From 2b4cd92460295c6c7e468895f25b42cc34834be2 Mon Sep 17 00:00:00 2001 From: Davide Valsecchi <davide.valsecchi@cern.ch> Date: Mon, 6 Mar 2023 17:28:10 +0100 Subject: [PATCH] BugFix for btagSF variation --- config/btagSF_checks/btag_check_oneside.py | 282 ++++ notebooks/BtagSF.ipynb | 1614 ++++++++++++++++++-- pocket_coffea/lib/scale_factors.py | 51 +- pocket_coffea/lib/weights_manager.py | 14 +- 4 files changed, 1852 insertions(+), 109 deletions(-) create mode 100644 config/btagSF_checks/btag_check_oneside.py diff --git a/config/btagSF_checks/btag_check_oneside.py b/config/btagSF_checks/btag_check_oneside.py new file mode 100644 index 00000000..3d6b4f67 --- /dev/null +++ b/config/btagSF_checks/btag_check_oneside.py @@ -0,0 +1,282 @@ +from pocket_coffea.parameters.cuts.preselection_cuts import semileptonic_presel_nobtag, passthrough +from config.parton_matching.functions import * +from pocket_coffea.lib.cut_definition import Cut +from pocket_coffea.lib.cut_functions import * +from pocket_coffea.workflows.tthbb_base_processor import ttHbbBaseProcessor +from pocket_coffea.parameters.histograms import * +from pocket_coffea.parameters.btag import btag_variations + +def get_c_flavour_cut(nc): + return Cut( + name = f"N{nc}jets_cflavour", + params = {}, + function= lambda events, params, **kwargs: ak.sum(events.JetGood.hadronFlavour==4, axis=1) == nc + ) + +jet_c0 = get_c_flavour_cut(0) +jet_c1 = get_c_flavour_cut(1) +jet_c2 = get_c_flavour_cut(2) +jet_c3 = get_c_flavour_cut(3) + +cfg = { + + "dataset" : { + "jsons": ["datasets/signal_ttHTobb.json", + "datasets/backgrounds_MC_ttbar.json", + "datasets/backgrounds_MC.json", + "datasets/DATA_SingleMuon.json", + "datasets/DATA_SingleEle.json"], + "filter" : { + "samples": [ + "ttHTobb", + "TTToSemiLeptonic", + # "TTTo2L2Nu", + # "ST_s-channel_4f_leptonDecays", + # "ST_t-channel_top_4f_InclusiveDecays", + # "ST_t-channel_antitop_4f_InclusiveDecays", + # "ST_tW_top_5f_NoFullyHadronicDecays", + # "ST + # _tW_antitop_5f_NoFullyHadronicDecays", + # "DATA_SingleEle", + # "DATA_SingleMuon" + ], + "samples_exclude" : [], + "year": ["2018"] + }, + "subsamples" : {'DATA_SingleEle' : {'DATA_SingleEle' : [get_HLTsel("semileptonic", primaryDatasets=["SingleEle"])]}, + 'DATA_SingleMuon' : {'DATA_SingleMuon' : [get_HLTsel("semileptonic", primaryDatasets=["SingleMuon"]), + get_HLTsel("semileptonic", primaryDatasets=["SingleEle"], invert=True)]} + } + }, + + # Input and output files + "workflow" : ttHbbBaseProcessor, + "output" : "output/sf_btag_checks", + "workflow_extra_options": {}, + + "run_options" : { + "executor" : "dask/slurm", + "workers" : 1, + "scaleout" : 300, + "queue" : "standard", + "walltime" : "03:00:00", + "mem_per_worker" : "6GB", # GB + "exclusive" : False, + "chunk" : 250000, + "retries" : 30, + "treereduction" : 20, + "max" : None, + "skipbadfiles" : None, + "voms" : None, + "limit" : None, + "adapt" : False, + }, + + + # Cuts and plots settings + "finalstate" : "semileptonic", + "skim": [ get_nObj_min(4, 15., "Jet"), + get_HLTsel("semileptonic")], + "preselections" : [semileptonic_presel_nobtag], + + "categories": { + "no_btagSF" : [passthrough], + "btagSF" : [passthrough], + "btagSF_calib":[passthrough], + + "1b": [get_nBtagEq(1, coll="BJetGood")], + "2b": [get_nBtagEq(2, coll="BJetGood")], + "3b": [get_nBtagEq(3, coll="BJetGood")], + ">=4b": [get_nBtagMin(4, coll="BJetGood")], + "1b_btagSF": [get_nBtagEq(1, coll="BJetGood")], + "2b_btagSF": [get_nBtagEq(2, coll="BJetGood")], + "3b_btagSF": [get_nBtagEq(3, coll="BJetGood")], + ">=4b_btagSF": [get_nBtagMin(4, coll="BJetGood")], + "1b_btagSF_calib": [get_nBtagEq(1, coll="BJetGood")], + "2b_btagSF_calib": [get_nBtagEq(2, coll="BJetGood")], + "3b_btagSF_calib": [get_nBtagEq(3, coll="BJetGood")], + ">=4b_btagSF_calib": [get_nBtagMin(4, coll="BJetGood")], + + "1b0c_btagSF": [get_nBtagEq(1, coll="BJetGood"), jet_c0], + "2b0c_btagSF": [get_nBtagEq(2, coll="BJetGood"), jet_c0], + "3b0c_btagSF": [get_nBtagEq(3, coll="BJetGood"), jet_c0], + ">=4b0c_btagSF": [get_nBtagMin(4, coll="BJetGood"), jet_c0], + + "1b1c_btagSF": [get_nBtagEq(1, coll="BJetGood"), jet_c1], + "2b1c_btagSF": [get_nBtagEq(2, coll="BJetGood"), jet_c1], + "3b1c_btagSF": [get_nBtagEq(3, coll="BJetGood"), jet_c1], + ">=4b1c_btagSF": [get_nBtagMin(4, coll="BJetGood"), jet_c1], + + "1b2c_btagSF": [get_nBtagEq(1, coll="BJetGood"), jet_c2], + "2b2c_btagSF": [get_nBtagEq(2, coll="BJetGood"), jet_c2], + "3b2c_btagSF": [get_nBtagEq(3, coll="BJetGood"), jet_c2], + ">=4b2c_btagSF": [get_nBtagMin(4, coll="BJetGood"), jet_c2], + + "1b0c_btagSF_calib": [get_nBtagEq(1, coll="BJetGood"), jet_c0], + "2b0c_btagSF_calib": [get_nBtagEq(2, coll="BJetGood"), jet_c0], + "3b0c_btagSF_calib": [get_nBtagEq(3, coll="BJetGood"), jet_c0], + ">=4b0c_btagSF_calib": [get_nBtagMin(4, coll="BJetGood"), jet_c0], + + "1b1c_btagSF_calib": [get_nBtagEq(1, coll="BJetGood"), jet_c1], + "2b1c_btagSF_calib": [get_nBtagEq(2, coll="BJetGood"), jet_c1], + "3b1c_btagSF_calib": [get_nBtagEq(3, coll="BJetGood"), jet_c1], + ">=4b1c_btagSF_calib": [get_nBtagMin(4, coll="BJetGood"), jet_c1], + + "1b2c_btagSF_calib": [get_nBtagEq(1, coll="BJetGood"), jet_c2], + "2b2c_btagSF_calib": [get_nBtagEq(2, coll="BJetGood"), jet_c2], + "3b2c_btagSF_calib": [get_nBtagEq(3, coll="BJetGood"), jet_c2], + ">=4b2c_btagSF_calib": [get_nBtagMin(4, coll="BJetGood"), jet_c2] + + + + }, + + "weights": { + "common": { + "inclusive": ["genWeight","lumi","XS", "pileup", "sf_jet_puId", + "sf_ele_id", "sf_ele_reco", "sf_ele_trigger", + "sf_mu_id", "sf_mu_iso", "sf_mu_trigger"], + "bycategory" : { + "btagSF" : ["sf_btag"], + "btagSF_calib" : ["sf_btag", "sf_btag_calib"], + "1b_btagSF": ["sf_btag"], + "2b_btagSF": ["sf_btag"], + "3b_btagSF": ["sf_btag"], + ">=4b_btagSF": ["sf_btag"], + "1b_btagSF_calib": ["sf_btag","sf_btag_calib"], + "2b_btagSF_calib": ["sf_btag","sf_btag_calib"], + "3b_btagSF_calib": ["sf_btag","sf_btag_calib"], + ">=4b_btagSF_calib": ["sf_btag","sf_btag_calib"], + + "1b0c_btagSF": ["sf_btag"], + "2b0c_btagSF": ["sf_btag"], + "3b0c_btagSF": ["sf_btag"], + ">=4b0c_btagSF": ["sf_btag"], + "1b1c_btagSF": ["sf_btag"], + "2b1c_btagSF": ["sf_btag"], + "3b1c_btagSF": ["sf_btag"], + ">=4b1c_btagSF": ["sf_btag"], + "1b2c_btagSF": ["sf_btag"], + "2b2c_btagSF": ["sf_btag"], + "3b2c_btagSF": ["sf_btag"], + ">=4b2c_btagSF": ["sf_btag"], + + "1b0c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "2b0c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "3b0c_btagSF_calib": ["sf_btag","sf_btag_calib"], + ">=4b0c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "1b1c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "2b1c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "3b1c_btagSF_calib": ["sf_btag","sf_btag_calib"], + ">=4b1c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "1b2c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "2b2c_btagSF_calib": ["sf_btag","sf_btag_calib"], + "3b2c_btagSF_calib": ["sf_btag","sf_btag_calib"], + ">=4b2c_btagSF_calib": ["sf_btag","sf_btag_calib"], + } + }, + }, + "variations": { + "weights": { + "common": { + "inclusive": [ "sf_jet_puId"], + "bycategory": { + "btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "1b_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "1b_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "1b0c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b0c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b0c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b0c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "1b1c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b1c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b1c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b1c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "1b2c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b2c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b2c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b2c_btagSF_calib": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + + "1b0c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b0c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b0c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b0c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "1b1c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b1c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b1c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b1c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "1b2c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "2b2c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + "3b2c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]], + ">=4b2c_btagSF": [ f"sf_btag_{b}" for b in btag_variations["2018"]] + } + } + }, + "shape":{ + "common": { + "inclusive": ["JER", + "JES_Total" + ] + } + + } + }, + + "variables": { + + # **jet_hists(name="jet",coll="JetGood"), + #**jet_hists(name="bjet", coll="BJetGood"), + **count_hist(name="nJets", coll="JetGood",bins=20, start=0, stop=20), + **count_hist(name="nBJets", coll="BJetGood",bins=12, start=2, stop=14), + **count_hist(name="nCJets_gen", coll="JetGoodCFlavour",bins=10, start=0, stop=10), + **count_hist(name="nBJets_gen", coll="JetGoodBFlavour",bins=10, start=0, stop=10), + **jet_hists(name="jet", coll="JetGood", pos=0), + **jet_hists(name="jet", coll="JetGood", pos=1), + **jet_hists(name="jet", coll="JetGood", pos=2), + **jet_hists(name="jet", coll="JetGood", pos=3), + **jet_hists(name="jet", coll="JetGood", pos=4), + **jet_hists(name="bjet",coll="BJetGood", pos=0), + **jet_hists(name="bjet",coll="BJetGood", pos=1), + **jet_hists(name="bjet",coll="BJetGood", pos=2), + **jet_hists(name="bjet",coll="BJetGood", pos=3), + **jet_hists(name="bjet",coll="BJetGood", pos=4), + + "jets_Ht" : HistConf( + [Axis(coll="events", field="JetGood_Ht", bins=100, start=0, stop=2500, + label="Jets $H_T$ [GeV]")] + ), + + # 2D plots + "Njet_Ht": HistConf( + [ + Axis(coll="events", field="nJetGood",bins=[4,5,6,7,8,9,11,20], + type="variable", label="N. Jets (good)"), + Axis(coll="events", field="JetGood_Ht", + bins=[0,500,650,800,1000,1200,1400,1600, 1800, 2000, 5000], + type="variable", + label="Jets $H_T$ [GeV]"), + ] + ), + + "Njet_Ht_finerbins": HistConf( + [ + Axis(coll="events", field="nJetGood",bins=[4,5,6,7,8,9,11,20], + type="variable", label="N. Jets (good)"), + Axis(coll="events", field="JetGood_Ht", + bins=[0,300,500,600,700,800,900, 1000,1100, 1200, 1300, + 1400,1600, 1800, 2000, 3500, 5000], + type="variable", + label="Jets $H_T$ [GeV]"), + ] + ), + } +} + +# cfg["variables"] = { k:v for k , v in cfg["variables"].items() if k in ["nCJets_gen", "nBJets_gen"]} diff --git a/notebooks/BtagSF.ipynb b/notebooks/BtagSF.ipynb index 71761b59..54c75265 100644 --- a/notebooks/BtagSF.ipynb +++ b/notebooks/BtagSF.ipynb @@ -2,10 +2,21 @@ "cells": [ { "cell_type": "code", - "execution_count": 30, + "execution_count": 1, "id": "ac8b859b-4ef5-4323-ad34-dbaeb648aed4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/miniconda3/envs/pocket-coffea/lib/python3.9/site-packages/coffea/util.py:154: FutureWarning: In coffea version v0.8.0 (target date: 31 Dec 2022), this will be an error.\n", + "(Set coffea.deprecations_as_errors = True to get a stack trace now.)\n", + "ImportError: coffea.hist is deprecated\n", + " warnings.warn(message, FutureWarning)\n" + ] + } + ], "source": [ "from coffea.nanoevents import NanoEventsFactory, NanoAODSchema\n", "from coffea import hist, processor\n", @@ -13,8 +24,6 @@ "import awkward as ak\n", "import matplotlib.pyplot as plt\n", "from coffea.util import load\n", - "import os\n", - "os.chdir('../..')\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", @@ -31,30 +40,39 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 2, + "id": "435b2ee0-ba35-4b85-81a0-1fc74e145e7d", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "datasets = json.load(open(\"../datasets/backgrounds_MC_ttbar_2018.json\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "id": "f7a6b2e8-cd47-4f6e-98da-582ffb90adb1", "metadata": {}, "outputs": [], "source": [ - "#filename = \"/pnfs/psi.ch/cms/trivcat/store/user/mmarcheg/ttHbb/store/mc/RunIISummer20UL18NanoAODv9/ttHTobb_M125_TuneCP5_13TeV-powheg-pythia8/NANOAODSIM/106X_upgrade2018_realistic_v16_L1v1-v2/2500000/6BF93845-49D5-2547-B860-4F7601074715.root\"\n", - "filename = \"/pnfs/psi.ch/cms/trivcat/store/user/mmarcheg/ttHbb/store/mc/RunIISummer20UL18NanoAODv9/TTTo2L2Nu_TuneCP5_13TeV-powheg-pythia8/NANOAODSIM/106X_upgrade2018_realistic_v16_L1v1-v1/130000/44187D37-0301-3942-A6F7-C723E9F4813D.root\"\n", - "#events = NanoEventsFactory.from_root(filename, schemaclass=NanoAODSchema).events()\n", + "filename = datasets[\"TTToSemiLeptonic_2018\"][\"files\"][0]\n", "events = NanoEventsFactory.from_root(filename, schemaclass=NanoAODSchema, entry_stop=300000).events()" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 4, "id": "4f55effd-5656-4785-b1eb-15f9700de68b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<NanoEventsArray [<event 1:694:693011>, ... ] type='300000 * event'>" + "<NanoEventsArray [<event 1:24003:24002014>, ... ] type='300000 * event'>" ] }, - "execution_count": 20, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -73,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 5, "id": "f3be97e2-358d-4c2f-bdc7-9fe4c7d34c6f", "metadata": {}, "outputs": [], @@ -84,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 13, "id": "d7ca081e-d3c6-41b4-9a18-1a41d72d7b1c", "metadata": {}, "outputs": [], @@ -94,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 14, "id": "52fb6ae9-5d1c-42d1-935c-3443aea3304d", "metadata": {}, "outputs": [ @@ -104,7 +122,7 @@ "'deepJet reshaping scale factors for UL 2018. The scale factors have 8 default uncertainty sources (hf,lf,hfstats1/2,lfstats1/2,cferr1/2). All except the cferr1/2 uncertainties are to be applied to light and b jets. The cferr1/2 uncertainties are to be applied to c jets. hf/lfstats1/2 uncertainties are to be decorrelated between years, the others correlated. Additional jes-varied scale factors are supplied to be applied for the jes variations.'" ] }, - "execution_count": 23, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -115,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 15, "id": "c52daed4-4a17-4329-b0fc-50a09d391e6c", "metadata": {}, "outputs": [], @@ -125,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "id": "f4f7aba4-391c-4b0d-9252-a0eaca1c7015", "metadata": {}, "outputs": [], @@ -139,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 17, "id": "2325d459-f912-4c57-a3eb-39db86b67295", "metadata": {}, "outputs": [], @@ -150,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 18, "id": "36b609f8-325d-4ae4-bef2-0089355af07c", "metadata": {}, "outputs": [], @@ -160,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 19, "id": "abe09396-564c-4696-96b4-a03938ec846f", "metadata": {}, "outputs": [ @@ -170,20 +188,18 @@ "Text(0, 1, 'btag SF')" ] }, - "execution_count": 28, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 1000x1000 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -258,30 +274,28 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 20, "id": "8f890002-3e9a-445e-abe6-b475dd2babba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7fdc21b0e2c0>" + "<matplotlib.legend.Legend at 0x7ffac18969d0>" ] }, - "execution_count": 33, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 720x720 with 1 Axes>" + "<Figure size 1000x1000 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -295,44 +309,38 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 21, "id": "17ee94cc-02a3-4228-9f3a-ad0aac7ea60d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 720x720 with 1 Axes>" + "<Figure size 1000x1000 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 720x720 with 1 Axes>" + "<Figure size 1000x1000 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 720x720 with 1 Axes>" + "<Figure size 1000x1000 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -643,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 23, "id": "60e6ee86-d5cf-4f1b-8572-24f0f67ba58c", "metadata": {}, "outputs": [], @@ -658,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 25, "id": "7ec757d1-3cab-4652-8a1b-ef8d3d33829e", "metadata": {}, "outputs": [], @@ -678,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 26, "id": "058a5803-4943-4eac-b805-07aa73638d60", "metadata": {}, "outputs": [ @@ -688,7 +696,7 @@ "300000" ] }, - "execution_count": 158, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -699,20 +707,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "4f34330a-659c-488a-b59a-acab63694ff8", "metadata": {}, "outputs": [ { "data": { - "image/png": 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NQU6ePLmbzQEAdmQ7HTzDEVubm/itydZaS/LlDG9RjrNWvqsgBgCw6Kb10u/PJXlOVd04Zt3No+Xnp3RsAICFMK0g9r7R8tVj1r1qXR0AgH1pWoP135fha5DeWlW/1Fr7aPKdVxy9IsnHW2ufvNgOLmXcvdnBYJDBYLCb3QIA7Mjq6mpWV1e3tc1Uglhr7UxVvT7JA0lOVNVjGQ7SP5zh2LA37PYYk3paAQBgEsZ1CB07duyi20xt+orW2oNV9cdJlpPclOTrSY4n+YnW2u9P67jAghv3cu9k+ILvOXb40IFcf/ShDWWPHr2tU4uARbCjINZauy/JfVuo93CSh3dyDGCfGvdy7wUwLnCtD2YA601rsD4AAJfQY2b9iTBYHwCYJ3MzWH8WDNYHAObJTgbruzUJANCJIAYA0IkgBgDQycKOETNYHwCYJwbrAwB0YrA+AMACEcQAADoRxAAAOhHEAAA6EcQAADpZ2KcmTV8BAMwT01cAAHRi+goAgAUiiAEAdCKIAQB0IogBAHQiiAEAdCKIAQB0srDTV5hHDACYJ+YRAwDoxDxiAAALRBADAOhEEAMA6GRhx4gBzLvDhw7k+qMPbSh79OhtnVoEzBtBDJi8e29Kzj5+YdnB65K3PNanPZ2MC1zrgxmwvwliwOSdfTxZPnth2fLBPm0BmGPGiAEAdCKIAQB0srC3Js2sDwDMEzPrAwB0YmZ9AIAFIogBAHQiiAEAdCKIAQB0IogBAHQiiAEAdCKIAQB0IogBAHQiiAEAdCKIAQB0srCvOPKuSQBgnnjXJABAJ941CQCwQAQxAIBOBDEAgE4EMQCATgQxAIBOBDEAgE4EMQCATgQxAIBOBDEAgE4EMQCATgQxAIBOBDEAgE4EMQCATgQxAIBOBDEAgE4u692AnVpaWtpQNhgMMhgMOrQGANjvVldXs7q6uq1tFjaIrays9G4CAMB3jOsQOnbs2EW3cWsSAKATQQwAoJOFvTUJTM4t9zyS00+fu6Ds8KEDefTobZ1aBLA/CGJATj99LqfuufOCsuuPPrSh3rjANs6pKybWNIA9TRADtmxcYBtreepNAdgTjBEDAOhEEAMA6MStSWAq1o8xM24MYCNBDJiKDWPJlrs0A2CuuTUJANCJIAYA0IkgBgDQiSAGANCJIAYA0IkgBgDQiSAGANCJIAYA0IkgBgDQyVzMrF9VB5L8TJK/k+TqJJ9I8lOttV/p2S5gsta/9ujwoQN59OhtnVoD0N9cBLEk70jy2iRvTHJq9Pn/qqofbq39Rs+GwX51+NCBscFpN9a/9mj9/gH2m3kJYn8vyT9qrb1/9Odfr6ofTLKU5Mf7NQv2Lz1VANO3ozFiNXS6qt5+iXp3VNWJqvpaVT1VVcer6sXr6hxM8sUkH1+3+VeS/IWdtA8AYBHsdLD+K5M872IVquo1SY4neWmGtxvPJRkkOVFVN6/Va62dba3d0Fr79fO2fWGSO5J8bIftAwCYe9sKYlX17Kp6XZL3XKLelUnuT/KNJDe31m5srV2b5M1JLk/y7qoae+yq+tEkH0lyOsk7t9M+AIBFsuUgVlUPJjmb5L1JrrlE9bsyDFzvaK2dWCtsrb0ryQeTvCjJy9ft//lV9StJ/rckjyR5WWvt7FbbBwCwaLYzWP8jSZ4cfX5h1gWpde4aLT8wZt37k9w++vpQklTVfz76/KUkP9Jae2Qb7QIAWEhbDmKttXvXPlfV3bl4EHt+krOttc+OWbfWQ3bDaF/fleR/T/KbSe5orf3JVtsE7Mykp6UAYGcmPn1FVVWGty4f36TKWq/adaPlDyW5PsnbknzvcPPvONda++Kk2wj73fr5vPaSW+55JKefPndBmYljgXk1jXnErhrt98wm6786Wj5rtLx2tLx/TN1fySY9b0eOHNlyg5aWlrK0tLTl+sDiOv30ORPH7ta9NyVn1/1f+uB1yVse69MemDMrKytZWVmZyL56TOj6jNHy20nSWvv3SWrz6uOdPHlykm0CYM3Zx5Pldc9KLR/s0xaYQ9vp4Fl3p2+Dabz0+6kk30xy5Sbr18qfmMKxAQAWxsR7xFprraq+nOEtynHWygUx2OfGvc/y1BWzOY5xY8A8mNatyc8lubWqbmytfWrdurVZ9T8/pWMDC2JsEFre3j628gTouOMYN8aOGD/HhE0riL0vya1JXp1kfRB71Xl1dmzcvdnBYJDBYLCb3QILZi8/AToTmwULxjN+jotYXV3N6urqtraZZhD7uSRvrapfaq19NEmq6k1JXpHk4621T+7mAJN6WgFgXxsXLIAdGdchdOzYsYtuM5Ug1lo7U1WvT/JAhi/5fizDQfqHMxwb9oZpHBfYu8bNDzaN8WTjmAB3E27Twa5NbfqK1tqDVfXHGY74uCnJ15McT/ITrbXfn9Zxgb1p3Pxg2x1PtlNuf27CbTrYtR0FsdbafUnu20K9h5M8vJNjAADsdT0mdJ0Ig/UBgHkyT4P1p85gfQBgnuxksP40ZtYHAGALFrZHDGDujXmq8NcuvzqJwf/AkCAGMC1jniq81lOFwHncmgQA6GRhe8Q8NQkAzBNPTQIAdDI3rzgC5sf61/PM6rVA8+7woQN+Nttx8LqNs+bv5uXgXo8ESQQx2PN6vRZo3j169LaNhcszb8bi2GpA2iywrd/e65EgiSAG0N2vXf7mZPm168oWdJqLcYFNwIJNCWIAnV1bT5rmAvaphQ1inpoEAOaJpyYBADrx1CSwJ6x/mjEZPuUIsNcIYsDc2fCk5yLYbDoGgIsQxAAmYdx0DAxNeg4y2EMEMWBvmfOJQr/Qrt7wROQX2tW5tlN7ZmJOfvYwjwQxYHFt1tMyxxOF3vr1d2649Xrr0Ydyqk9z5stWJ4OFPUQQAxaXX9Cbm/OewbFMBss+tLBBzDxiwJbtx54WrxCCmTOPGMA4u+lp2Y8hju3xd4QR84gBTNqEb5cdPnRgwzxpM5sjzdOL0+GWKrsgiAHM0KNHb+t3cD00MHcEMQAYxyS9zIAgBgDjmKSXGRDEYI+45Z5HcvrpcxeUnbqiU2MA2BJBDObdFueDOv30uY3vaFyebtP2rTkb9L6nQ/hun0jsNZ+aJynZIkEM5t28zwe1H8fRzNkv0z0dwnf7RGKv68eTlGyRIAbszqKOo5mzXi1gf1rYIGZmfWBX5qxXC1h8ZtYH2Id+7fI3J8uvvaDsC+3qXNupPV2Mu0We6OVkpsysD7APXVtPbrg9fOvRh3KqT3P62M4tcgPpmSOCGAD7y7jAde9NxgzShSAGAHrD6OS7ejcAAGC/EsQAADpxaxJgDn2hXZ1rDSiHPU8QA5hDt379nWNmyzczO+w1bk0CAHSiRwyAxeL1VOwhghgAi2UvjZMb90YAYwH3lYUNYt41CRPklwGXcMs9j+T00+cuKDt86EAePXpbpxbtEePeCGAs4MLyrklgZ/wy4BJOP31uw8MD1x99qFNrYD551yRMgt4hYBqMbWMMQQzW0zs0O5uFXsYb94s8oznHOjSHbfKfOcYQxIB+xoVeNrfJL/Jbjz6UU7NtCTAh5hEDAOhEjxgsqPUDpQ8fOtCpJQDslCAGC2rD628AWDiCGDDeZk94GXAMMDGCGDDeuMDl6VGAiRLEAObQ4UMHxo4D3OpM9rvdHpgNQQxgDo0LTNuZyX632wOzIYjBPDHBKTCON37sWYIYzBMTnALjeOPHnmVCVwCATgQxAIBOBDEAgE4EMQCAThZ2sP7S0tKGssFgkMFg0KE1sE9sNts+AFldXc3q6uq2tlnYILaystK7CbD/eFQeYFPjOoSOHTt20W0WNojBfnHLPY/k9NPnLig7dUWnxgDTp+d5XxHEYM6dfvpcTt1z54WFy12aAsyCnud9RRADZsP/8gE2EMSA2fC/fIANTF8BANCJIAYA0IkgBgDQiSAGANCJIAYA0IkgBgDQiekrYL8xn9fCOnzoQK4/+tDYcmAxCWKw35jPa2E9evS23k0AJsytSQCATvSIwbTde1Ny9vELyw5ep2cKmB3/Ds0tQQym7ezjyfLZC8vWj9ECmCb/Ds0ttyYBADrRIwawT4x76vLwoQMeAlhUmz0B7XbjQpnrIFZVv5XkR1trn+jdFoBFNy5wjZsOgwUxLnC53bhw5jKIVdXlSf5hkhf2bgsAwLTMXRCrqjcl+dkk/2nvtgAATNOuB+vX0Omqevsl6t1RVSeq6mtV9VRVHa+qF4+p+kCSv5LkR3bbNgCAeTaJpyZfmeR5F6tQVa9JcjzJS5OcSnIuySDJiaq6+fy6rbWnWmu/neT3J9A2AIC5teMgVlXPrqrXJXnPJepdmeT+JN9IcnNr7cbW2rVJ3pzk8iTvrirTaAAA+86OAlBVPZjkbJL3JrnmEtXvyjBwvaO1dmKtsLX2riQfTPKiJC/fSTsAABbZTgfrfyTJk6PPL8zFg9Rdo+UHxqx7f5LbR18f2mFbAAAW0o6CWGvt3rXPVXV3Lh7Enp/kbGvts2PWrfWQ3bCTdgAALLKpjs2qqsrw1uVTm1RZ61W7bprtAACYR9MeJH9Vhr1uZzZZ/9XR8llTbgcAwNzpPaHrM0bLb69f0Vr7gyS12YZHjhzZ8kGWlpaytLS07cYBwL5y703J2ccvLPP+yg1WVlaysrIykX1NO4g9leSbSa7cZP1a+RPb3fHJkyd32iYAYJyzjyfLZy8s8/7KDbbTwTMcpbW5qd6abK21JF/O8BblOGvl2w5iAACLbhYTqX4uyXOq6sYx69Zm1f/8DNoBADBXZjFG7H1Jbk3y6iSfWrfuVefV2ZZxXYKDwSCDwWC7uwKAveHgdeNvJR4cMznBuLrj6rFlq6urWV1d3dY2swpiP5fkrVX1S621jyZJVb0pySuSfLy19snt7nRSg+QAYM/YzqB6A/AnblyH0LFjxy66zdSDWGvtTFW9PskDGb7k+7EMB+kfznBs2Bum3QYAgHk0k5dtt9YeTDJI8rEkL0jyzCTHk7ystfaZWbQBAGDe7LpHrLV2X5L7tlDv4SQP7/Z4AAB7Re8JXXfMYH0AYJ7M62D9qTBYHwCYJzsZrD+TMWIAAGwkiAEAdCKIAQB0IogBAHSysIP1PTUJAMwTT00CAHTiqUkAgAUiiAEAdCKIAQB0IogBAHQiiAEAdLKwT02avgIAmCemrwAA6MT0FQAAC0QQAwDoRBADAOhEEAMA6EQQAwDoRBADAOhkYaevMI8Yi+T6ow9d8OdTV+xyhwevS5YPbix7y2O73DEAO2UeMZhTp+6588KC5V3ucFzgWh/MAJgp84gBACwQQQwAoBNBDACgE0EMAKATQQwAoBNBDACgE0EMAKCThZ1HzISu7FXrJ389fOhAp5YAsB0mdIU9YMPkrwAsBBO6AgAsEEEMAKATQQwAoBNBDACgE0EMAKATQQwAoBNBDACgE0EMAKATQQwAoBNBDACgE0EMAKCThX3XpJd+wzoHr0uWD24sA2AmvPQb9rO3PNa7BQD7mpd+AwAsEEEMAKATQQwAoBNBDACgE0EMAKATQQwAoBNBDACgE0EMAKATQQwAoBNBDACgE0EMAKATQQwAoBNBDACgE0EMAKATQQwAoJPLejdgp5aWljaUDQaDDAaDDq1hP7rlnkdy+ulzF5QdPnQgjx69rVOLYPsOHzqQ648+tKHM32Nm6t6bkrOPX1h28LrkLY/Nx/62aHV1Naurq9vaZmGD2MrKSu8msM+dfvpcTt1z5wVl63+hwbwbF7j8PWbmzj6eLJ+9sGz54Pzsb4vGdQgdO3bsotu4NQkA0IkgBgDQiSAGANCJIAYA0IkgBgDQiSAGANCJIAYA0IkgBgDQiSAGANCJIAYA0IkgBgDQiSAGANCJIAYA0IkgBgDQiSAGANCJIAYA0IkgBgDQydwEsap6W1X9TlV9qareW1XP7t0mAIBpmosgVlU/leQfJPnHSf7rJN+X5D/0bBMAwLRd1rsBVXVZkjcm+cettf8wKvtvkny2qm5orX22awMBAKZkRz1iNXS6qt5+iXp3VNWJqvpaVT1VVcer6sXrqt2U5HuTPLRW0Fr7rSSfS/LXd9I+AIBFsNNbk69M8ryLVaiq1yQ5nuSlSU4lOZdkkOREVd18XtXvTdKSfHHdLk4n+fM7bB8AwNzbVhCrqmdX1euSvOcS9a5Mcn+SbyS5ubV2Y2vt2iRvTnJ5kndX1dqxvzvJ/9da+/a63fxRkqu30z4AgEWy5SBWVQ8mOZvkvUmuuUT1uzIMXO9orZ1YK2ytvSvJB5O8KMnLR8VPJXlmVT1j3T6ek+TMVtsHALBottMj9pEk/zrJLyT58CXq3jVafmDMuvePlrePll9KUkkOr6t3bZInttE+AICFsuWnJltr9659rqq78x97tMZ5fpKzmzzxuNZDdsNo+akMA9crMwx5qaoXjfbxy1ttHwDAopn49BVVVRneunx8kypPjpbXJUlr7VtV9fNJ/nlV/WGGtyN/LskHW2ufnnT7AADmxTTmEbtqtN/Nxnd9dbR81lpBa+2fjeYT+xcZjg17OMO5xQAA9qweE7quDcq/4CnJ1trPJPmZre7kyJEjWz7g0tJSlpaWtlyfPeDem5KzF3bKPpHvyV/70//5grLDhw7k0aO3bdj8+qMPXfDnU1dsLDtxxd9Pll+7oV6WL9zXF9rVuXZME9fv7zvbQ2eHDx3Y8Pfz8KEDEz3GLfc8ktNPn9twjHHXI3NozL+xOXhd8pbHdr7tTo87zrj9HbwuWT44vnwr7T7PyspKVlZWtrXNZqYRxJ5K8s0kV26yfq18VwPxT548uZvN2evOPp4sn72g6LnLB3PqnjsvKBsXhpJsqJflcWWv3XCM648+tKHerUcfyqmtHGN0HOhtFmHo9NPntnw9MofG/Bs7NuRsddvdHHerNgtbW233ebbTwTMcsbW5ib9rsrXWknw5w1uU46yVeyISANjXpvXS788leU5V3Thm3dqs+p+f0rEBABbCtILY+0bLV49Z96p1dQAA9qVpDdZ/X4ZTULy1qn6ptfbRJKmqNyV5RZKPt9Y+uZsDjLs3OxgMMhgMdrNbAIAdWV1dzerq6ra2mUoQa62dqarXJ3kgw5d8P5bhIP3DGY4Ne8NujzGppxUAACZhXIfQsWPHLrrNtG5NprX2YJJBko8leUGSZyY5nuRlrbXPTOu4AACLYkc9Yq21+5Lct4V6D2c4OSsAAOtMrUcMAICL6zGz/kQYrA8AzJO5Gaw/CwbrAwDzZK4G6wMAcHGC2Cb0uMH+47rfv5x7ehHENuGihP3Hdb9/Off0srBjxAzWBwDmicH6AACdGKwPALBABDEAgE4Esc62ey95Px9jlsfZK5z7+ePntT175ftI9tb1yOQIYp3tlQvTL5f55NzPHz+v7dkr30eyt65HJkcQAwDoZGGfmjR9BQAwT0xfAQDQyU6mr6jW2jTbNHFVtVgNBgD2vdZajSs3RgwAoJOF6xEDANgr9IgBAHQiiAEAdCKIAQB0IogBAHSyr4JYVd1RVSeq6mtV9VRVHa+qF896H8zebs9bVf2PVfV/XuTr+6fZfnanhk5X1dt3sK1rfoHt9Ny75hdXVb22qj5cVU9U1ZNV9UhV/d1t7mN2131rbV98JXlNkm8kaUk+leQLo89/muTmWe3D18Ke+8dG22z2dUvv79PXRc/fnaPz9PZZ/93xtbDn3jW/gF9Jjo3Oz58l+c0kvz763JK8P6PZIi6xj5le9/uiR6yqrkxyf4Y/2Jtbaze21q5N8uYklyd5d1Vd9GcxiX0wexM695XkBUk+0VqrTb4enfb3wvZV1bOr6nVJ3rODbV3zC2yX5941v4Cq6qVJ/l6Sx5P8QGvtr7bWfjDJ92UYrF+dZOP7ES/cx8yv+/3yj8hdGf4A39FaO7FW2Fp7V5IPJnlRkpfPYB/M3iTO23OTHEjye9NqJJNXVQ8mOZvkvUmu2cEuXPMLagLn3jW/mP7uaPkzrbXPrhW21n4vyd2jP77+EvuY+XW/n4JYknxgzLr3j5a3z2AfzN4kzttfGi1/dyItYlY+kuRfJ/mFJB/ewfau+cW123Pvml9Mf3G0/JX1K1prv5HkTJK/col9zPy6X9iXfm/T85OcPT8hn2ct8d4wg30we5M4b2v/KP9BVS0luTnJM5J8IsmDrbU/mEhLmajW2r1rn6vq7mz/f7Gu+QU1gXPvml9MH03yB0lOr19RVVck+XNJvnqJfcz8ut/zQWx0r/+aDO8Zj/PkaHndNPfB7E3wvL1gtPzZJM86r/x1Sd5WVW9srb13xw1l7rjm9z3X/AJqrb3tIqv/fpL/JMn/vVmFXtf9frg1eVWGgfPMJuvX0vGzNlk/qX0we5M6b2v/O34qwyewrsywC/xtSa7IcPDm9+2uqcwZ1/z+5prfI0bTl7wlyT9L8vXRcjNdrvs93yO2Bc8YLb/deR/M3lbP2/EMH4F+b2vti6OyM0neXlXfyvDC/qdJfnQqrWQeueb3Ntf8HlBVL0nyvyR5aYZPQd7dWvvELnY5let+PwSxp5J8M8P/0YyzVv7ElPfB7E3kvLXWfvEiq/9Vhv8om+Bzb3HN72Ou+cVWVZcneXuSn8zwzt9jGYaw37jEpl2u+z0fxFprraq+nGGX4zhr5Zv+YCexD2ZvFuettfZ0VT0ZY4X2FNc8m3HNz7eqOpzk4SQ3Zjim621JVlpr37rUtr2u+/0wRixJPpfkOVV145h1N4+Wn5/BPpi9XZ23qrq6qu6uqts2WX9ZkoNJfn/XLWXeuOb3Idf84qqqZyd5KMMQ9lCS72+t/a9bCWHnmfl1v1+C2PtGy1ePWfeqdXWmuQ9mb7fn7U+S/HySB6vqwJj1P5Lhkzi/ucP2Mb9c8/uTa35xvTnJDyR5MMnfbK19eQf7mPl1v5+C2J8meevoFQhJkqp6U5JXJPl4a+2TM9gHs7er89ZaO5fk32c4NuDfVNWfO28ffzXD8SLfSPLPp9J6enLN70Ou+YX2Y0m+leSNrbWdDqif+XW/58eIJUlr7UxVvT7JA0lOVNVjGV5khzO81/uGtbpVdU2S+0Z/vHstUW9nH8yPSZz7JP8gya0ZPiH1iqr6dIZjBf5yhi+C/cnW2qdn8O0wBa75/cs1v3dU1VVJ/rMMQ9T9wynBxjrTWnvtPF33+yKIJUlr7cGq+uMky0luynA+keNJfqK1dv69/gNJ/sZ5n3eyD+bIbs/9aHDuDyX5H5L8zSQ/mORLSf6PJPe01k5O+3tgqlzz+5drfu+4frS8Iv/xnI7zpdFybq77aq1Nep8AAGzBfhkjBgAwdwQxAIBOBDEAgE4EMQCATgQxAIBOBDEAgE4EMQCATgQxAIBOBDEAgE4EMQCATgQxAIBO/n9WyoM2ShNmCwAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "<Figure