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July 18, 2019 14:12
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 450, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Reco Prop" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 456, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import uproot\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor, as_completed\n", | |
"import matplotlib.pyplot as plt\n", | |
"from glob import glob\n", | |
"import json\n", | |
"from tabulate import tabulate\n", | |
"import itertools\n", | |
"import math\n", | |
"plt.rcParams['ytick.right'] = plt.rcParams['xtick.top'] = True\n", | |
"plt.rcParams['xtick.direction'] = \"in\"\n", | |
"plt.rcParams['ytick.direction'] = \"in\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 458, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# %load https://gist.githubusercontent.com/paulgessinger/f89bba7f3b8eb304a85eac1bf27f6be0/raw/b819720cb31c95ba4f49f9cfcb508285a4a58630/jupyter_util.py\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"from IPython.display import HTML, display\n", | |
"from io import BytesIO\n", | |
"import base64\n", | |
"import os\n", | |
"import contextlib\n", | |
"\n", | |
"def draw_eta_lines(ax, eta_range = (-3, 3), n=None, s=None, fmt=\"%.2f\", **kwargs):\n", | |
" assert (n is None and s is not None) or (n is not None and s is None)\n", | |
" eta_min, eta_max = eta_range\n", | |
" if n is not None:\n", | |
" eta_vals = np.linspace(eta_min, eta_max, n)\n", | |
" else:\n", | |
" eta_vals = np.arange(eta_min, eta_max+s, s)\n", | |
" thetas = 2*np.arctan(np.exp(-eta_vals))\n", | |
" zmin, zmax = ax.get_xlim()\n", | |
" rmin, rmax = ax.get_ylim()\n", | |
" z_vals = np.array([zmin if theta > math.pi/2. else zmax for theta in thetas])\n", | |
" r_vals = z_vals * np.tan(thetas)\n", | |
" \n", | |
" for eta, theta, z_out, r_out in zip(eta_vals, thetas, z_vals, r_vals):\n", | |
" \n", | |
" z_in = 0\n", | |
" r_in = 0\n", | |
" \n", | |
" if eta == 0.:\n", | |
" ax.text(0, rmax, s=r\"$\\eta=0$\", ha=\"center\", va=\"bottom\")\n", | |
" ax.plot([0, 0], [max(r_in, rmin), rmax], **kwargs)\n", | |
" continue\n", | |
" \n", | |
" if r_out > rmax:\n", | |
" # re-calc z based on r\n", | |
" z_out = rmax / np.tan(theta)\n", | |
" r_out = rmax\n", | |
" \n", | |
" if r_out < rmin:\n", | |
" # would not show anyway\n", | |
" continue\n", | |
" \n", | |
" if r_in < rmin:\n", | |
" # re-calc z_in\n", | |
" z_in = rmin / np.tan(theta)\n", | |
" r_in = rmin\n", | |
" \n", | |
" ax.plot([z_in, z_out], [r_in, r_out], **kwargs)\n", | |
" ax.text(z_out, r_out, s=r\"$\\eta=%s$\"%(fmt%eta), ha=\"center\", va=\"bottom\") \n", | |
" \n", | |
" \n", | |
"def embed_figure(fig, filename):\n", | |
" \n", | |
" _, ext = os.path.splitext(filename)\n", | |
" \n", | |
" if ext == \".pdf\":\n", | |
" mime = \"application/pdf\"\n", | |
" fmt = \"pdf\"\n", | |
" elif ext == \".png\":\n", | |
" mime = \"image/png\"\n", | |
" fmt = \"png\"\n", | |
" \n", | |
" d = BytesIO() \n", | |
" fig.savefig(d, format=fmt)\n", | |
" data = d.getvalue()\n", | |
" b64 = base64.b64encode(data)\n", | |
" payload = b64.decode()\n", | |
" html = f'''\n", | |
" <a download=\"{filename}\" \n", | |
" href=\"data:{mime};base64,{payload}\" \n", | |
" target=\"_blank\">Download {filename}</a>'''.strip()\n", | |
" display(HTML(html))\n", | |
" \n", | |
"class FlowLayout(object):\n", | |
" ''' A class / object to display plots in a horizontal / flow layout below a cell '''\n", | |
" def __init__(self):\n", | |
" # string buffer for the HTML: initially some CSS; images to be appended\n", | |
" self.sHtml = \"\"\"\n", | |
" <style>\n", | |
" .floating-box {\n", | |
" display: inline-block;\n", | |
" background:#fff;\n", | |
" margin: 10px;\n", | |
" border: 0; \n", | |
" }\n", | |
" </style>\n", | |
" \"\"\"\n", | |
" \n", | |
" @contextlib.contextmanager\n", | |
" def subplots(self, **kwargs):\n", | |
" fig, ax = plt.subplots(**kwargs)\n", | |
" yield fig, ax\n", | |
" self.add_plot(ax)\n", | |
"\n", | |
" def add_plot(self, oAxes):\n", | |
" ''' Saves a PNG representation of a Matplotlib Axes object '''\n", | |
" Bio= BytesIO() # bytes buffer for the plot\n", | |
" fig = oAxes.get_figure()\n", | |
" fig.canvas.print_png(Bio) # make a png of the plot in the buffer\n", | |
"\n", | |
" # encode the bytes as string using base 64 \n", | |
" sB64Img = base64.b64encode(Bio.getvalue()).decode()\n", | |
" self.sHtml+= (\n", | |
" '<div class=\"floating-box\">'+ \n", | |
" '<img src=\"data:image/png;base64,{}\\n\">'.format(sB64Img)+\n", | |
" '</div>')\n", | |
" \n", | |
" plt.close()\n", | |
" \n", | |
" def add_plots(self, axs):\n", | |
" for ax in axs:\n", | |
" self.add_plot(ax)\n", | |
" plt.close()\n", | |
"\n", | |
" def display(self):\n", | |
" ''' Final step - display the accumulated HTML '''\n", | |
" display(HTML(self.sHtml))\n", | |
" \n", | |
" def __enter__(self, *args):\n", | |
" return self\n", | |
" \n", | |
" def __exit__(self, *args):\n", | |
" self.display()\n", | |
" \n", | |
" \n", | |
"def plot_hist(ax, hist, bin_edges, yerr=np.sqrt, **kwargs):\n", | |
" extra = {\"linestyle\":'none', \"capsize\": 0}\n", | |
" extra.update(kwargs)\n", | |
" ax.errorbar(bin_edges[1:]-(bin_edges[1:]-bin_edges[0:-1])/2, \n", | |
" hist, yerr=yerr(hist), xerr=(bin_edges[0]-bin_edges[1])/2,\n", | |
" **extra)\n", | |
" return hist, bin_edges" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 459, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def load(files, treename):\n", | |
" return pd.concat([uproot.open(f)[treename].pandas.df(flatten=True) for f in files])\n", | |
" #file = uproot.open(file)\n", | |
" #tree = file[treename]\n", | |
" #df = tree.pandas.df(flatten=True)\n", | |
" #return df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 543, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"basedir = \"/atlas/scratch0/pagessin/dev/physics/higgsinodt/run/\"\n", | |
"#basedir = \"/Users/Paul/dev/physics/higgsinodt/run/\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 461, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def check_consistency(a, b):\n", | |
" files = glob(os.path.join(basedir, f\"{a}/**/data*/*.root\"), recursive=True)\n", | |
" pardf = pd.concat([load(f, \"physics\") for f in files])\n", | |
" display(pardf.head())\n", | |
" display(len(pardf))\n", | |
" files = glob(os.path.join(basedir, f\"{b}/**/data*/*.root\"), recursive=True)\n", | |
" seqdf = pd.concat([load(f, \"physics\") for f in files])\n", | |
" display(seqdf.head())\n", | |
" display(len(seqdf))\n", | |
" assert np.all(np.sort(seqdf.event_number) == np.sort(pardf.event_number))\n", | |
" print(\"Is consistent!\")\n", | |
" \n", | |
"#check_consistency(\"r028\", \"r029\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 462, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['PtMin',\n", | |
" 'EtaRange',\n", | |
" 'MinNumBLayerHits',\n", | |
" 'MinNumPixelHits',\n", | |
" 'MinNumPixelContribLayers',\n", | |
" 'NoSCTHits',\n", | |
" 'NoSiHoles',\n", | |
" 'NoPixelOutliers',\n", | |
" 'NoPixelSpoiltHits',\n", | |
" 'NoPixelGangedFakes',\n", | |
" 'MaxD0Sig',\n", | |
" 'MaxZ0SinTheta',\n", | |
" 'MaxIsoPtCone40',\n", | |
" 'MinChi2Prop',\n", | |
" 'TrackletIsolation']" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"15" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"['METMin',\n", | |
" 'LeadingJetPtMin',\n", | |
" 'LeadingPtJetIsOk',\n", | |
" 'JetCandidatesAreOk',\n", | |
" 'JetMETdPhiMin',\n", | |
" 'NoBadMuonEventVeto',\n", | |
" 'NoLeptonVeto',\n", | |
" 'HasPixelTracklet']" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"['LeadingJetPtMin',\n", | |
" 'METMin',\n", | |
" 'JetMETdPhiMin',\n", | |
" 'NoMuons',\n", | |
" 'NoElectrons',\n", | |
" 'HasAcceptedChargino']" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"['PtMin', 'EtaRange', 'DecayRadiusRange', 'DeltaRMin']" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def unpack_accept(accept, cuts):\n", | |
" b = [i=='1' for i in reversed(bin(int(accept))[2:])]\n", | |
" #print(\"\".join([str(int(i)) for i in b]))\n", | |
" if len(b) > len(cuts): b = b[:len(cuts)]\n", | |
" assert len(b) <= len(cuts), \"Too many bytes\"\n", | |
" b += [False] * (len(cuts)-len(b))\n", | |
" return b\n", | |
"\n", | |
"with open(os.path.join(basedir, \"RecoTrackletAccept.json\")) as f:\n", | |
" trackletAccept = json.load(f)\n", | |
"display(trackletAccept, len(trackletAccept))\n", | |
"with open(os.path.join(basedir, \"RecoLevelAcceptEvent.json\")) as f:\n", | |
" recoLevelAcceptEvent = json.load(f)\n", | |
"display(recoLevelAcceptEvent)\n", | |
"with open(os.path.join(basedir, \"GeneratorLevelAcceptEvent.json\")) as f:\n", | |
" genLevelAcceptEvent = json.load(f)\n", | |
"display(genLevelAcceptEvent)\n", | |
"with open(os.path.join(basedir, \"GeneratorLevelAcceptTracklet.json\")) as f:\n", | |
" genLevelAcceptTracklet = json.load(f)\n", | |
"display(genLevelAcceptTracklet)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 555, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"['/atlas/scratch0/pagessin/dev/physics/higgsinodt/run/r006/data-ANALYSIS/ZeeZmumu.root']\n" | |
] | |
} | |
], | |
"source": [ | |
"infile = glob(os.path.join(basedir, \"r006/**/data*/*.root\"), recursive=True)\n", | |
"print(infile)\n", | |
"assert len(infile) > 0" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 558, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"209" | |
] | |
}, | |
"execution_count": 558, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"trkdf = load(infile, \"tracklets\")\n", | |
"#trkdf.pt /= 1000 # MeV to GeV\n", | |
"len(trkdf)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 559, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th>pt</th>\n", | |
" <th>eta</th>\n", | |
" <th>phi</th>\n", | |
" <th>q</th>\n", | |
" <th>d0sig</th>\n", | |
" <th>z0sinth</th>\n", | |
" <th>ptcone40</th>\n", | |
" <th>chi2</th>\n", | |
" <th>chi2_prob</th>\n", | |
" <th>ndf</th>\n", | |
" <th>...</th>\n", | |
" <th>truth_match_prob</th>\n", | |
" <th>ch_pt</th>\n", | |
" <th>ch_eta</th>\n", | |
" <th>ch_phi</th>\n", | |
" <th>ch_q</th>\n", | |
" <th>mu_accept</th>\n", | |
