From 12760cf3200a43825e39625e6ffecf2b779dd889 Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Wed, 29 Mar 2017 17:44:42 -0400 Subject: [PATCH 01/12] Initial commit of class that can be used to optimize the protein concentratin in assays --- experimental_design/ExperimentalDesign.ipynb | 403 +++++++++++++++++++ experimental_design/assay_simulator.py | 129 ++++++ experimental_design/inputs_p38_spectra1.py | 0 experimental_design/test_assay_simulator.py | 10 + 4 files changed, 542 insertions(+) create mode 100644 experimental_design/ExperimentalDesign.ipynb create mode 100644 experimental_design/assay_simulator.py create mode 100644 experimental_design/inputs_p38_spectra1.py create mode 100644 experimental_design/test_assay_simulator.py diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb new file mode 100644 index 0000000..9eb3b61 --- /dev/null +++ b/experimental_design/ExperimentalDesign.ipynb @@ -0,0 +1,403 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "import cPickle\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "from pymbar import timeseries\n", + "from assaytools import pymcmodels\n", + "from assaytools.bindingmodels import TwoComponentBindingModel\n", + "\n", + "from assay_simulator import AssaySimulator " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "data_file = 'p38-Bosutinib-AB_mcmc-2017-03-24 11:47.pickle'\n", + "with open(r'%s'%data_file,'rb') as my_file:\n", + " data = cPickle.load(my_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example of using AssaySimulator to draw possible fluorescence data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "P_total = 1E-6\n", + "\n", + "# Initialize the class\n", + "assay = AssaySimulator(pymc_data=data, L_total=L_total, sample_index=6000, inner_filter=False)\n", + "\n", + "# Draw a possinle\n", + "F = assay.simulate_fluorescence(DeltaG=-30)\n", + "\n", + "# Plot\n", + "plt.semilogx(L_total, F)\n", + "plt.xlabel('Ligand concetration', fontsize=14)\n", + "plt.ylabel('Fl')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Optimize the protein concentration to minimize variance" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "DeltaG_samples = data['DeltaG'][0]\n", + "(t_equil, g, N_eff) = timeseries.detectEquilibration(DeltaG_samples, fast=True, nskip=1)\n", + "\n", + "samples_indices = timeseries.subsampleCorrelatedData(DeltaG_samples[t_equil:],g)\n", + "mean_DeltaG = np.mean(DeltaG_samples[t_equil:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rossg/miniconda3/envs/py2/lib/python2.7/site-packages/scipy/optimize/optimize.py:964: RuntimeWarning: divide by zero encountered in double_scalars\n", + " rhok = 1.0 / (numpy.dot(yk, sk))\n" + ] + } + ], + "source": [ + "P_totals =10 ** (np.linspace(-10, -3, num=20))\n", + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "\n", + "nposterior_samples = 100 \n", + "rounds = 100\n", + "\n", + "CV = []\n", + "for p in range(len(P_totals)):\n", + " estimates = []\n", + " for i in range(nposterior_samples):\n", + " ind = np.random.choice(samples_indices,1)[0]\n", + " simulator = AssaySimulator(pymc_data=data, L_total=L_total, sample_index=ind, inner_filter=True)\n", + " for j in range(rounds):\n", + " estimates.append(simulator.fit_deltaG())\n", + " estimates = np.array(estimates)\n", + " CV.append(np.std(estimates)/np.abs(mean_DeltaG))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "plt.semilogx(P_totals,CV)\n", + "plt.xlabel('Protein concentration', fontsize=14)\n", + "plt.ylabel('Relative standard deviation', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Scrap used when developing AssaySimulator" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Fmodel_i = IF_i[:]*(F_PL*PL_i + F_L*L_i + F_P*P_i + F_buffer*path_length) + IF_i_plate*F_plate\n", + "\n", + "# Draw Kd\n", + "# Predict free protein, free ligand and complex concentrations\n", + "# Find the factors that map concentrations to fluorescence for each (at the same index of the draw)\n", + "# Extract the buffer fluorescence and noise (Gaussian?)\n", + "\n", + "# Scan different protein concetrations and predict the variance (or coefficient of variation?)\n", + "\n", + "# Repeat!\n", + "\n", + "def simulate_fluorescence(L_total, P_total, data, ind, inner_filter=False, geometry='top', assay_volume=100E-6, well_area=0.3969):\n", + " \"\"\"\n", + " Predict the fluorescence of the complex using AssayTools posterior for a given protein concentration\n", + " and range of ligand concentrations.\n", + " \"\"\"\n", + " # Non-pymc paramters\n", + " path_length = assay_volume * 1000 / well_area\n", + " \n", + " # Unpack the pymc parameters for a given MCMC iteration index.\n", + " DeltaG = data['DeltaG'][0][ind] \n", + " epsilon_em = data['epsilon_em'][0][ind]\n", + " epsilon_ex = data['epsilon_ex'][0][ind]\n", + " F_buffer = data['F_buffer'][0][ind]\n", + " F_plate = data['F_plate'][0][ind]\n", + " F_PL = data['F_PL'][0][ind]\n", + " F_L = data['F_L'][0][ind]\n", + " F_P = data['F_P'][0][ind]\n", + " \n", + " # Select the parameters for the noise based on where the fluorescence was taken\n", + " if geometry == 'top':\n", + " sigma = data['sigma_top'][0][ind]\n", + " else:\n", + " sigma = data['sigma_bottom'][0][ind]\n", + " \n", + " # Predict the concentrations of the complex, free protein and free ligand \n", + " [P_free, L_free, PL] = TwoComponentBindingModel.equilibrium_concentrations(DeltaG, P_total, L_total)\n", + " \n", + " # Predict fluorescence\n", + " if inner_filter:\n", + " IF_i = pymcmodels.inner_filter_effect_attenuation(epsilon_ex, epsilon_em, path_length, L_total, geometry)\n", + " IF_i_plate = np.exp(-epsilon_ex * path_length * L_total)\n", + " Fmodel = IF_i * (F_PL * PL + F_L * L_free + F_P * P_free + F_buffer * path_length) + IF_i_plate * F_plate\n", + " #Fmodel += np.random.lognormal(mean=0.0, sigma=log_sigma, size=len(L_total))\n", + " Fmodel += np.random.normal(loc=0.0, scale=sigma, size=len(L_total))\n", + " else:\n", + " #Fmodel = F_PL * PL + F_L * L_free + F_P * P_free + F_buffer * path_length\n", + " #Fmodel += np.random.normal(loc=0.0, scale=sigma, size=len(L_total))\n", + " Fmodel = F_PL * PL\n", + " \n", + " return Fmodel\n", + "\n", + "def fit_affinity(fluorescence, L_total, P_total, F_PL, F_L, F_P, ):\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "P_total = 1E-6\n", + "F = simulate_fluorescence(L_total, P_total, data=data, ind=5000, inner_filter=True)\n", + "\n", + "plt.semilogx(L_total, F)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "np.random.normal?" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "log_sigma = data['log_sigma_top'][0][6000]" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "9.4616644832502051e-07" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['precision_top'][0].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3.7362993798852602e-07" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.exp(-14.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1103.7680422909621" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['sigma_top'][0].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pymc" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "\n", + "pymc.Normal?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py new file mode 100644 index 0000000..0f809de --- /dev/null +++ b/experimental_design/assay_simulator.py @@ -0,0 +1,129 @@ +import numpy as np +from scipy import optimize +from assaytools import pymcmodels +from assaytools.bindingmodels import TwoComponentBindingModel + + +class AssaySimulator(object): + """ + Class to simulate assays using an AssayTools pymc model + """ + def __init__(self, pymc_data, L_total, sample_index, P_total=None, inner_filter=True, geometry='top', assay_volume=100E-6, well_area=0.3969): + """ + Parameters + ---------- + pymc_data: dict + Dictionary of pymc variables that have been simulated. + L_total: numpy.ndarray + Array of ligand concentrations in M. + sample_index: int + The iteration number from which pymc model parameters will be selected. + P_total: float + Concentration of protein in M. + inner_filter: bool + Whether to account for the inner filter effect. + geometry: str + Where the fluorescence is measured. Either 'top' or 'bottom'. + assay_volume: float + The volume of each well. + well_area: float + The surface area of each well that is visible to the detector. + + """ + # Non pymc paramters + self.path_length = assay_volume * 1000 / well_area + self.inner_filter = inner_filter + # Unpack the pymc parameters for a given MCMC iteration index. + self.DeltaG = pymc_data['DeltaG'][0][sample_index] + self.L_total = L_total + if P_total is None: + self.P_total = 1E-6 + + # Pymc fluorescence parameters + self.F_buffer = pymc_data['F_buffer'][0][sample_index] + self.F_plate = pymc_data['F_plate'][0][sample_index] + self.F_PL = pymc_data['F_PL'][0][sample_index] + self.F_L = pymc_data['F_L'][0][sample_index] + self.F_P = pymc_data['F_P'][0][sample_index] + + if self.inner_filter: + epsilon_em = pymc_data['epsilon_em'][0][sample_index] + epsilon_ex = pymc_data['epsilon_ex'][0][sample_index] + self.IF_i = pymcmodels.inner_filter_effect_attenuation(epsilon_ex, epsilon_em, self.path_length, self.L_total, geometry) + self.IF_i_plate = np.exp(-epsilon_ex * self.path_length * self.L_total) + + # Select the parameters for the noise based on where the fluorescence was taken + if geometry == 'top': + self.sigma = pymc_data['sigma_top'][0][sample_index] + else: + self.sigma = pymc_data['sigma_bottom'][0][sample_index] + + def simulate_fluorescence(self, DeltaG=None, P_total=None): + """ + Predict the fluorescence of the complex using AssayTools posterior for a given protein concentration + and range of ligand concentrations. + + Parameters + ---------- + DeltaG: float + The binding free energy in thermal units. + P_total: float + Concentration of protein in M. + + Returns + -------- + Fmodel: numpy.ndarray + The expected fluorescence given the supplied model parameters + """ + if P_total is None: + P_total = self.P_total + if DeltaG is None: + DeltaG = self.DeltaG + + # Predict the concentrations of the complex, free protein and free ligand + [P_free, L_free, PL] = TwoComponentBindingModel.equilibrium_concentrations(DeltaG, P_total, self.L_total) + + # Model the fluorescence + if self.inner_filter: + Fmodel = self.IF_i * (self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length) + self.IF_i_plate * self.F_plate + Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) + else: + Fmodel = self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length + Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) + + return Fmodel + + def fit_deltaG(self, P_total=None): + """ + Estimate the binding free energy given the fluorescence model parameters using least-squares fitting. + + Parameters + ---------- + P_total: float + Concentration of protein in M. + + Returns + ------- + fit: float + The estimated free energy difference + """ + + if P_total is None: + P_total = self.P_total + + # The fluorescence data that will be fit to + target = self.simulate_fluorescence(P_total) + + def sum_of_squares(DeltaG, target=target): + """ + The sum of squares between model fluorescence and the target + """ + model = self.simulate_fluorescence(DeltaG, P_total) + return np.sum((model - target)**2) + + # Start the initial guess within about 10% of the true value + guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG) ) + + fit = optimize.minimize(sum_of_squares, guess, method='BFGS') + + return fit.x[0] \ No newline at end of file diff --git a/experimental_design/inputs_p38_spectra1.py b/experimental_design/inputs_p38_spectra1.py new file mode 100644 index 0000000..e69de29 diff --git a/experimental_design/test_assay_simulator.py b/experimental_design/test_assay_simulator.py new file mode 100644 index 0000000..02ba6da --- /dev/null +++ b/experimental_design/test_assay_simulator.py @@ -0,0 +1,10 @@ +from + +def TestAssaySimulator(object): + """ + A collection of functions to simulate the Assay Tools simulator. + """ + def test_initialization(): + """ + Test the initialization of the class + """ From 302d517a46340c8720c5f1637b8eaa767f040a0c Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Thu, 30 Mar 2017 11:38:57 -0400 Subject: [PATCH 02/12] Apparantly functioning version of code. It