size 720x720 with 1 Axes>" + "<Figure size 1000x1000 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -724,33 +730,11 @@ }, { "cell_type": "code", - "execution_count": 250, - "id": "8f90dcf8-1cb3-43e9-ad46-2c89526b161d", + "execution_count": null, + "id": "61f1dc69-a15e-43fb-bd01-96e5d7473e99", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_51161/1430012447.py:1: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " sf[[ind[m]]]\n" - ] - }, - { - "ename": "IndexError", - "evalue": "index 32481 is out of bounds for axis 0 with size 32397", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [250]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43msf\u001b[49m\u001b[43m[\u001b[49m\u001b[43m[\u001b[49m\u001b[43mind\u001b[49m\u001b[43m[\u001b[49m\u001b[43mm\u001b[49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\n", - "\u001b[0;31mIndexError\u001b[0m: index 32481 is out of bounds for axis 0 with size 32397" - ] - } - ], - "source": [ - "sf[[ind[m]]]" - ] + "outputs": [], + "source": [] }, { "cell_type": "markdown", @@ -4313,10 +4297,1466 @@ "plt.hist(ak.flatten(jets.puId))" ] }, + { + "cell_type": "markdown", + "id": "bd413da7-f5ac-4478-9f3b-d79f1e66bbfc", + "metadata": {}, + "source": [ + "# Testing the multivariations Coffea lib" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7985d466-61bd-4756-bb6a-f272baab567c", + "metadata": {}, + "outputs": [], + "source": [ + "from coffea.util import load" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "3c0bcd10-f775-43e5-9360-384ce59b5b16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "config.json configurator.pkl output_all.coffea slurm_log\n" + ] + } + ], + "source": [ + "!ls ../output/sf_btag_checks_best" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "b0800bdf-9b42-49f6-8e0d-e6725b9827d2", + "metadata": {}, + "outputs": [], + "source": [ + "df = load(\"../output/sf_btag_checks_v77/output_all.coffea\")\n", + "sample = \"TTToSemiLeptonic\"\n", + "year = \"2018\"\n", + "vars = df[\"variables\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "d685b847-a32f-4216-98c4-27628ae7f661", + "metadata": {}, + "outputs": [], + "source": [ + "from pocket_coffea.utils.plot_utils import plot_shapes_comparison" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "9d5cb69e-1ad4-4471-a875-11d2446401e9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['nJets', 'nBJets', 'nCJets_gen', 'nBJets_gen', 'jet_eta_1', 'jet_pt_1', 'jet_phi_1', 'jet_btagDeepFlavB_1', 'jet_eta_2', 'jet_pt_2', 'jet_phi_2', 'jet_btagDeepFlavB_2', 'jet_eta_3', 'jet_pt_3', 'jet_phi_3', 'jet_btagDeepFlavB_3', 'jet_eta_4', 'jet_pt_4', 'jet_phi_4', 'jet_btagDeepFlavB_4', 'jet_eta_5', 'jet_pt_5', 'jet_phi_5', 'jet_btagDeepFlavB_5', 'bjet_eta_1', 'bjet_pt_1', 'bjet_phi_1', 'bjet_btagDeepFlavB_1', 'bjet_eta_2', 'bjet_pt_2', 'bjet_phi_2', 'bjet_btagDeepFlavB_2', 'bjet_eta_3', 'bjet_pt_3', 'bjet_phi_3', 'bjet_btagDeepFlavB_3', 'bjet_eta_4', 'bjet_pt_4', 'bjet_phi_4', 'bjet_btagDeepFlavB_4', 'bjet_eta_5', 'bjet_pt_5', 'bjet_phi_5', 'bjet_btagDeepFlavB_5', 'jets_Ht', 'Njet_Ht', 'Njet_Ht_finerbins'])" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"variables\"].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "49976856-a08d-4ff3-a92b-a28815dcbd6c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic no_btagSF 2018 nominal\n", + "TTToSemiLeptonic btagSF 2018 nominal\n", + "TTToSemiLeptonic btagSF_calib 2018 nominal\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, 'no_btagSF', year, \"nominal\", \"no btag SF\"),\n", + " (sample, 'btagSF', year, \"nominal\", \"btag SF\"),\n", + " (sample, 'btagSF_calib', year, \"nominal\", \"btag SF calibrated\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"nBJets_gen\", shapes, ylog=False,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "cfb7e1a4-8106-45ce-bf5a-f51bd7036144", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic no_btagSF 2018 nominal\n", + "TTToSemiLeptonic btagSF 2018 nominal\n", + "TTToSemiLeptonic btagSF_calib 2018 nominal\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, 'no_btagSF', year, \"nominal\", \"no btag SF\"),\n", + " (sample, 'btagSF', year, \"nominal\", \"btag SF\"),\n", + " (sample, 'btagSF_calib', year, \"nominal\", \"btag SF calibrated\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"nCJets_gen\", shapes, ylog=False,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "08324aee-61b4-49fe-8927-8721476b15f7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic no_btagSF 2018 nominal\n", + "TTToSemiLeptonic btagSF 2018 nominal\n", + "TTToSemiLeptonic btagSF_calib 2018 nominal\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, 'no_btagSF', year, \"nominal\", \"no btag SF\"),\n", + " (sample, 'btagSF', year, \"nominal\", \"btag SF\"),\n", + " (sample, 'btagSF_calib', year, \"nominal\", \"btag SF calibrated\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=False,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "eea7c4f1-1973-4702-8982-53d312c27226", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Hist(\n", + " StrCategory(['1b', '1b_btagSF', '1b_btagSF_calib', '2b', '2b_btagSF', '2b_btagSF_calib', '3b', '3b_btagSF', '3b_btagSF_calib', '>=4b', '>=4b_btagSF', '>=4b_btagSF_calib', 'btagSF', 'btagSF_calib', 'no_btagSF'], name='cat', label='Category'),\n", + " StrCategory(['nominal', 'JERDown', 'JERUp', 'JES_TotalDown', 'JES_TotalUp', 'sf_btag_cferr1Down', 'sf_btag_cferr1Up', 'sf_btag_cferr2Down', 'sf_btag_cferr2Up', 'sf_btag_hfDown', 'sf_btag_hfUp', 'sf_btag_hfstats1Down', 'sf_btag_hfstats1Up', 'sf_btag_hfstats2Down', 'sf_btag_hfstats2Up', 'sf_btag_lfDown', 'sf_btag_lfUp', 'sf_btag_lfstats1Down', 'sf_btag_lfstats1Up', 'sf_btag_lfstats2Down', 'sf_btag_lfstats2Up', 'sf_jet_puIdDown', 'sf_jet_puIdUp'], name='variation', label='Variation'),\n", + " StrCategory(['2018'], name='year', label='Year'),\n", + " Regular(100, 0, 1000, name='JetGood.pt', label='$p_{T}^{j}$ [GeV]'),\n", + " storage=Weight()) # Sum: WeightedSum(value=3.76593e+08, variance=1.76485e+07) (WeightedSum(value=3.76665e+08, variance=1.76527e+07) with flow)" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "H" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "7fcf3000-cc19-402c-99a8-394ff0a523c6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 1b0c_btagSF_calib 2018 nominal\n", + "TTToSemiLeptonic 1b0c_btagSF_calib 2018 sf_btag_hfUp\n", + "TTToSemiLeptonic 1b0c_btagSF_calib 2018 sf_btag_hfDown\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, '1b0c_btagSF_calib', year, \"nominal\", \"btag SF\"),\n", + " #(sample, '1b0c_btagSF_calib', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " #(sample, '1b0c_btagSF_calib', year, \"sf_btag_cferr1Down\", \"cferr1Down\"),\n", + " (sample, '1b0c_btagSF_calib', year, \"sf_btag_hfUp\", \"hfUp\"),\n", + " (sample, '1b0c_btagSF_calib', year, \"sf_btag_hfDown\", \"hfDown\"),\n", + " # (sample, '3b_btagSF', year, \"sf_btag_lfUp\", \"lfUp\"),\n", + " # (sample, '3b_btagSF', year, \"sf_btag_lfDown\", \"lfDown\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=True,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "23b59592-cd9a-43bf-be2f-2a0a7878c6d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 1b0c_btagSF 2018 nominal\n", + "TTToSemiLeptonic 1b0c_btagSF 2018 sf_btag_cferr1Up\n", + "TTToSemiLeptonic 1b0c_btagSF 2018 sf_btag_cferr1Down\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, '1b0c_btagSF', year, \"nominal\", \"btag SF\"),\n", + " (sample, '1b0c_btagSF', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " (sample, '1b0c_btagSF', year, \"sf_btag_cferr1Down\", \"cferr1Down\")\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=True,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "998ee84f-10ef-4705-b7bc-a797273586d9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 1b1c_btagSF 2018 nominal\n", + "TTToSemiLeptonic 1b1c_btagSF 2018 sf_btag_cferr1Up\n", + "TTToSemiLeptonic 1b1c_btagSF 2018 sf_btag_cferr1Down\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, '1b1c_btagSF', year, \"nominal\", \"btag SF\"),\n", + " (sample, '1b1c_btagSF', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " (sample, '1b1c_btagSF', year, \"sf_btag_cferr1Down\", \"cferr1Down\")\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=True,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "b59ce048-5283-40c6-8dea-b0a28668f392", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 1b1c_btagSF_calib 2018 nominal\n", + "TTToSemiLeptonic 1b1c_btagSF_calib 2018 sf_btag_cferr1Up\n", + "TTToSemiLeptonic 1b1c_btagSF_calib 2018 sf_btag_cferr1Down\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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BBx/E9OnTsWHDBkRFRaFv374ACkuKPf300/jjjz+MXue1115DQkICBg4ciP/7v//Dl19+iUceeQQAcPv2bbzwwgsYOHAgXFxcMGbMGKxfvx6ffvop6tSpA6BwNf3jjz+26TXYQgiBV199FVu2bAFQuF9mwYIF2LhxIyIjI9GuXTsAwOnTp9GhQwejpUtXr16NWbNmwdXVFYMGDcI333yDxYsXy1+7/Px8vPvuu9i0aZN8TmRkJHbs2IHu3bsDKKzgsmPHDuzYsUOvqsyCBQswd+5cAIX57G+//TZWrVqFqKgoubqMRqPBSy+9ZLJb7+HDh/Hmm2/Cz88P48aNw/r16xEVFSX3U8jOzsbAgQMtznXOysrCk08+Ka8Wd+/eHQsXLsS3336LDz/8EH5+fsjPz8fEiROtyl339vZGdHQ0oqOj8dJLL5kcq32Xxs/PT/5drvuOjLl3qmvXrg0ASElJMTjm4eEBHx8fvQ9L9ezZU06JjYiIMOhhIYTAlClT5NxrpcpjZlkdclOxXb16VfEvxQYNGpTYPU2tQAshxKeffqr3fJUqVUR+fr4QQogLFy4YnHfo0CEhhPUr0Ery8/PFn3/+Kb766isxfPhw0bZtW7OrQtqPChUqiEuXLqn95SIiM5x5BbqgoEA0b95cABBubm7i22+/NRgTHx8vHnjgAXll8N9//zUYM3XqVMWfS82aNRPjx48Xv/32m8jKyjI7n0uXLgl3d3cBQAwcOFDxnJiYGOHl5SUAiObNm+tVPdBdgYbCiltWVpZo0KCBfNzHx0ccO3ZMb8z169eFn5+fACA6d+5scH/tuWqvQK9fv14+f8mSJQar/QUFBWLBggXymFGjRukd1/33U7FiRbFjxw6De2zcuFF4enoKACI4OFjk5OToHTdVhSM5OVn+3tSqVUucOHHCYMx3330nj3nkkUcMXoN2BVqSJNGkSRODlfT8/Hzx1FNPya/j2rVriq+x6Ar0zJkz5XMmT55scN/ExERRuXJlARS+S6K2Xbt2yfd/6aWX5OcPHz5s9N9LUdqvva+vr0X31F7Xkioc33//vVwpp2bNmmLmzJniu+++E0uWLBHdunXTm7tSFRGzc7H6DCo2jUaj+EPXzc1NZGdnl8g9zQXQuv/gtR9nzpwRQgixZs0ag7eZtPNUI4BWkpubK44cOSIWLFggOnbsaDKInjJlSrHuRUTWc+YA+sCBA/L4t956y+g43eDu448/VhyzdOlSERgYaPTnk7e3t3j22WfFxo0bRW5uruI1Jk6cKACIBx98UGRmZhqdz+effy5f9+jRo/LzugF0r169FM/VDfbnz5+vOOb111+X51FUSQXQbdq0EQDEq6++anRMQUGBnOJRuXJlvWBH99+Pqfu///778riiqRamAujZs2cb/cNE17Bhw+RxsbGxesd0y8EZ+39l586d8pi9e/fqHVMKoHNzc0XNmjUFABESEmI0nVE7fzc3N3Hv3j2j87fWwYMHhb+/vzznuLg4+diPP/4oP79161aT19FNATH1b1/LmgBaCCH2798vKlWqZPT/z8mTJ9sUPAvBFA6H8PLyQpMmTQyez83NVSxvZw8tW7Y0aHaiLWdX9C2pxx9/HO7u7iU6nwoVKuCxxx7DuHHj8PvvvyM2NtboRgDddBMiInP27NkjPx47dqzRcdqNXkXP0TV8+HBcuXIFGzduRHh4OIKCgvSOazQabN++HX369MFDDz2Eo0ePGlxDu+Hq+eefN9md9YUXXpAf//7774pjdDdm6dJ9K/355583OcbSUmHFdfPmTcTGxgKAnGqhRJIkvPjiiwAK01CKllQFAHd3d4waNcroNcaNGyen3OhWaDBH+30PDg6Wy7Yp0f13ZOzfyiOPPGJ0I73uRjthQQpHfHy8vHHRWJUJoDA1Ydy4cXj33XeNFjCwRkZGBiZNmoSOHTvi1q1bAID58+fj0UcflcfcuXNHfmysiZqW7r93Nean69KlS5gxY4bJ6h2rVq3Ctm3bbLo+A2gH6dixo+LztnwjX3vtNVStWlXvQ5vPZik3Nze9MkvA/QC6aL6dNifNGvv37zf4UOoOZEzr1q3lHcxFsSIHEVlDG4B5enrioYceMjquQoUKaNasGQAoVnHQcnd3x0svvYTo6GgkJSXh5MmTmD9/Prp16wZXV1d5XGJiIjp16qRX5Sg3N1e+9ueff67Xtrnoh+7PdWM/9+rVq6f4vO48jFVF0B1jD8ePH5cfv/jiiyZfu27lEqXX3rBhQ5P7aQIDA1G3bl0AhRUjLKX9t9KsWTM5AFeirZoCGP+30rRpU6PnW/u1P3bsmPzYVP+I+vXrY8GCBViwYIFit0BL5efn45tvvkHDhg0xb9485Ofnw9XVFbNnz8a4ceP0xup+H4rmHhelDcIBwN/f3+b5FXXp0iV06tQJv/zyCzw9PTF58mQcP34cGRkZ+Pvvv7F+/Xo89NBDSEpKwosvvmhTdRkG0A6iLf1S1KpVq6xqIJKXl4ft27cjLS1N78OWFWKlhioajcYg0LVlA2HPnj3RsWNHvY8nn3zSqsLwrVu3tmoTARGREu0v7Tp16hhdudPSBq26v+hNkSQJzZo1w/jx4/Hbb7/h2rVrmD17thxc3bt3D6NHj5Z/9t26dcumBhm6q3y6LAnE7B0oG2OsLJ85Sq9dGxybov3j4u+//7b4Xrr/VkzR/QPH2L8Va0u/mqL7tdNuxCspFy5cQOfOnfHmm2/Km/1CQkJw4MABfPjhhwb/D9WoUUN+bO7/G+1xf39/s6vV1njvvfdw9epVuLi44Oeff8asWbPQokUL+Pj44MEHH8Qrr7yC48eP4+GHH4YQAm+//bbiRkZTjP85RSXqhRdeQI0aNQz+kr5w4QKioqIwevRoi67zyy+/KP4wMbWqYkzRwPjMmTP47bffDAJ6W1agg4KCDHZPX79+HefPn7d4rhkZGQYNXgDjNR6JiIpLu+qo+3MwPz9frprk6elpcmUyMDAQH374IZ5//nm0adMGGo0Gf/zxh/yzT/e6Q4YMQZ8+fSyaV1n4uaf72j///HOLfxdo3xXQZaxWsS5tN1xjlTyKS+nfitL91aB7D0teu62+/PJLjBs3Tv7dW716dUyfPh1vvvmm0X/3ugG0ubQM7fGaNWuqNOPCPy60VV1efvllhIWFKY7z8vJCZGQknnnmGWRmZmLDhg0Wx14AA2iH8fDwwDvvvIPJkycbHJs4cSKaNWtmdJVaKzk5GW+88YbiMW2+mDWUAuPPPvtM7/P69evLnYes0alTJ8X87gEDBmDPnj2oWLGi2WusWrVKMTdPW6KJiMgS2qZVV65cgRDC5Cp0YmIiAKBKlSryc0ePHpVLj0VHRxttcKHr4YcfxltvvSX/TD1z5gweeughvbetvby80KNHDytfjfPS/ZoGBwcX67Uba0KiS5u6YU2qQOXKlZGSkiK3tTZGCKH4b6Wk6L6GK1eu2FQO1pyoqCi9vPLRo0dj5syZRkvxagUEBMDV1RX5+fkmU5+EEDh9+jQAdQNo3XcYHn/8cZNjtf8fA9Y3U2EKhwO98847aNCggcHz2dnZeOaZZzBnzhzF/vAFBQX49ttvERYWpviWg7+/P3r37m31fPz9/Q1ytIpuhrC1/vOrr76q+PyRI0fQtWtXbNu2zejGldTUVMyePRtjxoxRPG5T/UYiKre0P+cyMzNx4cIFo+N0A4CQkBD5ed1FBG0AYIkHH3xQfqz9eefl5SWnFuh2ClRy8+ZN/Pzzz/j5559V33DlCLq/b8y99gsXLuDnn3/Gzp07FVNezp8/b7KXws2bN+XAylQusrE5njp1ymRXvL///lv+fa37b6Wk6BYiMFV84NatW3jllVfwyiuvYP/+/RZff/v27XjnnXcAFNZ43rVrFz777DOzwTNQmCLUokULAIUdBo193U6ePInk5GQApvO4raW7Im+u/bfuO/jWpr4ygHagSpUqYcOGDYpv62RnZ2Py5MmoXr06nnvuObz99tsYMWIEevTogbp16+KVV14x+oN/3rx5Nv8FXDQPuihbA+iOHTuiV69eiscOHz6Mnj17om7dunjyySfxxhtvYMyYMejfvz86d+6MoKAgfPTRR4o/NPv06YNWrVrZNCciKp+6dOkiP/7kk0+Mjtu4caPcGEX3nNq1a8t5pxs3bsTdu3ctuq/ualzDhg3lx926dQMA7Nq1y+Tm6o8//hhPP/00XnzxRZNpI86idu3a8tdh6dKliil6QOFKZf/+/fH0009j5syZiu8YZGRk4OuvvzZ6r4ULFyInJweA8T1ISrTf96SkJKMb2YHCZitFzylJrVu3lt+5/fzzz43m0f/000/49ttv8e2336JatWoWX3/mzJkQQsDd3R27d++26msGAM899xwAIC0tzWjgvnXrVvmxscowtmjQoIFc3eOXX34xWVXml19+kR/rNs+xiE3F70hV33//vfDw8DBZ69jSj+HDh8sNUHSZqwOttXLlSpPXL1pE3po60NeuXdMr5l/cj3r16ol//vlHzW8FEVnImetAFxQUiKZNmwoAwt3dXXz//fcGY+Lj40Xt2rXlMUWbW3zwwQfyPYcOHar4c7fo9Xx8fAQA8dBDD+nV7T169Kh8rccff1wkJycbnP/777/LjVT69eund0y3DrSx74Vua2NjtN/TOnXqGBzTnqt2HWjdJl5DhgxRbCKj20hl6dKlesd0//1UrVpVbvKla/PmzfLXrlq1agb1hrV1oB9//HGDc5OSkuS25w888IA4deqUwZjvvvtOHtOsWTOjjVRMfX1MfQ+NNVIZOXKkfM7s2bMN7nv79m1Rr149AUDUrl3baK3ook6ePClf9/3337fonKKSkpLkuKZVq1YiIyND7/jZs2fl+swtW7a0eG7aeZmrAz1w4EB57IwZMxT//zx+/Ljw9fUVQGEjl7S0NMtfoBDC+f+EtaO8vDyzJdP8/f0tyufV1bt3b+zatQu9e/fWa4FpDVdXV3zwwQeYMWMGXFxsf2PB1Ap0pUqVrHrrq6igoCDs27cPL7zwglz701aPPvoofvjhB73NCkRElpAkCV9++SXCwsKQk5ODl156Ca+++io6duwIHx8fHD58GNHR0fJb8rNmzTKo7zxx4kSsWbMGSUlJWL58OY4ePYrIyEi0bdtWbiEMFL5FHB0djXnz5skr1QsXLtRbRX3kkUcwevRofP755zhy5AiaN2+ON998E82bN0deXh727duHVatWIScnB4GBgZg/f74dvkrWO3TokMG+GSW+vr7y/p23334ba9euRVxcHL755hscOXIEffv2RePGjXHz5k1s3rxZrpPduXNno/t+PD09kZqairCwMAwePBht27aFRqPB77//jg0bNsjjvvjiC4Na29rV/OPHj2Pz5s2oXbs26tWrhypVqiA4OBjTp0/Hhx9+iCtXrqBt27YYPHgwHn/8cdy9e1fv+i4uLvjqq6/MVnZRy4wZM7B582YkJydj8uTJ2Lt3L3r06IE6derg/PnziIqKQlJSEoDCzYCWzkt3xTggIAA///yzRefp5rAHBwfjgw8+wPTp0+U9A6NGjULNmjVx/PhxfPHFF8jIyICrqys+/fRT1b9mc+bMwS+//IKUlBRMnToV27ZtQ58+fVCvXj1cv34df/zxB9auXSuvTn/66afWv3NvVbhdzhVtl6r0Ya5tpSnp6eli6tSpomLFihavwrq4uIhnnnlGryuVEktXoAsKCkT16tUVxz7xxBMG17WlE2F+fr5YtmyZqF+/vtWrznXq1BFLliyxuXMQEanDmVegtb777ju5xbOxj0mTJhldHUtISJBXqXU/atWqJZo3by6qVq2q97yrq6tYvHix4rVyc3PFW2+9ZXIuDzzwgEGXOyFKzwq0NT/HdV2/fl3uSGjso3379iI1NdVgXtp/PwMHDhRDhw41+bvy008/VXzdS5YsMfm7MT8/X4wfP97k/Ly9vQ06HGqV1Aq0EIX/BrUt55U+3NzcxNy5c43eV8m0adOs/p4q/bvKz88X4eHhJue2YsUKq+amPdeSToQJCQmiQ4cOJudctWpVm+M2rkBboXr16vjxxx8Vj3377bfYtGkTOnToYPP1fX19MX36dIwfPx67du3CTz/9hKNHj+LGjRvyynTlypVRtWpVPPLII2jdujV69eqlag1ISZLQvn17bN682eCYLeXrlLi4uGDo0KF48803cejQIezcuRPHjh1DQkICbt++jTt37kAIAV9fX1SuXBlNmjTBI488gieffBKhoaHFWmEnItLq06cP2rZti88++ww///wzLl++jNzcXNSsWROdO3fGyJEj8dhjjxk9v0mTJoiPj8fMmTOxYsUKuaZtUlKSvPIHFP7Me+655xAREWF0z0aFChXw1VdfoX///vjqq6+wb98+pKSkoGrVqmjcuDGefvppjBo1ymSnQmdVrVo1HDhwAGvXrsW6detw7Ngx3L59Gw888AAaN26M8PBw9O7d2+QqpYuLC5YtW4Znn30WUVFR+PPPP5GRkYEaNWqgW7duGDNmjLyxraihQ4fi4sWLWLt2LW7evIkaNWro9RxwcXHB/Pnz0adPHyxZsgQxMTH4999/4ebmhjp16uCZZ57BmDFjDN6lsIcmTZogISEBS5YswcaNG/HXX38hLy8PjRo1QvPmzfHBBx+gUaNGVl3T1nfCi3JxccGKFSvQq1cvfPnll/L3NTAwEN26dcN7771nfd6xFZo0aYLff/8d//vf/7Bp0yacPXsWFy5cQLVq1dC4cWO0adMG7733nlyVx1rSfxE9FUNSUhKaNm2KefPmYcSIEY6eDhER2VlOTg4SExPx999/4+LFi7hz5w4qV66M+vXro3Xr1qp2WaP7OnfujJiYGAwaNMimbnJEtir3K9BCCERHR2PZsmVyKZiQkBC89dZbGDx4sNm8HCEEhg8fjjZt2mD48OH2mDIREZUy7u7uaNSokdWrfUTknMpsAN2qVStoNBqTtSWFEBg4cCDWrl2r93xsbCxiY2Oxa9curFmzxmQQ/fPPP+Onn37CyZMn7bZxgIiIiIgcp0wmk544cQLHjh0zO27p0qVy8BwREYFz587h3LlziIiIAACsW7cOS5YsMXq+EAJTpkxBv3798PDDD6szeSIiIiIq1cpcAJ2YmIj+/fubHZeTk4PZs2cDACZMmIBp06ahYcOGaNiwIaZNm4b3338fQGEplNzcXMVr/PDDD/jzzz/lgJuIiIiIyr4yEUCfOnUKo0ePRteuXdGgQQOLWqvu378fycnJcHFxwcSJEw2OT5w4ES4uLkhOTsbBgwcVr7Fo0SJ06tQJjRs3LvZrICIiIiLnUCZyoOPi4rBo0SKrzomJiQFQ2JpaqXh2QEAA2rVrhwMHDiAmJgZhYWF6xxMTE7F7924sX77c9okTERGRzfbu3evoKVA5VSZWoHv16oX4+Hj5Y+bMmWbPuXbtGgCgTZs2Rse0bt1ab6yulStXwt3dHX369LFx1kRERETkjMrECrS/v79ejc24uDiz56SkpACAydaNAQEBAJSLim/duhWPPfaYRQW4K1asiKysLLi6uqJ69epmxxMRERGRfV2/fh35+fnw9PTEvXv3TI4tEwG0LbQBtKni9trgWjtW68aNGzhx4gTGjh1r0b2ysrJQUFCAgoICxdVsIiIiIiodsrKyzI4ptwG0tuWqbrvOorTHUlNT9Z7fvXs3AMtbW7u6uqKgoMCWaeqpVKkSfH19LRorhEBycjKCgoLsVp86JSUFgYGBdrlXWb9fefj+OeKe/B469/3sfU9+D537fo74/gFl+2tq7/tZ+z28c+cOMjIyin1fV1dXs2PKbQCtXXk29YVOT08HAPj5+ek9369fP/Tr18/ie1WvXh3Xrl1DUFAQzpw5Y8NsC3l4eMDDw8OisXfu3IGfnx/OnDljcdBdXCEhIXI3R96veMrD988R9+T30LnvZ+978nvo3PdzxPcPKNtfU3vfz9rvYXZ2NrKzs22+X5MmTZCcnGxRum25DaBr1KgB4P5KtBLtMe3Y4pIkya7/ExMRERGVF9YsNCqx5p0Kh1ThyMzMRGZmpiNuLdO+/ZCWlmZ0zM2bNwEANWvWtMuciIiIiKj0K5EV6MTERMTHx+P555/Xe/7w4cMYMWIEjh8/DldXV7Rs2RITJkxwSCm44OBgAMChQ4eMjomNjQUABAUFqXLPlJQUhISEKB4bOXIkRo4cqcp9iIiIiMhQVFQUoqKiFI8VLRphiqoBdFJSEl5//XXExMSgQoUKenkoV65cQbdu3aDRaCCEQF5eHuLi4tCvXz8sXLgQY8aMUXMqZmkboxw6dAhpaWlyyTqttLQ0OYDu0qWLKvcMDAy0e74gERERERUytWBZq1Yti6ulqZbCkZWVhdDQUMTExEAIASGE3vFJkybJNfV69OiBQYMGwc/PD0IITJo0Cf/++69aU7FI+/btERQUBCEE5s6da3A8MjISBQUFCA4ORmhoqF3nRkRERESll2or0EuWLEFSUhIkSUKXLl0wbNgw+ZhGo8GWLVsgSRKeeeYZ/PjjjwCAd999F61bt0ZOTg4WLVqEOXPmqDUds9zd3TFlyhSMGDECCxcuhK+vLwYMGIC8vDysX78ekZGRAICpU6fCzc1NlXuW9RQOe8+/rN/P3hzx+vg9VFd5+Hrye8j7lXZl/Wvq7N9DtVI4IFTSpUsXIUmSeOihh0R+fr7esS1btghJkoSLi4v46aef9I716tVLSJIkwsLC1JqKiI6OFgBEo0aNTI4rKCgQ/fv3FwAUP8LDw0VBQUGx5xMcHCwAiODg4GJfy1Lp6ekCgEhPT7fbPUk9/P45P34PnR+/h86N3z/nZ+/voTXxmmopHBcvXoQkSXjxxRfh4qJ/2d9//x1AYWOSp556Su9Yy5YtAQCXL19WayoWkyQJq1evxtdff43WrVvDx8cHPj4+aNOmDVauXIkVK1bYtfg6EREREZV+qqVw3LhxAwBQrVo1g2P79u2DJEkIDQ01CK61dZHVzIEODw9HeHi4RWMlScKQIUMwZMgQ1e5PRERERGWXaivQderUAQCD3YuJiYmIi4sDoFzNQtsmWynwJiIiIiIqbVRbga5fvz7++usvbN68GfPnz5f7iH/zzTfymF69ehmc99NPP0GSJNSuXVutqZRaZX0TIREREVFpVurqQA8YMAA//fQTrly5gt69e2P8+PG4du0avvjiC0iShMaNG6NRo0by+Nu3b+Ojjz7CyZMnIUkS2rRpo9ZUSi3WgSYiIiJynFJXB7pv3754+OGHIYTAtm3b0LlzZ/Tv3x8ZGRkAgBkzZshjN2zYgGrVqmHp0qUACkvKvf/++2pNhYiIiIioxKgWQLu4uGDXrl3o2LGj3EhF/NdMZfTo0XjppZfksenp6cjPz4cQApIk4dNPP0XNmjXVmgoRERERUYlRtZV3tWrVsHv3bhw7dgyHDx+Gq6srHn/8cbRq1UpvXPXq1dGnTx80adIEffr0QbNmzdScBgHw8PBAREQEPDw8HD0VsgG/f86P30Pnx++hc+P3z/mV5u+hJESRntukOm1OTYUKFdCwYUPFMdxESERERFSyTG0iPH/+PPLy8hAcHIykpCST11EtgP6///s/AECbNm30Nguac+7cORw6dAhVqlTBc889p8ZUSh1tAG3JN4SIiIiI7M+aeE21FI7w8HBIkoQvvvjCqgD6+PHjCA8PR926dctsAE1EREREZYdqmwhtdfHiRQDAP//84+CZEBERERGZZ9MK9KpVq7Bq1SrFY59//jk2btxo0XVSU1Nx+vRpSJKEqlWr2jIVIiIiIiK7simAvnTpEvbu3QtJkqCbQi2EwPnz53H+/Hmrr9mnTx9bpkJERETFoMnJQ8jUnQCAhBlPwdtd1QJdRGWSTf+X1K1bF2FhYXrPxcTEQJIk1K9fH8HBwRZfy9PTE+3bt8eECRNsmYpTYStvIiIiIsdRq5W3alU4XFxc5E2Eb7/9thqXLDNYhYOIiEorZ1mBDg8Px6pVqxAREYFp06Y5ejol7syZM/j000+RkJCA8+fPQ6PRoF69eqhXrx5efPFF9O/fH66urornSpJk1b0+/fRTjBkzRoVZOzeHVOEAAJaUJiIiotJm5cqVuHTpEl544QW0bNnS0dMxqaCgAKNGjcJXX32FgoICvWMnT57EyZMnsWXLFsydOxfR0dFo27atg2ZavqkWQBf9JhMRERGVBitXrkRMTAzq1q1b6gPoOXPmYOnSpQCAF198EaNHj0ZISAjc3d1x+fJl/Pzzz1i4cCHOnj2LHj164PTp00ZTZ6OjoxEeHm7H2ZcfDi9jR0RERESFJX0jIiIAAO+//z42bdqEsLAwVKtWDX5+fmjevDkmTJiA2NhYBAQEID09HYsWLXLwrMsn1ROdbt26hYMHDyI+Ph45OTlWnTt16lS1p0NERETkFI4cOYKCggK4uLjgo48+Mjqubt26ePfddxEREYEjR47YcYakpWoA/eOPP+KNN97AzZs3bTqfATQRERGZk5GRgVmzZmHjxo1ITk5G/fr18eijj2LIkCHo1KmTPG7atGmYPn26/PngwYMxePBgDBo0CCtXrpSfv3nzJpYuXYpNmzYhKSkJ6enpCAoKwkMPPYShQ4fihRdeUNywl5+fj2+++QZff/01Tp8+DQ8PD3Ts2BHTpk1Dw4YNUalSJXh4eCArK8ui13X27FkAQKVKlVCpUiWTY3v06IGEhARUrlzZomuTulQLoC9evIg+ffogLy+PmwmNYBk7IiKi4klPT0doaChOnTolP3f69GmcPn0a//d//4ePP/7YqtK4qampePTRR3HlyhW95xMTE5GYmIidO3finXfeMUiVyM7OxksvvYTt27fLz2k0Gvzwww/YuXMn1q1bZ/Vrq1Wrlvwav/vuO/Tt29fo2NatW2PDhg1W36O8U6uMHYRKwsPDhSRJwsXFRXTo0EEcOHBAaDQatS7v1IKDgwUAERwc7OipEBER6bmXnSvqTNwm6kzcJu5l5zp6OkYNGjRIABBubm4CgBgzZoyIj48XN27cEFu3bhX169cXAIQkSeLkyZN654aFhQkAIjo62uC6b7zxhgAgqlatKjZs2CCuX78uNBqNOH36tHwMgDh//rzeeXPnzhUAhIuLi5g1a5Y4d+6c+Pfff8WaNWtE5cqVRcWKFQUA4eHhYfFrvHXrlggICJDv2b9/f/HTTz+JzMxMq75W2vOVXi8ZZ028ptoKdFxcHIDCv5527twJb29vtS5NREREOoQQyMzNN3pck5Nn8bUyc+5fJ+1uNjTulp1rrl60l5ur1fWILZGbm4spU6ZgxowZ8nPPP/88OnTogEcffRSXLl3C5MmT8cMPP1h0vT/++AMAsGjRIvTr109+PiQkBF9//TX27NmDxMREHD16FA0aNAAA3LlzB/PnzwdQuKI5fPhw+bz+/fsjJCQErVq1svq1Va5cGf/73//w8ssv4+bNm1i7di3Wrl0LDw8PtG/fHt26dUPXrl3x2GOPoUIF8yGcNmXFlGPHjpX6yiSlkaopHJIk4aWXXmLwTEREVIIyc/Pl5idq6hi5V7VrlVRTlsqVK2P8+PEGz1epUgWTJ0/G0KFDsW3bNmRnZ8PDw8Ps9WbPno38/Hz06NHD4JgkSQgMDERiYiI0Go38/KZNm3Dz5k3UqlULQ4YMMTjvkUcewXPPPYdt27ZZ+eqArl274syZM/i///s//O9//8Off/6J7Oxs7N69G7t37wZQ+DUYMGAARo8eLQf1ZF+qlbGrUqUKAKBq1apqXZKIiIhIT6dOneDr66t4rFevXgAKV+gTExMtut6LL76IPn36wMfHR35OCIEzZ85gwYIF8jvsus6dOwcA6NixI9zc3BSv261bN4vur6R69eoYP348Dh8+jJs3b+KHH37AmDFj0Lx5cwDA7du3sXjxYjzyyCN6OdhFRUdHQwhh8oOrz7ZR7U/DRx99FNu2bcPRo0fVuiQREREp8HJzRcKMp4wetzaFQ7vyvG9CZ3i5K7eHLsqSFI6SULduXaPHqlatikqVKiEjIwMXL15E48aNLbrm1atXsXHjRhw4cAAXLlzAhQsXcO/ePaPjL1y4AACoU6eO0TGmjlnDz88PPXv2RM+ePQEUbm5cvnw5Fi5ciLt376J///7466+/EBgYqMr9yDKqBdBjx47Fjz/+iJ07d+Ls2bMW/6MlIiIi60iSZDKAtSZ1QjfYDvDxKJG0CzW5uJh+81z8VwmsYsWKFl0vKioK48aNQ3Z2NgCgXr166NKlCx566CG0adMGCxcuxOHDh/XOsaQsnVLZO3O0KR/t2rVDQECA4pgHH3wQc+bMQbdu3fDEE08gPT0d69evx5gxY6y+H9lOtRSOsLAwzJ07F/fu3cMLL7yA+Ph4tS5NREREBAAmUzOuX7+Ou3fvAgAaNmxo9lqxsbEYNWoUsrOz8dFHHyElJQUXL17Ejz/+iIULF6Jv377w8vIyOE+bd1y09J2uy5cvm71/UQMHDkTPnj3x008/mR3brVs3NGnSBMD9FXGyH9X+zLxz5w5GjBiBqlWrYvTo0WjZsiVefPFFtG/fHvXr17eo0Ldu8XMiIiKiovbv34+7d+/q5SxrbdmyBUDh6nPNmjXNXuv7778HUNiUZObMmQbHhRCKwelDDz0EANi3bx9yc3MV86D37dtn9v5FNWnSBH/88Qd+++03DBw40ORYIQRu3bqlNx+yH9UCaH9/f73PhRDYvHkzNm/ebNH5kiQhL8/ynC1nxEYqRERExZOWloaFCxciIiJC7/nU1FTMnj0bADBs2DDFVA9RpNGbNm3D3d1d8V7r1q3DtWvXDM7t1asXxo4di6tXr2LlypUYOnSo3nlnzpyRg3NrvPLKK/jjjz/wf//3f3jhhRfw4osvGh27fv16/PPPPwAKUz7IMqWukYokScX6cHFxUWsqpQ4bqRARUWnlbI1UPD09BQAxbtw4cfr0aZGamiq2bt0q6tWrJwAIHx8fcf36db1ztY1URo0aJfLz80VBQYEQQoiVK1cKAMLV1VV8+eWXIjU1Vdy9e1ccO3ZMvPPOO8LV1VVuSjJgwABx584d+ZqTJk2SG6nMmTNHnD9/Xly/fl189913olq1aqJq1apWN1LJysoSzZs3l+/Zt29f8euvv4q///5bZGZmimvXrol9+/aJt956S24o07NnT/n1aIGNVGxiTbwmCaFO3+2YmJhiXyMsLEyFmZQ+tWrVwrVr1xAcHIykpCRHT4eIiEimycmTa0qXVO1mNYSHh2PVqlX47LPPMHfuXMXVQnd3d3z77bd44YUX9J4fMmQIVqxYAaAwvaNfv3745ptvkJOTg/bt2yuWqgOAJ554Ag8//DA+/fRTAIUVMW7fvg0AuHfvHl5//XVs2rTJ4LzAwEBs2rQJ7du3R2BgIP7991+LX+f169fRr18/7N271+Q4FxcXDBw4EEuWLDHov6FtYBMdHY3w8HCL713eWROvqfZ/SVkNfomIiKj0qF+/Po4fP47p06dj27ZtSElJQdWqVdG9e3d8+OGHilXApk+fjqSkJOzfvx9ubm6oVq0agMKAe9euXViwYAE2bdqExMREeHh44LHHHsMbb7yBvn37IisrC1euXMGvv/6KJ598Ur5mxYoVsXHjRixZsgRbtmzB4cOH4enpiZ49e2LmzJnyZkZry8tVr14du3btwo4dO/Ddd9/h/PnzuHTpEtLS0lCrVi3UqVMHDz/8MN59913Ur1+/GF9JKg7VVqDJOK5AExFRaeUsK9DOJiYmBp07d0b37t3x66+/Ono6ZAGHrEArycnJwfnz53Hnzh3cuXMHTz1lvOg7ERERkTO4cOECPvvsM3h7e+Pjjz+WUyZ0HTp0CAAsqgZCzqdEAuiffvoJkZGRiI2NRU5ODgD9KhuffPIJTp8+jfDwcHTs2LEkpkBERERUIqpWrYqlS5eioKAA/fv3R4sWLfSO5+TkYPHixQCALl26OGKKVMJUa6QCAPn5+Xj11VfRs2dP7Nu3D9nZ2Xr91rUyMjIQHR2Nzp07Y8KECQZlZYiIiIhKq8qVK8uttV977TWcOnVKPnb58mU8+eSTSEpKQtWqVdG7d29HTZNKkKor0G+//Ta+/fZbAIU7Vfv06YNbt24Z7FBt3LgxvLy8kJmZiYULF+LevXtGa/IRERFRyfF2r4BL85519DScztdff434+HgkJCSgWbNmqFmzJvLz83H9+nUAgJubG1asWAE/Pz8Hz5RKgmor0MeOHcPy5cshSRIeffRRnDhxAsuXL1d866Jfv364dOkSQkNDIYTAV199hdOnT6s1FSIiIqISVbVqVcTHx2PWrFlo3bo1srKykJeXh7Zt2+KNN97AkSNH5FVqKntUW4H+4osvAAAeHh5Yv349HnjgAZPjq1Wrhu3bt6Nu3bq4c+cOPvnkE3zzzTdqTYeIiIioRHl7e2Py5MmYPHmyo6dCdqbaCnRcXBwkScIzzzyDBg0aWHSOn58f+vXrByEE4uPj1ZoKEREREVGJUS2A/vvvvwEALVu2tOq8evXqAQDOnTun1lSIiIiIiEqMaikcHh4eyMzMlDvvWOrGjRtqTaHUS0lJQUhIiOKxkSNHYuTIkXaeEREREVH5ERUVZbRwhVJ7eGNUC6Dr16+PP//802g/eWMOHz4MAGZzpsuCwMBAJCQkOHoaREREROWSqQVLbSdCS6iWwvHss89CCIE9e/Zgz549Fp3z7bffYt++fZAkCT169FBrKkREREREJUa1AHrUqFHw9/cHAPTt2xc7duwwOjY3NxcLFy7E0KFDARSmf4waNUqtqRARERERlRjVUjgCAgKwatUqvPjii7h58yaee+45NGrUCJUqVZLHDB8+HBcuXMCpU6dw48YNuQPh559/Xi5SOIiIiIjI+UlC5T7au3btwuDBg5GUlFR4A0kyGKO9ZaVKlbB48WIMHDhQzSmUOtqcmuDgYPnrQkRERESlhzXxmqqtvAGgW7du+Ouvv7Bu3Tp89913OHToEO7cuSMfd3d3x2OPPYbnnnsOb775JqpWrar2FIiIiIiISozqATQAeHl5YciQIRgyZAgAICMjA3fu3IG3tzf8/Pzg4qJa6jUREREVR849YE5Q4eMPkwH3io6dD5ETUC2ATk9Ph5+fn+KxSpUq6eVCExERERE5K9WWgmvUqIG+ffti69atyM3NVeuypZJGo8G4ceMQFBQEX19fPP3007hw4YKjp0VEREREdqBaAJ2dnY3vv/8evXv3Rs2aNTFy5Ej88ccfal2+1MjPz0fPnj3xxRdfoFu3bnjvvfcQFxeHjh074vbt246eHhEREem4evUqXn75ZVSrVg2VKlXCoUOHHD0lm126dAmSJEGSJOzdu9fs+L1798rjL126VOLzK09UC6BbtGgBIQSEELh58ya+/PJLdOjQAQ0aNMD06dNx/vx5tW7lUDt27MDu3buxePFirF69GtOnT8fOnTuRkpKCRYsWOXp6REREpKNfv37YuHEjUlNTcffuXWRlZTl6SopOnjwJSZIwb948R0+FLKBaAH3s2DGcP38e8+bNw2OPPSYH03///TdmzJiBxo0bo127dliyZAnS0tLUuq3drVq1CnXq1JGbwABAq1at0LlzZ8TGxjpwZkRERKTr9u3b8rvhS5YsgUajQefOnR07KSOio6MdPQWygqrlMOrXr48JEybg8OHDSExMxPz589GmTRs5mI6NjcU777yDmjVrolevXvjuu+9K7V+CSoQQ2LZtG5577jmD+ta7d+/G9u3bHTQzIiIiKko3tXLYsGHw8vJy3GSMEELgf//7H9/FdjIlVk+uTp06GDduHP744w9cvnwZn376Kdq3bw8hBPLy8vDjjz/ilVdeQY0aNTB06FCLcnlKghACK1asQNu2beHr6wtfX1+0bdsWK1asQNEeM7du3UJWVhYaNmwIoDAfWrfGNREREZVOpa2E7urVqxEeHo5GjRqhX79+KCgocPSUyAp2+ddUu3ZtjB49Gvv27cO1a9ewaNEidOrUCQBw584dfPPNN+jevbuq92zVqhUaN25scowQAgMHDsSQIUMQGxuLjIwMZGRkIDY2FkOGDMGAAQP0guh///0XAODh4YH+/fvD398ffn5+qFevHlavXm0QcBMREZH6rl69ilGjRqFevXrw9PRE3bp18fTTT2PXrl3ymLp16+LBBx+UPze2+e769et4//330bhxY3h5eaFmzZro3r07Nm3apBjUrly5EpIkYdSoURBCYP78+ahdu7beO9OSJMHHxwcAEBsbi3bt2sHd3R0rV66Ux3zzzTdYtWqVQ/aITZs2DZIkYcGCBcjJycHcuXMREhICT09PVK9eHS+++CL27dtn93k5kxJppGKKNn1DCIHbt28jPj5eTvFQy4kTJ3Ds2DE0atTI5LilS5di7dq1AICIiAj0798fALB27VpMnz4d69atQ2hoKEaOHAmgcAUaAN5//320aNECCxcuhJubG9asWYPXX38dQgi8/vrrqr0OIiIi0hcTE4PnnnsOd+/elZ+7fPkyLl++jJ9//hmTJk3CnDlzLLrWoUOH8Mwzz8i/34HCxbJ///0Xu3btQp8+fbB27Vq4u7srnj937lxMnjzZ6PVPnz6NHj16KFbpio6Oxr179+TPBw8ejLi4OIvmrZbMzEx07doVBw4ckJ+7ceMGtmzZgi1btuCTTz7Be++9Z9c5OQ1hJydOnBAzZswQrVq1Ei4uLvKHJElCkiRRr149Ve7z999/i6ZNmwoAolGjRkbHZWdni6CgIAFATJgwweD4+++/LwCIoKAgkZOTI4QQIiEhQQAQrVu3Fnl5efLYvLw88eijj4o6deoo3is4OFgAEMHBwcV7cURERGrLvitEhG/hR/ZdR8/GpLt374rAwEABQLRo0UL89ttv4vbt2+L8+fPi7bffFgAEALF7924hhBCJiYnyc0VpNBpRq1YtAUA0btxYbNu2TaSmpoozZ86IyZMnCxcXFwFAjBkzRu+86OhoAUDUq1dPABBDhgwRBw8eFKmpqfIYAMLNzU3UqlVLNGnSRGzZskVcvHhRL3YoKiwsTAAQc+fONTpG9/Xs2bPH7Ndrz5498vjExET5+YiICAFA+Pn5CQCif//+Ii4uTty8eVPs3LlTNG/eXAAQkiSJhIQEs/cpK6yJ10psBbqgoAD79u3Dli1bsHXrVly+fFk3aAdQuOmwT58+ePnll9GqVSub73Xq1CksX74c8fHxiImJsSiPaP/+/UhOToaLiwsmTpxocHzixIlYuHAhkpOTcfDgQYSFhSEwMBAA0KdPH7i6uspjXV1d0bNnT0ybNg23b99G5cqVbX4tREREZgkB5GqMH88xcczU2LupgLuF57p7mz7u5g0U2XBfXJ999hlSUlJQr1497Nu3T+5y7Ofnh8WLFyMlJQXff/891qxZgy5dupi9VlJSEurWrYsjR47IKRcBAQGYNWsWHnzwQbz55ptYvHgx3n33Xb10EAD4+++/MXnyZMyaNUvx+rm5uXB3d8fRo0fh6empwqtXX3p6OgYMGID/+7//k1NQnnzySYSGhqJNmzZISEjAzJkzsW7dOgfPtPRRNYDWaDTYuXMntm7dim3btslviQid9IyGDRvi5ZdfRp8+fdCyZUtV7hsXF2f17tWYmBgAQGhoKKpUqWJwPCAgAO3atcOBAwcQExODsLAw+Pv7o0aNGoobB7OysuDm5gZvbzM/UIiIiIorVwPMCVL/uouaq3etD5MB94rqXQ/A8uXLAQBjx46Vg2ctSZIwfPhwnDp1St6zZMqyZcsAADNnzpSDZ11vvPEGPv/8c8THx+OXX37BsGHD9I67ubmZTW8YM2ZMqQ2egcKNldp8aF0+Pj746KOP8Nprr2HDhg1YsWJFqX4djqBaAP3888/jt99+Q3Z2NgD9oLlRo0Z4+eWX8fLLL6NZs2Zq3VLWq1cvxMfHy59v2bIFU6ZMMXnOtWvXAABt2rQxOqZ169Y4cOCAPFaSJAwaNAgrV67E2LFj4e/vD6DwL7h169ahdevWRvOkiIiIyHZZWVm4cuUKABgtPNC9e3ecPXvWomtp3xnv2rWr4hhJkhAaGor4+HgcOXLEIICuVasWAgICTN6nRYsWZufiSE2aNEH9+vUVjz377LMACuO5S5cumS3MUN6oFkBv27ZN7/OQkBB5pblp06Zq3UaRv7+/HMwCsCgJPyUlBQAUV5+1tP9jXL9+XX5uxIgR+PLLL9G8eXO8/vrrcHFxwerVq/Hvv/9i8+bNtr4EIiIiy7l5F67wGmNtCod25fndk+ZTM7QsSeFQUWJiorw4V7t27WJd6+LFi/K1goODzY7X3WSopU3rNMWSMY5UNC1Fl6+vLwICApCWloa///6bAXQRqqZwNGvWDH369EGfPn3QpEkTNS+tOm0ArRt4F6UNrrVjgcL61jExMZg1axZWrlyJvLw8tG7dGtu3bzf7h4IQolh1oz08PODh4WHz+UREVEZIkun0CGtSJ3LuV4KAT1XV0y7UotHc/6OgQoXihS85OTlWjc/IyDB4zpLfxyX5O1tYUL3M3Bhz75prv87O0vQuOztbzoSwhSVfUy3VAuizZ8/ioYceUutyJU7716RS3pOW9lhqaqre8y1atMB3331n9T2Tk5Ph5+dn9XlaERERmDZtms3nExEROSvdVIOkpCTUq1dPlWulp6fD19e3WHOzF92873/++cfs+OTk++9SKMUfly5dMnru3bt35QXEBg0aWDFLx5k7dy6mT59ul3tZHUCfPHkSQOFbHrq5P7YGz1u2bMGiRYsgSZJeAfSSpl15VvqrUis9PR2A8j86WwQFBeHMmTM2n8/VZyIiKq8qV66MqlWrIjU1Fb///rtiAH38+HF06NAB3t7e8v4lJb6+vggMDERKSgpOnTqF0NBQxXHnzp3DnTt3ULt27VKRjuHv7y9/DQ4dOoTXXnvN5HhtfecaNWooVghLSEjA9evXUb16dYNjO3fulB8by5MubSZNmoSxY8fafH6TJk30/ugwxepOhC1btsQjjzyCb7/91uS4rl27omvXrti6davJcdeuXcPevXvt3sq7Ro0aAJTzmrS0x7Rji0uSJLlduC0fDKCJiKg869evHwBg3rx5eikdWitWrMC9e/fQokULuLm5mbzW008/DaCwK5/SW/fJyclo1aoVHn/8cYuDqpLm4uKCvn37AgC+/PJLxMbGGh27f/9+udJI//79DSptAIWpGbNnzzZ4/t69e/JKbs+ePVGxYulM6ynKw8OjWHGW0tfImBJr5b13717ExMSY/AvQkbR/SaalpRkdc/PmTQCF3RPVkJKSgpCQEMWPqKgoVe5BRERUVk2dOhWVKlXCX3/9hY4dO2LPnj1IT09HUlISpk+fji+++AIA8M4775i91ocffghvb2/8+uuvePrpp3HgwAGkp6fj1q1b2Lp1Kzp16oR79+6hS5cueOSRR0r6pVls6tSpqFmzJnJzc9G1a1dMnDgRR48exe3bt5GWlobY2Fi899576NatG/Lz81G3bl2T3RIXLVqEt99+G/Hx8bh9+zZ+++03dOjQAfHx8ZAkSTHAdmZRUVFGYzHdPW/m2L2Vd2mh3XV76NAho2O0f9kFBalTazMwMBAJCQmqXIuIiKi8qV69OlauXIlXX30VR48eVSxB9/777+P55583e62GDRtiw4YN6Nu3L3bu3KmXsqDVrFkzbNy4UZW5qyUwMBC7d+/GW2+9hX379iEyMhKRkZGKY5966iksXbrUaMGE5557DpcuXcLSpUuxdOlSg+ORkZElUn7YkUaOHImRI0cqHqtVq5bFC7/lNoAOCwsDUBhAp6WlGdRy1P4VB8BsNyMiIiKyj969e+PkyZNYtGgR/vzzT5w6dQrVq1dH06ZNMX78ePn3uyV69uyJ06dPy9c6efIkvL290aBBAwwcOBDh4eGlsr9D48aNERMTgx9//BHr16/HhQsXcP78ebi6uqJhw4Z46KGHMGjQIHTr1s3kdQICArB+/XrMnTsX3377La5evYp69erhsccew5tvvmnV17K8KbcBdPv27REUFITk5GTMnTsXCxYs0DseGRmJgoICBAcHG91cQERERPbXqFEji1If69ata7Y0Wb169fDZZ59ZfO/w8HCEh4ebHGNNOTQta/eCSZKE559/3qLVdlN8fHwwe/bsMpeqUdLKbQDt7u6OKVOmYMSIEVi4cCF8fX0xYMAA5OXlYf369fLbIVOnTjW7EcFS2hxoJabeUiAiIiKi4ouKijL6xxdzoC00bNgw7N+/H2vXrkVERAQiIiL0joeHh2Po0KGq3Y850ERERESOo1YOdIlV4XAGkiRh9erV+Prrr9G6dWv4+PjAx8cHbdq0wcqVK7FixQqrSpoQERERUdlXJlegLclP0pIkCUOGDMGQIUNKdlJERESlkXtFYFq6o2dB5FTK9Qo0EREREZG1yuQKdGnFTYRERETkaNOmTcO0adMcPQ2H4CZCJ8RNhERERESO4/BGKqtXr0ZcXFyxx505c8bWKRARERER2Z3NAfThw4dx+PBho8e11SvMjSMiIiIiciY2BdC2dNghIiIiIioLrA6g9+zZUxLzKBe4iZCIiIjIcdTaRCgJLieXOG1SenBwMJKSkhw9HSIiIiIqwpp4jXWgiYiIiIiswACaiIiIiMgKDKCJiIiIiKzAAJqIiKgc0+Rq0GxVMzRb1QyaXI2jp0PkFNiJ0I5YhYOIiIjIcdjK2wmxlTcRERGR46jVypspHERERFRmXb16FS+//DKqVauGSpUq4dChQ46eUrFIkmT0w8vLC/Xr18eQIUNw4MABR0+1TGMATURERGVWv379sHHjRqSmpuLu3bvIyspy9JQUnTx5EpIkYd68eTZfIysrC3///TdWrFiBDh06YOjQocjNzVVxlqTFAJqIiIjKpNu3b+OPP/4AACxZsgQajQadO3d27KSMiI6Otnq8EEL+KCgoQGpqKn799Ve88MILAICvv/4ar7/+OtgzT30MoImIiKhMun37tvx42LBh8PLyctxkjBBC4H//+x8WLVpUrOtIkoSAgAB0794dmzdvxoIFCwAAGzZswHfffafGVEkHA2giIiIq81xcSlfIs3r1aoSHh6NRo0bo168fCgoKVL3+2LFj8fjjjwMAZs6cyVVolZWuf01lnLaMndKHsZIqREREpO/q1asYNWoU6tWrB09PT9StWxdPP/00du3aJY+pW7cuHnzwQflz7Ua7vXv36l3r+vXreP/999G4cWN4eXmhZs2a6N69OzZt2qQY1K5cuRKSJGHUqFEQQmD+/PmoXbs2JEnSu5ePjw8AIDY2Fu3atYO7uztWrlwpj/nmm2+watUqnD9/XqWvij5JkvD+++8DAE6dOoVjx44ZjLl9+zZmzJiBHj16oGbNmqhYsSKaNm2KiRMn4saNG3pj58+fD0mSULduXYPrXLt2Tf76PvHEEwbH9+7dKx9PTEwEAISHh0OSJGzYsAH5+fn45JNP8PDDD8PLywu1atVCr169FOdcXFFRUUZjMWvK2EFQiQsODhYARHBwsKOnQkREpOdezj3x8MqHxcMrHxb3cu45ejpm7d27V/j4+AgAih+TJk0SQghRp04dxeN79uyRr/XHH38If39/o9fq06ePyM7O1rt/dHS0ACBGjhwpZs+erTdeC4CoWLGiOHXqlKhcubJ8PDo6Wh7z999/i/j4ePnjscceEwDE3LlzTb5+pWsZk5ubK7y8vAQA8fnnn+sdO3v2rKhdu7bR1161alVx5MgRefzx48flY4mJiXrX+vbbb+VjFStWFLm5uXrHp0+fLgCIRo0ayc8NGjRIABBr1qwRL7zwguIcXF1dxR9//GH2darFmniNK9BERETkFO7du4d+/frh7t27aNGiBX777Tfcvn0b58+fx9tvvw0AmDt3Lvbs2YNLly7Jq50A5M122k2EmZmZePnll3Hr1i00btwY27ZtQ2pqKs6cOYPJkyfDxcUFGzduxMSJExXnsmPHDkyePBlDhgzBwYMHkZqaqnc8JydHXtndsmULLl68iIEDB8rHH3zwQTz88MPyR8WKFVX+agEVKlRArVq1ABRW+dDKzs5G7969cfXqVVSqVAlff/01Ll++jOTkZGzYsAHVq1dHamoqXnzxRaSnpwMAmjdvjsDAQABATEyM3n32798vP753757ByrF2fI8ePQzm+Nlnn+GHH37AjBkzcO7cOdy8eRPr1q2Dv78/8vPz8cEHH6jwlVAfG6kQERE5GSEEMvMyjR43dczU2JtZNy0+16uC6Q15XhW89NIa1PDZZ58hJSUF9erVw759+1CpUiUAgJ+fHxYvXoyUlBR8//33WLNmDbp06WL2WklJSahbty6OHDkip1wEBARg1qxZePDBB/Hmm29i8eLFePfdd/XSQQDg77//xuTJkzFr1izF6+fm5sLd3R1Hjx6Fp6enCq/eNrVq1cL58+eRlpYmP7dhwwYkJCRAkiTs2bMHjz76qHysX79+aNOmDZo0aYKkpCR8/fXXGDduHCRJwpNPPonVq1dj7969GDRokHyONoAODQ3FwYMHsW/fPjn/OicnR66E8tRTTxnMLy4uDsuWLcPQoUPl51599VXcuXMHw4cPx59//qnuF0QlDKCJiIicTGZeJtqsa6P6dZ/e9LRq14p9LRbebt6qXQ8Ali9fDqBwg5w2eNaSJAnDhw/HqVOn8O+//5q91rJlywAUbrDTBs+63njjDXz++eeIj4/HL7/8gmHDhukdd3Nzw3vvvWfyHmPGjHFo8AwA1atXBwBkZGTIz+3YsQMA0Lt3b73gWatu3bp44403sGTJEmzfvh3jxo0DUBgAawNorYyMDJw4cQK1a9fGwIED5QB67NixAIA///wTmZmZ8PDwQFhYmMG96tWrh8GDBxs837FjRwDA3bt3bXzlJYspHERERFTqZWVl4cqVKwCA7t27K47p3r07zp49i+3bt5u91uXLlwEAXbt2VRwjSRJCQ0MBAEeOHDE4XqtWLQQEBJi8T4sWLUwetwftZkDdPzguXLgAAIob/rS0X+O///7b4LlLly7JX79Dhw6hoKAAHTp0kAPkffv2yVU/tOkbYWFh8PY2/IOqbdu2qFDBcD1XaWxpwhVoIiIiJ+NVwQuxr8UaPW5tCod25XlH7x1mUzN051Cc49ZKTEyUg7LatWsX61oXL16UrxUcHGx2/K1btwye0+YDm2LJmJJ29epVANAL9i9evAgAqFOnjtHztMeuXr2KnJwcuLu7IzAwEI888giOHTuGmJgYvP7663L6RocOHdC4cWNUq1YNN27cwJkzZxASEoLff/8dgHL6hrk5lGYMoImIiJyMJEkm0yOsSZ3Q5Grkx1U8q6iedqEWjeb+PJVWLK2Rk5Nj1Xjd9ActDw8Ps+dZMqYk5efnIykpCQDQsmVLq87V1s0uKChAXl4e3N3dARQGwseOHcPevXsNAmhJktCpUyd8//332LdvHxo1aiQfV9pACEC+rrNhCgcRERGVevXr15cfa4NCNa6Vnp6u1xJb6eOXX34p1v0cZdOmTcjMLHw3on379vLz2tevTcNQoq1gEhwcrJdO8eSTTwIorO2cm5uLQ4cOwc/PD02bNgUAvTSO48ePIyMjA7Vr10aTJk1UfGWOxwDajthIhYiIyDaVK1dG1apVAUBOCyjq+PHj8PHxQfXq1ZGbm2v0Wr6+vnJ6xalTp4yOO3fuHOLi4qxrsFFKiP+avACFJeh0V6C1AfRvv/1m9HxtU5qGDRvqPR8aGgpvb28kJibihx9+gEajQWhoKFxdXQEAnTp1AlD4PdJ+n3r06KF6RRZbqdVIhQG0HQUGBiIhIUHxY+TIkY6eHhERUanWr18/AMC8efP0Ujq0VqxYgXv37qFFixZwc3Mzea2nny7M+542bZpim+vk5GS0atUKjz/+OJKTk1WYvX198skn8ubHqVOn6gWw2tf+/fff4+jRowbnXrx4EV9//TUAoG/fvnrHPDw85BKBs2fPBlCYvqHVrFkz+Pv74+rVq1i9ejUA4/nPjjBy5EijsZg1OesMoImIiMgpTJ06FZUqVcJff/2Fjh07Ys+ePUhPT0dSUhKmT5+OL774AgDwzjvvmL3Whx9+CG9vb/z66694+umnceDAAaSnp+PWrVvYunUrOnXqhHv37qFLly545JFHSvqlFZsQArdu3cKuXbvQu3dvjB8/HgDQv39/9O7dW2/sK6+8gsaNG8uNZaKjo3H16lX8888/WL9+Pdq2bYvs7Gw0btxYrz6zljYg1jZM0Q2gXVxc5BJ0x44dg6urK7p161Yir9mRuImQiIiInEL16tWxcuVKvPrqqzh69KhiCbr3338fzz//vNlrNWzYEBs2bEDfvn2xc+dO7Ny502BMs2bNsHHjRlXmrrbBgwcr1k/WNXToUCxZssQgfcLT0xObN2/GE088gaSkJLzxxhsG51atWhVr1qxR3LCpzYMGCutha5umaHXq1Ak//PADAKBdu3aoXLmypS/LaTCAJiIiIqfRu3dvnDx5EosWLcKff/6JU6dOoXr16mjatCnGjx+v2KzDmJ49e+L06dPytU6ePAlvb280aNAAAwcORHh4uFNVifDw8EDNmjXRuXNnDBkyRG9luKjGjRvj5MmT+OKLL3DgwAGcPHkSeXl5aN68Odq2bYvRo0fLTViKeuihh1CnTh1cvnwZjz32GLy89EsW6n4PSlP6hpokoZT4Q6qqVasWrl27huDg4GLvHCYiIlKTJlcjdzUsie6BRM7CmniNOdBERERERFZgAE1EREREZAXmQBMREZVj3m7eiB8U7+hpEDkVrkATEREREVmBATQRERERkRUYQBMRERERWYEBNBERERGRFbiJ0I5SUlIQEhKieGzkyJEYOXKknWdEREREVH5ERUUhKipK8VhKSorF12EjFTtgIxUiIiKi0o2NVIiIiIiISggDaCIiIiIiKzCAJiIiIiKyAgNoIiIiIiIrMIAmIiIiIrICA2giIiIiIiswgCYiIiIisgIbqVgpPz8f//zzj+KxypUrw8fHx84zIiIiIiJ7YgBtpb/++gtNmzZVPLZ06VIMHz7czjMiIiIiIntiAG2lCxcuAACWLVuGmjVr6h1r1qyZI6ZERERERHbEANpKFy5cgIuLCwYNGgR3d3dHT4eIiIiI7KzcbyIUQmDFihVo27YtfH194evri7Zt22LFihUQQhiMv3DhAh588EG4u7tDo9EgKyvLAbMmIiIiIkcpswF0q1at0LhxY5NjhBAYOHAghgwZgtjYWGRkZCAjIwOxsbEYMmQIBgwYYBBEa1egw8LCULFiRfj4+KB169Y4dOhQSb4cIiIiIiolymQAfeLECRw7dszsuKVLl2Lt2rUAgIiICJw7dw7nzp1DREQEAGDdunVYsmSJ3jkXLlzA+fPnUaNGDaxatQoff/wxkpOT0aFDB5w4cUL9F0NEREREpYoklPIUnFhiYiJ69uyJ06dPo1GjRjh79qziuJycHDz44INITk7GhAkT8PHHH+sdnzBhAubPn4+goCBcunQJbm5uEEJg/PjxaNCgAYYPHw5JkgAA165dw0MPPYTOnTtj+/btBveqVasWrl27huDgYCQlJan/oomIiIioWKyJ18pEAH3q1CksX74c8fHxiImJQUFBAQCYDKB3796Nbt26wcXFBTdu3ECVKlX0jqelpaF69eooKCjA3r17ERYWZnIOr776Kn777TfcuHHD4BgDaCIiIqLSzZp4rUykcMTFxWHRokXYs2ePHDybExMTAwAIDQ01CJ4BICAgAO3atdMba0rt2rVx69Yt5OXlWTFzIiIiInI2ZSKA7tWrF+Lj4+WPmTNnmj3n2rVrAIA2bdoYHdO6dWu9sYcPH8Zzzz2HP//802DslStX0KBBA1SowMqARERERGVZmYj2/P394e/vL38eFxdn9pyUlBQAUFx91goICAAAXL9+HQDQuHFj/Prrr3B1dcWWLVvkHOjz589j69atePvtt21+DURERETkHMpEAG0LbQCtG3gXpQ2utWN9fX0RERGByZMno2vXrnjqqaeQkpKC6OhoBAYGYurUqSU/cSIiIiJyqHIbQN+6dQsA4OPjY3SM9lhqaqr83AcffICAgABERUVh5syZqFmzJvr164d58+bBz8/P5D2FELhz547Nc/bw8ICHh4fN5xMRERGVVdnZ2cjOzrb5fGvqapTbAFq78pyRkWF0THp6OgDoBcYuLi4YNmwYhg0bZvU9k5OTzQbZpkRERGDatGk2n09ERERUVs2dOxfTp0+3y73KbQBdo0YNAPdXopVoj2nHFldQUBDOnDlj8/lcfSYiIiJSNmnSJIwdO9bm85s0aYLk5GSLxpbbADowMBBAYb1nY27evAkAqFmzpir3lCQJvr6+qlyLiIiIiO4rbqqrtjiEJcptAB0cHAwAOHTokNExsbGxAApXjtWQkpKCkJAQxWMjR47EyJEjVbkPERERERmKiopCVFSU4jFt0QhLlNsAWttZ8NChQ0hLS5NL1mmlpaXJAXSXLl1UuWdgYCASEhJUuRYRERERWcfUgqW2E6ElykQjFVu0b98eQUFBEEJg7ty5BscjIyNRUFCA4OBghIaGOmCGRERERFQaldsVaHd3d0yZMgUjRozAwoUL4evriwEDBiAvLw/r169HZGQkAGDq1Klwc3Nz8GyJiIiIqLQotwE0AAwbNgz79+/H2rVrERERgYiICL3j4eHhGDp0qGr3Yw40ERERkeMwB1oFkiRh9erV6NKlC5YtWybnJzdt2hQjRozA66+/btWOTHOYA01ERETkOGrlQEvCmrYrZBPtNyQ4OBhJSUmOng4RERERFWFNvFZuNxESEREREdmCATQRERERkRXKdQ60vXETIREREZHjqLWJkDnQdsAcaCIiIqLSjTnQREREREQlhAE0EREREZEVGEATEREREVmBmwjtiJsIiYiIiByHmwidCDcREhEREZVu3ERIRERERFRCmMJBpYMQQK7G+HE3b0CS7DcfIiIiIiMYQFPpkKsB5gQZPz7+AuDubfg8A2siIiKyMwbQdsRNhDC+0pxjYvUZABY0UH7+w2TAvWLx50VERERlHjcROhFuItSRc8/0SjNwf7U5R2M8cC46tiiuTBMREZEVrInXuAJNpY+7d+Gqspt34QpzUbqBNVemiYiIyM4YQJPjmFo9BgpXkBkEExERUSnDAJocR7vSDEAIgczc/MLntf/V4eXmCkmbkmHJyjQRERFRCWEATaVCZm4+QqbuNHo87qPu8HZ31XnGA0CRwFqX0qZE5kUTERGRChhAk1N4bNZvis8nzHgK3u4K/4yVVqKZF01EREQqYABNdiWEgHYNWJOTByDvv8f30za0q82anHyjgTMRERGRozCAtiPWgS5M1dBuG3x01m/IhKfBGG93V3i7V4CXmysSZjxlcFw3sNYNvCHcgfFXAOikdjAvmoiIiP6jVh1oBtB2FBgYiISEBEdPwz6MNUwx1a67CEmSlNMzdFiV2mGsWQtzo4mIiMoFUwuW2jrQlmAATSXDSGtu3aJ1+yZ0gbePr8EYLzdXg+dUwZrRREREpAIG0OQw2lQNa1mS2kFERERUUhhAU8nTaZiiycnDo/8FuX+63V+PFkIgMy/T6CW8KnjJ5eosSe2Qc6OV8qIB5kYTERGRzRhAU8nTaZgC5N3fOKiTd5yZl4k269oYvcTevnvhVcHL4HndwFqX0kq00ZJ3RERERFZgNEFOofP/Ois+H/taLLzdFNqBW4NNV4iIiMgKDKCpRBir93wvOw+QcgAUrjpDcr3/+D/a1ebMvEyjgbMSpdxoi/Ki2XSFiIiIrMAAmkqE0XrPUg4qNZ4KAOj83VTFc70qeMHbzRteFbwQ+1qs4bV1AmuDvGnp/jWKpnbo1YzOyUMx162JiIionGIAbUdspGIdSZLMpmdYk9qhvxIt4IUVAIA/P+pemBvNjYVERERlGhupOKFy1UhFh26958y8THnlec/LexQDZKXNguqT7q+Ku1cEuLmQiIiozGMjFXIaevWepftNUrzdvG3aAGhJaoc81taa0exaSEREREYwgCanY0lqh15utIm8aKPYtZCIiIiMYABNZZJSbrSxknfy5kJuLCQiIiILMICmcu9+KofCxkKAmwuJiIhIDwNoKjOUcqOtqyXNjYVERERkHiMEKhFCCGj+yzfOzMsEct3uPy4hluRGa9ncdIWbC4mIiMo9BtBUIrLys9C5bu3CT7Y+4djJ/MeapitGcXMhERFRuccAmsoNa5qusGshERERGcMAmkrcjmd/RBW/6gbP26dhim3Mdi0EuLmQiIionGIATcUnBJBbJDdY53OvCp42NUxRgzVNV4zj5kIiIiK6j5EAFV+uBpgTpPeUlyQB2hxoByruxkKgGJsLubGQiIioTGIAbUcpKSkICQlRPGaqN7sz8hYCXgUFyHRxcfRUzCp210JAOZWDGwuJiIhKlaioKERFRSkeS0lJsfg6DKDtKDAwEAkJCY6eRskafwFw90aaJgOZ2uobDkrfsJRNXQsBbi4kIiJyMqYWLGvVqoVr165ZdB0G0KQud+/CVde8gvvPlaE0BrObC7mxkIiIqMxjAE3lUvG7FgLcXEhERFQ+8Tc+lUt22VzIroVERERlEgNoKjYhhHbvHTQ5eQDy9HOFnRC7FhIREZExDKCp2DJz8+XNdI/O+q0wrUHKQaXGDp1WsVjTtRDQ2VzIjYVERERlHgNoIhXcT+Vg10IiIqKyjgE0qWrfhC7w9vEt3JD33VQAgGeF0l8LGmDXQiIiIrIMf7sXU0JCAlq0aIHNmzfjueeec/R0HM7b3bVw1VVylZ+zqiGJA1mzsRBQ3lxoUddCIiIicmoMoItBCIF33nkHeXl5jp4K2YkqmwtZnYOIiMipMYAuhu+++w67d+929DTIjqzdXKiI1TmIiIicmnMkp5ZCd+/exbhx49CsWTNHT4VKKU1OPjQ5efIHERERlQ1cgbbR7NmzkZmZic8//xwvvfSSo6dDJcjWzYVm234DrM5BRETkhMr9CrQQAitWrEDbtm3h6+sLX19ftG3bFitWrIAQQvGcc+fOYeHChZg9ezaqVKli5xmXPkIIaCQJGklCZl4mNLkaw1xhJ6bdXFj0w6uClzVXQSY8Cyt0uFfU+WDVaCIiImdTZlegW7VqBY1Gg7NnzxodI4TAwIEDsXbtWr3nY2NjERsbi127dmHNmjV6m8O0GwcffvhhvPnmm9i3b1+JvQZnkZWfhc51axd+svUJx07GwWxu+w0oby7kxkIiIqJSp0wG0CdOnMCxY8fQqFEjk+OWLl0qB88RERHo378/AGDt2rWYPn061q1bh9DQUIwcOVI+Z8uWLfjll19w4MABuLq6Kl6Xyh+9FXdbKnMAyqkc3FhIRERU6pS5ADoxMVEOhE3JycnB7NmzAQATJkzAtGnT5GPTpk2DRqPB/PnzMWfOHLz11ltwc3ODRqPBe++9h4EDByI0NLSkXoJT2/Hsj6jiV13vOetSHZyTUi602bbfAFt/ExEROaEyEUCfOnUKy5cvR3x8PGJiYlBQUGD2nP379yM5ORkuLi6YOHGiwfGJEydi4cKFSE5OxsGDBxEWFobFixfjn3/+wTvvvIOkpCQAwI0bNwAAqampSEpKQmBgINzc3NR9gU7Eq4KnVc1IyiOzmwu5sZCIiKhUKxMBdFxcHBYtWmTVOTExMQCA0NBQxY2AAQEBaNeuHQ4cOICYmBiEhYUhOTkZOTk5aN26tcH4wYMHAwDi4+Px8MMP2/AqyNkoVeewru03wNbfREREzqdM/Lbu1asX4uPj5c+3bNmCKVOmmDzn2rVrAIA2bdoYHdO6dWscOHBAHjt06FB0795db0x8fDw+/PBDTJkyBa1bt8YDDzxg68sgJ2NN62+bNxeyayEREVGpUyYCaH9/f/j7+8ufx8XFmT0nJSUFAEyWoQsICAAAXL9+HQDQtGlTNG3aVG+Mj48PgMJg+7nnnrNu4lSmqdL2m10LiYiISp0yEUDbQhtA6wbeRWmDa+3Y4hJC4M6dOzaf7+HhAQ8PD1XmQiXP2rbf8uZCbiwkIiKyWnZ2NrKzs20+31j/DyXlNoC+desWgPsryEq0x1JTU42O6dy5s8Vf8OTkZPj5+VkxS30RERF61UKobLmfysGuhURERNaaO3cupk+fbpd7ldsAWrvynJGRYXRMeno6ABQr6NUVFBSEM2fO2Hw+V59LP1vbfuvjxkIiIiJrTZo0CWPHjrX5/CZNmiA5OdmiseX2N3ONGjUA3F+JVqI9ph1bXJIkwdfXV5VrUelkzcZCQHlzoUVdC4mIiEhPcVNdrWl+Vm4D6MDAQABAWlqa0TE3b94EANSsWVOVe6akpCAkJETx2MiRI/U6HlL5IEnS/RQNa7A6BxERkdWioqIQFRWleMyaPW/lNoAODg4GABw6dMjomNjYwrfig4KCVLlnYGAgEhISVLkWOS+D6hz/YXUOIiKikmVqwbJWrVpy6WJzym0AHRYWBqAwgE5LS5NL1mmlpaXJAXSXLl3sPj8qu6ypzsG230RERKVPuQ2g27dvj6CgICQnJ2Pu3LlYsGCB3vHIyEgUFBQgODgYoaGhDpollXdm234DrM5BRERkZ+U2gHZ3d8eUKVMwYsQILFy4EL6+vhgwYADy8vKwfv16REZGAgCmTp0KNzc3Ve7JHOjyi9U5iIiIHI850CoYNmwY9u/fj7Vr1yIiIgIRERF6x8PDwzF06FDV7scc6PLLLm2/AeXNhdxYSEREBIA50KqQJAmrV69Gly5dsGzZMjm4bdq0KUaMGIHXX3/dqpImRMWht7nQlrbfgHIqBzcWEhERqapMBtDh4eEIDw+3aKwkSRgyZAiGDBlSspMiMkMplcNs22+AmwuJiIjsrEwG0KUVc6BJLWY3F3JjIRERkQHmQDsh5kBTUUqbC63bWAhwcyEREZFlmANNVAbYZXMhuxYSERGpigE0USlm0LXQls2F7FpIRESkKgbQRKWYNV0LAZ3NhdxYSEREVGIYQNuR028iFALIVUgHUHqOHOJ+Kge7FhIRERXFTYROyOk3EeZqgDlBBk97AcCDD9h9OmUVuxYSERGVDG4ipNKDG9FUZc3GQkB5cyG7FhIREZUcBtBkm/EXAPfCIC9TkwFsfaLweSsCP1KHJEn3UzSswa6FRERENmEATbZx974faOUV3H+eq5d2YVCd4z9K1TnYtZCIiEhdDKCJnJA11TnYtZCIiEhdDKDtyOmrcFAZwM2FRERUfrEKhxNy9iocQghtHw9ocvIA5P33ON/oOaQea6pzsGshERGRIVbhILvLzM2X82cfnfXb/ZVMKQeVGjtsWuWGNdU5VN1YCHBzIRERkQ4G0ERliNLmQmNtv9m1kIiIyDYMoMkm+yZ0gbePL4D/Ugi+mwoA8Kzg4shplXtKmwuNtf1m10IiIiLbMIAmm3i7u94PtCRX+XmllU4q7bixkIiIyBr8TUnk5JQ2Fxpr+61q10KAmwuJiKhcYgBN5OS4uZCIiMi+GEDbEetAkyOwayEREVEh1oF2Qs5eB5qck6pdCwFuLiQiIqfFOtBEVMIs2FyolBvNvGgiIirjGECTxYQQ0PwXGGXmZQK5bvcfU6lil66FgPJKNPOiiYiojGMATRbLys9C57q1Cz/Z+oRjJ0Mm2WVjIRERUTnF35pE5ZRNXQsBQLgD468UjndzLRzPvGgiIipHGECTTXY8+yOq+FU3eN6rgpcDZkO2sK1rob6EGU8Zrl6zZjQREZVxDKDJJl4VPC1OEaByhjWjiYiojGMATVSOFLdrIWDh5kIiIqIyjAG0HbGRCjlaiW0udPMuXGEuirnRRERUirCRihNiIxUq7azpWggU2VwIj8Kx2o2FREREpQwbqRCR6qzpWggoby5U3FgIcHMhERGVGQygicg+uLmQiIjKCAbQROWcNV0LAeXNhdxYSERE5QkDaKJyzpqNhfJ4E5sLzTZdAbi5kIiInBoDaCIyy5rNhVY1XQGUc6OZF01ERKUYA2giMsvazYVWUVqJZl40ERGVYgygiajY2HSFiIjKEwbQRKTIms2FljRdMZsbzbxoIiJyEgygiUiRJZsLlXKjjTVdsSo3mjWjiYioFGMATUQ2U8qNLrG8aIC50UREVCowgCaiEsPcaCIiKosYQNtRSkoKQkJCFI+Z6s1OVJoo5UYba7piVW40a0YTEVEJi4qKQlRUlOKxlJQUi6/DANqOAgMDkZCQ4OhpEBWLudxoa2pGA8q50VbVjAaYG01ERBYxtWBZq1YtXLt2zaLrMIAmIlXZvWY0wNxoIiKyKwbQRGR3SrnRzIsmIiJnwQCaiIrNmprRgGW50TI378IV5qKYG01ERA7CAJqIis2SmtHW0Gu6AgDwAFBkc6Eupdxo5kUTEVEJYQBNRHZhzeZCq5quAMor0cyLJiKiEsIAmojsokQ3FxIREdkRA2giKhUsabqil9qhVDeaedFERGQHDKCtJITAunXr8Omnn+Ls2bOoWrUqunXrhjlz5iAwMNDR0yMqVazZXGjJxkKrUjtYM5qIiEoIA2grffPNNxg6dCjat2+PSZMm4Z9//sHXX3+N2NhYHD16FO7u7o6eIlGpYcnmQqXcaGNNV6zCmtFERFRCGEBbaebMmXjssccQExMDV1dXAED79u3x2muv4YcffkCfPn0cPEMi56KUG62bF21JagcREZE9MYC2Qnp6Oq5cuYLhw4fLwTMAPPvsswDANt1EJcCS1A45N1opLxpgbjQREamKAbQVhBBYunQpOnXqpPf8rVu3AAD16tVzxLSInI5SbrSxpiuWUFqJNlryjjWjiYiomMp9AC2EQHR0NJYtWyavIIeEhOCtt97C4MGD9fIwK1eujOHDhwMA8vLycPHiRSQmJmLOnDmoXLkyunfv7pDXQORszOVGW1Mz2mqsGU1ERMVUZgPoVq1aQaPR4OzZs0bHCCEwcOBArF27Vu/52NhYxMbGYteuXVizZo3iL+x///0XjRs3BgC4uLjghx9+QI0aNdR9EUTllCU1o5Vyo23Oi2bFDiIiskKZDKBPnDiBY8eOoVGjRibHLV26VA6eIyIi0L9/fwDA2rVrMX36dKxbtw6hoaEYOXKkwbkBAQHYunUrkpKS8OWXX6J379745ZdfEBYWpv4LIiID5nKjraoZzYodRERkhTIXQCcmJsqBsCk5OTmYPXs2AGDChAmYNm2afGzatGnQaDSYP38+5syZg7feegtubm5653t5eeH5558HAAwYMAANGzbEjBkzsGvXLvVeDFE5Yk3NaEtY3Q6ciIjIQmXit8ipU6ewfPlyxMfHIyYmBgUFBWbP2b9/P5KTk+Hi4oKJEycaHJ84cSIWLlyI5ORkHDx4EGFhYTh//jx27dqFl156CdWqVZPH+vr6on379jhy5Iiqr4uoPLG1ZjRgY260m3fhCnNRrNhBRERmlIkAOi4uDosWLbLqnJiYGABAaGgoqlSpYnA8ICAA7dq1w4EDBxATE4OwsDBcvXoVI0aMQN26ddGjRw+98bdv30ZQUJDtL4KIzDKXG21VzWhJMp+ewdxoIiJSUCYC6F69eiE+Pl7+fMuWLZgyZYrJc65duwYAaNOmjdExrVu3xoEDB+SxjRs3houLC9asWYOnnnpKXvFKSEjAvn378O677xb3pRBRMVhVM1qHXs1oXcyNJiIiBWUigPb394e/v7/8eVxcnNlzUlJSAEBx9VkrICAAAHD9+nUAQFBQEIYOHYqvvvoKaWlp6NSpE65fv44VK1agRo0aZoN2IrKePXKjmRdNRETWKLe/MbQBtG7gXZQ2uNaOBYBFixahdu3aWLduHWbOnIlatWrh1VdfxezZs1G5cmWT9xRC4M6dOzbP2cPDAx4eHjafT+SMbM2NtrlmtCW50WzGQkRU6mRnZyM7O9vm84UQFo8ttwG0tnugj4+P0THaY6mpqfJz7u7umDx5MiZPnmz1PZOTk+Hn52f1eVoRERF61UKIqJDSSrQ1NaMN0zo85PMsTu1gWgcRkUPNnTsX06dPt8u9ym0ArV15zsjIMDomPT0dAIoV9OoKCgrCmTNnbD6fq89EtjGXG82Sd0REzm/SpEkYO3aszec3adIEyckK70AqKLe/GbRdA7Ur0Uq0x9TqMChJEnx9fVW5FlF5p5QbbWtetEWUUjvMpXVoz2NqBxFRiStuqqs1aX/lNoAODAwEAKSlpRkdc/PmTQBAzZo1VblnSkoKQkJCFI+NHDlSseMhESkzlxttrma0JSXvrErtYMUOIqJSLyoqClFRUYrHdPe8mVNuA+jg4GAAwKFDh4yOiY0tXN1Sq75zYGAgEhISVLkWEZlmrma0JSXvmNpBRFS2mFqwrFWrlly62Jxy+xsgLCwMQGEAnZaWJpes00pLS5MD6C5duth9fkTkBNjNkIioXCq3AXT79u0RFBSE5ORkzJ07FwsWLNA7HhkZiYKCAgQHByM0NNRBsyQia6hRM5rdDImIyJxyG0C7u7tjypQpGDFiBBYuXAhfX18MGDAAeXl5WL9+PSIjIwEAU6dOhZubmyr3ZA40UclSo2Y0uxkSEZVdzIFWwbBhw7B//36sXbsWERERiIiI0DseHh6OoUOHqnY/5kATOZ65mtGWYDdDIiLnxBxoFUiShNWrV6NLly5YtmyZHNw2bdoUI0aMwOuvv25bJzMicirmKnZYjd0MiYjKNElY07eQbKL9iyY4OBhJSUmOno7N0m7/i85bnwAA7O31KwIqq1Mfm6ikCSEMgmRL8qJ1V6aFEMjM1U/d0M2LjvuoO7zdXQ2uoZfakXMPmGOiqg/TOoiIHMaaeK1cr0DbG3OgiRzDktxoi67BboZERE6NOdBOiDnQRKWHGhU7rMZuhkREDsUcaCKiYrC1YgfAboZEROUdA2giIiPYzZCIiJTwpzcRkSPZWrFDey5TO4iI7I4BtB1xEyFR6WdJbrS5ZizWp3aYSOsAmNpBRKQSbiJ0QtxESFT6WZIbba4Zi62pHUzrICIqWdxESERUlrEZCxFRqcUAmojIAkqpHdaWvFNK7bC5YgegnNrBtA4iohLHAJqIyALmUjssaQfOZixERGUDfyITEanAXMk71bAZCxGRwzGAtiNW4SCiotiMhYjIfliFwwmxCgdR2WJryTvtuZIksRkLEZEdsQoHEZGD2VryDlA5tYMVO4iI7IoBNBkSAshV+GWr9BwRlQhLUjtkkmQ+PYMVO4iIVMMAmgzlaoA5QQZPe0kSULe2AyZE5FzU6GZoSWqHYW60iZJ3RESkGgbQREQqU6OboSXMdjNkxQ4iohLBAJpMG38BcC/8hZ6pyQC2PlH4vJpluYhINazYQURU8hhAk2nu3vd/keYV3H+eq1NEVjPXzdCSZizmuhmyYgcRUcnjT1M7Yh1oovLNXGqHJRU7LMmNNsnWih3ac/nHMxE5MdaBdkKsA01EJcEuFTsApnYQkdNjHWgqMUIIaNeYNDl5APL+e2y445+IisdezVhYsYOISD0MoMlAZm4+tG8yPzrrN2TCs/ATKQeVGjtsWkRlkr2asdhUsQNgMxYiIgUMoImIyimrKnYAbMZCRPQfBtBk0r4JXeDt4wvgv7eUv5sKAPCs4OLIaRGVeWo0Y2HFDiKiksGfkGSSt7vr/V+kkqv8PPMmiUqWGs1Yil2xA2AzFiIiBQygiYjKEasqdgDmq3awYgcRlUMMoImInEhxm7HYWrEDYNUOIiItBtB2xEYqRFRcajRjMcdsbjSbsRCRk2IjFSfERipEVCawGQsROSk2UiEiIgCWVewwew0LcqPZjIWIqBADaDIghIDmv1+ImXmZQK7b/cdEVOpYUrHDXMk7S3Kj2YyFiKgQA2gykJWfhc51axd+svUJx06GiFRhruSdKmxN7WBaBxE5GQbQRETllLmKHYD5Ziys2EFE5REDaDJpx7M/oopfdYPnvSp4OWA2RGQNcyXvLKnYYS61w6JuhuaasRARORkG0GSSVwVPdd/iJSK7sSQ32k4TMZ2iwZJ3RORkGEATEZUjjqzYoT3XILWDJe+IyMkwgCYiKkdsrdgBWNfN0KLUDiIiJ8WfYkREpEeNbobGyCvTwh0YfwVAkVVpdjMkIifAAJqIiFRhSWqH2VrSupjaQUSlFANoIiKyKDdajWYsqmAzFiJyMAbQdpSSkoKQkBDFY6Z6sxMRlTRLcqNtbcZirpa0Hku6GbIZCxHZKCoqClFRUYrHUlJSLL4OA2g7CgwMREJCgqOnQURkV+ZWpg0rdngAYDMWIlKfqQXLWrVq4dq1axZdhwE0EREZZa4ZiyXdDM1hMxYicjYMoImIyChzqR0lWbGjyETYjIWISg0G0EREZHdsxkJEzowBNBERWcXWih3ac+3ajIUVO4ioBDCAJiIiq9hasQNQObWDFTuIyEEYQBMRkd2YqyVtfWoHK3YQkf0xgCYiIlVYktphrpa0rakdVlXs4IZDIiomBtA22L9/P6ZMmYKTJ0/C09MTHTp0QGRkJOrUqePoqREROYwlqR12mojpFA1uOCSiYmIAbaV9+/YhLCwMDRs2xKhRo3Dv3j2sWLECLVq0QHx8PGrXru3oKRIRlSrmaklbdA0z3QytqthBRFRMDKCtFBERgapVq+Lw4cPw8/MDAIwYMQLNmzfHhx9+iNWrVzt4hkREpYu5lWlLmrGYS+0wW7HDkg2HTO0gIgsxgLaCEAKxsbEYPHiwHDwDQP369fH8889j//79DpwdEZFzskvFDnNpHQBTO4jIYgygrXD79m1Uq1YNTZs2NTiWk5ODGzduOGBWRETlk63NWKxO62AtaSIqotwH0EIIREdHY9myZUhISAAAhISE4K233sLgwYP1fsj6+/vj0qVLBtdITU3Fb7/9hocffthe0yYicmqObMZitmIHwFrSRGRSmQ2gW7VqBY1Gg7NnzxodI4TAwIEDsXbtWr3nY2NjERsbi127dmHNmjUmVyqSk5Px5JNP4s6dO3jnnXdUmz8RUVlWapqxWJLaQURURJkMoE+cOIFjx46hUaNGJsctXbpUDp4jIiLQv39/AMDatWsxffp0rFu3DqGhoRg5cqTBuUIIrFixAuPHj8ft27cxYsQIvPbaa+q/GCIisooqFTvM1ZImonKtzAXQiYmJciBsSk5ODmbPng0AmDBhAqZNmyYfmzZtGjQaDebPn485c+bgrbfegpubm3w8LS0Nb7zxBn744QdUqlQJX375Jd566y2WSiIiKiZbUztUrdhReBHTK9Os2EFUrpWJAPrUqVNYvnw54uPjERMTg4KCArPn7N+/H8nJyXBxccHEiRMNjk+cOBELFy5EcnIyDh48iLCwMACFGwlDQ0Nx7tw5vPDCC4iKikJQUJDqr4mIqDyyNbVDjbQOq2pJs2IHUblWJgLouLg4LFq0yKpzYmJiAAChoaGoUqWKwfGAgAC0a9cOBw4cQExMjBxAv/322zh37hwmTpyIOXPmwMXFpfgvgIiISpQlFTssWpkmIkIZCaB79eqF+Ph4+fMtW7ZgypQpJs+5du0aAKBNmzZGx7Ru3RoHDhyQx968eRMbN27Ek08+iXnz5qkwcyIisoS5boZqVOwwi81YiOg/ZSKA9vf3h7+/v/x5XFyc2XNSUlIAQHH1WSsgIAAAcP36dQDA8ePHkZubiypVqmDx4sWK54waNcrieRMRkWXMpXbYWrHD+lrSHvJ5ivtejKV2jL8AuBeZB4NqIqdVJgJoW2gDaN3AuyhtcK0dm5qaCgDYsGEDNmzYoHiOqQBaCIE7d+7YNF8A8PDwgIeHh83nExGRPlVqSVuCtaSJSlx2djays7NtPl8IYfHYchtA37p1CwDg4+NjdIz2mDZw7tu3L/r27WvzPZOTk/VagFsrIiJCr1oIEVF5pkbFDlVYktpBRCVu7ty5mD59ul3uVW4DaO3Kc0ZGhtEx6enpAFCsoFdXUFAQzpw5Y/P5XH0mIrqvJCt2mKslXWQiyivJrCVNZFeTJk3C2LFjbT6/SZMmSE5W+GNYQbkNoGvUqAHg/kq0Eu0x7djikiQJvr6+qlyLiIhKjrnUDotK3rHLIZFdFTfV1Zp3psptAB0YGAigsCmKMTdv3gQA1KxZU5V7pqSkICQkRPHYyJEjFTseEhGRdYpbscMSqpS8Y8UOIruLiopCVFSU4jHtnjdLlNsAOjg4GABw6NAho2NiYwt/AKvVKCUwMBAJCQmqXIuIiJSVVMUOS6jSjEWpYgfAwJpIBaYWLGvVqiWXLjan3AbQ2sYohw4dQlpamlyyTistLU0OoLt06WL3+RERkX2ZW5m2WzMWdjkkKvXKbQDdvn17BAUFITk5GXPnzsWCBQv0jkdGRqKgoADBwcEIDQ110CyJiEgNllTsMLcyXZxmLPLKtHAHxl8pnJPuqjQ3FxI5lXIbQLu7u2PKlCkYMWIEFi5cCF9fXwwYMAB5eXlYv349IiMjAQBTp06Fm5ubKvdkDjQRkWNYUrHDVrauTOutSrMUHpFdMAdaBcOGDcP+/fuxdu1aREREICIiQu94eHg4hg4dqtr9mANNRFS6qFFLWpU24ZZU7FDadMi8aCKrMAdaBZIkYfXq1ejSpQuWLVsmB7dNmzbFiBEj8Prrr6tbbJ+IiEqVUlNL2hLsZkhUapTJADo8PBzh4eEWjZUkCUOGDMGQIUNKdlJERFSuqLIyTUSlEv/PtiPmQBMROQdztaTVYKzknR6lTYfMiyayGXOgnRBzoImInIO51I6SbMZijNlSeEIAuUaaswDMlyYCc6CJiIgcpiSbsVhFd2OhuZVp5ksTqYYBNBERkUpsbcZijNlNh0zlIHIIBtBEREQWKE4zlr1998KrglfhJ9L961lT6UnOmc7Jg9k1bm07cN1VaaUyeABTO4hswADajriJkIjIeRWnGYutpfB03V+JFvDCCgDAnx91V86LVgqK2SKciJsInRE3ERIRlT2WrEyrS0ImPAsfulcEWCqPyGLcREhERFQKGFuZVqMUXrGbsbBFOFGJYABNRERUAoqT8qF3jeKsMNvaIhxgbjSRCQygiYiIygAhBDJzjTdnkRuxFMXcaCKrMYAmIiJyAGMl74xRqtqh283QXGqH2UYsRGQx/p9kR6zCQUREWtZuMFSq2mFtN0MZc6OpnGIVDifEKhxERGQPcR91h7e7q96qdNrdHIRE7vzveDd4u3sAMJHacTcVWBRU+FhbV5p50eTkWIWDiIjIyRgreWeMUtUOS7oZKgXFHSP3yI8fm7VLfmw0tWNR8/uPtavS2kC6KAbWVM4wgCYiIrKT4lTm0MuZtrGbYbFxwyERAAbQRERETsGWbobGVquNbjhUyo1mXjSRAQbQREREZZQldaTN5kbrBtW6wfS7J/XTPIjKEQbQREREpZQa3QzNMZsbrduMxb0iMC298HHOPeULCgHkGmnOAjBfmsoEBtB2xDJ2RERkDTW6GdpdrgaYE2T8OPOlyYFYxs4JsYwdERGVFCGEyeYsuhsOLcmN1m3SIl/DWMk73XbgxlqDE5UCLGNHRERUzukGzOZSO3Q3HFqSG620ydBoyTtzmwx186WV6ksDTO0gp8IAmoiIyEmpmQttCb0NhxPaoaq5E7TpGrr50kr1pXXHEjkBBtBERERlzN6+e+FVwUtvVdpYeoe51A7dtA69DYeRB+GFFQCAPyeEwntR48IDRVeVicogBtBEREROxJJuhkoNVoytVlub2nGfhEx4Fj70qXa/OocSpfrSgH5ZPGO500ztoFKIATQREZETsXdlDqubsSjRLYVnjLE8aqX24QyqycEYQBMREZVRxlarraklbd2q9H/VQHLzocnJk+tKFzZoKbyG0UoexigF1syXJgdjAE1ERFRGWbJabUlutDUyc/MRMnWn3nOKDVoAdjkkp8UAmoiIqByzJDfaHN3qHPsmdDE51rC+9H+twyt6Q9LmUQtRGFgzqKZSigG0HbETIRERlUW61Tl0H8d91B3e7q56+dLG8qb1Vqa1OdOWtA4nsgI7ETohdiIkIqLSwJLc6JtZN9FmXRsA98viWZvW4e3ualX+NFFJYydCIiIisokludFPb3pafqwNqnXTOoxV59Dl5eZqMFZ3c+G+CV30VqyJnAUDaCIiIrKI0qo0YH7DoW4lD2/3Crg071kAhcG0ll6Xw+JU7SCyAwbQREREBEA5tUM3rUNpVRqwbsOhMXpdDnWqdmjptg4Xd29AWhRU+EnRzocMtskOGEATERERAPs3abFGh8g9OPtf40NpUYv7B3TrRGvrQwsB5BrpbKjFYJuKgQE0ERERGaVGMxaj11ajy6GSXA0wJ8j0GDZjoWJgAE1ERERGWbsqLYRAZl6mXoBtLF/aWJdDpcBak52HJrNXAAD+/Kj7/fN0a0XfTQUWmQmctXTHMg2ErMQAmoiIiFSTmZcpbzTUsjZf2lhgnYn/cjjcKwJK5fGUGq3oNmDRfaw7VikNhMgEBtBERERULLrVOXb03mFyrNqtw83yqcpmLKQ6BtBERERULLrVOXQfa1M3dNM51GgdrsfNu3DVGNBP59CmZehe09hYtgknKzGAJiIiohLhVcGrRKp6aHLyizzjUXi/it6QtKvNSrQtwgHjbcKVcqOVAnOA+dLlGANoIiIispqx6hxFxxQdq7savaP3Dr0Va0sZq9CRMOOp4rcON5YbrfQc86XLLQbQdpSSkoKQkBDFY6Z6sxMREZU21lTn0B3r7eaN+EHxAACNTq1mW7scKhFCIDO3cJVat3U4OxxSVFQUoqKiFI+lpKRYfB1JCCHUmhQpq1WrFq5du4bg4GAkJSU5ejpmpd3+F523PgEA2NvrVwRUruHgGRERUVmkydUYVOwoShtMCyGQlVcAACjIr4DHZ+8GAOyb0EXuYqj72Jy4j7rD29218BOdxiteIhvSwoaFzyulcOjmS3MFukyxJl7jCjQRERGVWkqbDmNfi8Wlec8CKFxh1rI0eAbMpIEUzaM2li+tSxuEM1+6XGAATURERA5Rkl0OtWxdobaI7oZDpUoeuvnSuscZWDs9BtBERETkEMbyqLWBtSUbDnW7FirlO3u5ucqr1UIIxbE2B9a6AbO5Mnhs3FKmMIAmIiKiUkUbWBvbcGgw9r+Ngd7uFeRg2ZqxumkgaXdzEBK5E8D9IFwvMJ/QDlUtfSGsL11mMYAmIiIi+o/uSrQ2aNb1WORBeGEFAODPCaHwXtS48IBSWoYQbNxSRjGAJiIiIrKYhEx4Fj70qXZ/c6HiUAsat5BTYgBNRERE5Zq5PGpV8qWNydEAc/7biMh8aKfBAFol9+7dQ9WqVXHkyBE8/PDDjp4OERFRmaVm0xXAfB61sXxpVeRolB+zOkepxgBaJdHR0cjKynL0NIiIiMo83WocuuXuYl+Lhbebd2EnwrxMk9ewNdg2Rtv90FjnQ6MbEc21DmfJu1KJAXQx3Lt3Dz/++CN27dqFVatWOXo6RERE5ZruyrQ5umXxbF3F1q3YoZTaobQJEQA6RO7BWU+LbsGSd6UUA+hiSExMxKuvvuroaRAREZV5ljRdUaoTbYy5VWxL6AbM1uRFZ8EDTbIUKnmwOofTcHH0BJxZSEgIMjMzkZmZiWXLljl6OkRERGWWbm1o3Q/tyrExO3rvUHxsD3EfdUPCjKeQMOMpxH3UTX5+34SuyIRnYTUPbSWPaemA/wOFq8zjL9y/yLsn7z++mwpM8yv8uHujsJpHzr3CcnlkV1yB1iGEQHR0NJYtW4aEhAQAhUHyW2+9hcGDBxu8pePi4gJPz8L3YNzc3Ow+XyIiovJOd2VadzVam5bhVcFLbsYihFAca6zLoeL9zFTs0I4pGjNYtBFRW/bOWMk7djMsNcpFAN2qVStoNBqcPXvW6BghBAYOHIi1a9fqPR8bG4vY2Fjs2rULa9asUXXDARERERWPbjtw3c6F1oxV6nKouxFRKTAHgICKXiY7H9oNS+HZXZkPoE+cOIFjx46hUaNGJsctXbpUDp4jIiLQv39/AMDatWsxffp0rFu3DqGhoRg5cmSJz5mIiIgcw9xGRFvzpY1Rah0O6Kxiu3mb72aoVAqPFTtKVJkOoBMTE+VA2JScnBzMnj0bADBhwgRMmzZNPjZt2jRoNBrMnz8fc+bMwVtvvcV0DSIiojLKmo2IajDXOrwwqPYAAHi5CcghsbtO4K6U2sGV6BJV5jYRnjp1CqNHj0bXrl3RoEEDnD592uw5+/fvR3JyMlxcXDBx4kSD4xMnToSLiwuSk5Nx8ODBkpg2ERERlVKO3Ij42KxdCJm6EyFTdyJT8ry/4dC9eCvfVDxlbgU6Li4OixYtsuqcmJgYAEBoaCiqVKlicDwgIADt2rXDgQMHEBMTg7CwMFXmSkRERI5nrESe7nFT+dJW38/IRkSr2oQbS+0guyhzAXSvXr0QH39/A8GWLVswZcoUk+dcu3YNANCmjfGcp9atW+PAgQPyWCIiIiobdDcX2kq76dDYhkNLNiIKIZAw4ymjQbVhvrRCagfZRZkLoP39/eHv7y9/HhcXZ/aclJQUAFBcfdYKCAgAAFy/ft3muQkhcOfOHZvP9/DwgIeHh83nExERkXp0NxwqlcLT3XBo7HndjYiSJMmbCLW83O9n2xrLl06Y8RS8p6UXlrzTVuMwRndMGcuTzs7ORnZ2ts3nCyvqaZe5ANoW2gBaN/AuShtca8faIjk5GX5+fjafHxERobfBkYiIiBxHN2BWc/OhRTWjrSEEoE09UarYAZSJqh1z587F9OnT7XIvBtAAbt26BQDw8fExOkZ7LDU1VfF4eHg4wsPDTd4nKCgIZ86csW2SAFefiYiInIixFA41GrcYS+1I8PCAt5QNcfcGpEX/rTQbaxFexpqxTJo0CWPHjrX5/CZNmiA5OdmisQygcX/lOSMjw+iY9PTCjkDFWUGWJAm+vr42n09ERESOZa7zoXaMQSdCM41bjFFK6wCMp3bI5y1qcf8TpeC5DCpuqqs1zfLKXBk7W9SoUQPA/ZVoJdpj2rFERERU/mg3HHq7ecsBM1AYNGufL6muxdrUjkvznlUMqi3y7knlxzkaYJpf4Ydu+3BL5dwr3vlOhivQAAIDAwEAaWlpRsfcvHkTAFCzZk2b75OSkoKQkBDFYyNHjmSXQyIiIidirnW4JXQ3IppbxdZlLLWjVfZSSAD+nBAK70WNCwePv3C/brSbd2EdaUA/0LW1m6E2v9pJcqujoqIQFRWleMyafW4MoAEEBwcDAA4dOmR0TGxs4ds1QUFmdreaEBgYiISEBJvPJyIiorJFNxdaqWqHsaDaWGpHFjwLH+g2WnH3Np/fbGs3w1yNYeWPUpxbbWrBslatWhaXK2YADciNUQ4dOoS0tDS5ZJ1WWlqaHEB36dLF7vMjIiKi8slYyTtd2tQOTU4eQqYWbiaEe8X7K82kOuZAA2jfvj2CgoIghMDcuXMNjkdGRqKgoADBwcEIDQ11wAyJiIiorNBuRIx9LRZ7++6VnzfXJjwzLxPNVjVDs1XNrNqIKISAJicPmpw8pN7NQt0PtqPuB9uRmu0Czfgr0Iy/AjHuvOUvQC/fWWEeurnVZRRXoAG4u7tjypQpGDFiBBYuXAhfX18MGDAAeXl5WL9+PSIjIwEAU6dOhZubm833YQ40ERERGet86O/hj9jXYo2WvMvMy5TH6j5WypfWXY2O+6ibXuMVrcdm75YfJ3zUASZ7MVpSS1rLvXhdHUsSc6BVNmzYMOzfvx9r165FREQEIiIi9I6Hh4dj6NChxboHc6CJiIhIl7mNiLqVPozlSyuldmTmFCg+Nkqb8mGsm6FSrjOgnzutzXcuxVU41MqBZgrHfyRJwurVq/H111+jdevW8PHxgY+PD9q0aYOVK1dixYoVJVaWhoiIiEhLG1THD4rXC6CN0aZ2tFn/CCDlANCvDa37eN+ELoqPS0xxy+OVUmV+BdqSDoFakiRhyJAhGDJkSMlOioiIiMgCxhq3GEvt0AbQEG4ADBf+dBuw6D7WTfnQdjM0Srez4X8l8jQ5+QiZurfw/I863k8HcZLydtYq8wF0acIcaCIiIrKGsXxpY6kdlRrNAgDs6LUPHeYdAFCYA60teefl5opL854FUBg0aymleYjse5C0aRvjL9w/oJPjLNy8kAkPaHD/WpqcvPsBtFJ5PMBh5e2YA+2EmANNREREtrKmHbinm+v989wrmO1cqNQOPDM3X3ljofv9ZiyZuqXz/tMhcg/Oepq8ncOwDjQRERFROWUstUPL2/3+SrPN8sxU2zAiCx5okrUCQJGOiLqpH06OATQRERGRkzGW2mENY+3AtbyXtLr/iU7gW5jvvB1AYXpIUfsmdL2/ol20I6IpuhVASlkHw6IYQBMRERE5MW1qhyZXgzbr2lh8nrF24OaYy53W3ZxYVjGAtiNuIiQiIiJH0g2ydetHy+3As3PxaMRSAPrpF5p3z+LRyIMAgMzIg9BW+NDNnU6Y8RS83SvoBdgaeCAka13hcXgo51Rrm7TYoWIHNxE6IW4iJCIiInvIzMuUA+VDrx6Se1mY7WYoScjEfzsAi6RfyM+rIUenMcv4C/oVOoASq9jBTYREREREpEg3OL6VfUuv1J2WuW6GuqvHcfCQn983oYu88ly0RJ7BPHRSPHTL2wkhFKpUO4+yn6RCREREVM7oBsxKwXNx6OY4a0vkebtXUOzYrJvi0UHncWZmxv1BShU+3j2pzmRLCANoIiIionJiR+8dio+V6K4e6z7W5ktfmvesTZsQAeMVPmTmKnY4GFM4iIiIiMoAY7Wh9/bdK3cuFELojdfSzZmGNAMQ7nqrx0qNVnTpbk489OohxfJ4v47pBHxZjBdYijCAtiNW4SAiIqKSYqrtt+7zSt0MdXOmIeUU/le4AWYylYUQyMzL1Ds/Kz8LXhUKz/Nyc7s/j4o+yg1Wxl8A3L0L60vP2gfARMWOYmIVDifEKhxERERkD7ptvy2hmyddqdEsAMCOXvvQYd4BAMY3C+qtXP+n6OZEbUdETU6eYoUP4eaFTHhAA53ydyW04ZBVOIiIiIioxHjqBMrajYKAfrrG3r57i32fzNx8hMzaqfdch8g9OOt5/7i3h8KJDsQAmoiIiKgcMpYzreXt7iqvHltjR+8dZit/GCuR5yxYhYOIiIioHNLmTHu7eettKFQihIAmVwNNrsZoMxatopsTm61qhmarmimONebXMZ0sHusIXIEmIiIiKue0OdO66Rm6lHKdAf3caW0zFmObEzPzMuUNiprs/PvP65TI0/JyN2zKUpowgCYiIiIiA7pBs625znoNXTZ3Q6X/Cm90mg8A7gDMl8grjRhA2xHL2BEREZGzMJaqoZvjrFtj2lwaiCUSZjwFb/cK0NxNL/a1lLCMnRNiGTsiIiJyFsbagesGykVrTGufU9qc+NOLP+GZzc8AAPZ/0MVsibySwDJ2RERERGR3XhW8TNaYNtbQRfc5pRJ5mlwNmv/ffykj/9/eecdHUa19/De7IYFAAgQSIKEJIWVJAAv1ghRBRUV8UVBEEfWqKBZQFOVeJdi4eq0UuzS9FoqiooAKCEYMBAghCQYSAoSE9ArElN153j+WmWyZ2ewku5v2fPnkw8kzZ848v3nOnDw7e+bM1F/c8iIVV8EJNMMwDMMwDAPAudeBu2KqRnOHE2iGYRiGYRgGgPOvA3cWyzciWq7OYbnGtLREnu2c6wpBkLc3NTiBZhiGYRiGYRoNpSXyJv94M9C3FwDgN1Ml2jeGYw7gBJphGIZhGIaxw/LuMWMNv4mQYRiGYRiG8Sh1vaHw2+s2NoJXzsMJNMMwDMMwDNOkaOvl09guOIQTaIZhGIZhGMajqL2kpbnACbQHkd5EqPSj9lac+lJVVYWYmBhUVVW5tF3GM3D8mj8cw+YPx7B5w/Fr2qi9pGX/nfuRdE8S2nm1g1gjIu/bPJfGcNWqVaq5mJY3EQrUFNcGaWFIb7YJCQlBVlaWR45ZXl6Ojh07oqysDP7+/pr2LSrNxbjvJgEwL2TepVN3d7jIOKAh8WOaBhzD5g/HsHnD8Wt6VNRU2K22Ycv+O/fDt40vikpzMearCfjr4b9w6swJ9O09wO3+acnXeBUOhmEYhmEYxu20pJe0cALNMAzDMAzDuB1Xv6SlMeE50AzDMAzDMAyjAb4DzTAMwzAMw3iU5v6SFr4DzTAMwzAMwzAa4ASaYRiGYRiGYTTACTTDMAzDMAzDaIATaMZluPplMK39eJ6mMfRxDF1LazifHEM+XlOnpZ/T1hBDZ+AEmnEZLf0ibumDRmtIhjiGzft4jXVMT9LSY9jS4we0/HPaGmLoDJxAMwzDMAzDMIwGOIFmGIZhGIZhGA3wOtAeJC8vDwaDQXHbvHnzMG/ePA97xDAMwzAM03pYtWqV6jSUvLw8p9vhBNqDdOvWDceOHWtsNxiGYRiGYVoljm5Y9uzZE9nZ2U61w1M4GIZhGIZhGEYDAhFRYzvR0vH29kZNTQ10Oh169OjhkWMSEc6dO4fg4GAIgqBpX5FEFPxdAAAIbBcIneDc56y8vDx069ZNs6/1pSUfryHxqy+ePp+NcUyOYfM+nqePyTFs3sdrjPgBLfucevJ4IokoqCiAsdSI7t27Qa93/6SJnJwciKKINm3aoLq62mFdTqA9gF6vhyiKje0GwzAMwzAMUwc6nQ4mk8lhHZ4D7QHatm2LyspK6PV6BAUFNbY7DMMwDMMwjA35+fkwmUxo27ZtnXX5DjTDMAzDMAzDaIAfImQYhmEYhmEYDXACzTAMwzAMwzAa4ASaYRiGYRiGYTTACTTDMAzDMAzDaIATaIZhGIZhGIbRACfQDMMwDMMwDKMBTqAZhmEYhmEYRgOcQDMMwzAMwzCMBjiBZhiGYRiGYRgNcALNMAzDMAzDMBrgBJphGIZhGIZhNMAJNMMwDMMwDMNooNUk0FdccQUiIiLqtW9FRQUEQajzZ+vWrS72mmEYhmEYhmlqeDW2A54gMTERCQkJCA8Pr9f+J06caNDx27dvj8rKSuj1egQFBTWoLYZhGIZhGMb15Ofnw2QyoW3btrh48aLDui0+gT516hRmzZrVoDaOHz8OABgzZgz27t2ref/KykqIoghRFJGdnd0gXxiGYRiGYRj3UVlZWWedFplAJycn4+OPP0ZSUhL27NkDURQb1F5qaioAICoqql776/V6iKIInU6HHj16NMgXZyEinDt3DsHBwRAEwSPHzMvLQ7du3TxyrJZ+vNYQv8Y4JseweR/P08fkGDbv4zVG/ICWfU49fTxPxzAnJweiKEKv1zvlXItjzZo1BMDuJzw8vF7tzZw5kwDQqlWr6rV/SEgIAaCQkJB67V8fysrKCACVlZV57JiRkZEeO1ZLP15riF9jHJNj2LyP5+ljcgyb9/EaI35ELfucevp4no6hlnytRT5EOHXqVCQlJck/L730UoPak+5A+/v744EHHkBYWBjat2+Pq666CnPnzkVmZqYr3GYYhmEYhmGaAS1yCkfnzp3RuXNn+feDBw/Wuy0ikh8inD17NohI3nbo0CEcOnQIX375JT755BNMnz69/k4zDMMwDMMwzQKP3IE2Go3YvHkz7r33XkRHRyMwMBDe3t4ICAhAREQE7r77bnz11VeoqanxhDuayM7Olp/E9PPzw6effoqMjAzk5eXh+++/R1hYGMrLyzF79mycPn3aYVuiKKK8vBylpaUoLS1FeXk5SkpKnC5XVVXBaDTKSbwzZZPJBCICEcFoNAKAU2VRFGEymTSVpTlDJpNJnnfuTFmLJslHIoIgCG7XZOmvFn311WTpryAIsi/u0qRFnys02ZbbtGnjVk2eiJOjsre3d4vTZBknLy8vj2tq06aNWzU1dpyU9DV3TUr6PKFJ8svT15OzOlwVJ+k5K3dqasy+16ZNG6c1VVVVobi4GGVlZSgvL1csl5WV2ZXLy8tRVlam6Zk5tyfQv/76KwYMGIAZM2Zg/fr1OHbsGIqKimA0GlFaWoq0tDR88cUXmDVrFgYMGIDdu3e72yVN5OTkYODAgbjiiivw22+/4b777sNll12GoKAgTJkyBYcOHULv3r1RWVmJZ555ps62OnbsKN8h79ixIwICApwuL1u2DAkJCSgpKQEAxMfHo7y8HAAQFxeHiooKAEBsbCxqamrg4+ODhIQEmEwmVFdXIzY2FoB5Xeu4uDgAQHl5OeLj4wEAJSUlSEhIAAAUFhYiMTERgPmBgZSUFADmDxTSlJbMzEykp6cDADIyMjBy5EgAQHp6ujytJTU1VV55JCUlBXl5eQDMSwsWFhYCgNOaqqurYTKZEBsbC5PJBF9fX7drysjIkDVdccUVbtdkGaegoCDZX3dpsoxTdHS02zXZxklaIcddmjwRJ7W+V15ejieeeKJFabKN09SpUz2uadasWW7VZBmnkydPAjAvbeWpON17771u1dTYfe/BBx/0mCbJ96ysLI9eT23atPFonMaOHdtkxwhX9L2ZM2ciPz/fKU3Lli1Dly5d0KlTJ3Ts2FGx3KlTJ7tyx44d0alTJ+Tk5MBpFGdGu4jNmzeTl5cX6XQ6EgSBBEGgoKAgGjp0KE2dOpVGjhxJ3bt3l7cJgkBeXl60ZcsWl/ohPVRY34cI6+KTTz4hANS5c2cSRdFuuzQpvUePHlRWVkYlJSVUUlJCZWVlVFxc7HS5srKSampq5GM4KpeWlhIAKi4uJlEUSRRFqqmpISJyqmwymchoNGoqR0VFERGR0Wgkk8nkdNlZTZY6RFEkg8Hgdk2W/mrRV19NUrmsrIwEQaDi4mK3atKir6GalHQMGjTIrZpsy5GRkW7XJJVLS0vJ29ubysrK3KrJVp87NdnGKTo62u2abH0fNGiQWzVZ+ltcXEwAqKSkxK2a6tLnSk225cjISLdrUtLnTk1SuaSkRI6fOzXZ6oiMjPTI31zJx6ioKI/8zdWqzxXjXllZGbVp04ZKSkqc0lRZWUlFRUVUWlpKZWVliuXS0lK7cllZGZWWllKPHj2cfojQbXOg8/PzMWfOHPnW/IwZM7Bo0SJcfvnldnWlB/02bdoEk8mE2bNnIz09HYGBge5yz6WMGjUKgPmTV15eHrp3765YT6fTwd/f32XHlb4+VSpLy73o9Xq5LNURBKHOsk5X++WEs+W5c+fKx5RwpuxIh6PyI4884nZNlv5q0VdfTZZlIpLbdJcmLfpcoclWx4MPPuhWTbblefPmuV2TZbm6utrtmmz1uVuTZZweeught2uy9fHBBx+0G9NcqcnSX8kH27KrNdVXnyvGvXnz5rldkxZ9rhzLpd8ty574+zRv3jyndLhq3Js7d64mfQ0dI5zV55SOi/nAwTXAVfdC51ebO1n6W1NTU6c+6Zg+Pj7w8fFBfbH0rU7qTLHryfPPP0+CIJBOp6N///vfTu3z3HPPyfs8//zzLvPF3XegL168KC+Vl5ycbLe9tSxjx7gOjl/zh2PY/OEYNm84fs2A7ASiJf7m/xVolcvYbdu2DYD55SPOLiP38ssvIyoqCkSEn376yV2uaeKPP/7A9u3bcebMGdU60pwZnU6H0NBQT7nGMAzDMAzDNAJuS6AzMjIgCALGjBnjvDM6Ha6++mp5/6bAmjVrMHnyZDz77LOqdaRl8kJDQxv01QHDMAzDMAzT9HFbAi0t/aY2H1gNqb70JGhjM23aNADAN998gyNHjthtr6qqwpIlSwCY14lmGIZhGIZhWjZuS6CDgoIAaH+JyeHDhwHA4w8QPvfcc4iIiEBERISVfdKkSRg+fDiqq6txww034Msvv0RBQQEKCwuxY8cODBs2DMePH0f//v3x1FNPedRnhmEYhmEYxvO4bRWOESNGYNOmTdi1axeOHz+O8PDwOvdJTU3Fr7/+CkEQMGLECHe5pkhOTg6OHz9uZ2/Tpg02bNiAkSNH4ty5c7jzzjvt6nTr1g0bN25E27ZtPeEqwzAMwzAM04i47Q70XXfdBcA8leOmm26SF81WIzU1FVOnTsWFCxes9m8K9O7dG8ePH8fSpUsxdOhQBAQEoEuXLpg0aRJiYmJw7NgxxeX5GIZhGIZhGA2czwV2LzP/34QRiC69t9ENTJ48GTt27JDXfLzllltw/fXXo2/fvujWrRvy8vJw+vRp7NixA99++y0A89q3kyZNwo4dO9zllsfp2bMnsrOzERISgqysLI8cs7y8HB07dkRZWZlL155mPENrjF9+eSX+tz8Ts4b3RpB/8/82pzXG0GOcz5XXjoWftudstMAxbN6oxa+gogAbT2zE9LDpCPRtHu+baLGcOwJ8NBZ4cA8QPMTOVt6hn0evQS35mtumcADAxo0bMWXKFOzZswcAsGXLFmzZskWxrpTHjxkzBps2bXKnW60CHx8fLFmyhFcFaaa0xvjln6/CuzvTMMnQrUUk0K0xhh7jfC6w5z9A+GS3JtAcw+aNWvwK/i7A+4nvY1yvcZxA26Llw6kHPsg25WvQbVM4AKBDhw7YtWsX3n//fURERICIVH8GDBiAlStXYvfu3fDz83OnW60CHx8fxMTENMlOx9QNx89zCIKAhQsXurxdV8Zw586duO6669CzZ0906NABgwcPxtNPP43i4mKreqdPn4YgCA5/YmJiGuxPa0FrDAsKCnDNNdegXbt2+PLLL93sXS333HOPYh/+7bffIAgC1q5dq7qvIAiYM2eO+5xrRJrbONok+o/04fR8rup4EhAQgBtuuAG///qTXFdGbfpFPadlNOUYuvUONGC+OB966CE89NBDOHnyJOLj45GXl4cLFy6gQ4cOCAoKwtChQ/kFJAzDNGk2bdqErKwszJ8/36PHXblyJR577DFERERg9uzZ6NChA5KSkvD222/jyy+/RGJiIrp06WK1z+TJk3HDDTcotjds2DBPuN0qeffdd7Fr1y7MmzcPQ4YM8cgxs7OzsWXLFjzwwAMeOR7jPjzafy7dPc4Ovr7O/jN50gTcENEe6D0CNfp2OHr0KLZt24arp23D2qltcY9tu0rfDnnoWyNP4vYE2pL+/fujf//+njwkwzCMS9i0aRPi4uI8mkAXFRVh4cKFmDhxIrZt2wYvr9ohe968eRg3bhxeeOEFrFq1ymq/YcOG4dFHH/WYn4yZkydPolu3blixYoX87I+7+OOPP7B371588MEHKC8vd+uxGM/g0f6zazv2Ll+KD44vr7P/DIsegEf9vgTufFGep3zu3DnceO0EPLrtOKaUlCEg2K3uNkncOoWDYRiGqT+HDh1CVVUV5s6da5U8A8Do0aMxevRoxMXFNZJ3jC1EhLZt27o9+QGAp556CosXL0ZmZqbbj8V4Bo/2n6VvYfGuKmRm12+li+DgYLz36nO4UA2sXPuVi71rHrgkgb7vvvtw33334f7775dt69evb/APwzCth8ILVVb/e5r//e9/GDp0KPz9/TF69Ghs27ZN3ta3b198/fXXOHPmjNWc0vLycjz11FPo27cvfHx8EBwcjBkzZiA9Pd2q7YsXL2LevHm47LLL0KtXL8ybNw8nT56EIAjYunWrqk/SG13Vngb/4osv8NVXrfCP14V86/89yJYtWzBmzBj4+fmhf//++Pe//42KigrVPgIA27dvx/jx49GxY0cEBwdj7ty5yM+v9V2aa7p161a8+uqr6NGjB7Zs2SLPYU5MTMT8+fPRuXNn+Y24e/bswd9//42///7bpfoEQcAHH3yAdevWYfjw4ejYsSPGjh2L3bt3u/Q4jUnR30VW/3uSJtN/Nn+Cv//lh79P1v8D+IgrByEqSIfNP+60sifkmHD9rHkIDAxEz549MW3aNGScqR3Drr76agwYMMBqn2tnPgxBEPDNN9/Itp2/74cgCPj4448BmPvmO++8g59//hkDBw5Eu3btEB0dLa/i5nHIBQiCQDqdjnQ6naKtPj96vd4VrjUJQkJCCACFhIQQEZHJZCKTyUREREajUVO5pqaGRFF0qiyKol2ZiJwqm0wmMhqNmsqsiTXVV9OX+89Q32e3Up9FW6nvs1vpi7jTHtMEgCIjI6lDhw702GOP0bPPPks9e/YkQRDom2++oZqaGlqzZg1dfvnl1LlzZ1q+fDmlpKRQTU0NzZo1iwRBoNmzZ9OyZctoxowZ5O3tTZGRkWQymaimpoaMRiONGDGCvLy86IEHHqAXXniBIiIiaMSIEQSAtmzZoqopNzeXfH19ycvLi+6++27at2+ffM6UNJ06dYoA0Pz58+ns2bN06tQpyszMlMv5+fnNvu8ZD6whMaYT0RJ/EmM6kXhwrcc0ffTRRwSARo8eTS+//LIc//vvv59Wr14t95F3332XkpOTiYjo008/JQA0btw4eumll+ihhx4iHx8fCg0NpbKyMiIiSktLIwA0efJk6t27Nz355JOUlpZGv/76q2wfOHAgPfPMM5SXl2fnOwB68skn7ey7d+8mAPTpp5+qagJAs2fPlu2Svvbt29Ojjz5Kzz77LPXu3Zv0ej1t27bN6Tg11XFvY+pGil4bTVFroyh6bTRtTN3oMU22/eeuu+5S7D/Lly+npKQku/7z8ssvW/Wf0tJSIiJKT0933H+GhdHAiHB65plnKD8/3+xj9mGiJf5Uk3mQANBTTz1lZ8/IyCAA9Pz8B8zXW/Zha02ZB2m6wYs6+neQ7bFb1pC3HtSnZw969tlnacGCBdS1a1fy9+tA6Y91IMpOoJiYGAJA2dnZZMo6TMbn/civQ3sCQAsWLCDKTiBa4k8vLHiQAFB6ejqZTCYCQLNmzaKQkBBauHAhPfvss9SpUydq06YNHTt2zCVxss3XHOGyBFpKmG1t9f2xbKu5IwVEr9dTZGQk9e/fn/r37y+XQ0NDaeXKlZScnEyZmZlERJSYmEjnzp0jIqJDhw5RXl4eEREdOHCAioqKiIho37598gX0+++/04ULF4iIaPfu3VRZWSkPoDU1NVRZWUm7d+8mIqILFy7Q77//TkREpaWltG/fPiIiKioqogMHDhARUV5eHh06dIiIiM6dO0eJiYlERJSZmSn/YTh16hSlpqYSkfkPQFpaGhERpaam0qlTp4iIWBNrstJ0KqeI1m/9jZKySunP1Cz63097aXdqnpw8Sz99F22l3al5tPtIOn2zO56Sskrpl0OptGXPIcor+9ulmgAQAFqxYoWsacuWLRQYGEgRERG0c+dOqqyspBkzZlC3bt1kTTt37qT27dvTAw88YBWne++9lwDQsWPH6MCBA/Tll18SAHrllVfkOMXGxlLfvn0JAK1cudJhnD766CMKDAyU/QwICKCZM2fSyy+/TOnp6VaapARa7eemm25qHn2vPIeO7fySipJ3EWUnUPIv/6PSv/YQHd9B4pKOREv85R8xphPR8R0U//0nVHX6ANVkHqT47z+hmuKzLtV04MAB6tq1K40bN45SUlJkTffddx8JgkD79++nm266ifr06SNrKi8vp4CAALrzzjtJFEU5Tvv27SO9Xk/PPfccERFt3ryZAFC3bt3op59+kq+nt99+mwDQoEGDaMeOHapxAkCPPvqonSYpgV6yZIlqnADQrbfeKsdJ6iu//vqrHKe8vDzq2rUrDRo0iERRbPLjXv7FfPrl6C/006GfKKUwhbYnbKftCdtp79m9cvIs/USvjaa9Z/fSlj+30J7UPZRSmEKbYzfTsTPHXKppx44d1LVrV5o0aZKsr6ioiO68804SBIGOHz9O1157LfXp00fWVF5eTl27dqVbb72VRFGUryep/8yfP5+ISE6Uu3XrRvv27ZOvp08++YQA0OBuOkrYts4qTqV/7SFa4k+J29fJCfTvv/9OFSf3ES3xp/jvP6HU1FQCQA/cMYVoiT9VnT5gpenwj2to/nBvAkDbt28nIqKRV0ZTt/YC5R/dKccpLS2NfLzb0OzBbYiyE+jbb78lAPTVV19R9sGfKHGuOXnu378/DRo0SE6gRw8bQmFhYfL1BIB0Oh398ssvct+TNP773/92Ok7vvvsu9enThyIjIykiIkIuh4eHk16vdzqBdsmLVJYuXSqXlyxZAgA4c+ZMQ5tFnz59GtxGU8B2YW5RFAEAOp0OJpMJgiA4XTYajdDr9RAEoc4yAJhMJquyl5cXiKjOsiiKICLo9Xqny6yJNdWl6e1fjuPdndbTG7TyxDUD8MQ1oS7T1KZNGwwfPhyxsbFWOl588UW89NJLOHXqFPr06YOZM2ciLi4Op06dAgDU1NSguLgYfn5+8PHxkWMzf/58LF++HBkZGejVqxfuvPNOxMXF4eTJk2jTpo0cj9dffx2LFy/Gli1bMHXqVIdxMhqN2L17N7Zv345ff/0VKSkpAICuXbtiw4YNuPrqqyEIAjIzM3HZZZdh5syZuPPOO2EymaDT6SAIAkwmE3r06IFhw4Y1/b635zXzE/sNgMYuAsY95zJN27Ztw0033YTt27dj4sSJsv3UqVPYuHEjZs6ciWeeeQb79++Xp+f8/PPP8gvFDAaDldabbroJAQEB2LVrF9LT0zFgwAA88cQTeOONN+R+uHPnTkycOBFvvfUWHnvsMdU4tWnTBk8++SRee+01K3tsbCzGjx+PTz/9FPfdd5+iPi8vL8yePRurV6+Wjzt06FAcOHDAyt8XXngBL730EnJzc9G1a9cmPe59mPQh3k98v0H9Z+6guZh3+TyXafrpp59w0003YceOHZgwYYJsT09Px+bNm3HnnXfi6aefxv79+5GRkQEiwi+//ILJkydj+/btGDhwoJXWKVOmoHPnzti1axdOnjyJ0NBQPPHEE3jzzTfleEj95+3rfPDYJ/sgBA+pjVN+EoSPxsF4/y606X0VnnrqKfznP/+xsp81BqBfv354fv4DeLHj16AHf4MpKLo2HlmH8cyMUXg7rhoFBQXw9vZGx44dsXi0N175ej/E7oNkf++69Ubs2L4NBWmHUd3VgMDAQNx1111Ysfif+OihUXgutg2efyEGixYtQlnqXrRZex06vVmD++7/J9555x0IggC9Xo9JkyZh+/btct/LyMhAWFgY3nnnHTz++OMNjlOvXr08+yIVKWm2pKUkv+5Ap6udei4F0Nmy5YNE9S0LglBn2dJHrWXWxJrUyrOG98Ekg/USRoUXqnDv2nhYfpTXCcDqOUPRtYP92p9Bfj4u1xQVFWXn7+WXXw4AyMzMRN++feVt0gM+3t7e6NatG/bt24fDhw/j8OHD+P3333Hy5Em5npeXFzIyMhAeHo42bdpY+RsREWHljyNNer0e119/Pa6//noAQHp6Ol577TWsXbsWt912G06ePIlOnTrJ+4SFheGmm26yO3e2utXKjd73rrrXvNyVLRfygS9vB0istQk6YObXQIcgq6qCX3fACR3OapI+OA0cONAqZv3798ezzz4rt2WpIy0tDQBw3XXX2WsBYDAYANSe9549e1rFQ2qnV69e9Y6TpRY1fVJyIhEdHW11fAAYPHgwAODUqVPo1q2bnY+WfjWk7Iq+Nz1sOsb1Ggdbiv4uwryd80CoHWx0gg4rJ6xEl3bWS0EGtgt0qSap/xgMBiv7gAED7PqPpEPqP9J1b4vUf6QY9AzsCP3e1+UXm8h2fx30Oh1wqV3z8c3H8rKLX61dMFn7I8AmHno9ss+L6NTRD127dkViYqLZr0D7MW1gWD/87xvC+QsX4RfsjQkTJmDPnj3Q/esB7Dtrwsgrr8T48eNhNBpxICEFvrkiKv6uxLXXXmvVx8LCwuR29Xq9PK5KSbLW2FiWtT686dFl7BiGad0E+bdVfMvgf6ZF47lvkiCSOXleNi0a48KDFFpwD0oDp/TlXNu2ym9FrKysxF133YXNmzdj8ODBmDx5Mt566y0cPXoUzz//vFyvpqZGsX3LPwpqrFixArm5uXjllVes7KGhofj444/Rr18/LF68GH/88QduvPHGOttrNvh1V18rdsq7wA9PmJNoQWf+Pexat7tUXV0NwLm4SRiNRgDmh+o7d+5st93X19fqd7W+pmavCym5qKmpUdwu2b29va3stiu+ALW61dpqSgT6Bqq+YTBmVAyW/rkUIonQCTosGbkEY3qOadgBld7IZ2Ors/+czwXyjwFkkk3GC+YXJa3/cDk6B19WW7eiBEj/Fb6Dplg10RZVwJ537NZabuumTI+I8FeBiL49617DTkp6jUazvkmTJmHLli0oLC7BvrNGzLluMAYNGgR/f3/EHkiAb6YRXl5eGDdunFU79b0W3IHblrHr168f+vXrh88++0zTfps2bUK/fv0webLC3QeGYVoktw/tjdVzhgIw33m+fWhvjx5fmhJhiXQ3RW3t+l27dmHz5s344YcfcOTIESxbtgw333wz2rVrZ1UvNDQUJ06ckBNyiePHj9fp16lTp/DGG2+goqJCcXt4eDiA2kSpVXDFbPMdZ8D8/xWzPXJYqR+cOHHCyp6bm4tnn30WSUlJdvtILwjr378/brrpJquf7t27IyQkxK0+S99yqPW11NRUAOa76kp2S5KTkwGoXw/NhWkDpmHlhJUAgJUTVmLagGkNb9Ti7X1qtjr7z4Hfgfy/ALE2gQ7t0cm8bzc/6/4zOhrdT29GiH/j3gONO3QUSfkibr3hGgDAZZeZk/y/Ck12dVOOn0SXdgI6d/IHAEycOBEAsPnHnThZQvjH0CHQ6/UYNWoU/jh4BL9nmjDqqkFN+s3UbkugT58+jTNnzuD8+fOa9qusrMTp06cRHx/vJs8YhmmKSNM1lKZtuJs///wTe/bskX/PycnB+++/j6uvvhoBAQGyXZrHC9QmGdLX3QBQUVGBL774wqruDTfcgDNnzmDjxo1yvQsXLshLMzli4sSJqK6uxvz58+W7mZa+rF27Fm3btsVVV12lRW7zR5qu0cFz31L84x//gJ+fH95++22rfrBmzRq89tprdh+cAGDUqFHw9/fHG2+8YbVPQkIChg0bhl9++cWtPnfp0gVXXXUVPv30U3lqkUR1dTUWL14MLy8vOZmR2Lt3Lw4cOCD/XlhYiPfffx+DBg1Cjx493OqzJ5Cma9hO23Andfaftvbj3qirBsPfB3jjw8+s+09yKoZ9fBG//N54a8CfO3cOjyxehg7ewLw5twMA/P398Y+hQ/BpQg0Ki0vkuunp6diw9RdcF1p7933AgAHo3bs3/vvBeugFYNjlUQCAMWPGYN/Bo4jNNOHaq0d6VpRGXPLxJTMzE6dPn1bclpaWhr179zrVTmFhIT788EMAQFVV46wFyzBM6+PKK6/EjTfeiH/+85/w9fXFZ599hvLycrz66qtWc56zsrKwatUqTJw4EWPGjIEgCJgyZYr8EOCXX34pfx3+/PPP4/XXX8fs2bOxfPly3HXXXdi1axeCg4OxceNG9O3bF2lpaXZfn1tyww034IEHHsDHH3+M2NhYXH/99QgODkZ+fj5++OEHpKam4tNPP7VK8hn30LVrV7zwwgt4+umnMWHCBFx77bU4c+YMVq9ejTvvvFO+22xJly5dEBMTgyeffBJXX301rr/+eqSnp+O7776DwWDAPffco3Ak17JmzRqMHDkSgwYNwp133okBAwagoKAA3333HdLS0vDf//7X7g509+7dMXHiRPl6+Pzzz5Gbm4tPPvnEIy/5cAuWUyq01nfBq6et+s8Vobh26u04k1tc238us//WrUtAJ8SM9cGT23ZZ958t38AQqMM906coHMn1HDiSjJU+1UCbr1DjuxtJSUn46aefkJeXh7VT28p3lQHgtX89gQm33othN96NO++eg6qqKqxZswY+3t54cVxtm4IgYNKkSfj0009xZQ8d2vuaP4COGTMG//rXvwAA145tBQn0mjVr8OKLL1rZpIts+fLlWL58uab2BEGwuqvDMAzjTubOnYvKykp88sknOH36NK688kps3rwZw4YNk+vcd999OHr0KJ5++mmsXbsWM2bMwPr16/HKK6/grbfegsFgwFNPPYUHHngAt956K3bv3o2SkhKEhIRg7969mD9/Pr777jt06NABM2fOxPTp0zFo0CAEBTm+i/rhhx9i8uTJWLFiBTZs2ICioiL06tULgwYNwvr16zF06FB3nx7mEgsXLkSPHj2wYsUKvPrqq+jevTsWLVok/8FXYsGCBQgJCcE777yD1157DZ07d8btt9+OF1980SNfT0dFReHEiRNYunQpYmNj8b///Q9BQUGIiorC6tWrMXr0aLt9Zs2ahfDwcKxcuRKnTp3C4MGDsXr1akyYMMHt/roNaUpF+GTAR/1Dq2J9FyTQwKX+07YaK/7zAl5941107xFc239KlKfZLBjpg5D/exHvrN9S23+mXIsXu++AX4f2LvGrLrbt+gPbAGDbawCAjh07YuTIkVj84HSMSVxgVfcfQ4dg333tsfhEb3z44Yfw9vbG1VdfjTeevg/9dsyyqisl0P/oVZuKDh06FD4+3mivq8EV0RHultYw6lzozgliYmIavO6z5U+nTp3kdRJbAloW5maY1kpSVin1WbSVkrJKG9sVl1JWVka5ubl29q1btxIAeT1dRgOX1oml7ITG9qTFgUtrAjcLynOIdr1q/r8uu0WfSSlMoai1UZRSmKLehpY+plRXbX8t9ubYhjuP5wG05GsuuQM9Z84cqycliQgTJkyAIAh4/PHHccsttzjdVtu2bWEwGJr0xHGGYRhnWbduHR5//HGkpaXJX/MTEVavXo3w8HB07+6au1sM02JRm06hdpdYy91jrXVdOK2Dad64JIHu06eP6rrPAwYMwNixY11xGIZhWjBBfj544poBCPLz/EOE7uS2227DSy+9hMmTJ2POnDno06cPvv/+e3zzzTf48MMPm++c0sbErzsw9llOYloiakvCuXA6RWC7QDw8+GHzWs9V2dp8c/G0Dqb54rY1UKSXq1jOIWQYhlEjyL8tFkwKa2w3XE6PHj3w22+/YfHixXj33XdRWVmJsLAwrF+/HnfffXdju9c88esOjH+usb1gbHFiPWSHdSW7m5PUQN9APDLkEfMvpRoSaIaxwO0JtFYOHz6M2NhY9O7dW9PUD4ZhmKaKwWDAli1bGtsNhlHnUkJL5Tn1n8qglPy6YpoFwzRB3LYOdH354osvsGDBAixatKixXWEYhmGY5sv5XGD3MvsXfNjaJLvty0ActetsXYZpobj9NTYFBQXYt28fkpOTYTLZv53GktzcXHz++ecgIuTl5bnbNYZhGIZpPrhiOoTWO7/84BzDKOLWBHr79u244447NL2NkC697nbaNBe8XpNhGIZhmjJakuLGmA7BUy0YRhG3TeHIycnBzTffjPPnz4OInPoBzAt0L1iwAO+99567XGt0RFGUX8tpMpk0lY1Go3yu6ioTkV0ZgFNlURTlbwycLbMm1sSaWFOL1VSaDexeBrHsXN2aSrNBu14FzufWrelSgkrnc1TtsiZc0nrp+Ja+O7KbLh1TFMXaMpG1Pgu7lb+Xzq/JUqvFa6WtNFl8y2wZGwC1vkuxufQ7wSZOsNhHRZ9lbOz0qdgVdajps7AbTabaPqaiTz7vIDt9tjrU7KLFuXJWn+y7RQzs7Ar6bPuS1TVkYyciO32y70p2KOtQ02drV9XhoTFCC25LoFetWiU79eyzz6KgoACVlZXyw4WjRo2ST9Zff/2FRYsWgS5duPfccw/atm3rLtcajdzcXBgMBoSFhSEsLAwGgwHh4eEIDw/HqlWrkJqaiuxs8xPBKSkp8jSWxMREFBYWAgASEhJQUmJ+x3x8fDzKy8sBAHFxcaioqAAAxMbGorq6GiaTCbGxsTCZTKiurkZsbCwAoKKiAnFxcQCA8vJyxMfHAwBKSkqQkJAAwPxa9cTERABAXl4eUlJSAADZ2dlITU0FYH6Fe3p6OgAgIyMDGRkZAMzvvc/MzAQA1sSaWBNrapKajsRuB3YvQ2nWcStNKft3AbuXoSAjyUrT6eT9wJ7/IDc9UdZ0Jnk/Sr9dBJzPtdJ0Onk/hL2vAedzazWdz0X+1wtQfOaYnSYAuHDhop0mAKipMVpoMicLR44csdMEAMeOpdjFCQBOnDghxynj5EkAQH5+vlWczp49a9aalWUVp9xc8zzn06dPy3GS2rCN0/HjtW/Ts4wTAFRWVtrESUqCRKs4SfWkOEl9z7J9y75n6Y9l3wMga8rIyEB2VpZss+x7+fn5chuWfa+0tFQ+phQn6fwC1nGS4mEyiXLfq6mpTfwt4yTFGbCOk3Q8wPp6AsznHrC+ngDImiz7HgBZU0pKCoqKigCY+4Dl9VRefl7WZHk9VRaZz1nKgd/k60nSV1NjtLqekpKSZE1SnKR2Aes4SX4A1nHKP3VJ54V8qzECgNz3XD1GrFixAqGhoRg4cCAMBgNCQ0NhMBgQGRkpH9MpFF6u4hJGjRpFgiDQ5ZdfbmUvLCwknU5HOp2OSkut3zi2bNkyEgSBwsPDqaamxl2ueRzbN9uYTCYymUxERGQ0GjWVa2pqSBRFp8qiKNqVicipsslkIqPRqKnMmlgTa2JNTVJTeQ6Ju16hmuKztToyDxIt8Scx+7C1prOHiJb4kynrsLUOJXvWYfmNaVa+X6prZb/0djVT1mFr3y/ZxWx1u6wp23y8msyD1vG4VFfNbjx7SJM+qxhc0mg8e8ixPiL5nFJ2Qp36JC2W+ohItlN2gqo+uV8p6VOxK+pQ02dhr8k8WNvHlPRZ2KW+ZKnPSoeaPpu+5Kw+qS+p9TE1fTU1NSQe327W99c2WYfxwBoSYzqZtcR0IvHgWtVrRdWeraBDTd+hdfLxKKYTmQ6uVdfhoXFPy5sI3XYHOisrC4Ig4Nprr7Wyd+nSBUOGDAEAHDt2zGrbk08+ieDgYKSlpWHdunXucq3R0el00OnMp16v12sqe3l5yS9eqKssCIJdGYBTZZ1OB71er6nMmlgTa2JNdWo6nwv93tehu5jvnKbzufD6/b8QLuTV+n4hD9i9DF5/F1prupAH4bf/yHbZ3/O5EPa8Bq+/C2t1XPJLgI2mS8fXCYK1DiW7xUtwrHzX6RTtlvtYxkPyQ80ux0mqI/luEQ9Hdtl3J/VZxeCSL3rLPqmiTzq+M/qk3y31WdZzpM+yX9npU7Er6lDTZ2H30utr+5iKPtu+JAgChAsF5ooX8p3SZ9mXnNUn+67Sx9T0eR39AsKXd5jLX8+EkPAZUJYN/U8LIJD5mwGBRAhbF0AoP6d4rQiCAK+/zXeVhQsFtXYL3VbXv62+C7nAD0/IxwOJ0G1dAN2lqUxq+tw97mnBbQm0dIs9KCjIblt0dDQA4K+//rKye3t7Y/LkySAifP311+5yjWEYhqkvWpdGU6qrtASaluXVHLXhruXVLuRb/98cUPK5pehojDacbfvweuDL283lL283/95UKMsGfngCsEhc8cN84Oz+WpsEmYDiDLsmAChr1KK7+KS24zVB3JZABwYGAgCKi4vttg0YMABEJM+fsaR///4AgKNHj7rLNYZhmJaN1oTW2boAkHPUnKTmHLWu62xCq5bIqLXhriRQrQ0lu1pioKUNV/jRUJ8dJTjuOqdaz5GWZNRZn+uT0Na37T/eVU5Qy+p446Gn+rla4goBEGxSQkEPBPSzb1MpCf/+CW26A/o7f7wmitsS6F69eoGI5AnnlgwYMAAArB4OkJAePLR8+IBhWjVl2cCpvXUPwI7qarFrOV5TxxVatJy7c0eAb+aa/7dEya6lrtY2lJJcNbuWug1NJLUmQ65KAp31Q8mudsfuj+XOt6FFn1bdzvrsKMHRmmA2NFbO2h0lo872A7X4SdetlrjYotT2LzGO76y6op87i1Ibaolrr2HAlHdrtwk6YMo7QMcQ+3aVknCI2nR3DHH+eE0UgUjjuh1OsnDhQrz11lsQBAEffvgh/vnPf8rbTpw4gYiICOh0OqSnp6Nv377