE8kZJTgi0rgVK+BHP4KHHqov+vrAA4OWnPbtI6yY5NXxx8P999cf88FMguHDYfr0iCsm0jglOCKS2tKlcPDB8NRT8bLTTmPSb34T/zUvRSPdVpz67Y46Kkh0O3QI5r/4AnbfHb78Mm91EWkN/ZcSkXUtWgQjRwb3koo577zg6iklN23Xj34Ejz3Gylin8mnTYPfd2YrJ0dZLJAX9pxKRhubNCy4Jfv31eNlllwWD+pkxfrx+gReDXBwjM+DggzmEJ6Fz56Bw5sygT86nn2Y/YIb0Pm3blOCISNysWTBiRMO7YV53XXBLBn1bSOh59oPRo6FLMLBjP74J3jfvvx9txUQSKMERkUB4uoGPPw7mzeCf/4Szzkq5uvKd4mTW+ru5J492DAStfM8+C127BvNz5sDw4ezO2KzUUyRTSnBEBCZMgF12gclhX4r27YPLwk8+Odp6SWEbPhxeeIGFdAvmFy/meUbyQ56Mtl4iKMERkZoa2G23+LgmnTrBI48EY9+INKeqit15BTbZBID1WMljHN5wUEiRCCjBEWnLnn4a9t4bFiwI5jfYIDjtcNhh0dZLispHbB8kylttBUB76uBnP4Orr464ZtKWKcERaavuugsOPRSWLw/me/eGMWNgzz3XWTVlHwzUD6ctauyY28At6PP5a7zLDvHC886Dc88N7kAvkmdKcETaGvfgl/VJJwX3mALYYovgsvDKymjrJkVtDn3Yg2qqGREvHDWKra+8Elatiqxe0jaZK7MuOP369fPKRr5oqqqqqKqqymq82tpaysrKsrpPxSvMeLZ2LYNuuIF+CaMT1265JR9edRWrevRodLvYVTdDh8Ls2bXMnJm/1wdQXp7fmKUab+jQ4FjG4sXmm1u/sWUxyeu0X72KY5+5jF6vvlpftmCHHZhwySWsKStj/Pj49onPG9OSdRLFPhOt3S4Thfy5L9R4NTU11NTUpFw2evToz919UEYB3F1TgU0VFRWeT9XV1YrXFuItWuQ+cqR70IYTTLvv7r5wYbObxlZ3dx81qrrBLvIx5TtmqcaLHctYvMRj29T6jS1Lfn80WL5mjfvJJzcs/M533KdMabB98r4ae/+1Ruwz0drtMlGwn/sijQeMc8/su1SnqETagunTYddd4fnn42XHHAMvvADdutUXJfa1Uf8aaU6T75H27eEf/4DLL4+Xffop7Lwzw3grNzFFEijBESl148fDzjvDRx/Fyy66CO67Lz7cvkgumMH55/PJhReygvC9NncuYxgBjz4aadWk9CnBESlljz0WjE48a1Yw37Ejx3M3dsmfW/xTOHE1/XqW1oi9X57ttid78RKE/by6sAKOOCJs3fF1ttH7TLJBCY5IKaqrgwsvDO7+vGxZULbRRvDCC9zL8dHWTdqkGnaBN9+Eiop44QUX8Ag/htra6ComJUsJjkipWbQIDjkkuAN4zMCB8MYbwQ0RRULNtZS0pCWlNa0tNmgrekyqYQzD68uO4FH4/vfh889bvqNmNHfHe7UQtQ1KcERKyWefBf1tnn46XrbPPvDOO7D11tHVSyQ0nx7sw4twxhnxwgkTYKedglG0RbJECY5IqXjoIRg2DCZOjJedey488wxsvPE6q7fkF65+6UqmUr2H1tAR/vY3uOuueOfjhQvhwAM5n8sx6vLeFyedePp8FDYlOCJFrt2qVXDqqXDUUbBkSVDYpQs88EAwYnGHDtFWUKQxJ5zAbrwK5eXBvDuXcwFPcTA9+DbauknRU4IjUsy++IIdTj8dbr01XsTA4LYLRx8dYcVEWmYcO9Fn5rjgar/QgTzDBwxhd8Y2uW1yS2O+W3yksCnBESlWDz4IlZVsMHlyvOyII6jkXdhhh8a3Eykwc+gD//sfnHNOfdmmfM3L7AmXXko71kZYOylWSnBEis2CBcEoxEcfDYsXB2WdOsGNN2L/eZjFdGt6+wTqa9O2FNpxblCfjh2xUddwAKP5lmC8nPbUwUUXBYnOl19mHiMPCu1v3JYpwREpJi+9BNtvD//+d33R8n79glNSp58OxP+7Jg/Q11gnSiU5Ukie5QCG8AFjiZ+yGs4rLBm4Pdx+O+BNdghu6fs4igEF04mnz2X6lOCIFIOlS+Hss2HvvWHmzHj5T3/KuH/+E3bcMbq6iWTZ12zKXrzExfwpuKcVsAG1cPLJPMXBbMI3EddQioESHJFC98ILsO22cP319UXf0iO4DcMdd7C2a9cIKyeSHcktFWvpwJ+5GGpq+IzB9eUHMZqP2ZYTuZPk2zxkux7NtXrmQim12ET9WpTgiBSqefPgxBNh5EiYOjVevv/+bMvHcNhhUdVMJH+GDaOSd7meX9cX9WA+d/LToG9O4rhPIgmU4IgUmro6uPtu+M53gseY7t3hzjth9GhmswnQsP9M1L+WpG3J9P3Wmr4yy1mfs7keXnqJqWxev2wPxrBy6+25kEvobCvTihtFK022FVNd80kJjkghefttqKoKWm7mzo2XH3kkfPppUK7/ZtJW7bkn2zCBqzmXNQR9czqzikv4Ex+zLT/kSXJx2kqKk7nrzVBo+vXr55WVlSmXVVVVUVVVldV4tbW1lJWVZXWfitd0vPHjYejQ+Hyn+fPZ4rbb6Pvccw3WW9mzJ5POOot5u+zSYJvY8/Hjoby8lpkzG48XWy9bmouXC/mOqXiZS3zf5SJer68+Z5//XEvfGZ81KJ82qJJPTz6JCe22bVAXSP9zkPhZTd5PbFnsc5/82U7eLvZ3aW6d5FjJ6yf+n2lqf9mSzv/R5up1zz01zJlTk3LZ6NGjP3f3Qa0KmMzdNRXYVFFR4flUXV2teHmOB+GThQvdL7zQvWvXoDA2derkf+F89yVL1t0m4Tm4jxpV3WDT5Cm2Xram5uLlYsp3TMXLfEp83+UqXjvW+On8zeezUYMFa62d38ovvS9f1dclk89Bqs9v8rLY5z7V+qk+t83+b0iKlSzx/0xT+8uWdP6PNlevpv8OjHPP7LtUp6hE8ih2dmk9lsO118KWW8KllwaXgcf88IcwYQIXcDmk+MWkM1QigTracxNnMIjJ3MRp9aet2nkdp/APvmBLRvFbmDMnozjJV1al0trWoVS3mUjVPygfWhOnmP7/KMERyaMuLIObbmISFcGw9PPmxRdusw08+yw8+SRstVV0lRQpMvPoyRncxBA+4Hn2rS/vwgp+y19h4EC44AK6Mz/CWkq+KcERyYdFi+CKK5jKADjjDPqTMFjfgAFwzz3wwQew334t3mVrrkIRybco3nefsA378Rz/Ofkq3iFh8MulS+Hyy5nOZlzHWfRnek7r0dSVWtn6uzTXYpSNq9yK/X+MEhyRXJo2Dc47DzbbDP7wB3qTcGVUnz5w003BOB7HHVc/YquIZMKYNngYw3ibQ3mcj4h3Ni5jKWdxA1MYyD0cx3Z8GGE9JdeU4IhkQYNfMO7BnZEPPTRoGr/66vhNMQH69+cM/gZTpsBppwU3ymxsX+Tm159I6TOe5FCG8AFH8wAfsl39kg6s5Tju40OG8Aq7cTQP0Immx9Fp7Wcv089suvetSm55aW4/zY0LVAz362qMEhyRbPnmGxg1ip1OPBH22SfoS1NXF18+eHAwvPznn3MTZ8D660dWVZG2wmnHgxzNED5gf56hmhENlu/GazzAscygP1fwe7ZicjQVlaxTgiNCBueaV6yAhx/maQ6E8nI491y6Tk86v7/PPvDEEzBhAndzIta5E42J6ioKkdJnPMf+7Ek1w3iLh/gJq+lQv7Q3c/k9VzGZCt7g+5zKzfTg24Z7aGTE48Zaa1raetKSz3lzsVsaJ5v/U1qyv3RalbJFCY5Iay1bBo8/DsceC717w5FHciDPNGyt2WADOOOMYPThF16AQw5RHxuRAvEOwziKh9iM6fyRS5lBeYPl3+ctbuZ0vqEv/+VgTuAuNmZeI3uTQqUEpwAtWrQo6iqUrHR+wZhBP/sa7rqLh/kx9OoFhx8ODzwAS5Y0WHcMw3lw5Ej46iv4299g660b7Cd5v43Nq+UmWm+++VTUVZAMtPT4zaIvf+GPbMGXHMITPMkPG7TqdGQNB/M0d3ESs+nDS+zJ6dzIQL7IVdWB7H3+M+mLk+v6tGB5z0zjKcEpQAsXLoy6CrJyJbz8Mvzud7zPEL5mUzjpJH7Mf4IWnERbbsmfuBimTGEPxvCnL78MWnCkaL355tNRV0Ey0Nrjt5YO/JdDOJQn6cs3nMrNvMH3G6zTgbXsSTU3ciZfsBVfMJBbOYXDeZSNWJDN6kugV6Y76ND8KiK5Fcva3dctTy7LRpxU+96IBfDMG/Daa7xyxWvsxDt0YQUAQ1LtbOut4Ygjgmn77bmknfHnLTKrk4hEbx49uZVTuZVTGcgXHMbjHM5jVPFGg/UG8iWn8A9O4R+spR1zbqigHftRQxVv8AO+SjrtlQ2J/y9GjWp8WTr7y9Z2jf0/b2y9VP/ns/V/UQmOtDkbsJghfAB/ew/eew/GjWMBH8OBwfLdU2yzio502mNXfle9H1d/fGAw6rCIlLQpbMm1nMO1nMMmfMMhPMnBPMVwxlJG/PYq7amj74zPOJvPOJvrAZhOf97gB7zDTnzAED5gCHPpHdVLaZOU4OSBmZUBVwCHAxsDE4DL3P2JSCtWoLLRcmMGvmAhTJxIn+efhxdf5BEm8j3eZ6vY+fNfN72Pz9mS5xnJc+xHNXuwtDq4L9TVCblNU3Vt6S8ZESl8s+gbttecQkdW8QPeYB9eZF9eYEfG0Y6GH/TNmMFmzOBIHq4v+4ZNeJ/v8SHbM5HBTKKCyQxiDr2B/DXnNtZCkknLSfL/wlzEaC0lODlmZh2AZ4EfALcBU4GjgcfN7Ah3fzTC6gFQU1PDiBEjii/e8uUwYwZMn95w+vxzZjERugc32PtOuPoRTexqDe3psOMOsOuuHHH9LrzOLsyib+Z1zIMJE2ogaWyPUooXVcx8KvVjWGrHbzWdeIXhvMJwLuQyujOfi/Y+i6X/608VNQzjbbqybJ3t+jKLvjzH/jzXoHwRGzKZQUxmEJ+zFTPozwz6M5NyZtCfRXQjOQHK9980398T2aAEJ/eOBXYFznD3mwDM7G/A+8C1ZvaEu69tagfZ7osS2ycE+62pqcnK/ppryWg6ntPFVtCNRVSwiO/bAg5iLtwxJ7gTcGyaPZsPX5rD9j2/gW+/TbGfQJ8m6rqG9nzCd9n++B1gh2DqNmJHlr7TFYBHr2/da03+RbJsWdP9fbLtk08yP36FHC+qmPlU6sew1I/fAjbmwSXzeYt7AGjPGrbnQ77Pm3yP9xnCB2zHR6zP8pTbd2MxOzKeHUl9g6kllDGD/nxDX+bSi7n0ovMLL9CZ7sylF3PozVx6sYDuLGZDltOFbLcI/fe/NVxwQVZ3WS9XrTpKcHLvJ8BC4J+xAndfbmY3AX8jaNl5LaK6rcsd1qwJptWr41PyfFLZXqyC/y4LWlWWhY/h87+wnPVZRheWw3HLOH/8eNh77+AGlAsXMptFdGMRnVm1bn1+vm7R9gCN5zb1VtKJyQxi0SbzGDvrJCYymAlsw8dsy0rWw++Or7vuby0RkfSspQPvUcl7VNaXtWMtg5jMED5gGyYwiMlUMIlBTGZDljSxN9iAWr7Lp3yXT+OFXwGcmnL91XRgMRuyiG7rPC5jfZbTpX5Knk+cVtKZ1XRkNR0ZsGwJ85jMajqyhg4NHmPP8Q7k81Rbc5Tg5N7OwFvunvzt/Wr4OIykBGfLVatg6FDefdepHFLH+zhsVxckH3WNP06d6hjO5uXrLpszx+ndIz6/AKcddbCB8/Cy5bD++qxeHrxN0/E/gENSL/tD4sx9sAvArFn1Rel2u1tNB2ZSznQ2Y/ix/bn8/s2YzmZMY3MmMphpbE4d7Tlw6EGMHn35Otsn95Fpza+IxkYVbc36ItJ21NGeiWzNRLZOWuL0YXZ9wjOAqeEJqhmUM5P+zGi05acxHVlDD+bTg/nZewEfAVQ0vU47WEUH1tCBtbSnjnZpT9m4jEMJTg6Z2QZAD+DLFIunho/rXFzcxR3efTfI/T8IL1P+uPl4A2JPZq67rDeQOBDnRrEntbA+wPLldGw+RE6toiML2YhFdGMhG9U3vc6hN7PpU/98Dr15b2Zv1ivfhDqC0YH9Prjg/ohfgIhIqxmz2YTZbMJr7JZiubMx8+nPDPowOzxBNZch/W5m9dd71M/3Yi7dwtbw9Zq5cWgudWRN2j+Us81cl3jkjJn1I2hIHOXu5yYtaw+sAe529xOTlq0AmuyX04i5tOjkzTq6AfkcPrnU4/UkveOQrlL/e0YRU8ewuOPl+/hB6f9N043Xk/QG7Wvv7uulsV09teDkVlMnJmKjSK9zg6JMD6qIiEhbp1s15Fas51iqcfs3SFpHREREskQJTg65+2JgPin62QCbh49T81YhERGRNkIJTu69CQwzs05J5bHeZG8lb2Bml5iZm9k6p6rMbCsz+6+ZzTezxWb2rJnpvgERM7NNzOx2M/vKzFaZ2Uwzu8XM1rkjro5hYTKzMjO7MTyGy81snJkdGnW9JDUzG2RmD5nZnPAzN8XMrjSz9ZPWG2pmL4eftfnhNv2jqrekZmb3mNmsFOVpHz91Ms4xM/s/4F7gVHe/NSzrArwHrAds5e5rEtbfBngX6AR0cfcVCcv6A+MJ+vb8g6Aj8inhuju6+xd5eVHSQHgrjveArYDHgHeA7xIM8vglMMzd54fr6hgWoHDE8WrWHXF8CFAQI45LnJmVEwyW2p3g/+tnBENuHEbwo3KEu680s0qCITnmArcDGxJ83uYDlbHPpUTLzPYBXgBmu/smCeWZHT9315TDiaAT8WvAauAm4DyCD2YdcGjSuu2AGsDDab2k5XcSXHn1vYSy7wArgfuifq1tdQLOCo/XpUnlPwnLr9IxLOwJOCE8VqcnlHUBJhIkO+2jrqOmBsfr+vB4/Syp/Hdh+a/C+WqCK382TVhnr3Cdy6J+HZocgpFKpoTHZFbSsoyOX+Qvri1MYdZ5MzALWE7wC//gFOudTvCL/oPkBIfgireFwDMptnsUqAU6R/1a2+IEPBket24plk0HxusYFvYEjAYWAJ2Sys8IP4u7Rl1HTQ2OywfAHKBdUnnn8MfkowTDf9UBt6TYfjzwedSvQ5MDjCK42GZSYoKTjeOnPjh54O6L3f00d9/E3bu4+07u/lTiOuGpi8uBGwlOdyTbmmAcgldSLHsV6ApZGfxRWs+BN9091RgRywhOP4GOYSFryYjjUjhWA9XuXpeifDXBZ24Ywangxj5vW5rZxjmtpTTJzIYStIBfCHydtDjj46cEp3DcQvDr/o+NLI9didWqUZEl99z9UHffJbnczH4ADAY+DIt0DAtQuiOOS3TcfUd3PzLFoiMJTi1+iD5vBS3s93Y7wQ/6G1OskvHxU4JTAMzsSOAggo7ItY2sFhs3J9XypsbbkQiY2Z7A4wT9ba4Li3UMC5OOSwkws58QdBCvBf6Ojmuh+y2wLXCyu6cauT/j46cEJ2Jm1h24AXjE3Z9uatUmljU6KrLkl5n1M7P7gJcIWgV+4e7jYoub2FTHMDo6LkXMzCrM7BngobDox+4+Ax3XgmVmWwJ/Aq5z9/cbW62JXbTo+CnBid4ogsvFf93MehoVucCZ2c+ATwkuD/8I2MXd70xYRcewMOm4FCEza2dm5xOcjtqfoF9Gpbs/F66i41q4/kFw0c3FTayT8fFTgpMDZtYzHKivuWlH4KcEpzDam1l5OL5DbKCqTcMyI34eUqMi50ErjuGAcP0bCM4n1wG/AnZw97eTdqtjWIBcI44XnbD/xiMEF2Z8C/zE3Xd390kJq+nzVoDM7EcEl3r/Bdg44XuvM9AunO9HFo6fbraZGwsIxjZpznbh48WkzmQ/Dx+7E7QMLAJ2TbHebgSXn3/UmkpKk1p6DL8ys+OBMwnGNzrQ3ZOvBojRMSxcbwJVZtYp6UqqRkccl0j9ATgceJHglFSqKxjfJrzEH/h30rLdgKnuPientZRUYqMQ397I8hkE/ycHk+Hx00jGETKzPsBOKRadRZDhHk5wyeNz7r7GzG4nGJCs0t0/CvfxHYIv1kfc/f/yU3NJZGbjCS7vrnD36c2sq2NYgFo74rhEx8zaEZzecILj0uhpCjP7H7Aj8B13/yYs25Ogj9xf3L2xq1YlR8xsC1IPh3EFUA4cB6x29+czPX5KcAqQmd1F8CWY6lYN7xKcBvk7QSesXxK0xA1196l5r2wbZ2adCca6mQlc08hqX7n74+H6OoYFyMzaA2MJxsP5B8GvyKOB7YHD3f2JCKsnCcxsK2AywY+COxpZ7VN3f8nMdiAYHf4bghaD7gSft7kEn7eFeaiytICZjQG29oa3asjo+CnBKUCNJTjhsgrgWmB4WPQqcO2clS0AAA7WSURBVI67f5rXSgoAZrYpQXLTlLHuPiJhGx3DAmRmGxL8ivwRwYCMHwOXJA/KKdEys10Ibn/TlLvd/cRw/Z2BKwkGjlsJPE/wefsql/WU1kmV4ITlaR8/JTgiIiJScnQVlYiIiJQcJTgiIiJScpTgiIiISMlRgiMiIiIlRwmOiIiIlBwlOCIiIlJylOCIiIhIyVGCIyIiIiVHCY6IiIiUHCU4IiIiUnKU4IiIiEjJUYIjIiIiJUcJjoiIiJQcJTgiIiJScpTgiIiISMlRgiMiIiIlRwmOiIiIlBwlOCIiIlJylOCIiIhIyVGCIyIiIiVHCY6IiIiUHCU4IiIiUnKU4IiIiEjJUYIjIiIiJUcJjoiIiJQcJTgiIiJScpTgiIiISMlRgiMiIiIlRwmOiIiIlBwlOCIiIlJylOCIiIhIyVGCIyIiIiVHCY6IiIiUHCU4IiIiUnKU4IiIiEjJUYIj0gwzu9jMPJxGRF2fQmZmdyX8rZqa1prZfDN7y8z+YmblUdc928xsRJTvm4TYF+c7dibMbEAj75mz8lyPQxupx4h81kPSpwRHRKLQDugODAP+AHxqZj+OtkpSbMysm5ntEk7dWrhNdzObZ2azzKws13WU6HSIugIibVn4a7A6nN3D3cdEV5usOxGY3ciyjYEBwPHAYKAMuN/Mprr7O3mpXZEr8fdOzF+BF8Pnn8YKzawrcB3Be6xjWLzGzO4BznL3JU3s8wKC998p7l7bxHo1wP7h8+2Bq1pde4mUEhwRyZWx7j61qRXM7AqCL6pfE3xR/Qk4KPdVK33ublHXIQs+cvfnEgvMrAvwErBz0rodgJ8C3zOz3d19afLOzGwAcDpBsnR7U4HdfQ7wXLjdijTrLxHSKSoRiYy7O3A+sDws2svM2kdYJSl8FxIkNyuBc4BNgL7Ab4AVQCVwUSPbXg50Bs5z97W5r6pESQmOiETK3ZcDn4Sz6wE9I6yOFDAzM+Dn4ey57n6tu89291nufh1wbrjspHDdxG13Ao4Cxrj7U/mrtURFCY5IFphZfzMbZWYfm9kSM1tqZpPN7DYz2yHF+ieamRPvQwFQHV6lMTVvFS8cqxKer3NqIaa1f+ekbfuY2SVmNs7MFpnZajOba2YvmtnxyV+ISdtuZ2Z/N7NJYcxaM5toZrea2batfbEtvcIq1Xotfe+05CqqdF5XUp3KwrLDwr