" <th>mu_accept_res</th>\n", | |
" <th>el_accept</th>\n", | |
" <th>el_accept_res</th>\n", | |
" <th>event_number</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>entry</th>\n", | |
" <th>subentry</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <th>0</th>\n", | |
" <td>23.469851</td>\n", | |
" <td>-0.379708</td>\n", | |
" <td>-3.009132</td>\n", | |
" <td>1.0</td>\n", | |
" <td>0.258514</td>\n", | |
" <td>-0.002160</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>41.977741</td>\n", | |
" <td>0.227676</td>\n", | |
" <td>36.0</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>4294950911</td>\n", | |
" <td>0</td>\n", | |
" <td>4294967295</td>\n", | |
" <td>1</td>\n", | |
" <td>10427580</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <th>0</th>\n", | |
" <td>36.500878</td>\n", | |
" <td>1.728821</td>\n", | |
" <td>-2.694629</td>\n", | |
" <td>1.0</td>\n", | |
" <td>-0.245983</td>\n", | |
" <td>0.000530</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>41.865562</td>\n", | |
" <td>0.605510</td>\n", | |
" <td>45.0</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>4294950911</td>\n", | |
" <td>0</td>\n", | |
" <td>4294967295</td>\n", | |
" <td>1</td>\n", | |
" <td>13029658</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <th>0</th>\n", | |
" <td>45.626398</td>\n", | |
" <td>-1.595879</td>\n", | |
" <td>1.505506</td>\n", | |
" <td>-1.0</td>\n", | |
" <td>-0.871023</td>\n", | |
" <td>0.001278</td>\n", | |
" <td>0.036737</td>\n", | |
" <td>54.821575</td>\n", | |
" <td>0.296779</td>\n", | |
" <td>50.0</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>4294967295</td>\n", | |
" <td>1</td>\n", | |
" <td>4294967295</td>\n", | |
" <td>1</td>\n", | |
" <td>10427403</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <th>0</th>\n", | |
" <td>22.530719</td>\n", | |
" <td>0.594362</td>\n", | |
" <td>-1.241777</td>\n", | |
" <td>-1.0</td>\n", | |
" <td>-0.673997</td>\n", | |
" <td>0.053243</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>11.960178</td>\n", | |
" <td>0.366644</td>\n", | |
" <td>11.0</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>4294950911</td>\n", | |
" <td>0</td>\n", | |
" <td>4294967295</td>\n", | |
" <td>1</td>\n", | |
" <td>13029717</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <th>0</th>\n", | |
" <td>36.400097</td>\n", | |
" <td>-1.433432</td>\n", | |
" <td>-0.670264</td>\n", | |
" <td>1.0</td>\n", | |
" <td>-1.093977</td>\n", | |
" <td>0.135331</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>52.675777</td>\n", | |
" <td>0.333812</td>\n", | |
" <td>49.0</td>\n", | |
" <td>...</td>\n", | |
" <td>0.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>4294950911</td>\n", | |
" <td>0</td>\n", | |
" <td>4294967295</td>\n", | |
" <td>1</td>\n", | |
" <td>10427902</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 23 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" pt eta phi q d0sig z0sinth \\\n", | |
"entry subentry \n", | |
"2 0 23.469851 -0.379708 -3.009132 1.0 0.258514 -0.002160 \n", | |
"4 0 36.500878 1.728821 -2.694629 1.0 -0.245983 0.000530 \n", | |
"9 0 45.626398 -1.595879 1.505506 -1.0 -0.871023 0.001278 \n", | |
"14 0 22.530719 0.594362 -1.241777 -1.0 -0.673997 0.053243 \n", | |
"16 0 36.400097 -1.433432 -0.670264 1.0 -1.093977 0.135331 \n", | |
"\n", | |
" ptcone40 chi2 chi2_prob ndf ... \\\n", | |
"entry subentry ... \n", | |
"2 0 0.000000 41.977741 0.227676 36.0 ... \n", | |
"4 0 0.000000 41.865562 0.605510 45.0 ... \n", | |
"9 0 0.036737 54.821575 0.296779 50.0 ... \n", | |
"14 0 0.000000 11.960178 0.366644 11.0 ... \n", | |
"16 0 0.000000 52.675777 0.333812 49.0 ... \n", | |
"\n", | |
" truth_match_prob ch_pt ch_eta ch_phi ch_q mu_accept \\\n", | |
"entry subentry \n", | |
"2 0 0.0 NaN NaN NaN NaN 4294950911 \n", | |
"4 0 0.0 NaN NaN NaN NaN 4294950911 \n", | |
"9 0 0.0 NaN NaN NaN NaN 4294967295 \n", | |
"14 0 0.0 NaN NaN NaN NaN 4294950911 \n", | |
"16 0 0.0 NaN NaN NaN NaN 4294950911 \n", | |
"\n", | |
" mu_accept_res el_accept el_accept_res event_number \n", | |
"entry subentry \n", | |
"2 0 0 4294967295 1 10427580 \n", | |
"4 0 0 4294967295 1 13029658 \n", | |
"9 0 1 4294967295 1 10427403 \n", | |
"14 0 0 4294967295 1 13029717 \n", | |
"16 0 0 4294967295 1 10427902 \n", | |
"\n", | |
"[5 rows x 23 columns]" | |
] | |
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}, | |
{ | |
"data": { | |
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" <th></th>\n", | |
" <th></th>\n", | |
" <th>pt</th>\n", | |
" <th>eta</th>\n", | |
" <th>phi</th>\n", | |
" <th>q</th>\n", | |
" <th>d0sig</th>\n", | |
" <th>z0sinth</th>\n", | |
" <th>ptcone40</th>\n", | |
" <th>chi2</th>\n", | |
" <th>chi2_prob</th>\n", | |
" <th>ndf</th>\n", | |
" <th>...</th>\n", | |
" <th>truth_match_prob</th>\n", | |
" <th>ch_pt</th>\n", | |
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" <th>ch_phi</th>\n", | |
" <th>ch_q</th>\n", | |
" <th>mu_accept</th>\n", | |
" <th>mu_accept_res</th>\n", | |
" <th>el_accept</th>\n", | |
" <th>el_accept_res</th>\n", | |
" <th>event_number</th>\n", | |
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"text/plain": [ | |
"Empty DataFrame\n", | |
"Columns: [pt, eta, phi, q, d0sig, z0sinth, ptcone40, chi2, chi2_prob, ndf, truth_matched, ch_is_accepted, ch_accept, truth_match_prob, ch_pt, ch_eta, ch_phi, ch_q, mu_accept, mu_accept_res, el_accept, el_accept_res, event_number]\n", | |
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"[0 rows x 23 columns]" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"display(trkdf.head())\n", | |
"display(trkdf[trkdf.truth_matched].head())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 563, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"209" | |
] | |
}, | |
"execution_count": 563, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(trkdf[(trkdf.mu_accept_res == 1) | (trkdf.el_accept_res == 1)])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 538, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"accept_to_columns(trkdf, \"el_accept\", trackletAccept, \"El\")\n", | |
"accept_to_columns(trkdf, \"mu_accept\", trackletAccept, \"Mu\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 539, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
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\n", 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"\"></div><div class=\"floating-box\"><img 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"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>ElPtMin </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElEtaRange </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElMinNumBLayerHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElMinNumPixelHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElMinNumPixelContribLayers</td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElNoSCTHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElNoSiHoles </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElNoPixelOutliers </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElNoPixelSpoiltHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElNoPixelGangedFakes </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElMaxD0Sig </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElMaxZ0SinTheta </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElMaxIsoPtCone40 </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElMinChi2Prop </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ElTrackletIsolation </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"</tbody>\n", | |
"</table>" | |
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" margin: 10px;\n", | |
" border: 0; \n", | |
" }\n", | |
" </style>\n", | |
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\n", 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\n", | |
"\"></div>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>MuPtMin </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuEtaRange </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuMinNumBLayerHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuMinNumPixelHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuMinNumPixelContribLayers</td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuNoSCTHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuNoSiHoles </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuNoPixelOutliers </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuNoPixelSpoiltHits </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuNoPixelGangedFakes </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuMaxD0Sig </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuMaxZ0SinTheta </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuMaxIsoPtCone40 </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuMinChi2Prop </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MuTrackletIsolation </td><td style=\"text-align: right;\"> 3995</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"</tbody>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"cutflow(trkdf, [f\"El{c}\" for c in trackletAccept], \"\")\n", | |
"cutflow(trkdf, [f\"Mu{c}\" for c in trackletAccept], \"\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 467, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(array([ 0, 0, 1, 22, 52, 129, 253, 417, 520, 654, 757,\n", | |
" 851, 982, 1045, 935, 935, 899, 816, 802, 791, 709, 707,\n", | |
" 569, 487, 485, 422, 364, 341, 289, 276, 257, 214, 195,\n", | |
" 193, 167, 136, 134, 123, 78, 77]),\n", | |
" array([ 0. , 12.5, 25. , 37.5, 50. , 62.5, 75. , 87.5, 100. ,\n", | |
" 112.5, 125. , 137.5, 150. , 162.5, 175. , 187.5, 200. , 212.5,\n", | |
" 225. , 237.5, 250. , 262.5, 275. , 287.5, 300. , 312.5, 325. ,\n", | |
" 337.5, 350. , 362.5, 375. , 387.5, 400. , 412.5, 425. , 437.5,\n", | |
" 450. , 462.5, 475. , 487.5, 500. ], dtype=float32))" | |
] | |
}, | |
"execution_count": 467, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"plot_hist(ax, *np.histogram(trkdf[trkdf.truth_matched].ch_pt, bins=40, range=(0, 500)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 468, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def accept_to_columns(df, col, cuts, prefix=\"\"):\n", | |