can estimate the coefficient of variation and total error of future experiments as a function of protein concetration. --- experimental_design/ExperimentalDesign.ipynb | 203 +++++++++++++++---- experimental_design/assay_simulator.py | 20 +- 2 files changed, 173 insertions(+), 50 deletions(-) diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb index 9eb3b61..068137e 100644 --- a/experimental_design/ExperimentalDesign.ipynb +++ b/experimental_design/ExperimentalDesign.ipynb @@ -24,7 +24,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "## Example data" ] @@ -46,7 +49,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "### Example of using AssaySimulator to draw possible fluorescence data" ] @@ -55,14 +61,16 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { - "image/png": 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Dm4joOr0zftvPe9Zw1E2zi+FNRHQd2i6Moum8CYtzDMidqxe7HIoyDG8iouvw\nlyMcdZN4GN5ERNeoZ9CKz84MIHeuDotzDGKXQ1GI4U1EdI3e/aQdAoC7b54HmUwmdjkUhRjeRETX\nYGjEjk+a+jA3OR7L8+eIXQ5FKYY3EdE1+Os/OuDxCrj75hzIOeomkTC8iYhmaNTmxN+P9yBZr8bq\nJWlil0NRjOFNRDRDHxzrhNPtRWmxEUoFXz5JPHz2ERHNwJjDjeq6bujiVVi7LEPscijKMbyJiGbg\no8+7MeZw446ibKhVCrHLoSjH8CYimobL7cH7n3YiNkaB21dkil0OEcObiGg6hxt6MWJ1Yv2KTMTH\nqsQuh4jhTUQ0FY/Xi3c/aYdSIceGomyxyyECMMPwPn78ODZt2gQAaG9vR1lZGcrLy1FRUQGv1wsA\nOHDgAO6//348+OCDOHjwIADAbrfj8ccfR3l5OR5++GEMDw8DAOrr6/HAAw9g48aNePXVV0NxXERE\nQfHpqX4MjtixtnAuErRqscshAjCD8P7Nb36DZ555Bg6HAwCwc+dObNmyBfv27YMgCKiursbAwAD2\n7t2L/fv34/XXX8fu3bvhdDpRVVWF/Px87Nu3D/feey/27NkDAKioqEBlZSWqqqpw/PhxNDU1hfYo\niYiug1cQ8M4n7ZDLZLhrtVHscoj8pg1vo9GIV155xf//J0+eRHFxMQBg3bp1qK2txYkTJ7B8+XLE\nxMRAp9PBaDSiubkZdXV1WLt2rX/fI0eOwGKxwOl0wmg0QiaToaSkBLW1tSE6PCKi63fi3BC6B6wo\nXpKKlMQ4scsh8lNOt0NpaSm6urr8/y8Igv+D+DUaDcxmMywWC3Q6nX8fjUYDi8Uyafvl+2q12kn7\ndnZ2TluowRAPpTL4yzNSUnTT70RTYg8Dxx4GLtg9FAQB71d9DgD4zleWRMW/UTQcY6jNVg+nDe9/\nJpdfGqxbrVbo9XpotVpYrdZJ23U63aTtU+2r109/I3uTyXatpU4rJUWHgQFz0B83mrCHgWMPAxeK\nHp7uMKG53YSbFsxBvFIW8f9GfB4GLhQ9vNqbgWu+2nzJkiU4evQoAKCmpgZFRUUoLCxEXV0dHA4H\nzGYzWlpakJ+fjxUrVuDQoUP+fVeuXAmtVguVSoWOjg4IgoDDhw+jqKgogEMjIgq+d460AwDuXpMj\nciVEX3TNI+/t27fj2Wefxe7du5GXl4fS0lIoFAps2rQJ5eXlEAQBW7duhVqtRllZGbZv346ysjKo\nVCpUVlYWClRFAAARXklEQVQCAHbs2IFt27bB4/GgpKQEy5YtC/qBERFdr/ZeMxrbhrEoOxELMhPE\nLofoC2SCIAhiFzEToZjO4TRR4NjDwLGHgQt2D/e81Yhjzf34yYPLsDQvOWiPG874PAxcWE+bExFF\nst5hG+qa+2FM0+KG3CSxyyG6IoY3EdFl3v2kHQKAr66Z519ZQxRuGN5EROOGR+2obexFWlI8VuSn\niF0O0VUxvImIxr3/aSc8XgF3rzZCLueom8IXw5uICIBlzIVD9T0w6NRYszRd7HKIpsTwJiIC8MGx\nTjhcHpQWG6FU8KWRwhufoUQU9cYcblTXdUEbp8KtyzLELodoWgxvIop6h+p7YLW7ccfKLKhjgn8P\nBaJgY3gTUVRzub14/9MOqGMUuG1lltjlEM0Iw5uIolpt4wVctDjx5ZsyoI1TiV0O0YwwvIkoanm9\nAt492gGlQoYNq4xil0M0YwxvIopax073o980hi8tnQuDTi12OUQzxvAmoqjUb7LhT4fbIJMBX7mZ\no26Slmu+JSgRkZTZ7G78b+15/O2Y79PUvnxTBtIM8WKXRXRNGN5EFBU8Xi9qjl/AW39vhdnmQrI+\nFg+sn49VBalil0Z0zRjeRBTxTrYNY/+HZ9E9YIU6RoFv3pqHDauyoVJyTTdJE8ObiCLWhSErDnx4\nDsdbhiADsLZwLu5fl4cELS9OI2ljeBNRxLGMufD2x204+Fk3PF4BBcZEbLx9IYxpOrFLIwoKhjcR\nRQy3x4uPPu/Gnw63wWp3IzUxDg/etgDLF86BTMZbfFLkYHgTkeQJgoATLYN448NzuDBkQ5xagQfX\nL8DtK7OgUnJFLEUehjcRSVr3gAWv/rERn53uh0wGrF+eiW+szYU+Pkbs0ohChuFNRJI0anPiT39v\nw6H6HngFATfMM+Dbty9EVopW7NKIQo7hTUSS4vZ4UV3Xhbc/Po8xhxvpSfH4wX03ImdOPM9rU9Rg\neBORJAiCgPqzg3jj4Dn0m8agiVWi7I6FWL88E3PTEzAwYBa7RKJZw/AmorDX0WfG/uqzaO64CIVc\nhjtWZuHrJbm8hSdFLYY3EYWtEasTf6xpwd+PX4AAoHB+Mr592wLMTdaIXRqRqBjeRBR2XG4P3v+0\nE+8caYfd6UHmHA2+ffsCLM1NFrs0orDA8CaisCEIAo6dHsD/HDyHwRE7tHEqbCpdgHXL5kIh53pt\nogkMbyIKC+d7R1H1wVmc7RqBQi5DaXE2vvaleYiP5Xlton/G8CYiUZnMDvzhUAs+buwFACxfOAcP\n3raA99gmmgLDm4hE4XB58N4/OvCXT9rhdHmRnarFxtsXYnGOQezSiMIew5uIZpUgCDja1If/+agF\nJrMDek0Myu/IQ8mNcyGX80NWiGaC4U1Es6alewRV1WfR2jMKpUKOe9bk4O6bcxCn5ksR0bXgbwwR\nhZTD6cHxlkF8crIP9ecGAQCrClLxwJfnY05inMjVEUkTw5uIgs7h9OBE6xA+be7HiXODcLq9AIDc\nuTp8+7aFyM9OFLlCImljeBNRUDhcHjS0+AL7eMsgnC5fYKclxWNVQSqKC1KRmaLhzUOIgoDhTXQd\nhkftaO0ZxbnuEbT0jMDu8GBhdiIW5xiwyJgYNfeSdro8aBgfYR8/NwSHywMASDPEYdXiVKwqSEMW\nA5so6BjeRNNwub1o7zOjpXsELT2jaOkegcns8H9dLpNBpZSje7AbH33eDQDIStGgIMfgC/PsxIj6\noBGX24OG1mF82tyP+nODcDh9gZ2aOBHYqchO1TKwiUKI4U10GUEQYDI7fCPq7lG09oygvc8Mt0fw\n76OPV2H5wjmYn5mA+Rl6zEvXQ6mU4XyvGc3tJpxqN+Fs1wi6Bqz44FgXZDJgXroOBUZfmC/MSoQ6\nRiHiUV47l9uDxvHA/vyywE5JjMWqFVlYVZAKYxoDm2i2MLwpqrncHpzvNaOlexQtPSNo6R7BRYvT\n/3WFXIbsVC3mZyRgfqYe8zMTMCch9oohNT8jAfMzEnDPmnlwub1o7RnBqXYTmttNaOkZRdsFM949\n2gGFXIa8DD0W5xhQYDQgITE8P0nM5faisW0Ix5r78fnZQdjHA3tOQixuW5GJVQWpyEnTMbCJRCAT\nBEGYfjfxDQyYg/6YKSm6kDzutRAEAXanBza7G3aXB8l6NWJjpPOeKhx6OFOCIGBo1O4L6vEp8I4+\nMzzeS78CCZoY34g6U4/5GQnISddBrQp8lOxwenC2++J4mF/E+d5RTPzmxSjlmJ+ZgMXj0+zz5upE\nuwmHy+3FyfPD+PRUP+rPDWDM4QvsZH2sf0p8Xnr4BbaUnofhij0MXCh6mJKiu+J26aREmHO5PbDa\n3b4/Yy7Y7G5Y7S5Y7W7Y7C5Yx9ywOnx/2+wuWMa32+zuSeEBAAadGnOT4zE3SYP05HikJ8djblI8\nDDp12L1ohjOna3xU3TPiH1mP/NOo2pg2Mar2TYEnX2VUHSh1jAJLc5P9t7S02d040+kL87PdvhH6\nqXYTACA2RoH87ET/NHt2mhbyEP67uz1enGwbxrHmfnx2dhBjDjcAIFmvxq3LMlFUkIrcueEX2ETR\njOF9Ga9XgM3hC1+rP3wvBe7ENtt4QFsdl4J6Yh3rTCjkMmjiVNDGqZBqiIMmVgVNrBIqpQJDI2O4\nMGxD03kTms6bJn2fWqVAelI85ibHIz1pPNSTNUgzxCEmCKNDKRMEAYMj9ktB3T2Czn7LpDdGidoY\nrFyU4p8Cz0nTida3+Fglblo4BzctnIOUFB1a2odwpuOiP8RPtAzhRMsQAEATq0SB0YCCHN+fjOT4\ngIPU7fGi6bwJnzb34fMzg7CNB3aSXo21hXOxanEq8ubqGdhEYSoqw9vh9KCq+ixGbE6YRu3+UfLE\nFOFMyOB7AY6PVSJjjgaaWCU0cSrEjwexJlaF+PG/J742sT1GJZ/2RdHudKNveAwXhq3oHbLhwpAN\nvcM29AxZ0d43eVpGBiA5IdY3Sk/yBfrc8XBP0MRE5Auww+XB+Quj/qu/W3pGMWqdPKrOSdddOled\nkYAkffjOXOjjY1BUkIqiglQAvjttTVz8dqrdhLozA6g7M+DbVxPjn2IvyDEgZYazBW6PF6faTfj0\nVD8+PzsAq90X2AadGiWFc7GqIBW5GfqQjvKJKDii8pz34MUxPP2bo3B7vFCrFNDEKRGvVl0WwEpo\nJ8I37p/D2LctTq0U5UXOKwgYHrGjd9gX6BeGbegdsuLCsG3SlPCEOLUC6Uka/4h9YtSeaoiHShn4\nedVgnOPxeL0Yc3hgc7gxZnfD5nDDZnfD5vC9obLZXb6vjW8fHnWgs98C72VPXYNOjfkZ+vHz1QnI\nSdNCpZTGbMRMejhwccx/8dupdhNGLnujkqyPRUFOov8CuCR9rP9rbo8XzR2+wP7szOTALlrkO4ed\nlyn9wOb52sCxh4GbzXPeURnegO8cdUqKHhdN1qA+rphsdjf6TDZcGLL6R+q9Qzb0mWyTljoBgEwG\npCTGXRbqGv9UvC5ONeMRakqKDj0XRiaFq83hO5Uw5rgUxFf7b5vD7V92NFNKxeWjat+56ssDS2qu\n9RdeEAT0Dtv8o/LmdpM/lAH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dYAggIqI7kn+xFk0tekQE9+LQwC6KIYCIiO7ItacGcmhg18UQQEREdyS9oBJKhROGBHhJ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\nttP9BZfqAAAergpMGR+EyEE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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -70,6 +78,7 @@ } ], "source": [ + "# Ligand and protein concentrations\n", "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", "P_total = 1E-6\n", "\n", @@ -77,22 +86,32 @@ "assay = AssaySimulator(pymc_data=data, L_total=L_total, sample_index=6000, inner_filter=False)\n", "\n", "# Draw a possinle\n", - "F = assay.simulate_fluorescence(DeltaG=-30)\n", + "F = assay.simulate_fluorescence(DeltaG=-30, noisy=True)\n", "\n", "# Plot\n", "plt.semilogx(L_total, F)\n", "plt.xlabel('Ligand concetration', fontsize=14)\n", - "plt.ylabel('Fl')\n", + "plt.ylabel('Fluorescence', fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "## Optimize the protein concentration to minimize variance" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time series analysis on the free energies. Finding the equilibration point and sub sampling the data:" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -110,53 +129,120 @@ "mean_DeltaG = np.mean(DeltaG_samples[t_equil:])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Estimating the coefficient of variation" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/rossg/miniconda3/envs/py2/lib/python2.7/site-packages/scipy/optimize/optimize.py:964: RuntimeWarning: divide by zero encountered in double_scalars\n", - " rhok = 1.0 / (numpy.dot(yk, sk))\n" - ] - } - ], + "outputs": [], "source": [ - "P_totals =10 ** (np.linspace(-10, -3, num=20))\n", + "# The ligand concentrations used in the assay\n", "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", "\n", - "nposterior_samples = 100 \n", - "rounds = 100\n", + "# The object that will draw fluorescence samples from the pymc assay data\n", + "\n", + "# Number of times the fitting procedure will occur\n", + "nposterior_samples = 50 # The number of parameter draws from the posterior\n", + "repeats = 10 # The number of repeated fluorescence draws for fixed parameters, but with different noise\n", + "\n", + "\n", + "# The protein concentrations over which the coefficient of variation will be estimated\n", + "P_totals =10 ** (np.linspace(-10, -1, num=20))\n", "\n", "CV = []\n", + "Bias2 = []\n", + "Var = []\n", + "# Looping over protein concentrations, drawing from the posterior and fitting the affinity:\n", "for p in range(len(P_totals)):\n", " estimates = []\n", + " bias_squared = []\n", + " variance = []\n", " for i in range(nposterior_samples):\n", " ind = np.random.choice(samples_indices,1)[0]\n", - " simulator = AssaySimulator(pymc_data=data, L_total=L_total, sample_index=ind, inner_filter=True)\n", - " for j in range(rounds):\n", - " estimates.append(simulator.fit_deltaG())\n", + " simulator = AssaySimulator(pymc_data=data, L_total=L_total, sample_index=ind, P_total=P_totals[p], inner_filter=True)\n", + " for j in range(repeats):\n", + " fit = simulator.fit_deltaG()\n", + " estimates.append(fit)\n", + " bias_squared.append((fit - simulator.DeltaG)**2)\n", + " bias_squared = np.array(bias_squared)\n", + " Bias2.append(np.mean(bias_squared))\n", " estimates = np.array(estimates)\n", + " Var.append(np.var(estimates))\n", " CV.append(np.std(estimates)/np.abs(mean_DeltaG))\n", - " " + "\n", + "CV = np.array(CV)\n", + "Bias2 = np.array(Bias2)\n", + "Var = np.array(Var)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plotting data" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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80xNnhDRFi5ytkhBCCCEtCyUMhBBCCGkU3ZIghBBCSKOohYEQQgghjaKEgRBC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\nXfQYGxuLkpIS2c+MMdmCJaampmhsbOx2G9bWJtCjiT4AAHZ25lyXoBO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "plt.semilogx(P_totals,CV)\n", + "plt.semilogx(P_totals, CV * 100) \n", + "plt.title('Estimated coefficient of variaition as a function of protein concentration', fontsize=16)\n", "plt.xlabel('Protein concentration', fontsize=14)\n", - "plt.ylabel('Relative standard deviation', fontsize=14)\n", + "plt.ylabel('Coefficient of variation', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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dvpeOP2+kwFhfHV+O6wpNdbk2oIvJLQp1dXV88sknGDt2LFJSUjB9+nQwxsTX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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.semilogx(P_totals, Bias2 + Var) \n", + "plt.title('Estimated total error as a function of protein concentration', fontsize=16)\n", + "plt.xlabel('Protein concentration (M)', fontsize=14)\n", + "plt.ylabel('Bias$^2$ + Variance', fontsize=14)\n", "plt.show()" ] }, @@ -164,14 +250,27 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Scrap used when developing AssaySimulator" + "This suggests the protein concentration that produces free energies with the lowest variance is between 1$\\mu$M and 10$\\mu$M." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Scrap used when developing AssaySimulator\n", + "**DEVELOPMENT ONLY**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -235,7 +334,9 @@ "cell_type": "code", "execution_count": 21, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -262,7 +363,9 @@ "cell_type": "code", "execution_count": 83, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -273,7 +376,9 @@ "cell_type": "code", "execution_count": 70, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -284,7 +389,9 @@ "cell_type": "code", "execution_count": 58, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -306,7 +413,9 @@ "cell_type": "code", "execution_count": 53, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -328,7 +437,9 @@ "cell_type": "code", "execution_count": 61, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -350,7 +461,9 @@ "cell_type": "code", "execution_count": 91, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -361,7 +474,9 @@ "cell_type": "code", "execution_count": 105, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -373,7 +488,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [] diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index 0f809de..a242796 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -6,7 +6,7 @@ class AssaySimulator(object): """ - Class to simulate assays using an AssayTools pymc model + Class to simulate fluorescence assays using an AssayTools pymc model """ def __init__(self, pymc_data, L_total, sample_index, P_total=None, inner_filter=True, geometry='top', assay_volume=100E-6, well_area=0.3969): """ @@ -38,6 +38,8 @@ def __init__(self, pymc_data, L_total, sample_index, P_total=None, inner_filter= self.L_total = L_total if P_total is None: self.P_total = 1E-6 + else: + self.P_total = P_total # Pymc fluorescence parameters self.F_buffer = pymc_data['F_buffer'][0][sample_index] @@ -58,7 +60,7 @@ def __init__(self, pymc_data, L_total, sample_index, P_total=None, inner_filter= else: self.sigma = pymc_data['sigma_bottom'][0][sample_index] - def simulate_fluorescence(self, DeltaG=None, P_total=None): + def simulate_fluorescence(self, DeltaG=None, P_total=None, noisy=True): """ Predict the fluorescence of the complex using AssayTools posterior for a given protein concentration and range of ligand concentrations. @@ -69,6 +71,8 @@ def simulate_fluorescence(self, DeltaG=None, P_total=None): The binding free energy in thermal units. P_total: float Concentration of protein in M. + noisy: bool + Whether to add detector noise to the predicted fluorescence. Returns -------- @@ -86,10 +90,12 @@ def simulate_fluorescence(self, DeltaG=None, P_total=None): # Model the fluorescence if self.inner_filter: Fmodel = self.IF_i * (self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length) + self.IF_i_plate * self.F_plate - Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) + if noisy: + Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) else: Fmodel = self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length - Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) + if noisy: + Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) return Fmodel @@ -105,7 +111,7 @@ def fit_deltaG(self, P_total=None): Returns ------- fit: float - The estimated free energy difference + The estimated binding free energy in thermal units """ if P_total is None: @@ -118,10 +124,10 @@ def sum_of_squares(DeltaG, target=target): """ The sum of squares between model fluorescence and the target """ - model = self.simulate_fluorescence(DeltaG, P_total) + model = self.simulate_fluorescence(DeltaG, P_total, noisy=False) return np.sum((model - target)**2) - # Start the initial guess within about 10% of the true value + # Start the initial guess within about 10% of the "true" value guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG) ) fit = optimize.minimize(sum_of_squares, guess, method='BFGS') From c3e2bb33bed22d0df805cfec85d4446a35efad3d Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Wed, 5 Apr 2017 17:32:17 -0400 Subject: [PATCH 03/12] Tidied up example for using AssaySimulator to predict optimal protein concentrations. Cleaned up functions in AssaySimulator. --- experimental_design/ExperimentalDesign.ipynb | 425 +++++++------------ experimental_design/assay_simulator.py | 117 +++-- 2 files changed, 239 insertions(+), 303 deletions(-) diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb index 068137e..f7d3bb6 100644 --- a/experimental_design/ExperimentalDesign.ipynb +++ b/experimental_design/ExperimentalDesign.ipynb @@ -22,6 +22,14 @@ "from assay_simulator import AssaySimulator " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Estimating optimal protein concentrations for p38-Bosutinib\n", + "### Demonstrating how `AssaySimulator` can be used to simulate fluorescence data" + ] + }, { "cell_type": "markdown", "metadata": { @@ -29,7 +37,7 @@ "editable": true }, "source": [ - "## Example data" + "Loading the pymc MCMC parameter samples for `assaytools`." ] }, { @@ -54,7 +62,8 @@ "editable": true }, "source": [ - "### Example of using AssaySimulator to draw possible fluorescence data" + "#### Time series analysis to determine burn-in point.\n", + "Using the model's estimated free energy to identify the equilibrium point." ] }, { @@ -65,12 +74,47 @@ "deletable": true, "editable": true }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Expected free energy = -12.8638611732 (thermal units)\n" + ] + } + ], + "source": [ + "DeltaG_samples = data['DeltaG'][0]\n", + "(t_equil, g, N_eff) = timeseries.detectEquilibration(DeltaG_samples, fast=True, nskip=1)\n", + "\n", + "# Indices to sub sample the posterior density of assaytools\n", + "samples_indices = timeseries.subsampleCorrelatedData(DeltaG_samples[t_equil:],g)\n", + "\n", + "# Seeing the mean of the free energy\n", + "mean_DeltaG = np.mean(DeltaG_samples[t_equil:])\n", + "print('Expected free energy = {0} (thermal units)'.format(mean_DeltaG))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting fluorescence for different protein concentrations\n", + "Example of using the class `AssaySimulator` to draw possible fluorescence data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, "outputs": [ { "data": { - "image/png": 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5TMDq1asRHx+P119/3ThKQKfTYenSpVizZg0++ugjqxVJRESdU9+oRcHFOgwa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\np99y++rqarz55pvIysrCe++9h+effx6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1NcWyZctEZhPk8/kICQnBgAEDYGRkxEwJLGznzp0YNGgQDAwMMGzYMJG6bczx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jc3l08//RRPT09Wr16Np6cnvr6+VFRUoNPpiI2Nxc/PD2dnZx544AGio6MpLy/X53L//v1kZ2fr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\nIYQQndj/AJD4DMUWT5bHAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -82,98 +126,140 @@ "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", "P_total = 1E-6\n", "\n", - "# Initialize the class\n", - "assay = AssaySimulator(pymc_data=data, L_total=L_total, sample_index=6000, inner_filter=False)\n", + "# Initialize the class using assaytools PyMC data:\n", + "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, inner_filter=True)\n", + "# By default, assaytools parameters are drawn from the posterior. \n", "\n", - "# Draw a possinle\n", - "F = assay.simulate_fluorescence(DeltaG=-30, noisy=True)\n", + "# One can set the parameters to their mean values with\n", + "sim_assay.set_mean_parameters(data, t_equil)\n", "\n", - "# Plot\n", - "plt.semilogx(L_total, F)\n", - "plt.xlabel('Ligand concetration', fontsize=14)\n", - "plt.ylabel('Fluorescence', fontsize=14)\n", + "# Plotting fluorescence for protein concentrations using the mean assaytools parameters\n", + "for p in [10E-9, 10E-8, 10E-7, 10E-6, ]:\n", + " F = sim_assay.simulate_fluorescence(p_total=p, noisy=True)\n", + " plt.semilogx(L_total, F, label=\"{0} M\".format(p), lw=2.5)\n", + "\n", + "plt.title('Simulated fluorescence data for p38-Bosutinib at \\n different protein concentrations', fontsize=16)\n", + "plt.xlabel('Ligand concetration (M)', fontsize=16)\n", + "plt.ylabel('Fluorescence', fontsize=16)\n", + "plt.legend(fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, + "metadata": {}, "source": [ - "## Optimize the protein concentration to minimize variance" + "## Plotting fluorescence for different binding energies" ] }, { - "cell_type": "markdown", - "metadata": {}, + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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LSwt3d/dCy20Fyd+dFB0dLY+Vs2fPlji+KhJCEXjLqV69Or1796Z3795kZ2fz66+/Mn36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\nKWHChAl3IsQm4VbrMSYmhsTERLZs2UJgYOCdCLHRu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OGJBrJjxw7Wr1/PRx99dFvLl5WV\n8eCDD7JmzRp5wJWwK0kEhBBCiBZMTg0IIYQQLZgkAkIIIUQLJomAEEII0YJJIiCEEEK0YJIICCGE\nEC3Y/wMe4fNQoXR7lgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "Time series analysis on the free energies. Finding the equilibration point and sub sampling the data:" + "# Ligand and protein concentrations\n", + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "P_total = 1E-6\n", + "\n", + "# Initialize the class\n", + "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, inner_filter=True)\n", + "sim_assay.set_mean_parameters(data, t_equil)\n", + "\n", + "# Plotting fluorescence for binding energies using the mean assaytools parameters\n", + "for g in np.linspace(-17,-11,6):\n", + " F = sim_assay.simulate_fluorescence(DeltaG=g, noisy=True)\n", + " plt.semilogx(L_total, F, label=\"{0} kT\".format(g), lw=2.5)\n", + "\n", + "plt.title('Simulated fluorescence data for p38-Bosutinib at \\n different binding free energies', fontsize=16)\n", + "plt.xlabel('Ligand concetration (M)', fontsize=16)\n", + "plt.ylabel('Fluorescence', fontsize=16)\n", + "plt.legend(fontsize=16) \n", + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": 4, + "cell_type": "markdown", "metadata": { - "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], "source": [ - "DeltaG_samples = data['DeltaG'][0]\n", - "(t_equil, g, N_eff) = timeseries.detectEquilibration(DeltaG_samples, fast=True, nskip=1)\n", - "\n", - "samples_indices = timeseries.subsampleCorrelatedData(DeltaG_samples[t_equil:],g)\n", - "mean_DeltaG = np.mean(DeltaG_samples[t_equil:])" + "## Varying the protein concentration to minimize the coefficient of variation" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ - " Estimating the coefficient of variation" + "For a given protein concentration, parameter samples will be drawn from the posterior, fluorenscence data will be simulated, and the affinity estimated via least squares minimization. " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/rossg/miniconda3/envs/py2/lib/python2.7/site-packages/scipy/optimize/optimize.py:964: RuntimeWarning: divide by zero encountered in double_scalars\n", + " rhok = 1.0 / (numpy.dot(yk, sk))\n" + ] + } + ], "source": [ "# The ligand concentrations used in the assay\n", "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", "\n", - "# The object that will draw fluorescence samples from the pymc assay data\n", - "\n", "# Number of times the fitting procedure will occur\n", - "nposterior_samples = 50 # The number of parameter draws from the posterior\n", + "nposterior_samples = 100 # The number of parameter draws from the posterior\n", "repeats = 10 # The number of repeated fluorescence draws for fixed parameters, but with different noise\n", "\n", - "\n", "# The protein concentrations over which the coefficient of variation will be estimated\n", "P_totals =10 ** (np.linspace(-10, -1, num=20))\n", "\n", + "# Pre-assigning the coefficient of variation, the bias, and variance respectively.\n", "CV = []\n", "Bias2 = []\n", "Var = []\n", + "\n", "# Looping over protein concentrations, drawing from the posterior and fitting the affinity:\n", "for p in range(len(P_totals)):\n", " estimates = []\n", " bias_squared = []\n", " variance = []\n", + " # Draw parameters from the posterior\n", " for i in range(nposterior_samples):\n", " ind = np.random.choice(samples_indices,1)[0]\n", - " simulator = AssaySimulator(pymc_data=data, L_total=L_total, sample_index=ind, P_total=P_totals[p], inner_filter=True)\n", + " simulator = AssaySimulator(pymc_data=data, l_total=L_total, sample_index=ind, p_total=P_totals[p], inner_filter=True)\n", + " # Draw fluorescence data with different values of random noise\n", " for j in range(repeats):\n", " fit = simulator.fit_deltaG()\n", " estimates.append(fit)\n", " bias_squared.append((fit - simulator.DeltaG)**2)\n", + " # Collect the bias, variance, and coefficient of variantion\n", " bias_squared = np.array(bias_squared)\n", " Bias2.append(np.mean(bias_squared))\n", " estimates = np.array(estimates)\n", @@ -187,51 +273,28 @@ }, { "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plotting data" - ] - }, - { - "cell_type": "code", - "execution_count": 11, "metadata": { - "collapsed": false, "deletable": true, "editable": true }, - "outputs": [ - { - "data": { - "image/png": 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80xNnhDRFi5ytkhBCCCEtCyUMhBBCCGkU3ZIghBBCSKOohYEQQgghjaKEgRBC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\nXfQYGxuLkpIS2c+MMdmCJaampmhsbOx2G9bWJtCjiT4AAHZ25lyXoBO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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "plt.semilogx(P_totals, CV * 100) \n", - "plt.title('Estimated coefficient of variaition as a function of protein concentration', fontsize=16)\n", - "plt.xlabel('Protein concentration', fontsize=14)\n", - "plt.ylabel('Coefficient of variation', fontsize=14)\n", - "plt.show()" + "### Plotting data the coefficient of variation as function of protein concentration" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { - "image/png": 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dvpeOP2+kwFhfHV+O6wpNdbk2oIvJLQp1dXV88sknGDt2LFJSUjB9+nQwxsTX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\nGjZt2qR0JKN04sQJPv74Y1q3bk1ERATBwcFKRzJKGo2GL77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d7jOsKC0t7T9dr0TxUNM6kQtaWlp48+YN9zg/Px8xMTF1OoadnR2ys7PFeuRm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\nzlJQYmY8oVOqt3qgh8XPiFduIk9ISKBNmzb3PEHHjh2Jj4+vzJiEEEK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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -239,10 +302,10 @@ } ], "source": [ - "plt.semilogx(P_totals, Bias2 + Var) \n", - "plt.title('Estimated total error as a function of protein concentration', fontsize=16)\n", - "plt.xlabel('Protein concentration (M)', fontsize=14)\n", - "plt.ylabel('Bias$^2$ + Variance', fontsize=14)\n", + "plt.semilogx(P_totals, CV * 100, lw=3) \n", + "plt.title('Estimated coefficient of variaition as a \\n function of protein concentration', fontsize=16)\n", + "plt.xlabel('Protein concentration (M)', fontsize=16)\n", + "plt.ylabel('Coefficient of variation (%)', fontsize=16)\n", "plt.show()" ] }, @@ -250,89 +313,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This suggests the protein concentration that produces free energies with the lowest variance is between 1$\\mu$M and 10$\\mu$M." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "deletable": true, - "editable": true - }, - "source": [ - "### Scrap used when developing AssaySimulator\n", - "**DEVELOPMENT ONLY**" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [ - "#Fmodel_i = IF_i[:]*(F_PL*PL_i + F_L*L_i + F_P*P_i + F_buffer*path_length) + IF_i_plate*F_plate\n", - "\n", - "# Draw Kd\n", - "# Predict free protein, free ligand and complex concentrations\n", - "# Find the factors that map concentrations to fluorescence for each (at the same index of the draw)\n", - "# Extract the buffer fluorescence and noise (Gaussian?)\n", - "\n", - "# Scan different protein concetrations and predict the variance (or coefficient of variation?)\n", - "\n", - "# Repeat!\n", + "This suggest that lowest variance in the estimates will occur at roughly 10$^-2$ M of protein. This seems far too high. It may be that estimates have a low variance at that protein concentration, but have a high error. Instead of the coefficient of variantion, it may be more informative to view the total error, where \n", "\n", - "def simulate_fluorescence(L_total, P_total, data, ind, inner_filter=False, geometry='top', assay_volume=100E-6, well_area=0.3969):\n", - " \"\"\"\n", - " Predict the fluorescence of the complex using AssayTools posterior for a given protein concentration\n", - " and range of ligand concentrations.\n", - " \"\"\"\n", - " # Non-pymc paramters\n", - " path_length = assay_volume * 1000 / well_area\n", - " \n", - " # Unpack the pymc parameters for a given MCMC iteration index.\n", - " DeltaG = data['DeltaG'][0][ind] \n", - " epsilon_em = data['epsilon_em'][0][ind]\n", - " epsilon_ex = data['epsilon_ex'][0][ind]\n", - " F_buffer = data['F_buffer'][0][ind]\n", - " F_plate = data['F_plate'][0][ind]\n", - " F_PL = data['F_PL'][0][ind]\n", - " F_L = data['F_L'][0][ind]\n", - " F_P = data['F_P'][0][ind]\n", - " \n", - " # Select the parameters for the noise based on where the fluorescence was taken\n", - " if geometry == 'top':\n", - " sigma = data['sigma_top'][0][ind]\n", - " else:\n", - " sigma = data['sigma_bottom'][0][ind]\n", - " \n", - " # Predict the concentrations of the complex, free protein and free ligand \n", - " [P_free, L_free, PL] = TwoComponentBindingModel.equilibrium_concentrations(DeltaG, P_total, L_total)\n", - " \n", - " # Predict fluorescence\n", - " if inner_filter:\n", - " IF_i = pymcmodels.inner_filter_effect_attenuation(epsilon_ex, epsilon_em, path_length, L_total, geometry)\n", - " IF_i_plate = np.exp(-epsilon_ex * path_length * L_total)\n", - " Fmodel = IF_i * (F_PL * PL + F_L * L_free + F_P * P_free + F_buffer * path_length) + IF_i_plate * F_plate\n", - " #Fmodel += np.random.lognormal(mean=0.0, sigma=log_sigma, size=len(L_total))\n", - " Fmodel += np.random.normal(loc=0.0, scale=sigma, size=len(L_total))\n", - " else:\n", - " #Fmodel = F_PL * PL + F_L * L_free + F_P * P_free + F_buffer * path_length\n", - " #Fmodel += np.random.normal(loc=0.0, scale=sigma, size=len(L_total))\n", - " Fmodel = F_PL * PL\n", - " \n", - " return Fmodel\n", + "$$ \\text{Total Error} = \\text{Bias}^2 + \\text{Variance} $$\n", "\n", - "def fit_affinity(fluorescence, L_total, P_total, F_PL, F_L, F_P, ):\n", - " pass" + "and find which protein concentration minimizes this quantity." ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, @@ -341,9 +331,9 @@ "outputs": [ { "data": { - "image/png": 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slNwJIYSQN/AoLR9HLz3ErcQsifVKPB56O3TAMC8LGOmqw1BfQ24dFym5E0II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\neOWVV+jevTuBgYFMnDiRy5cvK+dVb5ZPT0/Hy8uLX375hdGjR+Pv70/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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -351,146 +341,31 @@ } ], "source": [ - "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", - "P_total = 1E-6\n", - "F = simulate_fluorescence(L_total, P_total, data=data, ind=5000, inner_filter=True)\n", - "\n", - "plt.semilogx(L_total, F)\n", + "relative_total_error = np.sqrt(Bias2 + Var)/np.abs(mean_DeltaG)\n", + "plt.semilogx(P_totals, relative_total_error * 100, lw=3) \n", + "plt.title('Estimated total error as a function of protein concentration', fontsize=16)\n", + "plt.xlabel('Protein concentration (M)', fontsize=16)\n", + "plt.ylabel('Relative total error (%)', fontsize=16)\n", "plt.show()" ] }, { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [ - "np.random.normal?" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [ - "log_sigma = data['log_sigma_top'][0][6000]" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "9.4616644832502051e-07" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data['precision_top'][0].mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "3.7362993798852602e-07" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.exp(-14.8)" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "collapsed": false, - "deletable": true, - "editable": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "1103.7680422909621" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data['sigma_top'][0].mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true - }, - "outputs": [], - "source": [ - "import pymc" - ] - }, - { - "cell_type": "code", - "execution_count": 105, + "cell_type": "markdown", "metadata": { - "collapsed": true, "deletable": true, "editable": true }, - "outputs": [], "source": [ + "This suggests the protein concentration that produces free energies with the lowest variance is about 0.1$\\mu$M. This is more reasonable that what was suggested for the coefficient of variation.\n", "\n", - "pymc.Normal?" + "However, the relative error is very high, suggesting the squared bias is of a similar relative magnitude to the variance." ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true, - "deletable": true, - "editable": true + "collapsed": true }, "outputs": [], "source": [] diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index a242796..40448be 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -6,20 +6,40 @@ class AssaySimulator(object): """ - Class to simulate fluorescence assays using an AssayTools pymc model + Class to predict fluorescence data using an AssayTools pymc model. + + Example + ------- + Decide what concentrations of the ligand (in M) you would like to predict the fluorescence for. For instance: + >>> l_total = 10 ** (np.linspace(-10, -5, num=12)) + + Given PyMC simulation data from assaytools, initialize the class + >>> sim_assay = AssaySimulator(pymc_data=data, l_total=l_total, inner_filter=False) + + By default, if no sample_index is specified, assaytools parameters will be drawn from the PyMC posterior. If you'd + like the use the assaytools expectation values, then + >>> sim_assay.set_mean_parameters() + + Predict the fluorescence given the assaytools parameters. + >>> fluorescence = simulate_fluorescence() + + You can see how the fluorescence is expected to be at specific protein concentrations (in M) with + >>> fluorescence = simulate_fluorescence(p_total=10E-6) + """ - def __init__(self, pymc_data, L_total, sample_index, P_total=None, inner_filter=True, geometry='top', assay_volume=100E-6, well_area=0.3969): + def __init__(self, pymc_data, l_total, p_total=None, sample_index=None, inner_filter=True, geometry='top', + assay_volume=100E-6, well_area=0.3969): """ Parameters ---------- pymc_data: dict Dictionary of pymc variables that have been simulated. - L_total: numpy.ndarray + l_total: numpy.ndarray Array of ligand concentrations in M. sample_index: int - The iteration number from which pymc model parameters will be selected. - P_total: float - Concentration of protein in M. + The iteration number from which pymc model parameters will be selected. If None, a random draw will be made. + p_total: float + Concentration of the protein in M. inner_filter: bool Whether to account for the inner filter effect. geometry: str @@ -33,13 +53,18 @@ def __init__(self, pymc_data, L_total, sample_index, P_total=None, inner_filter= # Non pymc paramters self.path_length = assay_volume * 1000 / well_area self.inner_filter = inner_filter + self.geometry = geometry + # Unpack the pymc parameters for a given MCMC iteration index. + if sample_index is None: + sample_index = np.random.choice(len(pymc_data['DeltaG'][0]), size=1) + self.DeltaG = pymc_data['DeltaG'][0][sample_index] - self.L_total = L_total - if P_total is None: - self.P_total = 1E-6 + self.l_total = l_total + if p_total is None: + self.p_total = pymc_data["Ptrue"][0][sample_index,:].mean() else: - self.P_total = P_total + self.p_total = p_total # Pymc fluorescence parameters self.F_buffer = pymc_data['F_buffer'][0][sample_index] @@ -51,16 +76,52 @@ def __init__(self, pymc_data, L_total, sample_index, P_total=None, inner_filter= if self.inner_filter: epsilon_em = pymc_data['epsilon_em'][0][sample_index] epsilon_ex = pymc_data['epsilon_ex'][0][sample_index] - self.IF_i = pymcmodels.inner_filter_effect_attenuation(epsilon_ex, epsilon_em, self.path_length, self.L_total, geometry) - self.IF_i_plate = np.exp(-epsilon_ex * self.path_length * self.L_total) + self.IF_i = pymcmodels.inner_filter_effect_attenuation(epsilon_ex, epsilon_em, self.path_length, self.l_total, self.geometry) + self.IF_i_plate = np.exp(-epsilon_ex * self.path_length * self.l_total) # Select the parameters for the noise based on where the fluorescence was taken - if geometry == 'top': + if self.geometry == 'top': self.sigma = pymc_data['sigma_top'][0][sample_index] else: self.sigma = pymc_data['sigma_bottom'][0][sample_index] - def simulate_fluorescence(self, DeltaG=None, P_total=None, noisy=True): + def set_mean_parameters(self, pymc_data, t_equil=None): + """ + Set the assaytools parameters to their expectation values, with the exception of p_total and l_total. + + Parameters + ----------- + pymc_data: dict + Dictionary of assaytools pymc variables that have been simulated. + t_equil: int + The iteration number from which the pymc MCMC samples are considered "equilibrated". i.e. the end of the + burn-in period. + """ + if t_equil is None: + t_equil = 0 + + self.DeltaG = np.mean(pymc_data['DeltaG'][0][t_equil:]) + + # Pymc fluorescence parameters + self.F_buffer = np.mean(pymc_data['F_buffer'][0][t_equil:]) + self.F_plate = np.mean(pymc_data['F_plate'][0][t_equil:]) + self.F_PL = np.mean(pymc_data['F_PL'][0][t_equil:]) + self.F_L = np.mean(pymc_data['F_L'][0][t_equil:]) + self.F_P = np.mean(pymc_data['F_P'][0][t_equil:]) + + if self.inner_filter: + epsilon_em = np.mean(pymc_data['epsilon_em'][0][t_equil:]) + epsilon_ex = np.mean(pymc_data['epsilon_ex'][0][t_equil:]) + self.IF_i = pymcmodels.inner_filter_effect_attenuation(epsilon_ex, epsilon_em, self.path_length, self.l_total, self.geometry) + self.IF_i_plate = np.exp(-epsilon_ex * self.path_length * self.l_total) + + # Select the parameters for the noise based on where the fluorescence