/jbDNbZWbTzOxfZlbRmr9LC/QGeoXPH0ix/MHwsRfrJsrXhI/nIm2CEhyRDJnZscBnwG+BbQg6zK4PbEXwa3OcmV0QXQ0LW5hYbBXOft1Yx89M/s5mtidBv4sLgaHAhgR9NnoCewN3A0+ZWacU2/4ReA/4JTAojNkVqABOAd4vxuObpddlZnYL8BjB37E3QV+qzYCTgPfMbLcsVjsxEd4wxfLEq6LWJFTyh8Bw4N/uPi6L9ZECpk7GIhkws8OAewED5gC3Ae8S/Hj4PnAywT/iy8zsa3e/M9z0RYIrNBKvzjgP+JB4f5SWxD8f+D+CTrqrgbOAKqAbMAt4BrjS3aen/ypz7mjiv8pvS7VCBn9nzGwTgi/gbgRfeg8RdFJdAGxB8AU/GDiQoB/HlQnbng1cGs4uBf4JvBHOfz/ctmsYd6m7X5/uH6EVMn7vZPF1/Rb4FfA+cAcwk+DquFOJJ013mdlWYX+rjLj7AjP7DNiaoEP6iUmr/DF8nOzuCwDMrAPB32klwRVU0la4uyZNmpqYgIsBD6cRCeUbAXPD8reAHim23Rz4PFxnLrB+0vIRqfbdirrFtq1OeJ48zQF2ytPf6q6EuAOaWK8z8S+p5eH6Y4EuKdbN6O9M8CUcq9NPU2zbnSAZdIKrdmLlmxF0WnXgG6AixbaDE7ZdDpS35Ni29Lhnso+EZRcnlWfzda0F7gPaJ22/HvBxwnrfbcV7aEDCdiemWH5cwvIXgRMIhht4LqH8pIT1TwnLrsngfd2i46WpsCadohJJ388ITnGsAn7i7vOSV3D3aQQdGz1c95Ac1WVEWI9rCFpwdgOuJ2ix6AU8bGYb5Ch2Y760RkYyJviC/ZQgeewE3Agc4EGH42SZ/p0T+4E8lGLbBQStD2OBGQmLTiFIxAB+5e6TUmw7ETgjnF2PeAfYQpbN1/UN8AtPuiLJ3VcQvP9iepEl7n4vcG04uzdBUn03MDIsu8nDFrywj9DFwHzgL9mqgxQHJTgi6TssfBwbfsGm5ME5//Hh7L45qksdwZf/79z9DXd/zd3PJhgXBIJfxaflKHamFgDveYpxS0KZ/p0XJzzfnxTc/QJ3H+HuB6RYdzrwZGNxgUcJvugB9mtivUKRzdd1j7sva2TZlITnWR2Tx93PIXhfvEJwim0p8DpwpLufkbDqeUAf4FJ3X5jNOkjhUx8ckTSYWTtgx3B2rZk198UW+/LePkdVut/d1/mycvd7zeynBC08xwNXmtmfaXyckFR+7u53pFGnE2l8JOPOBJ2DTwS2Bf5lZt9x998lrpSlv/N/CcZLAXjIzB4GHia4XHhBqp2E/TZiVxG96u6N9h9x9zozex04gmCQOWtq/Sjl4HU11WG3LrPaNs3dnwCeaGy5mfUj6FM1BbglobyMIPE5iuB03XzgeeASd5+SYldSpJTgiKRnI+LN/PvR8l/u/XJTHV5uYtnDBAnOYDPrCHxBcEomUSWwA/AaMDFpWWNJSnNaMpLx3whaEfYHzjGz29x9csIqGf+d3f3V8GqgSwlarY8KJzezCQSnpp4GXkw41bIR8f+PLemgHWtZ6gxsQMNWo0KS7deVMkEsEJcSdHI+391XAZhZL4LPSuIl8JsQ9OM51MwOdPfX815TyQklONKmmdnW4dPV7v5FKzbtkmbIVJe25lrsV2k7oKe73wPck7hCOFbKDsDd7t7kEPbZ5O6rzexKggTHwsfEBCcrf2d3v9zMHiO4uudQ4P/bO7sQq6oojv//NFR+FGOlDY41o1iRZJYQVFqMGEL2Ej70lKCZT0JQBMUQMoUgJpQvRYKUZpiEJL0lpH34QRFRUmmaZGRCTSb1FGq5elj7cPc9nHvmzsw592v+P9ice8/ea3+dc+9ZZ3+sdVMo744Q1gH4keQaMzuIilIFVG9NrkVsyn8SWlfBKbpdrTpSNR8+OviFmb0XRb0Nv97D8MXnhwHMAbARwD0A3id5q5n93dgaizLQGhwx0Tkewv6cNFm/k/iPfoOZsc4wpdDa10f8ItOKf9xfR59np+IK62cz+8HMnjKzm+FbmNfAF6cOhyS3ANgXlN64n6bV0Ybu6HORfTy5wLyA1mlX2WyG/26TqUmQXAgfAbwEYJmZvWNmp81sP4AlAE7D7fg8kZGfaEOk4AjhXJ0TF+8+ugQA5t6Kk9086YdyqzEvHH/OWRDaNKza8/PUjLjC+9nMTpnZm2a2CkAvKjtsJgFYZ25s8I9wbn4dWSZrfobDDqKiKPTeaqF2lQbJh+A7qvaa2aEoanE4HjKzo7FMWOC+M3xdVH4tRSOQgiMmOskIwQyStZSc26LP56LPyVz9MpLx0H8VJCeTPEzym2BgrWGERborw9d28L+TtdtmXP1M8gDJQyRfzZIzs3/N7AVURijmhGNi+O4BkjfmlNsL35of13U0dOfEleFZvVHtajjhft8MN4/wfCo6GQ3LtJSNynqiqTXiRZshBUdMdL4NRwJYkY4k2Q3gwfD1PKrXh+wIx+kABnPKeA7+oFgQlVc0j4cFxGnWw9/ULwDIfMC3CIlZ/aw1N+Pt5174W/lakpmOPMN1ThTcZIQjeaPvQsWPURavAEg8oO/ISRcTj4YM1KjTUlRsuxRJme1qNisB3AVga4Z9n2SN3f3heqd5JBy1k6pDkIIjJjrxYttNJBckX0heC+AtuMl6ANhmZvHW1w9QeRteT3JjkEnkryH5Eipbsj83s49y6jIeY2hLARwMTg/vJLmc5B64pWAAeNbMTo8j/7JJ3p7nZsSNt5+T7fNTAOwKrhsQyd8N30p+VSr9XgBfhs8rSW4leV0kdwPJ7QAeC6eOoP5RshOoKHXr6A40GfIlyRVwOzTDtTJIMZp7p8x2NQ2SkwBsgI/KvpiR5EP4fXY93FzA9CDXRXIT3GggALzbgOqKRlCEOWQFhXYN8LfY/ah2bXAC7lvnn+jcUQBTMuT74YsTk3QX4Cbqj6XkzwCYkyF/e5TmHPzhunMU9U9kL6faEJvSH6wjn6GQ/slx9uf2qOz+Uch9FbVjcZH9DLds/EuqT06Fa/p7qr92p2TnhjyT+Iuh3O/g67GS8z8B6EvJDkTxAxltei1V9nn4guthVFwkLKqVx0j3ThQ3lFF2ae0abboa17qmq4YcucEgU/N+R7WbhwsAvodPTSbnthXZFoXmhqZXQEGh2QE+LfJ6+JPPUhB2AejOke8JabKUjP8A7AEws4YsUe1Dx+CLgeuteyLzDICX4cPwF+EWaHejTh9UaL6Cszl+WJfQz30Z/RyHP+FrNq7IkJ0FH03Jkrsc6tSTIZf7UIR73X4j1D2d7yn4tuWuWnmMdO9E54Zq9Ekp7Rptugy5/khuVZ0y0+GKyhlk+DNLpV2NaqXG4KNpWwB0FdkWheYGhosnxISH5Az4dtE++PTtWbi12zO5ghX5niA/K8j/CuCzkeTDwsiH4budCOCkuZXWespMfsCrzWx7PTI18hmCT2ettQbawRkLY+3nIDsbwH3wdTlXAvgL/hZ/xIIxuBzZmaHcXviD7iyAA2b229hbA5Dsg08x9sCnV47B77sRLQGP596J8iilXWOFZD98tA6o874meS98C/inZvZxHemnAVgO/62fB7DPcqZwSQ7AHdoCwBIz+2SkMkTzkYIjRBszERUc0dmMRcEpGyk47YkWGQshhBCi45CrBiGEEK3K/MjB6nHL8SZfNGHKemH4WpaTXFEimqISoo0paopKiFYhNUUV87SZbWlgPR6Fb6lPoymqNkFTVEK0PydDEEIIEdAIjhBtDMl5Znas2fUQQohWQwqOEEIIIToOTVEJIYQQouOQgiOEEEKIjkMKjhBCCCE6Dik4QgghhOg4pOAIIYQQouOQgiOEEEKIjuN/Aff4F04A6/YAAAAASUVORK5CYII=\n",
1228       "text/plain": [
1229        "<Figure size 576x576 with 1 Axes>"
1230       ]
1231      },
1232      "metadata": {
1233       "needs_background": "light"
1234      },
1235      "output_type": "display_data"
1236     },
1237     {
1238      "data": {
1239       "image/png": 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\n",
1240       "text/plain": [
1241        "<Figure size 576x576 with 1 Axes>"
1242       ]
1243      },
1244      "metadata": {
1245       "needs_background": "light"
1246      },
1247      "output_type": "display_data"
1248     },
1249     {
1250      "data": {
1251       "image/png": 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\n",
1252       "text/plain": [
1253        "<Figure size 576x576 with 1 Axes>"
1254       ]
1255      },
1256      "metadata": {
1257       "needs_background": "light"
1258      },
1259      "output_type": "display_data"
1260     }
1261    ],
1262    "source": [
1263     "# Jet PT resolution fits/studies\n",
1264     "\n",
1265     "# All jets\n",
1266     "resolution_fit(df, 'Jet.PT', 'Jet.TruePt', 'Jet $p_T$', label=\"All Regions\", show=True)\n",
1267     "\n",
1268     "# Subsets of jets\n",
1269     "barrel_jet = [-0.5, 0.5]\n",
1270     "transition_jet = [0.5, 1.5]\n",
1271     "endcap_jet = [1.5, 2.5]\n",
1272     "\n",
1273     "barrel_results = resolution_fit(df, 'Jet.PT', 'Jet.TruePt', 'Jet $p_T$', \n",
1274     "                                eta_range=barrel_jet, label=\"Barrel Region\", show=True)\n",
1275     "transition_results = resolution_fit(df, 'Jet.PT', 'Jet.TruePt', 'Jet $p_T$', \n",
1276     "                                    eta_range=transition_jet, label=\"Transition Region\", show=True)\n",
1277     "endcap_results = resolution_fit(df, 'Jet.PT', 'Jet.TruePt', 'Jet $p_T$', \n",
1278     "                                eta_range=endcap_jet, label=\"Endcap Region\", show=True)\n",
1279     "\n",
1280     "\n",
1281     "# Resolution vs. Region\n",
1282     "\n",
1283     "core_res_val = np.array([barrel_results['parameters'][1], \n",
1284     "                        transition_results['parameters'][1],\n",
1285     "                        endcap_results['parameters'][1]])\n",
1286     "\n",
1287     "core_res_err = np.array([barrel_results['errors'][1], \n",
1288     "                        transition_results['errors'][1],\n",
1289     "                        endcap_results['errors'][1]])\n",
1290     "\n",
1291     "tail_res_val = np.array([barrel_results['parameters'][3], \n",
1292     "                        transition_results['parameters'][3],\n",
1293     "                        endcap_results['parameters'][3]])\n",
1294     "\n",
1295     "tail_res_err = np.array([barrel_results['errors'][3], \n",
1296     "                        transition_results['errors'][3],\n",
1297     "                        endcap_results['errors'][3]])\n",
1298     "\n",
1299     "region_names = np.array(['Barrel', 'Transition', 'Endcap'])\n",
1300     "regions = np.array([1,2,3])\n",
1301     "\n",
1302     "fig, ax = plt.subplots(figsize=(8,8))\n",
1303     "plt.grid(which='both')\n",
1304     "plt.errorbar(x=regions, y=core_res_val, xerr=0, yerr=core_res_err, \n",
1305     "             color='b', linewidth=3, fmt='bo', ls='none', label='Core')\n",
1306     "plt.errorbar(x=regions, y=tail_res_val, xerr=0, yerr=tail_res_err, \n",
1307     "             color='r', linewidth=3, fmt='ro', ls='none', label='Tail')\n",
1308     "#plt.xlim([0.5, 4.0])\n",
1309     "plt.ylim([0.0, 13.0])\n",
1310     "plt.ylabel(f\"Jet $p_T$ Resolution [%]\")\n",
1311     "plt.xlabel(\"Detector Region\")\n",
1312     "ax.set_xticks(regions)\n",
1313     "ax.set_xticklabels(region_names)\n",
1314     "#ax.set_xscale('log')\n",
1315     "plt.legend()\n",
1316     "plt.tight_layout()\n",
1317     "plt.show()\n"
1318    ]
1319   },
1320   {
1321    "cell_type": "markdown",
1322    "metadata": {},
1323    "source": [
1324     "### Observations: $p_T$ Resolution Study\n",
1325     "\n",
1326     "At least one observation is now possible.\n",
1327     "\n",
1328     "1. The $p_T$ resolution behaves more as I would have expected - the transition region shows a degradation of resolution, with especially larger tails in the distribution.\n",
1329     "2. However, I am still concerned that the endcap region performs almost as well, since here tracking performance is really degrading but nonetheless we still see a comparable resolution to the barrel. "
1330    ]
1331   },
1332   {
1333    "cell_type": "markdown",
1334    "metadata": {},
1335    "source": [
1336     "\\newpage"
1337    ]
1338   },
1339   {
1340    "cell_type": "markdown",
1341    "metadata": {},
1342    "source": [
1343     "## B-Field Strength and Resolution Study"
1344    ]
1345   },
1346   {
1347    "cell_type": "code",
1348    "execution_count": 13,
1349    "metadata": {},
1350    "outputs": [
1351     {
1352      "name": "stdout",
1353      "output_type": "stream",
1354      "text": [
1355       "Processing the 1.0T setting data.\n",
1356       "Processing the 1.5T setting data.\n",
1357       "Processing the 2.0T setting data.\n",
1358       "Processing the 2.5T setting data.\n",
1359       "Processing the 3.0T setting data.\n",
1360       "Processing the 3.5T setting data.\n",
1361       "Done loading data for the study!\n"
1362      ]
1363     }
1364    ],
1365    "source": [
1366     "study_map = {0: '1.0T', 1: '1.5T', 2: '2.0T', 3: '2.5T', 4: '3.0T', 5: '3.5T'}\n",
1367     "datasets = {}\n",
1368     "\n",
1369     "\n",
1370     "for key in study_map:\n",
1371     "    print(f\"Processing the {study_map[key]} setting data.\")\n",
