diff --git a/analysis/fit.ipynb b/analysis/fit.ipynb new file mode 100644 index 0000000..eea6b90 --- /dev/null +++ b/analysis/fit.ipynb @@ -0,0 +1,870 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:4ed35beea102479edf3fde312734fae978ac4532d0f6123199d3f9a6bf1c1c79" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from plotutils.plotutils import *\n", + "import numpy.lib.recfunctions as recfunc\n", + "from matplotlib.backends.backend_pdf import PdfPages" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Input parsing\n", + "===\n", + "\n", + "If analysis is the only interest, you can skip this section and take the output for granted.\n", + "\n", + "Input: dat file from sql query. \n", + "\n", + "Output: Record array version of dat file with a few more columns. \n", + "\n", + "Details:\n", + "\n", + "1. Takes dat file queried from sql and return a record array. \n", + "2. Adds more useful bmctype codes and event type codes to the record array. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Read data from dat file. Queried from sqlite database.\n", + "generic = np.genfromtxt('events.generic.dat', dtype=float, delimiter='|', names=True)\n", + "\n", + "# Weight by x100. This is because we have only 1% of generic MC. \n", + "generic['event_weight'] = generic['event_weight']*100" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# bmctype code directly from dat file.\n", + "bmctypes = {0: 'Cont',\n", + " 1: 'Dtau',\n", + " 2: 'Dstartau',\n", + " 3: 'Dl',\n", + " 4: 'Dstarl',\n", + " 5: 'Dstarstar_res',\n", + " 6: 'Dstarstar_nonres',\n", + " 7: '0D_SL',\n", + " 8: '0D_Had',\n", + " 9: '1D_Had',\n", + " 10: '2D_Had',\n", + " -1: 'undefined'}\n", + "\n", + "# taumctype code directly from dat file\n", + "taumctypes = {0: 'tau_e',\n", + " 1: 'tau_mu',\n", + " 2: 'tau_k',\n", + " 3: 'tau_had', \n", + " -1: 'undefined'}\n", + "\n", + "# Details... can skip\n", + "detail_bmctypes = {0: 'Cont',\n", + " 1: 'Dtau_e_soft',\n", + " 2: 'Dtau_e_hard',\n", + " 3: 'Dtau_mu_soft',\n", + " 4: 'Dtau_mu_hard',\n", + " 5: 'Dtau_had_soft',\n", + " 6: 'Dtau_had_hard',\n", + " 7: 'Dstartau_e_soft',\n", + " 8: 'Dstartau_e_hard',\n", + " 9: 'Dstartau_mu_soft',\n", + " 10: 'Dstartau_mu_hard',\n", + " 11: 'Dstartau_had_soft',\n", + " 12: 'Dstartau_had_hard',\n", + " 13: 'Dl_soft',\n", + " 14: 'Dl_hard',\n", + " 15: 'Dstarl_soft',\n", + " 16: 'Dstarl_hard',\n", + " 17: 'Dstarstar_res',\n", + " 18: 'Dstarstar_nonres',\n", + " 19: '0D_SL',\n", + " 20: '0D_Had',\n", + " 21: '1D_Had',\n", + " 22: '2D_Had',\n", + " -1: 'undefined'}\n", + "\n", + "# Newly defined bmctype codes that are the basis for component grouping\n", + "# See the code as well as labels for their descriptions\n", + "bmc_idx = {0: [1, 2, 3, 4, 7, 8, 9, 10],\n", + " 1: [5, 6, 11, 12],\n", + " 2: [13, 14, 15, 16, 19],\n", + " 3: [17, 18],\n", + " 4: [20, 21, 22, 23], \n", + " 5: [0]}\n", + "\n", + "bmc_idx_labels = [r'$D^{(*)}\\tau_\\ell$', \n", + " r'$D^{(*)}\\tau_h$', \n", + " r'$D^{(*)}\\ell$', \n", + " r'$D^{**}$', \n", + " r'$Had$', \n", + " r'$Cont$']\n", + "\n", + "# Details, can skip \n", + "def DetailedBMctype(bmctype, btautype, bgamE):\n", + " if bmctype == 0:\n", + " return 0\n", + " if bmctype in [5, 6, 7, 8, 9, 10]:\n", + " return bmctype + 12\n", + " \n", + " gamE = 0\n", + " if bgamE > 0.1:\n", + " gamE = 1\n", + " \n", + " if bmctype == 3:\n", + " return bmctype + 10 + gamE\n", + " if bmctype == 4:\n", + " return bmctype + 11 + gamE\n", + " \n", + " tautype = 0\n", + " if btautype < 0:\n", + " return -1\n", + " elif btautype in [2, 3]:\n", + " tautype = 2\n", + " else:\n", + " tautype = btautype\n", + " \n", + " dtautype = 0\n", + " if bmctype == 2:\n", + " dtautype = 1\n", + " \n", + " return 1 + dtautype * 6 + tautype * 2 + gamE\n", + "\n", + "# Details, can skip \n", + "def CreateDetailedBMctype(arr):\n", + " arr = arr[['b1_mctype', 'b2_mctype',\n", + " 'b1_tau_mctype', 'b2_tau_mctype',\n", + " 'b1_dtau_max_photon_energy', \n", + " 'b2_dtau_max_photon_energy',\n", + " 'event_weight']]\n", + " \n", + " detailed_types = []\n", + " for record in arr:\n", + " b1mctype, b2mctype = record[0], record[1]\n", + " b1tautype, b2tautype = record[2], record[3]\n", + " b1gamE, b2gamE = record[4], record[5],\n", + " event_weight = record[6]\n", + " \n", + " b1_detailed = DetailedBMctype(b1mctype, b1tautype, b1gamE)\n", + " b2_detailed = DetailedBMctype(b2mctype, b2tautype, b2gamE)\n", + " \n", + " b1_mc_idx, b2_mc_idx = -1, -1\n", + " for mctype in bmc_idx.items():\n", + " if b1_detailed in mctype[1]:\n", + " b1_mc_idx = mctype[0]\n", + " if b2_detailed in mctype[1]:\n", + " b2_mc_idx = mctype[0]\n", + "\n", + " \n", + "\n", + " detailed_types.append((b1_detailed, b2_detailed, b1_mc_idx, b2_mc_idx, event_weight))\n", + " \n", + " detailed_arr = np.array(detailed_types, dtype=[('b1_detailed', np.int), \n", + " ('b2_detailed', np.int),\n", + " ('b1_mc_idx', np.int),\n", + " ('b2_mc_idx', np.int),\n", + " ('event_weight', np.float)])\n", + " return detailed_arr\n", + "\n", + "# Creates event type codes from the new bmctype codes. Unfortunately these aren't made\n", + "# explicit here; the codes are made explicit a few blocks down...\n", + "def Create_EventType(b_mc_truth):\n", + " arr = b_mc_truth[['b1_mc_idx', 'b2_mc_idx', 'event_weight']]\n", + " \n", + " event_types = []\n", + " \n", + " for record in arr:\n", + "\n", + " b1mctype, b2mctype = record[0], record[1]\n", + " event_weight = record[2]\n", + " \n", + " event_type = -1\n", + " if b1mctype == 1 or b2mctype == 1:\n", + " event_type = 0\n", + " elif b1mctype == 0 or b2mctype == 0:\n", + " event_type = 1\n", + " elif b1mctype == 2 and b2mctype == 2:\n", + " event_type = 2\n", + " elif b1mctype == 3 or b2mctype == 3:\n", + " event_type = 3\n", + " elif b1mctype == 4 or b2mctype == 4:\n", + " event_type = 4\n", + " elif b1mctype == 5 and b2mctype == 5:\n", + " event_type = 5\n", + " else:\n", + " event_type = -1\n", + " \n", + "\n", + " event_types.append((event_type, event_weight))\n", + " \n", + " event_types_arr = np.array(event_types, dtype=[('event_type', np.int), \n", + " ('event_weight', np.float)])\n", + " return event_types_arr" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# create the new bmctype codes and event type codes. \n", + "mc_truth = CreateDetailedBMctype(generic)\n", + "event_type = Create_EventType(mc_truth)\n", + "\n", + "# merge them into the record array. \n", + "generic = recfunc.merge_arrays(\n", + " [generic, mc_truth[['b1_mc_idx', 'b2_mc_idx']], event_type[['event_type']]],\n", + " flatten=True)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Record selection\n", + "===\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Selection dict specifies a variable and an upper and lower bound. \n", + "# This functions returns a masked array that indicates whether the record \n", + "# is withint the specified bounds for every variable. \n", + "def ApplySelectionCuts(x, selection_dict):\n", + " \n", + " logic = np.ones(len(x), dtype=bool)\n", + " for c in selection_dict.items():\n", + " varname, lower, upper = c[0], c[1][0], c[1][1]\n", + " if lower:\n", + " logic = np.logical_and(logic, x[varname] > lower)\n", + " if upper:\n", + " logic = np.logical_and(logic, x[varname] < upper)\n", + "\n", + " return logic\n", + "\n", + "# Returns a masked array for which records passed the specified PID cuts (hard coded!)\n", + "# I would prefer this to be merged with selection cuts, but no good ideas yet. \n", + "def ApplyPidCut(x):\n", + " \n", + " logic = []\n", + " \n", + " arr = x[['tag_l_ePid', 'tag_l_muPid', 'sig_h_ePid', 'sig_h_muPid']]\n", + " for record in arr:\n", + " tag_pass_e = (int(record[0]) >> 9) & 0x1\n", + " tag_pass_mu = (int(record[1]) >> 22) & 0x1\n", + " sig_pass_e = (int(record[2]) >> 8) & 0x1\n", + " sig_pass_mu = (int(record[3]) >> 21) & 0x1\n", + " if (tag_pass_e or tag_pass_mu) and not (sig_pass_e or sig_pass_mu):\n", + " logic.append(1)\n", + " else:\n", + " logic.append(0)\n", + " \n", + " logic = np.array(logic, dtype=bool)\n", + "\n", + "\n", + " return logic\n", + "\n", + "# Make specific cuts on the D(*) meson's mass and deltaM. This is done on a mode by mode basis. \n", + "# Note the cuts are also hard coded. Prefer to use the SQL solution that is in the pipeline. \n", + "def ApplyDModeCleaning(x):\n", + " \n", + " Dmodes = {1: (1.85, 1.89),\n", + " 2: (1.85, 1.89),\n", + " 3: (1.85, 1.89),\n", + " 4: (1.85, 1.89),\n", + " 5: (1.85, 1.89),\n", + " 6: (1.85, 1.89),\n", + " 7: (1.85, 1.89),\n", + " 8: (1.85, 1.89),\n", + " 9: (1.85, 1.89),\n", + " 10: (1.85, 1.89),\n", + " 11: (1.85, 1.89),\n", + " 12: (1.85, 1.89),\n", + " 13: (1.85, 1.89),\n", + " 14: (1.85, 1.89),\n", + " 15: (1.85, 1.89)}\n", + "\n", + " Dsmodes = {1: (0.139, 0.144), \n", + " 2: (0.135, 0.15),\n", + " 3: (0.14, 0.15),\n", + " 4: (0.136, 0.144)}\n", + " \n", + " tagD = (x['tag_Dstartype']==0)\n", + " tagDs = (x['tag_Dstartype']!=0)\n", + " sigD = (x['sig_Dstartype']==0)\n", + " sigDs = (x['sig_Dstartype']!