ythtvvBHbtm1DRESE3Rzp5krPnj2RnZ2NkJAQZF16arZFUJZtvpAC+jerTu80avq02Bta9/D62gFa0JkHnCtmK9dXq6vFDjh/PHfqdve5O3cEiPsAGDEXCB6ibnPFuWto3abSRv9rgHeirP9ICnpgYgzw65K625gYA/waY7///CTg5E7njgcdIMD5NrT4cf8vwKcT7e23fgJsuhd2CAJg+efTURtK50jtfCq1oaZbq89K3LYW2Hyf8jntGAKc+Bn4Yjpw50Yg7Frn+4ZWn9V0wzZRq8Nn234wch6wb4V9G/dsBUpOOd/P5ycBeSnW5+LUXmDdFPu2lfqGq/q5UkwkLO3dBqrrULtWbNuQ2ra1lWW75tp09ngeREu+5rYEOisrC/369ZPX+ouIiMDGjRthMBgAAGFhYTh58iSGDx+Ojz76CIGBgfjiiy/w1FNPQRAETJ8+HV999ZU7XPM4zT6BVlrQ31Fy0hJwZzLqbF1HA7ntgKQ1KdDyR1pLctJUEkkt505rGw1NcFyVWHi6jYYmklqTIVckgVr8uPZV4OfFzrWttQ2lc6SmT60NJbT6rBRvNT+UEky1cUZLrNR8dsW506Jbaz8f9Tjw58r6f6hUq6vl3Kkl/Upjo6MPDpeNUU9Szx0BPhoLPLjHfCPBnWNxxxDnj+chtORrOodbG+jEf/7zH3mh6tTUVHm9PgBYvHgxiAj79+/H4MGDERwcjIULFwIABEHA4sVODiCM+7H9Kreur8SaO2r6sg45b1f7ulRLXbWHOs4ecP5rw8w45+1qX8EpHc+dul1xnrWcO61taDl3Da3blNpQmiMJnXVyU9fxbJ9yF/QASNvxlL5+VmtDix+9Ryi3rfTV9qQY5bpKbaidI7U5p2ptOFtXzeeb31X+yrzXcOU22vg6P85oiZWaz2r2iS8677NSP4AIjHzUvo2ai9q0SMkzUDtGAMrn9B+PAzMvLYQw82tzAqhl7rHauVOKidrYuG+VchvSHOMOQdb/K+Hob/0Vs+01Ktm0PCzYzHILtyXQgHlZun379uGpp57CxIkT4evrK2+75557MG/ePLu3Efr4+GDVqlUYNGiQO11jnEVpDlVzeHq2IXOB1fS5KzlRq6v2B1btj4SWpEDLH2mtyUlTSAK1njstbTQ0wXFFYtEYbTQ0kdSaDLkiCdTiR88r1edk2iYG/3hCua5SG2rnSG3OqVIbarq1+KyW4KjNRVVKMNXGGS2xUvNZza6UjKr5rNYPhs+1b0PLXOBR89T/5imdU8A+QdVyPLVzp5b0q42NSh8ctEy3rOtvvVIS7qxupYcFm0NuYYFbE2gAGDFiBP773/9ix44duOqqq2S7IAhYsWIF4uLi8K9//QuPPPIIVqxYgaNHj+Khhx5yt1uMM6h9GmzT3vkLwhPYJsWH15u/Mlo3xfy/5QMqztjPJXg2OVGrKw+s+lqboz8SE1+0ryv/UVKzuzg5aSqJpFpyoqRFaxsNTXBckVg0RhsNTSS1JkOuSAK1+AGoJ0OAfWKgVtfZc6SmT61tLXXVfFazKbWhlvgoffjQEist504tGVWr66gv2bahpd8Nf9jx3zxn7ua6op+rxURtzFT64KAFV6yUoeVhwWa2ModX3VXqxxVXXAEAmDdvHu6//37VesOGDcOwYcPc5QbTENQ+DdZUmC+IH+abf5eSsroeCnMHdT0gJCX9QQOVPwwo2X9dCkxceqkdC33SH2Nb3Wp2oGF1pYG1/zXmT+AB/WrPp1IbV8wGom61r6vWhprd2eO5S3ed57mueXcW5677IGD/B+Y/JNKDga5oQ83urrpq9g7dzfMYZ35dO4/xitna7FrqAsqJpKbjqSRDzh5Paxta/HBkV8LZNrTqU7O7wmc11BJM2+viitlAYETDYuUqLVr7ki3OxkXtXGj9+9bQfq7mh+LYeMm/iwX27TqLJ3S743gewm0JdHp6Oi5evIg///zTYQLNNGGkT4O2k/8D+pkfQlBKtNQeAHDHqgxqSwjZPtyjdVoAmYDgy80PObgjGdVSFzCXbQcQtTaU6mq1azmeu3S74niAOdH8vw+c06KlDTW7u+qq2XsMAsY+a/6/vnatbfh1N9ulB4od1VVKCpT2V6urFXcmmA2lKfigFa0fPpoKrvgQZIuWxNxVvmnxw1X+OXs8rXj6PHsAtyXQw4YNw+7du+3eNsg0I+r6NGibaKlN+fi71LllrrSuytC5r/ocPduntqWvuGw/DKjZpSTKHcmo1rpqaK3fUDyt29PnztPn0xX4dQfGP9cwu7vbsE2WtdR11IZSXS1obcMVx2yONPVk2ZM0lXPh6Q+KntbdVM5zHdhOBnQZL730Etq0aYO4uDjExcW56zCMu7liNvDAbmDwTPP/juZQqU35+PUF554a1roqg9pc7HrNBbaxN7dEimGaIlKy7EzSqVZXye6orpYkXGsbzmphGKbF47Y70CNHjsRXX32Fu+66C1OmTMGLL76Ie++9F23btnXXIRl3ofaVsi1KUz5g+zvqWFEBztV1NBfbVXOBGYZpXmi9m66lDbW6zibsDMO0KNyWQL/33nsAzMvVvf/++3j00Ufx73//GwMGDECPHj3QqVMnCLbL4VggCAI+/fRTd7nXqIiiORnU6XQwmUwQBMHpstFohF6vhyAIdZYBwGQyWZW9vLxARHWWRVEEEUGv1ztdhl8P6Ka8C/phPoRLCa044QUIu5ZCsJkiYeo5FDpBZ22HDiTAykaCHkLvESCbuiTogYDLYOo1El79rwEVn4SpYx94BfQx62jfDV4dQ8xlo7FWU4fu0HcMMZcvnRtH9hYZJ9bEmliTazS1DwLGLrL33TcQgq3drzvEq58B2gdBB9T67tcd4phnIHToBkHFjks+6jt0A8YugqldV3gBtb5fGheNl8qy3a876OpFEH0Dob/0t4dE0Vwmsh4DLewQxVrfiaADYBJFCJL9Ul3p/MpxsvRF0iGN2SArfbj0O4FkfV5eXnI9ONAnx0DyQfLdgR1KOtT0WdiNJhP0ROY+pqTPwk4w/72x1GelQ02flxfES8eDBn3SPnIMlOwK+oxGI/RSPCz1Kdjla8hCn9V1Y2u30Gd1rSjpU7ADUNbhoTFCC26bwvHoo4/isccewwcffABBEEBEKCkpQXx8PL7//nusX78e69atU/xZu3Yt1q5d6y7XGo3c3FwYDAaEhYUhLCwMBoMB4eHhCA8Px6pVq5CamorsbPNSbCkpKcjLywMAJCYmyi+hSUhIQElJCQAgPj4e5eXlAIC4uDhUVFQAAGJjY1FdXQ2TyYTY2FiYTCZUV1cjNjYWAFBRUSFPqykvL0d8fDwAoKSkBAkJCQCAwsJCJCYmAgDy8vKQkpICAMjOzkZqaioAIDMzE+np6QCAjIwMZGRkAFfMRsbNW5B73SfA/CT8FTAJJf9YIk+RoEvzqBMLvXB+7MsWdj1w87vIMDxuLgMg6FB97WtAzytxPOwRK7t4w1uobhto1tQxBBVBVyLu2Fn3aIL5odjMzEwAaBlxYk2siTV5VpNfdxzpNBmFVV7Wmvy6Y7/vBJSTr7Umv+7Yq/8Hqn0CajX5BqJ61FOITUy31uTXHZUj5uPIyRxrTX7dURD1TyRm5MmajmeXAmOfRc4FstJ09qx5/MzOyrLSlJubCwA4ffq0rCnj5ElIWMbp+PHjst0yTgBQWVlpEydzsmQyiVZxkurZxsmyfcs4WfpjGScAsqaMjAxkX3qr3NmzZ63ilJ+fL7dh2fdKS0vlY0p979ixFLlty7535MgRWYvU92pqjHJdy7534cJF2W7Z96TjAdZ9DzCfe8C67wGQNVn2PQCyppSUFBQVFQEATpw4YXU9lZeflzVZXk/S+T9y5Ih8PUn6amqMVtdTUlKSrEmKk9QuYB0nyQ/AOk5S/wKsryfLba4eI1asWIHQ0FAMHDgQBoMBoaGhMBgMiIyMtPKnTshN9OnTh/r27dugn5ZCSEgIAaCQkBAiIjKZTGQymYiIyGg0airX1NSQKIpOlUVRtCsTkVNlk8lERqNRU9mh76VZZEz/jUwlmfb2tN0klp6t9b30LFHGXqopOm2tqfQsiRl7ZHuja2qJcWJNrIk1tU5NJVlEu14lU2m2tb9Zh4mW+JPx7KFa+9lDREv8ibITrDVlHpTtso7sBKIl/iRmH7bWlH1Ytlv5fslO2Qm19ktt1GQetPb9kt149lCddkUdavos7DWZB2vjoaTPwi5mH7bTZ6VDTR+RfDzKTnBanynrsHW/UrIr6KupqZH9sNKnYBdF0U6f3MeU7NkKOtT0KdhVdXjoerLN1xzhtikc0icmxh6drvbGv/QVgrNlLy+vBpcFQaizbOmj1rKi7x1DoLeYW6xm9/LyAjr2BDr2tJpf5NDeWJoclJttnFgTa2JNrVNTpxBg/HNWX0vr9XpIbx7U63TApX30Krq9VPQBgHDpi/1au1Brt/QdtVM7LXVYtm/pu6U/Du1KOtT0Wdi9bMsK+iS7AMFOn60ONX06iymtzuqT9rGMgZ1dQZ/5mAr61OwK+gRBULZDWYeaPke6lfS5+3rSgtumcDAMwzAM08zRsoxgQ+syTDPCbXegGYZhGIZp5jR07XBXrYzCyTbTxOAEmmEYhmGYpoGWl+8wTCPCCTTDMAzDME0Dd92Z5rvYjIvhBJphGIZhmOaHu16QI9VvSMLNCbtTFF+sRoDF/80JTqAZhmEYhmmd1PXq9oa0y9NO6qS44lICXVGbQDeXpJoTaIZhGIZhWg5ap3Y0NNHlu80uRSmpbopwAs0wDMMwTMvBXXd/XXG3uhkm2664I9xc7iprgRNohmEYhmGYunDV3Wq1Zf2aaGLtijvCzeWushY4gWYYhmEYhmlM1NbQbqJJNdAy7yprgd9EyDAMwzAM09SQkuqmmkBXVFv9D5iTacv/WzKcQDMMwzAMw7QiCtEZf/Z6AIXo7JTdWZSS6pYKJ9AMwzAMwzDNBUcPM9rY1e4I51InzEwbj1zq5JSdsYfnQDMMwzAMwzQXHD2IaGPPRyesN07D9ejUKucpuxO+A90IiKIIURQBACaTSVPZaDSCiJwqE5FdGYBTZVEUYTKZNJVZE2tiTayJNbEm1uReTfnllXjr5+PILa2w8tdsT7WyV7cNxDvG21Dl01VZk8mkrOmSnYhgMomKvivZa9oF4h3jNBh9g6x8J9Hcrq0mW7vko+U2T8ZJC5xAe5Dc3FwYDAaEhYUhLCwMBoMB4eHhCA8Px6pVq5Camors7GwAQEpKCvLy8gAAiYmJKCwsBAAkJCSgpKQEABAfH4/y8nIAQFxcHCoqzBdNbGwsqqurYTKZEBsba76IqqsRGxsLAKioqEBcXBwAoLy8HPHx8QCAkpISJCQkAAAKCwuRmJgIAMjLy0NKSgoAIDs7G6mpqQCAzMxMpKenAwAyMjKQkZEBAEhPT0dmZiYAsCbWxJpYE2tiTaypDk2pp8/huf/FIr+8UtaUX16Jl749hH2Hk6005Z+vwvJd6UhItdZktp9EcsZZWVNxcTEA4ERampUmScexlBQrTZWVlQCAIwkJsqbjx83n1Gg0WmlKOlOEd4zTUA4/WVOxsR3eMd4Go283qziVlZdBwjJOhUWFst0yTpbbXB2nFStWIDQ0FAMHDoTBYEBoaCgMBgMiIyORm5sLpyHG7YSEhBAACgkJISIik8lEJpOJiIiMRqOmck1NDYmi6FRZFEW7MhE5VTaZTGQ0GjWVWRNrYk2siTWxptamKbv4Ar31cyrlllbUW1NiZjH1WbSVkrJKZd+Tskqpz6KtdORMkZUmyZ6YWWzlr5JdavfImSIrTUfPllCfRVsp4UyRlSZbuyiKlHpoD9ESfzqRsNfK94QzRdRn0VY6erZEtkv7W+ogIjpxeC/REn9KO/K7Q7vJZKK0I7+bj3d4r8f7nm2+5gieA90I6HS1N/71er2mspeXV4PLgiDUWbb0UWuZNbEm1sSaWBNrai2aiiuMeHdnOiYZuqNbx3YAgPzySvxvfyZmDe+NIP+2cv2C81WKdjV/Lf2xtUu/W/pra1cqe3l5QRAEc1mvry2r2PV683528bh0XFu7kg5Bp81uuc2TfU8LPIWDYRiGYZgWQ355Jd7+5QTyyytd2oaWdvPPV+HdnWnIP1/llJ1pfnACzTAMwzBMi0EpSVVLflXtSm1w8ltvjL5B8sOFLQVOoBmGYRiGaXbwHeHmg9G3m/xwobW9+SbWnEAzDMMwDNMk0DJ1gpNfz+DOJFctsW4OcALNMAzDMIzTaJkOwVMnmj/NOcl1J5xAa2DPnj2YMmUKgoKC0K5dO0REROCFF17AhQsXGts1hmEYhqk3mpJiDdMheOoEo5XmMq2j1STQV1xxBSIiIuq9/wcffIDx48dj69atKCgoQGVlJY4fP46XXnoJw4cPlxcrZxiGYRhP4pI7wpzoMk2E5nLHu1Uk0ImJifLbfuq7/2OPPQYiwvTp0xEXF4fc3FysW7cOfn5+OHbsGB566CEXeswwDMO0Bjyd/HJCzDCuocUn0KdOncKsWbMa1MbLL78Mo9GI0aNH4/PPP8fw4cPRrVs3zJ49G19++SUAYNOmTfLrRBmGYZiWDye/DNN6aZEJdHJyMp544glMmDABoaGhDUpsL168iB9++AEA8PTTT8Pb29tq+4033oghQ4YAMCfRDMMwTOPg1ofb3DQXmGGY5kmLTKAPHjyI5cuXY/fu3RBFsUFtHThwAFVVVfDx8cE111yjWOfGG28EYH7IkGEYhjHjtsTVjXdzeS4wwzDO0CIT6KlTpyIpKUn+eemll+rdVnZ2NgAgKioK7du3V6wzbNgwq7pNieT0/fj6l3eQnL6/3vakrFI8+fURJGWVWtXNKfsb+04WIqfs7zrt7qrbktpojj6z7sbVrXZtarG7s41jOeV4d2cajuWUO7RptavVLbxQZfW/I7uWuq5ow9PHayptNEefXdFGc/TZFW2483hNDYGIqLGdcDdr167Fvffei/DwcKSmpmra980338TChQsxadIk/Pzzz4p1/vjjD4wePRqdOnVCSUmJ3faePXsiOzsbISEhyMrKqpeG+vDmVw9jfeXvEAUBOiLMbjsGT93xviZ7z/7P4dlvkkAECALwn2nRuH1ob3wdn4nnvkmCSIBOAJY5sANwS92W1EZz9Jl1N75utWvTWbun22iOPrNu1s26G/94nkJLvsYJdB0888wz+O9//4sZM2bg66+/Vqzz119/wWAwAAAqKyvh4+NjtV0KSI8ePZCamipPK9HpdDCZTBAEwalyu3btoNfrodfrIQgCjEajavmvUwdx1x//hCgIsh86IiwLXYjn0t9w2t7u5MPIrekr2/QCsHHuCNz2QRxEi56jF4BNc0fgVhu7APNFYF1XwMa5w+3a0F3awbbdbx4Zhf97b5+dffPDIzHt/T/rbEMnAN8qtKFmV/JZJwCbFfSp2dV0b3hoOKZ/6IxuAZsfHmGnT82uRbfaOVVrQ033NwrnX1k3sOGhEU7r3jR3uN3x1Oxa+4wW3Ur6GkO3K64VLbobeq2ojRFqupX0taQxQstY0JLGCG26W84YoWUsaEljhJaxQOsYsefpsQju1M5hniTlQNXV1bh48aLDPAkATCaTVdnLywtEhMjISOTk5DiVQHs53MrId5Q7dOigWsdyW1FREYKDgxXr5eTkoGPHjvX2ZcmSJbjxxhvRv39/BAQEID4+HgaDAR07dkRcXBwuv/xytG/fHrGxscipPGSVDAOAKAg4lPGLJnugd4ZVAm0i4KcDx606uGTfcfiknZ0A2H5EMxHh+30pdnVFaQebduNPlygeL+5koVNtiCptqNmVfBYJ+OXIKcU2fks+67TuzXuOOKmbsC8tX0E3Ye9f5xqkW+2cqrWx51i2ou7Y4zlO6gY27j7ktG6l45mIsPPomQb3GS26lc6/SMCBU8VO6/5+X5LTupX6l4kI2w+meVR3Q68VtTFCTbfyeNJyxgj1MdC+b7SkMUJNt9JY0JLGCLVrQimuLWmMUB8D7a9jrWPE7wl/YXRYN/Tq1QspKSkIDAxEjx49kJiYiJ49eyIoKAgJCQno378/li9fjqVLl8ITtMg50K6kc+fOAIDz58+r1ikrK5PL/v7+qvV69OiBsrIylJSUoKSkBGVlZSguLna6/Nxzz+Hyyy+XfRo6dKh8vBEjRsDX1xcAMHr0aET1/wd0Nr1ZR4Qr+03SZC+o7mdl0wvADcPCobPOtaEXgOuu6G9nFwCFugJuHjXQzq5TrAsM7dtZ0T6if1en2tCptKFmV/JZJwCThlymaB8X1ctp3beOHeKkbgGjBgQp2q+ODG6QbrVzqtbGWEOIon10eA8ndQPTx1/ptG6l4+kFAdcM6tPgPqNFt9L51wnAsMsCnNZ986hop3Ur9S+9IOD6qwZ4VHdDrxW1MUJNt/J40nLGCPUx0L5vtKQxQk230ljQksYItWtCKa4taYxQHwPtr2OtY8SYyyMREhICABg4cCC6dTO/YGXw4MHo2rUrAMi50XPPPYeioiKUlpairKxMsVxaWmpXLisrQ2lpKXr06AFn4QS6Drp37w4AinObJSzvUju6U63T6eDv749OnTqhU6dO8Pf3R+fOnZ0u+/j4wMvLC8KlO8WOytEDRmB22zFyUizNab5h9BxN9gU3T5E7tE4AXp0WjSv6dMGyadHQXzqeXhDw6rRoXK5g/8+t0Qp1oxTbWKZYNxqDe3VWtA/pHeBUG8tU2lCzK/m8TEWfml1N95V9ndUdpahPza5Ft9o5VWtDTbeSH8q6ox3qtu5fUfLxnLErt1Grzxm7UhuW+pyx/0fFD0l33T6r677Cw7oV66rY1XQ777OyPlfpVoyhm3RbXit1n6Moxb6hZlc7d0r61OxadGvtMw3X7ZprpSmMEVrGgpY0RmgZC7SOET0D2kOnM6erer1esSzlQD4+PggICEDHjh3h7++vWO7YsaNd2d/fHx07dpTbcwpqBaxZs4YAUHh4uOZ9P//8cwJAl19+uWqdLVu2EAAaMGCA4vaQkBACQCEhIZqP31CS0uLo65/fpaS0uHrbj54toSe/TqCjZ0us6p4rraB96YV0rrSiTru76rakNpqjz6zbuTaUriG160qL3Z1t7E7Noz6LttLu1Lw67e6q25LaaI4+s27W3ZSO5wm05Gs8B7oOpK8NkpOTcf78efj5+dnV2b/fvOSb2tznxiQqdDiiQoc3yB7dsxPenDHErm6Pju3Qo2M7p+zuqtuS2miOPruijebos9Y2lK4htetKi92dbRh6+OOJawbA0MO/Tru76gJA1w4+Vv+r2bTaPd1Gc/TZFW00R59d0UZz9NkVbbjzeE0NTqDrYNiwYfDx8UFVVRV27tyJW265xa7Otm3bAADjx4/3sHcMwzDuIci/LRZMCnPK7q66ABDk54MnrhmAID8fh7b62BmGYeoLz4GuA19fX9x8880AgNdffx3V1dVW23/66SccOXIEADB9+nRPu8cwDNOikRLrIP+2Dm1a7a5IwjkxZ5jWCyfQl3juuecQERGBiIgIu23//ve/4eXlhT///BN33303Dh48iNzcXHz22We44447AAAzZ86U14JmGIZhmjYuScLV6vJdc4Zp8fAUjkvk5OTg+PHjitsGDRqElStX4uGHH8aGDRuwYcMGq+2DBw/G+++/7wk3GYZhmCaOS6auKLXBSTjDNBn4DrSTPPTQQ9i9ezduuOEGdOnSBT4+PggPD0dMTAz27dvXoBekMAzDMExdNJWpKwzDtJI70HPmzMGcOXMc1lm7di3Wrl3rsM7YsWMxduxY1znGMAzDMB7EnXfCGaY10SoSaIZhGIZhXAOvmMIwnEAzDMMwDOMCPD33m2EaE06gGYZhGIZpsmi5463aBifhjIvhBJphGIZhmGaHpqkkGpNwXvebqQtOoBmGYRiGaTGoJcta6mqZjqLYLs/xbvFwAs0wDMMwDFNPNN3x1pCEM00bXge6ERBFEaIoAgBMJpOmstFoBBE5VSYiuzIAp8qiKMJkMmkqsybWxJpYE2tiTa1NU4CvF+ZPHIBAP596a+ravg0en9AfQX4+su9Bfj54fEIouvh62WmSfrf1V82uqslkUtZ3yU5EMF46pp3vKnZLPyxj4Ixdiw539D0tcALtQXJzc2EwGBAWFoawsDAYDAaEh4cjPDwcq1atQmpqKrKzswEAKSkpyMvLAwAkJiaisLAQAJCQkICSkhIAQHx8PMrLywEAcXFxqKioAADExsaiuroaJpMJsbGxMJlMqK6uRmxsLACgoqICcXFxAIDy8nLEx8cDAEpKSpCQkAAAKCwsRGJiIgAgLy8PKSkpAIDs7GykpqYCADIzM5Geng4AyMjIQEZGBgAgPT0dmZmZAMCaWBNrYk2siTWxpjo06aovYFzXCgT5t5U1Bfm3xfRIXxSfO22nSdJrqwkA8gvyZU3FxcUAgBNpaVaaJB3HUlKsNFVWVgIAjiQkyJqOXPKxpqbGSlNSUhIA4OLFi7ImqS3bOEl+2MYpNzdXtlvGyXKbq+O0YsUKhIaGYuDAgTAYDAgNDYXBYEBkZKSVP3VCjNsJCQkhABQSEkJERCaTiUwmExERGY1GTeWamhoSRdGpsiiKdmUicqpsMpnIaDRqKrMm1sSaWBNrYk2syb2a8sr+pjd3pFJOyUUrf832v6zsiZnF1GfRVjpypshK09GzJdRn0VZKOFNkpcPWLooiJZwpoj6LttLRsyVWvivZpf2TskqtfJf8qMtuMpkoKauU+izaSomZxR6Pk22+5gieA90I6HS1N/71er2mspeXV4PLgiDUWbb0UWuZNbEm1sSaWBNrYk3u0RTkr8eT14bb+Rvk3xZPXhthZZf2sSx7eXlBEARzWa+vLavZL7Vv57uK3VkdjsqWv3syTlrgKRwMwzAMwzAtEF4NxH3wHWiGYRiGYZgWiOY3QXJi7TScQDMMwzAMwzANXuu6NSXgnEAzDMMwDMMwmmjoy2aaOzwHmmEYhmEYhlGkpKoQ3l1/QUlVYb3b0HJn2hXH8wScQDMMwzAMwzCKCF7n4RO4E4LX+Xq3Id2ZDvJvW2fd0qoi+ATuRGlVUb2P5wk4gWYYhmEYhmEUCWjvbfV/fSioKMB7R95DQUWBq9xqdDiBZhiGYRiGYdxGwd8FeD/xfRT8XXcC3flSot65AQm7J+AEmmEYhmEYhvE4SnOjXXHH2xPwKhwMwzAMwzCMx2nOq3bwHWiGYRiGYZhmgtp8YiV7U5973NT9cwQn0AzDMAzDMM0EtfnESnYtc481++GChN2d/rkbTqAZhmEYhmEYTXg6YW9qcALdCIiiCFEUAQAmk0lT2Wg0goicKhORXRmAU2VRFGEymTSVWRNrYk2siTWxppaqKed8DlYlrEJBRYHLNeVdyMPKwytRUFEg+15QUYBVCauQez7XThMAkEh2/trapbJoEusdJ+mYtr6r2SUs/ZX8qMuupsNTfU8LnEB7kNzcXBgMBoSFhSEsLAwGgwHh4eEIDw/HqlWrkJqaiuzsbABASkoK8vLyAACJiYkoLDS/kSchIQElJSUAgPj4eJSXlwMA4uLiUFFRAQCIjY1FdXU1TCYTYmNjYTKZUF1djdjYWABARUUF4uLiAADl5eWIj48HAJSUlCAhIQEAUFhYiMTERABAXl4eUlJSAADZ2dlITU0FAGRmZiI9PR0AkJGRgYyMDABAeno6MjMzAYA1sSbWxJpYE2vyqKaCigL8Z+9/EH8svk5NSRlJeO/Ie4g9Elunpj0H9+CDox+g4O+CemvKyM/A89ueR0FFgZWmtJw0fJj0IQr+LpA1FfxdgA+OfoCDfx20ixMAZGVn2WkCgPyCfDlORcXml5GcSDthpSk9Jx3vHXkPv/z5i1WcMosy8d6R9/Djbz/Kmo4kHAEAGGuMVpqSkpIAABcvXpTjdL689mUrlnGS/LCMEwDk5ObIdss4WW5zdd9bsWIFQkNDMXDgQBgMBoSGhsJgMCAyMhK5ublwGmLcTkhICAGgkJAQIiIymUxkMpmIiMhoNGoq19TUkCiKTpVFUbQrE5FTZZPJREajUVPZke85F3Loz6w/6Vz5OTv7vrP76Nz5c7Lv586fo/3n9lNWWZaVpnPnz1HcuTjZ3tiaWmKcWBNrYk2sqblrSilMoai1UZSUl1SnpuT8ZLluXZqO5h2lqLVRlFKYUm9NyQXJchtW9vxauyMdlvbk/GQrf5XsSvpqampkP47mHbXSYWsXRVHWnVyQbKVJyW6pzzI2SvqU7Go6PNX3bPM1R/Aydo2ATld741+v12sqe3l5NbgsCEKdZUsftZZtff8m7Rss/XMpRBKhE3RYMnIJpg2YpmgHoFj3+1PfK9obS1Nd5eYYJ9bEmlgTa2opmgBAp9fVqUnQCXJdqZ5er0dBRQE2ntiI6WHTEegb6FBrSXWJXV1HmiSs7LpauzM6LPex9MvWrqTPy8tL9kOv18tlNbvUvq0ONbuSDjV9jnQr6XN339MCT+FgXE7uxVwcyDmA3Iu5yL2YKye+ACCSiKV/LkVSQZKdPWZfDJbuc67u0j+XIvdirt3xlHxQ880ZO8MwTGvG08uMaTmeu+oC2h6GU3yYrhkvz8Y4ByfQjEv5Ju0bXLf5Otz/8/24bvN1+N9f/5MTXwmRRCTkJ9jZCQQRztUVScTZ82ftjvdN2jeKNiXf6rIzDMO0drQkh1qWNVO1azleA5Ncd9KaVqNorXACzbgMpbvN61LWQWfTzXSCDpcHXQ6dYPN1DQSn6+oEHdrq2zb4LnZdd7cZhmEYa1yxDnFTTn4Zxhk4gWZcRmZ5puJd5dkDZ8sJsDR/OTowGktGLrGyx4yKwZJRS5yqu2TkEvxt/LvBd7Ed3d1mGIZxFe78St8VUxl4ygGjRtHfRVb/M2Y4gWbqxNn5wb39eyveKZ4VOQs7bt2B1detxo5bd2DagGkAgGkDptnZlWxqdZWOp/Uutpq9l18vl8yjdlfdltRGU/dZDZ433/RwRRLormRU9U6sK6ZDaGhb6x3hlp48adHXVM6Fmh/u8O+btG8wb+c8AMC8nfM8MsWxqZznuuBVOBiHfJP2jXlKBETooMOSUUvkpDb3Yi4yyzPR2783urfvju7tu2PJyCV2q2V0b98dAOT/LZH2q8umZFc7HmC/kod0F9tZ+75z+5xeOUTriiINrduS2mjqPiv1c/m6UKivVFetDS111ezHCo/hf6n/w6yIWTB0NdSrDVf4oVZXzT8l1OoqrYagZAOA1OJUvJ/4PqK7RlvZldrW2oZSfdW6l5LRcb3GyXa1pECprppdra4aWuvb8k3aN4jZFwPAnDzFjIrBtAHTmnzS6ewx1fQ1tK4rfNPqsytiZYs0LZNgfsEIgbD0z6UYFTxK8W+0I9wRk8aGE2hGFXlO86UpESJE+eJRSzCnDZiGUcGjcPb8WfTy66X5ItOK2vGUbGp1be0AcN3m6+zmRQ/oNEBxvrSSPWZfDAQItefORXVbUhtN3We5n9t8gBwVPEqx7bKqMrxz6B27D5tKH0IBKH4wVfvAqtZGzL4YEAg/nPzB6g+pljZc4YdaXSX/lJJZtbqAcpKqZKsrsbBtW0sbgH0y6qiubbKgpa6Ekt2ddx5t21BLnsqqyvD2obc9qttZn+s6piV1JYeWbbsqkdR6PpyNiTSuaYmVMyhNy5SmOLpKtyWuTNg9AU/hYFRRu3gSCxIdPnjXvX13DO0+1GMdXul4aj44Y1fTrWUetZa52K6Yt90c22jqPsv93OYD5JH8I4ptv33obbu68kOqFnb5QVcn6tbVhu0fmvq04Qo/1Ora+rcmeQ3u+PEOfH/ye9zx4x34Ju0b1T+auRdzFb8+VrKpteHID2fbkMY1ZxIqJZ/XJK/RpA9Q/tpcS10JZ5NwpTbUxsG3D73tUd1afHYUF9s2HCWHtm2rrSYlPSvjTNLvin6u9W+TWqycRW1apnSjyRnquq4scRSTpggn0IwqahcPETWrTq4VNd1a5lFrmYvtinnbzbGNpu6zWj8XBEGxDekPhGXd5vjBwZ1tKP1BV/tAIn2Asayv9sFBrQ1X+KEloVLy+e1DbztdVy3pr+sDkzs+fLTzaud0P3eXbq0fdtRi+L+//mfXhto4L63uZNm22mpSvfx6OZ3013VDypl4K8XE0bimFCstf6elaZK2D/BLN6Cc+YCmJSl2RcLuSTiBZlRRu3iGBA1pVp1cK2q61VYDaeiKIlpXH2kpbTR1n9X6+eDAwXZtLLhyQZNI+ptyG2p/0JU+kKh9gFFL2NXacIUfWhIqNZ8FCE7VddUHFVd8+Kg0VTrdz92lW+uHHbUPt+tT1tu1AUDT6k5Kq0kBcDrp13JDSi3eSjFRG9fUYiX9nXZ2qsy0AdOwcsJKAMDKCSvlqRfOfkDTkhTXlbA3NXgONOMQtXnDjh4WbAk4O1+6Lru76rakNpqyz2r9XKmNjj4d7eqqPaQKwOm6LaWN+VfMxzuH37FKFiw/kNi2IX2AsawvXPpnmVw4asMVfqglVPcMvAfrj62v02fbY9ZVV0r6ndGtVNdRUubog4NtG738emFo96EIbBeIR3Y+gpUTVmJMzzGK/dydurX4rBTD2YbZWJuy1q6Ns+fPYtqAaXb6ci/mKrY9K3IWhnUfZlX3QM4Bp5P+HbfuaHA/V4sJAEUtSrHq3r675rnYXdp1sfpf6RsA6VkSZ3Wr3cVW0tFUEYiI6q7GNISePXsiOzsbISEhyMrKamx3XEbuxVyPPSzIMI2Fln6uVlfJrqVuU2pD6SFAtRU0bO1qq5eotaF1xZTfs37HIzsfwXvXvGf1h9fW7sgP27q5F3OtHioGzMnMjlt3IK0kze54am0r+eau1WZGBY+y81ktKdtx6w7Vh8IB4FjRMdy+9XZ8fdPXMHQxqJ5nd+hW+7BTl8+WxxzQeYBq/Lq3766oT80/27pKfUMp6QeA1detxtDuQ50+H476uZLPzsbKUX/ed26f/MCtAKH2wV+bdg/kHMD9P99vp1GJunQ7czxPoiVf4zvQTL1RW26OYVoSWvq5s0swaq3blNowdDXgldGv1GlTsk8bMA0RnSMUk22lNtTqq7URERCBhwc/jIiACKt2bO2O7nLZ3m1ztDxncWWxVV1Hbdu266iuml1LXWe/LZC+UdFy10+LlobqVruL6mwM61peVQlnz4dS22pJvzRlQcv5cMWdWNvjaZmLLa2AYYs0LcPZu+ZKfjhacaO5wHOgGwFRFCGK5k5mMpk0lY1GI6QvDeoqE5FdGYBTZVEUYTKZNJVZE2tiTaypLk2Grga8OPJFOZmtS5OhqwFLRyxFZJdI2ffILpF4ZfQrCOsUZqWpa7uueHjww+js3dlKU6BvoGyXdIR2DMXDgx9GeOdwK00B3gF4ePDD6OLTRfb9lv63YPnY5QCAFeNWYGq/qQCALj5dMHfQXAS2C7TyXTpOl3ZdZHtgu0A8FP0Quvh0sYqBlFAEtA1QtUs6pDqdvDtZxUOqa2m/+bKb5bmry8cux7QB01R1iKIo+xzgE2AVAxLN51c01fZJ0VSbJFnqlo7fpV0Xq/4m+WSpT9Jiqc/yPHRp18VOx7tj38W0AdPkfiXplny37G+Wft7S/xasGLdCPhe39L/FoT6TyYQAn9pzLflu2bakY9qAaXh37Lvmczp+Be6OuBsvjHjBah7vCyNeQFefrlbnwTJ+0nmXdDurT/LdMga2dlt9vf17a3poOrM8Uz6m5G/39t3NGlGr8fnhz9s9S/L88OcR2DbQyidJx+nS04rHO1N2xqE+d497WuAE2oPk5ubCYDAgLCwMYWFhMBgMCA8PR3h4OFatWoXU1FRkZ2cDAFJSUpCXlwcASExMRGFhIQAgISEBJSUlAID4+HiUl5cDAOLi4lBRUQEAiI2NRXV1NUwmE2JjY2EymVBdXY3Y2FgAQEVFBeLi4gAA5eXliI+PBwCUlJQgISEBAFBYWIjExEQAQF5eHlJSUgAA2dnZSE1NBQBkZmYiPT0dAJCRkYGMjAwAQHp6OjIzMwGANbEm1sSamqSm08mn8ciQR+BV5WWl6VzaOTwy5BGI50UrTfpiPR4e/DA6/N1B1nQ+9zyu87sOgb6BVppKs0txZ987EdguUNYU6BuIURgFoUKw0hTYLhA3BdyEtqa2VpoC2wVicsfJ6OTVSdYkJQtHEo7YaZLOn2WcpASsKKtIjlNpTikAwHTBZBWns1nmVRGysrOs4lRVXIWHBz+M0uxSOU4nM07Kx7SM0/HU47LdMk4AUFlZaRUnORkXRas4SfWkOMXHx8s6Cs8UynGS+p6lP5Z9D4CsKSMjA38X/20+Z0UVVn0vvyBfbsOy75WUlsiapL4nnV/Auu+dTTUfp7NPZ8TGxmJqv6l4e4x5/eWVE1bi+pDr5ThdvHhRbsPyepKOB1hfTwBw+vRpANbXE2COFWB9PQGQNaWkpKCo2Bz7E2knUFhYiO7tu2N2j9ly8itAwDODn8GQoCGKD32GtA+R+5uxxijH6fqQ6/Fw94cBAK8Nfw09S3pi2oBpWDZ0maz76s5Xy3GS/ADMcarOr7Z/uBA6UEltEpuTmwPA9WPEihUrEBoaioEDB8JgMCA0NBQGgwGRkZHIzXV+mT8Q43ZCQkIIAIWEhBARkclkIpPJRERERqNRU7mmpoZEUXSqLIqiXZmInCqbTCYyGo2ayqyJNbEm1sSa3Kcp70IerTy8ks6Vn7PyPf9ivqI9pTCFotZGUVJekuxvUl4SRa2NouT8ZCsdlva6fJfqphSmWNmP5h2V7ZLvkg/JBclWmpILkmW7ZQwke0phip2Oo3lHrWKgpE/NnpyfLNssNdVlP5p3VI6Hkj5Le3JBsp0+Sx1q+ohIPl5KYYrT+pLzk61io2RX0ldTU0N7MvdQ1Noo2n16t6xjw18baNC6QRS1NooGrR1Em45vIlEU7fRJfUzJbqnP8lpR0rf5xGYatPbS8dYNoo2pG1V1eGqMsM3XHMFzoBsBna72U5der9dU9vLyanBZEIQ6y5Y+ai2zJtbEmlgTa3K9piCvIMy7fJ5sk3wP9ApUtrczT13p1qGb7G+3Dt3w8OCHEdQ+SPbH1i7pUvNdqhvYLrBOfZIPQb5BVnZBEOT/beNhq8O2fcvzDgA6va5Ou6ATZJulvrrser1e9kktfpLdGR2qdl2t3Vl9lj6q2ZX0eXl5oauveUpJUIcg2afpEdPRvUN387zra2rnXavpq0u3pb9K+uqaa66kz91jhBY4gWYYhmGYFkigbyAeGfJInTZHdmfbBWqT5cB2gfWq68jeFGjKvrkKpYccW9LxXAkn0AzDMAzDNBiXJOFKSb/GZFtLoquprgZ9TMuHE2iGYRiGYZosWu+aa0rCOSlm6gkn0AzDMAzDtGi0Jsrumq7RGqaBtBZ4GbsWSlVVFWJiYlBVVdXYrjD1gOPX/OEYNn84hs2bhsRPSrgDfV2cQGto151TV5oLTfka5AS6hVJVVYWlS5c2yU7H1A3Hr/nDMWz+cAybN56Kn+LDkxqTWUcPYNom21rtzZmmfA3yFA6GYRiGYZh6omW1Ey1tME0bvgPNMAzDMAzTAmmJ0zqaCnwHmmEYhmEYpgXCd7bdB9+BZhiGYRiGYRRxxV3slngnnO9AMwzDMAzDtCJc8QIZLQ9PtsQ74ZxAMwzDMAzDtCK0vmLd2TZckShb+WBsUFNuhRNohmEYhmEYpkncKbb0oby8vFF9cQTPgWZcxqpVq/h4zZjG0McxdC2t4XxyDPl4TZ2Wfk5bQwydgRPoRkAURYiiCAAwmUyaykajEUTkdNlkMoGIQEQwGs3fhThTFkURJpNJU/mDDz5wuybJRyLCe++953ZNlv5q0VdfTZb+CoIg++IuTVr0uUKTbfmjjz5yqybb8qpVq9yuybLs7e3tdk22+tytyTJOH374ods12fr+0UcfuVWTJ+LkKDZK+typadWqVW7XpKTPE3GS/PLU31zJx1WrVnm0733wwQce+ZurVZ8zOkg0H89RnNq0aeORv7lSPWfhBNqD5ObmwmAwICwsDGFhYTAYDAgPD0d4eDhWrVqF1NRUZGdnAwBSUlKQl5cHAEhMTERhYSEAICEhASUlJQCA+Ph4+euNuLg4VFRUAABiY2NRU1MDHx8fJCQkwGQyobq6GrGxsQCAiooKxMXFATB/PRIfHw8AKCkpQUJCAgCgsLAQiYmJAIC8vDykpKQAALKzs5GamgoAyMzMRHp6OgAgIyMDI0eOBACkp6cjMzMTAFyqqbq6GiaTCbGxsTCZTPD19XW7poyMDFnTFVdc4XZNlnEKCgqS/XWXJss4RUdHu12TbZxmzZrlVk2eiJNa3ysvL8cTTzzRojTZxmnq1Kke1zRr1iy3arKM08mTJwEA+fn5HovTvffe61ZNjd33HnzwQY9pknzPysry6PXUpk0bj8Zp7NixTXaMqEtTTm4OJNT63syZM5Gfn+8yTStWrEBoaCgGDhwIg8GA0NBQGAwGREZGIjc3F05DjNsJCQkhABQSEkJERCaTiUwmExERGY1GTeWamhoSRbHOcmlpKQGg4uJiEkWRRFGkmpoaIiKnyiaTiYxGo6ZyVFSUWzVZ6hBFkQwGg9s1WfqrRV99NUnlsrIyEgSBiouL3apJi76GalLSMWjQILdqsi1HRka6XZNULi0tJW9vbyorK3OrJlt97tRkG6fo6Gi3a7L1fdCgQW7VZOlvcXExAaCSkhK3aqpLnys12ZYjIyPdrklJnzs1SeWSkhI5fu7+m2upIzIy0iN/cyUfo6KiPPI3V6s+Z3Qk5ydT1NooSilMUex7ZWVl1KZNGyopKXGrJsl323zNEfwQYSOg09Xe+Nfr9ZrKXl5eTpUFQZD3lcpSHUEQ6ixb+uhs2XTpKxl3abItE5HbNVn6q0VffTXZ6pPadJcmLfpcoclWR01NjVs11VV2hybLcnV1dYvTZBkn6atPT2qqqamxG9NcqcnSX8kH27KrNdVXnyfGPVdo0qLPlZqk3y3LnrqenNHhqjiZTCZN+jw5RtTle1D7IHnFDbW+V1NTU6c+V2nSAifQDMMwDMMwjMdpCqt+1BeeA80wDMMwDMMwGhCIND52yGjG29tb/gqiR48eHjkmEeHcuXMIDg7W/LVEfcnLy0O3bt08cqyWfrzWEL/GOCbHsHkfz9PH5Bg27+M1RvyAln1OPX08T8cwJycHoijKD4I6ghNoD6DX6+WlVhiGYRiGYZimi+VzXWrwHGgP0LZtW1RWVkKv1yMoKKix3WEYhmEYhmFsyM/Ph8lkQtu2beusy3egGYZhGIZhGEYD/BAhwzAMwzAMw2iAE2iGYRiGYRiG0QAn0AzDMAzDMAyjAU6gGYZhGIZhGEYDnEAzDMMwDMMwjAY4gW5BEBFWr16NESNGwN/fH/7+/hgxYgRWr14NXmylebBlyxZMmDABAQEBaN++PYYMGYI333wTNTU1Dvfbs2cPpkyZgqCgILRr1w4RERF44YUXcOHCBQ95zgD1j0NiYiJmzpyJHj16wMfHB/369cP8+fNRUFDgIc9bJqmpqfjnP/+J3r17o127doiKisJjjz2GoqIixfoNGUPre+0yyoiiiI8//hiTJk1Cjx49EBAQgKuvvhqvvvoqKisrHe7L42jzwNNxcvk4S0yLQBRFmjVrFgFQ/LnzzjtJFMXGdrNVUFhYSM8//zyNHz+eQkJCyM/Pj0aMGEFPPPEE5eXlqe63ePFi1fiNHTuWKisrFfd7//33SRAExf0MBgMVFRW5S2qr4oMPPiAA9NBDDylur28cvv/+e/Lx8VHcLzg4mE6ePOlOWS2W7777jnx9fRXPa2BgIKWnp1vVb8gYWt9rl1HmwoULNHLkSNVz2q9fPzpz5ozivjyONj6XX345hYeHO6zj6Ti5Y5zlBLqFsGrVKrkzLFmyhE6cOEEnTpygJUuWyPaVK1c2tpstnhMnTlDPnj1VB4ZOnTrRt99+a7ffjz/+KNd55JFHKDExkTIzM2n58uWk1+sJAC1cuNBuvyNHjpCXlxcBoOnTp1NcXBzl5ubSunXryM/PjwDQbbfd5gHlLZvjx4/LyZhSAl3fOJw7d07ePn78eNq9ezcVFBTQpk2bKCQkhADQVVddxR9+NZKamkrt27cnADRjxgzau3cvlZWV0S+//EJhYWEEgIYPH04mk0nep75jaH2vXUadBx98UB4vP/roIzp37hwVFhbS5s2bqU+fPgSAxo0bZxU/Ih5HmwJHjhwhAA4TaE/HyV3jLCfQLYCqqioKDg4mAPTMM8/YbX/66aflT1nV1dWN4GHrQBRFGj58OAGgzp0705o1a+js2bNUVFREP/30Ew0ePJgAkJ+fH506dcpq36uuuooA0O233253EUt/2Nu1a0cFBQVW22677TYCQKNHj6aqqiqrbVu3bpUHqeTkZLdobg1UV1fL8VFLoOsbh4ULFxIAGjBgAJWUlFhtO3TokHzH5Mcff3S5rpbM9OnTCQDdcsstZDQarbalpaWRt7c3AaD9+/cTUcPG0Ppeu4wyZWVl8vWyZcsWu+1Hjx6Vk6yDBw9abeNxtHHJyMiggQMH1plAezpO7hpnOYFuAezcuZMAkE6nU/z6orCwkHQ6HQGg3377rRE8bB3Ex8fLF/DPP/9st/3ChQsUHh5OAOjee++V7SdPnpT3S0xMtNvPaDRSQEAAAaC1a9datSdd+N99952iT0OGDCEAFBMT4wKFrZN//etfVt8i2CbQ9Y2DKIrUq1cvAkDvvvuu4n633HILAaA5c+a4TlALJy8vT/6K98SJE4p1Hn74YRo8+zLXLgAAGA5JREFUeDB98sknRFT/MbS+1y6jzp49e+QEyvbDj0R0dDQBoI8++ki28TjaOCQlJdHjjz9O48ePl68RRwm0p+PkznGWHyJsAezZswcAMGrUKAQEBNht79KlC0aOHGlVl3E9SUlJAICIiAhMnDjRbnv79u2xYMECAMCBAwdkuxSTnj17Ijo62m4/vV6PyZMnW9WV2qiqqoKPjw+uueYaRZ9uvPFGu/0Y54mNjcWyZcsQHByMKVOmKNapbxxOnz6Ns2fPWm13Zj/GMdu3bwcRYejQoRgwYIBinffeew9HjhzB/fffD6D+Y2h9r11GnbKyMgCAIAiqdfR6vVVdgMfRxuLgwYNYvnw5du/eDVEU66zv6Ti5c5zlBLoFkJ2dDQAYPny4ap1hw4ZZ1WVcT0ZGBgAgLCxMdfDv378/AODUqVOyzTJ+avspxU8qR0VFoX379k7vxzhHeXk57r77boiiiLVr1yomVkD94yCVu3TpIvcLR/sRr6TjFMeOHQMAOeF1hvqOofW9dhl1Bg8eDEEQUFFRge3bt9ttT01NRXJyMgDg8ssvl+08jjYOU6dORVJSkvzz0ksvOazv6Ti5c5zlBLoFkJeXBwCqf+ABc+cBgPz8fI/41Bq5+eab8eWXX+Jf//qXap3Dhw8DAPr16yfb6hs/jrt7eeyxx3D69Gk88cQTmDRpkmo9T8Svuroa5eXlzjvfisnNzQUAdOvWDSdPnsQ999yD4OBg+Pr64sorr8Qjjzwi15Hga7Dp0Lt3bzz66KMAgNmzZ2P16tXIzc1FcXExvvvuO9x4440wGo2YNGkSxo8fL+/HMWwcOnfujKioKPmnZ8+eDut7Ok7uHGe9nK7JNFmkDtK5c2fVOlLnkeoyrmfo0KEYOnSo6vbMzEy8+eabAIAZM2bI9vrGT8t+paWl8tdfTN1s2LAB69evh8FgwLJlyxzWrW8ctOwnHadjx45Oa2it5OTkADB/IzR48GBcvHhR3nb48GEcPnwYX3/9Nb788ktce+21ADxzDfLY6zxvvfUWvL298eabb8rTbCyZMWMGPvnkE+h0tfcAeRxtHng6Tu4cZ/kOdAugpKQEANChQwfVOtK2wsJCj/jEWBMbG4uxY8ciPz8fffv2xWOPPSZvq2/8tOwHQPXlEYw1WVlZeOihh9CmTRt8/vnnaNeuncP69Y2DM/u1bdtWThL42nUO6e7yp59+Cp1Oh3fffRcnT55EcXExfv75Z0RHR6O4uBh33323HANPXIMcP+fJyclBSkqK6nbLea0SPI42DzwdJ3eOs5xAtwCkT1bnz59XrSM9bMF3sDzL6dOnMWvWLIwZMwanT59GcHAwfv75Z3Tq1EmuU9/4adkPAPz9/euloTUhiiLuuecelJaW4qWXXrKaY6lGfePgzH4XL16UH8zha9c5qqqq5PJPP/2Exx9/HP369UPnzp0xadIk/PHHHwgKCkJ+fj7++9//AvDMNcjxc47c3FyMHTsW27dvx5AhQ/DDDz8gNzcXhYWF+OWXXzB69GgcOHAAY8eOxYkTJ+T9eBxtHng6Tu4cZzmBbgF0794dQO0nLSWkbVJdxr1UV1dj6dKlCA8PxxdffAEAmDlzJpKSkuxWBqhv/LTs16FDB4efwBkzb7/9Nnbt2oUxY8Zg4cKFTu1T3zho2c+yPuMY6Txdd911GD16tN12Pz8/PPLIIwCA/fv3W+3jzmuQ4+ccL7/8Mk6dOoXw8HD88ccfuOmmm9CtWzd06dIFEydOxO7duzF8+HAUFhZi8eLF8n48jjYPPB0nd46znEC3ALp16wbA8VdLxcXFAIAePXp4xKfWzJEjR3DVVVchJiYG1dXVGDVqFH7//Xd88cUXig8y1Dd+HHfXcvLkSSxevBh+fn5Yv369vFRWXXgifm3atHH4EAxTi/QHcPDgwap1Bg4cCADyag58DTYdvv/+ewDAE088AV9fX7vtXl5eeOaZZwAAW7dule8ccgybB56OkzvHWU6gWwAhISEAgLi4ONU60p2W4OBgj/jUWjl69CjGjRuHpKQktG/fHp999hliY2MV74RJSPHbv3+/6hI6SvGT9ktOTlb9eorj7jxnz55FdXU1zp8/j8suuwyCIFj9rFu3DgDw4YcfyrYtW7bUOw7SfiUlJVZfRavt52hdXKYWKYGuqKhQrSMlXdJUqvqOofW9dhl1pERHbQ1vy21VVVXyQ6I8jjYPPB0nd46znEC3AMaOHQvAPPgrfcoqKiqSO4jlsj+Mazl//jyuv/56lJWVISIiAgcOHMBdd91V5wV59dVXAwDOnTuHxMREu+0mkwk7duwAYB2/YcOGwcfHBzU1Ndi5c6di29u2bbPbj3Et9Y1Dnz590Lt3bwDmubrO7sc4RloJ58CBA6p/oKXlJKUXOdR3DK3vtcuoYzAYAABpaWmqdaRtvXv3hp+fHwAeR5sLno6TW8dZTe8tZJokVVVVFBwcTADoqaeestv+zDPPEAAKCQmh6urqRvCwdfDhhx8SAOratSsVFBRo2nfo0KEEgG677TYSRdFq23vvvUcAyNfXlwoLC622TZ8+nQDQyJEjqaqqymrbjz/+KL8yNSUlpX6iGJl77rlH8VXeRPWPw9NPP00AqH///lRSUmK17dChQ/Kra7dt2+ZyPS2VoqIiateuHQGgTZs22W3Pzs4mPz8/q1dBN2QMre+1yygzb948AkARERF08eJFu+01NTU0YsQIAkDTp0+32sbjaOOzZs0ah6/yJvJ8nNw1znIC3UJ4//335c6zdOlSOnnyJB0/fpxiYmJk+4cfftjYbrZoxo4dSwDomWee0bzvTz/9JMfp0UcfpeTkZDpz5gytWLGCvLy8CAA999xzdvslJibK22fMmEHx8fGUk5ND69evl5OEmTNnukJeq8dRAl3fOOTk5JC/vz8BoAkTJtCePXuooKCANm/eTD179iQANGrUKLs/MoxjnnvuOQJAbdq0oddee41Onjwpn9devXoRABo6dCgZjUZ5n/qOofW9dhll8vLyKCgoiADQ5ZdfTj/99BMVFBRQYWEh/frrrzR69GgCQB06dKD09HSrfXkcbXycSaA9HSd3jbOcQLcQRFGkWbNmyZ3S9mfOnDn8R9jN9O3bV/X82/706dPHbv/Fixer1p80aZLdJ26JDz74gARBUNxv8ODBVFpa6mblrQNHCTRR/ePwww8/kLe3t+J+vXr1ojNnzrhTVoukqqqKrr32WtXradCgQXT8+HGrfRoyhtb32mWU2bVrF/Xo0UP1nAYEBNC3336ruC+Po42LMwk0kefj5I5xlhPoFoQoivTJJ5/QsGHDqEOHDtShQwcaPnw4rV27lpNnD+Dr69ugBJqI6Ntvv6WxY8dSx44dqV27djR48