1372     "    data = uproot.pandas.iterate([f\"../bfield/{key}/out.root\"], \n",
1373     "                               \"Delphes\", \n",
1374     "                               branches=[\"Jet*\", \"GenJet*\"],\n",
1375     "                              flatten=False)\n",
1376     "    df_list = []\n",
1377     "    for dataframe in data:\n",
1378     "        df_list.append(dataframe)\n",
1379     "    \n",
1380     "    df = pd.concat(df_list)\n",
1381     "    datasets[key] = df\n",
1382     "    \n",
1383     "print(\"Done loading data for the study!\")"
1384    ]
1385   },
1386   {
1387    "cell_type": "code",
1388    "execution_count": 14,
1389    "metadata": {},
1390    "outputs": [],
1391    "source": [
1392     "# Add auxiliary data\n",
1393     "for key in study_map:\n",
1394     "    df = datasets[key]\n",
1395     "    df[\"Jet.TruePt\"] = df.apply(TruthJetPt, axis=1)\n",
1396     "    df[\"Jet.TrueE\"] = df.apply(TruthJetE, axis=1)\n",
1397     "    df[\"Jet.E\"] = df.apply(JetEnergy, axis=1)\n"
1398    ]
1399   },
1400   {
1401    "cell_type": "code",
1402    "execution_count": 15,
1403    "metadata": {
1404     "scrolled": false
1405    },
1406    "outputs": [],
1407    "source": [
1408     "# Get the jet pT resolution for each B-Field setting\n",
1409     "\n",
1410     "def resolution_study(reco_var, true_var, res_var, show=True):\n",
1411     "    sigma0s = np.array([])\n",
1412     "    sigma0_errors = np.array([])\n",
1413     "    sigma1s = np.array([])\n",
1414     "    sigma1_errors = np.array([])\n",
1415     "    bfields = np.array([])\n",
1416     "\n",
1417     "    for key in study_map:\n",
1418     "        df = datasets[key]\n",
1419     "        reco_x = np.concatenate(df[reco_var].to_numpy()).ravel()\n",
1420     "        true_x = np.concatenate(df[true_var].to_numpy()).ravel()\n",
1421     "\n",
1422     "        delta_x = true_x - reco_x\n",
1423     "        delta_x_rel = delta_x/true_x*100\n",
1424     "\n",
1425     "        fit_range = [-40, 40]\n",
1426     "        nbins = 400\n",
1427     "\n",
1428     "        [y,xbins] = np.histogram(delta_x_rel,range=fit_range, bins=nbins)\n",
1429     "        x = xbins[:-1] + np.diff(xbins) / 2\n",
1430     "\n",
1431     "        popt, pcov = scipy.optimize.curve_fit(resolution_model, x, y,\n",
1432     "                                              p0 = (0, 5, 0, 7.5, len(delta_x_rel)/2, 0.5),\n",
1433     "                                              bounds=([-100,0,-100, 0, 0, 0], [100,100,100,100,len(delta_x_rel),1.0]))\n",
1434     "\n",
1435     "        #print(popt)\n",
1436     "\n",
1437     "        perr=np.sqrt(np.diag(pcov))\n",
1438     "\n",
1439     "        #print(perr)\n",
1440     "\n",
1441     "        sigma0=popt[1]\n",
1442     "        sigma0_err = perr[1]\n",
1443     "\n",
1444     "        sigma1=popt[3]\n",
1445     "        sigma1_err = perr[3]\n",
1446     "\n",
1447     "        sigma0s = np.append(sigma0s, [sigma0])\n",
1448     "        sigma0_errors = np.append(sigma0_errors, [sigma0_err])\n",
1449     "\n",
1450     "        sigma1s = np.append(sigma1s, [sigma1])\n",
1451     "        sigma1_errors = np.append(sigma1_errors, [sigma1_err])\n",
1452     "\n",
1453     "        bfields = np.append(bfields, [float(study_map[key].replace('T',''))])\n",
1454     "\n",
1455     "        bias=popt[0]\n",
1456     "        bias_err=perr[0]\n",
1457     "\n",
1458     "        sigma_text=f\"{res_var} resolution: {sigma0:.2f}$\\pm${sigma0_err:.2f} %\"\n",
1459     "        bias_text=f\"{res_var} bias:       {bias:.2f}$\\pm${bias_err:.2f} %\"\n",
1460     "        print(sigma_text)\n",
1461     "        print(bias_text)\n",
1462     "\n",
1463     "        # Tail Model Width\n",
1464     "        fig, ax = plt.subplots(figsize=(8,8))\n",
1465     "        plt.grid(which='both')\n",
1466     "        plt.hist(delta_x_rel, range=fit_range, bins=xbins, color='b', linewidth=3, \n",
1467     "                 label=f'Simulation ($B_z=${study_map[key]})')\n",
1468     "        plt.plot(x, resolution_model(x, *popt), color='r', linewidth=3, label='Model')\n",
1469     "\n",
1470     "        plt.xlim(fit_range)\n",
1471     "        plt.ylabel(\"Jet Candidates\")\n",
1472     "        plt.xlabel(f\"{res_var} Resolution [%]\")\n",
1473     "        #ax.set_xscale('log')\n",
1474     "        plt.legend()\n",
1475     "        plt.tight_layout()\n",
1476     "        plt.show()\n",
1477     "        \n",
1478     "    # Core Model Width\n",
1479     "    fig, ax = plt.subplots(figsize=(8,8))\n",
1480     "    plt.grid(which='both')\n",
1481     "    plt.errorbar(x=bfields, y=sigma0s, xerr=0.25, yerr=sigma0_errors, \n",
1482     "                 color='b', linewidth=3, fmt='bo', ls='none')\n",
1483     "    plt.xlim([0.5, 4.0])\n",
1484     "    plt.ylim([0.0, 4.0])\n",
1485     "    plt.ylabel(f\"{res_var} Core Resolution [%]\")\n",
1486     "    plt.xlabel(\"Solenoidal Magnetic Field Strength $B_z$ [T]\")\n",
1487     "    #ax.set_xscale('log')\n",
1488     "    plt.tight_layout()\n",
1489     "    if show:\n",
1490     "        plt.show()\n",
1491     "\n",
1492     "    # Tail Model Width\n",
1493     "    fig, ax = plt.subplots(figsize=(8,8))\n",
1494     "    plt.grid(which='both')\n",
1495     "    plt.errorbar(x=bfields, y=sigma1s, xerr=0.25, yerr=sigma1_errors, \n",
1496     "                 color='b', linewidth=3, fmt='ro', ls='none')\n",
1497     "    plt.xlim([0.5, 4.0])\n",
1498     "    plt.ylim([0.0, 20.0])\n",
1499     "    plt.ylabel(f\"{res_var} Tails Resolution [%]\")\n",
1500     "    plt.xlabel(\"Solenoidal Magnetic Field Strength $B_z$ [T]\")\n",
1501     "    #ax.set_xscale('log')\n",
1502     "    plt.tight_layout()\n",
1503     "    if show:\n",
1504     "        plt.show()\n",
1505     "\n",
1506     "#print(sigma0s)\n",
1507     "#print(sigma1s)\n",
1508     "#print(bfields)\n",
1509     "\n"
1510    ]
1511   },
1512   {
1513    "cell_type": "code",
1514    "execution_count": 16,
1515    "metadata": {
1516     "scrolled": false
1517    },
1518    "outputs": [
1519     {
1520      "name": "stdout",
1521      "output_type": "stream",
1522      "text": [
1523       "Jet $p_T$ resolution: 1.62$\\pm$0.03 %\n",
1524       "Jet $p_T$ bias:       0.48$\\pm$0.03 %\n"
1525      ]
1526     },
1527     {
1528      "data": {
1529       "image/png": 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\n",
1530       "text/plain": [
1531        "<Figure size 576x576 with 1 Axes>"
1532       ]
1533      },
1534      "metadata": {
1535       "needs_background": "light"
1536      },
1537      "output_type": "display_data"
1538     },
1539     {
1540      "name": "stdout",
1541      "output_type": "stream",
1542      "text": [
1543       "Jet $p_T$ resolution: 1.52$\\pm$0.03 %\n",
1544       "Jet $p_T$ bias:       0.48$\\pm$0.03 %\n"
1545      ]
1546     },
1547     {
1548      "data": {
1549       "image/png": 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\n",
1550       "text/plain": [
1551        "<Figure size 576x576 with 1 Axes>"
1552       ]
1553      },
1554      "metadata": {
1555       "needs_background": "light"
1556      },
1557      "output_type": "display_data"
1558     },
1559     {
1560      "name": "stdout",
1561      "output_type": "stream",
1562      "text": [
1563       "Jet $p_T$ resolution: 1.62$\\pm$0.03 %\n",
1564       "Jet $p_T$ bias:       0.47$\\pm$0.03 %\n"
1565      ]
1566     },
1567     {
1568      "data": {
1569       "image/png": 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\n",
1570       "text/plain": [
1571        "<Figure size 576x576 with 1 Axes>"
1572       ]
1573      },
1574      "metadata": {
1575       "needs_background": "light"
1576      },
1577      "output_type": "display_data"
1578     },
1579     {
1580      "name": "stdout",
1581      "output_type": "stream",
1582      "text": [
1583       "Jet $p_T$ resolution: 1.67$\\pm$0.04 %\n",
1584       "Jet $p_T$ bias:       0.48$\\pm$0.03 %\n"
1585      ]
1586     },
1587     {
1588      "data": {
1589       "image/png": 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\n",
1590       "text/plain": [
1591        "<Figure size 576x576 with 1 Axes>"
1592       ]
1593      },
1594      "metadata": {
1595       "needs_background": "light"
1596      },
1597      "output_type": "display_data"
1598     },
1599     {
1600      "name": "stdout",
1601      "output_type": "stream",
1602      "text": [
1603       "Jet $p_T$ resolution: 1.64$\\pm$0.03 %\n",
1604       "Jet $p_T$ bias:       0.55$\\pm$0.03 %\n"
1605      ]
1606     },
1607     {
1608      "data": {
1609       "image/png": 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\n",
1610       "text/plain": [
1611        "<Figure size 576x576 with 1 Axes>"
1612       ]
1613      },
1614      "metadata": {
1615       "needs_background": "light"
1616      },
1617      "output_type": "display_data"
1618     },
1619     {
1620      "name": "stdout",
1621      "output_type": "stream",
1622      "text": [
1623       "Jet $p_T$ resolution: 1.67$\\pm$0.03 %\n",
1624       "Jet $p_T$ bias:       0.52$\\pm$0.02 %\n"
1625      ]
1626     },
1627     {
1628      "data": {
1629       "image/png": 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\n",
1630       "text/plain": [
1631        "<Figure size 576x576 with 1 Axes>"
1632       ]
1633      },
1634      "metadata": {
1635       "needs_background": "light"
1636      },
1637      "output_type": "display_data"
1638     },
1639     {
1640      "data": {
1641       "image/png": 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\n",