" cuts = [prefix+c for c in cuts]\n", | |
" for cut in cuts:\n", | |
" df[cut] = np.zeros_like(df.index, dtype=bool)\n", | |
" #df[cuts] = df.apply(lambda row: unpack_accept(row[col], cuts), axis=1, result_type='expand')\n", | |
" @np.vectorize\n", | |
" def proc(s):\n", | |
" return np.binary_repr(s)[-len(cuts):][::-1]\n", | |
" #df[col+\"_str\"] = proc(df[col].values)\n", | |
" #/df[col+\"_arr\"] = list(map(list, proc(df[col].values)))\n", | |
" df[cuts] = np.array(list(map(list, proc(df[col].values)))) == '1'\n", | |
" #display(pd.DataFrame(np.array(list(map(list, proc(df[col].values)))) == '1'))\n", | |
"accept_to_columns(trkdf, \"accept\", trackletAccept)\n", | |
"accept_to_columns(trkdf, \"ch_accept\", genLevelAcceptTracklet, \"Ch\")\n", | |
"#display(trackletAccept)\n", | |
"#display(trkdf[[\"pt\", \"accept\", \"accept_str\", \"accept_arr\"]+trackletAccept])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 469, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"trkdf[\"accept_res_np\"] = trkdf.accept == np.iinfo(np.uint32(10)).max" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 470, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th>pt</th>\n", | |
" <th>eta</th>\n", | |
" <th>phi</th>\n", | |
" <th>q</th>\n", | |
" <th>d0sig</th>\n", | |
" <th>z0sinth</th>\n", | |
" <th>ptcone40</th>\n", | |
" <th>chi2</th>\n", | |
" <th>chi2_prob</th>\n", | |
" <th>ndf</th>\n", | |
" <th>...</th>\n", | |
" <th>MaxD0Sig</th>\n", | |
" <th>MaxZ0SinTheta</th>\n", | |
" <th>MaxIsoPtCone40</th>\n", | |
" <th>MinChi2Prop</th>\n", | |
" <th>TrackletIsolation</th>\n", | |
" <th>ChPtMin</th>\n", | |
" <th>ChEtaRange</th>\n", | |
" <th>ChDecayRadiusRange</th>\n", | |
" <th>ChDeltaRMin</th>\n", | |
" <th>accept_res_np</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>entry</th>\n", | |
" <th>subentry</th>\n", | |
" <th></th>\n", | |
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" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th rowspan=\"5\" valign=\"top\">0</th>\n", | |
" <th>0</th>\n", | |
" <td>14.600753</td>\n", | |
" <td>-2.060582</td>\n", | |
" <td>-0.598996</td>\n", | |
" <td>1.0</td>\n", | |
" <td>-1.568611</td>\n", | |
" <td>0.005344</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.557981</td>\n", | |
" <td>0.668954</td>\n", | |
" <td>3.0</td>\n", | |
" <td>...</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>29.459894</td>\n", | |
" <td>1.285590</td>\n", | |
" <td>3.080235</td>\n", | |
" <td>-1.0</td>\n", | |
" <td>116.613480</td>\n", | |
" <td>-8.125249</td>\n", | |
" <td>0.037405</td>\n", | |
" <td>9.348769</td>\n", | |
" <td>0.024996</td>\n", | |
" <td>3.0</td>\n", | |
" <td>...</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>22.069497</td>\n", | |
" <td>0.663147</td>\n", | |
" <td>0.739044</td>\n", | |
" <td>-1.0</td>\n", | |
" <td>37.121113</td>\n", | |
" <td>34.404429</td>\n", | |
" <td>0.265674</td>\n", | |
" <td>0.020679</td>\n", | |
" <td>0.885657</td>\n", | |
" <td>1.0</td>\n", | |
" <td>...</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>181.472049</td>\n", | |
" <td>-1.620472</td>\n", | |
" <td>-1.826288</td>\n", | |
" <td>-1.0</td>\n", | |
" <td>13.457339</td>\n", | |
" <td>-91.545550</td>\n", | |
" <td>0.023598</td>\n", | |
" <td>0.761164</td>\n", | |
" <td>0.382964</td>\n", | |
" <td>1.0</td>\n", | |
" <td>...</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>63.595987</td>\n", | |
" <td>1.247536</td>\n", | |
" <td>0.854921</td>\n", | |
" <td>-1.0</td>\n", | |
" <td>-11.798053</td>\n", | |
" <td>27.897935</td>\n", | |
" <td>0.075933</td>\n", | |
" <td>0.875433</td>\n", | |
" <td>0.349456</td>\n", | |
" <td>1.0</td>\n", | |
" <td>...</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 41 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" pt eta phi q d0sig z0sinth \\\n", | |
"entry subentry \n", | |
"0 0 14.600753 -2.060582 -0.598996 1.0 -1.568611 0.005344 \n", | |
" 1 29.459894 1.285590 3.080235 -1.0 116.613480 -8.125249 \n", | |
" 2 22.069497 0.663147 0.739044 -1.0 37.121113 34.404429 \n", | |
" 3 181.472049 -1.620472 -1.826288 -1.0 13.457339 -91.545550 \n", | |
" 4 63.595987 1.247536 0.854921 -1.0 -11.798053 27.897935 \n", | |
"\n", | |
" ptcone40 chi2 chi2_prob ndf ... MaxD0Sig \\\n", | |
"entry subentry ... \n", | |
"0 0 0.000000 1.557981 0.668954 3.0 ... True \n", | |
" 1 0.037405 9.348769 0.024996 3.0 ... False \n", | |
" 2 0.265674 0.020679 0.885657 1.0 ... False \n", | |
" 3 0.023598 0.761164 0.382964 1.0 ... False \n", | |
" 4 0.075933 0.875433 0.349456 1.0 ... False \n", | |
"\n", | |
" MaxZ0SinTheta MaxIsoPtCone40 MinChi2Prop TrackletIsolation \\\n", | |
"entry subentry \n", | |
"0 0 True True True True \n", | |
" 1 False True False True \n", | |
" 2 False False True True \n", | |
" 3 False True True True \n", | |
" 4 False False True True \n", | |
"\n", | |
" ChPtMin ChEtaRange ChDecayRadiusRange ChDeltaRMin \\\n", | |
"entry subentry \n", | |
"0 0 True False True True \n", | |
" 1 False True True True \n", | |
" 2 False True True True \n", | |
" 3 False True True True \n", | |
" 4 False True True True \n", | |
"\n", | |
" accept_res_np \n", | |
"entry subentry \n", | |
"0 0 False \n", | |
" 1 False \n", | |
" 2 False \n", | |
" 3 False \n", | |
" 4 False \n", | |
"\n", | |
"[5 rows x 41 columns]" | |
] | |
}, | |
"execution_count": 470, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"trkdf.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 471, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", 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\n", | |
"\"></div>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>PtMin </td><td style=\"text-align: right;\"> 582596</td><td style=\"text-align: right;\"> 29.89</td><td style=\"text-align: right;\"> 29.89</td></tr>\n", | |
"<tr><td>EtaRange </td><td style=\"text-align: right;\"> 446652</td><td style=\"text-align: right;\"> 22.92</td><td style=\"text-align: right;\"> 76.67</td></tr>\n", | |
"<tr><td>MinNumBLayerHits </td><td style=\"text-align: right;\"> 253741</td><td style=\"text-align: right;\"> 13.02</td><td style=\"text-align: right;\"> 56.81</td></tr>\n", | |
"<tr><td>MinNumPixelHits </td><td style=\"text-align: right;\"> 253304</td><td style=\"text-align: right;\"> 13.00</td><td style=\"text-align: right;\"> 99.83</td></tr>\n", | |
"<tr><td>MinNumPixelContribLayers</td><td style=\"text-align: right;\"> 253054</td><td style=\"text-align: right;\"> 12.98</td><td style=\"text-align: right;\"> 99.90</td></tr>\n", | |
"<tr><td>NoSCTHits </td><td style=\"text-align: right;\"> 250124</td><td style=\"text-align: right;\"> 12.83</td><td style=\"text-align: right;\"> 98.84</td></tr>\n", | |
"<tr><td>NoSiHoles </td><td style=\"text-align: right;\"> 250124</td><td style=\"text-align: right;\"> 12.83</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>NoPixelOutliers </td><td style=\"text-align: right;\"> 249483</td><td style=\"text-align: right;\"> 12.80</td><td style=\"text-align: right;\"> 99.74</td></tr>\n", | |
"<tr><td>NoPixelSpoiltHits </td><td style=\"text-align: right;\"> 174986</td><td style=\"text-align: right;\"> 8.98</td><td style=\"text-align: right;\"> 70.14</td></tr>\n", | |
"<tr><td>NoPixelGangedFakes </td><td style=\"text-align: right;\"> 156325</td><td style=\"text-align: right;\"> 8.02</td><td style=\"text-align: right;\"> 89.34</td></tr>\n", | |
"<tr><td>MaxD0Sig </td><td style=\"text-align: right;\"> 15373</td><td style=\"text-align: right;\"> 0.79</td><td style=\"text-align: right;\"> 9.83</td></tr>\n", | |
"<tr><td>MaxZ0SinTheta </td><td style=\"text-align: right;\"> 11224</td><td style=\"text-align: right;\"> 0.58</td><td style=\"text-align: right;\"> 73.01</td></tr>\n", | |
"<tr><td>MaxIsoPtCone40 </td><td style=\"text-align: right;\"> 7554</td><td style=\"text-align: right;\"> 0.39</td><td style=\"text-align: right;\"> 67.30</td></tr>\n", | |
"<tr><td>MinChi2Prop </td><td style=\"text-align: right;\"> 7433</td><td style=\"text-align: right;\"> 0.38</td><td style=\"text-align: right;\"> 98.40</td></tr>\n", | |
"<tr><td>TrackletIsolation </td><td style=\"text-align: right;\"> 7344</td><td style=\"text-align: right;\"> 0.38</td><td style=\"text-align: right;\"> 98.80</td></tr>\n", | |
"</tbody>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def cutflow(candidates, cuts, title, figsize=None):\n", | |
" accepted = candidates\n", | |
" cutResults = []\n", | |
" for cut in cuts:\n", | |
" accepted = accepted[accepted[cut]]\n", | |
" cutResults.append(len(accepted))\n", | |
"\n", | |
" cutResults = np.array(cutResults)\n", | |
" \n", | |
" diff = np.diff(cutResults) * -1\n", | |
" perc = cutResults / len(candidates) * 100\n", | |
" perc_rel = cutResults[1:]/cutResults[:-1]*100\n", | |
" perc_rel = np.insert(perc_rel, 0, perc[0])\n", | |
"\n", | |
" if figsize is None:\n", | |
" figsize = (max(len(cuts)*0.68, 5), 5)\n", | |
" \n", | |
" with FlowLayout() as flow:\n", | |
" with flow.subplots(figsize=figsize) as (fig, ax):\n", | |
" ax.bar(np.arange(len(cutResults)), cutResults)\n", | |
" ax.set_xticks(np.arange(len(cutResults)+1))\n", | |
" ax.set_xticklabels(cuts, rotation=45, ha=\"right\")\n", | |
" #ax.semilogy()\n", | |
" ax.set_xlabel(\"Cut name\")\n", | |
" ax.set_ylabel(\"Count\")\n", | |
" ax.set_title(title)\n", | |
" fig.tight_layout()\n", | |
"\n", | |
" with flow.subplots(figsize=figsize) as (fig, ax):\n", | |
" ax.bar(np.arange(len(cutResults)), perc_rel, label=\"% of previous\")\n", | |
" ax.bar(np.arange(len(cutResults)), perc, label=\"% of total\")\n", | |
" ax.set_xticks(np.arange(len(cutResults)+1))\n", | |
" ax.set_xticklabels(cuts, rotation=45, ha=\"right\")\n", | |
" #ax.semilogy()\n", | |
" ax.set_xlabel(\"Cut name\")\n", | |
" ax.set_ylabel(\"Fraction [%]\")\n", | |
" ax.set_title(title)\n", | |
" ax.set_ylim(top=ax.get_ylim()[1]+25)\n", | |
" ax.legend(ncol=2, loc=\"upper left\")\n", | |
" ax.set_yticks(np.linspace(0, 100, 6))\n", | |
" \n", | |
" for i in range(len(cuts)):\n", | |
" y = perc_rel[i]\n", | |
" if np.isnan(y): y = 0\n", | |
" ax.text(i, y, \"%.1f%%\\n%.1f%%\"%(y, perc[i]), ha=\"center\", va=\"bottom\")\n", | |