=0)\n", + " \n", + " mask = np.zeros(len(x), dtype=bool)\n", + " \n", + " tag_Dtype, tag_Dmass = x['tag_Dtype'].astype(int), x['tag_Dmass']\n", + " for k, v in Dmodes.items():\n", + " type_mask = (tag_Dtype == k)\n", + " mass_mask = (tag_Dmass > v[0]) & (tag_Dmass < v[1])\n", + " mode_mask = type_mask & mass_mask & tagD\n", + " mask = mask | mode_mask\n", + " \n", + " tag_Dstartype, tag_deltaM = x['tag_Dstartype'].astype(int), x['tag_deltaM'] \n", + " for k, v in Dsmodes.items():\n", + " type_mask = (tag_Dstartype == k)\n", + " deltaM_mask = (tag_deltaM > v[0]) & (tag_deltaM < v[1])\n", + " mode_mask = type_mask & deltaM_mask & tagDs\n", + " mask = mask | mode_mask\n", + " \n", + " sig_Dtype, sig_Dmass = x['sig_Dtype'].astype(int), x['sig_Dmass']\n", + " for k, v in Dmodes.items():\n", + " type_mask = (sig_Dtype == k)\n", + " mass_mask = (sig_Dmass > v[0]) & (sig_Dmass < v[1])\n", + " mode_mask = type_mask & mass_mask & sigD\n", + " mask = mask | mode_mask\n", + " \n", + " sig_Dstartype, sig_deltaM = x['sig_Dstartype'].astype(int), x['sig_deltaM'] \n", + " for k, v in Dsmodes.items():\n", + " type_mask = (sig_Dstartype == k)\n", + " deltaM_mask = (sig_deltaM > v[0]) & (sig_deltaM < v[1])\n", + " mode_mask = type_mask & deltaM_mask & sigDs\n", + " mask = mask | mode_mask\n", + " \n", + " return mask\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 5 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Masks that indicate whether the tag/sig side B meson is D or D*\n", + "tagD = (generic['tag_Dstartype']==0)\n", + "tagDs = (generic['tag_Dstartype']!=0)\n", + "sigD = (generic['sig_Dstartype']==0)\n", + "sigDs = (generic['sig_Dstartype']!=0)\n", + "\n", + "# Masks that indicate whether the record passes all the specified cuts\n", + "selection_dict = {'tag_cosBY': (-2.5, 1.1),\n", + " 'tag_lp3': (1.0, None)}\n", + "mask_cut = ApplySelectionCuts(generic, selection_dict)\n", + "mask_pid = ApplyPidCut(generic)\n", + "mask_Dmode_cut = ApplyDModeCleaning(generic)\n", + "\n", + "# This is the mask you should use the decide if an event passes a cut. \n", + "# The name is very unassuming... But this is THE mask for event cleaing!!\n", + "# Apply it and we're cool!!\n", + "mask = mask_cut & mask_pid & mask_Dmode_cut\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# The event type grouping. Finally defined explicitly. Notice that it isn't exactly the same\n", + "# as the original definitions. \n", + "groups = { 0: [0],\n", + " 1: [1],\n", + " 2: [2],\n", + " 3: [3],\n", + " 4: [4],\n", + " 5: [5],\n", + " 6: [-1]}\n", + "\n", + "labels = [r'$D^{(*)}\\tau_\\ell$', \n", + " r'$D^{(*)}\\tau_h$',\n", + " r'$D^{(*)}\\ell$', \n", + " r'$D^{**}$', \n", + " r'$Had$', \n", + " r'$Cont$']\n", + "\n", + "exclude=[6]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Fit\n", + "===\n", + "\n", + "Perform toy sample fit to estimate sensitivity. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Input configuration\n", + "---" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Select variable to fit\n", + "fit_varname = 'eextra50'\n", + "\n", + "# Select bin size\n", + "n_bins = 300\n", + "\n", + "# Fetch the arrays that are necessary.\n", + "s = generic[fit_varname]\n", + "w = generic['event_weight']\n", + "c = generic['event_type']\n", + "\n", + "# Select the fit range\n", + "range_mask = (s>0.02)\n", + "\n", + "# Define additional event selection\n", + "co = generic['continuum_score']\n", + "addl_sel_mask = (c >= 0)&(co <= 0.6)\n", + "\n", + "# Use this mask for the remainder of the fit process\n", + "fit_mask = mask & range_mask & addl_sel_mask" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Inspect fit variables\n", + "---\n", + "You can skip this section if fitting is the only interest. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Stacked histogram for the fit variable. Before and after addl_sel_mask and range_mask is applied\n", + "fig, ax = plt.subplots(2, 2, figsize=(16,10),dpi=100)\n", + "StackByCategory(generic[mask], fit_varname, 'event_type', 'event_weight',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6],\n", + " bins=n_bins, ax=ax[0,0]);\n", + "StackByCategory(generic[mask], 'continuum_score', 'event_type', 'event_weight',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6],\n", + " bins=n_bins, ax=ax[0,1]);\n", + "StackByCategory(generic[fit_mask], fit_varname, 'event_type', 'event_weight',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6],\n", + " bins=n_bins, ax=ax[1,0]);\n", + "StackByCategory(generic[fit_mask], 'continuum_score', 'event_type', 'event_weight',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6],\n", + " bins=n_bins, ax=ax[1,1]);" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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MRESkC/p7bdaTYRERSanVq1dzzz33kJ+fzw033EAoFGLTpk2cd955fPWrXwWgqKiINWvW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\nQZQC1wJPBW2eAmYHy9cBS9y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NG+VEIhW4t/EkW0RERJpFo7VEGrYDEPnTaEK7hgAfBS6A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\nytulgawkpr03hr/zqWS3G0LND8q8V/hT66fhd9nmh/L7m3698KZvB9JqrFx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+ "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# These is the density estimates for the fit variable, before and after addl_sel_mask\n", + "fig, ax = plt.subplots(2, 2, figsize=(16,10),dpi=100)\n", + "KdeByCategory(generic[mask], fit_varname, 'event_type',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6], \n", + " ax=ax[0,0], legend_loc=1)\n", + "KdeByCategory(generic[mask], 'continuum_score', 'event_type',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6], \n", + " ax=ax[0,1], legend_loc=1)\n", + "KdeByCategory(generic[fit_mask], fit_varname, 'event_type',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6], \n", + " ax=ax[1,0], legend_loc=1)\n", + "KdeByCategory(generic[fit_mask], 'continuum_score', 'event_type',\n", + " cat_groups=groups, cat_labels=labels, cat_exclude=[6], \n", + " ax=ax[1,1], legend_loc=1)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Cwk9+AhcuQHEx5OQAZh3t0aNmHW1e3ji/rBBCTBOzKTYHNVPTWn8IDDfp+iHg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\nLto8XrpiQ6hpPA/AiqQVcNxMPZ5qCa0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cfGJ0Ni8PBuA/dC6We4Gb4MEg8e0BJo9NZbs5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kD+unUM3XUXhzo6GHRdFueHXGCy9y3oeMvDEDINOfdUjvi2c5fXKaFVKK4Gvi+jtoOD8i5U\nubz8XFubDK/efbc8k10BQSDf7oUXlsU2FpNSe++90pvP+R4RcLxwnDem3mBgfgAv8ACZkrwxt5Ft\nbdvYlNt0w9bbCiGYdhzeqtU4XKtRcV1i4wu0nOintTxIKjJL1DAI6xpm1iLW0Ul67TZiqQ2Ew70Y\nxvXvIaxQLKKEdvWouVmhUNzqLCbvzc7Kdq3FouyJWyrJ/YvJ7oWwLCm2pnn5wzCu7HnLkgIdjZ67\nnO1iBCKg6lRZaC5QaBTOGRdaF5yNZOlOddOT6qEn1UM+kcdEl/Vr3nxTyq0nr1MJhSjv2MHrW7bw\nejxO6fTX40XB3S/49MzpRAyd+LY4uadymMnlH0AJrUJxtRFCyu1iisXi+ltdl2tt9+6VdeKv4Fac\nELL8/AsvwPi4/JqmwZYtUmzXrz//29meTf9cP4enD3OieGLp7pqGRk+qhy2tW9jcspm2WNsNWXMb\nCMHJZpO3azWO1us0Gh7J4QKZkeNkqydJxSeJWz5hw8DKmVhtIWL5PNHEWsLhHkKhTiyrDf0Wbniu\nuLVQQrt61NysUChud2xbZtjWajIYubitVuVlYbMpX7O4te3lvrnXC9OUYhuNSsmNxWRUOZmUY3E/\nnb50UayqU2WmNsN0dZrp2jTT1Wlm67NLQZVFDM0gn8jTm+5lTXoNayN5ooMnZPeR0dGl1wXZLMfu\nuYeXe3sZFgKEIPWWy+ZXPXr1EJlEiNyHciT2JNA0TQmtQnFN8X04fhwOHZLR28VFGKkU7Nkjx9n1\n4S/CYsbGL38pb2otrqdPJpcznDs7z5/hXLEr9M/1Mzg/yHBxeEV5+ZgVY016DWsya1iTXkN7vP26\nl4YPTrf/OVKvc7Rep1Z1iA01yQyPkqmOkE7MEI/NEbEEoZyF1SqHbplYViuhUAeW1YFltWJZLZhm\nVomu4qqjhHb1qLlZoVAoViKErLbsODJgeTnD96/8NY4jJbrZXNmb91IkEpDLydHSIrdtbXL/7Pou\niwQiYLY2y1h5jLHyGOOVcWZrsytSlzU0OhIdrM2sZX2QZs1wkfA7R5czHQ2Dye3beXnLFg7H42jl\ngJZnG3SOCvoiYbq3pGj9WCtWxlJCq1BcF6pVeQfq0KHlqm+aJjt733OPjN5e6Kxwgbc7dEi+5Znd\nhlpaYPt2WZuqq+v8cmt7NseLxxmcH+R44TgVZ2WBK0MzaI+3k0/kySfytMXbyEaypCPp69IMXAjB\nqG3TX6/TX6tRKTnEjrvEjzVJFKbJxmdJJ+aJx4tYHTWsNhOr1UIzl49N0zRMM4NptmBZudOS24Jl\ntWKaKbRbsam54oajhHb1qLlZoVAobixCyLXBjYaU20ZDRo7LZVnzdHFbqchIs+ed/30MQ4ptR8fy\n6OyU0d7zYXs245VxRhZGOFk6yVh5bEUUV0MjH2tnZyXK5uEyLWPz6Mgpt9Layqu7d/PLfB5jKCB3\noEHa1elLRdn3pc1KaBWK64oQspjUa6+tDLMmEjJie889V9QCSAiZhnz4sMxyrtWWn0smpSdv3Sq7\nC51vvYQQgmKzyKnSKU6WTjJaHqXQOH8/Xl3TyUayZKNZUuHUipLuyXCSVDhFzIpdVekVQjDjugzU\n6wzU60wVGsSGXGJDLtFxn5Thk4tXyCQWSKytYvbW0durBHqZC/39a5q5JLlScFtO77eoNbqKi6KE\ndvWouVmhUChuHYSQglsoyDE/L8fs7MqAypnkctDTszw6Os4fs/ECj7HyGCdLJ+U16MLoigzCZCNg\nzxRsPFmmzQsTtaLYpsnBnTt5pWMt4YMm4Smf3/1XdyuhVShuGPW6XBR/6JA8M4AMqa5fL9fabtly\nRVHbIJBNwo8elWtuz6iQTigkl+5u2SIl90J3z0DeQZuuTTNVnWKqOsV8fZ5Co3BOJPd86JpOIpRY\nEt5UOLU0FqU3FU5hvst04IrnMdhoMFCvc3K+RmjIIX7MJTLmEdV0Wk2LlrBF+8YIse0+5ro6gVXC\ndedx3Xk8bx7Pu/DPYRixpRTmUCiPZXUQCnWg6+cpLa2441BCu3rU3KxQKBS3B7a93NVyelq2oJ2c\nPDeia5oycrtmDaxdK7tbhs/TWtb1XUYWRhgqDDFUGGK2Lq+NtUCQG5tn83CZdfMBLZEsiWiWwz19\nHF+zhd94/L1KaBWKG87i4tjXXpOFpBbPBImErI58zz3ydtcVvuX09LLcTk4uP6dp0Ncn5XbLFpmm\nfDm4vkuxWaTYKC6Vcj97W3Nrl34jIB1O0xJroSXasrRti7eRDqcvu0CVEwScaDQYaDQYmq8iBpvE\nh1wiIx4WGjnTImuZ5DcmaLkrSWxbDDNhEgT2kuDKMYfnyf0gcM75HJm+3LIkueFwN6FQF4YRubx/\nOMVtgxLa1aPmZoVCobh98X0puWNjcoyPy0rQZ6Lry4K7OCLnuaRaaC5wvHicocIQJ4onaHpNItUm\nnYOTdB2foSOI0hJtoecPvqyEVqG4qWg04K23pNwu9uoBeTtr+3Y5ztev5xIsLMi6VAMDslr6mcUA\nWluX5banZ3W90PzAp+JUKNtl2cPMXt5f7GlWtssE4jxdyoGIGVlau5tP5OlMdNIWb7tkGnMgBGO2\nzUC9zuB8lcZAg9gxh+ioh+ZDzDDIWiZt6+N0b0+R2hAjlA+h6cvnPyEEvl/FdWdxnKnTYxrXnUWc\n53gtq4VwuPu04HYTCuVVIarbHCW0q0fNzQqFQnFn0WhIuT15Uq66m5hYrpMKMtDS0SGjt+vWnV9w\nAxEwXh5fit5OLIzRMjpHdqLIZ/7FV5XQKhQ3JULIv/7FqK3rLj/X0wPbtskc4o6O81d+ugi2DUND\nUm6PHVvZLy0WkynJ27bJzGfrGmTaBiKg1CwxX59nvjHPfH2eufoc07Vp6m79nNeHjBDdSdnHrDfd\nS0+qh5h18bWu867LUKPBiUKN6SMVQoMO0REXzQc0SOgGqWSI7PoYnRsTtPRGCXeG0a1zxTkIvNOS\nO43jTGLb4zjOFEKszKnRNINQqGMpghsOd2NZraoA1W2EEtrVo+ZmhUKhuLNxHJmYuCi44+MrAy2a\nJiO4i4Lb13duinLVqXK8cJyRhRE+uvWjSmgVipsex5Hh1SNHpIGeKbfxuDTPtWul6La1XVGINQhk\n29yBATnOXOAfCskizNu2Sck933qHq4kQgqpTXVq7O1WdYqIyQbFZPOe1LdEWetO99KZ66Uv30Rpr\nvWCqsn86enuiWGP0SJnyiQaRERezvHx70NI14pZJvCNMpidCSz5KWz5KpD2EmTZXRHLlsfo4zjS2\nPYHjjGPb46cjuSvPOboeIhTqJBzuWpJc08zekL6/itWjhHb1qLlZoVAoFGfiussR3OHhcwVX12Xn\njkXB7e1d2RtX9aFVKG41HEdK7dCQ7HG72KtrkVBI/tV3dUF7uxytrZfuio0MCs/OSrHt75cpIYsY\nhvTmbdtkanI8fpV/rotQc2qMlkcZK48xujDKRGUCN3BXvCZqRulL99GbloLbley6YOEpNwgYt21G\np2tMDVYpjjRgwsUq+GhnnjI0CGs60ZBBpMUing2RzIZIZUOkW8LEshZWxsJIGmi6RhDY2PbkkuDa\n9gSeVzrn83U9skJww+EuDCOlJPcWQAnt6lFzs0KhUCguxmIEd3hYSu7ZKcqGAd3dy4K7fr0SWoXi\n1kUIudL+xAn5lz82BqVzBQqATEZGb3M52RYom5X7mcwF84pLJVlUqr9fRnEX/5w0Ta5v2LZNtgR6\nF0t6V4Uf+EzXphldGGVkYYSRhZHz9tLtTnUvRXB7070XTFMWQlD2faaqTaZH6hTG6yzMOjRnHYyC\nj1k9/3pfXdOI6Boh0yCcMolmLaJZi0ROim+mJUwo7eJHpnH9KWx7Atsex/er57yXYcRPS24noVCe\nUKgD08wpyb3JUEK7etTcrFAoFIorwbbldeii4E5OLl+TAnzpS0poFYrbi2pV5mpMTspw6+ysbBh2\nZu7G2SSTK0U3k5GWmk5DKgWGQbW6HLk9u6hUd7eU223bLr9i8tVECMGCvbAktyMLI8zWZhGs/Ptv\ni7UtRXD70n1kIxdP/fWFYMHzmK/YFOZtSvNNykWXWtHBLnmw4GFWAozahc8zpq4R1nRCKZNwxiTS\nGiKWs4llC0SS84TjcwT6FEHQPOd7dd1aahu0KLmyhdA1zv1WXBAltKtHzc0KhUKhWA3Nplx7u5ie\n/A//oRJaheL2x/ehWJTR3EJB7heLcr9UWpnHcTaaJtsHLQpuJoMdSXOymGZwIsHAWJyGFsM3ZEpz\nW9ty5Laz84rrVV01Gm6DsfLYkuCOV8bxgpVFnBKhxFIEty/dRz6Rx9Avv+9v0/cp+z6lpstCwaZS\ncKgWHRpFl0bRxSm56OUAoxqgXeSfWA9phFrrRFqLhHNFoqkioViRUKxBJGoQMQ2MM/4hLSt7ukdu\nG5bVenrbgq5fOq1csTqU0K4eNTcrFAqF4mpyU66h1TTtCeDfAgbwZSHEvz7Pa/4/4EmgDnxeCPH6\neV6jJk2F4lIEgVyHe6boLiwsj3J5ZV7HWSy68nTRYmohRl2L4xlhfCOEGbXI5UO0dVm094TItpno\nIVN22F4clrXy8fnG4mtWYcd+4DNZnVwRxT27orKlW0tpyvlEno5EB7lo7pItgy6EEIJ6ELDguJQK\nNuWCQ3XOpl5waRZcnKKLW/DQGue3Xc1ooEcKaJkCRrZIOFMilCgRimqEojqhiEk4pBO2dMK6TsTK\nYllthELLomuaWQwjoVKXrxJKaC/NpeZwNTcrFAqF4mpy0wmtpmkGMAB8ABgHfgl8SgjRf8ZrngL+\neyHEU5qm7QP+nRDi/vO8120zaR44cID9+/ff6MNYNbfLzwF30M+yKLxnSu7iqNWWh+cRBDLgOzcn\ns5xte+VbGYYM9iaTy9tY7DI91bLkNyyOxTc46/GBl15i/6OPXvLthBAUGoUVgjvfmD/ndaZu0hZr\n+//bu/dgOev6juPvz17PPclJICgJQhVBtEgAEUEkYLWWWtRCqwKi6LSMLYLjpVJri+PoKI4zoKNF\nSxFTVCgjTkRFxUoiFAIYDBBIqOB4QQgh5iTnmpyzl2//eH4b9mzOnn1Czp7dZ/N9zTyzz+X3PPv7\n/b67+9vfc2Vp31IO7j2Ywe5BBrsHWdS1iGx6/59pZGaMTxTZuW03O7dPMbZ9kvGhAvevu4ujlhxP\nYbjIZLFMec9vWYlUfifp/BDp3A5S+Z2kunaQ6hlGOUhnUmRy0ZDNiGw2TS6bpTu3mJ78Irq7Bsl1\nLybbvYhc9yCZngEy2b6mPlqok74r3qGdXcw2vGPa5rnQSd+P/eV1MZ3Xx3O8Lqbz+pju+bbNM986\ndG6cBDxhZr8FkHQT8BZgc1Was4FVAGZ2n6SFkpaa2dYm5qulOuWD2ynlgAOoLKlUdE3twoX1N2AG\nhQKp8XEGx8cZnJqCqSlGthfY8rspnvn9FM8+VWBipEiqHIbhIqkdRdJWZKCnSH9Xgf7uIn3dRbqz\nRboy0ZBTERUL0T3dh4amP1doprLceScrN26c3unt7Y2e0J3P73lVVxeLu7pYvOAoVix5BWQyjBcm\neHLkSZ4aeYqt41vZOraV4clhtoxtYcvYlr3eayA/wGD3IAu7FjKQH6Av10d/rp/+fD/9uX76cn0N\nT2GWRF9vlr7eLMsOj+aVy7D20ev58w9dQGHK2P3HAiPbphj+4xQj2yeZGDqI3UMFCjsKTE2WKBZK\nTKlIKjdMumsH6fxOMl07yOZ3ks6PksqMATuQohtZpYleU4IUIpVOkVIP6VQ/mUwfmXQfmVwv2WwP\n2Ww32a4ecrke8t29dHX3kOnqJtWVI9OdR/kM6a70rEeAO+m74hqK04a7Kv79eI7XxXReH8/xupjO\n62NuNLNDeyjwZNX0H4BXx0izDOjYDq1zbU2KHguUy0U3lQoGgIFT4agwPTYGzzwT3X59y5ZoqHdT\nZkrRkEpBf5/Rm52in1H6GaWnPEZveZTu4ij5qVGyk2Nkd4+S2T3K+GiZ7Y8PkUoNIT139Lf6daZ5\nAKTSLEtneGEmi6UzWDpLQUsYLU8wUhxjtDjGRGkX48VxxksTFA1KiG3AVkQJUTZRDuMlCZQlRR4p\nj+jaM5jlMLKUy1nKlsXKOUrlDGXLYZbl7vW/4qqhH4EyWCoDSmNKg6LxynzrSaNyFkoG5V4Ku5ZS\nmjDKVqZsZUpWRpoknd1JJjNKPjNCd2aErswo+fQ4ufQE6dwuxC6k7VX1obp1JsJQSWcZLFXJWwaU\nQlJ01Fdi8/r/5bv/UYIwbei5I8IpEBZtMEyDgSzavgwkFJ6ntOdAcuX5SimbNr0nlmG9PdsJ81TJ\nPJX3qaQFkYoWhgKveOV7ecHSI+p8QF0dcdpw55xzruWa2aGNex5S7eEAP3/JuTbX1wcveUk0VFQO\nvG7fHg1DQzA6Gg0jI7BrFwyPiGHyQB5YsveGU0BPNKzvnuC67kvITY6SmxwjPzlCtjBBpjRJprib\ndDF6rUynSgVS5SLpcoE9vWgm934PUsAAeQbIA4swiuwOwy5KTFFiiiKTYXySEgWe70/TwLbfctjm\np/d0JqWoc189XVF99mZl3CwayuXp44V0mqlslqlsluFMhqlMlkI6g3IZyIlUTigL6bSRSkM6VSaV\nMjLpMul0mVSqRIYyacqkZKTNSDU4y6cw9iwTT298XvXQSpsmNvOCt3qHdh95W+yccy4RmnkN7cnA\nJ83sTWH6n4Fy9U0lJH0VWGtmN4Xpx4DTa085VmWXvnPOOTdH/Bra+mK24d42O+ecm1Ptdg3teuBI\nSYcDTwNvB95Zk+ZW4BLgptB47pzp+ln/0+Gcc87Nq4ZtuLfNzjnn2kHTOrRmVpR0CfATolv+X2dm\nmyVdHJZ/zcxuk3SWpCeAceCiZuXHOeecc/HUa8NbnC3nnHNuL019Dq1zzjnnnHPOOdcszXtg4fMg\n6U2SHpP0uKSP1UnzpbD8IUkr5juPcTQqh6SVkoYlbQjDJ1qRz0YkfV3SVkl17wKThHhA47IkJSYA\nkpZLWiPpUUmPSKN4qQkAAAvfSURBVLq0Trq2jk2cciQlLpK6JN0n6UFJmyR9tk66to4JxCtLUuIC\n0fNUQx6/X2d528ek1TqlbZ4LMdr3oyWtk7Rb0odbkcf5FKM+zg+fiYcl3S3p2Fbkc77EqI+3hPrY\nIOkBSWe2Ip/zIc7vRkj3KklFSX89n/mbb53SN5gLMduUlaEeHpG0tuFGzawtBqJTmp4ADgeywIPA\ny2rSnAXcFsZfDdzb6nw/z3KsBG5tdV5jlOU0YAWwsc7yto/HPpQlETEJeT0EOC6M9wH/l9DvSpxy\nJCkuPeE1A9wLvDZpMdmHsiQpLh8CvjVTfpMUkxbWX0e0zfNYFwcBJwKfBj7c6jy3QX28BlgQxt/U\nqZ+NfaiP3qrxPyV61nPL896KuqhKdwfwA+CcVue7xZ+NxLSr81AXC4FHgWVhekmj7bbTEdo9D3E3\nswJQeYh7tbOBVQBmdh+wUNLS+c1mQ3HKAXs/rqjtmNldwI5ZkiQhHkCsskACYgJgZs+Y2YNhfAzY\nDLywJlnbxyZmOSA5cZkIozmiH+yhmiRtH5OKGGWBBMRF0jKiztZ/MnN+ExOTFuqUtnkuNKwLM9tm\nZuuBQisyOM/i1Mc6MxsOk/cBy+Y5j/MpTn2MV032AX+cx/zNp7j/hT8AfAfYNp+Za4GO6RvMgTh1\ncR5wi5n9AcDMGn5P2qlDO9ND3A+NkabdfhzjlMOAU8JpJ7dJOmbecje3khCPuBIZE0V3IF1B9Eeh\nWqJiM0s5EhMXSSlJDwJbgTVmtqkmSWJiEqMsSYnLVcBHgXKd5YmJSQt1Sts8F+LUxYFkX+vjfcBt\nTc1Ra8WqD0lvlbQZ+BEw4yVDHaBhXUg6lKgjc02Y1ck39TmQ+gaNxKmLI4HBcFnaeknvarTRZj62\nZ1/F/SDX7r1oty9AnPz8ElhuZhOS/gJYDby0udlqmnaPR1yJi4mkPqI9m5eFI5x7JamZbsvYNChH\nYuJiZmXgOEkLgJ9IWmlma2uSJSImMcrS9nGR9GbgWTPbIGnlbElrptsyJi3UKW3zXOjEMu2P2PUh\n6QzgvcCpzctOy8WqDzNbDayWdBpwA3BUU3PVGnHq4mrgcjMzSaKzj04eaH2D2cSpiyxwPPB6oAdY\nJ+leM3u83grtdIT2KWB51fRyol77bGmWhXntpGE5zGy0ckqfmf0IyEoanL8szpkkxCOWpMVEUha4\nBfhmaBxrJSI2jcqRtLgAhNPrfkh0HV21RMSkWr2yJCQupwBnS/oNcCNwpqT/qkmTuJi0QKe0zXMh\nTl0cSGLVR7gR1LXA2WbW6NKfJNunz0e4FCojaXGzM9YCceriBOCm8Bt9DvDvks6ep/zNtwOpb9BI\nnM/Gk8DtZrbLzLYDdwKvnG2j7dSh3fMQd0k5ooe431qT5lbgQgBJJwM7zWzr/GazoYblkLQ07I1C\n0klEj0+a6Rq1dpeEeMSSpJiEfF4HbDKzq+ska/vYxClHUuIiaYmkhWG8G3gDsKEmWdvHBOKVJQlx\nMbOPm9lyMzsCeAdwh5ldWJMsETFpsU5pm+dCnLqo6OSjTRVx/u8cBnwXuMDMnmhBHudTnPp4cdVv\n5/EA4Q97p2lYF2b2J2Z2RPiN/g7wfjOr931KugOpb9BInN/R7wGvVfSUgh6imw3WXvo0Tduccmx1\nHuIu6eKw/GtmdpuksyQ9AYwDF7UwyzOKUw7gXOD9korABNGfrbYj6UbgdGCJpCeBK4hOA0hMPCoa\nlYWExCQ4FbgAeFhSpaPxceAwSFRsGpaD5MTlBcAqSSmiHYU3mNnPkvb7FTQsC8mJSzUDSGhMWqZT\n2ua5EKcuJB0C/AIYAMqSLgOOqXNZSKLF/L/zb8Ai4JrwX71gZie1Ks/NFLM+zgEulFQAxkjGb+c+\ni1kXB4xO6hvsr5htymOSfgw8THQPjGtnuJfHNDLzS0Kcc84555xzziVPO51y7JxzzjnnnHPOxeYd\nWuecc84555xzieQdWuecc84555xzieQdWuecc84555xzieQdWuecc84555xzieQdWuecc84555xz\nieQdWucSStICSe9/nuuulfSYpA1hOCjMz0v6b0mPS7pX0ovmNtfOOeecc87NHe/QOpdci4B/mGmB\npEyDdQ04z8xWhGFbmP8+YLuZHQlcBVw5Z7l1zjnn2oykF0l6Z9X0CZK+2Mo8Oef2jXdonWsRSRdI\nui8cIf2qpJSkN0q6R9IDkm6W1Bsa219JWhzS3CXpDcBngReH9T8v6fSw7HvAI+E9VktaL+kRSX9X\nm4UZsnU2sCqM3wK8vlnld84559rAEcB5lQkze8DMLmthfppOkv//dx3FP9DOtYCklwF/C5xiZiuA\nEnAB8C/An5nZCcADwIfM7HdER0qvAT4MPGJmPwUuB34djrD+E1EHdQVwqZkdHd7qIjM7EXgVcKmk\nRVXZWBU6w5+omnco8CSAmRWBYUmDzagD55xzbn9JulDSQ5IelLQq7AS+I8z7H0nLQ7pvSPqipLsl\n/VrSOWETnwNOC+3hByWtlPT9sM4nJX1d0pqwzgfC/MMlbazKw0ckXRHG10o6IYwvkfSbMP6esJP5\ndkm/kXRJWO+XktbVtM+1ZbxU0qOhTDeGeX2Srpf0cJj/tjD/nWHeRkmfq9rGmKQvSHoQeM1MO9Xn\nLCjOzTP/8DrXGq8HTgDWS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+ "text": [ + "" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get data bin poisson rates\n", + "---\n", + "Estimate the poisson rate parameter for each bin. These are used later to generate random data instances for which least squares is performed on. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "s_cut = s[fit_mask]\n", + "w_cut = w[fit_mask]\n", + "c_cut = c[fit_mask]\n", + "\n", + "# Use the total bin count to estimate the poisson rate. \n", + "rates, bins_c, patches_c = plt.hist(s_cut, bins=n_bins, weights=w_cut, histtype='step')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get (normalized) event type histograms. \n", + "---\n", + "Estimate and store the normalized event type histograms for each event type. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Estimate the density of each component by taking each bin count and dividing by the total.\n", + "hist_c = []\n", + "for i in np.unique(c_cut):\n", + " cts_i, bins_i, patches_i = plt.hist(s_cut[c_cut==i], bins=n_bins,weights=w_cut[c_cut==i], normed=True,\n", + " histtype='step', alpha=0.7,\n", + " label=labels[i])\n", + " hist_c.append(cts_i / sum(cts_i))\n", + "plt.legend()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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fMzb0Ylh6ufPeww2clSfKCZckkeUPcf7JBiBlEHsohBCj26gblgHYOG8iv7rj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\niHRdStV7Cr4nLyHSdCUpIfnIr3X+6l7JwvfSuEYlnk6DocZ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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configure the fit\n", + "---\n", + "\n", + "Decide which component to fix in the fit. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Get the true proportion of each event type in the data sample. \n", + "truth_f = np.zeros(6)\n", + "for i in range(6):\n", + " truth_f[i] += sum(w_cut[c_cut==i]) / sum(w_cut)\n", + "\n", + "# Select which component to fix to the true rate. \n", + "f = truth_f.copy()\n", + "\n", + "# Set to 0 if we want this component to float. \n", + "f[1] = 0\n", + "f[3] = 0\n", + "\n", + "F = np.diag(np.array((f>0), dtype=float))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Perform the fits\n", + "--- \n", + "\n", + "We solve the following least squares problem for some specified instances of the problem data. \n", + "\n", + "$\\underset{x}{min.}\\:\\|Ax-b\\|^2_2$\n", + "\n", + "$s.t.$\n", + "\n", + "$1^Tx = 1$\n", + "\n", + "$F x = f$\n", + "\n", + "- $x\\in\\mathbb{R}^n$. It is the proportion of each event type. We are interested in the fitted value of x_1.\n", + "- $A\\in\\mathbb{R}^{m\\times n}$ where $m$ is the number of bins and $n$ is the number of event type components. \n", + "- $b\\in\\mathbb{R}^{m},\\,\\|b\\|=1$. This is an instance of the (normalized) problem data; these are generated from the poisson rates estimated earlier. \n", + "- $F$ is a diagonal matrix. 0 for components to float and 1 for components to fix. \n", + "- $f$ is the component fraction to fit to. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import cvxpy as cvx\n", + "\n", + "# Get matrix A from the component histograms.\n", + "hist_c_arr = np.array(map(list, hist_c))\n", + "A = np.transpose(hist_c_arr)\n", + "\n", + "# Need an all one's vector (matrix).