1642       "text/plain": [
1643        "<Figure size 576x576 with 1 Axes>"
1644       ]
1645      },
1646      "metadata": {
1647       "needs_background": "light"
1648      },
1649      "output_type": "display_data"
1650     },
1651     {
1652      "data": {
1653       "image/png": 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\n",
1654       "text/plain": [
1655        "<Figure size 576x576 with 1 Axes>"
1656       ]
1657      },
1658      "metadata": {
1659       "needs_background": "light"
1660      },
1661      "output_type": "display_data"
1662     }
1663    ],
1664    "source": [
1665     "# pt resolution study\n",
1666     "reco_var = 'Jet.PT'\n",
1667     "true_var = 'Jet.TruePt'\n",
1668     "res_var = 'Jet $p_T$'\n",
1669     "\n",
1670     "resolution_study(reco_var, true_var, res_var)"
1671    ]
1672   },
1673   {
1674    "cell_type": "code",
1675    "execution_count": 17,
1676    "metadata": {
1677     "scrolled": false
1678    },
1679    "outputs": [
1680     {
1681      "name": "stdout",
1682      "output_type": "stream",
1683      "text": [
1684       "Jet Energy resolution: 1.81$\\pm$0.03 %\n",
1685       "Jet Energy bias:       0.90$\\pm$0.03 %\n"
1686      ]
1687     },
1688     {
1689      "data": {
1690       "image/png": 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\n",
1691       "text/plain": [
1692        "<Figure size 576x576 with 1 Axes>"
1693       ]
1694      },
1695      "metadata": {
1696       "needs_background": "light"
1697      },
1698      "output_type": "display_data"
1699     },
1700     {
1701      "name": "stdout",
1702      "output_type": "stream",
1703      "text": [
1704       "Jet Energy resolution: 1.82$\\pm$0.03 %\n",
1705       "Jet Energy bias:       0.93$\\pm$0.03 %\n"
1706      ]
1707     },
1708     {
1709      "data": {
1710       "image/png": 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\n",
1711       "text/plain": [
1712        "<Figure size 576x576 with 1 Axes>"
1713       ]
1714      },
1715      "metadata": {
1716       "needs_background": "light"
1717      },
1718      "output_type": "display_data"
1719     },
1720     {
1721      "name": "stdout",
1722      "output_type": "stream",
1723      "text": [
1724       "Jet Energy resolution: 1.90$\\pm$0.03 %\n",
1725       "Jet Energy bias:       0.95$\\pm$0.03 %\n"
1726      ]
1727     },
1728     {
1729      "data": {
1730       "image/png": 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\n",
1731       "text/plain": [
1732        "<Figure size 576x576 with 1 Axes>"
1733       ]
1734      },
1735      "metadata": {
1736       "needs_background": "light"
1737      },
1738      "output_type": "display_data"
1739     },
1740     {
1741      "name": "stdout",
1742      "output_type": "stream",
1743      "text": [
1744       "Jet Energy resolution: 1.93$\\pm$0.03 %\n",
1745       "Jet Energy bias:       0.91$\\pm$0.03 %\n"
1746      ]
1747     },
1748     {
1749      "data": {
1750       "image/png": 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oZppacEREGqnrrruOzz//nOnTp3PzzTfTq1cvXn75ZS666CIOP/xw5s+fX+v1xx13XEVyA1R0e1xwwQV7HduyZUtSdV2xYgWPPvpolWPRe1Z/pL0m06dPZ/v27YwdO7YiuQE45ZRTGDBgANOmTatS/uCDD67SbdatWzfy8/PZvHlzjTHKyspo2bIlHTp0iHu+Y8eOdOrUiUMOOYTvfe97tG3blgceeCCh+jeEF198kcMPP5wpU6Zw5plnMnbs2FrLn3vuuTz66KP88Y9/5Jvf/CZXXnkls2bN4sADD2TcuHGh69GpUydatGhRMYg5GyjBERFpxFq0aMHQoUO59957ef/99ykrK+Pyyy+nrKysxlaKqI4dO1bZb9KkyV7Ho8eS1axZM1577TVuu+02zj77bA477LCKeVcStWjRIgCOOOKIvc4dccQRe/1y7dev317l6vo8q1at2uvnEqu4uJji4mL+8pe/8Otf/5ru3bvz1a9+tcoTV3VZvHgxzZo1S2ibMGFC3HuUl5dzzjnnMGrUKNasWcM999zDyy+/TNOmTWuNPWHCBC6//PIqx/bbbz8uuugiPvvss6Tm/enQoQMrV64MfX2qqYtKRKSR2bBhAzfccAPnnHMOw4cPr3KuV69ePProoyxfvpxXXnmFjRs3st9++zV4nWprhdm8eTMDBgzgv//9L6NHj2bYsGHccMMNLF26lG9/+9v1jmVxZkts2rQp7l7lWMuWLet9b2Cv+8SqPsfMd77zHXr37s1zzz3HFVdckdD98/Pz+eCDDxIq27Vr172OrVmzhquvvppFixYxbNgwHnvssaS7yKJPVZWXl4e+R7zvJZOU4IiINDKtWrXi2WefZdu2bXslOFG9evUCUtcCE6t6ArBp06Za/3IvKSnhww8/5K233mLIkCEVx//4xz/WK27v3r2BYOxQz549q5ybN29exflkdO3alfXr1ydcPi8vj969e7N8+XKAKmOVtm7dSsuWLVmwYAH7779/xTXNmzeP+xRUoi6//HIWLVrEhAkT+PGPf5zwde+99x4//elPufbaaznhhBOqnFu8eDFNmjSpc2B6bdatW5dV8+AowclCmzZtYsSIEXHPFRUVUVRUlNJ45eXlaZ0vQ/EUL/0xB6eoJqlR/bOE+XzHHnssL7zwAgMHDuSoo46qcm7dunU8++yzHH300RWPYa9fv74iTnl5Odu2bWP16tVV4kYfOf/Xv/5V0R0UtWzZMkpKSnB3Zs+ezZtvvlnRHfL000/j7lXuF3v/devWAcEv0ej53bt3V4xdibZmfPLJJ0CwDEE0yYitd+vWrWnevDm33norLVq0qHhyaebMmcyaNYtRo0bV+vmq1yuebdu2sX37dqZOnUq7du0qjq9YsQLY+7v73//+x9y5cxkwYEDFuRdffJHdu3dz+eWXc8455zB37twq16xYsYLRo0fHjV/dBRdcUDFZIwStdy+99BIDBgzghBNOqNd/Nxs3bmTq1KksWLCABx98sOL7W7duHb/61a8oLCzkvffe2+u66GdftGhRjfE2bdrEjh072Lp1a8J1Ki0tpbS0tKbT7RO6SS2U4GShdu3a8eqrr6YtXklJSa1Teyue4mUyXqZiNqTqnyXM53vmmWf4+te/zg033MAZZ5zBMcccQ8uWLfnss8/4wx/+QNOmTXnhhRf40pe+BFAxaHbw4MGUlJTQqlUrOnfuXCVuNNE47rjj9moN6dGjB4MHD+a0007jscce46677uKUU07h3//+NyUlJRx99NFV7hd7/wULFvDUU09xzz33cNFFF7Ft2zZefPFFWrduDcCbb77JsGHDKhK1efPm0b17d4YPH16l3hCMIbnlllu49dZbOf3001m+fDlPPPEEPXr04NFHH6Vz5841fr7q9Yqnd+/eTJw4kTZt2lQp89RTTwFBAhR9/eSTT/jFL35Bs2bNuOSSS6qUv+uuuygoKOCee+7ZK8bOnTsTXl+rc+fOVR77fuONN9izZw95eXnMmzcv7jUXXngh7dq1Y+bMmcycOZOTTz6Zww47DIBbb72V8ePHc8stt3DmmWeyfv16nn32WcyM5557jkMPPXSv+0WT3d69e9f4c5s+fToQtC4lOolgbf/Nm9mGhG5SCyU4IpLzahlSEVdJSQlDhgwOdW269O3bl7lz53Lvvffyyiuv8Nprr7Fnzx4OOuggRo0axdixY/fqxkmFe++9l127dvHKK68wc+ZMvva1r1FSUsI111xT4zX9+vXjhRdeYMKECUyYMIGePXty9dVX873vfY9hw4ZRUlLCJ598wv/93/9x7LHH8thjj7F48eK43W/jxo2jS5cuPPzww9x55520a9eOc889l3vuuafW+V8S1bt3b/r27cu7777L0KFD9zofrZOZ0alTJwYNGsQdd9xR0UoF8NFHH/HII4/EbQ2BoIsqmnDU16pVqwD4+9//zt///ve4ZUaMGEG7du147bXXuOOOO3jyyScr4t1+++1069aNxx57jLvvvrtikPpPf/rTKk/U1desWbPo169fdq3d5e7asmwrKCjwdCouLlY8xcvaeJmIWVxc7EFqk7546aR4tbvjjjt8wIABoWLu2rXLjz32WH/iiSeSqkOi8dKlrnjHHHOM33333SmLB8z2JH+X6jFxERGRGN///vf58MMPWbBgQb2vffjhh5k1axY33XRTRffSW2+91QC1zB4LFizgww8/5NJLL810VapQgiMiIhKjW7duXHnllTz44IP1vnbMmDEVA66j20knndQAtcweDzzwAFdccUVWPUEFGoMjIiKylwkTJnD00UezZMmSBhnLlCuWLFnC66+/zocffpjpquxFCY6IiEg17dq1S9sK4Y1Zz54995pSIFuoi0pERERyjhIcERERyTlKcERERCTnKMERERGRnKMER0SkmjlzMl0DEUmWEhwRERHJOUpw6mBmz5jZijjHB5jZW2a20czWmtkfzCzuIhxmdo2ZfWpmW83sv2Y2zsyaNnztRURE9k1KcGphZv8HnB/neCHwNtAXuA94HBgOvGNmnaqVnQg8DCwEfgLMBe4BftaglRcREdmHaaK/GphZG+DXNZx+ANgFfM3dP4+U/yswHRgD/ChyrA9wE/Ciu4+KXHu/mT0LXGFmv3D3TxvwY4iIiOyT1IJTswlAF6DKamtm1hX4OvB8NLkBcPc3gfeA82KKn0vwM76/2r3vixwfhYiIiKScEpw4zGwAcB3wY2B5tdMDASPooqruHeDgmG6qrwJbgNmxhdx9LrA+ci8RERFJMSU41ZhZM4IxNe8Dj8Qp0ifyWhbn3KJqZfoAS9x9T5yyi2PKiYiISAqZu2e6DlnFzMYCdwHHuvsHZlYCHObu3SLnbwXuBo5094+qXXspQXI0xN1LzGw+sMHdj40T5x3gIHfvXf1c165dvWPHjvWu+4gRIxg5cmS9rysvLycvL6/e14WleIqX7TFXrixn2bIg3oABDR8v17/DXI+XiZiNJd7UqVN59dVX633d/PnzF8f7/Vgv7q4tsgEHE3Qp3RdzrARYEbN/G+DAEXGuvyxybmhkfwEwq4ZYM4Cl8c4VFBR4OhUXFyue4mVtvEzEnDSp2MEd0hMv17/DXI+XiZi5Hg+Y7Un+TlcXVVW/BlYA42spsyny2i7OuXbVymyqoVy07KYazomIiEgSlOBEmNk5wFCC7qdOZtbDzHoALYEmkf18KsfexBs/0yvyuijyWgb0rD6pn5kZ0DOmnIiIiKSQEpxK0VmIHweWxmzHETwuvhT4GJhJ0A01KM49TgAWufsXkf1/Aa2Bwmrlvgy0B95NYf1FREQkQglOpVeAkXG2eQSPdI8EvuXuK4G3gNFmdmD0YjM7CfgK8HzMPf9EMCHgjdVi3QjsAX7fIJ9ERERkH6eZjCPcvYw4j36b2Y1AF3ePHQZ+E1AKzDCzx4GOwA+Az4BJMfdcZGYPAGPNrBXBPDknAKcDD7lmMRbJembBcGMRaVzUghOCu78PDCaYy+Y24FJgGnCiu6+vVvwWguUbDicY33MEcDN7t+qISBYwS+yYiGQ3teDUwd0H13D8XWBIAtc78FBkExERkTRQC46IiIjkHCU4IiIiknOU4IiIiEjOUYIjIiIiOUcJjoiIiOQcJTgiIiKSc5TgiIiISM5RgiMiIiI5RwmOiIiI5BwlOCIiddif1bB5c6arISL1oARHRKQWo3mOFXSDfv1g3rxMV0dEEmSuZXKzTn5+vhcWFsY9V1RURFFRUUrjlZeXk5eXl9J7Kp7iNdaYc+ZAjx7lLFuWR7t1K7lo0sW02L4VgK3dujHnN79hV7t2KY2Z699hrsfLRMxciFdaWkppaWncc9OmTVvo7v2SCuDu2rJsKygo8HQqLi5WPMXL2njpjgnukyYVO7g/w3eDA7HbxIkpj5nr32Gux8tEzFyPB8z2JH+XqotKRCQOYw+n8treJ958M/2VEZF6U4IjIhLHYXzC/qzd+8Q//gHbt6e/QiJSL0pwRETiGMQ/Kt5P4Qzo2zfY2boVZs7MUK1EJFFKcERE4ohNcP7BIDjppMqTxcUZqJGI1IcSHBGROIqofLrjHwyCQYMqT/773xmokYjUR7NMV0BEJNs03bmDvnwGwB6MD+gPX4r5e/CTTzJUMxFJlFpwRESq6bDmc5oQzBG2mF5spxUcemhlgYULYffuDNVORBKhBEdEpJqOqz+veD+fguBN+/bQrVvwfscOWLQo/RUTkYQpwRERqabDqmUV7xcQM5nqYYdVvv/00zTWSETqSwmOiEg1HVdXJjgVLThQtZtK43BEspoSHBGRajrW1IITm+CoBUckqynBERGppkPMGJwaE5yFC9NYIxGpLyU4IiIxWrOFdhtXA7CTZiyid+XJXr0q3y9dmt6KiUi9KMEREYnRncrWm8/pzu7Y6cJ69Kh8v3RpsL64iGQlJTgiIjF6UDn+Zhk9qp5s3x7atQveb9sGa+MsxikiWUEJjohIjJoSHLNg46CDKgurm0okaynBERGJUWsLDijBEWkklOCIiMSoK8F5/K/VxuGISFYy1yC5rJOfn++FhYVxzxUVFVFUVJTSeOXl5eTl5aX0noqneI01Zo+rfsQhH80AYOr5tzP/6MFVzh//xtMUvfEUAIu/8x3KLrss6Zi5/h3merxMxMyFeKWlpZSWlsY9N23atIXu3i/uyUS5u7Ys2woKCjydiouLFU/xsjZeumPOYoB78HyUH0dp9G3FdjG/rdz57ndTEjPXv8Ncj5eJmLkeD5jtSf4uVReViEiMurqolqIxOCKNgRIcEZGoHTvoxkoAdtOEFXTbq0iVpGfZsr3Oi0h2UIIjIhK1fHnF25UcwC6a71WkStKzcmU6aiUiISjBERGJWrGi4u1y8uMWWU8HttMi2Ckvhy1b0lEzEaknJTgiIlExLTIrOaCGQlb1nFpxRLKSEhwRkaiYZOULutZcTAmOSNZTgiMiEvXFFxVva27BqXYupltLRLKHEhwRkaiEuqjUgiPSGCjBERGJimnBUReVSOOmBEdEJEotOCI5QwmOiEhUgmNwNBeOSPZTgiMiEqUWHJGcoQRHRARg505YuxaAPdaENexfY1E9RSWS/ZTgiIgArFpV8XZr2/bsoWmNRdWCI5L9lOCIiECVRGVLu461Fl1HR2gaSYA2bYLt2xuyZiISghIcERGoMsB4S16HOgobdO5cubtmTcPUSURCU4IjIgKwenXF261t60pwqJrgxFwrItlBCY6ICFRLcNrXXV4JjkhWM3fPdB2kmvz8fC8sLIx7rqioiKKiopTGKy8vJy8vL6X3VDzFa2wxez/xBL2ffRaAeed8m78e//1ay1/w59vp8vbbAHz0k5+wasiQ0LFz/TvM9XiZiJkL8UpLSyktLY17btq0aQvdvV9SAdxdW5ZtBQUFnk7FxcWKp3hZGy9tMS+/3B3cwaefeU30bY2b/+AHlTu//GVSoXP9O8z1eJmImevxgNme5O9SdVGJiECVbqZtbferu7y6qESymhIcERGo8iSUxuCINH5KcEREQIOMRXKMEhwREaia4LRRF5VIY6cER0TEvd5dVMcMV4Ijks2U4IiIbN5csdzCFlqzq0WrOi9ZjRIckWzWrKFubGadgAuBvk8vTUcAACAASURBVMAq4M/u/kFDxRMRCS0mQaltFfEqlyjBEclqSSU4ZvZNYDSwyt2/F3P8cOAtoEtM8Z+Y2b3uflsyMUVEUi6me6pK4lKLzbSFli2Dlp+tW2HLFmjTpqFqKCL1FLqLysx+BbwAjCBopYn1NNAVsJitCTDOzC4OG1NEpEGEaMEBg/1jyqoVRySrhEpwzGwk8H2CxGUH8N+Yc4OAAYADTwCdgCOAjyLl7zAzS67aIiIpFKIFB4BOnSrfr1uXwgqJSLLCtuBEu6OWAV9y98tizp0Red0AXOnu6939P8BVkePdgYEh44qIpF5MgpN4Cw7QsWPleyU4IlklbIJzLEELzS/dfVG1c4Mj5/7q7tujB93978DayO5RIeOKiKReTHKyjo61