GB65513qKamxuGxf/vtN7rhhhuoS5cu5OPjQ+Hh4RQTE6P4FShTP+pKoInqH4cjR47QjBkzKCgoiLy9valv3760YMECKioqcrWMVoPRaKT33nuPhg8fTv7+/hQQEEATJkygV155hSorKxX3acgYWt9rl1GmrKyM/v3vf9PYsWMpMDCQOnfuTP/4xz9o4cKFdU6H4XG08XA2gSbyfJxcPc4KRCpPWTAMwzAMwzAMYwevwsEwDMMwDMMwGuAEmmEYhmEYhmE0wAk0wzAMwzAMw2iAE2iGYRiGYRiG0QAn0AzDMAzDMAyjAU6gGYZhGIZhGEYDnEAzDMMwDMMwjAY4gWYYhmEYhmEYDXACzTAMwzAMwzAa4ASaYRiGYRiGYTTACTTDMAzDMAzDaIATaIZhGIZhGIbRACfQDMMwDMMwjcycOXMgCALmzJnT2K4wTsAJNMMwDMMwTCMTHR2N6667DtHR0Y3tCuMEAhFRYzvBMAzDMAzDMM0FvgPNMAzDMAzDMBrgBJphGIZhGKaRWbt2LQRBwNq1axvbFcYJOIFmGIZhGIZhGA1wAs0wDMMwDMMwGuAEmmEYhmEYhmE04NXYDjAMwzAMwzBNEyLC0aNHcfz4cZw7dw6VlZXo0qULIiMjcdVVV6Ft27aN7WKjwHegGYZhGIZhWjCCINj93HLLLQ73uXjxIpYuXYr+/ftjyJAhuP3227FgwQI899xzePDBBzFmzBgEBATgwQcfxKlTp9zmu8lkQnBwsOx3enq6pv2XLVsm77to0SIAwG+//aZ4TrQ8wMkJNMMwDMMwDCOza9cuGAwGxMTEWCXHXl5eaNOmjfz733//jY8//hjR0dFYt26dW3zR6/W4/fbb5d83btyoaf9vvvlGLs+YMcNlfnECzTAMwzAM0wqYPHkyVqxYgRUrVuCBBx5QrLN161ZMnjwZmZmZAICwsDCsXLkSZ86cQWVlJSoqKnD8+HGsX78eYWFhAMx3q+fMmYM1a9a4xe+ZM2fK5Q0bNji939mzZ3Hw4EEAQL9+/XDFFVcAAAYMGCCfh5iYmHr5xHOgGYZhGIZhWgHDhg3Do48+qrr92LFjuO2221BdXQ0AePLJJ/Hqq6/Cx8fHql5YWBjCwsJwxx13YMmSJVi2bBkA4JFHHsHIkSMRERHhUr+HDh2Kfv36ISMjA0eOHMGJEyfk5N0RW7ZskcszZsyAIAgAgJCQEPk8nD59ul5JNN+BZhiGYRiGaeWYTCbce++9qKqqAgAsXLgQb7zxhl3ybEmbNm3wyiuvYM6cOQCAyspKLF261OW+CYJgdRfa2Wkc3377rVx25fQNgBNohmEYhmGYVs8PP/yAAwcOAACGDBmCV199Vb5j6whBEPDWW2/JifbGjRtRVFTkcv+0TuMoKirC3r17AQChoaEYMmSIS/3hBJphGIZhGKYBSK/h7tq1KwCguroaK1euxPDhw9GpUyd06NABUVFRWLRoEXJychrZW2VWrVoll1955RWrhwXronPnzpg2bRoA853s3377TbGeKIr46quvcPPNNyMkJAQ+Pj7o27cvJk2ahM8//1yeOqLEwIEDER0dDQA4evQoUlNTHfr0ww8/wGQyAbCevuEqOIFmGIZhGIZxEfn5+bj66qvx2GOP4cCBAygrK8PFixeRkpKC119/HREREdi2bVtju2lFWVkZdu7cCQDo3bs3rrvuOs1tfPHFFyAiEBFuvfVWu+35+fkYM2YMZs6ciR9++AHnzp1DdXU1zpw5g19//RV33303oqKiHC5Tp2Uah7tW35DgBJphGIZhGMYFmEwm3H777di/fz/at2+PqVOn4qWXXsLs2bPRs2dPAEB5eTluueUWHDp0yG7fxuLPP/8EEQEAJkyYAL1e79L2KyoqMGHCBOzbtw8A0LdvXzzwwANYtmwZ/vnPf6Jv374AgLS0NIwcORJnzpxRbOeOO+6Qy46mcVy4cAE///wzAPMDj4MGDXKRklp4FQ6GYRiGYRgXUFpait9++w29evXC9u3bYTAY5G0XLlzA7Nmz8e2336K6uhpz587FgQMH5KkFCQkJAABvb2+P+52YmCiXhw4d6vL2X3jhBaSkpAAAFi1ahJiYGKs3GFZWVuL555/HG2+8gcLCQjz11FPYtGmTXTuXXXYZRowYgbi4OCQnJ+PYsWNW51hi+/bt8sOQ7pi+AfAdaIZhGIZhGJfyww8/2CV2HTp0wKZNm+R5vAcPHkRcXBwSEhIwffp0fPzxx9DpdPJaxZ7E8qG/bt26ubTt0tJSvP/++wCAW2+9FcuWLbN7/Xfbtm3x+uuv4//+7/8AAJs3b8bJkycV23NmGoc7V9+Q4ASaYRiGYRjGRUyePBmDBw9W3KbT6fCvf/1L/v37779HVlYWfvjhB4SGhuKzzz5z+RrKzlBSUiKX/f39HdZduHCh4muwLX/GjRsn19+2bRsqKiqs9lVCEAQ8+eST8u+///67Yr0ZM2ZApzOnr19//bU89USiuroaP/74IwAgPDwcUVFRDvXUF57CwTAMwzAM4yKk1SjUmDp1qlw+ePAgli1bhsrKSne75ZB27drJZSnZdRV//vmnXI6Li5PfDKiE5bGTkpIU63Tv3h3jx4/Hzp078ddffyElJcUqSd69ezfKysoAuG/6BsAJNMMwDMMwjMu47LLLHG5v27YtgoODce7cOZw7d85DXjmmS5cucrmwsNBh3VtuuUV+6M+Wd999124VjaysLLm8YMECp30qLy9X3TZz5kx51ZANGzZYJdDuXn1DghNohmEYhmEYFxEcHFxnnZ49e+LcuXPyndLGpk+fPnL5yJEjDuuOHj0ao0ePVty2bt06O5ujRNgRjvabNm0aHn74YdTU1GDDhg1YunQpBEGAKIr47rvvAACRkZEYOHBgvY7tDDwHmmEYhmEYxkU48xa+3NxcAOYHCwEgJiamznnFanOMXcGYMWPk8m+//WY3r9gZiMjqbrOEr68vAMDHxwcmk0leK7qun6+//lr1WJ07d8bkyZMBAMePH5ene/z555/Iy8sD4N7pGwDfgWYYhmEYhnEZp0+fVr1DCwBVVVU4e/YsACAoKAiA+VXTti8vyc7ORnJyMoKDg+WVOyRcva5xv379cNlll+HUqVNITk7GwYMHNS9nd/z4cfmDgSXSqh5VVVXIyspC7969XeLzzJkz8f333wMwT+MYNGiQ1eob06dPd8lx1OA70AzDMAzDMC5CmpurxrZt2+Q7vFKSetddd2H79u1WP0899RQAYNKkSXbbXn/9dZf6LAgC5s2bJ//+wgsvaL4LvWLFCkX7sGHD5LLty2NsSU1NRUxMDGJiYlSXsZOYMmWKfHd7w4YNICI5gR44cKBbp28AnEAzDMMwDMO4jM8//xynT59W3CaKIpYuXSr/fuONN3rIq7r55z//KT9MuH37dtWEWInff/8dH330keK266+/Xl52bsmSJTAajartPP/881i6dCneeOMNdO/e3eExpTc9AuY3GH722WfIyMgA4N6HByU4gWYYhmEYhnERRqMRN998s93rqC9evIgZM2bID+kNGjQI48ePbwQPlenYsSM++eQT+fcnnngCr732Wp2vGP/1118xdepU1cS4V69eckKblJSEBx54ABcuXLCqQ0R488035bcPTp8+He3bt6/TZ8uXqsyfP18uu3v6BsBzoBmGYRiGYVxG165dkZSUhCFDhuC6665DdHQ00tLSsGvXLnnuc5s2bfDJJ5+49SG3+nDLLbfIUygA4Nlnn8WXX36JRx55BDfccAN69OgBvV6PiooKxMbG4tNPP8WGDRsAANdeey18fX2xZcsWu3bfeecd/Pbbb8jNzcXatWuxc+dOTJw4EeHh4SgpKcG2bdtw9OhRAOb54G+88YZT/l533XXo3LkzSkpK5JfBREdHIzIysuEnow44gWYYhmEYhnERmzZtwgMPPIC0tDR8/fXXdqtJ+Pv746uvvtL8kJ6nWLJkCbp06YKFCxeiqqoKiYmJeOihhwAAer0e7dq1s7uDfO+99+KDDz7A6tWrFRPobt26Yc+ePbjpppuQlpaGs2fPYs2aNXb1Bg0ahA0bNlitS+0Ib29v3HrrrVZ3zj0xfQPgKRwMwzAMwzAuo0+fPjhy5AheeeUVDBo0CB06dEC7du0QGRmJp59+GsePH5eXYGuqPProo/jrr78wa9Ys+UE9ADCZTHLyLAgCrr76auzZswerV6+Gt7e31XJ4toSFhSEpKQnvv/8+JkyYgMDAQHh7eyM0NBQ33ngj1q1bh8OHDyM8PFyTr3feeafV756YvgHwHWiGYRiGYRiX4uvri8WLF2Px4sWN7Uq9ueyyy/D555/j77//xt69e5GZmYmCggL4+/ujR48eGDNmjLwMn8TAgQMdrt7h4+ODuXPnYu7cuS7zc/z48fVat7qhcALNMAzDMAzDKNKuXTu7NaoZnsLBMAzDMAzDMJrgBJphGIZhGIZhNMBTOBiGYRiGYVoBBw4cwMqVKwGY5zg3pRe5eJLs7Gz5rYVFRUX1aoMTaIZhGIZhmFbAtm3bsG3bNgDA1KlTW20CnZaWhscee6xBbfAUDoZhGIZhGIbRAN+BZhiGYRiGaQBz5szBnDlzGtsNVRpjmbemzLhx4xp8TgTis8owDMMwDMMwTsNTOBiGYRiGYRhGA5xAMwzDMAzDMIwGOIFmGIZhGIZhGA1wAs0wDMMwDMMwGuAEmmEYhmEYhmE0wAk0wzAMwzAMw2iAE2iGYRiGYRiG0QAn0AzDMAzDMAyjAU6gGYZhGIZhGEYDnEAzDMMwDMMwjAY4gWYYhmEYhmEYDXACzTAMwzAMwzAa4ASaYRiGYRiGYTTw/2gFRIPvwIFlAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, '1b1c_btagSF_calib', year, \"nominal\", \"btag SF\"),\n", + " (sample, '1b1c_btagSF_calib', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " (sample, '1b1c_btagSF_calib', year, \"sf_btag_cferr1Down\", \"cferr1Down\")\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=True,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "5ac32f92-b387-404f-bd14-c24903ac8328", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 1b2c_btagSF_calib 2018 nominal\n", + "TTToSemiLeptonic 1b2c_btagSF_calib 2018 sf_btag_cferr1Up\n", + "TTToSemiLeptonic 1b2c_btagSF_calib 2018 sf_btag_cferr1Down\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, '1b2c_btagSF_calib', year, \"nominal\", \"btag SF\"),\n", + " (sample, '1b2c_btagSF_calib', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " (sample, '1b2c_btagSF_calib', year, \"sf_btag_cferr1Down\", \"cferr1Down\"),\n", + " #(sample, '1b0c_btagSF_calib', year, \"sf_btag_hfUp\", \"hfUp\"),\n", + " #(sample, '1b0c_btagSF_calib', year, \"sf_btag_hfDown\", \"hfDown\"),\n", + " # (sample, '3b_btagSF', year, \"sf_btag_lfUp\", \"lfUp\"),\n", + " # (sample, '3b_btagSF', year, \"sf_btag_lfDown\", \"lfDown\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=True,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "6c943bee-d4c6-43bf-a179-7bee4c643de2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 3b_btagSF_calib 2018 nominal\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_cferr1Up\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_cferr1Down\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, '3b_btagSF_calib', year, \"nominal\", \"btag SF\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Down\", \"cferr1Down\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_hfUp\", \"hfUp\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_hfDown\", \"hfDown\"),\n", + " # (sample, '3b_btagSF', year, \"sf_btag_lfUp\", \"lfUp\"),\n", + " # (sample, '3b_btagSF', year, \"sf_btag_lfDown\", \"lfDown\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=True,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "4865c8d1-8aff-4b64-ac7a-249021145044", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 3b_btagSF 2018 nominal\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 nominal\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_cferr1Up\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_cferr1Down\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_hfUp\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_hfDown\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [\n", + " (sample, '3b_btagSF', year, \"nominal\", \"btag SF no calib\"), \n", + " (sample, '3b_btagSF_calib', year, \"nominal\", \"btag SF\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Down\", \"cferr1Down\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_hfUp\", \"hfUp\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_hfDown\", \"hfDown\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_lfUp\", \"lfUp\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_lfDown\", \"lfDown\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=False,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "31188083-5903-40ed-91c3-8aff72412abd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 3b_btagSF_calib 2018 nominal\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 JES_TotalUp\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 JES_TotalDown\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [ \n", + " (sample, '3b_btagSF_calib', year, \"nominal\", \"btag SF\"),\n", + " (sample, '3b_btagSF_calib', year, \"JES_TotalUp\", \"btag SF - JesUp\"),\n", + " (sample, '3b_btagSF_calib', year, \"JES_TotalDown\", \"btag SF - JesDown\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Down\", \"cferr1Down\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_hfUp\", \"hfUp\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_hfDown\", \"hfDown\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_lfUp\", \"lfUp\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_lfDown\", \"lfDown\"),\n", + " ]\n", + " \n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_pt_1\", shapes, ylog=False,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "49e554e9-99b3-4cce-9d6a-d6793ad72951", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TTToSemiLeptonic 3b_btagSF_calib 2018 nominal\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_cferr1Up\n", + "TTToSemiLeptonic 3b_btagSF_calib 2018 sf_btag_cferr1Down\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: divide by zero encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in multiply\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:843: RuntimeWarning: invalid value encountered in divide\n", + " (1 / nomvalues) ** 2 * h_sig2 + (h_val / nomvalues**2) ** 2 * nom_sig2\n", + "/work/dvalsecc/ttHbb/PocketCoffea/pocket_coffea/utils/plot_utils.py:845: RuntimeWarning: invalid value encountered in divide\n", + " r = np.where(nomvalues > 0, h.values() / nomvalues, 1.0)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x900 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shapes = [ \n", + " (sample, '3b_btagSF_calib', year, \"nominal\", \"btag SF\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Up\", \"cferr1Up\"),\n", + " (sample, '3b_btagSF_calib', year, \"sf_btag_cferr1Down\", \"cferr1Down\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_hfUp\", \"hfUp\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_hfDown\", \"hfDown\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_lfUp\", \"lfUp\"),\n", + " #(sample, '3b_btagSF_calib', year, \"sf_btag_lfDown\", \"lfDown\"),\n", + " ]\n", + "_ = plot_shapes_comparison(df[\"variables\"], \"jet_eta_3\", shapes, ylog=False,\n", + " lumi_label=f\"{sample} {year}\",)\n" + ] + }, + { + "cell_type": "markdown", + "id": "b68131b4-3a1e-4bab-b837-aeabac07053a", + "metadata": {}, + "source": [ + "## Manual check of the computation" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "fd969b5c-ccaf-4bed-9338-16239eec6275", + "metadata": {}, + "outputs": [], + "source": [ + "from pocket_coffea.lib.scale_factors import sf_btag" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "30b77d21-019e-4e1e-8d31-c21fa31419e6", + "metadata": {}, + "outputs": [], + "source": [ + "mask = (events.Jet.pt >= 30) & (abs(events.Jet.eta) < 2.5)\n", + "\n", + "events[\"JetGood\"] = events.Jet[mask]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e222a938-fa93-4f7f-b4ae-e99e3dde2308", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<JetArray [[Jet, Jet, Jet], ... Jet, Jet, Jet]] type='300000 * var * jet'>" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "events.JetGood" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4151b4b1-728e-4cc7-9000-d7c4c9f2d481", + "metadata": {}, + "outputs": [], + "source": [ + "flavour = ak.to_numpy(ak.flatten(events.JetGood.hadronFlavour))\n", + "abseta = np.abs(ak.to_numpy(ak.flatten(events.JetGood.eta)))\n", + "pt = ak.to_numpy(ak.flatten(events.JetGood.pt))\n", + "discr = ak.to_numpy(ak.flatten(events.JetGood.btagDeepFlavB))\n", + "counts = ak.num(events.JetGood)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "075dc4b4-44fa-435b-9cb1-3655544aa754", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([669100., 0., 0., 0., 0., 0., 0.,\n", + " 0., 120668., 445294.]),\n", + " array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. ]),\n", + " <BarContainer object of 10 artists>)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(flavour)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "877d2a68-a843-470c-b857-5c2e465d379c", + "metadata": {}, + "outputs": [], + "source": [ + "from pocket_coffea.parameters.jet_scale_factors import btagSF\n", + "cset = correctionlib.CorrectionSet.from_file(btagSF[\"2018\"])\n", + "corr = cset[\"deepJet_shape\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "64e1c278-9372-433f-b65a-666ea4b2cf89", + "metadata": {}, + "outputs": [], + "source": [ + "nominal = corr.evaluate(\"central\", flavour, abseta, pt, discr)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ebe2cfdf-c163-4f1c-9356-2f1a3bb553f4", + "metadata": {}, + "outputs": [], + "source": [ + "c_mask = flavour == 4\n", + "cferr = corr.evaluate(\"up_cferr1\", flavour[c_mask], abseta[c_mask], pt[c_mask], discr[c_mask])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a77d04b6-c8c8-4c8f-9acf-fbd43fecfe79", + "metadata": {}, + "outputs": [], + "source": [ + "def _getsfwithmask(variation, mask):\n", + " index = (np.indices(discr.shape)).flatten()[mask]\n", + " sf = np.ones_like(discr, dtype=float)\n", + " w = corr.evaluate(variation, flavour[mask], abseta[mask], pt[mask], discr[mask])\n", + " sf[index] = w\n", + " sf_out = ak.prod(ak.unflatten(sf, counts), axis=1)\n", + " return sf_out" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8aea6df9-b3ad-4530-89e2-a7be62d67f51", + "metadata": {}, + "outputs": [], + "source": [ + "n_cflavour = ak.sum(events.JetGood.hadronFlavour==4, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "081e1ae2-783a-4c15-8ed6-b194ae84ef40", + "metadata": {}, + "outputs": [], + "source": [ + "sf_cferr1up = _getsfwithmask(\"up_cferr1\", c_mask)\n", + "sf_cferr1down = _getsfwithmask(\"down_cferr1\", c_mask)" + ] + }, + { + "cell_type": "markdown", + "id": "34a9fb4c-fe88-44f6-9b5a-b6b2f5ae4c22", + "metadata": {}, + "source": [ + "When we don't have cjets the SF variation is 0" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "252cd827-b7cd-48e7-8c65-c96e73a48064", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<Array [1, 1, 1, 1, 1, 1, ... 1, 1, 1, 1, 1, 1] type='187420 * float64'>" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sf_cferr1down[n_cflavour==0]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a4c98d13-cb87-4e25-a1e4-23c0aedd003a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 1, 'btagSF cferr1 Down')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1600x800 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,(ax1,ax2)= plt.subplots(1, 2, figsize=(16,8))\n", + "\n", + "ax1.hist2d( np.asarray(n_cflavour), np.asarray(sf_cferr1up), norm=LogNorm(), range=((0,5), (0.7,3)), bins=(5, 30))\n", + "ax2.hist2d( np.asarray(n_cflavour), np.asarray(sf_cferr1down), norm=LogNorm(), range=((0,5), (-1,3)), bins=(5, 30))\n", + "\n", + "ax1.set_xlabel(\"# C flavour jets\")\n", + "ax2.set_xlabel(\"# C flavour jets\")\n", + "ax1.set_ylabel(\"btagSF cferr1 Up\")\n", + "ax2.set_ylabel(\"btagSF cferr1 Down\")" + ] + }, + { + "cell_type": "markdown", + "id": "63565fa5-1f1c-400d-bd4f-711625988e7d", + "metadata": {}, + "source": [ + "But the SF with Ncflavour=0 should not be 1! it should be the nominal SF of light flavour jets" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "78ab5dc2-fa7e-4243-9f0d-829e0519558e", + "metadata": {}, + "outputs": [], + "source": [ + "nominal = np.ones(ak.num(counts, axis=0))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "76ece40c-3582-4496-890c-4372fc943110", + "metadata": {}, + "outputs": [], + "source": [ + "from pocket_coffea.lib.cut_definition import Cut\n", + "def get_c_flavour_cut(nc):\n", + " return Cut(\n", + " name = f\"N{nc}jets_cflavour\",\n", + " params = {},\n", + " function= lambda events, params, **kwargs: ak.sum(events.JetGood.hadronFlavour==4, axis=1) == nc\n", + " )\n", + "\n", + "jet_c0 = get_c_flavour_cut(0)\n", + "jet_c1 = get_c_flavour_cut(1)\n", + "jet_c2 = get_c_flavour_cut(2)\n", + "jet_c3 = get_c_flavour_cut(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "19e58692-40dc-4dab-8055-8c6d336602d9", + "metadata": {}, + "outputs": [], + "source": [ + "mask_c = jet_c0.get_mask(events)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "f20083b2-72a8-41e5-8a41-4176e51e6c2d", + "metadata": {}, + "outputs": [], + "source": [ + "assert(ak.sum(jet_c0.get_mask(events) != (n_cflavour==0))==0)\n", + "assert(ak.sum(jet_c1.get_mask(events) != (n_cflavour==1))==0)\n", + "assert(ak.sum(jet_c2.get_mask(events) != (n_cflavour==2))==0)\n", + "assert(ak.sum(jet_c3.get_mask(events) != (n_cflavour==3))==0)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d09f0963-0020-46a3-a5d3-db7085db69af", + "metadata": {}, + "outputs": [], + "source": [ + "from pocket_coffea.parameters.btag import btag, btag_variations" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "e2e70ce1-e759-4949-94b5-d91bb0d3621c", + "metadata": {}, + "outputs": [], + "source": [ + "btagsf = sf_btag(\n", + " events.JetGood,\n", + " btag[\"2018\"]['btagging_algorithm'],\n", + " \"2018\",\n", + " variations=[\"central\"] + [\"cferr1\",\"cferr2\",\"lf\"],\n", + " njets=counts,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "f6eaa583-4c6b-44ce-89c4-3ef4b4ad03fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'central': [<Array [0.813, 1.19, 1.05, ... 1.06, 1.34] type='300000 * float64'>],\n", + " 'cferr1': [array([1., 1., 1., ..., 1., 1., 1.]),\n", + " <Array [0.813, 1.19, 1.46, ... 1.4, 1.34] type='300000 * float64'>,\n", + " <Array [0.813, 1.19, 0.633, ... 0.697, 1.34] type='300000 * float64'>],\n", + " 'cferr2': [array([1., 1., 1., ..., 1., 1., 1.]),\n", + " <Array [0.813, 1.19, 1.27, ... 1.25, 1.34] type='300000 * float64'>,\n", + " <Array [0.813, 1.19, 0.832, ... 0.85, 1.34] type='300000 * float64'>],\n", + " 'lf': [array([1., 1., 1., ..., 1., 1., 1.]),\n", + " <Array [0.81, 1.22, 1.09, ... 0.831, 1.06, 1.4] type='300000 * float64'>,\n", + " <Array [0.815, 1.16, 1, ... 0.761, 1.05, 1.27] type='300000 * float64'>]}" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "btagsf" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "8e091c4c-2844-4229-b4b1-919207bce5af", + "metadata": {}, + "outputs": [], + "source": [ + "from copy import deepcopy" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "6fcb97aa-509d-4e48-b207-51f381174a66", + "metadata": {}, + "outputs": [], + "source": [ + "btagsf_scaled = deepcopy(btagsf)\n", + "for var in [\"cferr1\",\"cferr2\", \"lf\"]:\n", + " # Rescale the up and down variation by the central one to\n", + " # avoid double counting of the central SF when adding the weights\n", + " # as separate entries in the Weights object.\n", + " btagsf_scaled[var][1] = btagsf[var][1] / btagsf[\"central\"][0]\n", + " btagsf_scaled[var][2] = btagsf[var][2] / btagsf[\"central\"][0]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "24548ae8-1f17-4b1b-b382-ba6e8a1402ce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'central': [<Array [0.813, 1.19, 1.05, ... 1.06, 1.34] type='300000 * float64'>],\n", + " 'cferr1': [array([1., 1., 1., ..., 1., 1., 1.]),\n", + " <Array [1, 1, 1.38, 1, 1, ... 1, 1, 1, 1.32, 1] type='300000 * float64'>,\n", + " <Array [1, 1, 0.6, 1, 1, ... 1, 1, 1, 0.659, 1] type='300000 * float64'>],\n", + " 'cferr2': [array([1., 1., 1., ..., 1., 1., 1.]),\n", + " <Array [1, 1, 1.21, 1, 1, ... 1, 1, 1, 1.19, 1] type='300000 * float64'>,\n", + " <Array [1, 1, 0.789, 1, 1, ... 1, 1, 0.803, 1] type='300000 * float64'>],\n", + " 'lf': [array([1., 1., 1., ..., 1., 1., 1.]),\n", + " <Array [0.996, 1.02, 1.04, ... 1.04, 1, 1.05] type='300000 * float64'>,\n", + " <Array [1, 0.972, 0.949, ... 0.997, 0.95] type='300000 * float64'>]}" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "btagsf_scaled" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "5faa12a0-5e25-4651-9fef-73ca2a9073bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<Array [1, 1, 1, 1, 1, 1, ... 1, 1, 1, 1, 1, 1] type='187420 * float64'>" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(btagsf[\"cferr2\"][2]*btagsf[\"central\"][0])[n_cflavour==0]" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "3ffd16ac-aa51-4731-b1ab-7ce1133b3bbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3645.6825825" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1500* 2430455055 / 1e9 " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "5436944c-f084-4376-89b8-96145d936542", + "metadata": {}, + "outputs": [], + "source": [ + "mask = ak.num(events.JetGood, axis=1)>2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4367bd79-fa42-4787-8ce8-9ce64694cf2e", + "metadata": {}, + "outputs": [], + "source": [ + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"central\"][0][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"central\")\n", + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"lf\"][1][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"lfUp\")\n", + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"lf\"][2][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"lfDown\");\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "4ebc3d53-586a-44d5-a7c8-63b24b7050f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f13281cfee0>" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"central\"][0][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"central\")\n", + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"cferr1\"][1][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"cferr1Up\")\n", + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"cferr1\"][2][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"cferr1Down\");\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "17b59073-244c-4bc8-bbf8-fd650b23c469", + "metadata": {}, + "outputs": [], + "source": [ + "mask_0c = mask & jet_c0.get_mask(events)\n", + "mask_1c = mask & jet_c1.get_mask(events)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "e289b31a-68a2-4b2f-a3d0-ca19a9d93ec9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f13281ce7f0>" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nk9IykxQqVucAACgyd+5cvfDCCyoo+N+unxcuXFBGRoZ27NihBQsWaPny5Ro0aFCJcQkJCRoyZIjdsJWUlKSNGzfq1Vdf1ddff63g4OBS5/DWW2/p+eefL/HewYMHdfDgQX3++ef6+uuvba5fXi+99JLd3eAl6cyZM7rrrrv0ww8/2LQlJCQoISFBGzdu1N///nf98MMPatKEZzBdiTAH1GLBgWG6vffokm/GSErY5JL5AABQU3344YeaNm2aJKlRo0Z6+OGH1atXL+Xn52vz5s1avny5Tp8+rTFjxujnn3+2HqF14sQJ3XzzzcrIyJAkjRw5Un379lVAQIASExO1cuVK/fjjjzp8+LBuvPFG7d+/X23atLE7h1WrVum1115TQECAHnzwQXXr1k0nT57UokWLtHv3bl26dEkPPfSQjh07Zl01/OabbyTJGvDGjBmjBx98UFLhhoOXW7x4sf7973+radOmevDBB9WxY0f179/f2v7yyy9bg1xQUJAee+wxXXPNNXJzc9ORI0e0aNEiHT58WPv27dOUKVP06aefVsK3j4oizAEAAKBOS0lJ0ZQpUyRJbdu21bp16xQSEmJtf/TRRzV06FCNGjVKp06d0uzZsxUVFSWp8LisjIwMNWzYUBs3blSfPn1K1H7++ef1wQcf6JlnntGpU6c0ceJErVixwu48Zs+erd69e2vlypVq1aqV9f2nn35agwYN0rfffqs//vhDe/fuVe/eveXl5aU77rijRI2OHTvavFfcv//9b/Xr10+ff/65/P39bdqLwuE111yjXbt2qWnTpiXaJ06cqBtuuEEHDhzQd9995/A6qB48MwcAAIA6bcGCBcrNzZVUeKtl8SBX5P7779fAgQMlFT7TJklHjhzRV199JUmaP3++TZCTCp9Vmzhxov785z9Lkv7zn//o1KlTdufh5uamhQsXlghykuTu7q6pU6da/3757ZzlYTKZtGDBArtB7vz58/rjjz/UpEkTjRs3zibISZK3t7f1LOajR49WeB6oHKzMAQAAoE5bt26dpMJVuREjRjjs98ILLygsrPBZ9Ly8PK1bt04Wi0X16tXTvffeW+o1Ro4cqSVLlshiseiHH36we87xXXfdpU6dOtkd36FDB+vr8p7vXFz//v117bXX2m3z9vZ2GDSLO3v2bIWvj8pFmAMAAECddenSJe3du1eSdP3118vd3d1h39tuu0233Xab9e+xsbHWGvZWsRw5ceKE3fe7dOnicExp8yqPoKCgco8pKChQSkqKdu7cqW+//VYLFy6slLngyhHmAAAAUGedOnXKunvl1VdfXa6xf/zxR4WumZ2dbff9ok1VqlLr1q3L7JOamqovv/xSW7ZsUUJCgn777TddvHixyueG8iPMAQAAoM7Kz8+3vvbw8CjX2EuXLkmSfHx89K9//cvpcR07drT7fv369ct1/Ypo0KBBqe0ff/yxJk+erJycHOt7LVu2VKdOnRQcHKyePXsqLi5OCxYsqOqpwgmEOQAAANRZzZo1s74+duxYucY2b95cknTu3Dn16dNHjRo1qtS5VbcNGzZo3Lhxkgp3s5w+fbpuu+02BQQElDiYfObMmS6aIS7HbpYAAACos7y8vNS+fXtJ0v79+0vdXCQmJkajRo3SqFGjlJiYqK5du1rb4uPjS71OUlKS1q9fr/Xr1+vChQuVM/lK9sEHH0gq3Ajlhx9+0COPPKLAwMASQU6q+O2lqHyEOQAAANRpRZuaHDp0yHrOmj0LFy7UF198oVWrVikwMLDEZih///vfS73G2LFjNWjQII0bN67ct3NWlyNHjkiSOnXqZPfAcanwttQNGzZU57RQCsIcAAAA6rSIiAjr6tOkSZPsnuO2c+dOLVq0SFLh9v6enp4KCwvTDTfcIEn66quv9NFHH9ld2Xv33Xf1/fffS5IefvhhublV3b+Cnz9/vsJjizZgSUhIUEZGhk17Tk6O/vznPysxMbFSrocrxzNzAAAAqNO6du2q559/Xm+++aYSExMVFhamsWPHqkePHnJ3d9fOnTsVFRWl/Px8+fj46L333pNUeAD3p59+ql69eunChQsaP368VqxYoTvuuEMdOnRQRkaGvvrqK23cuFGS1KNHDz3//PNV8hnc3d1VUFCgNWvW6I477pCPj49CQ0Pl5eXldI1bbrlF69evtz4DOG7cOLVv317Z2dk6cOCAFi1apD/++EPe3t7WEPfUU0/pvvvus3tuHqoeYQ4AAAB13uzZs5Wbm6v58+frzJkz1sBWXIsWLfTZZ5/pmmuusb7XpUsXbdy4UXfffbdOnjypzZs3a/PmzTZjb7jhBq1cuVLe3t5VMv9evXopJiZGhw4d0q233ipJ+u2338p1rtyzzz6rdevW6bvvvlNiYqKmTp1q02f06NF68cUX1b17d128eFHLli3TmjVrdPr06Ur6JCgPwhwAAEAdkZhxztVTcFp1z9Xd3V3vvvuuHnjgAX300UfaunWrTpw4oaZNm+raa69Vnz59NG3aNLuHg990001KTEzURx99pK+//lqHDh3S+fPn1a5dOwUHB2vs2LEaPny4zUYilWnJkiWaNGmStm/frry8PPn7+5d5DMHl6tWrp40bN2rx4sVatGiRjhw5oszMTLVp00b9+/fX448/rj59+kiS/v3vf2vy5MlKT09Xjx49quIjwQkmS2lb9qDaBAYGKiUlRQEBAUpOTnb1dGBwG2KWa2rCHM0Nnq7be492ug0AUDulnL6gW+d9rwv5Ba6eSrl41XfXpin9FNDU+VsFgdrA2WzAyhwAAEAtF9DUS5um9NOp8xddPZVyaebdgCAHlIIwBwAAUAcENPUiGAG1DEcTAAAAAIABEeYAAAAAwIAIcwAAAABgQDwzB9RRCcmxUozt+/6+QQoNDq/+CQEAAKBcCHM1THp6ukJCQuy2RUREKCIioppnhNrG3zdInmaLonI2SQmbbNo9zRZFK4pABwAAUIUiIyMVGRlpty09Pd2pGoS5GsbPz0/x8fGungZqsdDgcEUrSmmZSTZtCcmxisrZpLTMJIWKMAcAAFBVSluoKTpnriyEOaAOCg0Otx/WYmR3tQ4AAAA1DxugAAAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQPVcPQEAAABUg9PHpZxMV8+ifBr6Sk2vcvUsypSRkaFXXnlFGzZs0IkTJzR06FB9+eWXrp6WQ4sWLdIjjzwiSVq4cKHGjh3r1LitW7dqwIABkqQZM2Zo5syZVTRDOIswBwAAUNudPi5F9pLyc1w9k/Kp31CK2FWjA92lS5c0ZMgQ7dq1y/peRkaGC2eEuoQwBwAAUNvlZBYGubs/kVoEu3o2zvkjQfrqicK51+Awt3v3bmuQu+GGG/T4448rNDTUxbNCXUGYAwAAqCtaBEtt/uTqWdQqv/76q/X1J598oq5du7pwNqhr2AAFAAAAqKBLly5ZXzdq1MiFM0FdRJgDAAAAAAMizAGwkZAcqw0xy23+xCXscPXUAACoUgcPHlRERISCg4PVsGFD+fn5qU+fPpo+fbqysrKs/WbOnCmTyWTdFVKS2rVrJ5PJpP79+9utvX37dj366KNq3769vLy81LJlS/Xs2VOvvPKKjh8/7nBO/fv3l8lk0tSpUyVJsbGxuv3229WoUSP96U9/Kne/qlD0ffTs2VOSdPLkSb388ssKCQlRw4YN1axZM/Xq1Utz5szR2bNnq3QudQnPzAGw8vcNkqfZoqicTVLCJpt2T7NF0YpSaHC4C2YHAEDVmjt3rl544QUVFBRY37tw4YIyMjK0Y8cOLViwQMuXL9egQYPKVTc/P1/jx4/Xp59+WuL93Nxc/fHHH9q9e7fefPNNffjhh3r88cdLrbV69Wrde++9ysvLq5R+VSE2NlbDhg1TWlqa9b0LFy4oNjZWsbGxioyM1Lp169gophIQ5gBYhQaHK1pRSstMsmlLSI5VVM4mpWUmKVSEOQBA7fLhhx9q2rRpkgqffXv44YfVq1cv5efna/PmzVq+fLlOnz6tMWPG6Oeff9aDDz6oG2+8Ud9++63efvttSYXnt/n5+al58+Ylaj/++OP6xz/+IUm69tprNWbMGAUHB+vUqVPauXOnlixZovz8fD3xxBMqKCjQU089ZXeOBw4c0IIFC5Sfn6/Ro0era9eu6tatW4X7VYWTJ09q6NChOnHihLp166bhw4erU6dOiouL01dffaVDhw4pJSVFAwcO1IEDB+Tn51ct86qtCHMASggNDrcf1mJkd7UOAACjS0lJ0ZQpUyRJbdu21bp16xQSEmJtf/TRRzV06FCNGjVKp06d0uzZsxUVFaWOHTvqxIkT1n79+vVTUFBQidpr1qyxBrmpU6dqzpw5qlfvf/8K/tRTT2natGm69dZblZqaqmnTpumuu+5SQECAzTzXr1+vgIAAfffddwoLC3P4eZztVxV+//13SdLDDz+sqKgoNWjQQJJ0//3368UXX9Rjjz2mL774QpmZmfrLX/6iRYsWVev8ahuemQMAAECdtmDBAuXm5koqvNWyeJArcv/992vgwIGSpK1btzpd+6233pIk3XzzzXrzzTdLBLkinTt31pIlSyRJZ8+e1YoVKxzWmzlzplMBzdl+VeHqq68uEeSKeHt7a9GiRWrTpo0k6fPPP1dmZqYrplhrEOYAAABQp61bt05S4arciBEjHPZ74YUX9Je//EV33323U8+inT59Wj/88IMk6YEHHpCbm+N/9e7fv7+aNWsmyXFY9PDw0EMPPVTmdZ3tV1WmTJliE+SKeHp6Wm9nvXjxorZt21adU6t1uM0SAAAAddalS5e0d+9eSdL1118vd3d3h31vu+023XbbbU7X3rNnjywWiyRp/PjxGj9+vFPjit+6WVybNm0chqSK9KsqvXv3LrX9xhtvtL7+5ZdfSg3QKB0rcwAAAKizTp06Zd298uqrr67U2n/88UeFxmVnZ9t9v3Xr1k6Nd7ZfVWnXrl2p7R06dLC+5jbLK8PKHGBgcQk7HO48CQAAypafn2997eHhUam1L126ZH09Y8aMEitSpfHy8rL7vrOrba5clXPm+vXr17e+vnjxYlVPp1YjzAEGFZewQ49tf1K5bia77Z5mi/x9g6p3UgAAGEzRc2qSdOzYsUqtXfyIAl9fX91xxx2VWr+iioetCxcuOD2ueN/SAttvv/2m66+/3mH7r7/+an3t6+vr9PVhizAHGFRaZpJy3Ux6suGtCg603a3K3zeIw70BACiDl5eX2rdvr6NHj2r//v2yWCwymez/h9KYmBjNnz9fkvTaa6+pY8eOpdbu0qWL9XV8fHypfYvOs5Okjh07lln7ShQ/223fvn1Oj4uLi7O+LtqR0p69e/eWGuZiY/93B1HXrl2dvj5s8cwcYHDBgWG6vfdomz8EOQAAnFO0qcmhQ4f0zTffOOy3cOFCffHFF1q1apUCAwPLrBsYGKjOnTtLkpYsWaLU1FSHfZctW6ZBgwZp0KBBOn78eDk/Qfn07NnTekTC999/X+J2UEcsFkuJ7+bmm2922Pett96S2Wy225abm6s33nhDkuTm5qb+/fuXY+a4HGEOAAAAdVpERIR1NW7SpElKSEiw6bNz507rAdf9+/eXp6enU7WfeeYZSdL58+f16KOP6tSpUzZ9Dh06pBdeeEFS4fEI/fr1q8jHcFqTJk2sO0jGx8dr+vTpZY6ZN2+evv/+e0mFh6MX38Tkcvv379cLL7xg3VimSE5Ojh599FFrWL3nnntKXeFD2bjNEgAAAHVa165d9fzzz+vNN99UYmKiwsLCNHbsWPXo0UPu7u7auXOnoqKilJ+fLx8fH7333ntO137iiSf0xRdfaOvWrdqwYYO6dOmisWPHqkuXLjKbzdq1a5c+++wznTt3Tg0aNNA//vGPUs+jqyxvvPGGvv32W50+fVpz587V4cOH9fLLL6tnz57W6xcUFGj//v3629/+pq+++kpS4cHf77//fqm1PT099dZbb2n79u0aMmSI2rdvr3379unf//63Dh06JKnwWcV58+ZV7YesAwhzAAAAqPNmz56t3NxczZ8/X2fOnLEb2Fq0aKHPPvtM11xzjdN13d3dtWrVKt1///1av369UlNT9frrr9v0a968uaKiotS3b98r+hzOat++vdatW6fhw4crIyNDq1ev1urVq9WgQQMFBQVJKtzIpPhun76+vvryyy/LfM5tzZo1GjFihHbs2KEdO3bYtPv7+2vt2rVO3aqK0hHmAAAA6oo/bG8frLGqea7u7u5699139cADD+ijjz7S1q1bdeLECTVt2lTXXnut+vTpo2nTpqlp06blrt24cWOtW7dOq1ev1pIlSxQTE6OTJ0/K19dXnTp1Ur9+/fTcc8+pSZMmlf/BStG7d2/t27dPr776qhYvXqyzZ8/q4sWLNreZ+vj46OGHH9bLL7/s1Bl2t9xyiw4ePKi///3vWrt2rZKTk+Xh4aFrrrlGI0aM0DPPPKNGjRpV1ceqUwhzAAAAtV1DX6l+Q+mrJ1w9k/Kp37Bw7tXohhtu0A033OB0/7Fjx2rs2LFl9jOZTBo6dKiGDh1a7jlt3bq1UvsV16pVK73//vt66623tGfPHu3fv19ZWVmyWCxq3ry5rrvuOvXs2dPpZwSLBAQEaP78+dbdP1E1CHM1THp6ukJCQuy2RUREKCIioppnBAAADK/pVVLELikn09UzKZ+GvoVzR5Xz9PRUeHi4wsPZDbu6REZGKjIy0m5benq6UzUIczWMn59fmeeQAAAAlFvTqwhGQA1S2kJNYGCgUlJSyqzB0QQAAAAAYECEOQAAAAAwIMIcAAAAABgQz8wBKJeE5FgpxvZ9f98ghQbz0DQAAHXRzJkzNXPmTFdPo84hzAFwir9vkDzNFkXlbJISNtm0e5otilYUgQ4AAKCaEOYAOCU0OFzRilJaZpJNW0JyrKJyNiktM0mhIswBAABUB8IcAKeFBofbD2sxsrtaBwAAgKrDBigAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABhQPVdPAAAAAFUv7VyaTuWdcvU0yqWZRzP5+/i7ehplysjI0CuvvKINGzboxIkTGjp0qL788ktXT8uhrVu3asCAAaX28fDwkL+/v7p06aK7775bo0aNkpeXVzXNEM4izAEAANRyaefSNGzVMF24dMHVUykXr3peWjVsVY0OdJcuXdKQIUO0a9cu63sZGRkunFHlyMvLU1JSkpKSkrRmzRq9+uqrioqK0q233urqqaEYwhwAAEAtdyrvlC5cuqA5N89R+ybtXT0dpxzNPqrpP0zXqbxTNTrM7d692xrkbrjhBj3++OMKDQ118aycN2bMGD344IMl3rNYLMrKytLhw4e1YsUKxcfH67ffftOgQYP0z3/+UyNHjnTRbHE5whwAAEAd0b5Je4X4hrh6GrXKr7/+an39ySefqGvXri6cTfl17NhRd9xxh8P2mTNnKioqShMmTNClS5c0ZswYhYaG6pprrqnGWcIRNkABAAAAKujSpUvW140aNXLhTKqGm5ubxo0bp+joaEmFt19GRES4eFYoQpgDAAAAUKqHHnpIAwcOlCR9++23OnTokItnBIkwBwAAAFgdPHhQERERCg4OVsOGDeXn56c+ffpo+vTpysrKsvabOXOmTCaTHnnkEet77dq1k8lkUv/+/e3W3r59ux599FG1b99eXl5eatmypXr27KlXXnlFx48fdzin/v37y2QyaerUqZKk2NhY3X777WrUqJH+9Kc/lbtfRZhMphIrckuWLHHY96efftITTzyha665Rt7e3vLx8VGnTp305JNPavfu3Tb99+/fL5PJZHON4ubNm2ftExQUZLfPwYMHrX0eeOAB6/tjx46VyWTSXXfdJUnKzs7Wq6++qi5dusjHx0d+fn666aabFBUVVWKl1Qh4Zg4AAACQNHfuXL3wwgsqKCiwvnfhwgVlZGRox44dWrBggZYvX65BgwaVq25+fr7Gjx+vTz/9tMT7ubm5+uOPP7R79269+eab+vDDD/X444+XWmv16tW69957lZeXVyn9yqP4s3UxMTE27WazWdOmTdPbb79t05aQkKCEhAR98skneu655zR37ly5uRWuK1133XUKDAxUcnKytmzZYvfa27Zts74+duyYkpKSbELd1q1bra8HDx5st87vv/+uQYMGKT4+3vre+fPnlZGRoe3bt2v58uXatGmT6tUzRkwyxiwBAACAKvThhx9q2rRpkgqffXv44YfVq1cv5efna/PmzVq+fLlOnz6tMWPG6Oeff9aDDz6oG2+8Ud9++601vCxatEh+fn5q3rx5idqPP/64/vGPf0iSrr32Wo0ZM0bBwcE6deqUdu7cqSVLlig/P19PPPGECgoK9NRTT9md44EDB7RgwQLl5+dr9OjR6tq1q7p161bhfuXVsGFDtWzZUidPntSePXts2l9++WXrd+Hp6amHHnpIvXr1klS4Srh48WLl5ubqnXfekYeHh+bMmSOpcNVv0KBB+uSTT3To0CGlpqaqTZs21rpms1k//PBDiWt9//33DsOcyWTS7bffbjO/ixcv6t5771V8fLyGDx+uW265Rb6+vtq5c6cWLFigvLw8ff/993rnnXesv4Uaz4IaISAgwCLJEhAQ4OqpwCDW71hm6bKoi2X9jmWunkqNmgsAwNaBPw5YuizqYjnwxwFXT8Vp1Tnn5ORki6enp0WSpW3btpYDB2yv+c9//tMiySLJ8sQTT1jfX7hwofX93377zWbc6tWrre1Tp0615Ofn2/SJj4+3tGnTxiLJ0qhRI0tycnKJ9n79+llrBAQEWHbt2mX3czjb77vvvrP2mzFjRinfjK3u3btbx+bm5lrf379/v8VkMlmvvXv3bpuxP//8s+Wqq66ySLKYTCZLfHy8te2rr76y1l26dGmJcXFxcda2Zs2aWSRZHnnkkRJ9zGazpVWrVhZJll69epVoe/jhh63XNJlMlsWLF9vMbevWrdb5/9///V+5vpOq4Gw24Jk5AAAA1GkLFixQbm6upMJbLUNCbI9vuP/++60bgBS/na8sb731liTp5ptv1ptvvmn39r3OnTtbn0E7e/asVqxY4bDezJkzFRYWVuZ1ne1XXldddZX19alTp6yvP/zwQ1ksFkmFn7l79+42Y//0pz9p7ty5kgrPsvvoo4+sbbfccov1u7n8VsuiVbmgoCCNGDFCku0/g4MHD1oPa3d0i6XFYtGYMWP00EMP2bT169dPN954o6TCW0KNgjAHAACAOm3dunWSpLZt21rDgj0vvPCC/vKXv+juu+926lm006dPW4PIAw88YH1GzJ7+/furWbNmkhyHRQ8PD7tBpKL9KsJkMtl9vWnTJkmF3+F9993ncPzIkSPVrl07SSVDW+PGjXXTTTdJkjZv3mwNhtL/npfr16+fBgwYIEn67bff9Pvvv1v7OPO8nCRNmTLFYVuHDh0kqcS1azrCHAAAAOqsS5cuae/evZKk66+/Xu7u7g773nbbbXrjjTf0xhtvyMPDo8zae/bssQaD8ePHW3datPfH3d3dutJ14sQJu/XatGmjBg0alHldZ/tVRPFdN5s2bSqp8Oy5otWssr5Dd3d3XX/99ZKk+Ph45efnW9uKNpY5duyYfvvtN0mFwaoozPXt29ca5qTC5+aKFIW5li1bqkePHnav7ebmps6dO5c6N6NhAxSgBotL2KG0zCS7bQnJsdU7GQAAaqFTp05Zd6+8+uqrK7X2H3/8UaFx2dnZdt9v3bq1U+Od7VcRRWGuSZMm1kBb/HbLolW30hRtXGKxWHT69Gm1bNlSUmGY+8tf/iKpcNWuffv2Onr0qNLS0iQVhrmAgABdc801+vXXX7V161b9+c9/lsVisYa5QYMGOVwBbd26tVMh3EgIc0ANFZewQ49tf1K5biaHfTzNFvn7BlXfpAAAqGWKrwxV9r/oFz+zbMaMGdZnssri5eVl931nV9uqalWu6JgGSerZs2eF6xR/brD4d9SlSxcFBAQoJSVFW7Zs0eOPP25dlfP397feBjlgwAD9+uuv1pW5+Ph4nTx5UlLpt1jWr1+/wnOuqQhzQA2VlpmkXDeTnmx4q4ID7T/A7O8bpNDg8GqeGQAAtUfRc2pS4e19lan4EQW+vr4lzmkzog0bNlhf9+7d2/q66HZLSdbbI0tz5MgR6+vi31HREQWffvqptmzZYnOLZdEzegMGDFBUVJSOHDmi5ORk66qcm5ub/u///q9Cn82oCHNADRccGKbbe4929TQAAKiVvLy8rLfz7d+/XxaLpcTGHsXFxMRo/vz5kqTXXntNHTt2LLV2ly5drK+LH1JtT9F5dpLUsWPHMmtXN4vFosjISOvf//znP1tfe3p6Wm99jIuLU0FBgcPnz8xms/UZxWuuucZmNbQozKWnp+vgwYPWDWT69u1r7dO/f3/r6++//94a5sLDw0uE87qADVAAAABQp912222SpEOHDumbb75x2G/hwoX64osvtGrVKgUGBpZZNzAw0LrhxpIlS5Samuqw77JlyzRo0CANGjSoxCYjNcWSJUusO1becccdCg4OLtF+yy23SJKSkpL073//22Gdf/3rXzp69GiJMcXdeuut1tswlyxZYl3F69evn7VP69atrd/rd999Zw1zpd1iWVsR5mqY9PR0hYSE2P1T/L+GAAAAoHJERERYV+MmTZpk95yxnTt3atGiRZIKV4Y8PT2dqv3MM89Iks6fP69HH320xGYhRQ4dOqQXXnhBUuHW/sWDi6uZzWZ9/PHHeuyxxyQVrmR+8MEHNv2efvpp6+upU6daV9+K27Nnj/VoAJPJpIiICJs+jRs3Vp8+fSRJ77//vqTCW1Qv34WyaFfLL774wrrRjNHCXGRkpMN/709PT3eqBrdZ1jB+fn5lLsMDAACg8nTt2lXPP/+83nzzTSUmJiosLExjx45Vjx495O7urp07dyoqKkr5+fny8fHRe++953TtJ554Ql988YW2bt2qDRs2qEuXLho7dqy6dOkis9msXbt26bPPPtO5c+fUoEED/eMf/yj1PLrKlpiYqPXr15d4z2Kx6NSpUzp8+LBWrFihAwcOSCrcQGT58uXWjUiKCw0N1bRp0/TWW28pOTlZvXv31tixY60bpezatUuLFi2yns/3l7/8pcRtqMUNGjRI33//vc6fPy+p8MD1y7+TAQMG6MMPP9S5c+ckFR7HEBoaegXfRPWLiIiwG2ilwlXdlJSUMmsQ5gAAAFDnzZ49W7m5uZo/f77OnDljN7C1aNFCn332ma655hqn67q7u2vVqlW6//77tX79eqWmpur111+36de8eXNFRUWVeDasOixbtkzLli0rs1+7du0UFRWlW2+91WGfOXPmKDc3V++//74uXLigjz76yG6/yZMna/bs2Q7rDBo0yLpSKcnud3L56uXgwYMdPutYmxHmAAAA6oij2UddPQWnVfdc3d3d9e677+qBBx7QRx99pK1bt+rEiRNq2rSprr32WvXp00fTpk0rsXOjsxo3bqx169Zp9erVWrJkiWJiYnTy5En5+vqqU6dO6tevn5577jk1adKk8j9YBTVo0ECtW7dWly5ddPfdd2v06NEOj0wo4u7urvfee08PPvigPv74Y23dutV6RlybNm3Uv39/Pf300w4P9S7StWtX6xEFkv0w17JlS4WGhiouLk6S8W6xrCwmS9Gx9HCpoqXUgIAAJScnu3o6qAE2xCzX1IQ5mhs8vcbvZmmkuQJAXZR2Lk3DVg3ThUsXXD2VcvGq56VVw1bJ38ff1VMBqpWz2YCVOQAAgFrO38dfq4at0qk82803arJmHs0IckApCHMAAAB1gL+PP8EIqGU4mgAAAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAOq5+oJAKg9EpJjpRjb9/19gxQaHF79EwIAAKjFCHMArpi/b5A8zRZF5WySEjbZtHuaLYpWFIEOAACgEhHmAFyx0OBwRStKaZlJNm0JybGKytmktMwkhYowBwAAUFkIcwAqRWhwuP2wFiO7q3UAAAC4MmyAAgAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCAasQGKJcuXdLRo0eVkZGha665Rq1atZLJZHJ6fEpKio4dOyZJatu2rQICAsp1fbPZrCNHjiglJUU+Pj7q0KGDmjVrVq4aubm5SkxM1MmTJ9WiRQt17NhRXl5e5aoBAAAAAM5y6cpcXFycbr/9djVs2FCdOnXSzTffrNatW8vX11cvvPCCzpw5U+r4b775RmFhYQoMDFSfPn3Up08fBQYGqmfPnlq3bl2Z1zebzXrnnXfUrl07BQcHa8CAAQoLC1PLli1111136fDhw2XWyM7O1oQJE+Tn56euXbtq4MCBCg0NlZ+fn8aPH6/s7Gynvw8AAAAAcJbLwtz8+fPVrVs3bdy4Ufn5+SXaTp06pTfffFPBwcFKSEiwO37evHkaPHiwfvrpJ5u23bt3684779TcuXMdXr+goEAjR47U5MmT9fvvv9u0rV27Vt26ddO2bdsc1khPT1ePHj0UGRlpEzzPnj2rjz76SN27d1d6errDGgAAAABQES4Jczt27NCUKVNkNpvVrFkzvf/++zp69KjOnj2r3bt366GHHpJUGJZGjRqlvLy8EuO3bNmiadOmSZJatGihZcuWKSsrS1lZWVq6dKl8fX0lSdOmTdPmzZvtzuHVV1/VypUrJUndu3fXd999p3Pnzun48eOaNWuW3NzcdOHCBY0YMUInT560GW+xWDRq1CgdOXJEkjRq1Cjt379fOTk52rdvn+6//35J0tGjR3XffffJYrFc+RcHAAAAAP+fS8LcX//6VxUUFMhkMmnVqlWaMGGC2rVrJx8fH3Xv3l2LFy/WE088IUn6+eef9a9//cs61mKxaPr06bJYLKpXr542btyo0aNHq1mzZmrWrJnGjBmjjRs3ql69wscBX3zxRZsglZGRYV21a9eunbZu3ar+/fvL29tbgYGB+utf/6p3331XkpSVlWV3he+bb77R1q1bJUn33HOPli9fruuuu05eXl7q0qWLPv/8c40cOVKStG3bNq1fv75Sv0MAAAAAdVu1hzmz2azY2FhJUs+ePXXzzTfb7ffMM89YXxf1lwqfs9u1a5ckafjw4erWrZvN2O7du2v48OGSpF27dunAgQMl2j///HOdP39ekjRlyhQ1atTIpkZERIRatWolSVq4cKHMZnOJ9k8++cT6eubMmTYbtphMJs2aNcv69+joaLufEwAAAAAqotrDXEZGhvX5squuusphv7Zt21pfF39ubs2aNdbXw4YNczi+eNvatWtLtBWvMXToULvj3dzcNGTIEEnSyZMnSwTKvLw8bdy4UZLUoUMHhYSE2K0REhKiDh06SJLdZwMBAAAAoKKqPcz5+vqqfv36kqR9+/Y5fJYsLi7O+rpNmzbW18V3mBw8eLDD6xRv27NnT4m2ohpdu3YtNVDeeeeddmukpKQoJyfHeh1HxyiYTCZrjbNnzyoxMdHhtQAAAACgPKo9zNWvX1+jR4+WJP3666+aP3++TZ8LFy5o6tSp1r+PGTPG+jotLU2S5OPjo+bNmzu8TvPmzeXt7S2pZAC0WCw6ceKEpJKrf/YUD3rFaxTN4UpqAAAAAMCVcMmh4fPnz1dcXJx+/vlnPffcc9q8ebPuvPNOtWjRQr/++qs+/vhj6yHgs2bN0sCBA61ji4JYaUGuiK+vr86fP18ifGVlZVlvdyyrRtGumFLJAFc0hyupAQAAAABXwiVhrkmTJvrvf/+rJ598UsuWLdOaNWtKPMcmFa7gffHFFxoxYkSJ94sCUfGQ5Iivr69+//1362Ynxcc7U6N4e2XXcMRisZR5WHppPDw85OHhUeHxAAAAAK5MXl6ezfFq5eHssWYuCXMWi0VRUVFavXq1wz75+fmaM2eOrr76avXo0cP6flHQ8fLyKvM6RaHmwoULNuOdqVE8FFV2DUdSU1PVpEmTMvs5MmPGDM2cObPC4wEAAABcmTlz5pTY2b6qVHuYs1gsGj9+vBYsWCBJ+tOf/qSXX35ZPXr0UIsWLXT06FF9/fXX+vvf/67Y2Fj17dtXa9euVf/+/SVJLVu2VGpqqk6fPl3mtYr6FA9cLVu2tGkva3xV1HCkTZs2OnjwYJn9HGFVDgAAAHCt6dOna/LkyRUe37lzZ6WmppbZr9rD3Lp166xBbsCAAfr222/l7u5ubQ8NDVVoaKiGDx+uXr16KScnRw899JB+/fVXeXh4yN/fX6mpqcrKyirzWkV9fHx8rO/5+/vbtJc1vipqOGIymdS4ceMy+wEAAAComa700SdHu+Vfrtp3syx+2PaHH35YIsgV16VLF02YMEGSdPz4cW3YsEGS1Lp1a0mFIam0e0ktFotOnTolqeSOkj4+PtZdLssKYkXjL69RNIcrqQEAAAAAV6Law9yvv/4qSWrUqJGCg4NL7durVy/r66KDw4tWxS5evFjqVv+HDx+27lp5+aHeRTXi4uJkNpsd1ih+1l3xGsVX5vbu3VvqZ3BUAwAAAACuRLWHuQYNGkiScnNzrWHLkeIbjRQtU/bs2dP6XmkbqBRvCw8PL9FWVOPEiRPavXt3uWv4+/tbA9369esdfo78/HytX7/eOqasM+kAAAAAwFnVHub+9Kc/SSoMOt99912pfYuCkCRdf/31kqQhQ4ZY7yFdsWKF3VstLRaLvvrqK0mF95sOHTq0RPuwYcOsr1esWGH32qdPn9aWLVskFT6A2KlTJ2ubm5ubtWZ2drY2b95st8aWLVuUnZ0tSRo+fLjc3Kr96wYAAABQS1V7unj00Uetrx9//HEdPXrUpo/FYtGCBQv0r3/9S5IUHBysPn36SCrc7XHUqFGSpJ07dyoqKspm/Mcff6wff/xRkjRmzJgSt0VK0ogRI6yrZPPnz9cvv/xSor2goEARERHKzc2VJE2ZMsXmGpMmTbKGs8mTJ5d4Nk4qfJbuueeek1QY/iZNmmTv6wAAAACACqn23SxvvvlmPfXUU/r444+VkpKizp0765FHHlGPHj3UrFkzHT16VKtWrdKOHTskFd6W+cknn5TYKOX111/Xhg0blJWVpXHjxikmJkaDBg2S2WzW2rVrtWzZMkmFB3a/9tprNnPw8PDQ/PnzNXz4cOXm5qpv376aOHGievTooaysLC1atEjbt2+XJN144416+OGHbWp07txZzz77rN5++20dPHhQPXv21MSJExUUFKTExERFRkYqKSlJUmHYK76yBwAAAABXyiWHhkdGRsrf319///vflZOTo48//thuv5CQEH3wwQfq27dvifeDgoK0atUq3X333Tp58qQWL16sxYsXl+jTqlUrrVy50uFzasOGDdP777+v5557TmfPntXrr79u06dHjx5atWqV6tWz/zW9+eabysjI0NKlS3X06FHrSlxxY8eO1RtvvGF3PAAAAABUlEse4nJ3d9eMGTOUkJCgKVOm6NZbb9XVV18tLy8vdenSRSNHjlRUVJT27t2rAQMG2K1x0003ad++fXrxxRcVEhIib29v+fj46LrrrtNLL72k/fv3q3fv3qXOY8KECfrpp5/06KOPqm3btmrQoIGaN2+u8PBwffDBB4qJiVGrVq0cjq9Xr56WLFmiVatW6a677lLr1q1Vv359+fv7a8iQIVqzZo0WLlzo8PgFAAAAAKgol6zMFQkICNDcuXMrPN7Pz0+zZ8/W7NmzK1zj+uuvV3R0dIXHS9LQoUNtNlkBAAAAgKrE9ooAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAOq5+oJAKgbEpJjpRjb9/19gxQaHF79EwIAADA4whyAKuXvGyRPs0VROZukhE027Z5mi6IVRaADAAAoJ8IcgCoVGhyuaEUpLTPJpi0hOVZROZuUlpmkUBHmAAAAyoMwB6DKhQaH2w9rMbK7WgcAAICysQEKAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAANiAxTAxeISdjjc6REAAABwhDAHuFBcwg49tv1J5bqZ7LZ7mi3y9w2q3kkBAADAEAhzgAulZSYp182kJxvequDAMJt2f98gDtMGAACAXYS5GiY9PV0hISF22yIiIhQREVHNM0J1CA4M0+29R7t6GgAAAKgmkZGRioyMtNuWnp7uVA3CXA3j5+en+Ph4V08DAAAAQBUqbaEmMDBQKSkpZdZgN0sAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMKB6rp4AACQkx0oxtu/7+wYpNDi8+icEAABgAIQ5AC7j7xskT7NFUTmbpIRNNu2eZouiFUWgAwAAsIMwB8BlQoPDFa0opWUm2bQlJMcqKmeT0jKTFCrCHAAAwOUIcwBcKjQ43H5Yi5Hd1ToAAAAUYgMUAAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIDquXoCKCk9PV0hISF22yIiIhQREVHNMwIAAABQ2SIjIxUZGWm3LT093akahLkaxs/PT/Hx8a6eBgAAAIAqVNpCTWBgoFJSUsqswW2WAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAHVc/UEAKA0CcmxUozt+/6+QQoNDq/+CQEAANQQhDkANZK/b5A8zRZF5WySEjbZtHuaLYpWFIEOAADUWYQ5ADVSaHC4ohWltMwkm7aE5FhF5WxSWmaSQkWYAwAAdRNhDkCNFRocbj+sxcjuah0AAEBdQpirYdLT0xUSEmK3LSIiQhEREdU8IwAAAACVLTIyUpGRkXbb0tPTnapBmKth/Pz8FB8f7+ppAAAAAKhCpS3UBAYGKiUlpcwaHE0AAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZUz9UTkCSLxaKkpCQlJyeradOmCg4OloeHh9Njjx07puPHj6tBgwZq166dWrVqVa7r5+fnKzExUSdOnFCzZs3UoUMHNWrUqFw1zp07p8TERJ06dUp+fn665pprVL9+/XLVAAAAAABnuXRlrqCgQPPnz1dwcLDat2+vvn37KjQ0VN7e3ho5cqR+//13h2MtFouWLFmikJAQtWvXTn379tWNN94oPz8/9evXTzt37izz+nl5eXrllVcUEBCgkJAQDRw4UN26dVOrVq00evRopaamllkjLS1NDz74oFq2bKlu3bpp4MCBuu6669SmTRu99NJLys3NLdd3AgAAAADOcFmYy83N1aBBg/Tss88qMTGxRFtBQYG++uorde7cWXv27LEZa7FYNGnSJD300EM6dOiQTfu2bdvUp08f/fOf/3R4/fPnz6tfv3567bXXdPLkSZu5ff755woNDbVbv8jhw4cVGhqqZcuW2YS2P/74Q6+//rr69eun8+fPO6wBAAAAABXhsjD35JNP6ttvv5UkDRkyRDt37tS5c+f066+/asqUKTKZTMrJydH999+vs2fPlhi7ePFivf/++5Kkdu3aafXq1Tpz5ozS09P1/vvvy8vLSwUFBRo7dqwOHjxo9/oRERHW1btbb71Vu3btUk5OjhITEzVhwgRJUmZmpoYMGaK8vDyb8Xl5eRo6dKj++OMPSdLEiROVmJionJwc7dy5U7fccoskadeuXRo/fnwlfGMAAAAA8D8ueWbuv//9r5YsWSJJGj16tJYsWSI3t8Jc2bFjR82dO1deXl567bXXlJiYqH/+85964oknJP3v1khJatKkibZt26bAwEBJUqNGjTRhwgS1bdtWQ4cOVV5enmbOnKkvvviixPX379+vf/zjH5KkG2+8UevWrbM+39ahQwe9//77atCggd5++20lJibqs88+09NPP12iRnR0tBISEiRJU6dO1VtvvWVt69Wrl7755hvddNNN2rVrl5YsWaLnn39e1113XaV+jzCOuIQdSstMsnk/ITm2+icDAACAWsElK3Nz5syRJNWrV0/vvvuuNcgVN23aNHl6ekqSvv76a+v769evV3JysiTpiSeesAa54oYMGaKePXtKklasWKHTp0+XaI+OjpbFYpEkvfzyy3Y3KnnllVdUr149a//LffLJJ9bP8NJLL9m0169fX3/9618lFd4WunDhQps+qBviEnbose1PamrCHJs/UTmb5Gm2yN83yNXTBAAAgMFU+8rcmTNnrLdX3nHHHWrZsqXdfo0bN9bOnTuVk5OjBg0aWN9fs2aN9fWwYcMcXmfYsGH66aefVFBQoA0bNuj++++3qeHt7W29HfJyTZs2Vb9+/bR582bt3r1baWlp8vf3lySlpKTol19+kST169dPTZs2tVvjlltukbe3t86fP6+1a9dq7ty5DueL2istM0m5biY92fBWBQeG2bT7+wYpNDjcBTMDAACAkVV7mNu2bZvy8/MlSffdd1+pfUNDQ23eO3z4sKTCsNW7d2+HY++8807r7Zh79uyxhrn8/HwdOXJEkjRw4EDr6p+jGps3b5Yk/fLLL9YwVzQHSRo8eLDD8Z6enrrlllv09ddf69ChQzp//ry8vb0d9kftFhwYptt7j3b1NAAAAFBLVPttlgcOHLC+7tixo6TC2xB/++03bdu2TQcOHLCGPXvS0tIkSYGBgXJ3d3fY76qrrrK+Lh6+MjIyrLdYtm3bttS5OqpRNIfy1vj1119L7QsAAAAAzqr2MFc8FLVq1Ur//ve/FRISovbt26tfv37q0qWLfHx81K9fP/38888240+cOCFJat68eanXadasmUwmk6SS4atovDM1fH19ra8ruwYAAAAAXIlqv80yOzvb+vqjjz7SvHnzbPpcvHhR27ZtU1hYmGbNmmXdYOTcuXM6d+6cpJIhyR53d3c1bdpUp06dKnHOW/FAVVaN4u2VXcMRi8WiM2fOlNnPEQ8PD3l4eFR4PAAAAIArk5eXZ/d4M2cV3UlYlmoPc8XPjJs3b568vb31yiuvaPDgwWrXrp1+++03/ec//9Hs2bN18eJFvfzyy+rUqZPuueeeEiHHy8urzGsVhZoLFy5Y3ytPjeKhqLJrOJKamqomTZqU2c+RGTNmaObMmRUeDwAAAODKzJkzR7Nmzary61R7mCva7l8qDDoxMTHq2rWr9b2uXbuqa9eu6tWrlwYNGiRJevHFFzVy5Ei1aNHC2u/y4wbsKepTPHAV3z2zrBrF2yu7hiNt2rRxeNC5M1iVAwAAAFxr+vTpmjx5coXHd+7cWampqWX2q/Yw16ZNG+vr5557rkSQK+6OO+7Qbbfdpm+//Va//vqr4uPjdd1118nX11eZmZnKysoq9ToXLlxQbm6uJMnHx8f6ftGOlJLKrFG8vbJrOGIymdS4ceMy+wEAAAComa700aeivT/KUu0boBQPQn379i217w033GB9nZCQIElq3bq1pLJD1KlTp6yvi+8oWTTe1TUAAAAA4EpUe5grvjJX1k6QrVq1sr6+ePGipP+Fwd9++63UjULi4uKsr0NCQqyvfX19Vb9+fUnS3r17S72+oxrFA6mzNdzd3XXNNdeU2hcAAAAAnFXtYa54oCl+5pw9hw4dsr4OCAiQJPXs2VNS4eHfGzZscDh29erV1tfh4eHW1yaTST169JAk7dq1S+np6WXWaNCggXWMVPhcX1EgLH6dy6Wnp2vXrl2SpLCwMDVo0MBhXwAAAAAoj2oPc3379rU+ExYdHS2z2Wy339mzZ/X1119Lkry9vRUWFiZJGjZsmLXPihUr7I7Nz8+3hqwmTZpowIABJdqLalgsFv3nP/+xW+Pw4cOKj4+XJN1yyy0lnmNr3LixBg4cKEmKj48vETqLW7lypXVb0REjRtjtAwAAAAAVUe1hrkGDBnrqqackSTt27NArr7yigoKCEn1yc3MVERGh5ORkSdKTTz5pfYDwhhtuUO/evSVJX3zxhdavX19irMVi0SuvvKLjx49LkiZOnGizIvb4449bNyOZMWOGfv/99xLtFy5c0Lhx46x/nzJlis3nKL47zdNPP23dbKXIsWPH9Ne//lVSYfh77LHHHH4nAAAAAFBe1b6bpVR41MCXX36pY8eO6fXXX9fmzZt19913q3379kpISNDSpUut2/N36tTJGoqkwtsk58+fr5tvvll5eXkaOnSonn76ad18883KycnRl19+qbVr10qSOnTooKlTp9pcv0WLFnr99df1zDPPKCMjQ2FhYZo0aZJCQkKUnJysjz/+WPv375ck3XPPPbrllltsatx22226++679dVXX2nr1q268cYbNW7cOPn5+Wnfvn364IMPdPLkSUnS66+/Xubh4gAAAABQHi4Jc02bNtWGDRs0ePBgHT16VDt37tTOnTtt+vXq1UsrVqxQ06ZNS7wfFhamZcuW6eGHH9b58+f13nvv6b333ivRp0OHDlq3bp3DA7gnTJig1NRUvfHGG8rIyNBLL71k0+f222/X4sWL7Y43mUxavHixzpw5o02bNmnv3r16+umnbfq99NJLGj9+vKOvAgAAAAAqpNpvsyzSqVMn7du3T/PmzVPv3r3l6+urevXqyc/PT3feeaeWLVumHTt2KDAw0O74kSNHKi4uTs8884w6duwoT09PNWnSRN27d9ecOXP0yy+/KDg42OH1TSaT5syZo++//17333+/AgMDVb9+fbVs2VK33HKLli5dqnXr1qlhw4YOa/j4+GjDhg1avHixBg4cqJYtW6p+/foKDAzUAw88oB9++EGvvfaa0+dEAAAAAICzXLIyV6Rhw4aaPHlyhU9Hb9++vebPn6/58+dXeA59+/Yt87y70ri5uemhhx7SQw89VOEaAAAAAFBeLluZAwAAAABUHGEOAAAAAAzIpbdZAsCVSEiOlWJs3/f3DVJocHj1TwgAAKAaEeYAGI6/b5A8zRZF5WySEjbZtHuaLYpWFIEOAADUaoQ5AIYTGhyuaEUpLTPJpi0hOVZROZuUlpmkUBHmAABA7UWYA2BIocHh9sNajOyu1gEAANQ2bIACAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIAB1XP1BFBSenq6QkJC7LZFREQoIiKimmcEAAAAoLJFRkYqMjLSblt6erpTNQhzNYyfn5/i4+NdPQ0AAAAAVai0hZrAwEClpKSUWYPbLAEAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABsTRBABqpYTkWCnG9n1/3yCFBodX/4QAAAAqGWEOQK3i7xskT7NFUTmbpIRNNu2eZouiFUWgAwAAhkeYA1CrhAaHK1pRSstMsmlLSI5VVM4mpWUmKVSEOQAAYGyEOQC1TmhwuP2wFiO7q3UAAABGxAYoAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMKB6rp4ASkpPT1dISIjdtoiICEVERFTzjAAAAABUtsjISEVGRtptS09Pd6oGYa6G8fPzU3x8vKunAQAAAKAKlbZQExgYqJSUlDJrcJslAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECcMwegzklIjpVibN/39w1SaHB49U8IAACgAghzAOoMf98geZotisrZJCVssmn3NFsUrSgCHQAAMATCHIA6IzQ4XNGKUlpmkk1bQnKsonI2KS0zSaEizAEAgJqPMAegTgkNDrcf1mJkd7UOAACgpmIDFAAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYED1XD0BlJSenq6QkBC7bREREYqIiKjmGQEAAACobJGRkYqMjLTblp6e7lQNwlwN4+fnp/j4eFdPAwAAAEAVKm2hJjAwUCkpKWXW4DZLAAAAADAgVuaAShKXsENpmUk27yckx1b/ZFBhCcmxUozt+/6+QQoNDq/+CQEAADhAmAMqQVzCDj22/UnlupnstnuaLfL3DareSaFc/H2D5Gm2KCpnk5Swyabd02xRtKIIdAAAoMYgzAGVIC0zSbluJj3Z8FYFB4bZtLOqU/OFBocrWlEOV1ejcjYpLTNJoeKfIwAAqBkIc0AlCg4M0+29R7t6Gqig0OBw+2EtRnZX6wAAAFyJDVAAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIAIcwAAAABgQIQ5AAAAADAgwhwAAAAAGFA9V0+gsqSkpOjYsWOSpLZt2yogIKBc481ms44cOaKUlBT5+PioQ4cOatasWblq5ObmKjExUSdPnlSLFi3UsWNHeXl5lasGAAAAADijRq7M5efn64YbbpDJZNLMmTNL7fvNN98oLCxMgYGB6tOnj/r06aPAwED17NlT69atK/NaZrNZ77zzjtq1a6fg4GANGDBAYWFhatmype666y4dPny4zBrZ2dmaMGGC/Pz81LVrVw0cOFChoaHy8/PT+PHjlZ2d7exHBwAAAACn1Mgw9/LLL2vXrl1l9ps3b54GDx6sn376yaZt9+7duvPOOzV37lyH4wsKCjRy5EhNnjxZv//+u03b2rVr1a1bN23bts1hjfT0dPXo0UORkZE6c+ZMibazZ8/qo48+Uvfu3ZWenl7m5wEAAAAAZ9W4MPftt9/q73//e5n9tmzZomnTpkmSWrRooWXLlikrK0tZWVlaunSpfH19JUnTpk3T5s2b7dZ49dVXtXLlSklS9+7d9d133+ncuXM6fvy4Zs2aJTc3N124cEEjRozQyZMnbcZbLBaNGjVKR44ckSSNGjVK+/fvV05Ojvbt26f7779fknT06FHdd999slgs5f4+AAAAAMCeGhXm0tPT9ec//7nMfhaLRdOnT5fFYlG9evW0ceNGjR49Ws2aNVOzZs00ZswYbdy4UfXqFT4S+OKLL9oEqYyMDOuqXbt27bR161b1799f3t7eCgwM1F//+le9++67kqSsrCy7K3zffPONtm7dKkm65557tHz5cl133XXy8vJSly5d9Pnnn2vkyJGSpG3btmn9+vUV/WoAAAAAoIQaE+bMZrPGjh2r9PR0+fv7l9o3Li7Oehvm8OHD1a1bN5s+3bt31/DhwyVJu3bt0oEDB0q0f/755zp//rwkacqUKWrUqJFNjYiICLVq1UqStHDhQpnN5hLtn3zyifX1zJkzZTKZSrSbTCbNmjXL+vfo6OhSPxcAAAAAOKvGhLl33nlH69evl6enZ4mQZM+aNWusr4cNG+awX/G2tWvXOqwxdOhQu+Pd3Nw0ZMgQSdLJkycVGxtrbcvLy9PGjRslSR06dFBISIjdGiEhIerQoYMkaePGjcrPz3c4XwAAAABwVo0Ic7t379b06dMlFYa66667rtT+xXeYHDx4sMN+xdv27Nljt0bXrl111VVXOaxx55132q2RkpKinJwc63UuX5UrYjKZrDXOnj2rxMREh9cCAAAAAGe5PMydPXtWo0aNUn5+voYPH66nnnqqzDFpaWmSJB8fHzVv3txhv+bNm8vb21tSyQBosVh04sQJSYVn0pWmeNArXqNoDldSAwAAAAAqyuWHhkdERCgxMVEBAQH69NNPHa5wFVcUxEoLckV8fX11/vz5EuErKyvLertjWTWKdsWUSga4ojlcSQ17LBaLzREH5eHh4SEPD48KjwcAAABwZfLy8pSXl1fh8c7ugu/SMLdkyRItWbJEJpOpxHECZSkKRM709/X11e+//27d7KT4eGdqFG+v7Br2pKamqkmTJqX2Kc2MGTPKPGgdAAAAQNWZM2dOiY0Qq4rLwtyvv/6q8ePHSyo8OqB///5Ojy1aufLy8iqzb9Eq1YULF2zGO1Oj+CpXZdewp02bNjp48GCpfZy9FgAAAIDqN336dE2ePLnC4zt37qzU1NQy+7kkzF28eFEPPPCAzp07pxtvvFEzZswo1/iWLVsqNTVVp0+fLrNvUZ/igatly5Y27WWNr4oa9phMJjVu3LjUPgAAAABqrit99MmZR88kF4W5F198Ubt371bjxo21fPly1a9fv1zj/f39lZqaqqysrDL7FvXx8fEpMf7y9rLGV0UNAMaSkBwrxdi+7+8bpNDg8OqfEAAAqNOqPcylpqZq3rx5kqT77rtPhw8fttnhMT093fo6MTFR69evlyS1atVK3bt3V+vWrSUVhiSLxeIwuVosFp06dUpSyR0lfXx85O3trfPnz5cZxIrGX16jaA5F86hIDQDG4O8bJE+zRVE5m6SETTbtnmaLohVFoAMAANWq2sPcxYsXra8//fRTffrpp6X2X7ZsmZYtWyap8BDwlStXWlfFLl68qMOHD+vaa6+1O/bw4cPWXSsvP9Tb399fiYmJiouLk9lslpub/VMa4uLirK+L1yi+Mrd3795SP4OjGgCMITQ4XNGKUlpmkk1bQnKsonI2KS0zSaEizAEAgOrj8qMJKqJnz57WELh69WqHYW716tXW1+HhJf8lq2fPnkpMTNSJEye0e/duhYWFlauGv7+//P39lZaWpvXr1ys/P9/u7aL5+fnWlUV/f/8yz6QDUDOFBofbD2sxsrtaBwAAUNWq/dDwoKAgWSyWUv/89ttv1v4zZsywvr9y5UpJ0pAhQ6y3Vq5YscLuOQwWi0VfffWVpMIHCIcOHVqifdiwYdbXK1assDvX06dPa8uWLZIKd5Tp1KmTtc3Nzc1aMzs7W5s3b7ZbY8uWLcrOzpYkDR8+3OEKIAAAAACUhyGTRZs2bTRq1ChJ0s6dOxUVFWXT5+OPP9aPP/4oSRozZkyJ2yIlacSIEdZVsvnz5+uXX34p0V5QUKCIiAjl5uZKkqZMmWJzjUmTJlnD2eTJk0s8GycVPkv33HPPSSoMf5MmTSrvRwUAAAAAuwx5m6Ukvf7669qwYYOysrI0btw4xcTEaNCgQTKbzVq7dq31OTtfX1+99tprNuM9PDw0f/58DR8+XLm5uerbt68mTpyoHj16KCsrS4sWLdL27dslSTfeeKMefvhhmxqdO3fWs88+q7ffflsHDx5Uz549NXHiRAUFBSkxMVGRkZFKSkqSVBj2iq/sAQAAAMCVMGyYCwoK0qpVq3T33Xfr5MmTWrx4sRYvXlyiT6tWrbRy5UqHz6kNGzZM77//vp577jmdPXtWr7/+uk2fHj16aNWqVapXz/5X9eabbyojI0NLly7V0aNHrStxxY0dO1ZvvPFGBT4lAAAAANhnyNssi9x0003at2+fXnzxRYWEhMjb21s+Pj667rrr9NJLL2n//v3q3bt3qTUmTJign376SY8++qjatm2rBg0aqHnz5goPD9cHH3ygmJgYtWrVyuH4evXqacmSJVq1apXuuusutW7dWvXr15e/v7+GDBmiNWvWaOHChXJ3d6/sjw8AAACgDquRK3NFm6Q4w8/PT7Nnz9bs2bMrfL3rr79e0dHRFR4vSUOHDrXZZAUAAAAAqoqhV+YAAAAAoK4izAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAOq5+oJoKT09HSFhITYbYuIiFBEREQ1zwiAMxKSY6UY2/f9fYMUGhxe/RMCAAA1WmRkpCIjI+22paenO1WDMFfD+Pn5KT4+3tXTAOAkf98geZotisrZJCVssmn3NFsUrSgCHQAAKKG0hZrAwEClpKSUWYMwBwBXIDQ4XNGKUlpmkk1bQnKsonI2KS0zSaEizAEAgMpFmAOAKxQaHG4/rMXI7modAABAZWADFAAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAAdVz9QQAoLZLSI6VYmzf9/cNUmhwePVPCAAA1AqEOQCoIv6+QfI0WxSVs0lK2GTT7mm2KFpRBDoAAFAhhDkAqCKhweGKVpTSMpNs2hKSYxWVs0lpmUkKFWEOAACUH2EOAKpQaHC4/bAWI7urdQAAAM5iAxQAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgOq5egIoKT09XSEhIXbbIiIiFBERUc0zAgAAAFDZIiMjFRkZabctPT3dqRqEuRrGz89P8fHxrp4GAAAAgCpU2kJNYGCgUlJSyqzBbZYAAAAAYECszAGACyUkx0oxtu/7+wYpNDi8+icEAAAMgzAHAC7g7xskT7NFUTmbpIRNNu2eZouiFUWgAwAADhHmAMAFQoPDFa0opWUm2bQlJMcqKmeT0jKTFCrCHAAAsI8wBwAuEhocbj+sxcjuah0AAEBxbIACAAAAAAbEyhxQDnEJOxzeFgcAAABUJ8Ic4KS4hB16bPuTynUz2W33NFvk7xtUvZMCAABAnUWYA5yUlpmkXDeTnmx4q4IDw2za2UoeAAAA1YkwB5RTcGCYbu892tXTAAAAQB3HBigAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAOq5+oJAADsS0iOlWJs3/f3DVJocHj1TwgAANQohDkAqGH8fYPkabYoKmeTlLDJpt3TbFG0ogh0AADUcYQ5AKhhQoPDFa0opWUm2bQlJMcqKmeT0jKTFCrCHAAAdRlhDgBqoNDgcPthLUZ2V+sAAEDdQ5irYdLT0xUSEmK3LSIiQhEREdU8IwAAAACVLTIyUpGRkXbb0tPTnapBmKth/Pz8FB8f7+ppAAAAAKhCpS3UBAYGKiUlpcwaHE0AAAAAAAZEmAMAAAAAAyLMAQAAAIABEeYAAAAAwIDYAAUADCghObbwmILL+PsGcZg4AAB1BGEOAAzE3zdInmaLonI22T1vztNsUbSiCHQAANQBhDkAMJDQ4HBFK0ppmUk2bQnJsYrK2aS0zCT7B44DAIBahTAHAAYTGhxuP6zFyO5qHQAAqJ3YAAUAAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIMIcAAAAABgQh4YDQC2TkBxbeID4Zfx9gxQabOewcQAAYEiEOQCoJfx9g+RptigqZ5OUsMmm3dNsUbSiCHQAANQShDkAqCVCg8MVrSilZSbZtCUkxyoqZ5PSMpMUKsIcAAC1AWEOAGqR0OBw+2EtRnZX6wAAgHGxAQoAAAAAGBBhDgAAAAAMiDAHAAAAAAZEmAMAAAAAA6oVG6CkpKTo2LFjkqS2bdsqICCgXOPNZrOOHDmilJQU+fj4qEOHDmrWrFm5auTm5ioxMVEnT55UixYt1LFjR3l5eZWrBgAAAAA4y6Urc+np6Zo1a5aGDBmiTp06qWHDhrruuut033336dNPP1VBQUGp47/55huFhYUpMDBQffr0UZ8+fRQYGKiePXtq3bp1ZV7fbDbrnXfeUbt27RQcHKwBAwYoLCxMLVu21F133aXDhw+XWSM7O1sTJkyQn5+funbtqoEDByo0NFR+fn4aP368srOznf4+AAAAAMBZLgtz33zzjTp16qSZM2dqzZo1SkhI0IULFxQfH69//etfeuKJJ9SrVy/t2bPH7vh58+Zp8ODB+umnn2zadu/erTvvvFNz5851eP2CggKNHDlSkydP1u+//27TtnbtWnXr1k3btm1zWCM9PV09evRQZGSkzpw5U6Lt7Nmz+uijj9S9e3elp6eX9lUAAAAAQLm5JMzFx8dr5MiR1lWrIUOGaP78+fryyy/16quvKiQkRJK0Z88eDRw40GaFbMuWLZo2bZokqUWLFlq2bJmysrKUlZWlpUuXytfXV5I0bdo0bd682e4cXn31Va1cuVKS1L17d3333Xc6d+6cjh8/rlmzZsnNzU0XLlzQiBEjdPLkSZvxFotFo0aN0pEjRyRJo0aN0v79+5WTk6N9+/bp/vvvlyQdPXpU9913nywWyxV+awAAAABQjMUF7rvvPoskiyTLBx98YDGbzSXa8/LyLOPHj7f2uf32261tZrPZ0qtXL4skS7169Sx79uyxqb97925LvXr1LJIsvXr1sqmfnp5u8fb2tkiytGvXznLmzBmbGu+99571+s8//7xN+9q1a63t99xzj801zGazZeTIkdY+69atK/U7CQgIsEiyBAQElNoPrrN+xzJLl0VdLOt3LHP1VIBy4/cLAIBxOJsNqn1lLjc3V//5z38kFa6IjR8/XiaTqUSfBg0a6J133lGXLl0kSRs2bFBKSookKS4uTrt27ZIkDR8+XN26dbO5Rvfu3TV8+HBJ0q5du3TgwIES7Z9//rnOnz8vSZoyZYoaNWpkUyMiIkKtWrWSJC1cuFBms7lE+yeffGJ9PXPmTJvPYDKZNGvWLOvfo6Oj7X0dAAAAAFAh1R7m9u7dq/z8fEnSPffcYxOCijRo0EB33XWX9e8///yzJGnNmjXW94YNG+bwOsXb1q5dW6KteI2hQ4faHe/m5qYhQ4ZIkk6ePKnY2FhrW15enjZu3ChJ6tChg/W20MuFhISoQ4cOkqSNGzdaPzcAAAAAXKlqD3PFNwNp27ZtqX39/f2try9cuCBJJZ6fGzx4sMOxxdsu30SlqEbXrl111VVXOaxx55132q2RkpKinJwc63UcBVKTyWStcfbsWSUmJjq8FgAAAACUR7WfM9elSxctXLhQktSvX79S+xZfDQsODpYkpaWlSZJ8fHzUvHlzh2ObN28ub29vnT9/vkQAtFgsOnHihKSyw2TxoFe8RtEcKlKjc+fOpfYHAAAAAGdUe5hr37692rdvX2a/uLg4/fOf/5QkBQYGWkNQURArLcgV8fX11fnz50uEr6ysLOvtjmXVKNoVUyoZ4IrmcCU1AAAAAOBKVHuYc8bu3bs1ZMgQXbp0SZI0ffp0NWjQQNL/AlHxkOSIr6+vfv/9d+tmJ8XHO1OjeHtl13DEYrHYnFlXHh4eHvLw8KjweAAAAABXJi8vT3l5eRUeb3HyWLMaFebOnDmjOXPmaO7cudYgN3r0aI0bN65EH0ny8vIqs15RqCl63q74eGdqFA9FlV3DkdTUVDVp0qTMfo7MmDFDM2fOrPB4AAAAAFdmzpw5JXa2ryo1Iszl5+frk08+0cyZM0sc0P3444/rww8/lJvb//ZpadmypVJTU3X69Oky6xb1KR64WrZsadNe1viqqOFImzZtdPDgwTL7OcKqHAAAAOBa06dP1+TJkys8vnPnzkpNTS2zn8vD3C+//KJHH33UevSAJF199dVasGCBBg0aZNPf399fqampysrKKrN2UR8fH58S4y9vL2t8VdRwxGQyqXHjxmX2AwAAAFAzXemjT452y79ctR9NUKSgoECvvPKKwsLCrEGuefPmmjdvng4fPmw3yElS69atJRWGpNLuJbVYLDp16pSkkjtK+vj4yNvb21qjNEXjL69RNIcrqQEAAAAAV8IlYc5isSgiIkKvvfaaLl26JJPJpGeeeUZHjhzR5MmT5enp6XBs0arYxYsXSxwXcLnDhw9bd628/FDvohpxcXEym80Oa8TFxVlfF69RfGVu7969DseXVgMAAAAAroRLwtxrr72mjz/+WJLk5+en//73v5o/f76aNm1a5tiePXtaX69evdphv+Jt4eHhdmucOHFCu3fvLncNf39/a6Bbv369NTReLj8/X+vXr7eOKetMOgAAAABwVrWHuTNnzujNN9+UJDVr1kzbt2+3CVulGTJkiPUe0hUrVti91dJiseirr76SVHi/6dChQ0u0Dxs2zPp6xYoVdq9z+vRpbdmyRVLhA4idOnWytrm5uVlrZmdna/PmzXZrbNmyRdnZ2ZKk4cOHl9jIBQAAAACuRLWni2XLllnPW5s9e7Y6dOhQrvFt2rTRqFGjJEk7d+5UVFSUTZ+PP/5YP/74oyRpzJgxJW6LlKQRI0ZYV8nmz5+vX375pUR7QUGBIiIilJubK0maMmWKzTUmTZpkDWeTJ08u8WycVPgs3XPPPSepMPxNmjSpXJ8TAAAAAEpT7btZbtu2zfra29vbehtiWXr16qXmzZtLkl5//XVt2LBBWVlZGjdunGJiYjRo0CCZzWatXbtWy5Ytk1R4YPdrr71mU8vDw0Pz58/X8OHDlZubq759+2rixInq0aOHsrKytGjRIm3fvl2SdOONN+rhhx+2qdG5c2c9++yzevvtt3Xw4EH17NlTEydOVFBQkBITExUZGamkpCRJhWGv+MoeALhKQnKsFGP7vr9vkEKDnb9LAgAAuJ7J4uzx4pVk4MCB+u6778o97rvvvlP//v2tf//vf/+ru+++u8S5dMW1atVKK1euVO/evR3W/OCDD/Tcc89ZDyi/XI8ePbRu3Tq1atXKbvulS5f0yCOPaOnSpQ6vMXbsWH366adyd3d32EeSAgMDlZKSooCAACUnJ5faF66xIWa5pibM0dzg6bq992hXTwcol7iEHXps+5PKdbO/1bGn2aLoPlEEOgAAagBns0G1r8ylp6dXSp2bbrpJ+/bt03vvvaeVK1fq2LFjMplMatu2rYYPH65JkyaVONzbngkTJujmm2/We++9p82bNystLU0+Pj669tprNXr0aD355JOqX7++w/H16tXTkiVLdO+99+qTTz7RTz/9pMzMTLVo0UI9e/bUU089pTvvvLNSPi8AXInQ4HBFK0ppmUk2bQnJsYrK2aS0zCSFijAHAIBRVHuYO3DgQKXV8vPz0+zZszV79uwK17j++usVHR19RfMYOnSozSYrAFDThAaH2w9rMZISNlX7fAAAwJVhe0UAAAAAMCDCHAAAAAAYEGEOAAAAAAyIMAcAAAAABkSYAwAAAAADIswBAAAAgAFV+9EEQE0Xl7DD4VlcAAAAQE1BmAOKiUvYoce2P6lcN5Pddk+zRf6+QdU7KQAAAMAOwhxQTFpmknLdTHqy4a0KDgyzaff3DVJosJ1Dl4FaICE5tvAAcTv47QMAUPMQ5gA7ggPDdHvv0a6eBlAt/H2D5Gm2KCpnk5SwyW4fT7NF0Yoi0AEAUIMQ5gCgjgsNDle0ouw+KyoVrthF5WxSWmaSQkWYAwCgpiDMAQAUGhzuOKjFyOGKHQAAcB2OJgAAAAAAAyLMAQAAAIABEeYAAAAAwIB4Zg4A4BRHRxdwbAEAAK5BmAMAlKqsows4tgAAANcgzAEASlXa0QUcWwAAgOsQ5gAAZXJ4dAHHFgAA4DJsgAIAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCCOJqhh0tPTFRISYrctIiJCERER1TwjAAAAAJUtMjJSkZGRdtvS09OdqkGYq2H8/PwUHx/v6mkAAAAAqEKlLdQEBgYqJSWlzBrcZgkAAAAABkSYAwAAAAADIswBAAAAgAER5gAAAADAgAhzAAAAAGBAhDkAAAAAMCCOJgAAXLGE5FgpxvZ9f98ghQaHV/+EAACoAwhzAIAK8/cNkqfZoqicTVLCJpt2T7NF0Yoi0AEAUAUIcwCACgsNDle0opSWmWTTlpAcq6icTUrLTFKoCHMAAFQ2whwA4IqEBofbD2sxsrtaBwAAKgcboAAAAACAARHmAAAAAMCACHMAAAAAYECEOQAAAAAwIDZAAQBUKc6gAwCgahDmAABVgjPoAACoWoQ5AECV4Aw6AACqFmEOAFBlOIMOAICqwwYoAAAAAGBAhDkAAAAAMCDCHAAAAAAYEM/MAQBchmMLAACoOMIcAKDacWwBAABXjjAHAKh2HFsAAMCVI8wBAFyCYwsAALgybIACAAAAAAbEyhwAoEZicxQAAEpHmAMA1ChsjgIAgHMIcwCAGoXNUQAAcA5hDgBQ47A5CgAAZWMDFAAAAAAwIMIcAAAAABgQYQ4AAAAADIgwBwAAAAAGRJgDAAAAAAMizAEAAACAAXE0QQ2Tnp6ukJAQu20RERGKiIio5hkBAAAAqGyRkZGKjIy025aenu5UDcJcDePn56f4+HhXTwMAAABAFSptoSYwMFApKSll1uA2SwAAAAAwIMIcAAAAABgQYQ4AAAAADIhn5gAAhpOQHCvF2L7v7xuk0ODw6p8QAAAuQJgDABiGv2+QPM0WReVskhI22bR7mi2adOTPatn0KrtjCXoAgNqEMAcAMIzQ4HBFK0ppmUk2bSdPH9f8E0v0ZsZSKcN2rKfZomhFEegAALUGYQ4AYCihweEKlf1AFppws92gl5Acq6icTUrLTHI4FgAAoyHMAQBqDYdBL0Z2b8sEAMDI2M0SAAAAAAyIMAcAAAAABsRtlgCAOoMjDQAAtQlhDgBQ6zlzpAE7XQIAjIYwBwCo9Uo70oCdLgEARkWYAwDUCex0CQCobdgABQAAAAAMiDAHAAAAAAZEmAMAAAAAA+KZOdRJcQk7HG6EAAAAABgBYQ51TlzCDj22/UnlupnstnuaLfL3DareSQEAAADlRJhDnZOWmaRcN5OebHirggPDbNo5PBgAAABGQJhDnRUcGKbbe4929TQAAACACiHMAQCg///MbIzt+6Wt1jt6/rascQAAVAbCHACgTvP3DZKn2aKonE12Dw/3NFsUrSibYObM87f2xgEAUFkIcwCAOi00OFzRinK4w21UziZ9v/dfNu0JybEOn78tGpeWmaRQEeYAAFWDMAcAqPNCg8Pthi7/hCD9Y/u3pa7a9bv+XtvVtxjZ7Q8AQGUizAEA4EBpq3YSz8UBAFyLMAcAQCkcrdoBAOBqbq6eAAAAAACg/AhzAAAAAGBA3GYJAEAVqcjZdQAAOIswBwBAJXPm7LpJR/6slk2vsjuWoAcAcAZhDgCASlbaLpgnTx/X/BNL9GbGUinDdiyHjQMAnEWYAwCgCpS2C2Zows2lHlLOYeMAAGcQ5gAAqGYOgx6HjQMAyoEwBwBADcPGKQAAZxDmapj09HSFhITYbYuIiFBEREQ1zwgAUF2c2TiF5+kAoHaIjIxUZGSk3bb09HSnahDmahg/Pz/Fx8e7ehoAABcobeMUnqcDgNqltIWawMBApaSklFmDMAcAQA3C83QAAGcR5gAAMBCepwMAFCHMAQBgADxPBwC4HGEOAAADcOZ5uu/3/stuO6t2AFA7EeYAADAIR8/T+ScE6R/bv2XVDgDqGMIcAAAGx6odANRNhDkAAGoBVu0AoO4hzAEAUItxdh0A1F6EOQAAarmyzq7juAMAMCbCHAAAdZQzxx1MOvJntWx6ld2xBD0AcC3CHAAAdVRpt2CePH1c808s0ZsZS6UM27EEPQBwPcIcAAB1mMNbMCWFJtxc4aDHpioAUPUIcwAAwK6KBD02VQGA6kOYAwAA5VbWpiqOxCXssBsCncHtmwBQEmEOAABUi7iEHXps+5PKdTNVaDy3bwJASYQ5AABQ6ewdd5CQHKtcN5OebHirggPDyl2P2zcBoCTCHAAAqDTOHHfQ7/p7y7+6VsbtmwBQFxHmAABApSntuAPpyp9744BzAPgfwhwAAKhUpe2CWVHOrPjxPB2AuoYwBxt5eXmaM2eOpk+fLg8PD1dPp8Ic7ZiWkBxb/ZOp5WrLbwbVh98MyqtT2x669Z+36KYBPVSvXsl/fSl6nu77vf8q906ZrOjVTvxvDMrLqL8Zk8Visbh6EpACAwOVkpKigIAAJScnu3QuZ86cUZMmTZSdna3GjRu7dC4VVdaOaZ5mi6L78F9wK0tt+M2gevGbQXmV9pu5kl0yS/v/g9KOUSAE1mz8bwzKq6b9ZpzNBqzMoVZKy0wqdcc0/k8YAGqPsp7Tc6S0HTKd+o+C3NYJwMUIc6jVggPDdHvv0a6eBgCgilXoOb1Sdsgs7T8KckwCgJqCMAcAAOo0R2fiSQ7+o+D/D4GOdtYsTWl3hnBbJ4DyIswBAIA6yZkdMv19g8o9rjSeZosmHfmzWja9qsT7J08f1/wTS7itE0C5EOYq0alTp3T06FGdPXtWbdq0UceOHeXm5ubqaQEAADsqeiZeRZ/RKwpsb2YslTJs2z0l/aXVgzZBj906AThCmKsECQkJmjJlir755hsVFBRY37/qqqs0adIkPfvss3J3d3fhDAEAgD0VPROvwuMSbi53ePRPCNI/tn9bqSuBpV1P4pZPwCgIc1fohx9+0B133KGcnBybtuPHj2vq1Knatm2bvvrqKwIdAAB1XEVCYJWtBF7BLZ+OAmJpCIFA5SPMXYE//vhDI0aMUE5Ojtzc3DRz5kw98sgjatasmXbt2qUpU6bo559/1tdff62//e1vmjVrVoWvFRkZqYiIiEqcfc1S3Z+vtl/PVdesTrX9n2Ftv54r1PbvtLZfzxVq0nda2SuBFb3ls6xxpSntub/ashJYk34zXM8YrvQzcmj4FXj++ef11ltvSZI++OADm38QZ86c0fXXX6+kpCR5e3vrt99+U8uWLe3WKutgwJCQEMXHx1f+h7DDFYcmVvbn2xCzXFMT5mhu8HS7RxNU5/fpiutV9zVrw2+G61Xv9fjNcL3y4jdT+fre3kMvzZxit62it2A6UvTcn73/X3bmTL9Jrct3q+iZM2f0pxuv0TsfviFPDw+7dSv7M0rS7JnztG3D7nKPq6ja/hut7f8uIzn+jBwaXsUKCgr02WefSZJatWqlcePG2fRp3Lixpk6dqgkTJuj8+fP64osvNGHChOqeKgAAgI0/jl+o0FmsV3Kmn6NjIByd6VfRW0VTTx6V77QWevnY2w6nVNHbTEvjOcqspd+8We5bUCuqxVVelV6ztCBbFdfDlSHMVdCPP/6ozMxMSdKQIUMcPg83dOhQa4Bbu3YtYQ4AANQ5hcc5mEs9BqLf9ffa3z30Cm4VndzsfrVp2b5CY+3dZlqawpr/qNAtqBVVWnisyMpjmc9LjjIrLmFHpd72Wlp4DOraSBtiltttM9Ltt1WJMFdBhw8ftr4ePHiww35XXXWVQkNDFRcXpz3/r717D4qq/vsA/l4WEALUFqTMEPEuXgoxAzOzybKLGM5j3mfUdMbCke6mdEHNGZ0yxXSwfjppY17ymSnNRNOMQrvRrCLmoyiUXbiIuaKAuLC7n+cPZ89vV/bsLnfZ837N7MyB8z3f/R7P2z18zjl7zrFjrTE0TVH7ALA/7JWIiIja3pC+IxC8IAjLG3FZp7szgWqF3nWzGS+lLML//JyqeslcY+4s6sl/xu5SXcfm5ql4bPQNbtD8j8hwvw5uzoI+Cbx6doXrcfJGPABYzDVaaWmpMh0dHe22bVRUFPLz81FeXo6Kigp07ty5hUenDd5cY+/qYa9ERETU+hp7Wac7aoXe1atX8cfpZxu1bFO0xDq6o1Y8NuXMo/tHZBxs1CMy3HE3lrUZa/HCiy/U+31Tb8Tjqgi8bjYjZkBkwzq7BbCYa6SysjJl2mAwuG0bHh6uTJeWlrKYayall86rXmMP+N6RFyIiIiJH7orH5j7z6OnsamO5G8tLc5Y3av3UeCoCw1+LwP/9nouEe8c0qN+2xGKukRzPzDkWa644zq+urnbZpry8XOm3W7duLue7+v3NdLqGf1n3ZiICvV6Hnr16oBm680plVRW6RLovim9WZ61DtVzHMv9idAj83wYte+HCBdx9990NWqYpWvv9Wvs97TfFHTBgQLNk0Bu+vg19/f2YGb5fQzEzfL+GaIu8AL79b2p/vzmnFrbq+zX3+tVZamGzWer/3lqLajFjnH4Sgjrc1izv5c1DA9T+xrefOLLXCGr4aIJGeuyxx3Do0CEAQG1tLQICAlTbLl68GCtXrgQA5OTk4MEHH6zXRq/Xw2aztcxgiYiIiIio3fHz84PValWdzzNzjeT4vLiKigrV58fZ59sFB7u+pWtQUBCuX78OvV7vti9PWvPoExERERERudaUc2YXL16E1WpFUFCQ23Ys5hqpa9euyrTJZHJbgJlMJmU6NDTUZRu1yy+JiIiIiIhc8WvrAbRXd955pzLtWKy5cvnyZWXam++9ERERERERecJirpEcz8ydOHFCtZ3NZsPJkycBAN27d0dYWFiLj42IiIiIiHwfi7lGGjZsmDK9d+9e1XZGo1G5G82IEbxNPhERERERNQ8Wc43Ur18/9OvXDwBw+PBhp0spHX3++efK9IQJE1plbERERERE5PtYzDXByy+/DAAwm81YsGBBvUcLHD9+HBkZGQCAmJgYJCcnt/IIiYiIiIjIV/E5c01QV1eHkSNHIjc3FwAwatQozJo1Cx07dkRubi4yMzNRVVUFnU6HPXv2ICkpqY1H7Nnly5fx+++/o7KyEnfddRd69+4NPz/W/ORacXEx/vzzTwBAdHR0g2/wY7PZUFRUhOLiYoSGhqJXr164/fbbW2KodItgZrSnqqoKhYWFuHbtGvr06YOIiIgGPUaHmaGGYmaoIdp9XoSapLS0VOLi4gSAy1dAQIBs2LChrYfpUUFBgYwbN070er3T+KOiomTVqlVisVjaeojUgtavXy8AJD093av2WVlZMmzYsHp5j4+Pl3379nlc3mq1yurVq6V79+5Oy+v1ennqqafkzJkzTVwjam5lZWWyZMkSGTdunPTt21eCg4MlNjZWnnnmGdm4caPHzwhmRltqampk6dKl9bYXAOncubOkpaXJlStX3PbBzJCISG1trQwfPtyrfRQzox1jxoxR/dv75tfmzZtd9uEreWEx1wzMZrOsW7dOEhMTxWAwSGBgoPTo0UPmzp0r+fn5bT08j3JycuS2225z+x9h/PjxLOh8WEJCgtfF3KpVqzx+cL733nuqy1ssFklOTna7fHBwsHz//ffNuIbUFFlZWdKpUye322zo0KFiNBpdLs/MaEtVVZXyx7e7V5cuXVT3kcwM2S1cuFDZZu72UcyMtrg6UNSQYs6X8sJiTuMuXrwo4eHhAkD8/Pxk2bJl8vfff0tVVZV8++23Tmcd33777bYeLrWAjz/+2KsdpYjI4cOHRafTCQCJiIiQbdu2iclkEpPJJJ9++qmSJQDyzTffuOwjPT3dqQDIzs6Wqqoq+fvvv2Xp0qXi5+cnAMRgMEh5eXkLrDE1xKlTpyQ4OFjZZklJSbJ27VrZtWuXvPPOOxIbG6vM69SpU70jkcyM9jz//PPK9oqLi5MDBw5ISUmJmEwmycnJkUcffVSZ37dvX6mtrXVanpkhu4MHDzr9cay2j2JmtKWmpkbZ3ikpKbJ//363r3/++cdpeV/LC4s5jXvttdeUMK5fv77e/CtXrkiPHj0EgISEhPADzEdUVFRITk6OzJ49WwICArwq5mw2m3K03d/fX44dO1avjdFoFH9/fwEgw4cPF5vN5jT/woULEhISIgAkJiZGrl69Wq+PDz74QBnPwoULm7yu1DSTJk1y+oy4eZuazWZJSUlR2owdO1aZx8xoT0VFhQQGBgoA6dWrl5jN5nptrFarjBo1Stlmhw8fVuYxM2RXVlYmd9xxh8dijpnRnt9++03ZFllZWQ1a1hfzwmJOwywWi3L0ITIyUvUySvv3qQDIunXrWnmU1Nzuu+8+1UsC3BVzeXl5SruJEyeqtps4caLS7uTJk07zMjIy3B48ELnxh15kZKQANy7DslqtjVpParqamhql2B86dGi9HZqd2WyWQYMGKdvWfhSUmdGen376Sdle7r4v/sUXXyjtVq9erfyemSGRG9vn8ccfFwDStWtXt/soZkZ7HD8/CgsLG7SsL+aFtynUsJ9//hmXLl0CACQlJUGv17tsN378eGV63759rTI2ajnl5eWNWu6rr75Spp9++mnVdo7zbs6LYx+OuXLk5+en3Pn14sWL+PXXXxs1Xmq6EydOoK6uDgAwceJE1TsQBgYGYty4ccrPx48fB8DMaNG5c+eU6YEDB6q269Onj8tlmBkCgDVr1uDAgQMICgrCxo0b3bZlZrTH/pkREBCA6OjoBi3ri3lhMadhBQUFyvSTTz6p2i4qKgpDhgwBABw7dqzFx0Utq6CgADU1NcrrzJkzXi9n5y4vjvNuzou9j8GDByMqKkq1j6eeekq1D2o9Fy5cUKY97TC7du2qTNfU1ABgZrSod+/eWLFiBVasWIHY2FjVdsXFxcr0nXfeqUwzM2Q0GrF48WIAN4o6dwcFAGZGi+zFXK9eveDv7w+r1Yrz58/ju+++g9FoxNWrV1WX9cW8+LdYz3TLKy0tVaY9/aEWFRWF/Px8lJeXo6KiAp07d27h0VFL6dChg9uf1djzEhoaCoPBoNrOYDAgJCQE1dXVTh+aIoKysjIA3uXNzrEPal2DBg3C5s2bAQAPPfSQ27aORx379u0LgJnRosTERCQmJrptU1dXh5UrVyo/T5gwQZlmZrStsrISU6ZMQV1dHZKTkzFv3jzl+V9qmBntOXv2LIAbBxFXrFiBVatWwWQyKfP9/f0xZswYpKenIyEhwWlZX8wLizkNs4cRgNtAA0B4eLgyXVpaymJOg+x58ZQV4EZeqqurnQ4YmEwm5ZK9huaN2kbPnj3Rs2dPj+3y8/Oxc+dOAMDdd9+NAQMGAGBm6IaSkhIcPXoUJpMJZ8+exa5du5Qzc++88w4GDx6stGVmtG3+/PkoLCxEt27dsGnTJq8eLs/MaI/9zFx2djays7PrzbdYLDhw4AAOHjyIjIwMLFiwQJnni3nhZZYa5hgsx8C54ji/urq6xcZEty57XjxlxbGNY1aYN99kNBrx+OOPw2KxAAAWL16MwMBAAMwM3ZCTk4PJkyfj+eefx5o1a1BcXAyDwYD9+/fjzTffdGrLzGjX1q1bsXXrVuh0Onz66adeZQBgZrSmuroaJSUlys9xcXE4dOgQKioq8O+//yI7OxuTJ08GANhsNqSmpiIrK0tp74t5YTGnYY7XFAcHB7tt63gpnv37MKQt9rx4ygrw37w4ZoV58y1Xr17F4sWLkZCQoOzcpk2bhueee86pDcDMUH0mkwkvvvgi9u/f7/R7Zkabzp07h5SUFABAWloaRo8e7fWyzIy2FBUVQa/XQ6/XIykpCTk5ORgzZgw6deqE8PBwjB49Gjt37sTq1auVZV555RXYbDYAvpkXFnMa1qVLF2W6oqLCbVvH+d78ByDfY8+Lp6w4tnHMCvPmG+rq6pCZmYnevXtj5cqVyhm5uXPnYsuWLfDz++9uhZkhAJgyZQpEBFeuXEFeXh7efvtthIWFoaCgAElJSdi9e7fSlpnRntraWkydOhVVVVVISEhAenp6g5ZnZrRlyJAhsFgssFgs+PLLLxEaGuqyXWpqKuLj4wEAZ86cQV5eHgDfzAuLOQ1zvPuc4xdHXXGcr/Yfh3ybPS+esuLYxjErzFv7l5eXh/vvvx/z58/HxYsXAQDdu3dHVlYWNm7ciICAAKf2zAw56tixI+655x4sXboUWVlZ8PPzg9VqxcKFC2G1WgEwM1qUlpYGo9GIjh07Yvv27fU+RzxhZsgVvV7vdHMl+026fDEvvAGKhjneDtpTIC9fvqxMd+vWrcXGRLcue15MJhNERPWL6SKi5MXxTk6hoaHKnaEakjd3t/2l1mG1WrFkyRKnM3EGgwFvvPEGUlJSEBQU5HI5ZobUjBw5EmPHjsX+/ftx7tw5/PPPP4iOjmZmNKakpATvv/8+AGDSpEkoKCiod9c/x0ekFBYW4sCBAwCAyMhIDB06lJkhVf3791em7c9V9sW88MychjkeXThx4oRqO5vNhpMnTwK4cRQ+LCysxcdGtx57Xmpra93eYregoEC509PNz5my95Gfn69cv+5Kfn6+Mu3uWVXU8kQE8+fPx/Lly2GxWKDT6ZCamoqioiK8/PLLqoUcwMxo0aJFizBjxgy89dZbHtva73oKQLmhATOjLbW1tcr0pk2b8MQTT9R7zZo1S2mzbds25ffLli0DwMyQOvvBRwDo1KkTAN/MC4s5DRs2bJgyvXfvXtV2RqNRuZXriBEjWnxcdGvyNi+O827Oi72PsrIyGI3GRvVBrWv58uX46KOPAAB33HEHjh49irVr13r1eBJmRnvy8/Oxbds2bNq0yWNbxweH2/PEzFBDMTPaMn36dAwaNAiPPPKI20IKAE6fPq1M259/6pN5EdK0fv36CQDp0KGDmEwml20WLVokAASAfPbZZ608Qmppf/zxh7J909PTVdsVFxeLTqcTAHL//feLzWar18Zms0lCQoIAEJ1OJyUlJU7zd+zYobzX66+/7vJ9Ll++LEFBQQJABgwY0KR1o6a5cuWKhISECAC5/fbbpbCwsEHLMzPa88ILLyjb6/Tp06rtKisr5a677hIA0rlzZ6mtrRURZobq87SPYma05d1331W21ddff63a7tq1a9KzZ08BIKGhoXLt2jUR8c28sJjTuI8++kgJ5PTp08VqtTrNP3bsmBLGmJgYMZvNbTRSaineFnMiIlOnTlXafvjhh/Xmb9iwQZk/Y8aMevOvX78u0dHRAkCCgoLk+PHjTvMtFotMmzZN6WPTpk1NWTVqoszMTGVbZGZmNqoPZkZbtm/frmyL0aNHS2VlZb02169fl5kzZyrtUlNTneYzM+TIm30UM6Mdf/31l/j5+QkA6datm/z111/12ly7dk3mzJmjbK+0tDSn+b6WF52IiLdn8cj31NXVYeTIkcjNzQUAjBo1CrNmzULHjh2Rm5uLzMxMVFVVQafTYc+ePUhKSmrjEVNzO3/+PGJiYgAA6enpWLJkidu28fHxypd+Z86ciSeeeAI2mw379u3Dtm3bANx4UKbRaER0dHS9Pvbs2YPk5GQAQFhYGBYsWKD0uWXLFvzwww8AgISEBBw5cgT+/rxPU1uZOnUqdu7cCQD45JNPEBkZ6dVyw4cPh8FgAMDMaE1dXR3i4uJw6tQpADdumDVnzhz06dMHer0eZ8+exdatW1FUVAQA6N27N3755RclLwAzQ8682UcxM9qSkZGBl156CQAQEhKCefPm4d5774W/vz9Onz6NHTt2oLCwEAAQHx+PI0eOOD0awOfy0qKlIrULpaWlEhcXpxxBuPkVEBAgGzZsaOthUgtpyJk5EZEjR45Ily5dVPMSGRkpP/74o9s+1q1bJ/7+/qp9xMfHy4ULF5ppDamxHn74YdVt5O6VnZ3t1A8zoy1FRUXSv39/jzlJTEyUP//802UfzAzZebuPYma0w2azyauvvqqcoVN7jR07Vi5duuSyD1/KC4s5EhERs9ks69atk8TERDEYDBIYGCg9evSQuXPnSn5+flsPj1pQQ4s5EZGysjJJS0uT2NhYCQkJkdDQUBk4cKC88cYbUl5e7lUfeXl58uyzz0p0dLQEBgaKwWCQESNGyPr165Xvz1Dbio2NbZZiToSZ0Zrq6mrZsGGDJCcny5AhQyQsLEwiIiLkgQcekNmzZ8vu3bvFYrG47YOZIZGG7aOYGW05c+aMzJkzR+Lj4yUiIkICAwOle/fuMmXKFMnKynL5fThHvpIXXmZJRERERETUDvHRBERERERERO0QizkiIiIiIqJ2iMUcERERERFRO8RijoiIiIiIqB1iMUdERERERNQOsZgjIiIiIiJqh1jMERERERERtUMs5oiIiIiIiNohFnNERERERETtEIs5IiIiIiKidojFHBERERERUTvEYo6IiIiIiKgdYjFHRERERETUDrGYIyIiIiIiaodYzBEREREREbVD/w+ilX0rNc/92QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(events.JetGood.pt[mask_0c][:,0], weights=btagsf[\"central\"][0][mask_0c], bins=100, range=(0, 500), histtype=\"step\", label=\"central\")\n", + "plt.hist(events.JetGood.pt[mask_0c][:,0], weights=btagsf[\"cferr1\"][1][mask_0c], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrUp\")\n", + "plt.hist(events.JetGood.pt[mask_0c][:,0], weights=btagsf[\"cferr1\"][2][mask_0c], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrDown\");\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "d22ad794-7d78-4fad-ba4d-04c669fc51a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f1321c816a0>" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(events.JetGood.pt[mask_1c][:,0], weights=btagsf[\"central\"][0][mask_1c], bins=100, range=(0, 500), histtype=\"step\", label=\"central\")\n", + "plt.hist(events.JetGood.pt[mask_1c][:,0], weights=btagsf[\"cferr1\"][1][mask_1c], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrUp\")\n", + "plt.hist(events.JetGood.pt[mask_1c][:,0], weights=btagsf[\"cferr1\"][2][mask_1c], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrDown\");\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "8cf22e64-6ee0-4172-97d5-a11835855d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 500.0)" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"central\"][0][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"central\")\n", + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"cferr1\"][1][mask]*btagsf[\"central\"][0][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrUp\")\n", + "plt.hist(events.JetGood.pt[mask][:,0], weights=btagsf[\"cferr1\"][2][mask]*btagsf[\"central\"][0][mask], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrDown\");\n", + "plt.legend()\n", + "plt.xlim(300,500)\n", + "plt.ylim(0, 500)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "9b44cf67-c90b-4907-adfc-55e9bc028e28", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 200.0)" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(events.JetGood.pt[mask_1c][:,0], weights=btagsf[\"central\"][0][mask_1c], bins=100, range=(0, 500), histtype=\"step\", label=\"central\")\n", + "plt.hist(events.JetGood.pt[mask_1c][:,0], weights=btagsf[\"cferr1\"][1][mask_1c]*btagsf[\"central\"][0][mask_1c], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrUp\")\n", + "plt.hist(events.JetGood.pt[mask_1c][:,0], weights=btagsf[\"cferr1\"][2][mask_1c]*btagsf[\"central\"][0][mask_1c], bins=100, range=(0, 500), histtype=\"step\", label=\"cferrDown\");\n", + "plt.legend()\n", + "plt.xlim(300,500)\n", + "plt.ylim(0, 200)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "afc7391a-965a-4f73-af86-341bceedfbd6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([ 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 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1.04 , 1.042,\n", + " 1.044, 1.046, 1.048, 1.05 , 1.052, 1.054, 1.056, 1.058, 1.06 ,\n", + " 1.062, 1.064, 1.066, 1.068, 1.07 , 1.072, 1.074, 1.076, 1.078,\n", + " 1.08 , 1.082, 1.084, 1.086, 1.088, 1.09 , 1.092, 1.094, 1.096,\n", + " 1.098, 1.1 ]),\n", + " <BarContainer object of 100 artists>)" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(np.asarray((btagsf[\"cferr2\"][2]*btagsf[\"central\"][0])[n_cflavour==0]), bins=100, range=(0.9,1.1))\n" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "a387ce0e-e133-4e23-ac1b-76ff9d9f7a52", + "id": "d3056dc8-cdc9-4c62-abc1-5407fd0515a9", "metadata": {}, "outputs": [], "source": [] diff --git a/pocket_coffea/lib/scale_factors.py b/pocket_coffea/lib/scale_factors.py index 378cae03..34b0a506 100644 --- a/pocket_coffea/lib/scale_factors.py +++ b/pocket_coffea/lib/scale_factors.py @@ -230,7 +230,8 @@ def sf_mu(events, year, key=''): def sf_btag(jets, btag_discriminator, year, njets, variations=["central"]): ''' - DeepJet AK4 btagging SF. See https://cms-nanoaod-integration.web.cern.ch/commonJSONSFs/BTV_btagging_Run2_UL/BTV_btagging_2018_UL.html + DeepJet AK4 btagging SF. + See https://cms-nanoaod-integration.web.cern.ch/commonJSONSFs/summaries/BTV_2018_UL_btagging.html The scale factors have 8 default uncertainty sources (hf,lf,hfstats1/2,lfstats1/2,cferr1/2) (all of this up_*var*, and down_*var*). All except the cferr1/2 uncertainties are to be @@ -250,27 +251,21 @@ def sf_btag(jets, btag_discriminator, year, njets, variations=["central"]): pt = ak.to_numpy(ak.flatten(jets.pt)) discr = ak.to_numpy(ak.flatten(jets[btag_discriminator])) - def _getsfwithmask(variation, mask): + central_SF_byjet = corr.evaluate("central", flavour, abseta, pt, discr) + + def _get_sf_variation_with_mask(variation, mask): index = (np.indices(discr.shape)).flatten()[mask] - sf = np.ones_like(discr, dtype=float) + # Copying the central SF + sf = np.copy(central_SF_byjet) w = corr.evaluate(variation, flavour[mask], abseta[mask], pt[mask], discr[mask]) sf[index] = w - # TODO this can be improved: we do not need to keep the order - # since we are doing the product --> we can simplify this sf_out = ak.prod(ak.unflatten(sf, njets), axis=1) return sf_out output = {} for variation in variations: if variation == "central": - output[variation] = [ - ak.prod( - ak.unflatten( - corr.evaluate(variation, flavour, abseta, pt, discr), njets - ), - axis=1, - ), - ] + output[variation] = [ak.prod(ak.unflatten(central_SF_byjet, njets), axis=1) ] else: # Nominal sf==1 nominal = np.ones(ak.num(njets, axis=0)) @@ -280,22 +275,38 @@ def sf_btag(jets, btag_discriminator, year, njets, variations=["central"]): c_mask = flavour == 4 output[variation] = [ nominal, - _getsfwithmask(f"up_{variation}", c_mask), - _getsfwithmask(f"down_{variation}", c_mask), + _get_sf_variation_with_mask(f"up_{variation}", c_mask), + _get_sf_variation_with_mask(f"down_{variation}", c_mask), ] - elif "jes" in variation: + elif "JES" in variation: + # We need to convert the name of the variation + # from JES_VariationUp to up_jesVariation + if variation == "JES_TotalUp": + btag_jes_var = "up_jes" + elif variation == "JES_TotalDown": + btag_jes_var = "down_jes" + else: + if variation[-2:] == "Up": + btag_jes_var = f"up_jes{variation[4:-2]}" + elif variation[-4:] == "Down": + btag_jes_var = f"down_jes{variation[4:-4]}" + # This is a special case where a dedicate btagSF is computed for up and down Jes shape variations. # This is not an up/down variation, but a single modified SF. - notc_mask = flavour != 4 - output[variation] = _getsfwithmask(variation, notcmask) + # N.B: It is a central SF + # notc_mask = flavour != 4 + # output["central"] = [_get_sf_variation_with_mask(btag_jes_var, notc_mask)] + output["central"] = [ak.prod( + ak.unflatten( corr.evaluate("central", flavour, abseta, pt, discr), njets), + axis=1)] else: # Computing the scale factor only NON c-flavour jets notc_mask = flavour != 4 output[variation] = [ nominal, - _getsfwithmask(f"up_{variation}", notc_mask), - _getsfwithmask(f"down_{variation}", notc_mask), + _get_sf_variation_with_mask(f"up_{variation}", notc_mask), + _get_sf_variation_with_mask(f"down_{variation}", notc_mask), ] return output diff --git a/pocket_coffea/lib/weights_manager.py b/pocket_coffea/lib/weights_manager.py index db8df447..564f514a 100644 --- a/pocket_coffea/lib/weights_manager.py +++ b/pocket_coffea/lib/weights_manager.py @@ -202,7 +202,6 @@ class WeightsManager: continue self._weightsByCat[cat] = Weights(size, storeIndividual) for w in ws: - # print(f"Adding weight {w} in category {cat}") modifiers = __add_weight(w, self._weightsByCat[cat]) self._available_modifiers_bycat[cat] += modifiers @@ -269,7 +268,6 @@ class WeightsManager: triggersf[var][2] = triggersf[var][2] / triggersf["nominal"][0] else: # Only the nominal if there is a shape variation - # TODO Implement the varied btag for the JES variations triggersf = sf_ele_trigger( events, self._year, @@ -301,6 +299,18 @@ class WeightsManager: # as separate entries in the Weights object. btagsf[var][1] = btagsf[var][1] / btagsf["central"][0] btagsf[var][2] = btagsf[var][2] / btagsf["central"][0] + + elif "JES_" in shape_variation: + # Compute the special version of the btagSF for JES variation + # The name conversion is done inside the btag sf function. + btagsf = sf_btag( + events.JetGood, + btag[self._year]['btagging_algorithm'], + self._year, + variations=[shape_variation], + njets=events.nJetGood, + ) + else: # Only the nominal if there is a shape variation # TODO Implement the varied btag for the JES variations -- GitLab