" pass\n", | |
" fig.tight_layout()\n", | |
"\n", | |
" maxcutl = max([len(n) for n in cuts])\n", | |
" \n", | |
" #cuts = [\"total\"] + cuts\n", | |
" #cutResults = np.insert(cutResults, 0, len(candidates))\n", | |
" #perc = [\"-\"] + list(perc) \n", | |
" #perc_rel = [\"-\"] + list(perc_rel)\n", | |
"\n", | |
" display(HTML(tabulate(zip(cuts, cutResults, perc, perc_rel), headers=(\"Cut\", \"Number\", \"% of total\", \"% of previous\"), floatfmt=(\"s\", \".0f\", \".2f\", \".2f\"), tablefmt=\"html\"))) \n", | |
"\n", | |
"cutflow(trkdf, trackletAccept, \"All\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Truth matched" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 473, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <style>\n", | |
" .floating-box {\n", | |
" display: inline-block;\n", | |
" background:#fff;\n", | |
" margin: 10px;\n", | |
" border: 0; \n", | |
" }\n", | |
" </style>\n", | |
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\n", 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"\"></div><div class=\"floating-box\"><img 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"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
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"<tr><td>PtMin </td><td style=\"text-align: right;\"> 16033</td><td style=\"text-align: right;\"> 89.79</td><td style=\"text-align: right;\"> 89.79</td></tr>\n", | |
"<tr><td>EtaRange </td><td style=\"text-align: right;\"> 13746</td><td style=\"text-align: right;\"> 76.98</td><td style=\"text-align: right;\"> 85.74</td></tr>\n", | |
"<tr><td>MinNumBLayerHits </td><td style=\"text-align: right;\"> 13720</td><td style=\"text-align: right;\"> 76.83</td><td style=\"text-align: right;\"> 99.81</td></tr>\n", | |
"<tr><td>MinNumPixelHits </td><td style=\"text-align: right;\"> 13719</td><td style=\"text-align: right;\"> 76.83</td><td style=\"text-align: right;\"> 99.99</td></tr>\n", | |
"<tr><td>MinNumPixelContribLayers</td><td style=\"text-align: right;\"> 13711</td><td style=\"text-align: right;\"> 76.78</td><td style=\"text-align: right;\"> 99.94</td></tr>\n", | |
"<tr><td>NoSCTHits </td><td style=\"text-align: right;\"> 12844</td><td style=\"text-align: right;\"> 71.93</td><td style=\"text-align: right;\"> 93.68</td></tr>\n", | |
"<tr><td>NoSiHoles </td><td style=\"text-align: right;\"> 12844</td><td style=\"text-align: right;\"> 71.93</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>NoPixelOutliers </td><td style=\"text-align: right;\"> 12796</td><td style=\"text-align: right;\"> 71.66</td><td style=\"text-align: right;\"> 99.63</td></tr>\n", | |
"<tr><td>NoPixelSpoiltHits </td><td style=\"text-align: right;\"> 12427</td><td style=\"text-align: right;\"> 69.59</td><td style=\"text-align: right;\"> 97.12</td></tr>\n", | |
"<tr><td>NoPixelGangedFakes </td><td style=\"text-align: right;\"> 12422</td><td style=\"text-align: right;\"> 69.56</td><td style=\"text-align: right;\"> 99.96</td></tr>\n", | |
"<tr><td>MaxD0Sig </td><td style=\"text-align: right;\"> 12287</td><td style=\"text-align: right;\"> 68.81</td><td style=\"text-align: right;\"> 98.91</td></tr>\n", | |
"<tr><td>MaxZ0SinTheta </td><td style=\"text-align: right;\"> 10850</td><td style=\"text-align: right;\"> 60.76</td><td style=\"text-align: right;\"> 88.30</td></tr>\n", | |
"<tr><td>MaxIsoPtCone40 </td><td style=\"text-align: right;\"> 7544</td><td style=\"text-align: right;\"> 42.25</td><td style=\"text-align: right;\"> 69.53</td></tr>\n", | |
"<tr><td>MinChi2Prop </td><td style=\"text-align: right;\"> 7423</td><td style=\"text-align: right;\"> 41.57</td><td style=\"text-align: right;\"> 98.40</td></tr>\n", | |
"<tr><td>TrackletIsolation </td><td style=\"text-align: right;\"> 7337</td><td style=\"text-align: right;\"> 41.09</td><td style=\"text-align: right;\"> 98.84</td></tr>\n", | |
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\n", 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\n", | |
"\"></div>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>ChPtMin </td><td style=\"text-align: right;\"> 17857</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ChEtaRange </td><td style=\"text-align: right;\"> 15299</td><td style=\"text-align: right;\"> 85.68</td><td style=\"text-align: right;\"> 85.68</td></tr>\n", | |
"<tr><td>ChDecayRadiusRange</td><td style=\"text-align: right;\"> 12398</td><td style=\"text-align: right;\"> 69.43</td><td style=\"text-align: right;\"> 81.04</td></tr>\n", | |
"<tr><td>ChDeltaRMin </td><td style=\"text-align: right;\"> 12398</td><td style=\"text-align: right;\"> 69.43</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"</tbody>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"cutflow(trkdf[trkdf.truth_matched], trackletAccept, \"Truth matched\")\n", | |
"cutflow(trkdf[trkdf.truth_matched], [f\"Ch{c}\" for c in genLevelAcceptTracklet], \"Truth matched\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Truth matched and chargino is accepted" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 474, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <style>\n", | |
" .floating-box {\n", | |
" display: inline-block;\n", | |
" background:#fff;\n", | |
" margin: 10px;\n", | |
" border: 0; \n", | |
" }\n", | |
" </style>\n", | |
" <div class=\"floating-box\"><img 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\n", 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"\"></div><div class=\"floating-box\"><img 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"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
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"<tr><td>PtMin </td><td style=\"text-align: right;\"> 11351</td><td style=\"text-align: right;\"> 91.56</td><td style=\"text-align: right;\"> 91.56</td></tr>\n", | |
"<tr><td>EtaRange </td><td style=\"text-align: right;\"> 11348</td><td style=\"text-align: right;\"> 91.53</td><td style=\"text-align: right;\"> 99.97</td></tr>\n", | |
"<tr><td>MinNumBLayerHits </td><td style=\"text-align: right;\"> 11324</td><td style=\"text-align: right;\"> 91.34</td><td style=\"text-align: right;\"> 99.79</td></tr>\n", | |
"<tr><td>MinNumPixelHits </td><td style=\"text-align: right;\"> 11324</td><td style=\"text-align: right;\"> 91.34</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>MinNumPixelContribLayers</td><td style=\"text-align: right;\"> 11324</td><td style=\"text-align: right;\"> 91.34</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>NoSCTHits </td><td style=\"text-align: right;\"> 11222</td><td style=\"text-align: right;\"> 90.51</td><td style=\"text-align: right;\"> 99.10</td></tr>\n", | |
"<tr><td>NoSiHoles </td><td style=\"text-align: right;\"> 11222</td><td style=\"text-align: right;\"> 90.51</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>NoPixelOutliers </td><td style=\"text-align: right;\"> 11182</td><td style=\"text-align: right;\"> 90.19</td><td style=\"text-align: right;\"> 99.64</td></tr>\n", | |
"<tr><td>NoPixelSpoiltHits </td><td style=\"text-align: right;\"> 10854</td><td style=\"text-align: right;\"> 87.55</td><td style=\"text-align: right;\"> 97.07</td></tr>\n", | |
"<tr><td>NoPixelGangedFakes </td><td style=\"text-align: right;\"> 10850</td><td style=\"text-align: right;\"> 87.51</td><td style=\"text-align: right;\"> 99.96</td></tr>\n", | |
"<tr><td>MaxD0Sig </td><td style=\"text-align: right;\"> 10716</td><td style=\"text-align: right;\"> 86.43</td><td style=\"text-align: right;\"> 98.76</td></tr>\n", | |
"<tr><td>MaxZ0SinTheta </td><td style=\"text-align: right;\"> 9467</td><td style=\"text-align: right;\"> 76.36</td><td style=\"text-align: right;\"> 88.34</td></tr>\n", | |
"<tr><td>MaxIsoPtCone40 </td><td style=\"text-align: right;\"> 6747</td><td style=\"text-align: right;\"> 54.42</td><td style=\"text-align: right;\"> 71.27</td></tr>\n", | |
"<tr><td>MinChi2Prop </td><td style=\"text-align: right;\"> 6646</td><td style=\"text-align: right;\"> 53.61</td><td style=\"text-align: right;\"> 98.50</td></tr>\n", | |
"<tr><td>TrackletIsolation </td><td style=\"text-align: right;\"> 6565</td><td style=\"text-align: right;\"> 52.95</td><td style=\"text-align: right;\"> 98.78</td></tr>\n", | |
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\n", 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"\"></div><div class=\"floating-box\"><img 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\n", | |
"\"></div>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>ChPtMin </td><td style=\"text-align: right;\"> 12398</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ChEtaRange </td><td style=\"text-align: right;\"> 12398</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ChDecayRadiusRange</td><td style=\"text-align: right;\"> 12398</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ChDeltaRMin </td><td style=\"text-align: right;\"> 12398</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"</tbody>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"cutflow(trkdf[trkdf.truth_matched & trkdf.ch_is_accepted], trackletAccept, \"Truth matched & chargino is accepted\")\n", | |
"cutflow(trkdf[trkdf.truth_matched & trkdf.ch_is_accepted], [f\"Ch{c}\" for c in genLevelAcceptTracklet], \"Truth matched & chargino is accepted\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Truth matched and chargino is NOT accepted" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 475, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <style>\n", | |
" .floating-box {\n", | |
" display: inline-block;\n", | |
" background:#fff;\n", | |
" margin: 10px;\n", | |
" border: 0; \n", | |
" }\n", | |
" </style>\n", | |
" <div class=\"floating-box\"><img 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\n", 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"\"></div><div class=\"floating-box\"><img 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\n", | |
"\"></div>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>PtMin </td><td style=\"text-align: right;\"> 4682</td><td style=\"text-align: right;\"> 85.77</td><td style=\"text-align: right;\"> 85.77</td></tr>\n", | |
"<tr><td>EtaRange </td><td style=\"text-align: right;\"> 2398</td><td style=\"text-align: right;\"> 43.93</td><td style=\"text-align: right;\"> 51.22</td></tr>\n", | |