FKwmNsFZu7bmciKSdmETnOifOJ/GHjSzNsDRkd2/x7nu82rXi4hk3vr1lW/pkPh16qISyVphE5xoy0zbasdPoPLJrLfjXNci8ro7ZFwRkdSLSXBCt+AowRHJKmETnLLI6/HVjp8Vef3C3T+OPWFm7YGDI7srQsYVEUm9mOSkXi046qISyVphE5zpBE9EXWRmXwcws2MJJvZz4NXYwmbWAniYytadmSHjioiknrqoRHJO2ATnEWAr0Bp4y8xWAv8EWkbO/ypa0MxuJhircz5B8vOuu3+KiEi2CJvgqItKJGuFSnAiT05dRjCWxghmLI7e6zF3nxNTfCTQK1JuA8H8OSIi2UNPUYnkHHP38BebHUmQsBQAGwnWm3quWpl/AP2BacCP3H1B+OruG/Lz872wsDDuuaKiIoqKilIar7y8nLy8vJTeU/EUrzHFHDRiBM02bwbglxNeoXNBE5Ytqzve4NYfM+DKKwHYeOihvPerX9VxRXy5/h3merxMxMyFeKWlpZSWlsY9N23atIXu3i+pAO7eoBvBTMZNGjpOLm0FBQWeTsXFxYqneFkbr8Fj7t7tbuYO7uBN2OWTJhVHd2vd/NNPK3f69g1dhVz/DnM9XiZi5no8YLYn+bu0wVYTj0mg1G4rItlr48YgRQE2sB97aJr4tRqDI5K1Qi+2GWVmrczsW2b2WzObZWafm9nGmPPXmtlJycYREWkQYR8Rh6oJzvr1sGdPiiolIslKqgXHzC4E7oOK1emii2jGDuy5CDjKzP4JfNf3XtpBRCRzwj5BBdCsGbRrB5s2Ba1AGzZUTXpEJGNCt+CY2a0Eq4V3iRyaQ/zlGbYQJD7HAyVm1i1sTBGRlAs7i3GUuqlEslKoBMfM+gMTCBKX/wID3X0gMDFO8ZOBOyNlDyKY8E9EJDsk00UFmuxPJEuFbcG5InLtBuAkrzrvTRXuvtXdbwfuIkhyzjaz7iHjioikVjJdVKC5cESyVNgEZzDBOJv/5+5LE7zmPmBbJOaJIeOKiKSWuqhEclLYBCc/8vqvRC9w93IqF+nsETKuiEhqqYtKJCeFTXD2VHtt6OtERBqGuqhEclLYBGdx5DX+egJxmFk7IDrt8rKQcUVEUktdVCI5KWyC81eCAcOXmVmi/0e4BWhBMHanOGRcEZHUUheVSE4Km+D8jGB+m67ANDOrcUyNmTU3s9uBcQTJze/d/YuQcUVEUktdVCI5KVSC4+7LgB9Edr8KLDCz14FromXM7A4zewZYCvwkcngRMCZ0bdPAzM4zs5lmtsXM1pjZDDM7M065AWb2lpltNLO1ZvYHMzuohnteY2afmtlWM/uvmY0zs3oseCMiDSaVCY5acESyRuiZjN39eeBcYA3QEvg/4BQql2n4ETCaoJXHgH8SzJmTta03ZnYR8ALQAXiIYFLCDsBkMxsTU64QeBvoS/D4++PAcOAdM+tU7Z4TI/dZSJDozQXuIWgFE5FMi0lKQo3Bie2iUguOSNZIarFNd59MMHD4RqAU2EGQzES3tcCfgXOAE9x9cQ23yha3ESRsx7r7be4+ATiGYLbmH8W0ujwA7AK+5u53ufvNwFlAL2JaqMysD3AT8KK7n+bu97v7mcBzwBVmdmjaPpmIxKcWHJGclPRq4u6+wd0fdPcTgDbA/gTz3Ozn7l3c/Ux3n+zuWf1ouJl1AA4BXnP3DdHj7r6VYFB1R6CLmXUFvg487+6fx5R7E3gPOC/mtucS/IzvrxbuvsjxUQ3wUUQkUTt2wJYtwfumTSknr/73UIIjkpXCrkV1QWQ7MPa4B9a5+/LIxH7VrxsWuS7uWJUM2wGcT/yuo67ATmAdMJCgdertOOXeAQ6O6ab6KsFg7Nmxhdx9LrA+ci8RyZSY1hs6dCD4p10/TTq1B4tct2kT7NyZmrqJSFLCtuA8BTwJfLme1/0wct1pIeM2GHff4u7Puft7AGaWb2aFZnYLcDbwmLtvB/pELimLc5tFkdc+Ma9Lami9WhxTTkQyYa8Ep/6cJlWvjb2niGSMuXvdpapfZLaHYDDxcHd/ox7XlRK0avzI3e+pd+A0MrNPgOgYmTeB09x9u5ndCtwNHOnuH1W75lKCAcdD3L3EzOYDG9z92Dj3fwc4yN17Vz/XtWtX79ix/oMdR4wYwciRI+t9XXl5OXl5IZrmQ1I8xcuWmO3+8x8GXHEFAJsKCvjN938NQI8e5SxbVne8AQNgzhy44sHRtF6+HIB3n3mGrQfVr5E617/DXI+XiZiNJd7UqVN59dVX633d/PnzF8f7/Vgv7l7nBrxVbdsD7AY+iHOupm1u5JrdwGWJxM3kRrCg6HeAXxB0XxUDzQgGIjtwRJxrLoucGxrZXwDMquH+M4Cl8c4VFBR4OhUXFyue4mVtvAaN+frr7hBsJ59c8XbSpOKK97Vt7pHXY46pPPjPf9a7Grn+HeZ6vEzEzPV4wGxP8vd4swTzoMGRX9yxHdQGHJXg9bG2A38JcV1auXtJ5O3vzGwJcC9wBrApcrxdnMuixzbFvMYrFy27qYZzIpIOKeiiAjTQWCQLJZrgvE3l/DYQPEXkwDyCR8ETtZJgLEvWrUVlZocDRcBf3X1ptdOvEyQ4RwDvR471Ye/V1HtFXhdFXsuA4WbW1N13x8QyoCfBo/UikikNkeBoLhyRrJBQguPug2P3I2NwAG7yeozByXJfAv4fcCnwRLVz7SOvW4GZBMndIIJJAWOdACzyyskM/0UwQLkQmBVT7suRe76bqsqLSAixrS0hxr3FvXbDhprLiUjahH2Kaklk25rCumRaCUH32UWxyyhEWluuiuxOd/eVBGOKRsc+Jm9mJwFfAZ6PueefCCYEvLFarBsJxjH9PsWfQUTqI1UtOHqKSiTrJNpFVYUnO7I5C7n7GjO7BxgPzDazaQQDok8hmK/ml+4e7Z66iaB7aYaZPU4wCeAPgM+ASTH3XGRmDwBjzawVwTw5JwCnAw+5+6dp+XAiEl9DJDgagyOSFZKeybg+zOzvkYUph6czbqLc/Q4qn4S6gSCRaQJ8z92viin3PsHA68UET1VdCkwDTnT36n++3UKwfMPhBI+XHwHczN6tOiKSbrEJTjJdVGrBEck6oVpwwjCz3sDRBE8PHUmWPknl7o8TzGVTV7l3gSEJlHOChTsfSr52IpJSMa0tw7+TokHGSnBEskLoBCcy/uR+gi6c+v7pozZcEcm8ZBfajFILjkjWCZXgmFlrgkG5h1D/xVsWEgy+FRHJLCU4IjkrbAvO94F+BGNVPiYYf9KKYPxKS+C3QHSl7d4EK2y3IBjXEl3TSUQks2K6qNbVuyE6hgYZi2SdsAnOGZHXBcBX3X0zgJktB34K/MfdK8acmNljwN+AKwgW21SCIyKZ5Z50C050EXG14Ihkn7BPUR1B0HrzZDS5iXidoMvqq7GF3X0mwdNEhwB3hYwpIpI6W7fCzp0AbKMl22kV/l7VE5wQixiLSGqFTXCi/5oXVjv+HyILUca55kmCRSsvM7Mk2oJFRFIgVd1TAC1bsoXWwfvdu2Hz5trLi0iDC5vgRNdVqjLA2N13AMuAgyMzAMee20rQpdUc+EbIuCIiqZGqAcbx7qFuKpGMC5vgRNda6hfn3CcEA40Pi3MuuoZVrzjnRETSpyETHA00Fsm4sAnOewStN98zs7xq5+ZGXs+MPRhZqqBPZHdHyLgiIqmRyi4q1IIjkm3CJjjRVbR7A7PM7OqYc6UEyc/NZnZ0zPEJQDQZmouISCaluAWnSpKkBEck40IlOO7+J4LHvg04lGCNpajXgQ3AfsC7ZjbTzMoI5sBxglXIi5OptIhI0jQGRySnJbPY5hnAg0CVf8nuvoVgvhsIJvc7hmDMjQFbgQvcfQ8iIpmkLiqRnGae5HwNZtYU6OHui6sdPxn4IUELjwOzgPvd/ZOkAu4D8vPzvbCwMO65oqIiioqKUhqvvLycvLzqQ6kajuIpXjbEPPjRRznoT8GqMX8/7QfMHnJexbkePcpZtizxeAMGQKu7Hue4N58HoOzii1l8wQUJX5/r32Gux8tEzFyIV1paSmlpadxz06ZNW+ju8R5kSpy7a8uyraCgwNOpuLhY8RQva+M1WMxLLnEPpuTz7/Gb6FsH90mTiqvs17W5u9/IfZUHrr8+859P8XI6Zq7HA2Z7kr9Lk+miEhFpvFLYRWWmQcYi2abWtajM7CcNEdTdJzTEfUVEEqZBxiI5ra7FNscTjJ9JFYvcTwmOiGSWEhyRnJbIauJWd5GE7ALeJrUJk4hIODFdVEpwRHJPrWNw3L1JTRswlGC+G4BPgWuAo4B2BOtNdQVOBv4fsBNoCqwGhjfMRxERqYeYJCTlj4lrqQaRjEukBWcvZnYQ8DLBZH6/Aq5x913Viq0G3gLeMrNHgdeAUcBS4KbQNRYRSdaePbBhQ8XuBtonfUsNMhbJLmGforoRaA/MdPcr4iQ3Vbj7v4GLCbq7rjWzLiHjiogkb+PG4IFuYBN57A73t14VVZKkDRuCJEpEMiZsgnMKwViapxK9wN3fAJYTdFV9I2RcEZHkpbh7CgiSpOhEaO6waVNK7isi4YRNcHpEXpfX87qVkdfuIeOKiCQvxU9QVeiggcYi2SJsgrM98ton0QvMrAnQM7K7NWRcEZHkpfgJqgodNNBYJFuETXDmE4ynuTSyFlUizgX2j7zXelQikjkN0EUFQEcNNBbJFmETnJcir0cCT5tZy9oKm9lxwGOR3TVASci4IiLJUxeVSM4Lm+A8AiyKvP82MM/MrjSzQ82sOYCZdTSzk8zstwQT/HUkGJh8q7vvTLLeIiLhKcERyXmhno10921mNgwoBvKBvsDPo+fNzKk6A3L0/b3u/njIuoqIpEYKF9qsQgmOSNYIvZq4uy8g6KJ6nGDQscVsTartvw+c6u63JlthEZGkqQVHJOclNbuVu68Hvm9mNwNDgP5AZ4K5bjYAC4EZ7v5xshUVEUmZhkpwYgcZ6ykqkYxKfvpOKhKdyZFNRCS7peMxcbXgiGRU6C4qEZFGq6EeE1eCI5I1zCPrscQ9aXZB9L27PxPveBix95K95efne2FhYdxzRUVFFBUVpTReeXk5edEp5tNA8RQv0zGPueQS8srKAHhmzP9jVf4hVc736FHOsmX1jze0yfv0HzMGgPVHHcUHDz+c0HW5/h3merxMxMyFeKWlpZSWlsY9N23atIXu3i+pAO5e4wbsAXYDu2o4HmbbVVtMbU5BQYGnU3FxseIpXtbGa5CY3bu7BytGeU8WRd9WbJMmFe91LJHN33uvcueoozL3+RQvrfEyETPX4wGzPcnfpYmMwbF6HhcRyW7pmMlYg4xFMqquBKemtaYSXoNKRCSr7NwJmzcH75s0oXxP6prdO/TpQEXqpDE4IhlVa4Lj7ovrc1xEJOvFJh7t2+PrUvesxUb2Yw9GExw2bYJdu6BZSh5WFZF60lNUIrJviU1wOqawewpwmrCR/SoPbNyY0vuLSOJq/dPCzHo2RFB3X9IQ9xURqVNMgjPnsxTOgRO9PR3owIbKWJ06pTyGiNStrrbTsgaI6QnEFRFpGA01yV/09nSkN4v3iiUi6VVXotEQT0rp6SsRyZyGeoIqens02Z9INqgrwbm4lnPtgDuB/QiSlveAEoJWn21AR+AoYATQAdgFXANMTarGIiLJaKh1qOLdUwmOSMbU9RTV0/GOm1lT4B2C5GYRcJG7v1ND2dbAeOAm4BHgM+Dz0DUWEUlGA3dRKcERyQ5hn6L6AXAcsBY4oabkBsDdt7r7WOBuglXGn4gkSCIi6acuKpF9QtgE5zsEg4UfdfflCV5zD7AFOBA4OWRcEZHkNHAXVZWkSYOMRTImbIJzWOT1vUQvcPctwILI7qEh44qIJEddVCL7hLAJTpvIa9t6XhedE71lyLgiIsnRIGORfULYBCfaLXVaoheYWQFwcGRXg4xFJDM0BkdknxA2wZlO8Gj4t8zs9LoKm1lL4DeRXQfeDBlXRCQ56qIS2SeETXB+BuwkSHL+ZGZ3mlnc+cjN7ARgBnACQXLznLuvDBlXRCQ56RxkrARHJGNCLZng7p+Y2XXALyP3uBW4yczeJ5jnZjuwP/AVoHvkMgPmAdcnW2kRkVDc09tFpaeoRDIm9JpQ7v6Yma0hSHL2B1oAAyNbVOyyDH8ErnR3/YsXkczYtg127Ajet2jBth2tUh5CXVQi2cHcPbkbmOUB3wWGA/2BzgQT+m0AFhJ0Tz3r7nOTq+q+Iz8/3wsLC+OeKyoqoqioKKXxysvLycvLq7ug4ileBuKlMmaL1aspGjUKgB0dO/LIbS/HLdejRznLloWM586YsSdje/YA8Pc33sCbN6/1klz/DnM9XiZi5kK80tJSSktL456bNm3aQnfvl1QAd9eWZVtBQYGnU3FxseIpXtbGS2nMjz5yDzqq3A89tOJt9W3SpOIazyWyeadOlTtffJG+z5cgxWv8MXM9HjDbk/xdGnaQsYhI4xPbZdQh9QOMK3TUQGORTAs9BgcquqcGAV2oOt6mVu7+TDJxRURCiR3025AJTgcNNBbJtNAJjpmNAn4NtK/npQ4owRGR9IttTemY+ieoKnTQQGORTAuV4JjZAOB5gsHECbfciIhkVLq6qJTgiGRc2BacmyLXOvA34D6C+W/2pKheIiKpl4kuKiU4IhkRNsGJzko8292HpbA+IiINJ11dVBpkLJJxYZ+i6hx5fTJVFRERaXCZ6KLSIGORjAib4KyKvC6vtZSISDZRF5XIPiNsgjMn8npIqioiItLg0tSCM/oqJTgimZbMauIAPzCzlqmqjIhIg0rTGBytRyWSeaESHHcvBm4D+gGvmlmXlNZKRKQhpKmLqsoq5UpwRDIi7Dw4hwN/BloCPwbKzGwKMBtYR/CEVY00k7GIZESauqiqtOBokLFIRoR9THweVZOYNsC3I1tdNJOxiKTfnj2wYUPlfroSHLXgiGREMottWsxWfb+uTUQkvTZtCpIcoJy20Lx5g4VSgiOSeWFbcPqktBYiIg0tJtFYTwfyGjDUVloHCdTOnbB9O2zbBq1aNWBEEakuVILj7otTXRERkQYVMxZmPR04qEHbki14SuuLLyIB10O3bg0ZUESqSaaLqt7MbIyZPWhmmj9HRNIrJsFZS6eGj6fJ/kQyKmwXVVhXAb2AhZFNRCQ91q6tfJvuBEdPUomknbnX+kR37RebnQycAnSk7sHDfYCvEzxFdaO7PxQ6cI7Lz8/3wsLCuOeKioooKipKabzy8nLy8hpyRILiKV7mYx44bRqHTpoEwLxjTuGv542tsWyPHuUsW5ZcvIt/fxOdZs8G4MOJE1n71a/WWDbXv8Ncj5eJmLkQr7S0lNLS0rjnpk2bttDd+yUVwN1DbcAjwO56bnuAXUD/sHH3ha2goMDTqbi4WPEUL2vjpSzmvfe6gzv4JMZE38bdJk0qrvV8Ipt/85uVO7/7XcN/vnpQvMYfM9fjAbM9yd+locbgRFpurqTyse9VwAYqW3GWA0si27aY41OAU9z9gzBxRURCi+kmqjLTcAP51R81m7FIJoUdZHxJ5HUzcJK7dwP2J0hgAMa4ex937wN0Jli7yoD17j49mQqLiISS5jE4mgtHJLPCJjjHEpmR2N1LACJNSr8kSGS+Hi3o7lvdfQzwO+BCM/tOUjUWEQkjzS04Wq5BJLPCJjj5kdd/VTse7XrqH+eaHxMkP/eYmWYzFpH0UguOyD4lbIITneO8yr9ad19DMBanoPoF7l4GLAZ6ENPCIyKSFplswVGCI5J2YROc6Ip1B8Y59ymwv5l1jnNuTeT1yyHjioiEk+YWnCpJlBIckbQLm+B8Gnk9Pc65jyKvg+Oci85V3iZkXBGRcDLYgjPzb0pwRNItbILzOsF4muFmdne11pr3IufGmlnFTMlmNoTKsTtLQsYVEam/3bthw4aK3SrdRw0kNkZHNMhYJN3CJjiPAdH23nFUXXZhGsETVoVAiZldYWZ3AJMj53cAelRcRNIntouofXv20LThQ8YkOB1QC45IuoVKcCKDiU8FPidorWkSc24R8Hzk+PEEMx7/CNgvUuR+d18VvsoiIvUU+5h2pzSsQ0WcBMfDL4sjIvUXerFNd59pZgUEic5h1U5fFnn9NlT8qbQFuNfd7wwbU0QklJgBxnTsCGUNH3IHLSmnLXlspjm7YNMm2G+/ui8UkZRIajVxd98GvBzn+HbgAjO7GjiEoMvq40h5EZH0ykALDgRPa+WxOdhZs0YJjkgahR2DkxB33+Duc9z9vcaS3JhZPzP7g5l9YWY7zOwzM5toZm2qlRtgZm+Z2UYzWxu55qAa7nmNmX1qZlvN7L9mNs7MGn4QgIgEqrfgpMka9o9fBxFpcGEX2+xRy7k2ZvaryODiQ8NXLf0in+ufwLnAa8BPCGZnHgu8aWYtI+UKgbeBvsB9wOPAcOAdM+tU7Z4TgYcJBmL/BJgL3EOwPpeIpEOGWnCqJDhr1tRcUERSLuEuKjPrAFwNXAy0BQ6ooWhz4PsE3VKY2YfAHe4+pYby2eRGgkVDv+fuv40eNLObgXsJFhl9DHgA2AV8zd0/j5T5K8HTYWMIBlVjZn2Am4AX3X1U5Hb3m9mzwBVm9gt3j84pJCINJUMtOFUmFFSCI5JWCbXgmNnJwMfAeKA3wRNSdV4W2Y4CXjKzP5pZq3DVTJshwCrgyWrHHyZIaE42s64ES008H01uANz9TYI5gM6Lue5cgp/x/dXud1/k+ChEpOGpBUdkn1NngmNmg4FXCVpsDNgGvFXLJRuBEQQtHp9RmeicA/whueo2uJ1AsbvviXN8J9ACGEjwed6Oc/07wMEx3VRfJXh6bHZsIXefS7CO18DUVV1EaqQxOCL7nFoTnEiLy1MEv9gN+DnQw93Pq+kaD7zm7rcA/YALCdauMmCEmV2corqnnLsf4+7finPqW0Br4EOgT+RYvAdNF0Ve+8S8LomTMEGw8GifOMdFJNXUgiOyzzGvZfIpM7uQoLvGgVvc/b5QQcyOAmYQjN2Z7+7V583JWmb2TeAJgp/B4cD5wN3Ake7+UbWylxIMOB7i7iVmNh/Y4O7HxrnvO8BB7t67+rmuXbt6xxB/ZY4YMYKRI0fW+7ry8nLy8vLqfV1Yiqd46Y7Z/9pr6fDhhwB88OCDvLnnK7WW79GjnGXLkv+Mh896neF/uBeAlSefzH9uuy1uuVz/DnM9XiZiNpZ4U6dO5dVXX633dfPnz18c7/djvbh7jRvwErAH+Ki2colswO2Re+0G+iV7v4begAKCJ6kcKAdOiRy/LXLsiDjXXBY5NzSyvwCYVcP9ZwBL450rKCjwdCouLlY8xcvaeCmJeeSR7sFcwu4ffFDxtqZt0qTiOssksp3G1Mqd4cMb7vPVk+I1/pi5Hg+Y7Un+Hq9rDE5h5Bf2i0llUYEXYt7v1aKRLcysiZndQtAdNZxgXE2hu78eKbIp8touzuXtqpXZVEO5aNlNNZwTkVTKgjE47/5FXVQi6VRXghNdJfyjWkslwN3nE7TeAHRN9n4NIbL6+Z+AnwKrgW+6+4mRukdFx97EGz/TK/K6KKZsz+qT+pmZAT1jyolIQ8rgTMZR+6MERySd6kpwor+YN6co3s7Ia8sU3S/VbgXOBv5G0AX1pzhlZhK0ag2Kc+4EYJG7fxHZ/xfB4OTCauW+DLQH3k1FpUWkFtu2wdatwftmzaBt27SFjm3B6YSeohJJp7oSnOgv6i7JBjKzdkB0HpzVyd4v1cysCXAVwWc+x903xCvn7isJHpMfbWYHxlx/EvAVgpXUo/5EMH/OjdVucyPBeKTfp+wDiEh81VtvLJFpvFIUmsrusA6sh927ayktIqlU10zG/wUOIpjP5akkYw2OeZ+GtXzrrS9BIvcBcKHF/5/gfzyY0O8moBSYYWaPAx2BHxDM+zMpWtjdF5nZA8DYyCP37xC08pwOPOSaxVik4WVo/A3AHpqyjg50ZD1N8CDZ6ty57gtFJGl1JTh/IZjd91wzG1dTq0aCroi8bib4RZ9toktP9AceqaHM08Cb7v5+ZALEiQRPVW0HpgE3uvv6atfcAqwk+PynAEuBmwmWexCRhpah8TdRa9ifjkT+t7B2rRIckTSpK8H5A3AX0Al4FBgdJkhkfphhBGNXXnb3nXVcknbuPoPElqCIln+XIPmrq5wDD0U2EUm3DLbgQJDgHMJ/IzsaaCySLrWOwXH3pQSJjQHnmdlzkbE0CTOza4BfRXZ3EqxnJSKSHlnQglO5owRHJF0SWWzzVoInhwz4NvCJmd1kZt1rusDMWpnZt8zsnwQtF00JWm+ucvdFyVdbRCRBsUlFBlpwtKK4SGbU1UWFu28zs+EEE/V9AziQYOzJRDNbBvyHYOHIHQSPPh8EHBFzb4ucu97dH0/5JxARqc3qmIc2uyT9QGi9acFNkcyoM8EBcPd1kSTnYoIuph6RUwfFvI8VO5bldeBmd5+XRD1FRMKJTXAyMMBXXVQimZFQggMVg2WfMLOngZEEE+IVAflUzm8DwcrhC4DpwLPu/p/UVVdEpJ5Wrap836VLOqfBAdRFJZIpKFG5TwAAIABJREFUCSc4Ue6+G5gS2YCKSfzygNXZ+ISUiOzDsqkFR11UImlT7wQnHnffhBaOFJFslE1jcNSCI5I2iTxFJSLSeMV2UWW6BUcJjkjaKMERkdy1e3fVbqEMzINTZQyOuqhE0kYJjojkrrVrwT14S0do3jztVVALjkhmKMERkdwVM/5mNZlZA2oT7dgZHe64eTNs356Reojsa8wjf91I9sjPz/fCwsK454qKiigqKkppvPLycvLy8lJ6T8VTvGyI2f7DD/nKtdcCsLzXEbxw9S8Suq5Hj3KWLUvdZ/zh+LNpWx4sGVH64ovs2H//Kudz/TvM9XiZiJkL8UpLSyktLY17btq0aQvdvV9SAdxdW5ZtBQUFnk7FxcWKp3hZGy+pmC+95B50UvkUTo++rXObNKk44bKJbB/xpcqduXNT9/lCUrzGHzPX4wGzPcnfpeqiEpHclQVdVFBtHE7sY+si0mBCzYNjZj+JvH3O3T+rx3UXAL2BP7r7J2Fii4gkLCaZWEX658CJ+oKuMTtfZKweIvuSsBP9jSdYHfxfQMIJDnAWcDqwBlCCIyINK2YOnEy24KzkgModJTgiaZG2LiozawL0iezul664IrIPy5IuqiotOCtXZqweIvuShFpwzKymVpqnzWxrgrE6UpnY/C/Ba0REwlMXlcg+K9Euqt5xjhnEtrsmbAPw5xDXiYjUTzZ2UakFRyQtEk1wnq62fyHBGJw3gc/rEW8l8KS7a75yEWl42dhFpRYckbRIKMFx94tj983swsjbSe7+RsprJSKSCjEtOJnsotIgY5H0C/sU1dsELThqiRGR7LRlS7ABNG/Opp3tMlaVmgYZm1UslSUiKRYqwXH3wSmuh4hIasUubNmlCyy3jFVlA+3ZTgtasgPKy4PEq02bjNVHZF+QksfEzexAMzvfzO43s+fN7M8x575mZpn700lE9k0x3VN0ztz4m4BVacXp1XZVLWVFJBXCdlEBYGaHAg8Aw6hMloyg+yrqF8AhZvYwcIe770wmpohIQmKXRMh4ghN0Ux3EMgAOYCXQK7MVEslxoVtwzOwbwHvAcKApsAdYH68o0Ba4BZhmZs3DxhQRSVhsgtMlcwOMo2JbcLqigcYiDS1UgmNmXYE/Aq2B7cANwP7A6DjFLwXeIkh0hhIs8yAi0rCyqouq6pNUSnBEGl7YFpxrCWYl3g2McPeH3H0jVbumAHD3OcA3gCkESc41ZpYXMq6ISGKysIsqKuiiEpGGFDbBGU6QzPze3d+qq7C77wGuI+jGagMMDhlXRCQx6qIS2aeFTXB6R15fT/QCd18CLIns9gsZV0QkMVncRaUWHJGGFzbBaR153VDP66KDkFuEjCsikpgVKyreDj4vzLJ5qaUWHJH0Mg8xjWZkdfFewA3u/rOY48OAvwDu7k2rXdMUWAO0A77n7k8mU/Fclp+f74WFhXHPFRUVUVRUlNJ45eXl5OWlb1iU4ileOmIO/O53afN5sFTekzc/zdquPRO+tkePcpYtS+1n7PL5/2/vzuOkKM4/jn8ekEtR5BQREQFBQTzAc+OBRzTGI5oQj6jRaDyTaBLjFZP81Gi8iMZEjRpvTbzjidFEXVRcLxAEES8EBRQEOVe5eX5/VM9O7zAzO7O7szM7+32/Xv3amerqrpru2ZlnuqqrPubH150CwLxN+3HPObcDMHx4+Z/Dci+vGGWWQ3lVVVVUVVWlXTd69OiP3b1hrT3unvcC3EnoTzORKEiK0g+M0tek2ea4xDpg6/qU21KWgQMHelOqrKxUeSqvZMurd5kdO7qHmRC8EwsTD3NaRo2qzCt/LsumzK55MoceNen1fn0NoPKaf5nlXh4wzhv4XVrfJqpbCJ2MhwI3mlnWMdDNbARwY7TNG+7+fj3LFRGp29dfhykRgBW0ZTGdilyh2pN9dmM+rVhTxNqIlL96BTju/jrwN8Jt36cBk8zsAmJ3R5nZCDM7ycweA54nNE0tA37e0EqLiGQVm9ByDj0JH1XFtZo2fEUXAFqzli6aq1ikoOo9VYO7/9LMHDgLGAJcnlgV/X0hlt2AhcCP3P3t+pYpIpKTWAfjEOCUhi/pQdcosNmEucyn+Levi5SrBk226e6/Ily1GQ2sJgQyqctiwtWeoe7+XEPKExHJSQkHOAm6k0qksBo02SaAu78CvGJm7YEdgZ6E28iXADOAKVGHIRGRphELcOLjzxSbpmsQaToNDnAS3H058Fpj7U9EpN7W6YNTGjRdg0jTaVATlYhISSrRJqr4FZyezMmSU0QaKusVHDPbq4H7XwXMd/ePGrgfEZHclWgT1Ww2q3m8GbOLWBOR8ldXE9UY0swQni8zWwD8A/ijuy9r6P5ERLIq0QDnc3rVPI4HOOPHw4gRRaiQSBnLpYkq3Z1R+S5dgfOBV81so8Z9CSIiKT7/PPkwFlQUW/wKTi8+z5JTRBqqris4lzRg360Ig/sNAvYCNgC2J4xofHwD9isiktmaNfDFFzVPSynAyXQFB8AsTN4gIo0ja4Dj7g0JcGqYWSfgLuB7wNFmdoG7qwFaRBrfvHkhyAHm05UVtC9yhZIW0IXltKM9K9iIpXRkKeF3oIg0tia5i8rdFwM/BpZHZY5oinJFpAWanfztVEpXbwKrVSc1U4kUTpPdJu7uS4EPoqebZcsrIlJvsQBndgl+1KT2w8k+VbGI1FdTj4PTIfq7tonLFZGWokQ7GCdk64cjIo2nyQIcM9sOGBg9/bSpyhWRFqbEr+DU1dFYRBpHwQMcM2trZkcDT0VJq4DKQpcrIi1USffB0WB/Ik2l0eaiijOzfsDzQHugB8nxcBy4zd3nF6JcEZF4E1UpXsGZRe+ax72ZVcSaiJQ3K8RE32Y2CJhKCGjiF11fBA529xWNXmgZ6dWrlw8bNiztuoqKCioqKhq1vOrqajp27Nio+1R5Kq9YZe500kl0nD4dgHt/eQtf9h5Yxxbr6t27mlmzCvMae814l2Nu+AUAc3oP5J+/vKVWecOHF6TYWsr9PVPq71GVF1RVVVFVVZV23ejRoz92960aVIC7N/pCGNxvbbQsAl4BTgFaF6K8clsGDhzoTamyslLlqbySLS/vMjt3dg9j5vkmfJF4mNcyalRlvbbLZdmMmTVP5tJ9nfKaQrm/Z0r+Pary6gSM8wZ+lxakicrdP0AzlYtIU1u6FBYuBGAFbfmSHkWu0Lq+YFNWsR5tWE0P5tEeTc8nUggKQkSkfMycmXzI5ngJfsStpXWtfjibMzNLbhGpr9L77xcRqa9PkyNQfMoWRaxIdp/Rp+bxFho1Q6QgFOCISPn47LPkw1gQUWridevDZ1lyikh9KcARkfJRBgGOBvsTaRwKcESkbNz3p+bXRKUrOCKFoQBHRMpGPFgo5Ss48eCrLzOKVxGRMqYAR0TKRnMJcKazZc3jfnyyznozNVWJNJQCHBEpD2vW1Jr6YCabF7Ey2c2gL2ujQd43ZyatV68sco1Eyo8CHBEpDzNnsh5rwuNNNmE5HYpbnyxW0q4mAGuFs9GCOUWukUj5UYAjImVhvy2nJZ/071+8iuRoGsk6bvzV51lyikh9KMARkbLQHwU4IpKkAEdEykJzDnA6KcARaXQKcESkLDS3AOcT+tU83nh++gBHd1KJ1J8CHBEpC80twFETlUhhKcARkebPvdkFOB8ysObxxl/NpjWri1gbkfKjAEdEmr/589mIpQAspSN0717kCtWtmg2ZxWYAtF6zOu2AfyJSfwpwRKT5++ijmocfM6DZdF55n61rHm/N+0WsiUj5MXcvdh0kRa9evXzYsGFp11VUVFBRUdGo5VVXV9OxY8dG3afKU3lNWWbP0aPZetQoAN7fYV/mXPd7xo+vf3m9e1cza1bhX+O+/76eHaseB+Dlg0/lrX2OWSfP8OGNX265v2dK8T2q8tZVVVVFVVVV2nWjR4/+2N23alAB7q6lxJaBAwd6U6qsrFR5Kq9ky8upzHPOcQd38N9zSeJhvZdRoyobvI9cljO5oebJHZyYNk9RjqfKK/kyy708YJw38LtUTVQi0vy9n2zeiTf7lDo1UYkUjgIcEWn+pk5NPmSbIlYkP/G6bsNUQF0GRBqLAhwRad6WLYPp0wFYQys+omHN9k3pCzZlIRsDsDGL2ZyZRa6RSPlQgCMizduHH4buKsB0tmQF7YtcoXwY77B9zbMdmJg5Z/O4MUykZCjAEZHmbcqUmofNqXkqYSI71DxOF+AosBGpHwU4ItK8TUwGBfGrIc1FXQGOiNSPAhwRad5iAU48WGguFOCIFIYCHBFplswIfW+aeYDzHoNZ03o9APoxnU4sKnKNRMqDAhwRab7mzIF584AwB9Un9CtyhfK3irbM77llzfOdeauItREpHwpwRKT5Sul/01zHLv2iT7Jz9G68XsSaiJSP5vlpICICMG5czcPm2DyV8MUWg2se785rRayJSPlQgCMizddryWDgDXYtYkUa5vMthtQ8DldwNKKxSEMpwMnCzJ4zsyszrBtuZi+a2RIzW2BmD5rZ5hnynmVmH5jZMjObZmYXmFnrwtZepLwZa+H1ZHPO6+xWxNo0zKJumzGfrgB0YSGD+KDINRJp/hTgZGBm2wL7Z1g3DHgZ6AdcDdwGHAS8YmZdUvJeCVwPfAz8AZgMXAH8pWCVF2kBBvIhLFwYnnTrxscMKG6FGsKMKipqno5gTOrqWn9FpG4KcGLMrK2ZHW5mVwGVZD4+fwZWA99y98vc/TzgCGAL4Nex/W0JnAs84u4Hu/s17n44cB9wppkNKuTrESlntfqq7LYb0Ly//V9gv5rH+/N8EWsiUh4U4NTWA3gMOA/oli6DmfUA9gb+6e6zE+nu/gLwNnB0LPtIwjG+JmU3V0fpP2y0mou0MHswNvlkt+bbPJUQD3D2oZJWrClibUSaPwU4Me4+C+gQLVtnyLYL4afiy2nWvQL0jzVT7Qp8A4yLZ3L3ycCiaF8ikofEAH+1rnLss0/R6tNYpjCEOWwCQFcWsCMTilwjkeZNAU4Kd1/u7suBFRmyJEbkmp5m3YyUPFsCn7n72jR5P43lE5F8TJvGFnwWHnfsSJtv7Vzc+jQK4/lYt7+DGV3Euog0f+au2xHTMbO+hCDmKne/IJb+W+ByYFt3n5KyzcmEDsf7uPsYM/sQWOzu63z6mtkrwObu3jd1XY8ePbxz58551/mQQw7h0EMPzXu76upqOnbsmPd29aXyVF5Dyhw/Hg6d/SQDr7sOgPm7787dP/hTo5bXu3c1s2Y13WtMlDdo4oscct8fAfiyV3/u/fVt6+QdPrzh5ZX7e6bY71GVl/TUU0/x9NNP573dhx9++Gm678e8uLuWNAvQlzAYxZUp6RdF6UPSbHNKtG6/6PlHwFsZ9v8qMDPduoEDB3pTqqysVHkqr2TLSy0T3P2II8IDcP/LX2oeNtYyalRlo+8zl/I2ZLEvp23Nii2Ztk7exj6eTaHcyytGmeVeHjDOG/g9riaq/C2N/m6YZt2GKXmWZsiXyLs0wzoRScMMOvANPPtsMvE73ylehRrZUjaq1Uw1kkfWyaNbxUVyowAnf4m+N+n6z2wR/Z0Ry9sndVA/MzOgTyyfiOToAP4Ly5aFJ9tsA4PKa7SFh2M3V57IXWhUY5H6UYCTvzcJnzh7pFm3JzDD3b+Mnr9OuCNrWEq+oUAn4I1CVVKkOct2leIIHos9OaLwlWlijzCSajYAYDBT2VUfEyL1ogAnT+4+F3gRONbMNk2km9m+wI7AP2PZHyYMCPiblN38BlgLPFDY2oqUl/X5mu/z72RCGQY4X9ORBzmq5vnp3FzE2og0Xwpw6udcoB3wqpn91syuAR4HPgFGJTK5+wzCqMdHmtkTZvYbM3sCOB643t014YxIHkbyCBtSDcD7DGqcW4pK0D84pebxj/gXvZi9Th4z9ccRyUYBTj24+wRgBGEsm4uAk4HRwF7uvigl+4WE6RsGE24vH0IYKTn1qo6I1OFkbq95fAcnle03/BvsxitRK3hbVvFrrs2av0wPg0iDKMDJwN1nuLt5bAyclPVvuPs+7r6Bu3dx92M8NnVDLJ+7+3XuvpW7t3P3AR7mpEo3+J+IZPL22+zFKwCspjX3cnyRK1RYV3NezeOfcSN9+LSItRFpfhTgiEjzMKqm9ZeH+SFz2DRL5ubvaQ7hjWg2l/as4ErS/tYSkQwU4IhIScjWzLL+Z5/BQw/VPL+Gc5ugRsVm/CbZpY9jeIDv1jF9g5qqRJIU4IhIydvyH/+ANWF27ec4gAnrjLxQnsayJ/dxbM3z2/gpmzCniDUSaT4U4IhIaXvuObqPHVvz9EKuKGJlmt7ZXM9cegCwKXPCQIDLlxe5ViKlTwGOiBRV1maVpUvhtNNqnt7LcS3m6k3CArpyHPexlnCg9mQsjBxJG1YWuWYipU0BjoiUJnc49VT4NLp7qEsXzuHPxa1TkTzPtzmPq5MJo0dzH8exHquKVymREqcAR0RK07XXwgOxwb5vuIF5UVNNS/RnfsNlXFTz/Ege5lm+AwsXFrFWIqVLAY6IlJxjuQ/OTd4p9fnBB8MxxxSxRqXh9/yRv3B2zfP9eBF2241teK+ItRIpTQpwRKSknGR3cA8/Dk1UAHvswcdnnaVboAEwfsV1cPnlyaQPP2QcO3Gq3YpmHhdJUoAjIiXC4S9/4Q5OplXii3roUHj8cda2bZt2i5Y5H5PBb3/LSB7mGzoAsD7LuJXTwh1WCxe2wGMisi4FOCJSfCtXciunwq9+lUwbNgwqK6FrV8aPL17VStWjjGQX3oRtt61JG8mjsN127MOLRayZSGkwd13SLDW9evXyYcPS3wpbUVFBRUVFo5ZXXV1Nx44dG3WfKk/l5erD5+dy1ON/pNOUKTVpn28xhH//9Eq23SOUM3duNbNmNd1r7N27tMsbPpyaoG/nbVew0aV/Z4eqJ2rlmTlyJNNPOSXt1a/m/p4ptfKKUWY5lFdVVUVVVVXadaNHj/7Y3bdqUAHurqXEloEDB3pTqqysVHkqrzjlPfaYf0Vn99Djxh38bo73dizzmqlq3X3UqMp4loIvpV6e+7pp3+Mxn0fX2olDhrhPnFjYc5iDci+vGGWWe3nAOG/gd6maqESk6S1fDmedBUccQRfCbc6rac25XM0J3M0K2gMttY9N/TzB4WzLu3DQQcnEKVNg553h6qtrproQaSkU4IhIg2QLQFLXmcFA+xB23x3+9rfkij592IuXGcW5gCKaumQ65nPpCaNHcwY3QYfQAZlVq+D882HffZODJoq0AApwRKTJHMe9vM0wmDixJu3fHAETJvAajdu3rMUy42bOgAkTwtWbhJdfhu22g3vuSd6CL1LGFOCISOFVV8MJJ3AvP6YjXwOwnHacyY38gEehS5ciV7AMDRoEr74Kf/gDtG4d0pYsgRNOYPAll8BXXxW3fiIFpgBHRApr0qRwJeGee5JpgwaxK2/wd85ETVIF1KYNXHIJjB0L/fvXJPd46aUwxtB//1vEyokUlgIcESkMd07hVth1V3j//ZrkuziBjh+MYxLbF7FyLcxuu4VmwVNPTaZ98QUceCBceCGsXq3O3FJ2FOCISONbsgSOOYZbOS3cMQWwwQb8mLv5CXfxNU07RokAHTvCLbfAk0+ysnPnZPqVV8I++7AZs4pXN5ECUIAjIo1r/PgwCvGDD9YkTWIojBvHvfy4iBUTAA49lLduvz1cvUkYO5YJ7AjPPlu8eok0MgU4ItI43MOt3xUVMG1aMv2009iVN2DrrYtXtxYutflpVefO8MwzYdLOVuFroDvzwxg6UZOVSHOnAEdEGm7pUjjyyDB438qVIW3DDTmKB+Dmm1keTQqZifp/NJ6cj2WrVvDb34b5vnr1SqZHTVbMUpOVNG8KcESkQQbxPuyyCzzySDJx+HB4+20e4qjiVayFS4wCXWfAs9deMGECz3FAMm3s2ORkpyLNlAIcEam/Rx/lLXaudZcUP/tZGH9lwIDi1UsyMmPd2dl79OAg/lOryYp582D//eGaazQwoDRLCnBEJH+rV8N558HIkWxIdUjr0IHjuBduuAHatStu/SSt+NWc1Cs7TtRk9eKLsMkmIXHt2nCef/jD0Awp0owowBGRvLRZuBAOOCD8sk/o1w9ee41/ctw6+dW/pjTkfB723ptec98O84UlPPpoaIacOrUgdRMpBAU4IpK7N95g+Gmn1eqb8TQHw7hx2A4auK+5SwRBX9ALxoyBn/88ufL9qK/Vo48WpW4i+VKAIyJ1cw+DxO21F+3nzQtpZnDJJRzGkxAfOI4cO7dKaWvbNtz2f++9yZnJq6th5MjQbKVbyaXEKcARkeyWLYOTToLTT0/eAr7xxjB6NPzhD6HvhpSv446D114LzZAJ11wTmim//LJ49RKpgz6ZRCSz6dPhW9+Cu+6qSVo6YEC4Deegg4pXL2la228P48bBwQcn0yorw3AAb75ZvHqJZGGu2/9KTq9evXzYsGFp11VUVFBRUdGo5VVXV9OxY9PNDaTymkd5nd96i8GXXUabJUtq0uYccABjjz2FT+d1Y/jwkDZ+fPieS9x6HH8clyk9F717VzNrVtMd05ZSXuIcwrrnL76uxtq1bHHvvfS9+24s+u5Y26YNH519Nl/Eg58U