\n", + "one = np.ones((1, len(A[0,:])))\n", + "\n", + "# Perform experiments and store the results in a list. \n", + "n_trials = 1000\n", + "results = []\n", + "for i in range(n_trials):\n", + " \n", + " # Generate a problem instance for b. \n", + " rand_data = np.array(map(np.random.poisson, rates))\n", + " b = np.transpose(rand_data) / float(sum(rand_data))\n", + " \n", + " # Define the least square problem in CVX. \n", + " x = cvx.Variable(6)\n", + " objective = cvx.Minimize(cvx.sum_entries(cvx.square(A*x - b)))\n", + " constraints = [0 <= x, \n", + " one * x == 1, \n", + " F * x == f]\n", + " prob = cvx.Problem(objective, constraints)\n", + " \n", + " # Solve the problem and save the result for event type 1. (B->Dtaunu)\n", + " prob.solve()\n", + " results.append(np.asarray(x.value)[1][0])\n", + " \n", + " # Print and plot the result for the first iteration. \n", + " if i == 0:\n", + " print\n", + " print \"Results for iteration 1\"\n", + " print \"-----------------------\"\n", + " print\n", + " print \"Optimal value:\", \n", + " print prob.solve()\n", + " print\n", + " print \"Fitted var:\"\n", + " print map(round, list(np.transpose(np.asarray(x.value))[0]), [8]*6)\n", + " print\n", + " print \"Truth var:\"\n", + " print truth_f\n", + " print\n", + " print \"Stacked result:\"\n", + " n_fit = sum(rand_data) * x.value\n", + " fig, ax = plt.subplots(1, 1, figsize=(9,6),dpi=100)\n", + " stack = np.zeros(len(hist_c[0]))\n", + "\n", + " for i in range(6):\n", + " stack = stack + hist_c[i]*n_fit.transpose()[0,i]\n", + " plt.plot(bins_c[:-1], stack,'.', label=labels[i])\n", + " plt.plot(bins_c[:-1], rand_data, '+', label='data')\n", + " plt.legend()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n", + "Results for iteration 1\n", + "-----------------------\n", + "\n", + "Optimal value: 8.37783203131e-05\n", + "\n", + "Fitted var:\n", + "[0.02257498, 0.0140174, 0.10395193, 0.1672279, 0.5699929, 0.12223489]\n", + "\n", + "Truth var:\n", + "[ 0.02257498 0.01623669 0.10395193 0.16500861 0.5699929 0.12223489]\n", + "\n", + "Stacked result:\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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7E3J/iRboEmlGR0REpIesCijxULq6XmS+CAcWHdAUDFLZCVavvijxihboEmlG\nR0REpIesqEFJZAWKsopGvYGfy+qKurIm3pU38UjVPj1ERESZKCsCSrSVPLEaqamDgWGoAXaLPa7C\nWb3E2xdFLd6CXz2WFKuvlW37PxAR0cDLioASTayVKOpgcGDRAc2jKXpLZnRGmR4CtN23nkuzGVCI\niCgVMiagaG0pH/phGWslijoYZOo0S6beNxERUSRCSjnQ9xBECCHD3ZPdbgmMhJhMNZp7cni9ndiz\nZwry8sYhJ+fiqOHG2+kNjKYc/NHBuPuk9IdwQU193/HeZyIjIKFTRCtXrgSQ2BQREVG6EEIg3T4T\nM0mkn5//uIj3eppW8QghcoQQdiHEFv/3I4QQDUIIlxDiLSFEserch4UQfxdCOIUQN6mOTxVC7Pc/\n9mTcN5pgTw6jsRj5+RNw+vTOmLvsKqMpxmLjgK2qiSXcjsHq+45XvIHC6bRi2LA63HprEx55pBYr\nV64M7KbMcEJElFq7d+/GvHnzMGvWLNTX1wMA1q1bh5EjR+I//uM/0NTUpOk677zzDsaNG4dPPvkk\nlbebFK3LjO8H0AxAiUbLATRIKcsA/Nn/PYQQZgB3ADADmA/gN0IIJTU9A2CplHIigIlCiPnx3Ggy\nPTkSCTfpOm0y0M3TwgUkIiLqH9dccw3y8/PxwAMP4O677wYALFiwAOfOncOvfvUrTJs2TdN1rrvu\nOowePRqXXnppKm83KTEDihDiEgALADwHQAkbXwew1v/1WgCL/F8vBLBBSumVUrYA+BjANUKIsQCK\npJRKtHtR9RxNkunJkUi4CfRJ+f1vceDwjXA4FsDr7YTTaYXdbgl839/0aJ6WTFM4dUAyGIZi/PjX\nBuxnQUTUX/RopqnHNXp7e7Fr1y7MnTs3cOytt97CNddcg9zcXM3X+fDDD1FdXZ3QPfQXLUWyvwbw\nIICLVcdGSymP+78+DmC0/+txAN5XnXcEwHgAXv/XiqP+4/1CCTdaC20BVZ8U+8dBq4B6ek4M6P40\nkfbkiWepcbyrftTUmxYeOLAIEyc64HY7uFcPEWW1ZP7d1PMae/fuxYgRI/Dqq68Gjj333HO46SZf\nRYXL5cK6detw7bXXor6+HnfeeSduvvnmoMdmzpyJ3/72t7jrrrvifv3+FDWgCCFuBnBCSmkXQljC\nnSOllEKIjKgqSmTzu9Aplebmu4O+Txfqv/h7puxB/oT8iGEl1vRVtCCnDkgDPd1ERNRf9Jj21+Ma\n27dvxx0HVXLsAAAgAElEQVR33IElS5YEjq1cuRKzZ8/G2bNn8c1vfhM2mw3FxcVYtWpVYMon9LFf\n/OIXmDNnTkL30F9ijaDMAPB1IcQCAPkALhZCrANwXAgxRkp5zD99c8J//lEA6gmtS+AbOTnq/1p9\n/GikF1X35dBzZYjygTpkyCh0d7fB4VgQcyRFPWJgNBb3+X6ghI6YBDWcyzNETemxmsKFC3LhQku4\nnwX7ohBRNkqmmaae17DZbPjP//zPwPdHjhzByZMnMX36dGzYsAGTJ09GcXExzp07hzNnzqCkpAQA\n8Oqrr/Z5zGQyJXQPWu5R67540WheZiyEuB7AA1LKW4QQvwDQIaV8QgixHECxlHK5v0i2HsA0+KZw\n3gZwhX+UZTeA7wNoAvAnAE9JKbeFeZ2gZcbxdkmNxuvthMtlRXd3G06f3gkgviXLanreVyLULfpN\nNSaUrSkL/MVvvrsZ7q1uFFYVat43SP1+5E8fQudnb6KwsCpQ66J1mbeyooeIKNOk+zJjr9eLUaNG\n4ciRIygqKgIAbNiwAc8//zwaGhrw61//Gr29vXjggQfw+uuv46233sKCBQswf/78oMe2bNmChoaG\nwGN6GZBlxirKKz8O4EYhhAvAHP/3kFI2A9gI34qfrQCWqdLGMvgKbf8O4ONw4SQcPZf7KtMTOTm+\ncppkpiYGehly6FCheqlxIpsaqt9Pzq9X9inEjTSdM9BFw0REg4Hdbsfy5cshhAjUn7z88st4+umn\n0dvbi507d+Kuu+7CkSNHsHXrVpw8eRIGgwGdnb5/l9WPnTp1CkajEZ999tlAvqWY0r5Rm2OBI+7R\ngFiUkZRkpmmU+xoyaggKvlKAnItz+nUkJZnmbOHE+jl7vZ1Yv34RFi9+LehnZrdb0NjYiH37gIIC\nM555ppmN24goI6X7CEq603sEJe0DivJBbBhqwLnWc2nT2VW5r+62bpzeeRqAb6qlP/fviUes2hAt\ngSfc9I3DsQBu99bAdNDPfraaUzxElJEYUJIz0FM8/U6ZujjXei6tOrsq95VzcQ6A9Gvopua0OrHh\n3g1R194n2o1Wj74sREREoTJms0Aty7Pi6XOiFz2qslPN4/Kgu7Ub7lZfuDu57GTE0ZTQn+HOnfuC\n9t1RKNM3oX1ZOKVDRER6yJiAoiUIJNLnJFnq3ZDTzYs3v4idB3bCe8KLtViL3LG5GH35aHzywicR\ng0Toz9Bi2Rh0bqzpGwYUIiLSQ8YEFC1BIOJKkwFeEqwnLe9FqTeZfGYyJrROAACIIoGnm5+GsdgY\nNWSof4biNw/A/pE98FpERET9JWMCihaRmqipu6zunrgbRdVFGRtUtLRKVgKKelqsZ2IPfrb6ZwDC\nT9UoglrZf3Q46LUsy744j4iIKJWyKqBE2qdG+aA2FBpw/tT5QKFtuk7NhKOMnJz96CwAbUW56mmx\nGxffiMm2yTAUGND7UG/EUZSgVvYhdT/lxZnz8yIiosyW0QEl0tLZ0GkQ5YPa6/ai8+3OtF5xE4l6\n5CT3ktw+vUrUrYWDRkiWWVBeXI7JZyb7nv+DVTjq2guH40OYzfU4ePBHEQuLM6EAmIiIslNWBpRw\n0yDlG8t1b27Wn9SjGeEaqYVO1YSOkARGkcztuPrSdrjd7dizZwrOn/8Uvb3+n1VIYXG0up+B3nNn\noF+fiIhSK+37oCQi0pLkRHt9qDmtTtgt9qg9RVJBa/t6p9OK9vYX+rSeV55/caUJlZW+Iti8vHGB\ncDJkyPC42v7rsRGUcr+JtMrX6/WJiCg9ZdwISuhUxqlTW+D1dqC6ejSWLHnTt8tunFMT8azy0VKk\nmgpalzN7PC5ceWUr3O7WoBER5fle78uBItjm5rsBADk5wzF1qj1oeqe/Rii0LA3naAkR0Re2bNmC\npqYmjBs3DkOHDsXQoUOxa9cuPP7448jPzx/o29NNxgWU0KmMhQtt6OraC+CLD2T1h3m48BF6LJ7Q\noaVh3EAyGAoCIyThRkTURbCRVj0B4UNBxDoX/3+TRJZzR1oaHu5eYr0+EVE2u3DhAqxWKyZNmoSf\n/vSngeOvvfYa9u/fn3A4mTt3Lt58800MGZJekSC97kaD0A/OaLvsejwunK324nz9w8DZwkD4CA0k\n8YSOdC8cjRY6QkVa9RRJIIg4rWhvvwy33toUVFibyOhSPPcbq86GiChV9OhUnuw1lF/MHnjggaDj\n1157LVyuxLaAOXr0KKSUaRdOgAwPKBaLBWZzbfjeJ8rUwUQAP/wVCt/4ZSB8hAskWkNHOneOBeIP\nHWpaRyg8Hhe6u/tOIyUyuhTpfjlaQkTpRI9O5clco6OjA7/85S/xt7/9rc9jJSUl+N73voejR4/i\n+eefx5QpU/DBBx/g29/+Nrq6uvD++++jra0NVVVV6O3txZ/+9Cc8//zzaGhowO9+9zuMGTMG69at\nw7e//e2431MqZVxAUVM+qML2PlFGVoZORd7Bn2OSqrg03ChIOoeOVFNCn9YRikjTSHqOLqlDaLh7\nUd/nQOzBRESDi5bp6FReY8eOHZgwYQIuvfTSPo8puwjfeuut2Lp1K0aOHAmDwYBVq1Zh4cKFmDRp\nEhoaGvDYY49BSokf/ehHAIAbb7wRf/jDH/DDH/4QU6dOTeg9pVJGBJREfpsOmjpYH/yBle6jIP0t\n3iJUs7keQ4b0HbXS++ca7b5CR3T6ew8mIhpc4pmOTsU1cnJyMGLEiLCPvfTSS+jp6UFVVRVGjhwJ\nAGhubkZBQQHmz5+Phx9+ODA6smvXLlRXVwMApJSw2+1pGU6ADAkoidQeJDPVQcEBIDQohP5sU73K\nJta19fjNhogoGj0+U5K5xty5c/HDH/4Qx44dw5gxYwD4imZ///vf49Zbb8Urr7yCK664AgDg8Xjw\nyiuvYNOmTQCAd955B8uXLwcAvPjii/jXf/1XbNu2DRMmTMCVV14JAHj55Zdx5513JvX+9JYRAYX0\nF2tUKlpACXetWCFC6zRMpPtS7i0cPX6zISJKZwUFBfjf//1frFy5El/5ylcC0zi33XYbRo4cibvu\nugtPPPEEXn/9dezbtw/PPfccxo8fj88//xzFxcUYNmwYAOCiiy7CiRMn8OUvfxkjRozAsGHDsGHD\nhrSs7RNSyoG+hyBCCBntntgTQ391dXVRR6WSfRwA7HZLYBrGZKrR9FuElusSEelFqeWgxET6+fmP\ni3ivl3EjKAwn/SPaCIv6nHCPh/tvxGkYIiKKR8YFFNJfuEARreeJMrIRT11QItMwDKNERIMXAwoF\nL9kN7bIboedJqFg1JuriMK31KAwoRESDFwMKBVF3g226sgkXvZ6Pykrgb38rw5//fDlycuoCUzqn\ntpxCRW8FLsm7BJ//83acPrsDQOylvlwWTEREsTCgUBClGywAeI95kfPrlbjx4Yv7TM3U1dXBbrMH\nwoynWQKXaasxYT0KERHFYoh9SmZyWp2wW+xwLHDA2+kd6NvJGOZ6M4xjfF1gC6sKMem/qnwbMIaZ\nhlG3tp/yz6/CZKpBRUVDzBoTs7le87lERDQ4Zdwy42jU9RO9p3txeudpAICpxsTOsXHwdnqjtqxX\nlnrHOi/S80K/JiJKB1xmnBy9lxln1QiKUj/h3uqG56AHQHwb15GP0rI+UuhQgkWs80Ipy5JDvyYi\nIgqVVQElaMrh/Skw1ZhQodokkAZGpDDCkEJElJh7770XP/nJTwb6NlIqq4pkQ3fT1WNaJ3TZLcNO\nfGw2W6BnyqOPPhoIJY2NjRF3USYiouiEEBAi9qyJxWLBt7/9bSxdurQf7kpfWRVQUrFLsXrZrcvq\nyvhalv4OXEr4UBq5RfrfeIT2Udm5cx8DDhGlnB61c3rW32mpl9ESYtJVVgWUVFBPG2VDLUuygUtr\nwFFa5be0tGDt2rWBY6tXr0ZnZydsNhsaGxsD58czihLaR8VmMzOgEFHKDWRAsdvtWLp0KT7++GMs\nWLAgEDw6OzuxePFiNDU14fz585g5cyZ++9vfYvz48XjkkUewY8cOvP/++6itrcV9992Hp556Cvff\nfz/++7//G11dXZg4cSJWr16NWbNmJfW+UiGralBSwVxvzqpaltDAFe9ybHUhssvqCnpMXVOijJqU\nlpZi5cqVuLPtTnyr81uY/dZsPFL7COrq6rBy5cqwbfPVnE4r7HYLHI4F8Ho7fe+BfVSIaBDp6enB\nokWLsGTJErjdbtTU1OCVV16BEAIXLlzA0qVL8Y9//AP/+Mc/MHToUHzve98DAPzsZz/Dddddh6ef\nfhqfffYZnnrqKQDAtGnT4HA44Ha7cffdd6OmpgY9PT0D+RbD4ghKDKmYNhpIoXU6WkdUlJGTsx+d\nBRB+RCnabwYelwcTHRPhdviCjWWjBTabLeaITLius2ZzPdavX4RDh6bj9ddXa9qskIgoEdE2TtX6\nb02y13j//fdx/vx53H///QCAb3zjG6iurgYAjBgxArfeemvg3B//+MeYM2dO0PNDp4K+9a1vBb7+\nwQ9+gMceewx/+9vfMHnyZE3vp78woAwyoYFL6xSWOsgYCgww5BnQfHdz2FAR+n/GJUuW4Nmjz2IS\nJmFW1azA61gsFnjqwgckpc7k7NmPfPenGi0xGotx3322oNdMpJaFiCiW0BCRyL81yV6jra0N48eP\nDzp22WWXAQA8Hg9qa2vx5ptvwu12AwDOnDkDKWVgGii0DmXVqlV4/vnn0dbWBiEETp8+jVOnTsX5\nrlKPAWWQCx1RiUQdZAx5hkATvPWL1qPV0gog/G8Gp05twdKlLRD/kY+cXy/B8Ts7A69jsVjgKHAE\nrqsOSOqRk9zcS9h1logGrbFjx+Lo0aNBx1pbW/HlL38Zq1atgsvlQlNTE0pKSrBv3z5MmTIlEFBC\nw8mOHTvwy1/+Etu3b0d5ue8XwhEjRqRlg7qMDyhcBpw49c8uFnWQab67GYAvVCx+bXHQz1z9m4HT\nacXZsx+hq6sbAGB6+GK8u8mMG26+Iex11ddR15nECiec0iGi/qDHvzWJXGPGjBkYMmQInnrqKXz3\nu9/Fli1b8MEHH2DOnDk4c+YMhg4dimHDhuHTTz8N+kURAEaPHo2DBw8Gvv/ss88wZMgQjBo1Cj09\nPXj88cdx+vTpZN9WSmRskeyLL94Mu92CU9VL0bXnaNiiTYouWsFrKHXXWK2Fwx6PCxUVvnAyZMjw\nsAWtxmIjTi472ec68ezXw4BCRP1hoAKK0WjEq6++ihdeeAEjR47Exo0b8Y1vfANCCNTW1sLj8WDU\nqFGYMWMGvva1rwWNmtx///3YvHkzRowYgdraWsyfPx/z589HWVkZSktLMXToUEyYMCHp95UKGbsX\nz7/9Wynuuss3tYB3LCh845dZs9KmvzgWOODe6kZhVaEuP7vQIlmHYwHc7q34y18Kcfz4UhiNxXj0\n0UexcuVKAME9UmLNyYb2PgkXWrScE+1+iWhw4148ydF7L56MmuJRfwAJ4a+JGDoVeQd/jkkMJ3HT\nWn+iVeiHvdlcD5fLiu9+d01QWEikyCzcap5o5+zZMwX5+ROihhUGFCKi9JVRAWXHjibs3Okrqly7\nFjAYzBg58gbM/ZduhpME6LGEOloNkNFYHDZIAPEvu9PS+0R9jsGQFzPQEBFR+sqogDJt2jhMnOhA\nYWEVLr10Ln7608cH+pYGvXg70yrhY8yYeixc6BsN6+19CHV1dXA6rdixoxbDh4/rM+qhjMaUla2J\nOHWjPqe5+W4AfQONHj0NiIgo9TIqoKg/gF5/ffVA3w4h/q0ALBYLnFYnTs74EL2lewEAHR2tAB6H\nx+PCzp0OTJzo6DPqEW00Jtw5kQKNHj0NiIgo9TIqoKg/gEJ/2423QJL0kUgdi8flQe/lQ4BSYMjx\nctx2m28kTM8W9loCDRERpa+MXcUTym63BGoOTKYafjiloUB32L3ncf7H30POw79H1eJ67D7wEWw2\nG3p7z+Gxx57AihUPIScnP+XTLiySJSI1ruJJjt6reLImoChLWrU09spm6dy4Th0icz++CdW3vx50\nf0p9CKddiGgghHZdpfjpGVAytlFbqHgae2WzeJqv9Tf1FE71kj+G3cMnFi3nEBElQkrJP0n+0VPW\nBBSl5mAwhxMg/qLV/qQlRMaacoknoDDMEBFlrqhFskKIfACNAPIA5AL4Hynlw0KIEQD+COAyAC0A\nviml7PQ/52EA3wHQC+D7Usq3/MenAngBQD6AN6SU96fiDQ12ejdf01O4wtVwy35tNhsu33M5Jp+Z\nHHOqyum0osOxD/K0ERe98Tiu+sP0wLmsMSEiylxRA4qU8pwQYraU8nMhxBAA7wohZgH4OoAGKeUv\nhBAPAVgOYLkQwgzgDgBmAOMBvC2EmOgvKnkGwFIpZZMQ4g0hxHwp5baUvrtBSI/ma4lItPYl0rJf\nu8Ue6K8SbcfkYcNc8I7+ABgNdF39f+Cy/teAvH8iItJXzGXGUsrP/V/mAsgB4IYvoFzvP74WgA2+\nkLIQwAYppRdAixDiYwDXCCFaARRJKZv8z3kRwCIADChZIrRh28llJxMevXA6rTjznb3A/Bxc9KfH\n++yYfGfbnb4w1GSA/Gm+7+Bfv4KLtv8ftD/Ujk11mwBob8TGJepEROknZkARvk1v9gL4MoBnpJQf\nCSFGSymP+085DmC0/+txAN5XPf0IfCMpXv/XiqP+45TmtI6MhNa+bFq9Ke6Aopzv8bjQO