"<tr><td>MinNumBLayerHits </td><td style=\"text-align: right;\"> 2396</td><td style=\"text-align: right;\"> 43.89</td><td style=\"text-align: right;\"> 99.92</td></tr>\n", | |
"<tr><td>MinNumPixelHits </td><td style=\"text-align: right;\"> 2395</td><td style=\"text-align: right;\"> 43.87</td><td style=\"text-align: right;\"> 99.96</td></tr>\n", | |
"<tr><td>MinNumPixelContribLayers</td><td style=\"text-align: right;\"> 2387</td><td style=\"text-align: right;\"> 43.73</td><td style=\"text-align: right;\"> 99.67</td></tr>\n", | |
"<tr><td>NoSCTHits </td><td style=\"text-align: right;\"> 1622</td><td style=\"text-align: right;\"> 29.71</td><td style=\"text-align: right;\"> 67.95</td></tr>\n", | |
"<tr><td>NoSiHoles </td><td style=\"text-align: right;\"> 1622</td><td style=\"text-align: right;\"> 29.71</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>NoPixelOutliers </td><td style=\"text-align: right;\"> 1614</td><td style=\"text-align: right;\"> 29.57</td><td style=\"text-align: right;\"> 99.51</td></tr>\n", | |
"<tr><td>NoPixelSpoiltHits </td><td style=\"text-align: right;\"> 1573</td><td style=\"text-align: right;\"> 28.81</td><td style=\"text-align: right;\"> 97.46</td></tr>\n", | |
"<tr><td>NoPixelGangedFakes </td><td style=\"text-align: right;\"> 1572</td><td style=\"text-align: right;\"> 28.80</td><td style=\"text-align: right;\"> 99.94</td></tr>\n", | |
"<tr><td>MaxD0Sig </td><td style=\"text-align: right;\"> 1571</td><td style=\"text-align: right;\"> 28.78</td><td style=\"text-align: right;\"> 99.94</td></tr>\n", | |
"<tr><td>MaxZ0SinTheta </td><td style=\"text-align: right;\"> 1383</td><td style=\"text-align: right;\"> 25.33</td><td style=\"text-align: right;\"> 88.03</td></tr>\n", | |
"<tr><td>MaxIsoPtCone40 </td><td style=\"text-align: right;\"> 797</td><td style=\"text-align: right;\"> 14.60</td><td style=\"text-align: right;\"> 57.63</td></tr>\n", | |
"<tr><td>MinChi2Prop </td><td style=\"text-align: right;\"> 777</td><td style=\"text-align: right;\"> 14.23</td><td style=\"text-align: right;\"> 97.49</td></tr>\n", | |
"<tr><td>TrackletIsolation </td><td style=\"text-align: right;\"> 772</td><td style=\"text-align: right;\"> 14.14</td><td style=\"text-align: right;\"> 99.36</td></tr>\n", | |
"</tbody>\n", | |
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\n", 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"\"></div><div class=\"floating-box\"><img 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\n", | |
"\"></div>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>ChPtMin </td><td style=\"text-align: right;\"> 5459</td><td style=\"text-align: right;\"> 100.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>ChEtaRange </td><td style=\"text-align: right;\"> 2901</td><td style=\"text-align: right;\"> 53.14</td><td style=\"text-align: right;\"> 53.14</td></tr>\n", | |
"<tr><td>ChDecayRadiusRange</td><td style=\"text-align: right;\"> 0</td><td style=\"text-align: right;\"> 0.00</td><td style=\"text-align: right;\"> 0.00</td></tr>\n", | |
"<tr><td>ChDeltaRMin </td><td style=\"text-align: right;\"> 0</td><td style=\"text-align: right;\"> 0.00</td><td style=\"text-align: right;\"> nan </td></tr>\n", | |
"</tbody>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with np.errstate(invalid='ignore'):\n", | |
" cutflow(trkdf[trkdf.truth_matched & (trkdf.ch_is_accepted == False)], trackletAccept, \"Truth matched & chargino is not accepted\")\n", | |
" cutflow(trkdf[trkdf.truth_matched & (trkdf.ch_is_accepted == False)], [f\"Ch{c}\" for c in genLevelAcceptTracklet], \"Truth matched & chargino is not accepted\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Not truth matched" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 476, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <style>\n", | |
" .floating-box {\n", | |
" display: inline-block;\n", | |
" background:#fff;\n", | |
" margin: 10px;\n", | |
" border: 0; \n", | |
" }\n", | |
" </style>\n", | |
" <div class=\"floating-box\"><img 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+7/d/a/ARGC9fEx096fd/V3gamDbfM+01iEiIiIiUsRHrvE2s3GdzXf3y2bivV2JFvLlidbpp4A33H1KLvI8sFQ+Xwp4Lv/2FDN7E1g0599b+bPV9zzXNH/9fM+01iEiIiIiUsSsdK5ct/K8JzAC+CMww8Tb3d8H1jSzfsANwEqzsP65YvLkyQwfPnzqdFtbG21tbTVGJCIiIiKtqr29nfb29sbkgJl5z0dOvN19/+p0JtFXf8S/8YaZ3QlsCPQzs27ZIr00MCkXmwQMBp43s25AX+DVyvyG6ns6m//qdNYx1cCBA5kwYWZK1UVERERkfldtpDWzV2bmPbPSubLZP4ChM1rIzAZmko6Z9QK2BB4D7qTjlvO7ATfm85tymnz9l+7uOX/nHPVkKDAM+ANwHzAsRzDpTnTAvCnfM611iIiIiIgUMSs13j8jOkUCdAVWBq6dibcuAVyadd5dgGvd/WYz+zNwtZl9D3gAuCiXvwi43MwmAq8RiTTu/qiZXQv8GZgC7JslLJjZfsD4jOtid380/9a3p7EOEREREZEiZqXG+6TK8ynAs+7+/Ize5O4PAWt1Mv9pYkSS5vn/Anacxt86Djiuk/m3ArfO7DpEREREREqZleEE7wYeBxYG+gPvzumgRERERETmNR858TaznYia6h2BnYDfm9lnp/8uEREREZH526yUmhwOrOvuL0N0mgT+l44b1IiIiIiISJNZGdWkSyPpTq/O4t8REREREZlvzEqL921mNh64Kqc/RycdGkVEREREpMNMJ95mtjwwyN2/aWbbA5vkS78DrpwbwYmIiIiIzCs+Sov3acChAO7+E+AnAGa2er62zRyPTkRERERkHvFRarMHufvDzTNz3pA5FpGIiIiIyDzooyTe/abzWq/ZDUREREREZF72URLvCWa2d/NMM9sLuH/OhSQiIiIiMu/5KDXe3wBuMLMv0JFoDwe6A5+Z04GJiIiIiMxLZjrxdveXgI3M7JPAajn7Fnf/5VyJTERERERkHvKRx/F29zuBO+dCLCIiIiIi8yzdcVJEREREpAAl3iIiIiIiBSjxFhEREREp4CPXeIu0miGH3FLr+p85Yex0X1d8MzajGEVEROYFSrxFpOXVfXIwL5y81B2jTq5ERFRqIiIiIiJShBJvEREREZEClHiLiIiIiBSgxFtEREREpAAl3iIiIiIiBSjxFhEREREpQIm3iIiIiEgBxRJvMxtsZnea2Z/N7FEz+3rOX8TMbjezJ/Pf/jnfzOwMM5toZg+Z2dqVv7VbLv+kme1Wmb+OmT2c7znDzGx66xARERERKaVki/cU4CB3XwXYANjXzFYBDgHucPdhwB05DTAaGJaPNuBciCQaOApYH1gPOKqSSJ8L7F1536icP611iIiIiIgUUSzxdvcX3P2P+fzvwGPAUsC2wKW52KXAdvl8W+AyD/cC/cxsCWAkcLu7v+burwO3A6PytT7ufq+7O3BZ09/qbB0iIiIiIkXUUuNtZkOAtYDfA4Pc/YV86UVgUD5fCniu8rbnc9705j/fyXymsw4RERERkSK6lV6hmS0EXA98w93fyjJsANzdzczn5vqntY7JkyczfPjwqdNtbW20tbXNzVBERERE5L9Ue3s77e3tjckBM/Oeoom3mS1AJN1XuvtPcvZLZraEu7+Q5SIv5/xJwODK25fOeZOAzZvm35Xzl+5k+emtY6qBAwcyYcKE2fnviYiIiMh8otpIa2avzMx7So5qYsBFwGPufkrlpZuAxsgkuwE3VuaPy9FNNgDezHKR8cBWZtY/O1VuBYzP194ysw1yXeOa/lZn6xARERERKaJki/fGwK7Aw2b2p5x3GHACcK2Z7Qk8C+yUr90KjAEmAu8AuwO4+2tm9l3gvlzuWHd/LZ/vA1wC9AJ+ng+msw4RERERkSKKJd7u/hvApvHyiE6Wd2Dfafyti4GLO5k/AVitk/mvdrYOEREREZFSdOdKEREREZEClHiLiIiIiBSgxFtEREREpAAl3iIiIiIiBSjxFhEREREpQIm3iIiIiEgBSrxFRERERApQ4i0iIiIiUkDJO1eKiIh0asght9S6/mdOGFvr+kVk/qAWbxERERGRApR4i4iIiIgUoMRbRERERKQAJd4iIiIiIgUo8RYRERERKUCjmoiIiMxA3aOugEZeEZkXqMVbRERERKQAJd4iIiIiIgUo8RYRERERKUCJt4iIiIhIAUq8RUREREQKUOItIiIiIlKAEm8RERERkQKUeIuIiIiIFKDEW0RERESkACXeIiIiIiIFFEu8zexiM3vZzB6pzFvEzG43syfz3/4538zsDDObaGYPmdnalffslss/aWa7VeavY2YP53vOMDOb3jpEREREREoq2eJ9CTCqad4hwB3uPgy4I6cBRgPD8tEGnAuRRANHAesD6wFHVRLpc4G9K+8bNYN1iIiIiIgUUyzxdvdfAa81zd4WuDSfXwpsV5l/mYd7gX5mtgQwErjd3V9z99eB24FR+Vofd7/X3R24rOlvdbYOEREREZFi6q7xHuTuL+TzF4FB+Xwp4LnKcs/nvOnNf76T+dNbh4iIiIhIMd3qDqDB3d3MvK51TJ48meHDh0+dbmtro62tbW6GIyIiIiL/pdrb22lvb29MDpiZ99SdeL9kZku4+wtZLvJyzp8EDK4st3TOmwRs3jT/rpy/dCfLT28dHzJw4EAmTJgwm/8dEREREZkfVBtpzeyVmXlP3aUmNwGNkUl2A26szB+Xo5tsALyZ5SLjga3MrH92qtwKGJ+vvWVmG+RoJuOa/lZn6xARERERKaZYi7eZXUW0Vg8ws+eJ0UlOAK41sz2BZ4GdcvFbgTHAROAdYHcAd3/NzL4L3JfLHevujQ6b+xAjp/QCfp4PprMOEREREZFiiiXe7r7LNF4a0cmyDuw7jb9zMXBxJ/MnAKt1Mv/VztYhIiIiIlJS3aUmIiIiIiLzBSXeIiIiIiIFKPEWERERESlAibeIiIiISAFKvEVEREREClDiLSIiIiJSgBJvEREREZEClHiLiIiIiBSgxFtEREREpAAl3iIiIiIiBSjxFhEREREpQIm3iIiIiEgBSrxFRERERApQ4i0iIiIiUoASbxERERGRApR4i4iIiIgUoMRbRERERKQAJd4iIiIiIgUo8RYRERERKUCJt4iIiIhIAUq8RUREREQKUOItIiIiIlKAEm8RERERkQKUeIuIiIiIFKDEW0RERESkACXeIiIiIiIFzDeJt5mNMrMnzGyimR1SdzwiIiIiMn+ZLxJvM+sKnA2MBlYBdjGzVeqNas74+59uqzuE6Wr1+KD1Y2z1+KD1Y1R8s6/VY2z1+KD1Y2xvb687hOlq9fig9WNs9fig9WOc3fi6zaE4Wt16wER3fxrAzK4GtgX+XGtUc8DbD97GwmuOqjuMaWr1+KD1Y2z1+KD1Y1R8s6/VY2z1+GDuxzjkkFtm6/0vXPpDjn96qVl+/zMnjJ2t9c9Ie3s7bW1tc3Uds6vVY2z1+KD1Y5zd+OaXxHsp4LnK9PPA+jXFIiIiMt+Z7RODSW/O9t+Y2ycHIjNi7l53DHOdmX0WGOXue+X0rsD67r5fZZm/8+HSm8nAK0UDnTUDaO04Wz0+aP0YWz0+aP0YFd/sa/UYWz0+aP0YFd/sa/UYWz0+aP0Yq/ENAAbm8w/cfeEZvXl+afGeBAyuTC+d86aamY0lIiIiIjKr5ovOlcB9wDAzG2pm3YGdgZtqjklERERE5iPzRYu3u08xs/2A8UBX4GJ3f7TmsERERERkPjJf1HiLiNTFzMy1oxWR+Zz2hWF+KTX5r2Nm+mzmA2Zm05uuWyMeMxtUdyzT0mrbrKp6oDGzj9UdT2daefs1VL6H3euOReZPZraJme1tZhub2YC64+lMK/+Wm/aFi5hZj7pjqouSuxbl7h8AmNkOZra9mbXU8IeVA+F6Zratma1pZj3rjquqEuO6ZrZe3fE0a9oRbW5mC7RSa0AjPjMbDZxmZkNqDuk/NG3D4a12QKzE9nXgMDNbvOaQPqRp++1gZp+qO6Zmle/hNsClZrZg3TE1q+xr1jSz4XXHMz1mtoyZDZzxkuW0csIIkPvAi4E1gC8Al7XiiXT+Tsaa2Q/M7FwzG9AK27ZpP3MQ8HPgVDP7Qr2R1UOJdwvLYQ9PBoYDl5jZdjWHNFX+wLcFzgXWBX4I7FBvVB+WMW4HnAN86KSgFXZGTUnZsVRG3mmV+MxsU+BM4HR3f6ba4tgqMWYs3yA+5171RvSf8uCyM3CIu79oZv3qjqmhsv2+CRxI3ONgqlb5jDPx+S5wgbu/k3cjbhmV/eH/AAvUHU+zyonB+sCNwPfMrGVG8qp8D/c1s+MzcWylk+hNgNNyCOIjgV8B17Za8m1m6xDH4t8D/Yh94ur5Wm2/5crnuy6wNnAQcDfwBTPbo6646qLEu4WY2WKV52OAdYAt3f0w4FvAKblzr10mD58HNgf+BPQHfmFmXVqlTCZbaA8DPuPuv7IY1WYr6NgR1M3MRhAtKGPd/WkzW8nMeueBvJYdZeUg3Y/4fM8HHjSzvYAbzOxiqH8bVuL8NDAOGOHuz5nZMDNbsQXiavwOViNGUVrUzA4DrjazH9cVH3z4IGxmqwJj3H1j4Fkz28zM9ob6PmMz61Z53p1oaTwKmGhmOwA/sbgS2LsVTg7MbAXgCGJf8zszG5K/7dqZWdfcn4wCvg9cB4wEDjGzReqNroOZHUA03lwPbAr82MyWqDeqqd4ElgFw91fd/QTgWuDkVtmGZrY6sC9wtbtf7+67AE8QDSe17q8tfIJo6f6Tu/8GuCVj28HM9qkrtjq0RIIkYGZDgd3MrHfO+jTwKWA5M+vm7j8Dvk5cat26phirB7j3iZ3RMcA3gM+5+2RgC2C5GsLDzHo2WnEsLum/BTiwvZn9kGgJuM7M9q0jvoyrt+WlcjPrDywCTAQ2NLMTgSuBh8xs0Tp2lI1Lgma2JXHS8mvgAGKHOQA4AVjezFYrHVslxv4wtZVxMPC3jO/LZnYscA3wHTPbpIbYqp2HGi2K1wNbA2cDrwKHAG9n7MU1XfYdSZw09zWz84FTgb2Bo7IVvI74egCbZ/K6DrAd0B3YA/gR8DHgL8D2QNe6TwDTv4AXiBa844AziIaSr9cVkEVJSS93fz/3OV8FLnT344HNgA2oseW76eRqMWBxYFtgBPGb/hNwvdVUnmVma1RatK8Dvtg4duSx8FLgZTIhbwELEvvotcxsJQB3PxL4p5mtUjqYar7g4W7gMmCcmfVx97eBu4B2YAsz61s6xrrMF8MJtrrc8f0fUbaxgpkNcvevmNlJxCXqJ83sr+7+MzPbmUjUistEZ0NiNJzfmtljQBuwv7s/lWe0Z2XMddiY2Om8QiSNaxIHwN3y328DY4DVmhKkIiwuj48mdoTrEne7+hqRUHwJ+JG7f9vMLgHWB24tGR9M/Yw3I1rEfu7ud+Vn/q67v2BmyxMJ5dulY4OprcijzWwN4ElgPeAS4J9EMnEKsXP/Ck3lRSVUEtovA58wsweAx4Etgffd/d8W5U9rZczFVWL8BPAdonVxX+KqwXnu/qCZfR4o3tpoZj1yGy1M1NQuD2zq7tdmvM9mydPHiCR8IHGCXTrOxgnqisA7wBRi/30QcfJyCvF9XLZ0bBVfBG41swezPOfPQB8zW9Dd/8/MDgZ+SZzEnFYysEyy1ieuko4A3gV+AKxMJN+bEgntL4ErzGyku79fKDYjGo9uB+43s2+5+8Nmtj1wQX72ZwEvZkPZqsRJQlGV7+CqwHvAM8RJ88nANnky8wawIrF9i8eWz7chTqoed/cDzewHwO35mb5hZuOB/3X3f5SMsVburkeNDyIR+w3wqZw+lDgD/GROn0UcgFYgh3+sIcbGsJPrEnVZ7xE1b8sSly5vJ3aajxMlE6XjGwSsk8/vAP4O7Fh5vVv+uwXwKDCyhhhXJloWN8oYngI26mS5zwB/BpapIcau+e+tRDKxVE53yX/HEpcut63pe7hyI57chq8Ci+W8npU4twfuB5YvHF/jdzKOuFKwCjABOCHn9