5fI/UUpllkN5VVVVVFVVpV03evToj919qwYV4O5aSmwZOHCgN6XKykqVp/KS1q51v/JK91at3EPvG19BG/ebbnJfu9ZHjap0SGZPPI6y1nocXzKl57IkymyqpaWUF5d6nuJ/U/P5M8+4b7xxrZ3ewineluVp31LN/n+iBMss9/KAcZ7nd2fqoiYqEUmqrg5TLlxwQRgDBaBXL/bmJTjjDPUcLjP1Pp0HHUT/ReNg6NCapFP5By+zl6Z4kJKhAEdEgo8+gl13rTXlwivsAePH8zq7Z9lQylmmIOgT+ofOxz/6UU3arrwZpngYM6ZpKieShQIcEYGnn4add4b33kum/fzn7McL0LNnnZvrwk4LtcEGcN998Je/sJrWIS0xxcN112mKBykqBTgiLdnatXDJJXDoobB4cUhr1y7cNfW3v7GKtrWyK5ApP7mMWZQtj7UyOPts9uMF5tIjJK5ZA7/+NRx7LHz9deNWWCRHCnBEWqrFi+Hww+Hii5NpffqEiTJPOKFo1ZLSkG8w+zJ7M5zxoZkz4f77Yffd6TB7duNWTiQHCnBEWqL33gvD7j/1VDJt333DWCdp7w8WqdtsesNLL8FppyUTJ08O03uMHl28ikmLpABHpKV59NHwK/vDD2uSruE38Nxz0L17xs0a2jyl5q2Wwdq3g5tv5mRuC9M9AOt9/XVoBr300uTdeSIFpgBHpKVYswZ++9swl1B1dUhbf324/37O4xpYb728dqeApTzV57ym2+YOToaxY6F375DgDv/3f/C978GiRQ2rpEgOFOCItARffRWG2b/iimRav37hNt+jj866abYvvHTrFPhIjZ13hvHjWbjjjsm0p58OzaPvvlu8ekmLoABHpMztYtHYJM89l0w86KDQ32a77Wrl1Szgkk2u741a+Xr04M6jr4Hf/CaZ9tFHsNtu8NBDjVo/kTgFOCLlyh1uuomx7AGffZZMv+ii0Lm4c+fi1U1aFG/dOsxA/sADoVkUwu3jRx0F554Lq1cXt4JSlhTgiJSj6mo47jj42c9oy6qQ1qkTPPEEXHYZtG69zia6ciO5yue9kshrRgho3ngDBgxIZhg1Cg48MAwQKNKIFOCIlJupU8NdUv/6V03S2+wIb78Nhx1WxIpJucllgMB1bLstvPUWHHJIMu3FF0Mz6quvqplUGo0CHJFy8sAD60y5cCunUEFV6FQsUkQ1wcvGG4eriZdckoxmZs2CvffmPK7C0K3k0nAKcETKwYoV8ItfwDHH1AyN/w0dOIG7OI1bWUH7jJvq17IURatW8Ic/1O4PtmYNV3EBT3MIzJ+/ziZ6r0o+FOCINHMdZs2C3XeHG25IJm61FbvxOvew7pQLtfpEZKEvE2kSBx9Mn4UTw11Vke/yH9hhhzCOjkg9KcARac7uu4/hp54KEybUJD3K9+Gtt5jMdlk2DBTESLHE33sz6QMvvxzuqEqYPRtGjIArr9Tox1IvCnBEmqPqau62E+D441lv2bKQ1rYt/PWvjOSRcMdUAyjwkaZQ633Wpg1cfTUH8zRf0SWkrVkDF14YBqnUXVaSJ3P3YtdBUvTq1cuHDRuWdl1FRQUVFRWNWl51dTUdO3Zs1H2qvMKV1/Gjj+h30R/pMm9mTdo3m2/Oe7//PdVbbcX48WG+zPHja2+XmEMz0/pc9e5dzaxZTXc8i1GmyitseXW9Pzdc9CVHPXYpnaZMqVm/oksXnvrB+XT70S51ltfU//PFKLMcyquqqqKqqirtutGjR3/s7ls1qAB311Jiy8CBA70pVVZWqrzmUN6aNe7XX+/etq17GMbPHfyLAw90X7q0Jhsk/8aXutbnuowaVVnvbZtLmSqvsOVlen/Wer5ypfv556+T8S+c5f7NN1n/VZr6f74YZZZ7ecA494Z9l6qJSqSE1VzCnzUrDIZ29tmwciUA1WwA99zD+xdcACm/rNTEJM1emzah/81//gM9etQkn81fw1AIkybVyq73vKRSgCNS6u6/H4YOheefr0l6mx0Zxttw/PG1stY1Maa+BKRUZXxvfuc7MHly7YEBp0wJQc6118LatXpfS1oKcERK1YIF3M/R8KMfwaJFAKzF4Pzz2Z3X+IiBRa6gSP3kHZD06AFPPsnp/J1v6BDSVq6Ec86BAw5gM2Y1eh2l+VOAI1KKnnsOhg7laB5MpvXty968BFdeyUraAbXHtNGvWClrZtzC6eHKZfwmjBde4F225UTuDL10RCIKcERKyZIlcMYZ4bL855/XJN/GyTBpEmPZc51N6ns3lEhz9AFb0/bt1/gTF9ZE9RuzmDs5Cb773dBfTQQFOCJFkfb6je1wAAAgAElEQVRqy9NPw+DBcPPNNUlf0p3DeIJTuA023DDztiJlJtuI26toy0X8CV56Cfr3T6549lkYMoSezzyjqzmiAEek6ObNC/1sDj00jN6a8L3vsS3v8hSaAVwkrT33hEmTuI5fhv5pAEuWsPU118BBB8H06cWtnxSVAhyRAsv4S9Qd/vUv2GabcKdUQvfu8OCD8NhjzKMHIi1d1rsDN1ifX3Mde/EyDBiQXPHcc3zTbwhcfTWsWlX4SkrJUYAjUgQD+YD/tToAjj0WvvoqueL442HqVDjySKxV4dqi1MwlzUE+79NX2QPeeQd+9Ss82nB9lsH554dhkl97La8y9D/S/CnAEclBo33YffMNl9tFTGYo3yY5rg2bbw7PPAP33IN161rYOoiUq/XXh2uv5e0bboDtt0+mT54MFRVw2mmwcGHx6idNSgGOSB7qHWS4cxhPwODBXMSfaEt0ybxVKzjrLDacOQUOOkhBjEgjWDp4MIwbx6/5cwh6Em69lXldBsItt4SJPKWsKcARaUTpApRteA8OPpgnOBw+/bQmvYrdwz3e119PNRs2YS1Fytv48WBt1uM6fk2fb6byJIfWrOvOfDj99NBs9dJLee1XP0CaFwU4UjaKOdhd2nK//BLOPJNJbBfm04nMpysncTt7MBZ22KHpKinSAs2kD9/jCY7g37DFFskV77wDI0bwIEfCjBlFq58UjgIckZh4oJJLsJQuT6uVK+Gqq2CrreDvf2c9wqXwtRiceiqD+IA7OQmnVa2gTL8ORQrFeJwjYOpUfscfazVbHcnD4U7G88+HBQuKWEdpbApwRKh7kspcrGer+TF3s8uPfwwXXBBGJY48z37syATs1ltYQPpOxCKSWbr/w7x/FHTowOX8Dj74INzBmLB8ebidvF8/LrQr4OuvG1RXKQ0KcERylPHDdO1ajuIB3mVb7uZE2s+dW7NqKltzME/zbf7HJLbPsAMRaUq2eW+47z549VXeZOfkisWLuYLfwoABnMbNGj+nmVOAIy1Ktn46ef8adOd7PA477MADHMPWfJBc160bZ3Ij2zGJZzgYyG/naq4SaQIVFezKG4zkYT5gYDJ9zhxu5gzYemu47bYwc7k0OwpwpEEK2bE31/2m5mvM+qTd15o18PDDsNNOoV1/8uSaVYvZiFcPOJGN5k/j75zJato0XmVEJKt8/veTn13Go4xkCFM4hVuZTa9kpk8+gVNOCSMk33gj7Vher7KkOMw1IVnJ6dWrlw8bNiztuoqKCioqKhq1vOrqajp27FivbRMzWQ8f3vjljR+f234T+VJn1U5smygvvj51v7nMyN161UoGj3+OPV57kPXjc0YBK9u25+09RzJu7yPpPtCYNat+x7M+eveuLuvyilGmymu+5Q0fDnPnpi8v3edEqvVWreCQGY/R655/0WHZ0lrrqjfswpzjjuKLQw/lzfc61PocyeVzLdfPtFw05HO7VMqrqqqiqqoq7brRo0d/7O5bNagAd9dSYsvAgQO9KVVWVtZ72zChUuOUl7qfXPYbLz/xOLVOo0ZVrrM+037SLRuxyM/lKv+cnuus/Ib2fg3neDe+rEkeNaoy6/4aeyn38lrCa1R5pVWeu3tHlvi5XOVz6LFuhk6d/Gp+4/7pp3V+ruX7mZarhnxuN4fygHHuDfsuVROVNJl0TUn5XubNd5uG9LcZwrvcxBnMZjOu5nw2ZU7NuoVszB/5HVvwKecyivl0z71SIlLyqtmQaziPLZnOWVzPLDZLrly8mHMZxeot+sGRR4Z5rtyLV1lJSwGOFEVjt1831v5as5rv8ygvsg/vMpQzuJmOJG8ZnU0vzmEUffiMP/BHzfYtUuaWsT5/4yz6My3cWbVVstVkPaL+eBUVDDvzTLjjjoLeYl7MwUybIwU4LUhT/GPkUkYu/V1SB79L/ceuz5WfbGUM4CP+yO+YQV8eZST7MKZW3slsy8ncRj8+4VrO0dQKImUs3efFStpxK6fB++9zCE/xAvvWWr/R++/DySfDppuGqSBy+aDLsWypHwU4Ui/1vcMpU57GGGgvXxuyBG6/nVfYg48YyO+4nN4kOw+vpjUP8UP24iW2YxJ3cDIraVeYyohI89CqFaM5hP15ge14h9s5ieXxz4WlS8NknjvtBMOGwQ03hGlb0lAwU1gKcFqguq5mZNsmn0Ck2P+86cpvx3IO4wnu41i+YFP46U/Zg1dr5ZlLDy7l9/RlBkfxEK+wF/mOYyMi5W8y2/FTbmdzZjLmkDN4n0G1M0yYAL/4BfTqBd/5DsdzT60RzqWwFOBIo2tIYFOIoKj16pUcypPcw/F8SQ+e4HCO5V9swDc1eVbTmic4jMN5jM2Zyf9xKbPp3fiVEZFmLd1n1Hy6M37EkWzDVPbkZe7heJbRPplhzRp47jnu4QTYZBP44Q852h5gIxan3We+PxZTm++L/eOyVKxX7ApIYZnl37k/8c9R13aN2UzVkPzpdGU+B/EfDuFpDr94NL8kfce/yWzLnfyEf3IsX7JJwwsWkRbMGMuejGVPzuZ6juYBjuF+9uKVZJbly+GRR3iAR1hJG56zfTidw2H2YbDZZpl3nalEBTMZKcBpZrIFH6nBTL6T0zXmlZem/qcz1rI97/BdnuFgRrMbr9OK6GAsr533Y/rzEEfyMD9kIjug5icRaWyL6MzNnMHNnMHmfMbRPMCP+Bc78E5Nnras4kD+y4H8F3qfCcOHczkH8F8OgJUV0LZt2n2bQWVlU72S5ktNVCVo8eLF9R7rpTGDmkJc6my8/TmD7ANO5+88zEi+pAcTGMbl/I4KXksGN5Fp9OMKLmAY49mKj7iIPzGRHSlEcPP66081+j6laekcNm+ldv5m0odrOI8dmchgpvB7LmU8aUarHz+e33IFY9iH6nZdGG0Hw/XXM5RJsHZtwepXoleBujV0B7qCU4IWLFiU9zaFfIOWwpu/LSvYgYnsxuvszmvsyStsxucZ86+hFa+xO6M5mK3P2YQT//wTmupKzeuvPw38uUnKksLQOWzeSvn8TWUwlzGYy/g9m/MZh/Ekh/M4e/MSbVhdk68jX3Mwz8Avn2ESQJdOPM23eIU9GcseWPlPANrg0VMV4DRj+fSvyRak5DtcQ6EDHmMt/ZnGjkxgN15nN15nGG/TnhVZt/uS7rzAfjzNITzLd1hAVwBGbToGNUOJSKmZSR9u5OfcyM/pxCL2oZID+C/f5n8MYFrtzIsXczDPhKAHWHtIG95atT1/Zzjj2IkdbTgTVgwBMjdrlcJgy01ZDwU4zUCunX7rs89Cb1OXjixlKJPZnndqlqFMrjV6cCaL6MQYRvAi+/Ii+zKFISiQEZHmaDEb8zhH8DhHALAln/Bt/sf+PM+evEJP5tbK32rVKnZmHDszDrglJG7YljfYngnsCH8dAkOiZZNNKMZnY7GDKgU4TcDMOgJXAN8HugBTgMvc/fHs29W9Lt8+N8XQijVswacM4gMG8QH7PVrJC1zKID7I2syU6mP68xq7R9d0dmMiO7CW1gWsuYhIcUynH7dyWhg9Gac/09iDsezJK+zJKwzko3U3WrmSXXiLXXgLzo6ld+7MywyB04fw61sGcu3j/aF/fzYYuiVf+wZ5160+rQfFCHQU4BSYma0H/AfYHfgHMAM4BnjMzEa6+6O576sgVWTKlCpgRL23b88yNmM2W/BpraUvM9iCT+nNrFpty7xW9z7n0oN32J632LkmoKnvhJYNfX2lrqlfXzGOp86hyit1hX2NxjQGMI0B3M2JAPz8R79j6r9GsBPj2IlxDGc8WzIj/eYLF7InY+GWsVwLcHhI/hr4wnoyln7w4/7Qrx8nXdKHO/7TK9yyvtlm0LkzmFFVVcU+++T++ur6gd4UAY8CnMI7FtgD+IW73wBgZn8FJgJ/NrPH3X1NMSv43ntVtZ63Yg0bs4jOLKQzC+nGfHoyZ51lE+bSkzlsHA1WVR+rWI8PGBRroArLXHo29GXVSH195aapX18xjqfOocordU39Gt+aNpE3uIwX2L8mzefN54DubzOUyfz5J1N4484pDOY9NqQ64342ZQ6bMgfuDfW/A+CgWIYOHaBXLw5duJC+vMuX9GA+3TjNunPLI92ge3foFv627tGFNV46V9UV4BTekcAi4NZEgrsvM7MbgL8SruyMbVgRznqsph0r2ICv2YCv6Ug1HanO+rgTi+nCAraY+jqtGUZnFtKFBXSi8YcSn8MmUQPVIJb3Gct/P7uaDxnIdLZkNW0avTwRkZbGuncDDuB/HMCf74Dd7gRwNmcmQwjBTn+m0Z9p9OMT+jKj9tX1dJYtg2nTGAoM5f7a60bWfroK4yvrzCI2ZjydWEwnlrARi+kEv+gEG23EuVH60daJB57cADaILeuvzyb9N2Du0vybzdJRgFN4uwJvuHvqPX2JoS13ISXA6bN6FddwBO1YUbO0Z3mt56lpqeO+5GUJwFf13nwV6zGHnjWNUzPoW6ux6jP6sIz1a/LvuukhvPHZIfWvr4iIZJVsIjJm0oeZ9OHZWpdmoDWr6c0s+vFJTdCzGbNrLdmu/qRqhdOVBXRlwborbwh/ro6nHbZutrkAG+ZcZFYKcArIzDYEugLT06yeEf3dMnXFxr6WI8ja/7ig1mIsplPUQNWZr+haq3FqLpvUer6QzrjGjBQRaVbWsB6f0pdP6Usl+6bN44uXsE2n2ey/9U9Y/P6ZdGce3Zif9m8XFjbxK8jOvBRujC9TZtYLmA2McvdzU9a1BlYDd7v7iSnrlgP16ZczD5hfj+06QQM60qi8VN2o33mor3I/nsUoU+eweZfX1OcPyv+Y1re8btRv0L7W7t6+7myZ6QpOYWW77ylxyWOdHlkNPakiIiItndoVCmtp9Dddi+KGKXlERESkkSjAKSB3XwIsIE0/G2CL6O+MJquQiIhIC6EAp/BeB3Yxs9QJQvaM/r7RxPUREREpewpwCu9+YGPg5ESCmXUAzgQ+BV5N3cDMLjUzN7N1+uKY2QAze9LMFpjZEjP7j5kNKWD9JQdm1tPMbjOz2Wa20sxmmdlNZtYtTV6dwxJkZh3N7G/ROVxmZuPM7PBi10vSM7OtzOxBM/sy+p/7xMyuNLP1U/INN7MXo/+1BdE2mxer3pKemd1jZnPSpNf7/OkuqgKL7pZ6iTAezi3ATMJUDdsB30+djyr6onubMCVsB3dfHlu3OTCe0Hn5FsKdVqdHeXdy95TpZ6UpRHONTQAGAP8G3gIGE0axng7s4u4Lorw6hyUomlKlknWnVNkeyGtKFSk8M+tNGA2+M3Av8D5hTLEjCFfNR7j7CjMbRhhzbB5wG7AR4f9tATAs8X8pxWVm3wb+C8x1956x9IadP3fXUuAlOik3AnOAZYQvwEPT5GsFVAEeLe1T1t9JuLV8h1jaNsAK4L5iv86WugC/jM7XH1PSj4zSr9I5LO0FOCE6Vz+PpXUAPiAEO62LXUcttc7XX6LzdXJK+nlR+hnR80rCrc2bxfLsF+W5rNivQ4sDrA98Ep2TOSnrGnT+dAWnhJjZz4HrgXcJV3hqruBEvzDnA1Xu/t2U7R4FDgS6uvuKpq21mNkTwCFAF3dfnLLuM2Ceuw/XOSxdZjYaqAA28dio42b2C8KUKnu6ewOnVJHGYmbvAJsCPd19bSy9HVANPAmcQfhRebO7n5my/Xigk7sPaLpaSzpmNgo4DfgC2MijKzhm1oMGnj/1wSkRUdPFn4C/EZo7Um1NGGjp5TTrXgE2ANSPozgceD01uIl8Q2h+Ap3DUpbLlCpSOlYBlfHgJpa+ivA/twuhKTjT/1t/M+tS0FpKVmY2nHAF/PfA5ymrG3z+FOCUjpsIk3L+LsP6xK3meU37IIXn7oe7+7dS081sd2AQMClK0jksQfWdUkWKx913cvej0qw6itC0OAn9v5W06Ir2bYQf9H9Lk6XB508BTgkws6MITRxnunummc0SAwOmW59tQEEpAjPbF3iM0N/muihZ57A06byUATM7ktBBvBq4GZ3XUncOsC1wirunm5qowedPAU6RmVlnQr+bh9396WxZs6zLOO2DNC0z62Vm9wEvEK4KnOru4xKrs2yqc1g8Oi/NmJkNNLNngAejpB+6+0x0XkuWmfUH/g+4zt0nZsqWZRc5nT8FOMU3CmgPnF1HPk37UOLM7GRgKuH28MnAt9z9zlgWncPSpPPSDJlZKzO7kNAcdRChX8Ywd382yqLzWrpuIXQgvjhLngafPwU4BWBm3aKB+upadgJOIjRhtDaz3tH4DomBqjaL0oxkO6SmfWgCeZzDvlH+6wntyWsJd2/s6O5vpuxW57AEuaZUaXai/hsPE27MmA8c6e57ufuHsWz6fytBZvYDwq3elwNdYt977YBW0fNeNML502zihbGQMLZJXYZGfy8mfST7cfS3M+HKwGJgjzT59iSMrzM5n0pKVrmew9lm9mPgLMLAYwe7e+rdAAk6h6XrdaDCzNqm3EmlKVVK02+B7wP/IzRJpbuD8U3CHY57EEaUj9sTmOHuXxa0lpJOYhTi2zKsn0n4nBxEA8+fxsEpIjPbBNg5zapfEiLc7xNueXzW3Veb2W2EAcmGufvkaB/bEL5YH3b345qm5hIXjckwBBjo7p/VkVfnsASZ2XGEEXHPdPe/R2kdCHd4tAcGuPvqIlZRImbWitC84YTzkrGZwsyeB3YCtnH3L6K0fQl95C5390x3rUqBmNmWpB8O4wqgN3A8sMrdn2vo+VOAU4LM7C7Cl2C6qRreJjSD3EzohHUa4UrccHef0eSVbeGigcW+AWYB12TINtvdH4vy6xyWoHynVJHiMbMBwEeEHwW3Z8g21d1fMLMdCaPDf0G4YtCZ8P82j/D/tqgJqiw5MLMxwNZee6qGBp0/BTglKFOAE60bCPwZ2DtKegX4jbtPbdJKCgBmthkhuMnmJXcfEdtG57AEmdlGhF+RPyAMyPgucKm7P1XUikktZvYtoK5Rpe929xOj/LsCVxIGjlsBPEf4f5tdyHpKftIFOFF6vc+fAhwREREpO7qLSkRERMqOAhwREREpOwpwREREpOwowBEREZGyowBHREREyo4CHBERESk7CnBERESk7CjAERERkbKjAEdERETKjgIcERERKTsKcERERKTsKMARERGRsqMAR0RERMqOAhwREREpOwpwREREpOwowBEREZGyowBHREREyo4CHBERESk7CnBERESk7CjAERERkbKjAEdERETKjgIcERERKTsKcERERKTsKMARERGRsqMAR0RERMqOAhwREREpOwpwREREpOwowBEREZGyowBHREREyo4CHBERESk7CnBERESk7CjAERERkbKjAEdERETKjgIcKWlmdrGZebSMKHZ9UsXqVp+lb7HrX07MbEaOx32lmc01s/+Z2S/MbINi172xmdld0WudUYSya/5nm7rshkj5rIkvGzdxPSamqcOYpqxDuVCAIyItTRugB7A/8FdgkpkNKW6VpDkxs+5mtpeZ7WZm6+e4zYAouJ5kZvrubQLrFbsCIsVkZncBJwCfunvfBuxqMnBentvMbUB5ktmXhHOajgE9gW2Ak4CuQD/gWTMb7O5Lm6aKzVd0JbUyerqPu48pXm0K5qDY4+rEAzPrAdwEHEHyAsEyM7sBuMjdV2XZ55WE4Ppcd1+bJd+ZwEbR46uBoXnWXSIKcEQaxwJ3f7bYlRAAluVyLszsUuA5oALoDZwGjCpw3cqeu18MXFzkajRIuvePmXUHqoD+Kas6AOcCQ8zsMHdfk2bb3YEfAP9z9+fqKLsqtt0F9ai+RHSZTERaJHevBi6KJR1QrLpIs3A9IbhZRPLq3xbAn4C1wHeBUzNsOyrKc27hqykJCnBEpCUbF3u8edFqISUt6mj8w+jpj939Tndf4O6fuftFwHXRupPSbDuScJXwXnd/p2lqLKAAR8qEme0e3Tky3cyWm9lCM5tgZn8ys03S5B8T3eWR6KuxReyOhYubtPLUuuvlkeh5JzP7g5lNNrOlZva1mb1tZueZWbs69vUdM3vIzGaa2Qoz+8rM3jCzi8xsowzbjInKHxU939nMnjWzJWY2MU3+jaK7TiaZWbWZLYj2cUy0/tLY8ewdpd0SPV8dXe7PVP/WZvZFlPe13I9ivayMPf46S502N7NRZvZu7Hx8ZGb/MLMdsxVgZlua2bXRsVoadTT9wsyeNLPD6ti2lZkda2ajo21Wmtl8MxsbvRc65vNizWxE7LyMyCefmZ0Y/c9UxrJWWsrdWpbDXVRm1jc6Ju9G77FvzOyT6P/gW1m2SdRp2yhtHzN7wsxmR8fmczN70Mx2yue45GAQoUvHUuDpNOsfiP4OTqlzG+AKYBnwu0auk9TF3bVoKdmF0Jbv0TIizXoD/kK4/OsZlsXAgSnbjcmS/+I86pfYZkwDX+dd0X4eIVz2npqlfq8DG6TZRzvgoSzbOfAFsGOabRPHYxRwKOEDObHNxJS82wKzspTxAHB67HnvaLt9YmmnZTkWB8TynZ7HMZwRbTMjj22GxMr6Z4Y8xxKCn0yvdw2hg2m6bX8EfFPHObk1w7ZdgVfr2HY2MCzL+2lGSvqI2Lbr/D9lywecmKUeM2LbXpxIz7DvnwDL63hdNwGtUrbrG1u/LXABmf/vVwFH1fezJs26HaN1K4F2WY7X4pT0s6L0y+v5uTCGRvh8aamLOhlLc3ctcHb0eDLhg/1joBPwHeBowh0Jj5vZMHefGuU9D+gCnEO4XTh+583HTVLz9NoCjwIDgXuB/xC+QHcFfkYIYnYl1PvSlG3vJ9zdAeGL8X7gM6B7lH4I4Q6i/5nZNu4+L035gwmdbdcSjuWrxI5HdDXseSBxVeyxaKkGto/qeBQhcEj1EjAnqsMPgVsyHIPjor8rgAcz5GksZ8ce/yN1pZkdQTgPRniP/AN4m3D1ezfgFML76zIz+9zd74xtOxS4m/DLf1n0uIoQLA0iHKvNgFPM7EV3fyC2bRtCB+jhUdK7wB3AJ0A3YCTh/d0LeNHMtnf3Txt0JOr2P8LdRdsBV0Vp5wOTCK+vTmb2feB2wvFcRXiPVRLO9Q7AGYTXdwYhmPhlhl2NBP4PmAbcTHiP9iIETzsRjvktZvYfd1+Sx2vMZAqwhHCuLyTWidrCLd8XRk9fj6V3An4PzCN5vKQpFTvC0qIl20KWKzjAniR/wd0CtE6z/f4kr0Y8k2b9XeT5qz9l+0TdJhG+cHJddsxQjzXAauCQNGXtHa134M2UdcfF6vK7DHU9Pna8bkpZNya2/XSgX4Z9/DOW75Q063sRvoTjv6Z7x9b/LUpbDXRPs/36hGYABx7K81zMyOVcAh0JwcndsTpekybfxoQvJwfeALqmybMF4cvVo7zrp3mtDuybZtstSV7JeCpl3fmxbR8A2qTZ/pexPKnbp31f04ArOLnugwxXQoANYsezGtg9zbabAO9HedYCO8XW9Y2VuwZ4EeiQsn0r4L+xfN/N4/2Ttt6x9b+P7fdBwtW5n0bvjUR994vlvzJK/1k+7+MM/5dj6ruPlrwUvQJatGRbyB7gPBWlTyFNcBPL9+vYh+JmKevSfhHkUb90l8dzWR7PUA8Hrs1S3tgoz/SU9ElR+rN11PevUb7FQPtY+phY+esEV1GeXoRf3Q48mqWM76S81niAs0cs/dQ02/4otv7gPM/FjHqch0XAGRn2d06UZwWwRZZydyIZOB4TS38uSpuXZdvbo2N/RyytFTAz2nY2aZojY3lHk/xy7RdLT/u+prgBzqmx7X6ZpexdYvnuiqX3jaV/A/TMsP3+sXwn5PH+SVvv2PrWhMAm3ftoLWF8m0TePoQfVh8A6+XzPk4pcwwKcOq9qJOxNEtm1gE4MHr6T08z9kTM7YTgphXhw6/U3Zxl3SfRX0skmNkAkoOB3VPHvhPNQhsRmrpSLSM0i6VzCMmxs27IVICHMUQ+y7D6VUL/HUjelRKXaJ6aSwgQCm0mIThMJ9Hc95Jnaf5x93HA+Ohp/FbzRNNIVzPbJcO2J7v7CHeP330zlDAuD4TAJ2PnZ5LnwSj929wTg+ctA27LlMnd3wTejJ5+J0O2x919ToZ1n8QeW4Y8eYs+Y44mXLUZR3gdSwhXjL7t7tfEsl8OtAfOd/fVjVUHyY/64EhztSNhVFCATmaW6YMwYQnQmdB/oBBecvcRjbCfpe7+YZb16UZAjX959qzjWLSJPd6O0C8m7qMswWLizpTVQF13N71G+BVbi7u7mT1EuKo2wsy6uft8qBkl9ttR1n824Ish20jGEIK7wcDPCZ1VXzKzI9z9qUSGqF9F4vWuyeH9lQhC4u+vJwl9RQx42czuJvRXeqWOoCV+V1bq+Un1CuEXvqVsV4oS9XvbwxhE2bxMeF9vYmabuvsXKevHpdkmIdsowQ3i4bLK7dGSVnRX3bHAWHd/PJbenXAn1eGEfmhzgCcIHZA1qnkBKMCR5qpn7PF55D5NQq8C1KUxLazHNvFj8ec8tkt3LLJ1yEyUM8/dl9ex75lZ1j1ICHDWI1wlSXTuPZrkZ9Lddew/m1xHMv47ocNwL+BGM3s6+gKD0P8mcTt+ot9ULuLH9D5gd0KH2XaEJppTgdVm9g6h+eEJd38lZR/dYo8zXQkDwN2rzWwB4Y6rjLfel4jE68r6miLxK2bdCXf/xdXn/6SpjCIEnL9JJJjZVoQ+Q71j+foAvwC+b2b7ufsHTVrLFkBNVFI0ZrZ1tKQOfZ6LDvUsNu04MCXE686yjsY8Ftma+hLlrMySJ2FFphVRE8T06Gm8mSrRPDXR3TM1GzWa6Fdzosluc2rP+dPgY+rBmYQrEXcQrixBCOKGE/r4vGxm46z2ZJ/xcY5yOdaJYLO+dW4qideVz2uC9K+rPv8nBWdm3wX2JXSQfyNKaw38mxDcTCNcwdkS+B7wEeFOukejfNKIFOBIMU2Nlhey5Mn0Ho1fadjf3S3H5eBGq33piMN0Y8wAAAhbSURBVB+LAXkci5/lWU5iIsqNc8jbqY71D0V/9zGzrmY2ENg5Srsrz3o1xITY4y1jj+PH9LI8jukGqQW4+1vufjLhCthQwu3hDxE6ekMIdirNLHGFY3Fs8845vIbE+VicNVd+cpohO0+J+uXzmuLblbQoQLmaEMBdGFv1PUJT6CJgb3d/wt1nuPuThA7biwjDKmQd9FHypwBHSkH7LOs2jD2Oz9Q7I/Y4/sXUEs2IPS7ksUiU0ykxOnEW29SxPjHmS6KZKnH1ZjXwr3rVrn7is4fXjArsYVbxr6KnjXJMoys677r7Te5+FLApcGe0ujvJfkPTY5tlnUnazPoRbr+G2s06DVWI91HideUyO3aiL9Makp3SS91JhEDlRnePd3TeI/r7mLvPjm/g7p8T+moBpB3BWepPAY4UU+JXcg8zyxTkDIo9nh97PIXwywfCyLsZmdlOZjYxWvasX1VL2mskO1bWdSwOix2LfJsGx8Yefz9LGZ1Jfqin5e4TgURn6iMJt4dDGKso3QCETSH1jptXo78HWJbpMcxsfTN7NTqmv4rSukbTKYw1s/PTbefuywjNVAn9or9vkDyfI+uo85Fp6purbFfiDslzX7lIzJK9pZkNy5QpukMyUf6kHDokF52ZbQBcQvhMuixldeJqWKbXkehPlNe0G1I3BThSTJOjv0aaL0wLE9ztFT1dQGivBsDd1xJGmAU41Mz2TVdAdNn4SsIou1uR+ZbgZiu6C2l09PQUMxucLl/0IXwF4Vh0ofbttLkYTTLIvNDMumbIdwm1+5Fk6i+RGKX424RZmqFhnYvrI35VMLWvR6Iu3YHfZtnH+YTJFLcn+Z5eRLhr6FvAmVkC+HgH8XlQcz4Tt+ofamb7pdswuoqW6Fw/F6izYzW1+7aMyLDf/UgOwdCY4kMYjMrS5+QSks1YTf1+qK/fEK7IXe7uC1LWTYv+fjsaobpG9Dxxe3++/49SBwU4UkzxD7yrzGz7xBMLk0LeSfLy+21RUBN3FeHXjxGmYjjezNaL7WML4GEg8QXxV3fP1J7fOb5tPXSxMMllPktj3tb7e0LbfwfgeTM7xMziY+VsS/jSTAQ/l8fuGMqJu68gfPlAcsqHmuaG6ErGZYQ7Q+JfpJlu906dhmEB6ScyLKT43TgDUtY9QfJ2+D+Y2RUWm6zUzDY0s0uBP0RJr7v781AzZkoi6OwD3BoF7MS235vw/oQQBD4ZW/0HksftUTM7Kh4QmFkF4a6cRCBwsbvn0nn3g9h+f2ZhAk2L9mnRVAqPkuwQXZec79xy9/GE2+QhzEv2iJltllgfHc8rgHOjpGlkGS+nVJhZT0KA8ylh9OpUjxAC6a2BOyyaIDX6wXE7oTl3dZRPGlNjjBaoRUt9FkL/ixeoPSLoB8BEak/2+A4ZRnMl3L4bn8xwMaHj6HSS0xp4VE66SfKuSinnceDEPF5DviPnxpfHY/u5ixxGVM6WjzAPT/w1zyfcBj2T2pMS3gdYyrZjyGHEVEIw+a+U1zEtOmfV0fNxhFtlE+s3yrK/ybF8NzTw/TQjl2OYsk2n2DH7gpTpGAij506P1XEFYV6o91LeozNJmd6CMJ/YwlieVYRpCCYR+vfEj+GVaep2Rsp5i5/P+La35/k+uTFl+wWE/5kvo+fLCFeeMo1kvE1KnZ4A7o2tvzixPk3Z3VLO+ZromLyTcjzns+50Jn1j6zP+j+aaL812Getdx3a3Rtv9KEue38Xq9E30Hop/bmWaXmUMGsm43kvRK6ClZS+EKw43Ea4+pAYAawhfphvXsY+dCJPcpQsiviY0Ua0T3ETbbk0IiuLbXJxH/UsmwInWH0DmmcgXEH5ptkqzXc4fpIQh6y8lfNmnlvEE4arCtdHz5aQEUyn7uia27c4NfC/NyOUYptnurVgdHkmzvmf0Pkw3c/Uawi/vXhn2vV2W96YTOtD+NEvdDiE0zabb9ivgrHzfJ4TBHm+mdjCcWD4m3M22XixtRMr2RmgOi283I7b+4kR6hrp1Jox9tDrD63oW2CrNdn1jeU7Mcsxyypdmu6z1zrDN4Oh1vJXtfR7lvZB1Z1FfDlyQZZsxKMCp92LRQRQpqmgU230Ikxe2IszBM8bdsw0Yl7qPwYSB1XoQAqaPon1knU04uj33MEIb+hLgBXd/rz6voxRETQ7Do6Ur4ZfiVOBlDx1bG6ucLoQraJsTjttYd58crXuCcEw/cPets+xjAmEW6ffcPd0M5CUjaorYhzCeSStCcPJyLu9RM9uGMB5OT0KA+BXhSs6bnn2akcT53JnQp6cr4c6v96OyM443lEOdtiA03/YknL/3CP8vdY4EHI30fBDhC96ADz02am+O5XcljBnThxBQzSGMCD4jn/00FjO7mDBDOe6e0xQP0QjXuxEGbJyQQ/5NCcctMZLxM555ygnMbAxhkt3GGim9RVGAIyI5iT6cE3f9/NvdqzLk60D48N4IuNNrz7MUz7czyTmHznf3qxu5yiI5q0+AU2gKcBpGUzWISK6WAGcSmhX3MrN9PP2cSpeRHNH34TTrExLB0hpCvyARkUajAEdEcuLuX5vZTYTAZGdggoUJJD8i9CXoQxi3Ze9okzdIuXXZzE4nDN44DDgqSr7Xw4BnIiXBak+u+rw34Yzg0R1yiR8IXZqq3HKkAEdE8nERoc/NkYRxhVIHNUt4Hxjp67aBH00yAIIw8eJFjV1JkQb6T+xxZ5KDijaFmwhjKkkDaRwcEcmZu6/wMM3AdwnzKX1KuJtqOaFj+HOEuZa2d/d0Q+xPINxOPg+4H9hLV29EpBDUyVhERETKjq7giIiISNlRgCMiIiJlRwGOiIiIlB0FOCIiIlJ2FOCIiIhI2fl/Pg3lHqTBnO8AAAAASUVORK5CYII=\n",
1751       "text/plain": [
1752        "<Figure size 576x576 with 1 Axes>"
1753       ]
1754      },
1755      "metadata": {
1756       "needs_background": "light"
1757      },
1758      "output_type": "display_data"
1759     },
1760     {
1761      "name": "stdout",
1762      "output_type": "stream",
1763      "text": [
1764       "Jet Energy resolution: 1.86$\\pm$0.03 %\n",
1765       "Jet Energy bias:       0.99$\\pm$0.03 %\n"
1766      ]
1767     },
1768     {
1769      "data": {
1770       "image/png": 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\n",
1771       "text/plain": [
1772        "<Figure size 576x576 with 1 Axes>"
1773       ]
1774      },
1775      "metadata": {
1776       "needs_background": "light"
1777      },
1778      "output_type": "display_data"
1779     },
1780     {
1781      "name": "stdout",
1782      "output_type": "stream",
1783      "text": [
1784       "Jet Energy resolution: 1.91$\\pm$0.03 %\n",
1785       "Jet Energy bias:       1.00$\\pm$0.03 %\n"
1786      ]
1787     },
1788     {
1789      "data": {
1790       "image/png": 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\n",
1791       "text/plain": [
1792        "<Figure size 576x576 with 1 Axes>"
1793       ]
1794      },
1795      "metadata": {
1796       "needs_background": "light"
1797      },
1798      "output_type": "display_data"
1799     },
1800     {
1801      "data": {
1802       "image/png": 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\n",
1803       "text/plain": [
1804        "<Figure size 576x576 with 1 Axes>"
1805       ]
1806      },
1807      "metadata": {
1808       "needs_background": "light"
1809      },
1810      "output_type": "display_data"
1811     },
1812     {
1813      "data": {
1814       "image/png": 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\n",
1815       "text/plain": [
1816        "<Figure size 576x576 with 1 Axes>"
1817       ]
1818      },
1819      "metadata": {
1820       "needs_background": "light"
1821      },
1822      "output_type": "display_data"
1823     }
1824    ],
1825    "source": [
1826     "# energy resolution study\n",
1827     "reco_var = 'Jet.E'\n",
1828     "true_var = 'Jet.TrueE'\n",
1829     "res_var = 'Jet Energy'\n",
1830     "\n",
1831     "resolution_study(reco_var, true_var, res_var)"
1832    ]
1833   },
1834   {
1835    "cell_type": "code",
1836    "execution_count": null,
1837    "metadata": {},
1838    "outputs": [],
1839    "source": []
1840   }
1841  ],
1842  "metadata": {
1843   "kernelspec": {
1844    "display_name": "Python 3",
1845    "language": "python",
1846    "name": "python3"
1847   },
1848   "language_info": {
1849    "codemirror_mode": {
1850     "name": "ipython",
1851     "version": 3
1852    },
1853    "file_extension": ".py",
1854    "mimetype": "text/x-python",
1855    "name": "python",
1856    "nbconvert_exporter": "python",
1857    "pygments_lexer": "ipython3",
1858    "version": "3.7.6"
1859   }
1860  },
1861  "nbformat": 4,
1862  "nbformat_minor": 2
1863 }