+FDYAJw\nfvQTOLCoOPD6QHAYGjliJUb+sBDY+UNM2lIFY7ERN9x8Q+CaWjYhPHlyI3p7/eGKbfGJiNKClhGU\nCwAqhRDDALwphJgd8rgUQuhauqv+UGEL8oGltZW9HrUvyn/noD11/vjjoNe3LLPA0PRFGJr0XxUw\nFm8G1if0kr4w5A8nQ4YMT7pBHBHRYKeuLUyG5k6yUsouIcSfAEwFcFwIMUZKeUwIMRbACf9pRwFc\nqnraJfCNnBz1f60+fjTSa7EPRvrQuirIWGzEyWUnsWl1fNMr4ZjN9Vi/fhEWL34NzYZWAO7A65cX\nl8Nb6dUUhrS8phKGcnKGY+pUO6d3iIiSFPpvvvrzIB5RG7UJIUYBOC+l7BRCDAXwJoBHAcwD0CGl\nfEIIsRxAsZRSKZKtBzAN/iJZAFf4R1l2A/g+gCYAfwLwVLgiWa2N2tK5IVk28XZqCwOh6urqcGfb\nnejY0oEL3RdQNLUI5ZvKA9eI9d+vrq4OdXV1Cb++1hU8Xm9nzE0IiYgocalq1DYWwHYhxD4AuwFs\nkVL+GcDjAG4UQrgAzPF/DyllM4CNAJoBbAWwTJU2lgF4DsDfAXyczAoep9OKkzO+ha75/w/c/98n\nadeQLJsoq4ISCYAelwfeY170unvR+XZn0H8nrQ3lor1+tCHEWMOLTqcVdrsFzc13M5wQEaWhWMuM\n9wOYEub4pwBu6PsMQEr5cwA/D3P8QwCTE7vNYB6Py7cTbimQ89iTKLv3DT0uSzqyWL6oFQGAwn8K\nniIKN3UUrieKcq1woyFaR0nCnefxuAJt91kYS0SUfjJqN2OFUjcw5Hg5pi6u5/ROGrJYLPBWeuG8\n1wkIYNIfJgX9dwpXVBupJ4oiViAJF3BOndqC1tajGD58StASYj13TiYiIv1lZEAxm+t9dQMzOTSf\nzozFRkx+LfygWSIN5ZTwEW2UJTTg2O02PPnkcbjdW4NGSgJ/hzi9Q0SUljIyoIRrmU7ZJdJISaxR\nFkVLSwvq6upw7NhRrF0L5OaOhdH4N1RWVmLatHEwm+v5d4iIKI1lZECh7KeEkGh1KdHce++9vmkm\nby0Mhpl48smdOHBgEbq6GuF2O/rUnXDfHiKi9MKAQmlN64hJuOcBvtG2kpIaGI3FUetOGFCIiNJL\nrGXGRGlLa6BQzjOb62Ey1aCiooF1J0REaY4jKKS7SJvvxWrOFuvxRJcUq0dTQqd14lnWTERE/Scj\nAwq7yKa3SD1GYu3rE+txrQFlzJh6TbsThwaRO+9s8z+vCV5vJUdZiIgGUEZO8WjtQkoDI1KtR7R9\nfZxOK85851+B//sQLpol+z5udcJuscOxwAFvpzfq6ysBSVlarFWizyMiIv1l5AiK1g3saGBE6jES\nbcdjj8eF3gkfAhOA/HlPw1g8O/jxKKMroVM1x45dgXPngGuvLcPMmdqasFksFhgMTQC+CFaRpqqI\niCj1MiqgKFM7MAIjF43s052U0kOkPjXRmrOpR10mXfVc38ejhFJlmkb530ceqQ0KSOqgcfLkMtxw\nw819ru9bklwZ9Dy2wyciGjgZNcWj/Bbd9XYXDEYDw0kWibXCxlxvRt5//RcMv/kBmlsXwuvtDHpc\nvTmgEpCU66inbl599aGI9xD6PLbDJyIaOBk1ghK1hoGFsxktVndgY7ER+TNOoatrB3AW2LNnCvLz\nJwSmXwDf34HxTePhaHIE/R1QB42RI+cGzg3390U92lJW9gwOHXqQ7fCJiAZARgWUqDUMMVaAUOZT\nBw2DIQ+NjY3Ytw8wnJiKP2w9hPZL29H9STfOOs5iiHVI4O/AyZPL8OqrrRg5ci4ee+wJ5OTko/2t\ndlzZeiUqUYn1i9bjPtt9AIJXIB069CCndYiIBkhGBZSoNQwsnM166uLb5ua7UVkJTDGZceHfnsAF\nbMY93nvghbfP34Ebbrg5UHeSk5OPuro6OJoccLe6UVhViEPTDwXO5bQOEVF6yKgalGjM9WaYakyo\naKjg9E6WUteIKDUrRZt/C5wtRO7YXEx5f0rg78DBHx3ssyzZaXWi/YV2OBY4UPZMWeDcnPycwGuw\n2ywRUXoQUsqBvocgQgiZbvdE6cvb6YXL6kL7Pe244eYbAsftFntgys9UY0L5xnLYLXY0NjaiEpU4\nfP1htFpaAfiWJq9cuRJA3+ZtyezRw2XKRESAEAJSShHv8zJqiocGh3gKnpVpv3IET/2Fm/IzFBhQ\niUoUVhVi8WuLg64baRPCZAIKlykTESUua6Z4KHvo0Sk4dMrPZrP1+zQg61mIiBLHERRKO3oUPIcW\nVCsjIeGKrENHSPTaRDBSR10iIoqNAYXSTrTl5KkQbvdj9bFI0z+xxOrtQkREkTGgUNqJtpw8HnqN\nhBARUf9jQKGspWUkJFZBrvL8ZIpliYgofiySpUEtVkGuOqCEcjqtsNstcDgW9NkbiIiIksMRFEoL\nWpYWJ7PfUqTRD6Ug11BogNfthbfTq/m6XEZMRJQ6DCiku0SChJa9lNTn7JmyB/kT8jW/RqSAYq43\nY/fE3Th/6jw63+4Meu1YNSxcRkxElDoMKKS7RDZu1LK0WH2OIc+gy+aQxmIjiqqL4N7q7vPaY+rH\nYKFrIQwFBvQ+1Is772zzd4ZtgtdbqWkZMWtXiIgSwxoU0l0ifUy0NFFTn5NzcU7crxHva6vrUzq2\ndASmdNzurXC5rEF7A0USrnaFiIhi4wgK6S6RPiZalharz4n2GvFOMUV6bXXQum3lbTAYWnzfc0qH\niCjlGFBId3r1MUn0NaJNMcXawE8dbsqeKcOhBw8FQpDXW6WpMyz7rxARJY8BhbJOtCmmWCtv1OHm\n0IOHgsKN1s6wenWiJSIazFiDQllHXVNy8EcHYbfY4VjggLfTG3PljRJuhvzfJ9H94Hf79DhhTQkR\nUf9gQKGso0z/GIuNfRqxmc31MJlqUFHREHaaRgk3BXM7cPrsjkBBrCLegMIpHSKixHCKRwOr0wmX\nx4MCgwH1ZjOKjanfwI70ETrdYzQao07TKOHG4SgEziZfEMuAQkSUGAYUDVweDxq7fHUJVpcLG8tT\nWwBK+kl0Z2R1j5MNGxZj584DEMKIZ5/9OHCO1qJXdWFubq4J5861RizSJSIiHwYUDQoMvt/CqwoL\nsaYsuZ4b1L/CrfbR0jxNXRA7efIZTJjQCgAwGMxxF72qC3OHDBmF8+dPAWB7fCKiaFiDokG92Ywa\nkwkNFRWc3skC8daRqAtrR468Je7XUz+/sLAy8DV7qRARRcaAokGx0YiN5eUMJ4OMEmTUhbVz584P\ne040ZnM9PvpoDAyGPEgJjBy5KGKRLhER+XCKhwaFRJqnKVNB6ume0HOjTRepm779ZXwuyst3AgAO\nH74eRuOPojaMIyIa7BhQaFDQu3maUvh67NhReL21YQOGuumbd6EE4JvaOXRoOior3w9qGJeTU8zA\nQkSkwoBCpKJlpMVms2HDhrfQ3d2KtWsBg2EmSkpq+oSgDz0f4l28i9yxufjD/3yC/HFmjBw5F598\ncqxPw7gDBxZF7XBLRDTYZExAYS8S0ku0FTxaRlosFguGDzfD7W5Fbu5YPPnkzrAjHkveXIJrrdei\nbE0Zemp7UFJSCgBYu3YtLr30IXR0tOK221bCaCyO2eGWiGiwyZiAwl4kpBc9mqcpfVJGj7484nSM\neolzaWlpUNjxff14n+vF2oiQiGiwyJiAwl4klCh1saq53hyxYVvoedGCjFI4O3euTdM9WCyWqAW1\nWjciJCIaLNJ+mbHV6YTFbof3wgUsGjmSvUgobqH78Wg9T8tIi9bRGCWgxPMcIqLBLO1HUNRTOzUm\nE8MJxS10P554z4s0AhNtZEbd3j50VQ4DChFRbDEDihDiUgAvAigBIAGskVI+JYQYAeCPAC4D0ALg\nm1LKTv9zHgbwHQC9AL4vpXzLf3wqgBcA5AN4Q0p5f6zXz4SpHRbwpjet+/FEOk+9XNhldQXqSiId\nB75ob79vH/Dss75VPpFWBUULM0REg5WWERQvgP+UUu4TQhQC+FAI0QDgPgANUspfCCEeArAcwHIh\nhBnAHQDMAMYDeFsIMVFKKQE8A2CplLJJCPGGEGK+lHJbtBevN5thdbmwpqwsbT/4YxXwMsAMrHD7\n8cRzXqSRlWgjM8qqnFmzqvDv//5F19hwq4LUe/VwiTERkU/MGhQp5TEp5T7/12cA/BW+4PF1AGv9\np60FsMj/9UIAG6SUXillC4CPAVwjhBgLoEhK2eQ/70XVcyLqzzbzSr3LAocDnV6v5ufFGuVRAsxW\nt0XJNyEAACAASURBVBtWV+QaCBp44VrXm+vNMNWYUNFQETSycnLZybDHgeD2+LFGRLjEmIior7iK\nZIUQpQD+CcBuAKOllMf9Dx0HMNr/9TgAR1RPOwJfoAk9ftR/PG0kGiRibSaYCdNU5KNu1KZQRlZC\nQ8i7e94Nexz4YlWOltqTeMIMEdFgoTmg+Kd3XgFwv5TyM/Vj/ukbqfO99btEg0SsUR7uhpw+nFYn\n7BY7HAsc8HaGHyWLd7djrWItMWY4ISL6gqZVPEIII3zhZJ2U8jX/4eNCiDFSymP+6ZsT/uNHAVyq\nevol8I2cHPV/rT5+NNzrqefpo23mprdU1bsoAYYGXrjC1tD29tdffz3q6urC/t1LZNNBNa09WYiI\nMlW4kehECN/gR5QThBDw1Zh0SCn/U3X8F/5jTwghlgMollIqRbL1AKbBXyQL4AoppRRC7AbwfQBN\nAP4E4KnQIlkhhIx1T3pg4erg5FjggHurG4VVhUG1I8r/oWw2GxobG7Fy5UoA0YNHXV2dpk0H1aGk\n93QvTu88DQAw1Zg0Fe8SEWUyIQSklCLe52kZQZkJYDGAvwgh7P5jD8PXp3ujEGIp/MuMAUBK2SyE\n2AigGcB5AMtUiWMZfMuMh8K3zDjqCp5USnXrfAag9BRpKbESRJSRkzvb7vSFiiYDvJXepEY61KM2\nxjG+68TqyUJENNjFDChSyncRuVblhgjP+TmAn4c5/iGAyfHcYKpEqzfRI1xw76D0FGvJsdLxNVqP\nE/W5WqiXI5dvLsehBw/F7MlCRDTYpX2r+1SJVrgaaTVPPMuQuXInMykjKbG6zzqtTgyrGxa12Fah\nXqY89LKhgZU/yhytlsJdIqLBZtAGlGgrbyKFi3iWIXPlTuayWCwRe58oou3vo3WZsnKe1r2CiIgG\nk7TfiyceetV9RFrNE8+oiB4rd1jHMnDCTQWpi12F0VfvFW6EJdquxeFo3SuIiGgwyaqAolfdR6Rw\nkaplyJGCCOtY0ou6LmXkwpEw1Zii1pKECyrhlin3Xt2Lyz+/HItfW8y6FCIiv6wKKKmu+0hVP5NI\nQYR1LOlFPdIx6YVJQWFi9erV6OzsBPBF8LDZbIFVQYrQZcuhy5S5cSARkU9WBZRM2FgwnEhBJFPf\nT7aKtityZ2dnUNhQeqTEM9Vjs9kwbNgXGwfu2TMF+fkTGFaIaFDKqoAy0B1bE60ZiRREBvr9UDCl\nLiVajYkyhVNXVxez06z6e6fViQ1vbcC3f3Ie+LJv40CDIS8QVnbvnoiiomoGFSIaNLIqoAy0RGtG\nGEQyixJQwtWTtLS0YNGiRZjfPB/tl7Xj1qZbI7a0VwcUj8uD7tZunL9/OXJX/7+oWPJHNDffjX37\ngClTCnH+/Cm43VvR1HQlpk37K0MKEWU9BhQdsWZkcAlXT1JXV4fa2lrYLXZ0t3bD3eqO2OgN+GLE\n5djRY1iLtci9OBejP56Gnp37MHNmPZ59diYslnHo7HwbAOD1HoPLZUV5+cb+eItERAMmKwOK1enE\nlo4OdF+4gKlFRdgUZadhPdWbzZiyZw/yDAbc3dzMpcFZJN5NAg0FBlSiMmqjN4/Lg+EFw/FI/SNo\nrGqE4SEDntz5ZNBoS0lJDcrLa9HUdCU++OAYZs2qQlnZGt3fHxFRusnKgOLyeHDM3+n17c7Oflui\nW2w0YkJ+PpcGZyEliDidVrS3X4Zbb20K1IPYbDa0tLQE1Z0oS4crXove6A3wtdJ/1/wuSmpKAh1m\n+yxF7l2Cv/zlZfz7vzdweoeIBoWsDCjKVAsA/FOKp1tCC2M5zZPdPB4Xurtb4Xa3BqZaYi0dDsdQ\nYAB+sAoGczu8lSb0vlaJuXPnA4i8FLmuLp/hhIgGjawMKPVmM+51OiEA/GHSpJROs4QWxnJpcHYz\nGApQWelbZRNuquXUqS2w220xlwab68347S//jg93uIAdwNq1byInJz9QgKsEFGVkBvCNppw6tQVe\nbweqq0djyZI3GViIKGtlZUApNhrx2uT+2TQ5dMSEK3Kym9lcjyFDrCgrW9MnHDidVpSV/Q1dXWcB\nIGoxq7HYiK9+88uY7HahsLAKl146N+zIy7333hs0mrJwoQ1dXXsBtLJYloiy2qDdLFAv3BRwcDEa\ni1FevjHsyIXH48LVV/vCyZAhw2MWs5rN9TCZalBR0YCcnPyw5yjhRKlJMRgKAEQewSEiyhYMKEmK\ntisyDS5KeMjJGY6pU+0xp1/UYSdWx1ll6kcdaji9Q0TZLCuneDJBaHHtjw4e5M7FGc5srofLFX76\nJxYtLfGVcwZ6Wof7BRFRf2BAiVOi7exDhRbXnujp4fLkDKeMiOjlxZtfxM4DOyGMAs9+/Gzg+OWX\n78HkyWcGLCB4PF/sF8Q6GCJKFQaUOCXazj5UaHHt3c3NQd9T5lGarxkKDH3a20d7LNI1rjp9FSa0\nTgAAeIu9WGhbCEOBAb3/vB1dXTsAhA8I0fYK0gPrYIioP7AGJU569TkJLa5lsW3mU5qvubf62ttr\nfSzcee9sfQeegx4AQGFVIYYUDQk839MsfccjBASloDZVWAdDRP2BIyhxSqbPSej0kHr0RSm2Vc45\n6PHgsvx8XJyTw5qUDGEo8IXXcO3toz0W7rzmsc34t13/hkMPHoJhqAFXOa/yPf+fClH+z6/i5S01\nWLz4tZgBIRX1InpPZRERhcOAEqdk+pxomR5Sn3OkpyfquZRezPVmuKwulK0p6zOFE+2x0PPWL1qP\n0dNHY+hlQ1G+sRx2ix2Tz/j6+uRNyMPQUSa0tlqCwsbq1avR2dkJIHivoPHjmzBxogMAsH79Itx3\nn02vt0tElFJZH1D0KmrVg5bpIeWci3NycLq3lzUpGcRYbIy4a3G0xxTKHjw22ND4RCNy8nMAAJd4\nLsEVuAKFVYWY9MKksM/t7OwMavSmfO1wNMHtdqCwsAqHDk2P/00REQ2QrA8oehW16kHL9JByzi8v\nvxwPHjqkS8v8dAppmU5rsWsi11Ja3NfV1QX+FwC8tV64rC6039OOn63+GYC+OypHol76/PrrqxO+\nVyKi/pb1ASWdNu8rNhpRnJODRQcORAwL6ikkvcJUOoW0TBe6C3GsURGt11q/aD1aLa0AfOHj+uuv\nDwQVi8WC8o3lKEc5brj5hsDzLRZLYNTl0UcfRXv7CxDCiIkTvwPAV3+yY0cTPvzwLEymx/HYY08E\nPTeVK32IiJKV9QFFPWqhNENTF6CacnPReu5cv40uqMPClD17MCE/P+ZrJzsCkk4hLdNpLXaN91qL\nX1scGI05dWoLKio6MW1aE8zm2ojPV4eM9vYXcNddvoBjMtkB+PqVTJzowMSJgMl0CDk5KzXttExE\nlA6yfpmxuhW9Eg6O9PRg5+nT2Op2442ODjR2dWGr2w2rK/LyT72ow8K4vDxNr63cd6L3yCXM+jHX\nm2GqMaGioSKp6R3lWoevP9znWl5vByZOdMDt3gqXyxr2uaGjH0L4nq9eesx+JUSUyTI2oFidTljs\ndixwONDp9Wp6jroAFfCFhMrCwsDX4UYXEnmdaNRhQX0f0UY2Io2AaL037hekH6XYNdlwolyr1dLa\n51rV1aMBRA8WoQHl9tt/3ac3SWi/Ek7pEFEmEVLKgb6HIEIIGeuerE4nNp48ia7eXgBAjckUta5C\nmSIxAigcMgSrr7giUIAK+KZaxuXlhe05YrHbA1MysV4n0utGmprp9Ho19VQJd168PwNKT3V1dX2m\nXZr/vQmfXrkCF/35J7jqD9N1CUPx4F47RKQnIQSklCLe56V/DYrVCrhcQEEBUF8PFBfD5fEEPpiH\nDxkSs65CXfdRYzLhsqFDgz7MJ+TnRywijTZ6EasuJFZxqtaeKuHOU/8McoVAW3c3FjgcXKUzwLSs\n8lEKW4G+q3EsFgu6PzLi/G9+jC70wmWMXoibirb23GuHiNJB+gcUlwto9P1jCasV2LgxEBqG5+TA\nPnVqzA/kWEWi0R6PtDRYy8qYVBanqn8GZQUF2Hn6dNR7odRRjzj0/mM5TjdeABB5lU/oCprQEZR4\nCnFDA4oeox+xalf0XGpNRBRJ+tegFPj+scSoUUBbG7BgAerHj0eNyYRD06fjsqFDY14iVpFotMcj\n1W9oCR+pLE5Vrn1o+nSMGDIk5r1Q6igjDm73VngWPQYguVU+sQpxldEXp9OK9vYX4HAsgNfb2ede\nIhXYxnz9GHvteFweNDY2xtxXiIgoGelfg9LZ6Rs5aWsDdu70HaupATYO7LCz1vqRwXYvg5HDsQBu\n91YUFlahvPQNHFp2ImZLe0W8UzROqxMP/u+DGF80HtKyFWue+weWLAEKCsz45jefxvDhvwjcizpg\n6FlX4ljgwK+3/hrfq/qeLquZiCi7JVqDkv4BRbFgAbB1K1BVBTQ0AMWpLdxj91XSyuvtDHRrTXVB\nqd1ix5ONT+Je3AvjCz/B7955F9/73hdhJNK92O2WQF2JyVSTVF2Jt9P7/7N39vFN1ef7fydN2jQt\nbUobKI8FpAjhoS0UfICN+FU3rfqlUzuR6ejcjJu66b4OpnMb4E+3KXPilDk7tcVhdIUNFBUdVVqh\nKo9toECNgFSgLbQ1bWkpbdqe3x+nJz1JkyZpUyx4rteLF+nJ+Tyck7Sf61z3dd8fHpj7AM8WP+tG\nThRzrQIFCrzh4jXJSrBaRSUlJ2fAyQlcfNVXQ0W4FOLWE+djd1/JWFt9spo1rCF8RDjGA5fjcBx3\nU0o85/Lqja8yvWk6zXe2wyX9q4kiN/e+cPAFhq0aBnR7ahRzrQIFCkKJC4egGAxewzoDtWBebNVX\nfRGu3u6ft/cuNuJ2oUAiAc4Hnajnql3qRWHhDT6VinJLOVsLtjK2dSzsfpjwVc+RsvhffVY2/Jp7\nlcJwChQoCCEGv0nWD/pbZdUXLrbqq74IV2/3z9t7Fxtxu9CgNWhR69SUZZZhy7AxN3Wu2/vllnJK\nzCXYMmycPXgWoVUMl2rCDcy+9e0+kRNJNfEHf+ZaBQoUKAgGF46Cgvcn+pAumLKaKwar9aJSB3yl\nS/d2/7y919uOzEr45/wgpSPF64aFhYWFxNpjKSoqopRS1FFq1rAGlU5F5MhIDpkPMWfknKBTg70Z\neb0Ze89HqEuBAgXfHFxQCoq3J/qQKh1SzZXNm0WyMgjR19L78nRpeR8vTJrk8/55u7e9lc0fKDVL\ngTvmjJwDdKcyl5dbKP7XHF59+k6avqgmlVTuT7+f1QdW8zPTz8ipyuHuhLtJtiV7TQ0OVCGRw1fm\nUV/6UqBAgQJvuKAUFG9P9G5VVr1UnQ1ugK6aK+npohl3ECIUHhB5H0uOHvXZR6CVbiUo4Z/zA5PV\nhN1id6Uyt3xhxzl8F53x0JH9FOGvPOFK/x2WNUwMC/VS/E2ukEiv/VW79YWBqGyrQIGCbyYuKILS\nW3gB8Fp1NrgBujKFIiMhM7PvRGcAIIVPDjQ3A72TAH+hloEiEkr45/xA2rAQRELwxhsnOXcO1qwB\n7ZixJP5gM22lbW5kwpPU+IJEMPwZYhUoUKBgoHFBERS/T/T9VUCkTCGzuX9EZwAgVz1Gh4f3CMnI\nCUBjR0evpe/9Er0+orfP52LO/vk6S7+bzWbmzt1FedlPiNwby18/+rvb+BLJ8CQ1paWl1NfXU1u7\nidWr91Jd/RphYXq+/PIUNtvOoOqY9FVtUaBAgYLecEERFL+Q10pZurTv4Z5BGOqRqx7e/CJyApDY\n9Z4vhSTY0E0ocDGHf1rsLV5NqwMNd2L0OsNvfiIgcrR+/UM4nXXce6+Jjo5IDh+Gc+cOo1ZH8vbb\nLcTHb0Z9ehYzJ4ziysUwenQrTueDPQiLVJgtLk7Po492ExpFbVGgQEEocHERFHmtlP6Ee85zUbhA\n4E/1kAhAgkZDkk4HwHofZtavAwOl2gwGBLO5XyjhSYzM95oDaud01tHaWoHDUYFWm0hiItx/fzoa\njYHOzgLuutZE5z1Pwnd+S2OzjYkTvRdeUwqzKVCgYCBxcREUOfqjgngWheuv+ba/7fGvekgEoLK1\n1RXeuaq0lLE6XVC+j4Hyinwdqs35QqD+jlBDIkaaBA2tla3EPRWHM9Xpc4PBvLw8jh07RlFRBQD7\n90czZcpcRo06TErKFj5/0I769FFUv/kzNEcSFqGnA9+F1zwLs5Vbyhm1cxS2nTZll2MFChT0GxfO\nXjzBQtpkMBQqiNyT0peNCvvbPghk2GxsdjhIj44mQq12kZUsozEggmAuKXGFigJt0x8o5tm+w1nv\nxG6x01rZSmOx+Dkbs4y9hpjKyy0888x7OJ1fsXr1ASIjk1zvlZhLKCoqIpVUyhLK+PGh2zh66j6f\newx57vtTYi5xKTqe85Dv0xMebuTcuQplzx4FCr4h6OtePBdUHZSgIKkgoQjR9NeTch49LfLaJTFh\nYeKwQfg+AvGK9LUWizcotVP6Dsn4GhYjfs6BhJhaWuy0th6ns7OZo0eXuL23p2UPqaQSnR7NqR+f\nIjLByNSp+T4JhFZrICzMQFlZJjZbBsQ1+ZyHFA5yODZTV/eu67XdPjjrDSlQoODrh1+ColKpXlGp\nVKdUKtV+2bGhKpVqi0qlsqtUqv+qVCqD7L1HVCrV5yqVqlylUn1HdnyWSqXa3/Xes6G/lAGE1Soq\nH33dRbm/7YOAvJBaMEXsJNLh7OwkMz6+1zahJBWhMM+GkjBdiDBZTRizjK7aJ56QF09Tq/WkpsIV\nV0zqEbapuKrC1U+YLiygseXEQ/P7ZzFmGYl6+e+UfXEtNlsGTme9a1wQw0HR0amu18qePQoUKPCF\nQDwoucBzwKuyYw8DWwRBeEqlUv266+eHVSqVCbgNMAGjgAKVSpXcFbN5AfixIAg7VSrVuyqV6jpB\nEN4L6dUMFHxsVNgrPH0nX0OqcjC+D3kWUJbR2CuhCWVGTijMsxdzCnMgkKcQe4O8eJrJZEWjsXgN\n2xyvPs460zpY5T1d2FsRNol4aDQJOIVqwh5dQkd7I42NxUC3edZksrrCQdJxX6EjBQoUKIAACIog\nCNtUKtU4j8P/C8zver0GKEQkKQuA1wVBcALHVCrVYeAylUpVAQwRBGFnV5tXgUzgwiAofUF/i8ad\nZ8hJR6RajbmkxKcvxBupkHtJjOHhVJw757O9p++kv4TiYk5hDjU898uR1zBZs2YNy5YtA2Dx4sU9\n0oW9EZSamnsZMSKa1tZKFynRahMBd4XEc1wl40eBAgX+0NcsnuGCIJzqen0KGN71eiTwqey8E4hK\nirPrtYSTXce/PoQgs8bVz6ZN0NoKs2bBunViX4OwlkpvkJOOzLKyXhUJb8qMXMVI0GiobW/32T7U\nisfFnMLcVwRaPM1XxdhAa5ls374bs/le4uKeAkRSMnXqeo4eXeJXIVHK4itQoKA39DvNWBAEQaVS\nDa5UoEAQKoXDbofqavF1QUF3X4OwlkpvkJMOb4pEMOXzDRoNBfX1PhWNUCseF3MKc1/hi3iUW8op\nvr2YztZOhswawtR1U736VuR78/gjOoWFhTz6qNUtbBOIQqIQFAUKFPSGvhKUUyqVKlEQhGqVSjUC\nON11/CQwRnbeaETl5GTXa/nxk746lz+9DVi57FApHFI/AGlp3X31xbcySOBNkfCnesjbSOf4UjT6\nongo6cihQYu9BWe1aCSun/FbdrxziiHTjISHGxk1yuYqcy/9znkjOhJpKSwsZMWKFcyfP7/r3HuZ\nOlVRTBQo+KZD/mDTH/SVoLwFLAae7Pp/o+y4VaVS/QUxhJMM7OxSWRpVKtVlwE7gTuCvvjoPaals\nX6GcUCkcVitkZ4NKBbm5F4RaIsHXou9NkfCneni2yZ86Naj+/eGbboTtD+SkQCruBqCeUkX7qL04\nHKLJNTm5FofD5jK2eu4x5Nnf+ofWMzN2JkVFRXzr8m+5/iCZzWa3uicmk5Uj91Xz+n9f5/Dww5Sc\nK6G9oZ2cihw6znUQpgtT9u1RoOAigufvs1x9DQZ+CYpKpXod0RCboFKpjgO/B/4E5KtUqh8Dx4Dv\nAwiCcFClUuUDB4F24F5Z1bV7gTwgEng31Bk8Pp+wfYVyQqVwGAywcaP/8wYhAln0pfuqBTLj48md\nPNmrMdabqhFKUqEYYfsO+R8Kk9VEeXY5qKAjzUj9GdE3otEYqK8vcDO2tthbaJj1Oxhzgo9zI7ki\n7ddufcYOiaWpoYnpTGfh0YXU3FvjGqulxS4WfUsVM3ba7I/QOmIrE2/bwcROHfz+t7TSSsaYQ+iu\nrEWt3onTmapk9ShQoMCFQLJ4bvfx1jU+zv8D8Acvx/cA04OaXRDwuRj2N5QTKjPtIEQgi35v6cf+\nCMhgS0dWIKYkT98o/ho6nW+w23o76tcfQYhUEf/7WCZPe8lFEtR6NYw5Aak2BCCi5Ue89NIfWbz4\nfbRaA2q9mlRSOTjiIJNyJrFu1ToXQVGr9ZSWQmTkJD74YAI1J19kzeHP4VJxHqkP/hDVvgjap7fS\n0OAAlP18FChQ4I6LZi8en4thf0M5cgVm5kwYO/aiISuBLPq9kQx/BCSUpEIxwoYeWq2BsmduJtnW\nCYBRuwJtfvd32mQ18XFuJALAuUiIrGf79p1ccUVXbROrCY1Fw7QfTuthtDWZrOj1c7nrrmK0WgPO\nh5y0Zb/LD7OPEx05i3NHOyChlA5x6JAVbfMMLSmKjAIFFy4uGoLithjed1/gRdL8KSRyBSYi4oKq\nbeIPgSz6vZEMfwTEoNViCAsjs6xMMbcOUuxp3kMyyV7L02sNWubc+RYlG+8gMrWDhqYPCA8f0V3b\nxKCl5t4athduZ/vu7axYsYJjx45x7Ngxxo0bx5o1Bxk2bBUghoRGTV+E0XiUSZNyOKhbROqIUqKi\nUtHpxjF5cm5IyISyw7ICBRcPLiyCIpGJI0cgKQliYlykwm2xDSaF2Ne50lhaLWRmigbYRYvE90Jd\n2+Q8hpGCzYbpjcQEQnAGk7n1m5IJFIyKYLzFiPGo0edOzJEJRtomPsLmN9/jxOGd5L1RRXv1DEZM\nvo1rM25wmeHKLeVUJVVx7+l7CU8Kp+CtAlQ6FZnFmW6pzFOnmgHcKssWF5eGTOnw3GFZgQIFFy4u\nLIIiJxMnuuq+eSMg/nwnckIgLVKe58rHysoSSYPVKoZ5IiJEshIqMnEeq86eb8LgKwwUKFnwdV5f\nyMZgIksDCX8qgjwF8PEnHydsWRis8p7SL6UGm81mtuVtQYjYyw+zjxN+eB9Xmld2j2lvobWiFUeF\nA02Chj2OPQDUF9Rjt9iZmj/VrW95rRRpjFCEZyTio1ZHUlaWqYR6FCi4gHFhERSJeMTEQGOjbwLi\nz3ciJwQLFogExPNcbyTHYBA9KKEmE+ex6myos2H8EQV5GGjpkSOucxs7OihubBT76IUs+CIVfSEb\nge7UfKGrLP5UBF9F3LxBXrtE1REp9v+libTMte5jdhlmo9Oj0Rg0UID4c5p76MizFkq5pZwvj/2L\nba++DeOO0tHZ0zAbDHGRiE9JiVkJ9ShQcIHjwiIoEvFYuRKuusq3kuEvhVhOCPLyvJMYXyRnIMjE\neaw6G+psGH9EQR4Gkp+b2DW2P6Lkq6rtvuZmANKCqHYbyLVfDCqLPHwSKuWg3FJO5NEnSB3/IGnz\n3iUyweg63mJvAS3EzI3hzXlvArCmYA2Rl0ZS9506mkqb3KrOmrs2HiwsLKTqv1XkVpTTOVIcJzUV\n5s1zJ1Z98ZUooR4FCi58XFgERU48+qNkBEIIfJEcqW1kpOhNCYVv5DxWnQ11Nkwwioz83PVTp7Lk\n6FG/RMlXVVtH114/YyMivFa7Td6xg9lDhgRdIO5iqLcSaKn5cks5o3aOwrbThslqcvlEvJW3r/pv\nFVMqppDKM3zZ8BVT80cAXbVSisR7flnWZdz1p7sACNOF9arMSCqObaeN1olvk51dSZQuBV3U+B6G\nWSll2ZO4uK7Di8IyECRNgQIF5xcXFkGRoz9KRn8IgdTWbA6eIF2ENVWCUWQ8zw2EKMnPkxSSA13q\nSXp0NHmTJ7vOlchFtFpNbXs7mx2OoFWQr6veSihDS54VYL2ZX0EkF8m2ZBw2h8snAt5DQLadNhwV\njh7ZPlJlWm9ZQBIkwlO7qZbVe1dT/Vo1YfowUlWppBvT0VV9l/jYRrcaLHKYTFZefHEu9923xev7\n3hSWQEmaAgUKBi8uXIIyEEpGMOgLQerNDNsbefH13iAgPMEoMv1Vb+QKyejwcLakpLgt5BK5cDid\nFNTXE61W43A6qXc6A17wv656K6EMLclVDTnx8EQg5EKCyWrCbrH3yPbxdVxOcCTCU1JYQhNNLDy8\nEE2Chvbadhpo4LL532J62o98jq3VGhg2LMunEqKEcxQouDhx4RKUYJSMgVjI++Ib6Y3U9EZefL13\nHrN/BhqW8nI21dXR2tnJrCFDGBkRQcW5c26Kgjz84klOoJtc1DudJO/YQW17OwX19ReElySUoaVA\niYecXBxZesSr6iIRDa1B65Xo+DrubV8d+bw0Bg31BfVEp0dzx8Y7gJ7KT3Fpsd+dlKGn56awsJBE\na2JAKpICBQoGMQRBGFT/xCkFgeuvFwQQhPR0QXA4vJ8zf754DghCQoLYxte5/cHdd4tj+erf4RCE\nrCzv73lex913C0JioiDExQlCfLz3awzk2i8QzN+7V2DrVte/hG3bXK+zysoEQRAER1ubkFVWJjja\n2vz2d31pqcDWrUL6rl0Bnf91I5hr84c2R5tQllUmtDkC72vv/L3CVrYKW9kqlGWV9XsOvub1yvxX\nhDZHm9c5uubwfzcI29amC6Wl1wttbeL3etmyZQGPs2zZsvNyPQoUKAgMXet60HxAJbj28hscUKlU\nQlBzqq/3r2RkZMDmzRAdDU1N4rGsrJ5F2fqrsMjVnMREOHQo8L48r0PeF8Do0bB/v3t/gVz7BYIM\nm43NDjHFNC06mniNhoL6ep9qiT/UO5399pJcDCnHgcKWYcOxWfSYpGxJCZniEGiKcGFhIXFPH2VJ\n1gAAIABJREFUxeHY7ED90kN0XrIXgIiI8eh0Y3nxxZM899yuXtubzWZevfFVisuKubP5Ttpr20N+\nPQoUKAgeKpUKQRBUQbe74AlKIJAWcocDCgrEEMuWLd2LupwMyIlLsJCIkIRQ9ZWWBh9+eMGTkN5Q\n73SSXV6OCsjtMr4OhFlVIh1HWlpI0umICQvzST7MJSVuGyWGIkx0vkiPZ70Rf3DWO716SfoLeT0S\nozHLp3F1+fLlPPrgo9gtdpy/foj6M+8THZ2OWh1BY2MxpaUwW3ctLaOXcs2NPfcpzc7OJjp6P9sL\nPsP2WTOLtbcTpovkduvtXs9XoEDB+UNfCcqF60EJBpJfxZfiEKraJlYrTJkC1dX++/Kn2litkJ0N\nKpVYZj8YcjKQ5tkB6tug1bJxuvtm1wPhG5GbUU+0tQG+Tam+arD0h2CcrzorwRIUX16S/iIYA6s0\nB6fzDZen5ODBRZSWQmrEpTh/9Qv+k/Qfr4Rj3LhxLFhwjKamZlIvhx+n1nB59ruKcqJAwQWMbwZB\nkeCvtkl/QyUGgxjWCaQvfwZXgwE2buzbPDz7NhhCRyrOgzE3GBIQLGGQSEdMWBiNHR2kR0cTqVZj\nLinpoar4qsHSH4IhjZ+g0VDZ2kqGzXZRh4981SORzK++TbD5rvbPPjqL1MI/Ez0lkfir4936KCws\nxGa1sfHzjWxcOwTbEbhkdDgjYmewJ2811113UNndWIGCCxTfLILiC6EslBZoX5JqEx0thp7q60On\ndHgqQpmZ3aRiypTgvDH++pYjROpKMCQgWMIgkY6VEya4CsVllpX5VFU8++tvto00fmVra0Cl/oOB\ntwJr4H2PnfMFX/VICgsLWb58ud+S+1qtAWfMleQnvUv81fHi3kG6MEC8ruXLl1NSWELs57FkV99K\n3rfvJ3XnPVxb9b+si1un7G6sQMEFDIWgDCR6W7CtVkhOhtpa0RcTSjXCUxGSSAWI4af+jNWb2hQi\ndaWv1WkDIQzyOifS/95UFV999beQmzR+hs0W1LwDQTB77JwvBFo0zhNysrX29bUsW7YMgMWLF/e4\nLil9OSwsFj4yMy/9WjG9epV7iOnMjja27ZqFqiOSWQs2UFH7qKKuKFAwiKEQlIFEbwu2wQCzZ4tG\n2GC8L/5UCvn7EoLxxvhDbwpRiLw8/alO25/x5KqKr75CVcjt66pYe74hLxq3NnMtFeYKwL/Ck5ho\nZdSoncyZM5KOjl+7SIk30mWympifOZ/0Nem8veBt3rz6Td5e9TYrVqygo+PX1NVVcPPNy4hQL6Nj\nnJgdVLLxDiJntSrqigIFgxl9yU0eyH8EWwdlMMNbnRJ5rZRjx3zXRfEFeU2XrKzA3++tBkuw8FXv\nJZRjBDpmf7s9dEiYv3evcH1padA1SPrT1lc/Pzx4MCR9bt26tc9tQ4nS60uFZ3hG2JW+y63mia+6\nJtK8c3JShMWLEbZuRfjZz0w93g8EnmNse2mu8MwzCEVrTMLZmtNCaen1wtatCLt2pbvqrShQoCD0\noI91UNRfMz+6uGG1iqnG8pRmSVXZvBmWLBHViGC8Gv5UCl/vS8pHKHwu8muwWHqOsXSpmLqdkSF6\na0IBX2MGAEt5OeaSEjJsNuqdTvduuzws0r49wfSZX1PTp7aekM/h3bq6kPT5dXlOPGGymrCb7AHX\nIiksLKTcUs4nb9UBoKmZRupuC7YMG856Z7+ua9aCDez/cAKzMwqJTDBiMlkxGrNISfG+x48c5eUW\nSkrM2GwZOJ0h+k4rUKCgVyghnoGEt3BIf8Mg/jKOgs1I6oux1d81DESmTz/uW29G2r6aXu0tLTR0\ndAAQp9H02tZfppF8DgZZgboLdTdlObQGLcOyhvUgJ76IxrFjx3im8Bn2Hjdg6zyBasMMhMYSziKg\nsWhcqdDl5Ra2bRNDQDU193LNNTf26MtzjMgEI5FjDZQfz0J9UvSdBBrWUcy2ChScfygE5XyjvynN\n/rKEAskikpOSxkYoLu4+HgiZ8HcNoaorE8yYPmApL2df1+7HaV4W/b56QSRSERcWRsmsWb229UWQ\nJOKiBTLj4we0QN35hr+MIjl5kKq/Vjmr2FS5iVlxs7B1lpGsSyYifgiTGyczL30e6t8+Q0nJYdRq\nPR0djRQX20hOtvGf/1T0SlDkc1m9eq+rmPTsxO9w5acvuhl4fdWPUTYkVKDg/EMhKOcboUxp7ivk\nCkdiovh/MGTC3zWEqq5MMGP6gL2lBUd7OwBjIyJ8bjAYLAIhNhIBOdBFkDxVETlxyTIaXf0M9o0N\nA0EwGUXTm6YztmIsAKNNo3m2+FkemPsA8TfF8/uHf++qcFv2xWGXiqFShQMiYYiPvzrguVRXv8bC\nhYfFKrW//XOPXZ99ERRf9VwUKFAwcFAIyoWCUFZwlSsc69eLXpivi0wMZNVb3MMneV0KRUDTkoVl\njOHhPXZW9kVs5O0aOzpctU5Gh4f32FMolDsYn0/0t5quZ3v5LsfxV8ejNWhR69SMfW8sB/cddKkb\narWe0lIoLYXq6jbefx/2v+1kb92THD9ezbhx4/zWfDEab8FoPCpWqVVXAA6/uz6D73ouChQoGDgo\nBGWwwdeC3ZuvI9hF3lPh+DoVnQGuTNvXEI5c3UjQaKjtUmGCKRwnjZYWHc2HXjY8DGZu53PjQn9j\nBVscz5MweLZ/zWpyqSRNpWL8JaUjhWRbMg6bw6VumExWmpqmkJpajfqkicQPU8ius5BvyudveX8L\n6Nquvvo6pk4V52OyRmG32Kn6YRVPrHoC8J/+HOjmhwoUKOg/FIIy2OBrwfb0dfTHRyKRkgFWLwLC\nQPhVZOhrCKevxlWpXbRaTVNnJ+A9tBTs3PpaYr8vxMbfWMEqP56LvGd7rbZ7HyDp3Dkj5+Cwuasb\nR+6rRvggF+56EtWLS8H5L5fq4gueheLMZrMrjCPt/TOVqWiiNa6x5eEoz5CPYpZVoOD8QUkzHmzw\ntWB7pizL026PHPHexh/6kbobMnhLxR4EsJpMZBmNbElJYd3Uqa7XgRSOyzIauTwmBugOLblSnV97\njfrrrgs6BdvbHj6eKdPe0Jc0an8ERH5v+qLkBNLeZDVhzDK6pSe32FtoP6qD3y6j43gk6QnppGxJ\n4errfHtQpEJxjs2iEgPd+//I4e2Yt+MDYZb1l8Lsa24KFFzsUAjKYIOvBduzjomcyHz6KYwfDxER\nsGhR4AufNzJksYS+hok3SOMsWhRa/0uIIKkbcr9JIIuxdK4nqXERhVGjsFx2WdCkUFrUL9XrKW5s\n9Ek4PGu+9MXn4o9ABHM/vCGQ9pK6IU9PlrwqANFp0dzz+T0cqb6P2NjlPhd3ub/Fm89EvviXl1sY\nNWpjr7VOgqmdEigkVcbh2Izd3vM7oRAUBd9UXDwhnsEQrggFAvWEePpIxo7tGRryd0+8ZdvIQ0wj\nR8LMmRAT47+svr977nnuedgVud/wmLOlujrgcIln+MZFFKqqyHn66aDVrkD38JGHZ6bs3MmnM2f2\nKN/vK+xzPn0ufYHJaqI8uxxUMDl3MlqDlpYveg+5mLr8Ld58JseOHaO0tJTMzExWrFhBVVUSra0V\n2Gw2OjvnMmxYlldPijTGjn98nzbtEdfePjvKDpCYaA3ao+KpyvjKJFKg4JuGi4egDLIFz7LJgr3O\njl6rx3qLFYMuxITJk8h4U0P83ZPeCskBtLT07m0J5J5Li/y+feKuzdKxAfaehAQe12d/5JFevRm9\nLfAuQ+y0aRgyMvqsGsmNtUuPHOkxnkSEAKqdTpYcPdpjnr48Jn31uZwvaA1apm+cTmFhoUtZ8Rdy\n0Rq0hD32LPEtdr43RiQNgNvePtLr731vJw5HBdHR6W4KiWeKtEQg2rRHXHv7vPxkBrVRN7BgQTdh\n2rEjmSFDZvslKp4pzJJisn79QziddeTkVNDRcY6wMN3XujO1AgXnGxcPQRlkC569zk5RhfiHyrLJ\nQn7WABMmb2pIX+6JfGPBmBjRgBtsWX055Iu857mhrpUSCshVE4lgdM1ZXyFudBeIeuG5wLspKn7I\ns0R0jrS0kKTTERMW5jW92dt4VpOJKTt3Uu10uvlV5ITJV9jH8/hgVVTkCoM2ZzmaKe2EffA7yI0C\nL18lT2PrsWN6F+mQFJLCwkLGld7GxGu6+9qx7vtUlG5j+8sFxH36NG2fh9NypIXXVa8TNy0O1c2R\nlJbCzKEmqlRmtHQTJrU6mt27a0lN3ezXTCtPYd7xD3FMzZgCfvTDCM6craC1FRYuPKoYchV843Dx\nEJSBKA7WD+i14h+q9JHp5Nx0HgiTNzWkL/fEYIBDh8R2K1f2XiPFahVDQJL3xVuYRyIxqakwbhzk\n5nafMxjDOnJCtWCB6Afqun5rVFSvacGhqmsiJx4n2tqAwLNpDFoth+bMwWK3U9na6qrDIm/vK73Z\n8/j5VlT6QohaD2hp/9tvaKADu9buygaSY8+eFiZO7FZZsrNL3VSIhQsrGTWqnomspf2Xj9DQLPbV\nlnGEFHM17ZdUU3PqEXjp9+KYtOI47iBuyJP893gWNfMyKN65i6KiItfuyTNn6igt3cu8ee7Kjq80\nZanabUXpNvLerEYwVMMHkaTOgfDwEUr1WgXfSFw8BOXrrufhAestViybLOTclBP68E6g6Os9kbcz\nGCAzU8wUSkpy96P48r7IEShJ6quHyGKBTZugtRVmzYJ160JXxC4vz60vf2nBPRb+3q6pl/ck4hET\nFkZjR0ev2TTeiIY3v0qkWo25pMRNlfGET99MAITLUl7Opro6Wjs7mTVkCOv6YKLtjRD5Kp0/umU0\nE5nYa7G1khdnMHlxLGEf/I7DMVXEVsRi09swWU2AqLAkJ9toB3joaaLfXcmknEns+Hckqamg/tJE\n+aZMPiYPVbiKNW1rCB8RTktYC5VnhzFHH0VRURHz588nLEzH97+/mmHr9Hx8+nbCnviLm7LT0mKn\nqKiI1FR3z4wUutn+cgGCoZq7/sdE3KfP0qB5iqiDN0Kzd3VIgYKLGSpxJ+TBA5VKJXzdc/L0jyzd\nsjRoP4l8/TH+2ELFmQH0owwkzGb3EA2IqoJERDIyxIyU9PT+pQrLx5H37w2+asAE0tYf6utDp8T1\ndk2e70mp40eOUH/ppVhuvZWV3/seS2pr+7wvT73T6SIwmWVlrsVfQpbR2Cvhkrc3aLW9KhzmkhK3\n/sdHRDBWpwtKDcmw2djscJAeHd1rCrLcN+Ksd7qKvN1X3dOTA3DPuHuYUjGFVFLRJGhorxWL7hmz\njNTcW0Nc3FM4HJuJjpxFxHPPcWphM9fceA0ttTWUbLyDtMy1aDQG7BY7E1ZOYOH8hcxYOIMwXRgr\nVqxg2bJlYoho3Diys7MpLCykKq+KnIocFrOYsOt3cvn3wpkzZySC4GTVqgLuvz/dayZQS20N9991\nOc+/8inlt55wleI3ZhndNkpUisUpuJCgUqkQBEEVbLuLR0EJITz9I6ebT/v0k/gyw8ojBQnT7NRG\nnUc/SighKQq+/CihCq0F45fxtpcQQFpa//1HoVLiLBbRGOxrXp7Xm5npuibDiRPkf/ABfPgh+QHO\nxRt5kCsi3lQZSVXxRSI8FZVAdoUGiNdoqHM6+aK11eu5vtCXqr9SOjKA/Yvu+WWuXYu5yzOUU5FD\nCinMGTGHOSPmMLG2W3GZapiK05nqMqnunW/htZe2oe0QiB4xgajZBjSxWrdicmnZaW7G2eXLl/OT\nm6YyI7ESzZHD/Pr+Ddh3VtJa0cr96fejXvF/NDZvw+GwER+/AL3e5CInnhk7kQlG7vy/l4lMMKLW\nV1JKKfPS57mpQ75UGAUKLjYoBMULPP0ji/69yO1nOXyZYeXrj8Gkp6DCtx9lwDN+3AbrY1l8X36U\nUO27Iyc6S5d6P09qf+CA+LO0l9ADD4BK5e5v8TW+FA6KjBRrx8TEgNEIFRW+74mbHObnXAl2e3fW\n0tix/lO8eyGCnuTDW/aOP7+ItPivnDDBlXYsV1UCIRG9hXysJhPZ5eWogBqn0+V9idNoAjbcBlpZ\n11cWi3x+G++4wzVGx7kO6jbV8WzxswDuissX0pxeQ6vV0qY9gmCoRoiFM2dPwdl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GAAAg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\nu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+ "text": [ + "" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Analyze fit results\n", + "---\n", + "Obtain the mean and standard deviation of the fit. Use the signal to noise ratio (SNR) to estimate the sensitivity. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import scipy.stats\n", + "import matplotlib.mlab as mlab\n", + "\n", + "# Preprocess the fit results. Current does nothing. \n", + "datos = []\n", + "lower, upper = min(results), max(results)\n", + "for i in results:\n", + " if lower <= i <= upper:\n", + " datos.append(i)\n", + " \n", + "# Fit a gaussian to the results\n", + "(mu, sigma) = scipy.stats.norm.fit(datos)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Plot results\n", + "fig = plt.figure(figsize=(10,8))\n", + "ax = fig.add_subplot(111)\n", + "\n", + "# Plot the histogram of the fit results.\n", + "n, bins, patches = ax.hist(results, bins=100, normed=1, \n", + " range=(lower,upper), \n", + " histtype='stepfilled',\n", + " alpha=0.3, \n", + " color='b');\n", + "\n", + "# Plot the fitted gaussian of the fit results. \n", + "y = mlab.normpdf( bins, mu, sigma)\n", + "l = plt.plot(bins, y, 'r--', linewidth=2)\n", + "\n", + "# Annotate the figure. \n", + "text_x = min(results) + (max(results)-min(results)) * 0.01\n", + "text_y = max(n)*0.9\n", + "ax.annotate(r'$\\mu={0}$'.format(round(mu,4)), xy=(text_x,text_y), xytext=(text_x,text_y), fontsize=20)\n", + "text_y = max(n)*0.8\n", + "ax.annotate(r'$\\sigma={0}$'.format(round(sigma,4)), xy=(text_x,text_y), xytext=(text_x,text_y), fontsize=20)\n", + "text_y = max(n)*0.7\n", + "ax.annotate(r'$SNR^{{-1}}={0}$'.format(round(sigma/mu,4)), xy=(text_x,text_y), xytext=(text_x,text_y), fontsize=20)\n", + "text_y = max(n)*0.6\n", + "ax.annotate(r'$bias={0}$'.format(round(mu-truth_f[1],4)), xy=(text_x,text_y), xytext=(text_x,text_y), fontsize=20)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 16, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Amh6HwwFAZmZmuY5RFvv2uT4oesSIEUycOJEZM2Ywd+5ct9dTa4SFwaZNnPzp\nJ87+Hoob711fYdYNnUzzg/upF/MbXeZPYcuD79ldkohUM9Vrvt8G3bp145lnnmHVqlX8/vvvtG7d\nmu+++845o5NbSkoK/v7+zu+NMUycOJETJ07w6aefkpqa6pztKcjq1au57LLLnIEFwM/Pj9tvv50l\nS5ZwoBreabuoGa2UlBSMMdStW9eNFRXMw8ODiy66iP/7v/+zu5SaLzAQR6dOdldRZpk+vmx+9FMy\nfANotupDmq94x+6SRKSaUfgqwIsvFrwAuHHjxowdO9Z5NVluMTExBS7AHz9+PN7e3syfP5+ff/6Z\nnj17FrjvY8eOsXfv3gLXgx06dAjIvu9YddOoUSOMMSQkJOTblpKSQnBwcJGBtDL07dvXeVo0t8zM\nzDLd+FVqnzPNO7Bjcvb6yc7/vg//06dsrkhEqhOddszjzJkzrFu3rtDtp0+fpnPnzgQHu54wybve\n67xGjRoxZMgQPv30U+bNm8fLL79c4H7P398r741bAVauXIkxhoYNG5bmo1SIiRMnsnXr1lKNmTNn\njvNWGYGBgXTv3t0ZIHOLjo6mW7duFVJnaWzdurXAixZOnDjhvDBCpDixA8cQvG8TJzteSWqQ1n2J\nSMkpfOWxZs0atm/fjmVZ+dYpHT9+nMWLFxe48H3t2rUud6TPbcqUKXz66ads2rSJNm3aFNhn1apV\nGGMKDF+//fYbgHMheGxsLE2bNi1wHVVFq4hF/jfeeGO+tWP79+8nNjaWJ554wqV93759NG/eHD8/\nv0L3V9LPXVi/66+/nn/9618ubVu3buXcuXPcdddd5T6uXFDn0E56/3cmHn/+m92lVIrfJr+eff83\nXe0oIqWg0455/PjjjxhjmDJlisu6rgMHDjB48GD++te/cuutt7qM+eOPP1i3bl2Bt1MA6NevHx06\ndCjwxqnnrVy5kvDw8ALXSF188cXO95mZmfkeS1TVTZkyhZSUFD744ANn27x58+jUqRP33HOPs231\n6tW0b98+3883t7S0NCzLIjU1tchjFtXv0UcfZdKkSc5tlmXxyiuvcMUVV/Doo4+W67iSS1YWXV+/\nh86RH1A/T9gVEanNNPOVx7Fjx9i8eTPLly9n6NChOBwO5yzMc8895/LYn7i4OEaMGMEvv/xCWloa\nbdq0Ydq0aYwbNy7ffu+99958j6iJj49n1KhR/PHHH+zevRsfHx/69+/P0KFDuf/++539PvjgAx54\n4AGmTp0gJ18mAAAgAElEQVSKj48Pjz32WLWahQkLCyMyMpLp06ezZcsWkpOTSUhIYNmyZS4/k7Cw\nMBo2bJhvdjA+Pp7Ro0dz5MgRdu7ciTGG8PBwLrnkEiZMmOB8XmRJ+1122WX89a9/ZcyYMfj7+5OU\nlESXLl1YuHChy/3GSro/KVjLb+dTf886UoJCOTVpEg3sLkhEpIpQ+MrjvfeyLxsfNmxYoY8WOq9J\nkybOe3MVZ+rUqfnaQkND+f7774sd261bN+easOqqa9euLF26tMg+7dq14+jRo/naQ0NDWbZsWbHH\nKGk/gCuvvJIrr7yywvYnrvxOxBLxXvYp5bV3PkXLKnBFq9ucOQN1tAZMRAqn8CUiFcuy6Pyve/FO\nTeaPnrfye/draEnJnouZnp7mcg82O+4BV2aWBS++CLNmwaZN0Lq13RWJSBWl8CUiFcpkOHDUCcER\nUI/fJr0OaSklGuft7Ud8fDNWrHANXB4eFxcyoooxBn77DRISYNIk+OGHavXAcBFxH4UvEalQlrcP\n2/72Dr4JM0kPCYMje0s0ztfXn2bNIiq5uko2Zw58+y2sWAHvvw933213RSJSBelqRxGpFOkhYXaX\n4H4NG2YHMICHHsp+lqWISB4KXyIiFenuu2HgQDh5Eh5/3O5qRKQKUvgSEalIxsD8+XDrrfDII3ZX\nIyJVkNZ8iUi51f9tNY7AYJJbdbG7lKqhbVv43//srkJEqijNfIlIuXg40un22lj6/a0bDbavtLsc\nEZEqT+FLRMql5dLXCTx6gDPNOnCqU+GP0BIRkWwKXyJSZr7JJ2n36T8B2DXuZSxPrWQQESmOwpeI\nlNkln8/CO+U0x7tfw/E/XWd3OVXX/v0wbhxeZ5LtrkREqgD9mioiZeJ5NoWWP3+G5eHBrrEv627u\nRZk8GZYv5+Lkcxy79VK7qxERm2nmS0TKJDMgkKWz1rH1b++R3LKz3eVUbTNnAtDyi08JPB5jczEi\nYjeFLxEps/SgUI70H2V3GVXfpZfC6NF4ZDjo9ulzdlcjIjZT+BIRcYfnnyfLy5vwDV9Q9+AOu6sR\nERspfImIuEPz5hy+4RayvHwIjv7F7mpExEZacC8iJWdZ2V+1uL5MokeMZfPAp/BupTVyIrWZZr5E\npOS++w769YO1a+2upFpyBIeQ2qCJ3WWIiM0UvkSkZCwLnnoK1qyBdevsrkZEpNpS+BKREvH49lvY\ntAkaNYJ777W7HBGRakvhS0SKZ1l4/TP7MUI8/jgEBNhbTw3ieS7N7hJExM204F5EitVy2094bNsG\nTZrApEl2l1Mj+B/9nS7zp5CenoR1y8d2lyMibqTwJSLF8nKcwwoNxUybBv7+dpdTI2QEBhGy52e8\nU5M5tmkTtGhhd0ki4iYKXyK1lMPh4OjRoy5t1vlbSeQRffkAes96BL86dcp0rKSkJA4fPuz8PiEh\noUz7yS02NhYPjwsrJzIyHOXeZ15paakudaenp1fYvh1163Pglgdp//E/CJozB4YOrbB9i0jVpvAl\nUkulp6ezdOlOPDzCXNqzspoXPCAwEHx9S32cgIB6bN58FmNOurR7e9cv9b7Oy8xsyrJlrgEuK+si\nQkO9y7zPvLy9/YiNDSYuzrVuyworZETpHbj5QVp+MQe/n3+GDRugR48K27eIVF0KXyK1mIeHH02a\ndKvUY4SEhBESUnGBBaB58y4Vur+CBATUJSCgcn82GXWC2dXvDrp/9za8+CJ8/nmlHk9EqgZd7Sgi\nYqMdA0aS0agRdO164QkCIlKjKXzlsXr1anr16oWHhwdjxowptN/Jkydp06YNs2fPdmN19ouKimLo\n0KE89NBDPPzww4wZM4bjx49X+PiS9tu4cSNDhw7lhhtuoEuXLkyYMIG4uLgy95MLvM8kQFaW3WXU\neKlBFxH388/w9NN6bJNILaHwlUffvn1ZsWIFnp6e9OnTp9B+aWlpBAUF0a1b5Z6WqEpOnz7NwIED\nGTp0KHPmzGH27NlEREQwcOBAHI7iFzuXdHxJ+23ZsoUnn3ySxYsX880337Bu3Tr27dtH9+7diYmJ\nKXU/cdX1tXH0v78zQdGb7S6l5vPSChCR2kThqwA///wzmZmZRYavpk2bsnnzZgYOHOjGyuw1a9Ys\nMjIyGD58uLNt8uTJREVFsWjRogobX9J+Tz75JPPnz6devXoABAYGMnfuXOLj43n88cdL3U8uqHN4\nN43Xf0HA0f2kNWhqdzkiIjWKwlcB1qxZQ2hoKO3bt7e7lCplyZIl9OjRw+Xy/pCQECIiIliyZEmF\njS9pv1WrVnHVVVcRHx/vbOvWrRtBQUGsWLGi1P3kgjafvQjA4avHkV7Bi+VFRGq7IsOXMaa5MWal\nMWanMeY3Y8wDOe31jTE/GGP2GmO+N8YE5xrzhDFmnzFmjzHmmsr+AJVh9erVXHnllXaXUaUkJycT\nHR1NiwJuBNm4cWM2by761FRJx5fmOBdffDHHjx/n7NmzLv18fX1JTU0tdT/J5h9/iKarPsTy8GD/\nkEfsLqf2sSw4cMDuKkSkEhW30MABPGhZ1jZjTB1gszHmB2As8INlWbOMMY8BjwOPG2M6AncCHYGm\nwHJjTDvLsqrNql2Hw8HGjRsZN24cjzyS/Q/P9u3befXVV+nYsSO7du3izTffJCYmhrvuuos777wz\n3z5+/PFHFixYQHh4OPHx8QwYMIC5c+eyadOmfH0PHTrEc889R0BAAP7+/vj5+fH3v/+dgCr27Lzz\na6POn7rLLTAwkKSkJBwOB97eBd9nqbjxycnJOByOUh1n/fr1nDlzhoYNGzr7xMXFcfz4ca666ipn\nW0n7SbaLv5iNR2YGsf1GcjbsYrvLqV0SEmDAADh0CGJioIw3tRWRqq3I8GVZ1lHgaM77M8aY3WSH\nqpuBfjnd3gUiyQ5gtwAfWZblAA4aY6KBy4H1lVJ9Jdi0aROpqakcOnSIzz//HE9PT1555RWGDRvG\n9u3bee2115g/fz5z585lxowZ+cLXokWLmD59Olu2bKFJkybExMTQvn37Av+RT01N5eqrr2bp0qW0\na9eOAwcO0KNHD7p3787NN9/s0nf8+PFs2bKlVJ9l7ty59O3bt/Q/hAIkJSUB4OPjk29bYGAgAImJ\niYSGhpZpvGVZJCYmluo4AQEB+ULqa6+9hoeHB88//7yzraT9JFti28tJbhZB9G2P2V1K7RMcnP3Q\n8lOn4K234MEH7a5IRCpBiS+xMca0BLoDG4BGlmUdy9l0DGiU874JrkErluywVm2sWbOG+vXr88kn\nn+Dp6QlAeHg4e/bsYcaMGQwdOhRjDEuXLqVTp04uY3/99VemTJnC+++/T5MmTZxj69atW+Di/R9+\n+IH4+HiaN8++o3hwcDAPPvgggwYNyte3JAvaK9P5n4Up4FL481cgZmZmlnt8eY4THR3NG2+8wbRp\n0+jZs2ehtZS0X211pP8ojvQbqdse2MEYePxxuPlmmD0b7r0XCvhFRESqtxKFr5xTjp8Bf7UsKzn3\nP4yWZVnGmKLuDFjgtmeeecb5vn///vTv378kpVS61atX06dPH/z8/Jxt55/tdtVVV9G7d28OHDjA\nypUrWbZsmcvY6dOnU69ePYYNG+Zs2717NydPniwwfIWEhHD69Gk6d+7MDTfcwB133MG0adMq6ZOV\nT2EzWgApKSkYY6hbt265x5f1OOnp6YwcOZJJkybxj3/8o9B9lLRfrVeDg5dlwYYN0WzdesjZ5nA4\nyMws+4UFZ89afPZZpEubry9cfXVPl79LSuTGG6FjR9i1C5YsgVGjylyXiJRNZGQkkZGRlbb/YsOX\nMcab7OD1vmVZX+Q0HzPGhFmWddQY0xg4f/fLI0DuB8M1y2nLJ3f4qko2bNjA9OnTXdrWr1+Pl5cX\nXbp0wcPDg4ULFxIeHu4yQ5WYmMiyZcu4/fbbnbM3kP0H6OPjQ48CntnWp08fZs6cybx583j99ded\nr6lTp1bKZ/vtt9+YOHFioQ9Pzqt79+68+eabADRq1AhjTIEPRE5JSSE4ONh5WrAgJR1fluNYlsXY\nsWO54YYbivzvqqT9pGZr2LA1DkdzMjIutBkDjRqV7bmQxhgaN+7vsj+A+Pj1Jf5/zYWHB/ztbzBx\nIsyZAyM1CynibnknhZ599tkK3X+R4ctkT3EtAnZZlvVqrk1fAmOAF3O+fpGr/T/GmDlkn25sC2ys\n0Ior0YkTJzh16hR//vOfnW2ZmZksX76cQYMGERQUREZGBosXL+a+++4D4Pfff6dVq1ZER0eTlZVF\nr169XPYZGRnJ5Zdfjo+Pj7Nvbo8++iiPPvoou3btYty4cbzxxhsFhq+JEyeydevWUn2eOXPmuMy4\nXXLJJfz888+l2sd5gYGBdO/enUOHDuXbFh0dXezNZks6vizHefLJJ+nUqZNLaH7//fcZPXp0mfpJ\nzebt7Yu3d+kfEF6UgID8s7GJieW4k89dd8E772QHr6wsyPULnYhUf8X97dAbuAu4yhizNed1HTAT\nGGSM2QsMyPkey7J2AZ8Cu4BvgalWmX71s0dAQADGGMLCLpx++O9//0tCQoIz9X733XfEx8czduxY\nzp07x+uvvw5cuDov9y0SUlNTiYyM5IorrgCyF8Cfd9ttt9G1a1fn9x07duSuu+6idevWBda2YMEC\nNm3aVKpXUTeJLYsbb7yRDRs2uLTt37+f2NhYl1OtAPv27SMtLa1M40tznMWLF+Pp6ZlvtnLt2rVl\n6ldb+Z08gocj3e4y5Dx/f/jpp+w1XwpeIjVOkeHLsqy1lmV5WJbVzbKs7jmvZZZlnbIs62rLstpZ\nlnWNZVmJucbMsCyrjWVZEZZlfVf5H6HiBAQEcPXVV7Nr1y4Ajhw5wgMPPMDs2bO57LLLgOxnDnbp\n0oUmTZowf/58xo0bB0Dbtm3p0qULv//+O5C9huS+++4jPT2d8PBwTpw4wUUXXeQ81ubNm11OWx4/\nfpyPPvqIp556yl0ft9SmTJlCSkoKH3zwgbNt3rx5dOrUiXvuucfZtnr1atq3b8+tt95apvEl7ffj\njz/y97//nQMHDnDXXXc5X8OHDyc5ObnU/WqzrvMmMHB8OPV3KYyKiFQ2PVAsj4ULF/LII48QGRlJ\ndHQ0ixYtYvDgwc7tI0aM4Msvv+Thhx/m0ksvdV7xaIxhyZIlPPjggxw+fJjMzEymTZtG3759eeed\nd9i2bRsvvPCCcz/vv/8+q1atYtq0aSQnJ5OSksLcuXOdIa8qCgsLIzIy0nkrjeTkZBISEli2bBle\nuZ5NFxYWRsOGDWnTpk2Zx5ek37Bhwzh9+jQffvih8+pIy7IwxvD//t//K3W/2qrOoV003LKMTB9/\nkpt1sLscEZEaT+Erj+bNm/PJJ58Uur1x48aFXgHRtm1bli5d6tLWunVrxowZk69v3759K+weXO7U\ntWvXfJ8xr3bt2nH06NEyjy9pv1OnThW7n9L0q60u/jJ7OefhAWNw1GtgczUiIjWfnu0oUov5nTlN\ns8j3AThw899srkYK5XDAnj12VyEiFUQzXyK1WIfVX+J5Lo1jl91ASjM9SL5K+v136NMne+H9/v3g\npb+2Rao7zXyJ1GLHW3bgROf+HLhZj7GpssLDITAw+3mPn39udzUiUgEUvkRqsSMdL2Pd8ys50e1q\nu0uRwpy/6SrAK6/YW4uIVAjNX4uIVJKTJ0/i63vhhq7nzp0rsF9ycjLx8fEubQEBARee5nD33TB9\nOqxfDxs2QM4TMzIyMgp8GoSHhwcNGujiCZGqSuFLRKQSZGbW5+uvY/O0+dKggetjjLy86rJ27XHg\nwj3n0tPPMmhQEzp0iMhuCAyECRPgpZfgjTec4evMmTN8/vkvQIhzrGVlERSUzIgR11bK5xKR8lP4\nEhGpBM2bdy9Rv4YNLwYudmmLi4vGsvI8LHLKlOxZrzw3L4Y6NGnS0/mdw3GO5OSVZahYRNxF4Uuk\ntjl9GixLV81VN61awapVdlchIhVAC+5FapvXXoOmTfF6+227KxERqZUUvkRqE4cD/vUvOHsWq5CH\nuIuISOVS+BKpTb74AuLioEMHMqvh461ERGoChS+R2mTevOyv990HOQ8Zl2oqORmT5/YUIlI9KHyJ\n1BJ19u+FNWugbl0YPdrucqQ8liyBpk3xmznT7kpEpAx0uZNILZHl7QPDh0OTJtkB7MwZu0uSsurU\nCZKT8fnkE3w6D7O7GhEpJc18idQSZ1u0hI8+gpdftrsUKa+OHWHAAExKCu3WLbO7GhEpJYUvkdpG\na71qhvvuA6DTqv9BVpbNxYhIaei0o4hIFRQVdYQjR067tDVvXp+IiLbZ39x0E1lNmxJ85DChvy4n\nvvs1NlQpImWh8CUiUsU0aNCElJQgUlIutCUnn8TPL4mInMc94uVF+sSJ/PHFj6TXC7WlThEpG4Uv\nkRrO+0yC3SVIKfn6BuDrG+DSlpHhAFJc2tIfeIAfGl1FkyYle46kiFQNWvMlUoP5nYhl0JjG9H39\nHq0LEhGpIhS+RGqwFt8vxNORnv2Nh/53FxGpCvS3sUgNZTIzaPH9WwBEDRxjczUiInKewpdIDdVo\n41f4n4rjTNP2HIvobXc54gZa3ydSPSh8idRQLb+dD8DB6ybr3l41nWXR7ZUxXHN3IwL/iLa7GhEp\nhsKXSE2UlUVy8w6khYQRq1OONZ8xWB4eeGQ4aPXDIrurEZFiKHyJ1EQeHuy8Zy7L3z6Mo06I3dWI\nG8RcPwWA8B/fxePcOZurEZGiKHyJ1GCWp27lV1sktv0zpy/ujm/yScJ/WWt3OSJSBIUvEZGawJjs\n9X1A+5VLSU5OLtErMzPT5sJFah/9WiwiUkMc6TeSdh8/y/HQ1qx/fwNZxcx8enqe5fbbexMUFOSm\nCkUEFL5EapaMDLsrEBtl+tdhxaIYLE8vwkrQPy5udaXXJCL56bSjSE3y8MM0vv12Gh3YZnclYhOt\n8xOp+hS+RGqK1FR47z38Nm8mw8vX7mpERKQQCl8iNcWSJZCYSHqXLpxs0cHuakREpBAKXyI1xYIF\nACSNGGFzIVKl6GpGkSpH4UukJti5E376CerUIWXwYLurkSogaN8v9Jo+gE6LHrS7FBHJQ+FLpCY4\nfBiaNoVRo7ACA+2uRqoAy8ubi3aspPnK9/BMP2t3OSKSi8KXSE1w3XVw8CC8+KLdlUgVkdSqKwnt\neuCdcprGa5fYXY6I5KLwJVJTeHmBbpYpucRcOxGA8O/+bXMlIpKbwpeISA0V1+dOHP51qb9nHXUP\n7rC7HBHJobvxidQSJ08msX79hZuvZmRkkJVlY0FSavHxiS5/hufOnSvyzzDTL5Aj/e8ibP3/8I+P\nIbllZzdUKSLFUfgSqQUCAuqRlNSeXbtc2wMDm9lTkJRanTrBJCa2IzHRtT0w0KfIcbtHz+C3e+Zi\neXlXYnUiUhoKXyLVVVoaDBwIw4bBAw+Ap2ehXX19/QkNbe7G4qSi+foGEBoaUOpxGXWCK6EaESkP\nrfkSqa4++wx+/hk+/LDI4CUiIlWLwpdIdZVzR3smTrS3DhERKRWFL5HqKCoKVq+GwEDQ44RERKoV\nhS+R6mjhwuyvw4dD3br21iLVQ2YmLZe+Tq/pV+FxLs3uakRqNYUvkepo8+bsr/fcY28dUn14etJi\n+dtctCOSsHX/s7sakVpN4UukOlqxIjuAXX653ZVINRJzTXZYD//+LZsrEandFL5EqiNj4E9/yv4q\nUkJH+o0kwzeAi3asJCAu2u5yRGothS8RkVoiIzCIuCvvAKDFDwttrkak9lL4EqnGMjMzcTgcLq/M\nzEy7y5Iq7FDOqcf6e9YB2Y+ZyvvfUJaeOyVSqXSHe5FqbOfOPaxdG4NnnpusWlYLmyqSqi4hohdr\nXlpPYrvLST+4jv/+9xeX7R4eGQwe/CcaN25sU4UiNV+x4csY8zZwI3DcsqzOOW3PABOA+Jxu0yzL\n+jZn2xPAOCATeMCyrO8roW6R2ueHH2DVKpgwAVq2BCArC7y9OxAW1sre2qT6MIbE9j0AaNXqinyb\n4+I2u7sikVqnJKcdFwPX5WmzgDmWZXXPeZ0PXh2BO4GOOWPeNMbo1KZIRZg7F55/PvuxQiIiUm0V\nG4wsy1oDJBSwqaDLrG4BPrIsy2FZ1kEgGtC18CLldfgwfPsteHvD3XfbXY2IiJRDeWal7jfG/GqM\nWWSMCc5pawLE5uoTCzQtxzFEBGDx4uxzjEOGQGio3dWIiEg5lHXB/XzgHznv/wnMBsYX0tcqqPGZ\nZ55xvu/fvz/9+/cvYykiNVxmJixalP1ed7SXCuQXf5gWy9/mZMc+nOw6wO5yRKqMyMhIIiMjK23/\nZQpflmUdP//eGLMQ+Crn2yNA81xdm+W05ZM7fIlIETZuhEOHoFUrGKB/IKXiNF39Ee0/eoajl9+s\n8CWSS95JoWeffbZC91+m047GmNzXIA8BduS8/xIYbozxMca0AtoCG8tXokgt16sX7N4Nb70FHrp+\nRSrO4QFjyPL0ouEvX+N7Ms7uckRqjWL/JjfGfAT8DLQ3xhw2xowDXjTGbDfG/Ar0Ax4EsCxrF/Ap\nsAv4FphqWVaBpx1FpBQiImDgQLurkBrmXEgjjva4BY+sTFqsWGx3OSK1RrGnHS3LGlFA89tF9J8B\nzChPUSIi4h6HrrmHJj9/RvMfFrFv2BN2lyNSK+gchohILRbfbRBnG4YTeOx3QvZusLsckVpBjxcS\nqSZiY2NJTj7j0nbq1CkgwJ6CpGbw8GD71H+T1qApyeGXgO5wL1LpFL5EqqrFi6FbN+jeHYC9e+PY\nvt0bf/86uTqFUa9eiD31SY0R/6dr7S5BpFZR+BKpik6ehMmTweGA2Fho0gSA+vWbEBLSyObiRESk\nPLTmS6Qqev99OHcOrr3WGbxERKRmUPgSqWosK/ueXqA72ouI1EAKXyJVzbp1sGsXNGoEN91kdzVS\ny4Qcicb/v/+1uwyRGk1rvkSqmgULsr/+5S/g7W1rKVK7+J6MY/BzI8DHB0aNgvr17S5JpEbSzJdI\nVTNzJrzwAkycaHclUsukN2hCbIcemPT07HWHIlIpFL5EqpqwMHj8cbj4YrsrkVpo95VDst+89Vb2\n+kMRqXAKXyIi4hTTtR+ZoaGwc2f2+kMRqXAKXyIi4pTl6UXqHXdkf3N+/aGIVCgtuBcRERdnR42i\nTsOGMG6c3aWI1EgKXyJVQVISbNwIAwaAhyakxT4ZGfB/v53CNLkMlm0HtmMM9O/fntatW9tdnkiN\noPAlUhX85z8wZQqMHAkffmh3NVKLNWvWPV/bH3/swdLie5EKo/AlYjfLgn//O/v94MH21iK1nkeB\nM6/G7XWI1GQ6vyFit82bYds2aNAAhgyxuxoREalkCl8idjv/HMcxY8DPz95aRPKyLBrv3YRJTra7\nEpEaQ6cdReyUnJy93gv0EG2pkrq9OobmK9/nePCz0D3/ejARKT3NfInYycsL5syByZMhIsLuakTy\nif/TdQAEffyx7ngvUkE08yViJ39/zXhJlfZHr9tICwzCb/du2LQJLr/c7pJEqj3NfImISKGyfPyI\n6nlr9jfnr8oVkXJR+BIRkSLtujLncUMffwynT9tbjEgNoNOOIiJSpNNhrTg9YgRBvXtnr1MUkXLR\n/0UidoiOhubNwdeXmJiYAu8e3rRpU7y9vW0oTiS/+H/8g6A2bewuQ6RGUPgScTfLgttugz/+gBUr\nWPFLLOfONcOYC3cRz8w8wujRDRS+RERqIIUvEXdbtw527IDQUIiIIGtjLI0bX+LyWJe4uJM2Figi\nIpVJC+5F3O38FWPjxoGPj721iIiI2yl8ibjTqVPw6afZ73V/L6muHI7sdYsiUiYKXyLu9N57kJYG\n11wDrVvbXY1I6e3eDS1awODBuuO9SBkpfIm4U+fO2cFr8mS7KxEpmzZtwMMDoqJg1Sq7qxGplhS+\nRNxp4ED47jsYMsTuSkTKxtsbxo/Pfq873ouUicKXiIiUzoQJ2bNfn30Gx4/bXY1ItaPwJSIipdOi\nBdx4Y/bC+7fftrsakWpH9/kSEZHSmzoVzpyBbt3srkSk2lH4EqlsmZmQlAQhIXZXIlJxrrsu+yUi\npabwJVIJEhMTWbFiMw4HNPnlZ66Y9zx7brqDPyZNZNCgK4sdn54OS5ducHnkUHJyOr6+4ZVZdqFS\nU+F//1vrUk9iYjr16tlSjthg/fr9/PJLjEtb585N6dQpwqaKRKovhS+RSpCVlcXx4z6Ehl5Ku+Uz\n8TqXzjm/dhw/nlqi8U2a9ABc76EUEgJeXr6VUG3xmjW7Ml89F11kXz3iXg0btiYryzX4nzx5hNTU\nkv33LCKuFL5EKomnpychJ+MI+3U5mT5+xF49DthZorG+vv6VW1wpVbV6xL28vX0A10dheXn5AApf\nImWhqx1FKlHLZf8C4EifETjq1re5GpFKlJSUfb5cRIql8CVSSTzPpdN8efZl+AdvmGpzNSKV6OWX\noUkT+PhjuysRqRYUvkQqiU/qGY5fej2nOvTmdNvL7C5HpPI0aAApKfDmm3ZXIlItKHyJVJLUoAZs\nffhDfpqh599JDXfnndlXhGzcCL/8Ync1IlWewpdIZfP0tLsCkcoVEABjx2a/nz/f3lpEqgGFLxER\nKb/Jk7O//uc/cOqUvbWIVHG61YSIiJRf27Zwww1Qp072Y4fq6+pekcIofIlUtLNn7a5AxB5ffqnT\n7CIloPAlUpEyMqBjR+p07IjPoAfsrkakUp09e5ajR4+6tPn4+FBfs14iRVL4EqlIX3wBMTF4enlx\n7uY6dlcjUml8fQPYtcuT3bsPO9syMs7Rvr0nV1/d08bKRKo+hS+RijRvHgBpEyaAh65nkZorKCiU\noKBQl7akpBNkZkbbVJFI9aF/HUQqyvbtsHo11KlD+vDhdlcjYr/kZLsrEKmSFL5EKkrOrBdjx0K9\nevbWImInhwNuvx2aNYPERLurEalyFL5EKkrDhhAcDPfdZ3clIvby9oaEhOyHbb/9tt3ViFQ5Cl8i\nFZdiiSkAACAASURBVOX55+GPP6BdO7srEbHfAzlX+77xBmRm2luLSBWj8CVSkfz87K5ApGq48UZo\n2RIOHIBvvrG7GpEqpdjwZYx52xhzzBizI1dbfWPMD8aYvcaY740xwbm2PWGM2WeM2WOMuaayChcR\nkSrM0/PCKfjz6yFFBCjZzNdi4Lo8bY8DP1iW1Q5YkfM9xpiOwJ1Ax5wxbxpjNLsmIlIbjRsHjRpB\nRIROPYrkUux9vizLWmOMaZmn+WagX877d4FIsgPYLcBHlmU5gIPGmGjgcmB9BdUrUrWkpelUo0hh\nQkLg8OHsBfgi4lTWWalGlmUdy3l/DGiU874JEJurXyzQtIzHEKn6Jk2CXr1gyxa7K5H/396dx0dV\n3f8ff52ZZLKHJEAIYRdEAQHBFUUW0Qrqz7rVFmtLq1ZL7bcWbdVaW7XW7WvrV1urrbVaq1a/1hX5\noqBorAoqKCKVHQlbICwx+zaZOb8/ZgjZCElmuZPJ+/l4zIOZM2fmvueQzP3kzJ1zJTap8BJpJeQV\n7q211hhj2+vSVuNtt93WeH3atGlMmzYt1Cgi0VVUBM8+G/g4JTvb6TQiMam2tpb33/+U+vrm7cnJ\ncPrppzRrW7bsE776qq5ZW0ICnHjiaLKyshCJloKCAgoKCiL2/F0tvoqNMXnW2t3GmP7AnmD7TmBQ\nk34Dg22tNC2+RLqlP/0psJjkRRfBsGFOpxGJSX6/n40bq+jV67hm7eXlH3D66c37bttWRk3N0Xg8\nBz/KLy39ggkTvNGIKtKo5aTQ7bffHtbn7+rHjvOBOcHrc4BXmrR/yxjjMcYMA44EPg4tokgMqqqC\nP/85cP2665zNIhLjjHGRkZFDRkYO2e4EMjJyDtk3PT2rsW9GRg5utz62lPhz2JkvY8yzBA6u72OM\n2Q78GrgHeN4YcwVQCFwCYK1dY4x5HlgDNAA/sta295GkSPf0j39ASQmcdFLgmC8RaVfK3m1MuP87\nJFSV8u8HP3M6joijOvJtx9mHuOuMQ/S/C7grlFAiMS81NXDeuuuuA2OcTiMS8+qy+pFWtIHkr3bT\n5/O32dnH6UQiztEaXCJdMWdOYOXuiy5yOolIt+BPTKLwnMCiq0e8er/DaUScpeJLpKsSEwOreItI\nh2ydeTU+Twr9Viwka9d2p+OIOEbFl4iIREV9Zh+2nx74rta4t+c7nEbEOSq+REQkar4876fU5ORT\n2i/f6SgijlHxJdJRlZXQ0OB0CpFurWrgUSz521Y+P+MCp6OIOEbFl0hH3XorHHUUvPmm00lEujXr\nDvnkKiLdmn4DRDqipAQefTQw+9VH35EXEZGu08yXSEc8/HCg8DrzTJgwwek0IiLSjan4Ejmcmhr4\nwx8C12+6ydksIvHG74edbZ4CWCRuqfgSOZwnnoC9e+H442H6dKfTiMSPjRthzBiYNQt0JjrpQXTM\nl8jhDB4M48bBjTfqVEIi4TR4MJSXQ1ERvP46kOx0IpGo0MyXyOGcey589hlceKHTSUTiS1ISzJsX\nuH7PPc5mEYkiFV8iHWEMuPTrIhJ2V10FWVnw3nv03vCF02lEokJ7ExERcU5mJvzoRwAcPf85h8OI\nRIeKLxERcdZPfgITJ7LzhMlOJxGJChVfIm3Zvj2wrpeIRF6/fvDJJxROPcvpJCJRoeJLpC1XXw1D\nh8K77zqdRERE4oyKL5GWli8PfO29tjawBpGIiEgYaZ0vkZbuuCPw7zXXtDqPY1FREZs372rWVlNT\nQ3JyMqbJGmD19fX4fBFPKtJteb3w3nufNGurrKyjVy+HAolEkYovkaZWroTXXoOUFLj++lZ3V1RU\nsGIFZGf3b9ZeX1+Dx5PSrC0z0xPRqCLdWUbGcWze3LzN7e5PQkISrvpastctY/84nVFC4pOKL5Gm\nDsx6zZ0LubltdklJyaB37/wohhKJP4f6HXLXVDL9R0eTVLaHJX/Z3GYfke5Ox3yJNHXttYHzzP3s\nZ04nEemRfCnplIw+DVeDlxEv3ut0HJGIUPEl0tTUqbBwIfTvf/i+IhIRG755CwCDF/+V1K/2OJxG\nJPxUfImISEypHDyGolMuxt1Qz7FvPuN0HJGwU/ElIiIxZ2Nw9mvUe69g9u51OI1IeOmAexERiTnl\nw8az4ZJb2NQvhxNaLPki0t1p5kvkySehuNjpFCLSwvrL7mD7mEnQZA09kXig4kt6tlWr4Hvfg9Gj\nobra6TQiItIDqPiSnu2WwHElzJkDqanOZhERkR5Bx3yJI+rr6/H7/a3aExMTcbvd0QmxbBksWABp\naXDTTVHZpLWW2traVm0icmj19fWtfm9avlc0NDTQ0NDQ6rEulwuPR2ebkNii4kscsWzZStasKcXl\nOvjmaa2XmTNHMXTo0MgHsBZuvjlwfd68Q65mH07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