yDKih4DVqtjG1Zi3QZ4nbhS1fxaG/AwsErhmPoDV+V2Wh/4B/AzYPWm5bbOz7+W72Eljm2Be3IffQGRrDW+g5vmNhxVQ1yLVp4HsdLqAAAgAElEQVQvSSSvC+a+5UfAWvnaSsDNwLPA1oVjHAzsT7R4Pgx0z/lrEycw3fN3dAQwuKbP9yLiCt+NwJo5by3gr8BJwHH5W/5Yjd/B0cAj+f17jGhYWgq4mqjzvoY8JlND/kD0G7mXuNp3CXBuzj8p4+1b17ar81F7APP7A/gykSheSrSKLZA7pLPpSL4vITpJLFBjnFvkD3wEkWRPIlobFyBKYrYH1stli/7AiRbtVXNnvQvwk/xhD6Uj6R4C/AH4dA3bbkGiTGgRoG8eTG4CdgKGVJbbiUi6iyZldCSMfSrzbgXurEx3z897i5o+427AFcBiRJJ9JnAb0dmuusxIIuldvWBs69NxArAAcDBRk7wrcVLa+A4OJRKL5Wr4Dv7H50V0ELuvMt0LGAb8osbv4FCilXuFTCD2IpKKxr5wENGqvFkd38NKvMsRSffCxFWDXxEnDgvmNvx1TfualXI/Nyane+Tx44b8fXyNSMp+TJxED8vva5HEu/p5ESWK/wLOo+Okf1mibOwi4EXyZLvwNuxS2W7jMs6riGPLevm9bCOuqq5ax/cv4+yfn3Xjt7EJ0RixaX4/ryD6hi1SMKZlgIH5vGd+zxrTQ4jj8ldz+iwqx7/56VF7APP7I38gV+eP+wwicehWnc7lFq85zoOB4yvTXyYu8W6S03WcTQ8C1s/nixI13Fvl9CW5Q+8NfAIYBfQvHSvR6tkjn69OJBGDiJFqriISiy5ES/gwspW5hm05iqhjPBLYJufdBdxc5/cu41i28vyTwA/yeVfgp8BlOb0xcRI2oHB85xKXmhvJ9x7EZd87KsvsT9TYdq1h+1WTnTFE/5GhOf0b4GdNyy9YOL7FiCsDjd/ngcDT+XtZEPhm/m4OI1rwil8N6mQ7DiVKSnYGfku2eubvegCwRPN7CsS3Qm7HPcmTvZzfleggfRNxYrgE0ZAylGg0+TMwrOT2y+kuRLJ4BJGQLZ3z1yHKI2rZF1bi2w7YIZ9fQJTXtdUZUyW2VYhE9iJgUGX+nsAp+XxD4oTrq8zlRjvAiIal44E+RNLdDfgjsGtlmd2Bs+refnU/1LmyBma2ipl9HMDdnybquz9JXB7fIZ+fRXTW+VTW5L1YOMbmkQJeIM6wG73kzydafC42s1U8f1kF4+tKXC4/wGLs4X8Sl6bHmtkGRK1bL+LKwTVAT3d/Hcr17s4OTfsCF5lZL6JD6lvESczEjG1zopToJqKOelKJ2Jri3JioC/w+0eHq8wDuvjkwwMzuKB1TxmVm1ofoUHyQmS1AXJYeY2Yne9R87gEMMrM/EK3gv3L3V0rFB+DuXyVaOH+adZW3E7+NO82sr8VwgnsCd3uhOtWqxvc9a3q/SRyQLzGztd19E2AhM/t1Zfl3Csf3MpH83Wtm/dz9FCKpvZzoSHkmsX03B65y9/8rGV8lTjezjbJG/0WidfY4IrF4ymLEpFOJE+0XGu8pEVt+F79BnERd5O5TzGxRi5FMehGf+1NkKZ67/xL4ADiRKDd6cm7HWPkeHmBm5xGf7wtE+eIUYH8z+zbR3+W5kvvCTo53ECcG65rZFsSV3uuA7eroqAgfGi1pQ+Jk34ghA0+tLPZPoF/WWP+O2Kff6O7vze3w3P01YsjPFYD9iBO+w4GdzGyb/Pw/AAaa2YLT2Obzh7oz//ntQbRqfkCMl9tGnLUuQowcMSLnXUC0THWj4GWiTmL9BHEisCGx876bGNJrWaLj0EVE8nhqTfEtT+ykLyIu7S9IdKA8g7gk2IW4tL9aLl+6PMKIVrsTcjt1y8//RKLzVV+i1nEsheuRm+LclWjdWRe4j2xRJOvvyKsKNca3MVGLemBOL0K07J3S9H8oVsLR2Xcpv3e/ITr8bUaczNxJlMQUK32pxLNg5fkQ4Lp8fhRRO92j8vqtFK6lbd6G+Ru5nyx5IsqzJgDDc7rntLb9XIxxCNF5vDF9FrBzPv9CTp9OlIk9Ql4tquNBJNdtRIv28UQ996tEw8PGRLnY+dXfM5XyskIxjgP+l2gRfZa8ipr7niOI0olaypzy+ShgR+KEbxBwIfBS7h8tv5O1/U6IY/E5wJ6VefcSV/4OAx4CRheOry8dV3iWI67aX090cF+JKEN9jjhOP0nhviOt+GjU1UlBZnYI0SL7MNE6thVR531jPr5CJGjf9sKtT5We0usRP56byIM2UTt9LtFyux7RMroSsLa7H1wovv7u/nq2ur9vMVb3DUTHzjOBB4iz7WFEonF7ibiaYuzu7u9WtuXmRNnLeKLmbjDRUjsAONbdn5/2X5urcX6caJVYmOjQ+y4xFvbk7Im+AfAdr6GV1swW97jZTGMbbk0kEse4e2Ps3FuAR919r8KxVXvsf4r4HO939ycthoTcAPhsbsf+wL9L/o6zJeljRPL1eY/Wz6WJE763iRrVHTxGD9mJKCcqvZ9ZnKiN/63HMKSY2dVE57UFiH3KGxZDGn6JSBz/Xvq7mKP43EOc5J1oZhcSo/1cn1djhhL7wXeAe919fPX7USC+RYjP9AOibOPbGdPTxOg+vyBq0Beq/k5KxtgU7+FE4r0u0eCwXX4PG7/zhTyGmSvOzA4kEux7iTrpY4ht+bDHuNNYDO07pWBMKxF1+VOIz7M3cTJwNXBiY1uZWRs5som731nq87UcZYqOPhmbuvv6ZvZJIsf5FVFr3j8fr3oNV3VbTt2Z//zyAHpXni9GnPk/SAx5tzPR0ngBcdAZBPSrMdZNiVbaRgemDYhWuz1yuiuRbIwiariKtFDktnkc+F5OdyFOBi4mLuVfmLH2IkaHqaNjTqNz0+CcXpI4cB9H1KCfR7Q8rUi0PA4qHWPG1SO30e5E69NFRKfZwURC9BCFRzqoxLYk0fo5LqeXIC6Rn0Z0vDog5w8gRmyoaxsenJ/1NcTB5cic/0OidGJgTXH1yn/7EFfRVq3EdT8d9ch7ErXpxfuPEB3VbiAO2ovm80bt/mnEiAeNmu9la9qOjQ5/K+Z+ZzfiyuRORJKxGHF1o2hNfCW+lXP/ewkx/v9KuU9cO19fIP8dmb/vXoXj69LJvIPyN3t9Jb4jiQYIqK+z7PLANfn8AOAX+bz4VZZKTI1jybeJsf/fJFqUt8794ValP9NpxNmLuLL3SvWYkfuey4krMYvVHWcrPWoPYF5/EJenegL7EMNP7UgkYT2J+qffZmLRnZqGTeok5iOIWuTGJdUFiGTsbuDwnNeXqB9bo9R2zH9XIy5bHZkHm5Ny/mJES/eVROvYf+z0C8TYGBLr/Dy4rJXbbN+cvwJRjnBFft61jVKT8XyRaN1ZiOgU1rjUeys5VFvpAw7RyfRrROfdM/J3c1dlG65DtOIdltPFPmdiLNpGR9n+RLlG75zekCgf2jqnT6GGHvt5sL6OvJybv9G/EC3gaxEnV78hymAepfCoDFQ6lxIt2Zfld+6cpuUuJDqodiv9Hcz1N/Y3jeRwZeJk9L3cx/yUKH+6pfQ2zHgWIure9859317AZHLUocpym2bcRYd5bfqctyM6ca5AjHrxaH72SxEnYA9SuJGk+TtFlK+dmfvmn1c+952pIWkkTkZ/A3y/Mu944Ih8vifRGDaWGo4jnWy/7fM3ewyRKzR+P6Nyfv/SMbbyo/YA5vUHHUOJDSPuxvV85eDdlUh27gFWrDHGxo+kb2XewbnDXr7x/yCSi+GVZYqN0FCJsT/RyvQ88MemZZYlkrY66mlXI4aEXDKnTyFuXnBYdXsRwx7+gJpGqSFa775cmf4esHdluh8dNbalk+5ReRBelbikugdROnRF03IbEiVZRfo/ECfPA4nLprsSJ6IL5+9ju1ymC3FJv5b+Dk3xthNlOcNy+vDcjssRJ/xj8zG0cFy9iBKDXsSVqVWJ1uNbMp6eTcvXMlRbZV/zCaJudlROL0lcMfhuft7dqLGxhLgysFZleiei1XHTnN6NaBFvjFJU5PdM9Kv5aT7/HNFQcjpRVrkh8HGiVOJq4iS/zprugY39CFGK9Rs67hfwJaIcdMkaPtteRMPD94GNc973gKMry3yFaGkuPYpT8yhJ6xLH3q75OZ9MXEEYR3SIruWKUCs/ag9gXn4Q43JflTvvfYgxLR8Edmla7sj8AS1QaudYWXfjILN17gjPoONS5aG5416ps/fUsD03IXrB9yZOZF4GDmpapmdNsXXJz/pCOjqaHE8ka4s1LVtLS3fuGHcmWnRuyOdHE3XTxeNpim1kfp4bVeYtQrTsnEXUTNf6OQOfzW33+Zz+ItHnoTGO7h7E1Y4eNfyOe1W/V3mQvg5YIaePJJLGupLZHsRVnqOIFuPnyKtlud0uIZK0/pX31LIvzOejiHKX3YkRiI4lTvqHECf9R9QRYyW+rsRoFmc2zd+VuBLTizixaZQZlUq6NyJOqsYTV6a+R5YKEVd776bjxKAbhW+g0vQZfzPj+QNxZWApohTwptyP13FFaCEykSYGCziRaKj5IfA7msrqyCEYa/oOHkCcqJyY+5pP5u/8VOB/iIbG2sY5b+VH7QHMq4/ccf+BGL/3u8SZ4CbE6BsPkOOB0nEHyDprukcQtZ7L547ol8Bn8rVjiHrVWs9aiUvo91C5ZEq03k4iOgDWFZfRcbe6LkS9+WV0JN+n586peKtJI778d1kqrXNEa8TXiNrVf5BjrdYU41jihPRZsn6/8tpiRGJ2HvDF5v9XgdgarWGNz3gPYii5zxHlB18hSjkuIIZrK95jn0iydicSnsPIZCy/e9Xk+3iitK17qe3X2IbEFaCVicTsdeIEpXqFbTfgWuJksFup2CrrX44YpaQ70bJ9PXFyvwVxo5kfEf1eeuaym9UQ4+JEa/FIIinrSTSMnFlZpnfug4rfEZCoOX6Kjhbjy4hRLFbP6Z5E8v0A9d91dBPiJHpJonPsG3TcE2JToix02cIxrUqUj9xFXKVaKB/HEyfN21eWbfQ/KPk7XpqOfhefBG7N5yflfuVHdNxgbVnyGKhHJ9uy7gDmxUceaD6g4xLfskRr8vY5/YncIV1J1NgWPWvlw2f93YlWz7WIjk5/IJLtuyvx1nZL3Eqc6xInB9c3zV8ZeC0PhnW2kDVKTIxooa0m3xcSrT/Fb56S6/907rhvJsoQqjdcGE60Qh7V/H8qFNtQooPsx3P698AZTcsMJK4YnQYsXDC2ZYlOaY1bLi9FjMhwCdGit33+flbO33QtN3bJ2EYSJ6GPU0n+c5tdRUcytGjhuLrl/vAYYhi00fmdO4e4olaNdXcK9RlpinHF3LfsWJm3FHGyfy+RMK5PDM13JB31vyWTnkZHyvOJFviriKtBPYhE9gyi4WSz/A7M9RvidPL9e5284Uxl/lVEC3KjvLIXNSS1TTFtkPvCcyvzdiHKdIrWwlfWv3x+B3ciGuduAL6SrzVavo/L/Uwd/ZcWJ45r+xNldoNz3/0loqFuydxX/o7KCYIe09iedQcwrz6IVrxH6aiXvYIP19auRLSEF63tzoPMObnuxl0ne+TB8abGgZlIwC+hvhEjGi21Q3KnZMTJweXAcU3L1t0a/9XckZ9AjKNrRKvTheTd12rcjpsQI+YMJDpivZk70CGVbbwMURJTtO6c6AT7fT7cb6AfnSffAyjYike0HPYhLkefRrSK3Qnsl69vQyThe1BTuUFTvIsTl6PvJVpp+1VeOyd/N0VL2fIza4xUMpQYnaE9nw/N/ctBxE2mfkYNV/2ITqePkOMiky3e+Xwj4Nf5fCXiZKtoPXKue2UioWncAXBx4mT6lvxN9ySuuJxDJG9FW5OJpPtRonHpQprq3okSy59SXxlgc0fAxohON+T+sXEitStxM7veFE5uiQT2O5XpT+VvojGqykLEFawz6/idVLbPacQxrpHXHA1smc+PJFrn1dI9o21ZdwDz8oNo3XmSSHR+QscwX8XPWHO9KxIJ9XFER7BH6LgMuBBxuehLeZC5A1in5u23bcZ7HXF1YDWi5ftiPnzzlNoSH+LS+N1E8nozcGHjMyZae86lppbujGMlorVuFJHQfpwo2fkpWbtPtEA+R8HEm47ykr2odODNf/tmrHXdmGm5xrqJJOeA/B2f37TcDnlwLHoTkk7i3ZA4gRlAXAKuXq3agEjMinbAynUPJBLswfnoRyQ87cQIF0OJ2umbaarhLxjjkcTVqL5E3fSdZGdj4kTlx0SL3hMUvjFJxtCHGL3k8qb5vYh+Odfk594t9zlFb1Wfv5XfEeUZPYia7mtout17buOrath+1auSO+f+ptFH49DcP29Gx4hUxa6o5fqWIVq0e5N9gfJ7tybRGNKzsmwvyjfUWdM2/BxxgvfljOfrxJWOw4krMUU7bP+3PmoPYF5/EGeuH1R+VHWd9S9GJDoHVOYdTnYMy+lt8iDzKPXX4K2YsSxMtCo+SJwcdCUSyatK74QyrubWk3F50Nk9Dy6N1pMlc6dV7Ow/E5uBjTjpaNE2osa2MQ77PkRiu1xOd6fg0HdE8v84ecWl6bVG7WJfItk5ofTnmwe+RYikdXUiqTmIaG1qHq5tobq+g5V/xxAdmo7IA/hoIoE8k6hdXbZ0jJVYuxGlTLfx4eT7XDo6VzaGZCzdGr9y7lNOIepU7wFOblquLzEcXi13byUS768QrZ3NnfL7EyVkn2v+bhSOcUhj3cSVtO8Srd/NyXedHQG/Slz5O5Coob425x9CXHnZqI7tl9tqTZoa4/JzvyWfb5y/me6FY6sm3Cs09nVELf/5wF45/Xmib4k6Us7stq07gPnhkQfCR6lxEPlMJq7LA8zSOe/SPCCeQVwuXCIPlEPy9bp67FvGcjjRAfB3dCSJ6+Trdbcyrps7xx2I2sC7K699lbjkVnK4xd7ElYxDOvueES09vyCS7l9VDjR11AtuSEeLclf+s1WlcfLSh7InBCOI5LV7/g4Oy9/HKkSr1DfygDOm+l0tvO2q22mDpthPJK5kdSVOGHahcK1vZ9uEOHk+nOiwuAyRfB9FlCXUUV7SPROZc4jke+Hcdr+sY3tNJ85Gh94+xJXIC/nP5Ptk4m6zxT/jaX336Ui+r6Sm4RaJhpsh+bwnccV5/crrdxClgd2Iqx61lAJmLIMznj6VeX2Ik5ediNyhltrzjGUf4qTlR8TVqQWIBsVziZpvDRf4ER9dkLnO3X9OHsTNrEve0rmYvL36e0SN1hLAwWZ2KNGJ4xYicTyZKIlZ3N2fybi9ZJwZ66pEp6H3iZaAccCX3P1pMxtBlJks6+5vFY7L8t8uZrYccWm/J1En+D/AX81sRTPbnbgMd6UXvL21u/+DuCowENjFzBarxGvEuNfXEJenf+juv833fVAqxry9MMQlyk3NbDF3fz+/Z43tuwZx8wjc/a3Gd7FAbCOJFuLHiI5gU4jv2i+IA/QQIul+BhhpZgtmjEV/I431mVk/4GwzOynn30G05H2KOOmb7O5XufuTJeOr3Pp7jJmdaGb/Q1w9uIxonf0h0Yp8BnC8u79RMj4Ad3+X+GxfJ66mLUaUvDwE7Glmw0vH1Bl3/yD3edsSjSa/Bj5pZl8EMLN1idbHV0rG1fiM83Pe3czON7OtGvuc/M1eCLwEHG1mXQvHN4bo6LenmS1KXHH+J3GFoOEAItGd4u7fdfeXCsc4NQdw9+eIG9Zda2Z9cnZ34sru94FvuPstJeNrMLPNiOPZTkRt9/NEKdud+e/gjFU+iroz//npQb2XpRudNBodcSby4U5tS1HTTV2a4v00kfwsSAw99VOiU9b+xJl/Lbcx7yTOU4BP5PMViVaT24ia0NI3hOhSeb4tkUB+vfp5ErW/2zV/LwrGOIJoje1JJGIXZKwLVuMhWkb3LxzbikTStVlON8pdFqCjjvEnRCtyTwrduKcpxi3zc/0R0QK1NHH5dzyRwDaWu5woOyle012JYeP8rY4lWpVvJJKIxt1ua+9ol7+H24ihIC+ko+X7ZOKkoNb+LZV4dyTH2QcGEcMunk600N8HfLqGbWeV2O7O3/WNRCfZZSvLDyZL3wrGOIoY/nZ40/w2Ylzpxh1dG3d+7FVyX0iO7pLPV6VSukY04PwvWWdOnDxsVyq26mdbmV6LjuFJG5/7NXSM2Fbrlef/1kftAegxFz/cjh/KlsQg/F8iEtpuZAdFcsSQFoi1e+X5D8kRYIDPZOJzHB1jhJbcUa5IRyfEnXJnfT1xF7ajyQ6zleWL3hyHjsvRQ/KztUx8zibr+YmymJeBnWv6bEfmwXCHykHlG0Qyuz15OZq4Ic2jlB8KbWjl4LJYft+uBSYQLch9iROrH1G4zjJj2oY4Ud6dGGv6ZiK5HkGMNX0Xcdl3V2LM+NpqaTPeg4ETK9MH5bbsQXRWXb7m+FbM7+NKRNnTCbnPGUpHa/xKNcc4jBjOcmei5KDR8bg/MZLJw2TSXWp/WN0mxGggD9CRyI4hOs3uQ5YF1rTdTiL7J1W2WeNE+gDiquDFGXvpm+MsQhyHP5b76MeJUWiqdzy+kBiZqA8dQzCW+nyb70i5Wv5WngG2qrx2OpV7KugxC9u67gD0mMsfcEfSM4YYmeGc3KkvQJy5tlNT61MlxjWJy+PfyOnPAOfUHJMRl9C+RZRvLEi0iG1AJJA3EzeeOYfoqHgsBe9YmEnCF/P5WOLGFVcSJwS9M85T8vN9mY5bm5du6W5uTa7eXXH33H6PETfIeYh6hmtbmkj4f5AHmUuJ5PFg4qY+SxAJWdGW7vwODiDKXTauzF+COBE4Jb+bixHJ2aXkeOil42ya3j4/1+p48T+mhs7QncWZv417KvNXJS6d/4io569tFKLK53s+kRyeTZSSHEaUBq6a+5nGMKVz/fdc2RfeSsdws+sSyf8lleVGEZ3e96aGmyBlDNc3jiPNn3s+b1wpKn3vjK5EI9f3iJLOn5H3xyBats+ufKaXA+vV+P1r3NGzMfb/WGIM+28SfYjup4X6Qvw3PmoPQI+5+OFGsnhFHky2yB3l/+QPfQiRfBc/UGds1Z3hEkRr8pVES+M4YDIwrrPlC8W3KB2tySvmgXCNyusjieR7QaJVtGjnHGBtYsSKg3JH/ok8IJ9GDBPZi7jScRMdLUB1jHjQWWvyj4kOs5sRV1/WJ1pXlioYV3OyuAoxesS+fPiOildT04gWuf5uRH3vx/L32mjFW4IoM2lcGTJqaI2vxPkJogziM0RL7Y3E5f1187v6BDW1dNORcDfGHl6QOCHdk44hXg/Lz3qFOmNsmjc099NPEMnYNURpTOkrQo2Rkrrkfq/xe16DOFmpljp9isLjOPPhUru9iJFLqif4jZGKTqSGq0FEQ9cpRNnGhkTH3r/Q0RixcH4fL64pvsXpuCPl+uRJae571iPKsJYjygB/SA13553XHt2QeYaZ9SYS6d+Z2RbEzQD2JUYROIYYr7kvkZi9Ahzr7g/VEGejA9YIorb8n+5+LdG5ZDdiB/82MYLJZY3lC8Y3migjecXMniLKIt4FdjazBdx9AtFK+567v0PU5ZWKbUmi9fM6MxtFHJAnAUe7+7+Bb2SHtr3d/Qwz+6O7v1p6G1a8B2xhZj8gTq7uJi6lWsa+ibv/vmRA1W1hZtsQHXnfcffzGq/nv7sSJwTPl4wv171UPn2NqO1dy92fstDd3V8wsx8TyQ/5/3m3cIxdPDoAbkp8lucR9b4nEaUv2xCJ2OLAN919Ysn4GnJfMxb4vJk9R1yh+iNRanK6md1KjE+8j7v/pXR8lf3hSOLq37vEmPF/NbNuRHnECe7+qJktmPucUrGNAQ43s3H5/XsQuNzM/u7uh2Xn3gPM7HR3/7q7F9sXZnz9id/or7Oz6QLEaD4vmtn17v7v3LafIW6IdHLh+FYmGr+uBF5392fM7GXimLxzbscHzKwxXGlfCu5vzGwJ4qTgVjP7CXGDte5mdhjxux1CNNp91t2PKxXXPK/uzF+POfMgWjh7EC1NVxOt2xvka6sQB5qeRMvZeGpq6a7EO5Y4AdgaeJGm8ZqJM+//6CRTIK6tctuNIFru/kr2gCdalr9P7Oj7Ea3Ji1O25nzDXP8AOoaNe5IP3xX1m8CRNX62M9uafBWVIfFKx0fUo/6RuPz7KFmXTFyKPji/n8XHps3P9kpgP+IktPFbGZGvN67EHEallrpgfL0rMaxOXA36XE4vS1xG/1pO96Jj+NK6hifdIH/THyPq4dvz97s+0XfkAmocri1j3Dq/i9sQZS8/pWN88+/nd7UrZYcoHUkk/Y2OdI3fzWJESVbjrqTrEbXJRTtS5rqHEOUPtwETct5Y4uTqSKKVdt/8/FcvHFs/4qZ0e3by2qoZ2xnAujmvlhInouTvcuKEpSfRj+RqsryNGNhgtzpim1cftQegxxz4EKMU4qx8PooYJuvinG4cIM8gWhr/Qs0jg+SO+/aM+9O5k3yBprpuotVst4JxLZpxnVCZN6ZygBlElHKclTvOHqVia4pzydxRNjpPDidqvM/OneefqYw1XTi2agnRNrn9Nm9+negI+Ahly0uWqSQzixFJWKOOsT/RgfHLxE1VjqTGDnb5u7g041mS6Bj9BHGzijWJjqhPNOIvGNfKfPiGI/sSo2ucTEf970pEZ8riiVhTrI1OdXtmMrERH75x1KD8t2gntsp3sZHY9COGWxxG9B/5NXFSegdx4rIzmZwVis3IG7jQ0YGzd8a5WSXmJ+g47hTdFxKNDyNyn3wSccw7qfL6RrkvvIAYU7yOE+g+VO44St6zoDK9HjGe/Xm5bLF7KhDlLQMqce5ClA01jxP/JaJRotb+GfPaQ6Um/+XMbAXi7PTMnPUXIuE5y8y+4+7H5vxjiMSyt7s/UD7SDu7+cpaUDCSGylrLzFYHHjSzd9z9YDNbnEg4ipUheJRkXARsaWa7uPtVxIlMYyz0l8zsRKIF/GWP0o6izGwrogX5FmCMme3r7meb2fbAz4lttou7P1hjeQlmtg9Rb3kr8Bkzu9ndvw0MM7NPEzv0z7n7pELxDCLq4RLvBQkAACAASURBVJ8zs/PyO/gKWZ7h7q+b2YFEQvm2mR3vBcdhzxinfl7ufpOZvUck2B8QV1deJGrkXyMOnDu6+2MF41uZOOFrjLxAfvf+QSRBm5nZeOJy//vAlFKxTUNfYls9TbRsL0i0bE8ysx2Ajc3s243fcYnfSpYxLUzs1940s/3d/XYzO4RIZg8nWr8B/gDc4O6j5nZcVbkd3jKzx4EeZjaMOMEaAmxkZtcR9dKbAXeY2UAKjiWepYAnE53GJxFXee8H1jCz75D3KTCzR3IfXpcFgPXMbHN3v8vd37e4rwLEVa33iP4b73rB+1Jk+dKWQF8zW4m4EjAm53/azJxolBhI3Azuc+7+RKn45gdKvP+LmdkqxCXpY9z9pxY3KBnl7ufkgeVGM/sXsVM6gjjoFKsPzBiXJH7AD1UPbO7+NzNblji4QJx1n0GUwUDsVHcpEW9uN09X545xrJl9nhhnekQu182jtvbQ0klZrn8tovPaFe5+j5m9DuxqZh8QrSajiU4yD0LZm7uY2TLAq+7+D4sbaewEfMHdHzOzk4H7zOxp4vvai6gZfLxUfERn3fuIjn67m9lZRAv31Wa2occNc5YFBlvc8KPYjYXgP+rONyXqPH+bcR9AlJxcCPyvu08xs4Xc/e2C8XUj9iHnufuFWWvehxjp5RIz+zdxSXovIuE4zt1fLxVfJc5GvfTHgXuyhv83RMnY48AiWT//HeBwjxuLFVNJai8hrlQdYGYLu/tPzKwv8IfcN25GdIQveuMUMxsA/D1PRp4gGnEuIDpEX0SM8nQMMNrdzzezNUruC83sk8QVl43dfaKZnUC01u5MdDYfDexvZq8Cy5nZd939X6Xiq8TZJRtyLiX6uDzn7k/B1D4HmxG10weVji/3HxOIcqbFiauPuPvlmXSPpqNsdcuSJwXzCyXe/90WIUba+GlO/4IYggqPjjDbEh0ntiAuCRZNutM4otX4ADP7U1My+D7Q38zOJG7GsEMmlF087qhYJN5cV+NOcI9l8v0SUTt4WSOeTM4odaDJEwI8OrD1IA447wLfzwRjfCbdXyVGuzgz31e6M2rLtiZna10Xd3/CzK4kOg+NJjqfHmJm5wK/MrOHiJrfL9RxUlVJuvcjkojxRJnOlkTnrJ2J+stribKsf5SKLa/2TDGznrluiPrytYGVzezvROvne0QnxZ+5+02l4qvKpGYs0QJ/H5EwbkOcNIwjTu7fBr7j7jeX/K1YdMxuJPp3ES3cPwe+lCf7txNXhM4hTlx3cfd7S8SW8W1DXBm4NzfLly063J2XLciNzrRPAotn633J/YwRo/k8R4yyMTF/w7cRVxFuJ44po4kRdnYqndRWvk+9zOwd4l4F3wK+YGbj3f33ZrYJ0a/kgJLxNV1R+z8zO5/o/Ly6mb3k7o+4+xV5rNmEuNqipHtu8Baod9Fj1h/ETuZpYmSN70xjmcZQQSVrGLtVnh9JnD2v3RwDsB1x0N685u34FWKHfilxuXdB4oThEmJYtP6F4+mRn20f4g6PuxCdwx4ADm1adiSwZo3brgtREnEK0eppxE1J7qNj+Lv9idbuD9U5zuW4GreLfpm4VP6VSqxH0zEU3/rEcHhDa/4Orpe/4+7EsF03NrZVfhfbgX6FY1qcSFh7EiUQLxA1n7cRJ3yLEOUnjY6p+xHD3o2iYM1qJd6liXK7/2/vvMP2HM8//vmGSCQxQtUoNVoEJfaOvfeIPWoLqqXUaGuvih3U+gUxaq+S2ELsTdXW2mqExgwyzt8f3+uRx2tUkPt+x/k5jvd486z3OfM8933d53WO77lcOQ63wJutRqP5ZBQ99orXw164jnv5xntTpPjKGjgY1yVPgRuoK5WwLGvLY+Vzm7ocezcw7trR6BXaBjcq1lLzi/svNsINvGvgDdVVtJDSrPo8afHe6+Ig2BBciz4b3tA8iTfRj1AkXiu0qbm2fEMsIrAMzj6ehzfS0+Dekl+REykn7PdRtwH58yN8iY7ujObLeqZLYEfnpzXY0wtP1ju4acE+tCzmCzPOGesD3EYN461bLEQz4OEpMxWbji4XxK5lITqzjoUIlxg8iFPkqzZ9ts8Ae7eC4272xgW4OBJr48EpO5X7TsPlEqfTNOWuYhtXwM737uV7vAyn8M/Awzb6UVOT7NfY2gtvUn9XnJ6u5f61yu9uNdi0Eq4v37GcD72KYzFpw9nBzYuHNb1mZyrWcm567ymKI9E8CfdYXOvdp3Gs1mDXMuU4fLh8ltvj0qb9cBR3MxwFr3REeJN9U5Vz4+dN9w3EpU2Nx3fBQ66qnvjYMlgzSfm8/gE81XR/pVODv8HWucr3uHxZW94DFiyPzYy12Wet+jhk3Ab+N2VN3hRnzXrjnqFzy7o4nGyknPDfR90G5M+P9EV69/9C+ffsZVGqXNkCK5U8irWv78F6tI3H/owjFT8rC9OrwAY12NjsdO+EG3VuoUyexGm2o/Fo3K4UJYyq7cORp/sZ1+jScMTmKp/dn2o83tpMNBmXazxdLtgz4TT09Xga2z9pkjisyb5Vy89kOCr2QtNj2xZbK824tLBvDbyJ70eLSCLOYj1K2RjWYFvjXJmy/O5UPq9Tmp6zJnYqH6CM5q7J1qWLs7MmjoDei2ctLILLPjenevnU1XG9NniD3LfF41c31nAsy1j1xMeWY8w3wJmhTris6TqaxpnX8J1OT7nO4uvuRXz5mrc97tNYoSb7pqNsSLCSztVlHdwbZ1kaj01ZzuWf12FnR/up3YD8+RG/TKd3PykX79VreP+ZcBpyr6bbV+H05Ozlvn2wIsKbFKebGiJQ5X03KrasVy6ABzQ9tjyO0lcqidbkSDSknnriRrDLadKhxQoDfWo+3tpSNHlNXILQKDPoiSUFZ6nBlkYWqDFR7zTGZQmWwVmg44B9sSxfpfrDzcdh0+0+xanYqTgbk+AI6PMUnecav9uGBvZxOEPVBW8GzsOa9s/gDOAAYLqabV0VbwI7YwfyQMbps1c6Zr2sce9Txr7jxu3HcENd4zkzAafW+ZkVO/rhTfLhWDp1K6wMsjFunl2nJrvWwBHjHriM7gi8GViacZndfnjDNWWV17ry3Q0on9UkxcYzcTb3GkoGrZzTOQK+wp9srmxHRMQNpUFm8oi4vgYT5sQO9UPyRKxBOKq4CtBH0rUR0V/SaODxiLi14uamZuWIhbHDeFJYEeYJrAKjiDg0IoZKui8iRlZhW4OICHla3JGS7gAGR8Shkg4H/izpThxRXjgi7qy6kbKFrbfJ0/YG4JTltNgZ3xQ7FXNiZ61y2cWWRMTg0oh6X1ExebcOO+Spk40JkzPg8+NaXIJFRAyT1ChFGA1sGdWqvzQrg6yCswVv4abOATi7MQY7F3dhtaK76zoOZWWndfGQmclwRLQbPv52ws5OX1wq0Qdvdmoj3BC9N85ILh4RD0jqXB6rTH6xnLdH4DHls5b3v6o01h1d1E0ewg7kIpJ6AB9X/R2XBvNp8XfYNyKekXQT1ub+b0RcKstuViqRKytyTRMRQ4oazan4nDig2NYXGCvp/og4XZZTHVGljfi8fQmPqv88Ii4pDaq/j4iu5f+xBVYiuq5i2zo0qumanUxgarwQbsa4KMB9EbFbuf8gnKbcsRXYODEudzkcX5D3Kgv6rMDdwICI+EvVdhXbFgJ+jx3WuXGz2L0RcZGkHfBUxWER0WoWyqIicQJ2JN6Txzh3xhGVl2o1rgVF6edgYKEoajYVvvfc+CJ4Kd6UDCoPjcDlQ9viyNhzEfF2lba1RNZKPhR/VrsBb0bEdsVh2xkrSJwZNSjAFPs64XP4eRyR3UvSVLhBcUMsy3daee6iuAG0b0Q8UYe9LZG0Gv7+e0XFsotlQ9Uf6BcR90kaAqwfRc+8bPxXwWvPTFgB6B8V2veV64I8X+Eq4OaI+EzSVjjKvVHVwRu8wXsOZwt2i4hbJG2Psyp/x02VB+GM2vkRcVeTIkwlthYlojGSuuHyv9644fMWLA/5M7xZWQrYrrWcFx2FjHi3U6p0aFvIFF0ka6j+Dg9X6FkuLPcAv5G1fz8Ky/PV4XT3wan9JXEa+rdAP0l/jYjnJC2BU4aVI+tfXwjcHpY6uwNH8JYoUm5nwxfygir/rn3n3Fqiyd+FiLhG0q1VO92FKfCF7+dYQ3xhvPFbEUfM5sKp8+cl/aFm53tRXIo1D7axH3wRsR2NNdtrcbqLHWOxfOUhwAGSziqb5zvxpm89SdeXjd9wXM7xWl32tqRkJ7fDDtHtVb1viVxvhh3G+yRNiVU3FpT0UESMKlHcm3B/S9eIqHI4TnNWcndcHvEXrKazLC4zeRqXuH2ocdKzlVBs+0DSOfj83UtSl4gYKOlzXK4TWOv8cNxc2TheJ/h63bjeFqd7M1x33h9HtVfCwdbNS2b8cxxk+veEtCn5Kul4Jz+YkpZeFdenDgOGYud1S+Dz4iQeCvw5KtYFbRlhKOUZd1ImP+KGop2AfST9JSJeqNK+ZsL61yfgMpMrI+ImeUpcF7zI39xwHlqDw91MRFwvaRLgFkmVR5PHh6hw8AyApHlw+cPTWEP6aOAp4G8R8VqJOP4DNz6di9PCdWjuI+nnEfEKjuoNxOfxxmHd37XwWPhB3/pHJpxtjRKYeXH5wd0RcVTZCNwladmIeFLSbeWxtwFaq2MREYOhusxfcVI/kvTbiPiwlD2NkDXsu0XRGC/R5Lcj4kZ8vFZGk9O9F3Zidy3f+VG4nGj/EsWdGdi+ynVG36zDvoMkwgNoxmIJy4kiYr+qbCv2zQz8UdIVEXET9u+GR8Snks7CajorSJoUuDwqHh6VjKNT3QYkbZ+SQj8C6I4bFQ/Azvf5uAFrAHa6BzcitRXZ1bVpIZ+/RHeIiF1wM9aNuMb2bNxc+WFVthWbVH4vJGkLeYDP+XiBPFbSKsUBuwA4sjVF7L6OiLgGN3y2Wqe7akpJwdW4UfJJ3BR7Oq7v3ljSTGUjMBzXjI6o0emeEUfqwA2yU+PsyyuSlsU67a/WZFvD6V4Tl+qsj53tJSPiGFxX+4ikeSLi/bpLdcaHqjbRTeflnOV2o9fgRVxy0HC698OTUytD0jzypGBKdm8x3DT732LTIViq9GjcILhhxeUvvYCB8uRMcNnGFFjpZRCwq6TVIuJC7IzXsdmbCH+X60laqtzXGPr2Gc70voSzLJPWYF9SyBrv5HvRdCGcATfUfRYRl5VSjnWAT3GEYiFgVElrVlmLNzdWebkOeB0rRVyO61LfL8+5ETsXy+AoY2XNTU12rg6cgnWb5y52XgrMi4eo9CuRp6SNIY+FvhBHjO+VdAQuHZqbcVMpX8Qbq77A0Ih4rmIbv0jVS5oOOxQbYMdhKXxsPgv8Eqv+VD3CfKJGSYuk3rg+dQNgPqxa8gBwVMlk7YWbPW+u0sbWTtNaPREuG7oNlx0MLyUJe+CN4FCcmdw6Ip6u0L6JsfLGCsB14SbA63DJxhhci7w4nir8+6rsamHjMjjK/SjeOI/FZWObYcd7WVyO1T8ihlRsW/M5PD2WpZwRZwVG4uvItLi05DncJFt1o2fSRJaaJN+LpujT0XhX/QpwWbkAjsXKFgfhKYuV1Le1YDpgfrxAnoElDU8ARkk6tyw81+P62mki4uUqjJLVArrgjvPAjWA7hhVCFseyd0uXmsEeWB4yaWMUZ2IJ3NvQ6H/4k6RfApOW7E/j+98Ej+WuMm0+FZY1HF6ieLPgi/SdWNt3LHCn3PPQA2vZv1iVfcXGXwAbSbolIh7CGYMd8JTFQ/Fm4BDgQklbR8Rx5XW1Kf20Rpo+i84R8Y6k4eX+Ro3+jfg4XZHqne5OETG6lFuNAVaVe4Q2wdKLD0fEy+Vas7WkbnVkhMJqQ8vgz+oN3CN0MW5SvBUHdTphze7KKMd6w+neHg9cuxJnhBbFDvcqOADWHfhNOt31k4538r0odZa74kjdCOBmSQdFxCFhebFOwDtVlx1ImjQiRhZHdjQed/0bnGb7HR6KM3VTOrNvVWlpSXPiutkLgHsi4h/lc1oRuK1kBWbCacsLI+Lc8rp0JNoYxZk4FzvdfUu0cW3c+NdI/w6RNAZ4rGKnuweWK7y43DU1VmDojUeGryjpMawY8lpEnFGVbU029sLZgsuAOSQ9XDJS/5D0W6zsM6JERhfCpTpA6+t/aA1IWgnYSdLFeOO/pqSLwnKp7wMvA1tExdKVTcf9VPj77oQjtpNFxJXF9j2A7Yp9tQUiwuokGwAn4ozLNTirOnk53y+tOmvaVEq5Gy5R3CIiXpR7g8bg5sphEdG/SruSbydLTZLvTFPKsiuOZm+Kp3Y9LWk2vNO+oeqmkib7VsbyZ3fjesDhOPK9Lx6+cC4eurAaTvefHhXJKEmaA8thHR0R57WweRUsGXil3Ih3JPDrjEy0PVpukmSlmm1xWclPImL+cn+XUndZC2XDNyNWLhlUIt+d8YCrOXB2qA+WBH2wYttmwiUvR0TEBU33zx0RT5VytkNx2n85YI+IGFalja2drzkOl8S13d2xmlNX4HEcNLkauCoqnFnQovxlalz+siTeFKyBy5xui4iLJfXHQ36eqsq+b6NE34/F8qnv68tNl3XYMzXeRO9QsgMN6cJf4Gv0T/DU6E9yU9o6yIh38p0pC+ViWJHhJNzVvYukUyPiWUkbAoMlDYyI52swsRO+uMyPSzTWwU7sOzgluD1wTkScWoNt2wEXNzvdhQexo7OpLC82C3BgOt1tj2ZnR5brGoWlM4+Wh3zMIjcD3lOH0y1pLtzs3AM7rjMDvwK2kJUQGgorv4qIxyQ9EfVIBvbGDn+z070HVvvZF9fUHokzCH9Mp/vLtDgO5wfexiUb95T7/o3LdAbjTMd7VTrd8JXyl7clvYOVVd6UdAMuEdxA0nsRsU+Vtv0vSpnYGOA5SXXosLfMgHbBGYPGuToR/vzexwEoRcTHVdqYfDupapKML1vhesCPcfPkR8DOkuaKiH8BC9TkdBNuQlwXj61/E/g1dizmwTWDx2LN7jp0ukdTFCFk2b3GAjoC19X+rti3SYl81zphL/n+SNoV1x4vDZwl6YCIOB73QWxb0v5V29QLO6zP4nN2CB6lfhbWcd5Y0rS4znv+ktWq2sbGeTmKoqUvaSJJs2NHcROcTl8/Im6OiN+G9bDzXGmiyeneHTcC7onr4BtKFp/hEsHhEXFvRDxbh53lPDivlG80yl+6RcRbODt4Fc5Utjoi4gYcTOld5fu22FRNW2x5A9eZHy1pqogYVYI4VwCfRsR7VdqY/G+y1CT5TujL6gIn4vrolfFOew9cu7ovVjepLEqmrxmgIE9mOx5Hjq+UG91WwY7QBVWlLMvC2LWk//4MLBcRK5XHJgbGlpTg5sAdEfF6FXYlPy6Sfo4HynxcSksuBXYpJVg9gYdxhPkqfLG+sKq+gmJfT1yP+kSMmyQ7EGs17y/rcy+PM0NnYK3uSvXsZUWVlXHDc0/gXmDT8FTALjga+l9J2+K61UOwElFewAoaN6wMSRvhdXl14EDcbPcf3LDYGUu89quyZno8y19uA85oC9/v10Sgq3jPPXE5zgd48/wunpuxKXa418D13q1y49LRScc7+VpkzespitO4MJZLGtgogZB0Mp60ty4wDdClrshJsWcDnEJ/LNy0uBqe2HViRJxdk00DgOlxNPtjXJ7zekT8qek5fXA97ZZRcWNT8sMpm6s/4mzG6eEBJZcD+5YMEJLWAZaKiH2bN7AV2tgTO2GdgPvDU1H3B4iIo8pz1sMSc8dFxeol5f1XwlNkr8UNyJvgUfWHhoeBNBy1E4F9IuL2qm1szZRgw5G49OYmSQtiR3sdrJyzNs5ydMXyqVNGhRNmv6H85d348pj6RvnLNMB/67yetGZk9ZKt8KbqXqyyMjAiriif4yjg3431J2l9ZI138hVKSvJAYLikQTg13RcYI+mcsA728Tg6dT2O5NY2NEXSNrh55EpggKQ1Swp6DB568GlE/K0G0/bAwx4OxWOPzwc2lzQYjwjviZtB90ynu83yDq7TXxCXkZyCx8FfLGmJsMrBzMCMpZSiapUflUjxabjJc+lyce6NHTIAIuJqSXdHRKVyaE3vf4vc3LklIBzxPA24SNIleC7AOriR8vY6bGzlzInL6vaWG3evlRtoF8TDtz6TdA+wCDBDRFQ6CKlF+csWuLxuVklblfryRvnLoHQYv0yLTctkuBl1S2BnvLm6A9i3rC+Ds5679ZMR7+RrKRHjdfEgjVOxAsJf8UCa/8N102sD10bE/RXbNkOpa0PSclgy8MiIeKGkok8EVo+IeyStALwUNY2NLhe/07Gs3DG44WUvXKITwNXhcespGdiGKHXHncJNxcJT9lbHGZczi6PbG4+CXwynfStVZWgcU/IE108ldcfNlZsDA2KcXOXEUcPwqGYbm273KTYOBc7BWbUFysPPRcWDuNoK8nyAP+HMy9LAJeFBNGfiAWKjcEZjkyo3V629/KW1I2mWiHip/Ht33Ax7KNbnPiMi1iyPPYI3q4dERKUTmJPxJx3v5AvkKZTTRcQj5fbC+CL4NK79nAEPzBmBF8+to+KpipIa6iQn4PKNo/HEsxOASyPi8+J8DwSWjIj7Krav4ewsjiPar0XEE5JOxw1jBzVtGhqyT+lItCFk+a53sFzlIVhN4Ezs0P4S+E9EnCErAHUFXqm6fKPpOFwVn8NvAo8Wu/6Aj80HIuLqKu36BhtXwfXdb+H6+BlxmcntwOVRsWpEW0HSfAAxbh7AUTgaegmwO14TX8RDh2bHwYnHK7SvVZe/tHZKZuoknLVYE2/u/1TKP6fEDZV/xfXdOwM7VZ3JSL4f6XgnAEjqhlUOZsSDDIbhFNbUeCzuczgC1ZAu6l7lIl5snDwiPpAHgPTCagyX4zKTnnjYxv3hMchbAg/WUSdYanoPwKUvq+NI92Ac+Z4cT/N8MR3utkvJpNyC6/fnxcffR3gs80+Am7F0ZaWygS3S0kvgxqsDim1nAmdFxJGSDsTn8eERMfwb/+CEt3d1HME7GDvbb0bEdmXDsDOeFDgIN23nuVJo2vy9jlVLXsa65icBf8fH4xa472BwTb0Fu+O1bxhwclP5y2nARRFxu6TDcPnLjuk0jqMc/ycA25Usz99wxmKWRkZA1hPfDZ/HO0ZFMymSH07WeCcARMQnknYADsOa1yOxCsMlOGX+MzyM5uSoWPEAvliIjpS0b6kHnR8rMYzEUZVDcI1gZ0l3RpMGcMV2To4j8ivhUp3OWEN3rKSdcSS+B+SEvbZMeDLqqjg93hunflfAqgKL4prbi3DtaiVImgZYT55I+BHeNA+OiKvK44sCt8la3WcAPep0uguL4iE+82AHoh9YGlSePPtuRHxao32tkoh4V25IvQVPUZwLO+CvA9NExAWlV2drScPwxqtqLsLBkVdx/0O3Uv4iYFm5WXYpKi5/ae2UTMF5uA6+IQXYDwfELgA2KPcNwVHvbpGSgW2KdLyTLyjpwE9xjfQIYAm8oM+G013r4wXhrRrMmwNfnBvKEP8naSRehIQnaR6Lp1I+gB3ySpG1jz/Bddy/xenzrSLijZI2fDwitqvarmTCEBE3S9obaw0vHhGDJP0db7a6lSbkKlkK15N3kXQObkhcvsnedyTdirNVb1HPeQxYgjEiXgEmw5vRiYCNI+IVWd5w6ogYVJd9bYGy+VsZOBuvz31xudP0ki7F2cDLq6z5bS5/wU7j53hK8GnA7pLexoGSHcr9e6bTPQ5JKwKnAL/Hga7tJV0XEXdK2gI4VdLFwGYlcPNp+UnaEFlq0sFpqrPsjnWlR5bGymOA/hFxfnne5MC0UdNwnBbNQ32As0vqcissdXgjjtD3rGMhl9QbWDoiTi1p/J2xI3G3pGXxhWezqstzkglPKZc4CViijhrVRhmBrGqwHh6j/lREnFZ6CxYCtsHSlifi9PUDVdvZZO+MwGERsW1pUr0MNxkfXM6Vs3CT3W112diWKJv6o/Hx95GkWavuKSh2tPryl9aOpEXwNM97JM2J1Us6YxGDu8t1+DxgRERsU6OpyQ8gI94dnOJ0rwvsCoyVdHhYii9waUf3iDg9Ij7AYv2VDQz4DtGTMRFxvjxgYzng+iqdbn15eM/82Ok5FTsSEwPHlwjoFlh7OJ3udkhYlWYS4BZJC0WF0prl4ryDpJuAYWEt30+A1SXtFBH9JB2BB5TMhPXFK3e6W5wro4GFJP0S+BduBDxF0ty4OXXPdLq/OxExxNUbPChpqYbTXXUPSRspf2nVRMSD8MX58qyk87Bm99rl67ynBJsmq9XQ5AeREe8OjqS5sCN7CC7n+AuwdkTcVZo3+uOpj29UuYh/x+jJ5nhwwDWNxsuKbOsS4wY/LIBHgc8GbB4RezY9bwOs2/x2WTCzmbIdI6lHqa2u8j2XxdJ7z2NFkNlwtmplYBI8sOnc8tzJIuLDKo9DSVNh2cXhkpYHZsFlYH2AUyLi6fK8brj3oXsd0dr2QAmgHAQsjGMqtaw1pVyiZfnLq3hqaxdsXErefUdKVmhz3LR9QVQs35v8+KTj3cGQND2wQImSzI4VBT6IiJ3L49vhtGXfiLhD0k/qasDSOOWIw7EO7VzYEX+8RE+2xTXd20VFQwPkSYUbA+diB+IKXNf9c1wTfzjeMNwFvBcRL1dhV9JxkbQ01tdfDMu09cT9GK/hCPLB2BGi4mh8DyxleHFEvCqpL/AL3Iy6HM6gPYY3Da9FxBlV2dZeqWPz9w12tIryl/aCpF74nB4YEW/XbU/yw0jHu4NRFsSXcJR2JHa8e+NI930RMVpSP+A4LC34fpUX65Z8h+iJqop0F3t6YvWFz4DuwAulvnY+PJlyKC6JmR44NstLkioodeb9sXb9hyUSPi+wEy7duLUmuzrhdWQjPJVwuDyhch+cYTsBR7/va6TZk/ZBudYcByzVUN3IrN/3R1LniBhVtx3JDycdze/mngAAC5NJREFU7w6CpJlxnd1DkqbAMmjX4YjtYdiJvJRxOtgzRsRr9Vk8jtYQPZE0G67j/jwirpN0Ah78cGZEPFqesy8wPCIGqmliW5JUQTlPTgYWaenoVFxeMheOdPfAG/uZcXPnY8AVEfFaKdHaJyI2yya79ktrKX9JktZEp7oNSCYsMpMD9wMXSlopLHM2DI/qXQsvjB8Cv8blEgCN6Yqq3uovExFDgH1x89BUzc1DVbx/SfNdiXWaj5d0DG5W+wTYpHSiN1i6/K5aSi7p4JTzZDfgmZKZ+UIrvkKnuxceePMsbp4bggdznYXrzzcu5VojgfllCc6knRIR1wDLRMTYdLqTxGTEu4Mg6SgcdRiNm5oGl+7oFbBTeT2uTz4vIp6qz9Jvpo7oiaSZsPPw17A821TAfXia52t4KuAHeFjEp1hy8a4JbVeSfBOlKfrjiLi94vftCVwDPBERu5X7BuLm4v1lfe7lcQ/EGViru/JhXEmSJHWScoLtmBY1YbcDU2IHewdJFCm+sVjubqKI2K8mU78TRb3k1oprzucE3gRelTRtRLwl6Q7KEBJJh+KBEFthbeJadM6TpEFEDIba6mmHAp0krRUR1wFfONalRGtiPNV1ynS6kyTpiGTEu51SUr5/BM6JiKGlLONC3Fj5ALAjHv9+g6RfA4+G9bKTFkjaFFgTT4KbDStHbBie/tdQOvlJRDxZn5VJUh9NteTTAdsCUwCT48btDSPizabnThM5rTBJkg5KRrzbLz/FU6/mkafXjQX2xyUS9+PGwP2KUH+OZm5Bc7QwIi6W9DlWUpkT2LREuycqj9c6fjtJ6qTJ6e4aEW9KGoCbK1cBBjScbkkTR8TodLqTJOnIpOPdTomIYZKWwaPU3wCWBC4GfgbciqO3nXC9ZdKC4kisCiwD3IEVYN7GU/ZmlPRmcxQvSToiTU73qsAukt7E2bNjS5ZtDknrRcTVETG6ZnOTJElqJ0tN2jnlgngiHuG7AB44c3dE3NqIQNVqYCtFHl99Hh6E0wV4FzgCWBbYGbgK+Ft+fklHpDkjJGkJrFpyAFYyORM4KyKOlHQg1r0/vK5BXEmSJK2JdLw7AEXl4Fhg8Yh4P4X4v56m6N0MWO3ls4i4TFIfYB2sWnIknrr3n4h4rD5rk6QeJE0DrAdcVHT11wL6RMS+TY/fhhuO/wP0iIh/1WZwkiRJKyJLTToARTpwDPCcpF452OXrKU73mnhYz2g83fOyiLizqL9siuUM909N2qQDsxQeT99F0jl4Q7p848GIeEfSrRTlH7L/IUmS5AtygE4HISJuwM2Bveu2pbUiaV5gVzyafjVgVkkHAUTE3Xiy57npdCcdkUYzMXAtliWdE9g6Im4BHpH0oKR5JK2EJQMzq5YkSdKCLDXpgNSk79sqaVZkwNHsTYE1IuLpMib+SuCG1q5xniQTEklzAjsANwHDIuIzSasDqwP/jIgzJR2Bm7dnAo5v6IknSZIk40jHO+nwSFoMeArojp3vUcCpEfGspF8Ag4G1czhO0lGRtCwejvM8zvzMBhwDrAxMArweEeeW504WER/mBj9JkuSrpOOddHgknYLVSpYEegL9sM75WSXyPWlEjKzTxiSpG0lLY1nNxfAQqZ7A+sBrwC+Bg4GzASqeLpskSdJmSMc76bBImigixpR/n4gdipWx/NkeQGdgX6xuMqY2Q5OklVDKS/oDS5ao9rLAvMBOwJ4RcWutBiZJkrRy0vFOOgySpgSmiIiXJS2Mo9wDI2JEefxkYC5gXWAaoEtEPFubwUnSCpG0BnAysEhEvFfua/RKZHlJkiTJt5COd9IhkDQpHoAzHBgETAacA1wCnFP0zWfFag1vA8tlujxJvh5Jq+EBU3OmPGmSJMl3J+UEkw5BqdG+CSsubI41un8NrAVsK6kH8FPgcuAP6XQnyTdT5Em3JeVJkyRJxouMeCftmjKFcrqIeKTcXhjYBXgaOAOYAQ/MGYGl0baOiBtrMjdJ2hxZXpIkSfLdScc7abdI6gY8A8wIXAgMA+4ApgY2A57D5SZdcENl94h4vB5rkyRJkiRp72SpSdJuiYhP8NCPB/Fgj5HAVVi5pDcec70/0DkiXkinO0mSJEmSCUk63km7JiJuAv4ATInLSZYAbgReBGYH/ghMUZuBSZIkSZJ0GLLUJGl3NEmbdQfGRsTIosJwDNA/Is4vz5scmDYnUiZJkiRJUgUT121AkvzYFKd7XWBXYKykwyPiBkkBHCmpe0ScHhEfAB9ANoglSZIkSTLhScc7aXdImgvYEzgEmAO4TtLaEXGjpImB/pKuBd5oONvpdCdJkiRJMqFJxztp80iaHlggIoZImh04EHg2IoYCQyWNAq6S1DciBku6PyKG12p0kiRJkiQdjnS8k/bAAsBLZQjOv8tPb0lLA/dFxNmSJgGGSJoReK9GW5MkSZIk6aBkc2XSZpE0MzBNRDwkaQpgAHAdcAVwGNAduBS4PyLGSJoxIl6rz+IkSZIkSToyKSeYtDlkJgfuBy6UtFJEvI8H5KyKx8AfBHyIx8IvUV76RuP11VudJEmSJElHJ0tNkjZHaYT8QNI5wMLAXpK6RMRASZ8D6wOBmysPp5SWRMTYptcnSZIkSZJUSjreSZtCUueIGFVu3o4H41wP7CCJiDhf0lhgC2CiiNivJlOTJEmSJEm+RJaaJG0GSb2AgZKWL3fdhKdOLg4MAnaVtFpEXIid8X/XY2mSJEmSJMlXyYh30pb4KbAlMI+k04GxwP7AZrjeuyuwn6ROETGoPjOTJEmSJEm+SjreSZshIoZJWga4ETdKLglcDPwMuBW4HGdx3qnNyCRJkiRJkm8g5QSTNoekVYETgfmwhvdqwN0RcaukiSNidK0GJkmSJEmSfA3peCdtEklrAscCi0fE+y2aLpMkSZIkSVodWWqStEnK6PcxwHOSekXEf+u2KUmSJEmS5NvIiHfSpimR748j4va6bUmSJEmSJPk20vFO2gWSlINxkiRJkiRpzaTjnSRJkiRJkiQVkAN0kiRJkiRJkqQC0vFOkiRJkiRJkgpIxztJkiRJkiRJKiAd7yRJknaCpOkkXSzpX5IeljRE0hz/4zV7SOpWlY1JkiQdmWyuTJIkaQdIEnAPMCgiTi/39QYmj4g7v+V1LwELR8TwSgxNkiTpwOQAnSRJkvbB8sCohtMNEBGPA0haDtg7ItYqt08BHgImB2YAhkoaHhHLN//B4pQPAtYGOgMbRcQzkhYFTgK6AiOBbSPiWUnbAOsB3YHZ8XTZSYCtgM+ANSLiPUm/AE4FpgE+AXaMiGd+9E8kSZKklZGlJkmSJO2DXwEPj88LImIA8AawfEunu4nhEbEgcBqwd7nvGaBPRCwAHAgc2cKODYBFgCOAT8rz7gW2Ls85E9g9IhYqf/Ov42N3kiRJWyUj3kmSJMm3cWX5/TB2qAGmAAZJmh0IHA1vMDQiPgQ+lPQ+cG25/wlgPkk9gCWBy1wdA0CXCWh/kiRJqyEd7yRJkvbBk0Dfb3hsNF/OcHYdj7/7Wfk9hnHXjMOwg72+pFmA27/m+QBjm26PLa/vBIyIiPnHw4YkSZJ2QZaaJEmStA9uA7pI2qlxh6T5JPUBXgbmltRF0pTAik2v+xCYbDzfawrg9fLvbcbnhRHxAfCipI2KjSpNoEmSJO2edLyTJEnaAWGJqvWBlYqc4JPAUcCbEfEqcCnwz/L70aaXngncIGnoeLxdf+AoSY/y/TKnWwDbS3ocR+rX/R5/I0mSpM2RcoJJkiRJkiRJUgEZ8U6SJEmSJEmSCkjHO0mSJEmSJEkqIB3vJEmSJEmSJKmAdLyTJEmSJEmSpALS8U6SJEmSJEmSCkjHO0mSJEmSJEkqIB3vJEmSJEmSJKmAdLyTJEmSJEmSpALS8U6SJEmSJEmSCkjHO0mSJEmSJEkqIB3vJEmSJEmSJKmAdLyTJEmSJEmSpAL+H/br70fvrtwwAAAAAElFTkSuQmCC\n", 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"\"></div><div class=\"floating-box\"><img 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\n", | |
"\"></div>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<table>\n", | |
"<thead>\n", | |
"<tr><th>Cut </th><th style=\"text-align: right;\"> Number</th><th style=\"text-align: right;\"> % of total</th><th style=\"text-align: right;\"> % of previous</th></tr>\n", | |
"</thead>\n", | |
"<tbody>\n", | |
"<tr><td>PtMin </td><td style=\"text-align: right;\"> 566563</td><td style=\"text-align: right;\"> 29.34</td><td style=\"text-align: right;\"> 29.34</td></tr>\n", | |
"<tr><td>EtaRange </td><td style=\"text-align: right;\"> 432906</td><td style=\"text-align: right;\"> 22.42</td><td style=\"text-align: right;\"> 76.41</td></tr>\n", | |
"<tr><td>MinNumBLayerHits </td><td style=\"text-align: right;\"> 240021</td><td style=\"text-align: right;\"> 12.43</td><td style=\"text-align: right;\"> 55.44</td></tr>\n", | |
"<tr><td>MinNumPixelHits </td><td style=\"text-align: right;\"> 239585</td><td style=\"text-align: right;\"> 12.41</td><td style=\"text-align: right;\"> 99.82</td></tr>\n", | |
"<tr><td>MinNumPixelContribLayers</td><td style=\"text-align: right;\"> 239343</td><td style=\"text-align: right;\"> 12.39</td><td style=\"text-align: right;\"> 99.90</td></tr>\n", | |
"<tr><td>NoSCTHits </td><td style=\"text-align: right;\"> 237280</td><td style=\"text-align: right;\"> 12.29</td><td style=\"text-align: right;\"> 99.14</td></tr>\n", | |
"<tr><td>NoSiHoles </td><td style=\"text-align: right;\"> 237280</td><td style=\"text-align: right;\"> 12.29</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>NoPixelOutliers </td><td style=\"text-align: right;\"> 236687</td><td style=\"text-align: right;\"> 12.26</td><td style=\"text-align: right;\"> 99.75</td></tr>\n", | |
"<tr><td>NoPixelSpoiltHits </td><td style=\"text-align: right;\"> 162559</td><td style=\"text-align: right;\"> 8.42</td><td style=\"text-align: right;\"> 68.68</td></tr>\n", | |
"<tr><td>NoPixelGangedFakes </td><td style=\"text-align: right;\"> 143903</td><td style=\"text-align: right;\"> 7.45</td><td style=\"text-align: right;\"> 88.52</td></tr>\n", | |
"<tr><td>MaxD0Sig </td><td style=\"text-align: right;\"> 3086</td><td style=\"text-align: right;\"> 0.16</td><td style=\"text-align: right;\"> 2.14</td></tr>\n", | |
"<tr><td>MaxZ0SinTheta </td><td style=\"text-align: right;\"> 374</td><td style=\"text-align: right;\"> 0.02</td><td style=\"text-align: right;\"> 12.12</td></tr>\n", | |
"<tr><td>MaxIsoPtCone40 </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 0.00</td><td style=\"text-align: right;\"> 2.67</td></tr>\n", | |
"<tr><td>MinChi2Prop </td><td style=\"text-align: right;\"> 10</td><td style=\"text-align: right;\"> 0.00</td><td style=\"text-align: right;\"> 100.00</td></tr>\n", | |
"<tr><td>TrackletIsolation </td><td style=\"text-align: right;\"> 7</td><td style=\"text-align: right;\"> 0.00</td><td style=\"text-align: right;\"> 70.00</td></tr>\n", | |
"</tbody>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"with np.errstate(invalid='ignore'):\n", | |
" cutflow(trkdf[trkdf.truth_matched == False], trackletAccept, \"Not truth matched\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 477, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(array([ 90, 112, 105, 95, 125, 140, 153, 188, 183, 232, 219,\n", | |
" 266, 369, 403, 478, 570, 636, 825, 976, 1307, 1336, 1011,\n", | |
" 850, 716, 593, 465, 387, 357, 313, 245, 225, 199, 176,\n", | |
" 124, 125, 124, 81, 114, 87, 95]),\n", | |
" array([-8. , -7.6, -7.2, -6.8, -6.4, -6. , -5.6, -5.2, -4.8, -4.4, -4. ,\n", | |
" -3.6, -3.2, -2.8, -2.4, -2. , -1.6, -1.2, -0.8, -0.4, 0. , 0.4,\n", | |
" 0.8, 1.2, 1.6, 2. , 2.4, 2.8, 3.2, 3.6, 4. , 4.4, 4.8,\n", | |
" 5.2, 5.6, 6. , 6.4, 6.8, 7.2, 7.6, 8. ]))" | |
] | |
}, | |
"execution_count": 477, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"truth_matched = trkdf[trkdf.truth_matched]\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"eta_res = truth_matched.eta/truth_matched.ch_eta - 1\n", | |
"plot_hist(ax, *np.histogram(eta_res, bins=40, range=(-1, 1)))\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"pt_res = (truth_matched.q/truth_matched.pt) / (truth_matched.ch_q/truth_matched.ch_pt) - 1\n", | |
"plot_hist(ax, *np.histogram(pt_res, bins=40, range=(-8, 8)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 478, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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