was taken + if self.geometry == 'top': + self.sigma = np.mean(pymc_data['sigma_top'][0][t_equil:]) + else: + self.sigma = np.mean(pymc_data['sigma_bottom'][0][t_equil:]) + + def simulate_fluorescence(self, DeltaG=None, p_total=None, noisy=True): """ Predict the fluorescence of the complex using AssayTools posterior for a given protein concentration and range of ligand concentrations. @@ -69,7 +130,7 @@ def simulate_fluorescence(self, DeltaG=None, P_total=None, noisy=True): ---------- DeltaG: float The binding free energy in thermal units. - P_total: float + p_total: float Concentration of protein in M. noisy: bool Whether to add detector noise to the predicted fluorescence. @@ -79,33 +140,33 @@ def simulate_fluorescence(self, DeltaG=None, P_total=None, noisy=True): Fmodel: numpy.ndarray The expected fluorescence given the supplied model parameters """ - if P_total is None: - P_total = self.P_total + if p_total is None: + p_total = self.p_total if DeltaG is None: DeltaG = self.DeltaG # Predict the concentrations of the complex, free protein and free ligand - [P_free, L_free, PL] = TwoComponentBindingModel.equilibrium_concentrations(DeltaG, P_total, self.L_total) + [P_free, L_free, PL] = TwoComponentBindingModel.equilibrium_concentrations(DeltaG, p_total, self.l_total) # Model the fluorescence if self.inner_filter: Fmodel = self.IF_i * (self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length) + self.IF_i_plate * self.F_plate if noisy: - Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) + Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.l_total)) else: Fmodel = self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length if noisy: - Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.L_total)) + Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.l_total)) return Fmodel - def fit_deltaG(self, P_total=None): + def fit_deltaG(self, p_total=None): """ Estimate the binding free energy given the fluorescence model parameters using least-squares fitting. Parameters ---------- - P_total: float + p_total: float Concentration of protein in M. Returns @@ -114,22 +175,22 @@ def fit_deltaG(self, P_total=None): The estimated binding free energy in thermal units """ - if P_total is None: - P_total = self.P_total + if p_total is None: + p_total = self.p_total # The fluorescence data that will be fit to - target = self.simulate_fluorescence(P_total) + target = self.simulate_fluorescence(p_total) def sum_of_squares(DeltaG, target=target): """ The sum of squares between model fluorescence and the target """ - model = self.simulate_fluorescence(DeltaG, P_total, noisy=False) + model = self.simulate_fluorescence(DeltaG, p_total, noisy=False) return np.sum((model - target)**2) # Start the initial guess within about 10% of the "true" value - guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG) ) + guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG)) fit = optimize.minimize(sum_of_squares, guess, method='BFGS') - return fit.x[0] \ No newline at end of file + return fit.x[0] From 83673696e9e97acc0bb78264bd0f0ec0161e9304 Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Fri, 7 Apr 2017 10:25:20 -0400 Subject: [PATCH 04/12] Added a simple function to compute the coefficient of variation, variance, and bias for different experimental parameters. The jupyter notebook was updated to reflect this. Two superfluous files were removed. --- experimental_design/ExperimentalDesign.ipynb | 158 ++++++++++++------- experimental_design/assay_simulator.py | 93 ++++++++++- experimental_design/inputs_p38_spectra1.py | 21 +++ experimental_design/test_assay_simulator.py | 17 +- 4 files changed, 223 insertions(+), 66 deletions(-) diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb index f7d3bb6..93ff853 100644 --- a/experimental_design/ExperimentalDesign.ipynb +++ b/experimental_design/ExperimentalDesign.ipynb @@ -19,15 +19,21 @@ "from assaytools import pymcmodels\n", "from assaytools.bindingmodels import TwoComponentBindingModel\n", "\n", - "from assay_simulator import AssaySimulator " + "# The functions this notebook will demonstrate\n", + "from assay_simulator import AssaySimulator, predict_assay_error" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "# Estimating optimal protein concentrations for p38-Bosutinib\n", - "### Demonstrating how `AssaySimulator` can be used to simulate fluorescence data" + "### Demonstrating how `AssaySimulator` can be used to simulate fluorescence data\n", + "\n", + "The `AssaySimulator` is a simple class that takes the output data from the `assaytools` PyMC modelling and is able to simulate fluorescence data for the same complex under different conditions, such as protein concentration. " ] }, { @@ -87,9 +93,6 @@ "DeltaG_samples = data['DeltaG'][0]\n", "(t_equil, g, N_eff) = timeseries.detectEquilibration(DeltaG_samples, fast=True, nskip=1)\n", "\n", - "# Indices to sub sample the posterior density of assaytools\n", - "samples_indices = timeseries.subsampleCorrelatedData(DeltaG_samples[t_equil:],g)\n", - "\n", "# Seeing the mean of the free energy\n", "mean_DeltaG = np.mean(DeltaG_samples[t_equil:])\n", "print('Expected free energy = {0} (thermal units)'.format(mean_DeltaG))" @@ -97,7 +100,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "## Plotting fluorescence for different protein concentrations\n", "Example of using the class `AssaySimulator` to draw possible fluorescence data." @@ -107,14 +113,16 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { - "image/png": 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1NcWyZctEZhPk8/kICQnBgAEDYGRkxEwJLGznzp0YNGgQDAwMMGzYMJG6bczx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jc3l08//RRPT09Wr16Np6cnvr6+VFRUoNPpiI2Nxc/PD2dnZx544AGio6MpLy/X53L//v1kZ2fr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\nIYQQndj/AJD4DMUWT5bHAAAAAElFTkSuQmCC\n", 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Hu7t7s+qgJXr37s0EAYDwddlYIGBvb8/8LS4uDh6PV6+7rTbB00kvX75krpVr1641eX11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\n4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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -128,9 +136,8 @@ "\n", "# Initialize the class using assaytools PyMC data:\n", "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, inner_filter=True)\n", - "# By default, assaytools parameters are drawn from the posterior. \n", "\n", - "# One can set the parameters to their mean values with\n", + "# By default, assaytools parameters are drawn from the posterior. Setting the parameters to their mean values:\n", "sim_assay.set_mean_parameters(data, t_equil)\n", "\n", "# Plotting fluorescence for protein concentrations using the mean assaytools parameters\n", @@ -147,23 +154,29 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ - "## Plotting fluorescence for different binding energies" + "## Plotting fluorescence for different binding energies\n", + "### The inner filter effect is active" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { - "image/png": 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LSwt3d/dCy20Fyd+dFB0dLY+Vs2fPlji+KhJCEXjLqV69Or1796Z3795kZ2fz66+/Mn36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\nKcTtkh4BIezsypUrLFmyhNTUVLRaLYGBgYwZM4annnoKhULR0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cGDZsmHy/CvPDDz/QunVrbG1t6dChgzwvAfxXPbNv3z78/f1xcHCgadOmhIeH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\nZOrUqQDcdtttlJeXs2zZMqZMmWJ57h133GEZwBgfH8+WLVvYt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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -191,6 +204,57 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### The inner filter effect is inactive" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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WrbG1taV9+/ZyXAL4Z3pm//79+Pv74+DgQNOmTVm8eLFKGy+Sb8uWLbi5ubFi\nxQrc3Nxo1qwZaWlpZGRkMHPmTNzd3XF2dmbSpEl8++23+Pj4FHotAG7evElAQIAchXDs2LEqMQbS\n0tKYNGkSnp6e2Nvb06lTpwLxPAT/bYQiIPjPERUVxdChQ6lZsyaLFi3C3d2dadOmFVk+PDyc+vXr\n4+zsTHh4OF9//TVffvklkOsnMHXqVACmTJnC6tWr6dOnD6GhoVhZWTFw4MACL7jly5czY8YMJk6c\niKWlJVu3bmX06NG4urqyZMkSPvroI+bMmcOKFStU6s2ePRtTU1PCwsL45JNPWLt2LREREQAsWrQI\nMzMzfH19Cw3TnJ+goCDq169PWFgYDg4OjBkzhv379xdZfvPmzZw/f57Zs2czbdo0Tpw4IQebyZNr\n3bp1DBw4kG+//ZbLly+za9euYmW4ceMGCxcuJDAwkJCQEDIyMhg+fLis2Bw6dIiRI0diZ2dHaGgo\nTZo0YfTo0cW2+fx1yguHfPDgQZRKJYsXL6Zv375IksTQoUPZsWMHI0aMIDg4GC0tLfz8/ORgR+np\n6fTp04czZ84wefJk5s6dy+PHj+ndu7ccmrgw8sJ7t2vXjiVLltCkSRNGjRpVYDwmTpyIg4MDS5Ys\nwdvbm6CgIDk4Vknkg9yoedu3b2fevHlMnDgRXV1dvvjiC7Zs2UJgYCDz58/n1q1brF69ukh5Hz9+\nTK9evbh37x5z585l+vTpREVF4e/vL0cvnDVrFsePH2fSpEksW7aMWrVqMXz48NcawVTwjvMvbm8s\nELwRPvvsM6lt27Yqe/nPmDFDsra2lv744w9Jkgrucf58rIS8Pc3zysfExEjW1tZSRESESl99+vSR\n/Pz8VOqsXr1azs/JyZE8PT2l0aNHq9RbtGiR5OTkJKWmpkqSlLtH/YABA1TKfPTRR9LgwYPl4xft\nd5+3j/uYMWNU0rt27Sr17Nmz0PPq3bu31KhRIyk9PV0uP3v2bDlmQmJiolSvXj1p6dKlcn56errk\n7u6uMn75YzksXLhQsra2ls6fPy/n7927V7K2tpb3hO/Ro4fUu3dvFTm/+uorlX3qC+P56zR+/HjJ\n2tpaSkpKktMOHTokWVtbS0ePHpXTsrKypNatW0sTJkyQJEmSfvjhB6levXpSTEyMXObp06dSw4YN\npZCQkEL7fvLkiWRnZyd9++23KukTJ06UWrRoIUnSP9dg6tSpcn5OTo7UqFEj6auvviqxfHmxIX77\n7Te5TGztUXRYAAAgAElEQVRsbIHYEGlpaZK7u7vk7e0tp+W/FvPmzZNcXFxUYkzcunVLqlevnrR1\n61ZJkiTJ19dXmjJlipyfkZEhzZkzR7p8+XKh4yD47yEsAoL/HGfPnqVp06Yq8d5bt279Sm3m+Qx4\neXmRnZ0t/zVr1oyzZ8+qxIavWbOm/P/169d59OgRzZs3V6nn5eVFamoqf/zxh1zWwcFBpc+KFSuq\nODSWFF9fX5Vjb29v/vjjD5WwyvmxsbFBW1tbPq5UqZIcve/8+fPk5OTg5eUl52tra9OsWbNiZdDQ\n0MDW1lalTciNCpiRkcH58+dp0aKFSp02bdqU4OwKYmpqqhIp7sSJE5QrVw5XV1d5vAE8PT05fvy4\nXKZ69epUr15dLqOjo4OLi4tc5nmioqLIyMgo9Frevn1bZVoh/zy9mpoa5ubm8rUsiXx55L+XTp06\nBUDLli3ltHLlyhV7LU6cOIGjoyOGhoZyX5UrV6ZWrVrytFbDhg2JiIhgyJAhhIeHk5iYyIQJE144\nBSX47yCcBQX/OZKTkzExMVFJq1Chwiu1mZSUBKDyQsxPYmKi/L+pqWmBeqNHjy7U9B0XFyf/X65c\nOZU8NTW1l9o3oHz58irHpqamZGdnFxma9/l+80KzAnKs+dKOp5aWlkp897z/lUolT548QalUqoxT\nYXKXlOfrJSUl8ezZMxVFJI+88MdJSUnExsbK0wv5qVGjRqH95F3Lnj17FpofFxeHubk5ADo6Oip5\n+a9lSeTLI/8YJSYmoqmpKYf2zaO4a5GUlMT58+cLPU8zMzMAJk+ejLm5OT/99BO///47ampqNGvW\nTJ6qEvz3EYqA4D+HsbEx8fHxKml5D/GXxcDAAIVCwcaNG1FXVy+Qb2Jiwo0bNwqtB/Dll18Wuvqg\natWqryRXYeS9vPN4/PgxWlpa6OnplbotY2NjABISElSW673KeJYvXx5NTU0Vh7W8Pl4HBgYGlC9f\nnqVLlxZbpm7dusycObNAnpaWVpF1AEJDQwtdulizZs0SjUtJ5CuMihUrkpWVRXJysooyUNy46evr\n4+XlxbBhwwrk5d0POjo6DBs2jGHDhhEbG8vu3bsJCwsjODiY6dOnl0pGwfuJmBoQ/Odwc3Pj999/\nVzGF5zlqvSwuLi5IkkRKSgp2dnbyX2RkJGvWrEFDo3Cd2srKCmNjYx4+fKhSLykpieDgYFJSUkos\nQ/4v7OI4fPiw/L8kSezZswdXV9cS18+Pk5MTWlpaKl7k2dnZHD16tNRt5aGuro6jo2MBB8Z9+/a9\ndJv5cXFxISEhAV1dXZUx3759Oz///DMAzs7O3LlzBwsLCznf1taWNWvWcODAgULbdXBwQFNTk/j4\neJV2r169Smho6GuVrzCcnJxQU1NTGbfMzEyV611YX7GxsdjY2Mj9WFtbs2jRIs6cOUNOTg4dOnRg\nzZo1QO79OnToUBwdHbl//36Jz0nwfiMsAoL/HEOGDKFLly589tln9OrVi+joaNavX/9KbdarVw9f\nX1/Gjh1LYGAgtWrV4uTJkyxevJgBAwYU+ZLV0NDg888/53//+x8A7u7u3Llzh/nz51OjRo1SWQQM\nDQ25ePEiJ0+exNXVVcUHIj+bN2/GzMwMW1tbfvzxR2JiYuRVEKVFX18ff39/li9fjo6ODvXq1eOH\nH37g8ePHBfZiKA2fffYZ/fr1Y/LkybRp04aoqCi+//57oOQKT1F4e3tjZ2fHoEGDCAwMpHLlyuze\nvZsNGzbIX7hdu3Zl3bp19O/fn0GDBmFsbEx4eDi//fYbH374YaHtmpqa4ufnx//+9z+ePHmCvb09\nly9fZsGCBbRo0QJ9ff0SWQRKIl9hVK9enQ8++ICZM2eSlpaGhYUFa9euJS4ursgNhPr168dPP/3E\ngAED6NOnD5qamqxatYqoqChGjBiBuro69vb2hIaGoq2tjZWVFefPn+fMmTPCGlCGEIqA4D9HnTp1\nWLVqFXPnzuXzzz+nZs2afPnll4wdO/aV2p03bx7BwcEsW7aM+Ph4LCwsGD16NP7+/sXW6927Nzo6\nOqxZs4ZVq1ZhbGxMmzZtGDlyZJEv88IYPHgwU6dOZeDAgezevVt2wHueyZMnEx4eTkhICFZWVixb\ntgwXF5dSnWt+hg8fjo6ODuvXryc5OZnWrVvTvXv3Ip3qSoK7uztz584lNDSUbdu2Ub9+fUaPHs2c\nOXPQ1dV96XYh1+KwcuVK5s2bxzfffENKSgrVq1dnzpw5dO7cGchVcNavX8/cuXOZNm0amZmZ1KlT\nh7CwsGKd78aOHYupqSkREREsXLgQc3Nz+vbtS2Bg4GuVryimTZuGjo4OQUFBZGdn06FDB9q0aUNM\nTEyh5atUqcKGDRv45ptvGDt2LAqFggYNGrB69Wp5t8zJkyejq6vLkiVL5Pt6/PjxdOvWrcTnJHi/\nEWGIBQLBW2fv3r1Uq1YNa2trOS08PFzex+B5hzhBri/A0aNH8fb2Rl9fX07v2bMnFSpUYNGiRf+i\ndIL3GWEREAgEb53ff/+dI0eOMHr0aCpXrsy1a9dYsGABH374oVACikBHR4fp06fz66+/0rNnTzQ0\nNNi1axdRUVHFbiokELwIYREQCARvndTUVObPn8++ffuIj4/H3NycDz74gM8++6xIr30B/PHHHyxY\nsIALFy6QlZWFjY0NQ4cOfeVgVIKyjVAEBAKBQCAow4jlgwKBQCAQlGHKpI9AXNzT196miYkuiYml\n3w5W8A9iDF8dMYavjhjDV0eM4avzJsbQzMyg0HRhEXhNaGgU3G1OUDrEGL46YgxfHTGGr44Yw1fn\nbY6hUAQEAoFAICjDCEVAIBAIBIIyjFAEBAKBQCAowwhFQCAQCASCMoxQBAQCgUAgKMMIRUAgEAgE\ngjKMUAQEAoFAICjDCEVAIBAIBIIyjFAEBAKBQCAowwhFQCAQCASCMkyZjDUgEAgEAsG7iCRJ/Hng\nDOknj1CjSyfMa1d/430Ki4BAIBAIBO8Adx6lELTuBMoflmN8NYroH7e9lX6FRUAgEAgEgn+R5LRM\nth2+zsGouzSPO42uMgOAyg2d3kr/QhEQAJCWloqfXw8CA0fg7d1STvf0bFhknUmTptG2bYdC85KT\nkwkJ+ZajRw+jVCpp3tyHzz8fiZ6efpHt2djYEBAwnF69/ArkzZo1jV27fin2HPr1G4i//+BiywgE\nAsG7QnaOkn1n7vDz0Rs8y8jGKOspLk8uA6BrY4NFy6ZvRQ6hCAhIS0tlwoTRPHz4oEDekiWrC6SF\nhQVz795dGjduUmSbkyeP4969u4wZM5GMjHRCQ4NJSIhn7tygl5Lx008H0LFjF/l45sypWFpa0rfv\nADnN3Nz8pdoWCASCt4kkSZy/Fk/4/hgeJqTJ6R+mX0BDUgJQe0A/0hWKtyKPUATKOOfOnWHevDkk\nJCQUmm9ra6dyfOjQAf74I4qFC5dgYmJaaJ2zZ09z9uxpli5dQ4MGtgCYmZkzYkQA0dGXsbGpW2o5\nLSyqYmFRVT7W0dHB2NikgHwCgUDwLnM3LoWN+2O4eP2fZ25FU1162Wigve4qAAZujTGwrkN63NO3\nIpNwFizjTJw4Biur2syfv/CFZTMzMwkJ+ZYWLVrj7Fz0lMGpUycwMTGVlQAAZ+eG6OnpceLEsRLJ\npVQqmTJlAm3aeHP16pUS1REIBIJ3lZRnWXz/WzRTV52SlYBy2hr09KnNV/1dMTq6CwCFhgYVOnd9\nq7IJi0AZJyxsOVZWtbl//94Ly27btpm4uEcMHTqs2HK3b9+iatWqKmlqampUqlSF27dvlUiub7+d\ny/Hjx1iwIJQ6daxLVEcgEAjeNbJzlPx+7i4/H7lOano2AAoFNHe04KOmNTHQ1eLpqZOkx14DwLiV\nL5rlK7xVGYUiUApi7yWz/eh10jNzCuRpaqmTVUj660ZHS50PPGpiVcXwtbRnZVW7ROWUSiWbNm2k\nRYtWVKpUqdiyaWmplCunVyBdV1eX1NTUF/a1atUydu7czrx5wcL0LxAI3lv+uBZP+P6r3I//xw+g\nXnUTPm5Rh6rmuY7TyqwsHm/+EQB1AwNM2xXugP0mEYpAKdhz+jbnr8X/22JQTluDQR82KHF5pVKJ\nUqmUjxUKBerq6qXq8/Tpk9y7d5evvprzwrKSJKGmVvisk5pa8c4ve/f+ypUr0XTo0LHY6QeBQCB4\nV7kfn8rGfTH8GfvP+8LcuBw9fGrjWKcCinxOgEn795L1OA6A8h92Qr1cOZ5mpnDr3g0s1C1RVyvd\ns/pleOuKQKdOndDXz9WEqlatypAhQ5gwYQIKhYI6deowdepU1NTUiIiIYOPGjWhoaDB06FC8vb1J\nT09n7NixxMfHo6enx9dff42pqSlRUVHMmjULdXV1PD09CQwMfCOyt2poSXpG9r9uEWjlalmqOqtX\nL2f16uXycaVKldm0aXup2jh06AAWFlWpW7f+C8vq6ekTH/+4QHpaWhrVqhW/S1ZMzFUaNWrM7t07\n+fhjP6pXr1EqOQUCgeDfIuVZFj8fuc7v5+6So5QAKKetzgdNatLCpSqaGqofSDlPn5Lwy88AaFWu\ngmFTL04/OEf4lW2kZT+jdXVvOtZq+8blfquKQEZGBpIksW7dOjltyJAhjBgxAjc3N7788kv27duH\no6Mj69atY/PmzWRkZNCrVy88PDz44YcfsLa25vPPP2fHjh2EhYUxefJkpk6dSkhICJaWlgwaNIhL\nly5Rv/6LX1ilxaqKIcO7ORSaZ2ZmQNxb8vAsLR07dsbD45/1qJqaWqVu48SJSLy9fUpU1tKyGn/+\neV4lTalU8uDBPVq3blNs3Z49P8Hffwi9e3dn3rw5hIQsLbWsAoFA8DbJUSo5cO4e2w7H/uMHADR1\nqEJnLysM9Qp/5sZv/wnls2cA6H/UkVWXN3Lu0R9yvlm5t+Mr8FYVgcuXL/Ps2TP69+9PdnY2o0aN\n4uLFizRq1AgALy8vjh49ipqaGk5OTmhpaaGlpUW1atW4fPkyZ86cYcCAAXLZsLAwUlJSyMzMpFq1\nagB4enpy7NixYhUBExNdNDRev7nFzMzgtbf5OsiVy6rYMhkZuXP6hoblCpxHQkIC9+/fxd29UYnO\nsUWLZqxbt5r7969jb28PQGRkJKmpqbRs2bzYNqpWrUzVqhWYMmUSAQEBHDmyl06dOhUop6Ghho6O\n5js75v8mYkxeHTGGr05ZGcOz0Y9Y8dMFbj/850PQrlYFBnS0xcrCqMh6z+7e4+rB3wFQ2NTk2/Tf\nePIktw1DbX0GNuyFW9X/4M6COjo6+Pv7061bN27cuMHAgQORJEmeL9HT0+Pp06ekpKRgYPDPTaSn\np0dKSopKev6yeVMNeem3b98uVo7ExLRi81+Gd9kiUBISEnKd+JKTnxU4j7Nnc7/ujYzMCz3HxMRE\n7t69Q82aNdHT06dWrQbUr29LQMBnBAQMIzs7m9DQYJo08aRixerFjlNKSgZxcU+xt2+Eu7sH//vf\n/7C3d8XQUPUHlZ2tJD09670e8zfB+34fvguIMXx1ysIYPkhII3zfVRW/sQpGOvTwqY2ztRkKhaLY\nMbi7bBVSTg4SsN4qiScZmgA4VGjAx3W7YGVR+bWPYVHK2VvdR6BmzZp8+OGHKBQKatasibGxMfHx\n/wxiamoqhoaG6Ovrq3iXp6amYmBgoJJeXFlDw9fjUS/IJTExEUBFOctPZOQRhgzpR3R07taYCoWC\nr7/+Fjs7B+bOnc2iRQvw8GjK1KkzS9Xv8OFjSEtLIyzsxXscCAQCwdsgLT2LjfuuMmXFCVkJ0NZS\np0szK2YNdMPFxlzFGbDQNqIvkxp1DoBLVjo8NtGknIYOfer1YKBdHwy0it6K/U3wVi0CmzZt4sqV\nK0ybNo2HDx+SkpKCh4cHJ06cwM3NjUOHDtG4cWPs7e0JCgoiIyODzMxMrl27hrW1Nc7Ozhw8eBB7\ne3sOHTqEi4sL+vr6aGpqcuvWLSwtLTly5Mgbcxb8L1O5chWOHDldaF6LFq1o0aJVkXXbtfuAdu0+\nUEkzMTEt0QqD/ERHR6towFWrWrJ/f+EbEK1Zs6FUbQsEAsGrkKNUcuj8fbYeiiXlWRaQ6wfgYV+Z\nLl5WGOlrl6idjKx0rqxdgi6QpQ6R9nrUNalD73rdMNExfnMnUAwKSZKkt9VZZmYmEydO5N69eygU\nCsaMGYOJiQlTpkwhKysLKysrZs6cibq6OhEREYSHhyNJEoMHD8bX15dnz54xfvx44uLi0NTUZP78\n+ZiZmREVFcXs2bPJycnB09OTkSNHFivHmzBZlQVT2JtGjOGrI8bw1RFj+Or818bw0o0ENu67yp24\nf6zPdaoa8XHLOtSoVHIL9PUnNzn001LcD+Vu4HbKzgDLLh/T1MK9gBXhTYxhUVMDb1UReFcQisC7\niRjDV0eM4asjxvDV+a+M4cPENCL2x3Du6j/Locsb6tDdpzYNbcxeOAWQR5Yym53X9/D7td/x2/4Y\ng2dK0nU1qTh9GhVNLAqt8zYVAbGhkEAgEAgE+UhLz+aXyBvsOXVb3g9AW1Oddu7V8XW1REuz5KvO\n7jy9x9q/wrmbch/Xy6kYPMvd3K1at94YF6EEvG2EIiAQCAQCAaBUShz+4x5bD8WSnJYlp3vYVqJz\ns1qYGJTMDwAgR5nDnlsH2Xl9DzlSDrrPcmh0KXfPAK2qlhjl29vl30YoAgKBQCAo80TfSuSHvVe5\n9ShFTqttkesHULNy6VaiPUyLY92lcK4n5wZZU1Oo0e26ARrZuasMzLr3RFHENuz/BkIREAgEAkGZ\nJfFpBhv2XOHMlTg5zdRQm67Na+FWr2KJ/QAAlJKSQ3ci2XZtJ1nKXItCRV1zeps0I3tDGAB6dvbo\n1S95rJi3gVAEBAKBQFAmeZKaydcbzvIo8W+TvYYa7RpXx9etGtql8AMAiH+WyPeXf+RKYoyc5m3p\nyYdWbXm0MJhsSQI1NSp06/Faz+F1IBQBgUAgEJQ5UtOz+DY8SlYCGtY1p6dPbUwNdUrVjiRJHL9/\nmk1XfyY9JwOA8jom9K7XHWuTWqRe+JO0ixcAMGraDO0q74aDYH6EIiAQCASCMkVGZg5BP57n9t/+\nAE3tK/Np27qlmgYAeJLxlB+iN/Hn47/kNI8qjehcuwM6GjpISiVxP4YDoKajQ/mOBeOmvAsIRUAg\nEAgEZYasbCWLtvzBtbvJADS0MaNvm9IrAWcf/cHG6C2kZuXGrjHSMqBX3a7YVqgnl3ly5BCZd+8A\nYNquAxrv6Pb3QhEQAJCWloqfXw8CA0fg7d1SJa9Pnx7Exl5TSTMyMmLHjn1Ftvfw4QMWLQri3LnT\nKBRqNGrkRmDgSExMTIusY2NjQ0DAcHr18iuQN2vWNHbt+qXYc+jXbyD+/oOLLSMQCMouOUoly7Zf\n5OKN3PgptjVNGfhBA9TUSq4EpGalEXFlG6cfRslpDSs60t36I/Q0deU0Zfoz4rdtAUDDtDzGLVu/\nprN4/QhFQEBaWioTJozm4cMHBfKysrK4efMGQ4YE4ujoIqdraBR962RnZzNu3AjS09MZM2YikiQR\nFhbC+PGjWLx4JerqpQ8B/emnA+jYsYt8PHPmVCwtLenbd4CcZm5uXup2BQJB2UApSXy3K5oz0bmr\nA2pXNeKzTnZoapR8Gd/F+Mus/+tHnmTm7vinp6lLT5vOOJvbFyib8OtOcpJzrQ4VOndBTUvrNZzF\nm0EoAmWcc+fOMG/eHBISEgrNv3EjlpycHJo2bU716jVK1GZ09GWuXYshOHgxLi6uAOjp6TNqVCBX\nr0ZTt279UstpYVEVC4uq8rGOjg7GxibY2tqVui2BQFC2kCSJ8H0xHPnzPgDVzPUZ0dUeba2SfZSk\nZ6ezJeYXjt47KafZlq9Hr7pdMdIuuG1vVkICib/tBkC7Rk0MGjUutbwZ6dlIklTqKYuX4d3Z0UDw\nrzBx4hisrGozf37hoX5jYq6ira1N1aqWJW4zKysTAD09PTnN0NAIgOS/NeQXoVQqmTJlAm3aeHP1\n6pUS9y0QCATPs/3oDfacvg1ARVNdRvVwRFdHs0R1rybGMvtkkKwE6Khr80ndbgyx/7RQJQAgfutm\npMzc5+DLbB50ZE8MX0/axaWo+6Wq97IIi0AZJyxsOVZWtbl//16h+deuxWBoaMTUqRM5efIECgV4\ne7dk2LBR6OrqFVrH1tYea2sbli4NZfz4KQAsXhyCuXlF7O0dSyTXt9/O5fjxYyxYEEqdOtYvd3IC\ngaDMs+f0bbYduQ7kbhQ0pocjhnovNtNn5mSxPfZXfr99BInceAPWxrXoXa875cuZFFkv/eYNkiOP\nAqDv5IKutU2p5H388CkXzt4FIDnpWanqvixCESgFN5Jvsev6PjL+XiuaH01NdbKyct64DNrq2rSt\n2YIahtVeS3tWVrWLzb927SoJCfHUrm1Nt24fc/VqNCtWLOX+/XsEBy8utI6Ghgbjxk1izJhhdO3a\nAci1CISELEVH58VrdFetWsbOnduZNy9YmP4FAsFLc/TP+/yw9yoABrqajO7hSHmjFz+DbibfZu2l\ncB6kPQJAU02DjrXa0axqE9QURX/dS5JEXMTG3AN1dSp07VZqmU8dvgGAQk1BfcfKpa7/MghFoBT8\nfvsIF+L/enHBN4yOhjb9GvQqcXmlUolSqZSPFQpFiR32hg79nMzMLPmF7ODghImJKVOnfsH58+dw\ncHAqUOfq1Wg+/3ww1tZ1+eKLvigU8MMP3zNqVCChocuLnWbYu/dXrlyJpkOHjjg7NyzxOQoEAkF+\nzkTHsWpn7vO6nLY6o7o7Url84VbMPHKUOey6sY/dN/ejlHKfmTUMq9GnXncq6r3YGTn1fBTPoi8D\nYOztg1bFSqWS+eG9ZG7E5MYjcGxoiZGJ7gtqvB6EIlAKvC09Sc/O+NctAj6WpYtatXr1clavXi4f\nV6pUmU2btpeorrV13QJpbm5NAIiJuVKoIrB5cwQ6OuX45ptgdHVzb2RnZ1d69+7G6tXLmTLlqyL7\ni4m5SqNGjdm9eycff+xXYgdFgUAgyOPijQSW/nwBScrdNnh4VweqVyp8Pj+PeykPWHtpI7dTcqdJ\n1RXqtKvZilbVmqGu9uIPJyk7+5/Ng3T1KN+hY6nlPnU4dwpDTU1B01Z1yMp58+8UEIpAqahhWI2h\nDv0KzTMzMyAu7ulblqhkdOzYGY98IS81NUu2jCU7O5vffttF7dp1VBSCjIx0AIyMjAut9+jRQ6ys\naslKAIC2tjY2NnW5ceN6sX327PkJ/v5D6N27O/PmzSEkZGmJZBUIBAKAa3efsGjzn2TnSKirKfis\nsx3WloU/qyA3UNC+W4f4JXY32VLui9dCvzJ96vWgqkGVEvebdOgAWX8vwS7f4UPU9fVLJff920nc\nvp67v0E9x8oYm+q+tXeKWDVQBqhQwYy6devLf7VqFe8XkIeGhgYrVy5l1aplKukHDuxHQ0MDW9uC\na2cBLC2rce3aVdLS0uS0rKwsrlyJpnLl4n9YxsamaGtrM3z4KM6dO/PCTYQEAoEgj9uPUlgQcZ6M\nrBwUChj0YQPsrMoXWyfiyk9su7aTbCkHBQpaV/dmbMPPS6UE5KSlEv/zNgA0zcwx9mlRatlP/u0b\noK6uwNm9eqnrvwpCERAUS58+/Tly5BBBQfM4deoE69atJjQ0mK5de1KpUq4jS2JiIhcu/Elqau6+\n3d279yIrK4uxY4dz5MhBjh49zPjxI3n8OI7evfuWqF9Pz2a4u3sQGhpEcvKTN3Z+AoHgv8HDxDTm\nh0eRlpENQN82dXGtW/y8/uWEqxy+GwmAWbnyjHIJoGOttmiqlc5YnrDjF5Qpuc+/Cl27oShmw7XC\nuHMjkXu3kgBo4GSBvoF2qeq/KkIREBRLx46d+eKLqZw7d5rx40fx889b+fRTfwIChsllIiOPMGRI\nP6L/dpKxsKhKaOgKdHTKMX36ZGbPngYoWLp0dak2Exo+fAxpaWmEhRW+x4FAIBAAJCSnM++HKJJT\nc9fud/eujZdD8V/0GTmZbLi8GQAtdS0+dxyIlVHpv8Sz4uJI2rcHgHJ1rNEvpZOzJEmyb4CGphpO\n7q9nRVhpUEiSJL31Xv9l3sS8y7vsI/C+IMbw1RFj+OqIMXx13uYYJqdl8vX6s9yPz52K7NCkBp29\nrF5Yb9OVn/n9zhEAutXpSHNLj5fq/96SMFJO5242ZPnFl5SzenHf+bl5LZ6dP/4JgFNjSxo3rwW8\nmTE0MyvcYVJYBAQCgUDwXvIsI5sFEedlJaCFc1U6Na35wnqxT25w4E7upj9WRjXwqur+cv1fi5GV\nAINGjUutBORaA24AoKmljqPb27cGgFAEBAKBQPAekpmVQ/CmP7j5IPer2b1BRT5uVeeFe/Nn5WTx\n/V+bkJDQUNOgd92uxW4SVBSSJBEX/gMACg0NKnTpWuo2blyNJ+5v+e1dq6JTrmTbHr9uhCIgEAgE\ngveK7BwlYdsucOV2roOdY+0K9GtXD7USBOjZdWMfD//eMbB9jVYl2iioMFJOnyL97/Dsxi1bo1m+\nQqnqS5LEyb99A7S0NXBwrfqCGm8OoQgIBAKB4L1BqZRY8csl/riWuwNf3WrGDP2oARrqL36d3X56\nlz23DgBgaWBBi2peLydDVhaPN/8IgLq+AabtOpS6jWuX40iISwXA0c0S7RIGQXoTCEVAIBAIBO8F\nkiTx/W/RnPwr94u+ZmVDPu9ij6bGi3f+y1Hm8P1fP6KUlKgp1Ohdt1uJdgwsjKT9e8l6HAdA+Y4f\noa5buq2AlUqJ00duAKBTThM7F4uXkuN1IRQBgUAgELwXbDp4jQNRuVsAW1TQY2R3B8ppl2zN/p5b\nB7nz9/bBrat7l2rDoPzkPH1Kwi8/A6BVqTJGXs1L3UbMpYck/u3g6NTYEq0SnsObQigCAoFAIHjn\n2RF5g13HbwFgZqzDqB6O6JfQue5B6kN2Xc9d619JryJtapR+57884rf/hPJZbnjgCt16oChhALc8\nclVVzLcAACAASURBVHKUnPrbGqCrp0UD53/XGgBCERAIBALBO87v5+6y+WAsAEb6Wozp6YRJCXff\nU0pKvv9rk7yFcO+6XUu9c2AemQ8ekHTwdwDK1a2Hnr1Dqdu4cuEhyUm58Vqc3auhqfly0xOvE6EI\nCAQCgeCd5filB3y/OxoAPR0NxvRwxMy4XInrH7xzjOvJN4HcCLI1X2L3wDziNoVDTg4oFJh17/nC\npYrPk5Ot5PTRGwDoGWhTz7HyS8vyOhGKgEAgEAjeSaJiHrPyl7+QAG0tdUb1cMTCrORR/R4/S+Dn\na7sAqKBjSgcr35eWJS36MqlR5wAwdPdAp1rpFYq//rhPSnJuGHuXJtXRKIGT49tAhCEWAJCWloqf\nXw8CA0fg7d2yyHKzZ0/n7NnTbNq0vdj2srOz+e67lezY8TNPniRhZVWLwYMDadiwUZF1bGxsCAgY\nTq9efgXyZs2a9sJIhP36DcTff3CxZQQCwftB9K1EFm+7QI5SQkNdjWFd7KlZ2bDE9SVJ4ofLm8lU\nZgHQq25XtNVLFoK9QFtK5T+bB2lpUb5Tl1K3kZ2Vw9ljuZYJAyMd6tpXeilZ3gRCERCQlpbKhAmj\nefh3LO2iOHnyODt3bpejDhZHUNA8du/eSUDAMCwsqrJ16ybGjRvJ6tXrqV69Rqll/PTTAXTs+M+P\nb+bMqVhaWtK37wA5zdz85TYGEQgE7xbX7ycTvOkPsrKVqCkUBHxkS73qJqVqI/L+KS4nXgXAo0oj\nbExLFn69MJ6eiCTjVu5L3MS3LZompZMF4GLUPVJTcoMiNfSojnoJ9j14WwhFoIxz7twZ5s2bQ0JC\nQrHl0tLSmDt3FmZmL37Z3r59i59+2sxXX82RrQtOTi58+unHnD598qUUAQuLqlhY/LPzlo6ODsbG\nJtja2pW6LYFA8O5y93EqCyLOk56ZgwLw71APxzql27UvKeMJW2JyLYjG2kZ0qt3+peVRZmTweEtu\nlEJ1IyNMfduWuo2szBzOReaueDAyLYe1bcWXludN8O6oJIJ/hYkTx2BlVZv584sP9btkSQhVqljQ\nvPmLl90cPnwQQ0NDlbKampqsX7+JLl26l0gupVLJlCkTaNPGm6tXr5SojkAgeL+JS3rG/I3nSHmW\na87/pLU17g1KZ0KXJImN0Vt5lp3rmd/TphPlNEruXPg8iXt2k52Y+6FU4aPOqOnolLqNC2fv8iwt\n95xc/8/eeYdHVW3/+52WSTKTSS9AEiAECC2EFlpoNtAroqhIEbter18VVLxiQX52UUAQRMUuglwV\nOyCKCkivoYcSegjpbVKmnt8fJ4kgSZhyJgTd7/PwPMkpe6/ZCTnrrL3W+qS1Qq1uWo/epmWNoNGZ\nN+89XnjhVUJDw+q9ZufOHSxb9gP//e/TLo2ZmXmI+PhWrFr1K+PG3cSgQb25446x7NixzWW7Zs58\njY0b1zN9+pu0bdvO5fsEAsGlSbHZwozF6RRXh89HDkzgsu7u99/flruT3fn7AOgZnUKXiI4e22Qv\nKaZw+TIA/GLjMPUf4PYYVoudHdX9D0IjAkns0PS2MMXWgBtUHjlC4Y/f4ayqOu/cGT8tNqvd5zao\n/f0Ju3aE23KX9ZGQ0PC+mcVi4dVXX+COO+4hNjbOpTGLi4s5deokb745k/vue4CwsHA+/3wBkyY9\nzGeffUmzZg139Prww/ksW/YD06fPFqF/geAfgLnSxoz/pZNbLDfqGdY7nn/1dT8rv8xq5suD3wFg\n1Bm4ue0Ir+wq+O5bJIv89z7y5ltQefAmv2vLKSxV8rOhV1prt0sOGwPhCLhB8cqfKd+1s85zlY1o\nhzoggICE+12+3ul04nQ6a79XqVRoXOyG9eGH8wkICGD06Ftdns9ut1NUVMjcufNJSekOQHJyCrfc\ncj0LF37KpEmT67135cqfOHjwANdeO4Lu3Xu6PKdAILg0qbLamfXlTrKqBXgGdm3OzYPbePTA/OrQ\n95ht8jij2o3A6Gfw2C5L1ilK/lgNQGDnZAydOrs/RpWNnVtOAhARbSShvXu5Do2FcATcIOSKq3BW\nVdYZEdA1YkQg9Iqr3Lrno4/e46OP3qv9Piam2QXL/wAyMvbz5ZefM3fufEB+wEuSVPu1RqOp8z9r\nYGAA/v7+dO3arfZYQEAAnTp14ciRww3OefjwIVJT+7BixTLGjBnvUWKhQCC4NLDZHcxZspsjp0sB\n6JUUxW1D23vkBOzO38fWnHQAkiM60T3K/a5/Z5P3xWKQJLl50M23eDRG+uaTWC0OAHoNaNUkowEg\nHAG3CEhIoMXDj9R5LjIyiLy8ska2yDVGjBhJ/7P2tnQ612pp161bg9Vq5b777jjv3ODBfXjqqalc\nc83w8861aBHHpk0bcDgcaLV//oo5HPYL/kcYPXocd999P7feOorp019hzpx3XbJVIBBcWjicTt75\nbi/7jxcB0CUhnHuHd0Stdv9hWWmv5POMrwEI0PpzS/vrvXrolu/ZTcXePQAEDxyEvoX7egCVFVZ2\nbTkFQFTzIFq2CffYHl8jHIF/ABERkURERLp9318dCIDFixeyY8c2pk2bWe9ef2pqHxYv/ox16/5g\n0KAhAJSVlbF79y6uu+6GBucMCQlDr9czYcKjTJ78GMuX/8jVV7uv9S0QCJouTknio2UZ7DiUD0C7\n2GAeuKEzWg9r6785vJQSqxxVGJl4LSH6YI9tk5xO8r78HwAqvT/hF/ibVR87Np7EbpO3ZFMHNM3c\ngBqEIyCol7ociNDQMHQ6HUlJf2biFhUVkZV1itatW2MwGOnVqzc9eqTy6qsvUFpaQkREBAsWfAzA\nzTePcWnutLRB9O3bn7femkX//gMwmTz/jy0QCJoOkiTx+cpDrN8jNzCLjzby8E1d0XsovnOg8DDr\nTm8GICm0LX2b9fLKvpK1a7BmyW/yYdf8C22w+397ys0W9m7PAqBZbDCxrdxvQNSYNHr5YEFBAYMG\nDSIzM5Pjx48zZswYxo4dy9SpU2sT2r744gtGjhzJqFGj+P13WempqqqKhx56iLFjx3LvvffWNsBJ\nT0/n5ptvZvTo0cydO7exP44A2LBhLffffycHDmQAcjLiK69M56qrhjF//jymTJmMTufHW2/NJyLC\n9WSZCRMmUVFRwbx5Dfc4EAgElw7frT3Kr9vkB21MWCCP3pJCoL9n76QWh5WFGV8B4KfWMSbpRq/e\nvJ1VlRR8K28xaMPCCL3SM22CHRtOYLdXRwMGNu1oAIBKqsn+agRsNhsTJ07k8OHDzJs3j9dff507\n77yT3r178+yzzzJgwABSUlK46667WLJkCRaLhbFjx7JkyRIWLlyI2WzmoYceYunSpezYsYNnnnmG\nESNGMGfOHOLi4rjvvvt45JFH6Nix4bpRX+zlN+UcgUsFsYbeI9bQe8Qaek99a7hx7xnm/yDX+Ieb\n9Dx5aw/CTO436Knhq0Pf8/vJtQDc1PY6hsSleTwWQP63Syj8UU6kjrn7Pkx9+7k9hrm0ioXvbsLp\nkGjRMoTrxqR4ZIsvfg8jI4PqPN6oEYFp06YxevTo2p7we/fuJTVVFqEZOHAg69evZ9euXXTr1g0/\nPz+CgoKIj48nIyODbdu2MWDAgNprN2zYgNlsxmq1Eh8fj0qlIi0tjfXr1zfmRxIIBAKBi6zaIYfL\njQE6Jo3u5pUTcKTkOKtOrgMgIbglg2Ldf2ifja2wkKKfVwCgb9WaoN59PBpn2/rjOB3y+3XqwNZe\n2dRYNFqOwNdff01YWBgDBgxg/ny5HE2SpNqQicFgoKysDLPZTFDQn16LwWDAbDafc/zsa41G4znX\nnjx58oK2hIYG+kT+sT5vS+A6Yg29R6yh94g19J6/rmGJ2cLhrBIArkiNp3N7z/vt2xw2Fm9dgoSE\nTq3loX53EO1lHtHBhR8jWeWuhm3vu4vgaPfHKyqoIGOXnPuQ2CGKLinud0Y8m8b6PWw0R2DJkiWo\nVCo2bNjA/v37eeKJJ84RuikvL8dkMmE0GikvLz/neFBQ0DnHG7rWZLqwTGVRUYWCn0xGhBO9R6yh\n94g19B6xht5T1xqu252Ns3ojun0Lk1dr/EPmT2SVyg/cq1tdgZ/F4NV4VcePkff7KgCM3XpgjYrz\naLzflmbgrP6QKb09G6OGv+XWwMKFC/nss89YsGABHTp0YNq0aQwcOJBNmzYBsGbNGnr27ElycjLb\ntm3DYrFQVlZGZmYm7dq1o3v37qxevbr22h49emA0GtHpdJw4cQJJkli7di09e4pudAKBQNDUSD8s\nlwoa/LUkxnr+9n6y7DQ/n1gFQJyxOVfED/LKLkmS5OZBABoNETfd7NE4xYUVHKyuhGjdLoLImEsn\nqnRRywefeOIJpkyZwsyZM0lISGDo0KFoNBrGjx/P2LFjkSSJRx55BL1ez5gxY3jiiScYM2YMOp2O\nGTNmAPDcc88xadIkHA4HaWlpdO3qXTcpgUAgECiLze5gzxE5ApzcJhyNh+p7DqeDhfu/wCk5UavU\njOswCo3au23e8p3pVFZXPIUMuQy/aPfUDmvYuvYYNan3vdJaeWVTY3NRHIEFCxbUfv3ZZ5+dd37U\nqFGMGnWuXG1AQABvvnl+GVlKSgpffPGF8kYKBAKBQBEyThRjscmtdlPaut/crIaVJ1Zz0nwagKvi\nBxMX1LCA2YWQnE7yl3wJgDowkPBrPRMpKsgzc2hfLgCJHSIJjzJe4I6mhZAhFggEAoFPSa/uIKhR\nq+jcun7J84Y4U57LsmMrAYgOjGJYq8u9tqt0w3qs2bJjEXbNtWiMnj3At649BoBKBT0vsWgACEdA\nIBAIBD5EkqTa/ICklqEE6N0PRDslJwszvsTutKNCxa0dbkan0Xlll9Nmo+D7bwDQhIQQctkVHo2T\nd6aMIwfkz9e2UzSh4Z4rHl4shCMgEAgEAp9xIsdMUZkFgJREz2R415zawJGS4wAMju1PQnBLr+0q\n+WM19oICAMKvvQ61n2tibH9lyx/HgOpoQP9WXtt1MRCOgEAgEAh8xo5DebVfd010X4GvoLKQ744s\nByDcP4zhbYZ5bZPTYqHwx+8B0EVGEpw20KNxck6XcjxTdiaSkpsRHBrgtW0XA+EICACoqCjnxhuv\n5fffV553bsWKZYwfP4rLLuvPbbfdwi+//OTW2Nu3b2XAgF5s3761wevat2/PokUL6jz30kv/j7S0\nng3+++ADIVksEDQ1arYF4qKMRAS796CUJIlFGUuwOuRGP2OTbkSv8ezN/WyKf/0FR6msVhg+4gZU\nWs/y5rf8cRQAtUZFj37eRykuFkJ9UEBFRTmTJz9GTs6Z88799ttKXnjhWcaOvY3U1D5s3ryR5557\nBj8/PwYNuuyCY1ssVUyb9iLeSlrcccc9jBhxY+33L744lbi4OG6//Z7aYzWtqwUCQdOgsLSKEzlm\nwLNtgQ3ZW8koOgRAv2apJIW19domR3k5hT8tA8CvRSxBqZ61Ej59spiTR4sA6Ni1GUHBnrdLvtgI\nR+Afzo4d25g+/ZVzujyezeeff0r//gN44IGHAejZM5X9+/fy9ddfueQIzJ//Ntbqtp3e0KJFLC1a\n/Nmu09/fn5CQUDp37uL12AKBwDfsrI4GAKS0dc8RKLaU8PVhWQAo2M/EyLb/UsSmohXLcVbI3WUj\nbrgRlQc9DSRJYssaORqg0arp3vfSjQaA2Br4x/Pkk5NISEhkxoy6pX6fffZFHn74sXOO6XQ6bLYL\nP9z37t3Dd98t4cEHJ7ptl9PpZMqUyQwbNoRDhw66fb9AILj47Kh2BEKMfrR0o9OeJEn878C3VNqr\nABiTNJIArff77/aSYopW/gyAf0IbDF09UwbMOl7M6ZOybkLnbs0xBOm9tu1iIiIC/3DmzXuPhIRE\nsqtraf9KXFw8IP/HLCkpYfnyH9myZRPPPPNcg+PabDZeffV5xo+/k/h4973lmTNfY+PG9bzxxlu0\nbdvO7fsFAsHFpdJiJ+O4HDpPSYxAXS0w5wrbc3eyK38vAD2jU+gS0bC0vKsULv2hVlgoYuRNtaJ3\n7iBJEpurowFanZqUPvGK2HYxEY6AG+ScLmXbuuPYrPbzzun8tHUeVxqdn5Ye/VsS3fzC4kqukJCQ\n6NJ16enbeeihfwPQr18agwc3vC3wyScfoFZrGDfudo4ezXTLpg8/nM+yZT8wffpsEfoXCC5R9h4t\nxF4tx+vOtoDZWs4XB78DwKgzcFPb6xSxx5aXR/HqVQAEduxEYFIHj8Y5caSQnNNyomGXnrEEGrxP\nXrzYCEfADXZtPVVbKnIx8dNriL7OdQ/Z6XTidDprv1epVGg07vXnjo2NY86cdzl16iTz58/j0Ucf\nYu7c+XV61IcPH2LRogXMnfsuWjezcVeu/ImDBw9w7bUj6N5dCEgJBJcqNdUCfjo1HVqGunzfl4e+\nw2yTVWVvbnsdQX7KtOst+OFbcMhtjiNuuPECV9eNJEm1lQJ+eg0pqXGK2HaxEY6AGyT3jMVmcVz0\niEByL/c0rj/66D0++ui92u9jYprx1Vc/uDVGZGQUkZFRdOvWg9DQMCZPfpSdO3eQktL9nOscDgev\nvvoC1113Pe3aJWG323E4ZCfE6XTicDgadEIOHz5EamofVqxYxpgx42nZspVbdgoEgouPw+FkV/VL\nU+fW4ei0rr147M7fx9acdAC6RHSgR7Rne/h/xXI6i9IN6wEwdu+Bf+sEj8Y5diifvDNyFURyz1j8\nA7zrbthUEI6AG0Q3N3HNzXWHqpuyhvmIESPp339A7fc6nWuhLLvdzqpVv9K2bftzHsjt2rUHID8/\n77x7cnNzyMjYR0bGPr766n/nnJs48QFSUrozd+78euccPXocd999P7feOorp019hzhzRG0AguNTI\nOF6EudIGuF42WGmvZPEBueWvv8af0e1HerSHXxcF334NkgQqFeHXj/RoDEmS2FzdRVDvryW5198j\nGgDCEfhHEBERSUSE+4pfWq2WOXNm0qtXn3OSAzdv3ghAQkKbOud6//1Pzzl24sQJnn/+GSZNepLu\n3Xs0OGdISBh6vZ4JEx5l8uTHWL78R66++lq3bRcIBBePTXvlniQqINnFboLfHF5GsUXOxB/Z9l+E\n6IMVsaXq6BHM27cBYOrbD33zFh6Nk5mRR2GevGWR0jsOvb/vHp8lZ9Zwcuc6wuKGYwjr7LN5ahCO\ngKBBbrvtLmbNmk5kZBQ9evTiwIH9fPzx+wwb9q/aRMOioiKysk7RunVrDAYjSUnn5i/UbAXEx7ck\nPr6VS/OmpQ2ib9/+vPXWLPr3H4DJpMwfBYFA4Hs2780GoE1sMKbAC0cgDxYdZt3pTQC0D02kX7NU\nxWzJ/2aJ/IVGQ/h113s0htPprM0N8A/U0aWHZ86EK9gtxZRkrwYkrBVZjeIIiD4Cgga58cZbeOKJ\np1m7djX//e9Evv12CePG3c7kyVNqr9mwYS33338nBw5kKDr3hAmTqKioYN68unscCASCpkd2QTlZ\nNW/OLmwLWBxWFu7/CgA/tY6xSZ6V9dVFRcZ+KvbJZYghgwaj8yAyCnBoby7FhZUAdOsdj87Pd+/Q\npbkbALnawhDWOFVTKsnb3q+XIL7Yy2/KOQKXCmINvUesofeINfSO5ZuO8+Xvcsnwi/f0pnlEw7K8\nSw79wG8n/wDgprbXMSQuTRE7JEni5CsvUnUkE5WfH61feQ1tcIjb4zgcTha/t5nS4ioCjX6M/Xdv\ndDr3qq5cnstmJmvvbJAcmMLbERI/WtHxIyPrbuokIgICgUAgUIz0Q3LZYFRoAM3CAxu89mjJcX4/\nuRaA1qaWDIrtp5gd5TvTqToiOyShV1zlkRMAcGDPGUqL5Q6H3fvG+8wJACjL3QiSXOIY0/pyn83z\nV4QjIBAIBAJFKKuwcjhLTvhLSYxoMMRvc9r5bP+XSEhoVRpu7XATapUyjyTJ6azNDVAHBhI69GqP\nxnHYnWxbdxwAo0lPx67NFbGvLpz2SsryZYVWvSGOoDDPShw9QTgCAoFAIFCEXZkF1Gw2d7tAN8Gf\njv3KmYpcAK5ufSUxhmjF7CjbvBFr1ikAwoZdg8bQ8PZEfezfmY251AJAj34t0Wh998gsy9+C5JTb\nH5uildkecRXhCAgEAoFAEWq6CRoDdCTG1l/pc6rsND8f/x2AWGNzrowfpJgNkt1OwXdyPwKNyUTI\n5Vd6NI7d5mDbBjkaYArxp32XGMVs/CtOh5WyXLlqQhcQg7/JtdbvSiEcAYFAIBB4jc3uYM8RWc68\nZ8doNPXI+zqcDj7L+BKn5EStUnNrh5vRqJXbdy9ZuwZbntzsLOza61DrPVMG3LvjNBVm+Q29R/9W\naDS+e1yaC7bjdMhVCcHRaYpVTbiKcAQEAoFA4DUZJ4qx2OREt96d6n97/vXEGk6WZQFwRfwg4oKU\nq8l3Wq0U/PA9ANqICEIGDvZoHJvVzvaNJwAICQugXacopUw8D8lppyx3AwBafTgBIUk+m6s+hCMg\nEAgEAq+pqRbQqFV0b1/3gzOnPJelx34BIDowimtaXaGoDcW/rcRRUgxA+PDrUbkpelbD7m1ZVFXI\nLZJ7prVCXU90QwnKC3fhsMnlqqbo/qgUSph0B+EICAQCgcArJEmqzQ9IahlKoH/dYjw/Hv0Zu9OO\nChW3drgJnUY50R5HRQWFy5cC4NesOaa+npUiWqrspG86CUBYpIHEDj6MBkhOSnPWAaDRmTCEXhzZ\ndY8cgaysLNLT06moqKC8vFxpmwQCgUBwCXEix0xRmZxdX183wWJLCel5ewDoGZ1CQnArRW0o+vkn\nnNXPo/DrR6Ly8C1+19ZTWKpkJdleaa18ul9fUbwPu7UIAFN0P1QK5kq4g1txkxUrVjBjxgxOnDiB\nWq3myy+/ZO7cuRgMBl555RV0ur+HJKNAIBAIXGfHoT+VSOtzBP7I2ohTkiXJleoeWIO9tJSiX1YA\noG/VGuMFxM3qo6rSxq4tcjQgItpI63auKSd6giRJlJ6RmymptYEYwrv5bK4L4bLLtGzZMiZOnEiv\nXr2YNWsWTqf8A73yyitZuXIlb731ls+MFPieiopybrzxWn7/feV559at+4N7772dK68cyE03DWfW\nrNepqGg4EpSTc4bnnnuGESOGMWzYECZMeOCCWgTt27dn0aIFdZ576aX/R1pazwb/ffCBkCwWCC4G\nNdsC8VFGwoP9zztvc9pZlyWXx7UyxdPSpKyEb+GyH5EsckQi4oYbPX6LT998EqtFTnhMHdDap9GA\nqtJD2KrkPgpBkX1Qqy/ei7TLEYF58+Zx22238eSTT+JwOGqPjxw5ktLSUhYsWMDEiRN9YqTAt1RU\nlDN58mPk5Jw579y2bVuYPPlRrr76Wu699z/k5Jzh3XffIivrFK+/PrvO8SyWKh599EFUKhUPP/wY\ngYEB/O9/i3jwwXv55JPFNPdABvSOO+5hxIgba79/8cWpxMXFcfvt99Qei4ry3V6eQCCom8LSKk7k\nmAHoWk80YHvOTsps8jVKthEGsBUUULLqNwACkjoQ2LGTR+NUVljZvVVuQhTd3ER8mzDFbPwrkiRR\nckbWV1Cp9QRF9vTZXK7gsiNw/PhxnnrqqTrPdejQgby8vDrPCZo2O3ZsY/r0VygsLKzz/OLFn9Gl\nS1eeempq7TGDwcizz07m6NEjtG59fhvMdevWcvz4MRYv/obYWNnz79atJzfddC3ffvsVDzwwwW07\nW7SIpUWL2Nrv/f39CQkJpXPni5NcIxAIZGqiAQAp9XQTXH1qPQBBfka6RyUrOn/BD98h2eU9fW+i\nATs2nsBukyPdqQN9mxtgMR/DWiGXUAZF9kKtOT+K0pi4vDXQvHlztm3bVue5Xbt20axZM8WMEjQe\nTz45iYSERGbMqFvqt1OnLowcefM5x+LjWwKQnX26znuCgozcfPOYWicA5Ad3VFQ0p0/Xfc9fcTqd\nTJkymWHDhnDo0EGX7hEIBI1PjSMQYvSjZcz56nZHS05wvEzed09r3getWjkJX+uZbErXyW/WhpRu\nBLTxrCNfudnCnu3y36ZmccG0aBmqmI11UZoj5waoVFqCInv7dC5XcPknMm7cOF577TUkSWLQoEGo\nVCpycnLYt28f77zzDg888IAv7RT4iHnz3iMhIbHeh/odd9xz3rF169YA0LJlqzrv6dWrD7169Tnn\n2OnTWRw5kknfvq4lCc2c+RobN67njTfeom3bdi7dIxAIGpdKi52M43LWe0piBOo63qJXn5LL49Qq\nNWktlH3o5X/7DUgSqFREXD/S43G2rz+Bw14dDfBxboClPIuqsqMAGCK6o9F5poOgJC47Arfddhul\npaW89957vP3220iSxAMPPIBWq2X8+PHcfffdvrSzSWApz6LkzJpaYYizKTymwWZz1HGXsqjUfgTH\nDERvUKYbV0KCex70oUMH+eyzjxk0aMg5ofqGsNlsvPrqC/j56bn++hsveP2HH85n2bIfmD59tgj9\nCwRNmL1HC7E7ZJWhurYFSixlbM/dBUC3yC6E6OvXH3CXquPHMG/dDEBQah/0sZ4lIJaVVLFvp/wi\nFNsqlObxnskVu0pNNADUmKL6+nQuV3ErRvPggw9y++23k56eTnFxMUFBQSQnJxMW5rukiqZEWd4m\nqkoP1XnO0oh2qDV69AbXvV+n01lb5QGgUqnQaNyvVz18+BCPPvogERGR/Pe/T7t0j9VqZerUJ9m5\ncwcvvDCNyMiGE/pWrvyJgwcPcO21I+je/eIm0AgEgoap2Rbw06npUEc4fd3pjTgk+QVpcFx/RefO\n/+Zr+QuNhvARN3g8zvaNJ3BWOzOpA1srYVq9WCtzqSw5AIAhLBmtn3KOkTe45Qhs376drVu3ct99\n9wGwf/9+Xn75Ze666y46duzoEwObEkGRvXE6LHVGBHS6xosIuLun9NFH7/HRR+/Vfh8T04yvvvrB\nrTG2b9/KU09NIjQ0jFmz5hEcfGGv2Ww2M3nyo+zevZOnn/5/DHSh7/fhw4dITe3DihXLGDNm0GRm\nTAAAIABJREFUfL3bDwKB4OLicDrZlVkAQOfW4ei0575c2J121mZtBCAuqAWtTS0Vm7vi4AEq9siR\nhuC0gfh5WDFUUW7lwK5sAOLbhBHd3KSYjXVR00UQ5HbCTQWXHYGVK1cyYcIEevbsWesIqFQqjh8/\nzujRo3n//fdJTU31maFNAb2hBVFtxtR5LjIyiLy8ska2yDVGjBhJ//4Dar/X6fzcun/t2tU8++yT\ntGzZipkz5xIaeuEIUHFxMRMm/IeTJ0/w0kuvkZbmmszo6NHjuPvu+7n11lFMn/4Kc+aI3gACQVMk\nM6sUc6Xcj7+uJkLpeXsoscp/EwfF9lds312SJAq+WQKASqcjfPh1Ho+1e9spHNXRgG594hWxrz7s\nliIqiuTOioEhHdH5h/t0PndwuWpg7ty53HTTTXzyySe1x5KSkvjyyy+5/vrrmT59uk8MFHhPREQk\nSUkda/+1cSOzdt++PTz77JMkJXVk7tz5LjkBdrudxx+fwOnTWcycOcdlJwAgJCQMvV7PhAmPsmPH\nNpYv/9HlewUCQeNRIzKkApITz3+o1SQJGnSB9Izqqti85bt3UVldSRRy2RVoQzzL8LdZ7eytrhSI\nah5Es1jfhulLc9cDstNhila2s6K3uBwROHbsGJMnT67z3NVXX80PP7gXahZcGkyb9hIajZbx4+/k\n6NGj55yLj4/HZAqmqKiIrKxTtG7dGoPByJIl/2P//r2MG3c7Wq2OPXt2195jMgURH9/qgvOmpQ2i\nb9/+vPXWLPr3H4DJ1DT20gQCgcyO6vyANrHBmALPjTIeKTzBkZLjAPRv3lsxcSHJ6ayNBqgDAgi7\n+l8ej7V/55laTYFuveN9WingsJVhLkgHwN+UiF9g/TLNFwOXHYHIyEh27txJnz59zju3d+9eQkN9\nW3cpaHyys0+TmSknRz7++PlNgF544VWGDLmCDRvW8vLLz/Hmm+/QvXtP/vhjNQALF37CwoWfnHNP\nv35pvPbaLJfmnzBhErfddgvz5r3J5MlTvPw0AoFAKbILyskprACgWx3bAj8dWgWAChUDWpz/zPAU\n89YtWE6eACD0qmFojEaPxnE4nOys1hQIDg2gVT2NkJSiNHcjVCdNBjexaAC44QjceOONvPXWW0iS\nxODBgwkPD6ewsJBVq1bx9ttvc++99/rSToGPadasOWvXbr3gsbq45prhXHPN8Nrv586d75ENBw4c\nOCfPIjY2jt9+W1/ntR9/vMijOQQCgfc01E2wzGpm3YktAHSN7ESYvzIviZLDQf53cqWAJiiI0Cuv\n8niszIw8zKVyrVfX1DjUah9GA+yVmPPlv6N6Yzx6o29zETzBZUfgvvvuIz8/nzlz5jB79p895jUa\nDaNHjxYNhQQCgeAfQk1+QFRoADFhgeecW396MzanHHIfFKtcZnzpurXYcnIACLvmWtT+AR6NI0kS\nOzfJ0QD/QB3tO0crZmNdmPM2IznlpMqmlhtQg8uOgFqt5plnnuGhhx4iPT2d0tLSf1wfAYFAIPin\nU1ph5XBWCSBXC5y9t+5wOvijumSwuSGGtiHna5F4gtNmpeCH7wDQhoURPHiIx2NlHS8iP1cWQOrS\nowVanfs9VVzF6bBQlierLvoFNMM/qI3P5vIGt5s+BwcHM2iQ61ngAoFAIPj7sDuzAElOfqfbX7YF\nduXvo8hSDMgqg0ol4JX8/jv2IlkYLXz4CNRulkCfzY6NcjRAq1PTubsyHVrrw5y/HaejCgBTTJpP\nExK9wWVHoKKigrfffpvVq1dTWVl5Tqc6kHsKrFx5vpb92TgcDp555hmOHj2KSqXiueeeQ6/XM3ny\nZFQqFW3btmXq1Kmo1Wq++OILFi9ejFar5T//+Q9DhgyhqqqKxx9/nIKCAgwGA9OmTSMsLIz09HRe\neuklNBoNaWlpPPjgg56thkAgEAgapCY/wOCvJfEvJXd/lgwG0CumuyLzOasqKVwmlxHromMw9fM8\nvJ6fU8apY7I2QofkZvgHKFPNUBeS005Z7gYAtPoIAoKTfDaXt7jsCDz//PP8+OOPDBkyhOjoaNRq\nl1sQ1PL7778DsHjxYjZt2sQbb7yBJElMnDiR3r178+yzz/Lrr7+SkpLCggULWLJkCRaLhbFjx9K/\nf38+//xz2rVrx0MPPcTSpUuZN28ezzzzDFOnTmXOnDnExcVx3333sW/fvn9Ep0OBQCBoTGx2B3uO\nyG/myW3C0Zz1HMgyZ3Oo+AgAQxL6o9d4/tZ+NkW//IzDLCcRR1w/EpUH7dFrSK/ODVCpILmXa1op\nnmIu3InDLm9BmKKVa6jkC1x2BH755RcmT57Mrbfe6vFkV1xxBYMHDwbg9OnTmEwm1q9fX9uRcODA\ngaxbtw61Wk23bt3w8/PDz8+P+Ph4MjIy2LZtG/fcc0/ttfPmzcNsNmO1WomPlzMx09LSWL9+fYOO\nQGhoIFqt8vtCkZHnS3AK3EOsofeINfQesYZ1sy0jB0t1K/WBPeLOWaevj30PyCWDQxMHEmn0fg1t\npWVk/vwTAIaE1rQeNgSVBy+hAMWFFRzOyAOgY9fmtGnrWVtiV5CcDs5kyNEAP/9QWrXri0rt/jOn\nsX4PXXYEtFotCQneJ35otVqeeOIJfvnlF958803WrVtX6ykZDAbKysowm80EBf25AAaDAbPZfM7x\ns681nlVLajAYOHnyZIM2FBVVeP05/kpTbjF8qSDW0HvEGnqPWMP6Wb1V/tuqUauIDw+sXadyWwVr\njslJcZ0jkog2RiqyhnlfLsZRWQlAyPAbyC8o93isdSsPIznl5IYOKc18+jMuL9yNtVKOnBgi+pBf\n4P4zxxe/h/U5Fi67VldffTVLlixRxJhp06axYsUKpkyZgsXyp25feXk5JpMJo9FIeXn5OceDgoLO\nOd7QtSaTb4UjBAKB4J+GJEm1+QFJLUMJ0P/5Hrkhewu26hI5pUoGbUVFFP/2KwABbdsR6IUkuaXK\nVis13KJlCJExvnvTliSpVmpYrTVgCE/x2VxK4XJEIDY2lnfffZfhw4eTnJxMQMD5NZzPPPNMg2N8\n++235OTk8O9//5uAgABUKhWdO3dm06ZN9O7dmzVr1tCnTx+Sk5OZNWsWFosFq9VKZmYm7dq1o3v3\n7qxevZrk5GTWrFlDjx49MBqN6HQ6Tpw4QVxcHGvXrhXJggKBQKAwJ3LMFJXJL25niww5JSdrTsmN\nv6IDo0gKbavIfIU/fodkk52LiJE3ebXHvmf7aew2OcE9pbdvG/pUlhzEViVvQZii+qBW+y4hUSlc\ndgQWLVpEUFAQ5eXlbNiw4bzzKpXqgo7AVVddxZNPPsm4ceOw2+089dRTtGnThilTpjBz5kwSEhIY\nOnQoGo2G8ePHM3bsWCRJ4pFHHkGv1zNmzBieeOIJxowZg06nY8aMGQA899xzTJo0CYfDQVpaGl27\nKidwIRAIBALYcSiv9uuzHYG9BRkUVMmZ+EqVDFpzcihZ+wcAhi7JBLRt5/FYdruD3dtOARAeaSCu\nte/a4cvRANlulcYfY0RPn82lJC47Ar/99pvXkwUGBp7TlbCGzz777Lxjo0aNYtSoUeccCwgI4M03\n3zzv2pSUFL744guv7fsnU1FRzvjxt/DggxMZMuSKOq85cyab8eNvYd6892jbtn2D45WUFPPmmzPZ\nsGFddVvqy3nooYkEBhrqvN5ut9O+fXsefvhRRo0ae97555+fws8/L29wznvuuZ877rinwWsEAoFn\n1GwLxEcZCQ/2rz2+6qRcMuiv0dNboZLBgu+/AYeclBh+w41ejXVwTw6V5dVyyb3jfJq9bzEfxVoh\nb0EERfZCrdH7bC4lcbuh0OnTp9m0aRN5eXnccMMNZGdn0759e/T6S+MDC86noqKcyZMfIyfnTL3X\n5OfnMWnSw1RWupb08tRTj5Obm8vjjz9JZWUlb701i+LiQl55ZYZHNt59978ZOfJPx/D5558hIaEN\nt956Z+2x6GjftgoVCP6pFJZWcSJHLoU7W1vgTHkuGUWyMFmfZj3x1/rXeb87WE6epGyznHgY1CsV\n//iWHo8lSRLpm+UER6NJT5sOvqsUACg5I+cGqNQ6giJ7+3QuJXHZEXA6nbz00kssXrwYh8OBSqWi\nf//+zJo1i6ysLD799FPxh/gSZMeObUyf/gqFhYX1XrNq1a+88cZrWK02l8bcsmUjO3fu4P33F5CU\n1AGA8PAIHnvsIQ4fPkRiovt7iC1axNKixZ91v3q9npCQUDp7kUAkEAhcoz6RodWn/hQFGxjbT5G5\n8r9dApIEajXhI0Z6NdaxQ/mUFMpVB8k9Y9FoPCs9dAVL+Sks5mMAGMO7o9EGNnxDE8LlVZk7dy5f\nf/01r7zyCuvXr0eq7jH53//+F4fDUbtfL7i0ePLJSSQkJDJjxvlbLgDFxcVMnfoUgwZdxlNPPevS\nmFu2bCYiIrLWCQDo2TOVgIAANm2qW03wrzgcDp5++nGuueZyMjMPu3SPQCDwDTUiQyFGP1pGyxn3\nlfYqNp2RVfU6hrUnOjDS63kqDx+ifGc6AKb+afjFxHg1Xk0DIT+9lg5dm3ltX0PUVAqgUhMU1den\ncymNyxGBJUuW8Oijj3LdddfhqN67AUhKSmLChAm8+uqrPjFQ4FvmzXuPhIREsrNP13k+ICCAhQu/\nIjY2ji1bNrk05smTJ4iNjTvnmEajITq6GSertcQvxIwZr7Jly2Zmz55HmzaJLt0jEAiUp9JiJ+OE\nnAx4tsjQxuytWBxWQE4S9BZJksj/+isAVFot4cNHeDVe9qkSzmSVAtCpe3P89G7vhLuMtTKHypKD\nABjCUtD6XVol7C6vTHFxMa1bt67zXFhYGGazWTGjmionzVX8froQy190FgB0mRpsNkcddymLXq1m\nSPMw4oze78UBJCQ0/JDV6/XnPdQvREVFOYGB54fFAgMDz+n5UB/vvfc2K1YsY8aMOXTo0MmtuQUC\ngbLsPVqI3SFHgGu2Bc4uGYwMCKdjeMPJw65QsW8vlQcPABA85HJ0YeFejZe+SX7pUGtUdOnhW3Gh\n0px11V+pMEUrs0XSmLjsCLRv355vvvmGtLTzBR9++eUX2rXzvLzjUmFdThEZJZ53tlIKvUbNLUbX\nQ2ZOp/MckSiVSoXGi37dF0LeNqo7M1etbjhj96eflnLw4AFGjBhJSooyGcgCgcBzavID/HRqOrSU\nS+/2Fx4it1I+PjC2H2qVd3vv50QD9P6EXfMvr8YrKijn2KECANp3jsFg9F0yu81SSEXRXgACQzuh\n04f5bC5f4bIjMGHCBO677z5ycnIYNGgQKpWKX3/9lY8++ohly5Yxb948X9rZJOgfHYrVIdUdEdA1\nXkSgf3SIW/d89NF7fPTRe7Xfx8Q046uvflDatFoMBiNlZaXnHa+oqMBgMNZxx59kZh6mV6/eLF/+\nI7fcMo54LzKGBQKBdzicTnZlyg/Uzq3D0VVrtNSoDPpp/OjbzPtaefP2rViOHwMg9KqhaIO8C63v\n3Hyq9uuuqb4VFyrNWQ/IERNTtDJdFRsblx2B/v378/777zNr1qxa1cB58+aRlJTE3Llza8WE/s7E\nGf25rV3zOs815f7kI0aMpH//AbXf67zQ8naFuLg4Vq78+ZxjDoeDnJxs4uOva/DesWNv44477mbs\n2JuYMWMas2f//R1MgaCpkplVirmyuga/uolQbkU++wrkEH7vmB4EaM/vMusOktNJwTdfA6A2GAi9\naphX41WYLRzYI5dCt2obTmh43b1LlMBuLaW8UE5uDDC1wy/g0qyccyt7om/fvvTt25eqqipKSkow\nGAznCP4ImiYREZFERHif0esqPXqksmjRAg4cyKB9e1mDe+vWzVRWVtKjR2qD94aGhqLX+/Pww4/y\n9NP/5eefl3PVVVc3htkCgeAv1FQLqIDkRHnPfk3WeqTqN2AlkgRLN6zDeiYbgLBrrkVTR/t6d9i1\nLQtnTU6Dj9sJl+VuAEmOEJtizt82v1Rwa2Pnvffe44EHHsDf35/o6Gj27dvHoEGDWLhwoa/sE1wC\nFBUVsWfPbioq5PyJXr16k5TUkSeffIyVK1ewfPmPPP/8MwwYMIi2LrYKHTToMlJT+zBnzhuUlTXN\nSItA8HdnR3V+QJvYYEyBflTZLWw4LZcMtg9NpJnBuzdgp81GwfffAqAJCSFkyOVejWe12Nm7Xa6A\nimlhollssFfjNYTDXoG5YDsAemMr9AbfbkH4EpcdgXfffZfZs2eTmPhnlnnLli259tpree2111i0\naJFPDBQ0fdauXc3999/JoUNyhzG1Ws20aTPp2LEz06a9yNy5bzBw4BCmTHnerXEnTnwcs7mMd96Z\n4wuzBQJBA2QXlJNTKHcS7Va9LbD5zHaqHFWAMiqDJWtWYS+QcxDCh49A7efdtuX+ndlYLXZAbifs\nS8ryNiFVKy4GR1+60QAAlVTTGegCXH755dx2223cfvvt55376KOPWLx4MStWrFDcQF/gi738ppwj\ncKkg1tB7xBp6j1hDmeWbjvPl75kAvHRvb2LCAnlx80zOlOcQ5h/Kc32fqLdawJU1dFosHJ38OI6y\nUnSRUbR64WVUWs9r/R0OJ4ve3YS51EJwWABj7k31ma6A02Eha+9sJEcVfoHNiW53t6JzrcwqYHV2\nESNbRdEtQrmeBJGRdcsvuxwRKCgoOCcacDbt27cnOzvbM8sEAoFA0OSoyQ+IDg0gJiyQA0WHOVOe\nA8DAFn29LhksWvkzjurqovDrb/DKCQDI3J+LubRaJjnVt+JC5vytSNWREVN0mqJzFVtsrMouxCFJ\nZFVYFBu3IVz+SbZp04Zly5bVee6nn36qt9mQQCAQCC4tSiusHM4qAeQmQiqVqlZXQKfW0rd5L6/G\nd5SXU/ST/DzxaxFLUC/vBHokSaptJxxg0NGus++y951OG6W5GwHQ+UcSEOx9M6WzWZdTjLM6Tp8S\nXvcbvNK47IL9+9//5uGHHyY7O5vBgwcTHh5OYWEhq1atYv369cyaNcuXdgoEAoGgkdidWUDNpnFK\nYgQFlYXszt8HQK/obhh13pXkFf60DGelLAYUccONqNTeRRdOHSuiIE9OVu7SIxat1ncN08oL0nHa\n5bmUjgZU2B1syZMdsKTwIGINynSQvRAuOwJXXXUVs2fP5p133uHll1+uPd6uXTtmzZrF0KFDfWKg\nQCAQCBqXmm0Bg7+WxNhgvj+y/KySQe+SBO3FxRT/+gsA/m0SMXRN8c5YYMdGuZ2wVqemc/e6e70o\ngSQ5KM2VIyMavxACQ5Vtgb4xtwRrdThgWELj9SRwa1Nm6NChDB06FIvFQnFxMUajEYPBd80aBAKB\nQNC42OwO9hyVZcmT24TjkOysP70ZgDbBrYkN8u5BW7D0BySrLFYUccONXr9R550pI+t4MQAduzZH\n76/zaryGKC/cg8Mqv7Gbovuj8jJP4mxsTicbcuTP0SxQT8eIIPLzG0fDxy1HoLS0lMrKSqKjowkN\nDeXTTz8lOzubK6+8kj59+vjKRoFAIBA0EhknirFUt0tPaRvJlpwdVNjlMP7gOO+iAba8PErWrAIg\nsFNnAs+SKveUmtwAlQqSe/mull+SpFpxIY3WiDGsq6Ljb8svpdwur/vAmFCfJjv+FZfdmS1btjB4\n8GA+/fRTAKZMmcKMGTNYtWoVd911V72JhAKBQCC4dKjZFtCoVXRqFVqbJBiiD6ZrhHeh8LwlX0C1\njH3EDTd6ZyhQWlxJZkYuAIkdoggK9t2eemVJBnaLvDZBUX1RqZWTNXZKEmvPyNGAUD8tncMat2Ov\ny47ArFmz6NatG3feeSclJSUsXbqUu+66i19//ZXbb7+dd99915d2CgQCgcDHSJJUqzaY1DKUrMqT\nZJnl0vABLfqgUXuehFe+exfmrVsACOqVin8r7yvNdm059WdSow8bCEmSROmZtQCoNf4YI3ooOv6e\nIjOFFrk5UVpMKJpGjAaAG47A3r17ueeee4iIiGD16tU4HA6GDx8OwJAhQzh69KjPjBQIBAKB7zmR\nY6aorLoWPzGiVmVQq9LQv7nnJX5Oi4WchXI0WR0QQOQtY722tarSxv5dspMS2yqUiGjfldpVlR3B\nWinPFRTZG7VGOeE2SZL4I7sIgECtmh4KNhByFZcdAX9/f6zVCR6rV68mMjKSpCRZUCY7O5vgYN/1\ndBYIBAKB79lxKK/269bxOnbm7wWgR3QKQX6eh6sLfvwee74caYi44Ua0Ie5JqdfF3u1Z2G2y4E+3\nPr5tJ1yaI0cDVGodxsiGhdPcJbOssrZxUN+oEPw0yiUguorLmxy9e/dm9uzZHDhwgBUrVjBu3DgA\nfvnlF2bNmkVa2qXda1kgEAj+6dRsC8RHGdlTugNntbKeNyqDlqxTFP38EwD6Vq0JHnyZ13babQ52\nbcsCICLKSIuWoV6PWR8W8wks5uMAGCN6ovFSdvmvrKmOBujUKvpEee8geYLLrseUKVMwmUzMnTuX\n1NRU/u///g+Al19+mZYtW/L444/7zEiBQCAQ+JbC0ipO5Mjlal0SQ1h3ehMArU3xtDR59sYtOZ3k\nLPhEThBUqYgef7vXzYMADuzJoapC3lNP6ePbdsIl1ZUCqDSYopStjjtdXsXhUlnYqWeECYPOd42Q\nGsLliEBERAQff/zxece//vprQkN9540JBAKBwPfURAMA9FE5mE/L3fO8aSBUuvYPqg7LqqQhl1+J\nf8tWXtkI4HRK7NwslwwGmfS0SYr0esz6sFacoapUtt8YnoJGp2wewpozcjRAjZwkeLFwu/5h69at\nbNy4kdzcXO6//34OHTpEhw4diIqK8oV9AoFAIGgEasoGg4069pRtB8DkF0S3qC4ejWcvLSXvqy8A\n0IaGEXH9DYrYeexQPiVFcl+D5F5xqBWIMNRHTd8AUGGK8nx7pC4KLTZ2F1ZHYMKCCNX7rhHShXDZ\nEaiqqmLixImsWrUKo9FIeXk5t9xyCx9//DEHDhxgwYIFtGnTxpe2CgQCgcAHVFrs7D8uv50mtoN9\nZfL+e1rz3mg9rJfP//J/OCvkqELkmHGo/b3fW5ckiR2b5HbCen8tHbrGeD1mfdiqCqgolpMlA0M7\no9Ur+8a+9kxRddNmGNjs4kbVXXalpk+fzq5du1i4cCEbN25Eqi7efP3114mOjmbGjBk+M1IgEAgE\nvmPv0UIc1T3uraZMANQqNWktPNsTL961m9IN8tu0oWsKxm7dFbEz+1QJuafLAOjUvTk6P+Wa+vyV\nGk0BkNsJK4nZZmdbvizB3NYUSLNAvaLju4vLjsDSpUuZNGkSPXr0OCcxIyIiggceeIBt27b5xECB\nQCAQ+JYd1dsC+gAbRysPANA9Kplgvfs17U6bjcy35wOg8vMjauytiiXz1bQT1mhUdOnhu3bCdmsJ\n5YU7AQgIbo9fgLJb3xtzS7BVO14XOxoAbjgClZWVhIeH13lOr9fX9hgQCAQCwaWDw+lk95ECAKIS\n83BIcgtgT5MEi35aRtXp0wCEj7gBXXiEInYW5pdz/LBsZ/suMQQalGvq81fKcjdCdemkKVrZ0nir\n409xoRaBehKClC1H9ASXHYGuXbvy6aef4qjuEw3UenlLliyhSxfPEkoEAoFAcPHIzCrFXGkDlRNz\n4GEA4oNa0NoU7/ZY1pwzFC79AQC/2DhCL79SMTtrKgUAuqb6roGQw1aOOV+OcPsHtUZvaKHo+Fvz\nS6l0yE7GwGaNKy5UHy5vsDz++OOMHz+eq6++mn79+qFSqVi0aBFHjhxhz549fPLJJ760UyAQCAQ+\noFZkKPQMVZJc0z4otr/bDyhJksj97FMku/3PngFaZfbwy8ssHNyTA0DrdhGEhAUqMm5dlOVtQpLs\ngPLRAIdTYm11yWC4Xken0MYVF6oPlyMCnTt35quvvqJz586sXLkSjUbDypUrCQ0N5fPPP6dbt26+\ntFMgEAgEPmBHdf8AY7xcKWDUGegR5b7EbtmmDVTs3wdAzNArCWiTqJiNu7edwlm9p+5LcSGno4qy\nPFkYyS+wBXpjK0XH311URrFVdjLSYkJRN4FoALgREVi+fDm9e/dm5syZvrRHIBAIBI1EdkE5OYUV\nqAJLsPrJ++/9m/dGp3Gvpt1RXk7e/xYDoDGZaDn+VooqnYrYaLXY2btDzjmIiQ0mpoXvdG3K8rYi\nOeW+/6aYNEXD9pIk1bYTNmg1dI/wnUiSu7gcEXjqqafYunWrL20RCAQCQSNS001QGy330ler1Azw\noGQwf8mXOMrkcrjIW8aiNRoUs3FfejZWi5yb5tNogNNGWd5GAHT+UQSY2ik6/qHSCs5Uykn1/aND\n0PmwEZK7uGxJixYtKCkp8aUtAoFAIGhE0g/lg9aKNvwMAF0jOhHq757wTeXhQ5SsWQVAYMdOBKV6\nLlf8VxwOJ7u2ngIgJDyQVol1V64pQXnBDpx2OUfCFK1sNAD+FBfyU6voHdW01Hpd3hoYPnw4L7/8\nMqtXr6ZVq1bnlRKqVCruuOMOpe0TCAQCgQ8orbByOKsEbcxJUHumMijZ7bKoEKDSaokad5uiD9DD\n+3IpL5ND9SmpvhMXkpwOSnPkBkJafRiBoR0VHf+UuYojZXJb5NTIYAK0F0dcqD5cdgTeeOMNAFau\nXFnneeEICAQCwaXD7swCJMmJJkouy2tuiCExJMGtMYp++RlrlvzGHvav4fhFRytmnyRJpFeXDAYa\n/GjXSbmx/0p50W4cNnlrwxTVD5VK2bD96hpxIRX0i744UsMN4bIjkJGR4Us7BAKBQNCIpB/KRx2a\ni1pfBcBgN0sGbfl5FPzwLQC6mBhCh12jqH0njxZSmCdrFXTp2QKN1jd76pLkrBUX0uiCMIQlKzp+\nfpWVfUWyuFBKWBAhF1FcqD7cLvIsLi5m586dmM1mQkNDSU5OxmhsGrWQAoFAILgwNruDPUcL0baR\nkwQDtQH0inG9BFySJHIXfYZU3VE2+tbbUeuUfcDt2ChHA3R+Gjp1a67o2GdTWZyB3SLnJPsPAAAg\nAElEQVRXTARF9UXlochSffxxlrjQgCbQTrgu3PrEs2fP5oMPPjinnbBWq+XOO+/kscceU9w4gUAg\nECjP/uPFWLXF+JvkkHXf5r3w07jeste8fRvlu+Re/KZ+/QlM6qCofbnZpZw+Ibfh7di1GXp/37xF\nS047xdm/AaDWBGAMV0YcqYYym50d+bJIUlKwgeiAiysuVB8uOwKffPIJ7777Lvfccw/XXHMNERER\n5Ofns3TpUj788EOio6O59dZbfWmrQCAQCBRg5+H82pJBFSoGtnA9SdBZVUne4oUAqA0GIm8erbh9\nNeJCarWK5F6+ExcqyfkDu6UQAFPMANRuOEOusD6nGLvUdMSF6sNlR2DRokXce++9PPLII7XHIiIi\nSEpKQqPRsHDhwgYdAZvNxlNPPUVWVhZWq5X//Oc/JCYmMnnyZFQqFW3btmXq1Kmo1Wq++OILFi9e\njFar5T//+Q9DhgyhqqqKxx9/nIKCAgwGA9OmTSMsLIz09HReeuklNBoNaWlpPPjgg96tiEAgEPyN\nkSSJHUdOo0mUm/R0juhARECYy/fnf/s19iI5khB58y1ogpRtjFNaXMmRA3kAJHaIwmjyV3T8GmxV\n+bW5AbqAGIIiUxUd3+JwsilXLrmPN/jT0uibz6EELmdfnDlzht69664PTU1NJSsrq8H7v//+e0JC\nQli0aBHvv/8+L7zwAq+88goTJ05k0aJFSJLEr7/+Sl5eHgsWLGDx4sV88MEHzJw5E6vVyueff067\ndu1YtGgR119/PfPmzQNg6tSpzJgxg88//5ydO3eyb98+Nz6+QCAQ/LM4kWPGHHAElUYuGRzshspg\n1fFjFP8qV44FtG2Hqf8Axe3bufkk1S/RPmsgJEkShSeX1ioMhsX9S/FKgc15JVQ1MXGh+nD5k8fH\nx9fbWXDLli1EX6BsZNiwYUyYMAGQfwgajYa9e/eSmip7YQMHDmT9+vXs2rWLbt264efnR1BQEPHx\n8WRkZLBt2zYGDBhQe+2GDRswm81YrVbi4+NRqVSkpaWxfv16Vz+SQCAQ/OPYfjAHTfQJACL9I2kf\n6pomgOR0yj0DJAk0GqLG3674w62ywkrGLrm5UVxCGOFRvklELy/chcUsb40YI3oprjBod0qsOyPn\nOET660gKUa7Toi9weWtg/PjxPPfcczgcDoYNG0Z4eDgFBQX89NNPfPDBB0ycOLHB+w0GeSHMZjMP\nP/wwEydOZNq0abW/SAaDgbKyMsxmM0FnhZoMBgNms/mc42dfe3bFgsFg4OTJk1yI0NBAtD5o6BAZ\n2XR6R1+qiDX0HrGG3vN3XsNtOftQh8vNba7reDlRUSaX7jv94zIsx44CEHvDCGK7JjV4vSdruPrn\ng9jt1ZGKq9r75Odgt5Zzeo8c1dDpTSR2GY5GF6DoHOtOFVBqk8WFrmnbjGgX1/ivNNbvocuOwKhR\nozh58iQffvgh8+fPrz2u0WgYP34899xzzwXHyM7O5v/+7/8YO3Ysw4cP5/XXX689V15ejslkwmg0\nUl5efs7xoKCgc443dK3JdOEFLyqqcOkzu0NkZBB5eWWKj/tPQqyh94g19J6/8xoWllaRr92PBtDi\nR0djJ5c+q62oiOML5ARBXWQk/pcNa/A+T9bQZnOwac0RACKijRiC/Xzycyg4/j12m/zcMDW7ksJi\nO6DcPE5JYtnBbHl8nYY2fjqPPocvfg/rcyzcKh987LHHuPvuu0lPT6e0tJTg4GCSk5MJDb1wNmR+\nfj533XUXzz77LH379gWgY8eObNq0id69e7NmzRr69OlDcnIys2bNwmKxYLVayczMpF27dnTv3p3V\nq1eTnJzMmjVr6NGjB0ajEZ1Ox4kTJ4iLi2Pt2rUiWVAgEAjqYc2BA2iC5Zr5rmEp+GtdK2fLW7wQ\nZ5XceChq3G2o/ZTNrgc4sPsMVZU2ALr1iffJnnqV+TjlhekA+Ae1ITBE2VbCAAdKysmtkkvs+0WH\nom1C4kL14XbnhJCQEAYPHuz2RO+88w6lpaXMmzevNtHv6aef5sUXX2TmzJkkJCQwdOjQ2gjD2LFj\nkSSJRx55BL1ez5gxY3jiiScYM2YMOp2OGTNmAPDcc88xadIkHA4HaWlpdO3qvo62QCAQ/BPYlLsZ\nqqPg/2o7yKV7zLt2Yt4m54cF9UrF0LmL4nY5nRI7q9sJBwX7k9A+QvE5JKdDThAEVCotYXHX+MTZ\nqBEX0mvUpEZ6tiXQ2KgkqSY/s2GSkpIuuGj79+9XxChf44tw0985nNhYiDX0HrGG3vN3XcPCcjPP\nrH8JlcZBsDOWl694+IL3OC0Wjk19Gnt+PuqAAFq98ArakAv3ynd3DTMzcvn5W7niK+3KRLr0UL53\nQMmZPyjJ/h2A4GaXERyTpvgcx8sqeTdD1l4YGBPKsDjPHZomuTVQU+9/NhUVFWzdupW9e/fy9NNP\ne2ehQCAQCHzGD/v/QKVxANAvpo9L9xT88B32/HwAIm640SUnwF0kSaptIKT315LUpZnic9gshZSe\n+QMAnX8kpqi+is8BsKZaXEijUjVJcaH6cNkRaEhZ8Pnnn2ft2rUMHz5cCZsEAoFAoCBOyUl68VZQ\ng1Rl4Mr2F9YVsGSdouiXFQDoW7UmePBlPrEt+2QJudnym2/nHi3Q+Slb0SVJEkUnlyNJchZ/WNy/\nUKmVrxrLrbSyv1hOQuwWHoTJT1nNAl+iSBbD0KFD65UnFggEAsHFZU9+Bla1/LCNcXZAfwGBIMnp\nJOfTj8HhAJWK6NvuQOWjpLf0TXJPA41WTZceytbzA1QU76OqLBMAQ3g39MZ4xecAWVwIQAUMiGm6\n7YTrQpGf7JYtW/DzQRapQCAQCLznp0w5LC45NKTFXriVbsnaNVRlHgYg5Iqr8I9v6RO7CvPKOZ4p\n9/pv3yWGgEBlnyNOexVFp+SohlobSEjzKxQdv4YSq530glIAOoQYiAy4tJ6H/5+99w6S5LruNb/M\nLO+rvZu24x3GwXvCEgCt6AAQJCVRT9LqURK13OBGSApJEXqEtCtSbyWtuAoaPRGODjQSSJCE98AA\ng5kBxvf49q68yao0d//I6p7p6e4x6K4eg/tFVGRWVppb2dV5zj333N8569jFH/zBH8zYJoRgdHSU\nffv28fnPf35BGyaRSCSS+TNaGONYwekRW+OtbLn29CV9zUyG8R//CABXvIa6j3ysam3bsfWEANyG\nKxY+QTA19Cy2mQMg3no7mmthhYMmeXUkiVVJu7+QiwvNxVk7AicL90yiKArNzc18+tOf5pOf/OSC\nNkwikUgk8+fF/tem1luUNUTO0Ose+9H3sQvO877hvvtRfdUplpPLlujdPQJA94o6ovHAgp6/lO8n\nN+5Me/SGOgnEF37aI0DRtNg66kQDOsN+2kPVcTaqyVk7Ag899FA12yGRSCSSBUY3S7w6+CYAVrqW\nKzq7T7t/Ye8esq859VqCGzYS2ri5am17961+bNvpRm+4cmHH7YWwpzQDULSqaQaAU1yoZDuyyDde\nZLkBk5zWEUilUud0slgVppZIJBKJ5L2xdXgbJbsEgDnSwYYb5p7XbhsGIw9/DwDF66Xh3rnLys+X\nkm6yZ4dTBrl5SZTGloUV3smOvoFRdKINkcZrcfsWXqAIwLBtXh1x7GSj38Py6MJGNRaL0zoCV111\n1Tl5UReLoJBEIpFc6ggheKHf6d3bJT91SjtNNXMbquSTv8AYcSr/1X74o7hra6vWtj07BymXHE2D\njQscDTDLadLDzwPg8tYQbVx44aBJdkxkyRrO97ih6cIuNXw6TusIPPjgg4vVDolEIpEsIHsSBxgu\njAJgjbSzcVn9nIaqPDxM4pdPAOBdsoT4rbdXrV2WZfPum476XrwuQHtPzYKeP9n/JMJ2ahY4mgHV\nmc9vCzE1ZTDqcbG+5uKtWHnaO/T1r3+db33rW6xatWpqWyqVIhKJoF4EhRQkEonk/UjOyPPovh8D\nzpRBc6yVDR+YPTwuhGDk4f9AmCYoCg0PfAFFW3jBnUl6d4+QzzlFeTZcsWRBe9GF1D6K6QMABOLr\n8IW7Fuzcp7InmWdcdxyO6xpjaOrFGQ2AM+gIjI+PYxjG1HvLsrj66qvlEIBEIpFcoNjC5qE9PyBV\nSgNg9C0n6A6wtC066/7Z11+juM95pkdvvBl/d0/V2iaEmJoyGAx5WLa6ccHObVslkv2/AkDVfMRb\nqxfVEELw4rCjf+DXVLbUz35vLxbOuVt/ljWKJBKJRHIeeLbvJXZN7ANAJJuwRttZ31OHNksU18rl\nGPvhYwBokQh1H/+tqrbt2KEJkuMFANZtaUNzLVxkOT30PJbhTOOLtdyK5g4u2LlP5Ui2SH/eScK8\nqiGGV7u4I+QXd+slEolEMsXh9DF+fuhJACKuGPrhNYDCxmWzDwuM/+RHWFlHerj+0/ehBapnPPWi\nwUu/6QXA7dFYveH0wkbnQrkwRHZsKwDe4BKCtWeupTAfJnMDXIrC1Y0XdzQApCMgkUgklwR5o8B3\ndz2CLWw0RUM5tgksNy5NZU3XzIS8Ym8v6RdfACCweg3hK66sWtuEEDz7xD5yGacXfeUNXXh9C5PE\nd0IzQAAq8SV3VzV7f7hQYn/aiWpsrosQcl88xYXm4j05AhfrFAmJRCK5FBFC8NDeH5IsOXPau7mS\n4QFHQfCuq9rxe6cbK2GajDz8HwAoLhcN93+uqs/1nVv7OXZoAoCu5XWsXcDiQrnxbZQLjiZBpOEq\nPP6GBTv3bJxcXOi6pktDO+eMrszf//3fEw5Pnxbxta99jVAoNG2boih885vfXNjWSSQSieSMPNf3\nEu+O7wFgaWgF7z7nPLM7GsPcc03njP2TT/2a8oAzha/mng/jaVy4pL1TGR5I88YLhwEIR33cfNeK\nBXM6TCNLavBZADRPjEjzjQty3rlIlQx2Jiolk+Mhan0XV3GhuTitI3D55ZcD0+sMzLZNIpFIJOeH\nI+nj/PTQLwGo8cYZ2bkUISxcmsoX71mF65RENmN8jIn/+jkAnqZm4nd8sGpt04sGT/18D7YtUFWF\n2z+6Gq/v9CWQz4VU/68RFeXEmrYPoqoLd+7ZeGUkhX0RFxeai9M6ArK+gEQikVy4FIwC3919Ii+g\nNX89WyecOfofv6Gb1vrpkVshBKOPPowoO/s0PPB5VHd1jOepeQHXfKCHhuaFkxIuZg5SSDlRkEBs\nNf7osgU792wUTIs3x5wpmT0RP63B6hRjOh/IZEGJRCK5CBFC8PDeH5HQnTHrq2tuYuvbjoFf1hbl\n9suXzDgm9/Zb5N/ZCUDkmusIrFhZtfZVMy/Atg0SfU4URFG9xNruWLBzz8XroynKlXDADRdpcaG5\nkI6ARCKRXIQ83/8KO8d3A7CmZhVvveJM/fO6NX737lWopyjdWcUio489AoAaClH/yU9XrW19RxNV\nywsAyAy/iFV2EiNjLTfjcldX3tcpLuREA1oCXpZGLs7iQnMhHQGJRCK5yDiW6eOnB50yu3FvDG1g\nA8mMEw341AeW0hCfaagmfvYTrEpF2fpPfBotXB3jqRcNHn9oW9XyAsrFUTIjrwHgCbQQqtuyYOee\ni23jGQqmU1zo+ou4uNBcSEdAIpFILiIKRpHv7HoES1ioisr10bt5411neGBNVw03zSLUox89SurZ\npwHwL19B5NrqVOSbzAvIpHRg4fMChBAk+34B2IDiFBVSqmvGLCF4edhxoOJeF2trQmc44uJDOgIS\niURykSCE4JF9P2JCd3Tu71xyO08+68jq+r0ufvuDK2f0VoVtM/LQ/wIhQNNo+Oznq9ajrWZeAEB+\nYjulvFOrIFx/BZ5A84KefzZ2J3IkSpPFheJol1g0AKQjIJFIJBcNLwy8yo6xXQCsrV3FkXfryBQc\nI/XZ25ZTE5mZyZ569hlKx44CUHPnXXhbFk7a92RO1guI1QQWPC/AMvKkBp2ohuaOEG2+acHOPRdO\ncSEn2hJwaWyuW7joxoWEdAQkEonkIuB4pp+f9j4BOHkBq9WbeHv/OACbl9dz1ZqZokBGMsnEzx4H\nwF3fQM3dH6pK207VC/jE5zYvaF4AQHLgKWzLGXKIt92JqnkX9PyzcShTZLDgTH+8uiGK5yIvLjQX\nl+a3kkgkkkuIolnkO7sexqzkBXyy65P86GknRB4JuHngztl732PffwRbd4xnw/0PoHoWXglvNr2A\nliULK72rZ49QSL4DgD+yHH90xYKefy4mowFuVeHqxktDTng2pCMgkUgkFzBOXsDjjFfyAj7UdQfP\nvJynUDIB+NydK4kEZhr47NY3yG17C4Dw5VcQXLuuKu2rdl6AsM2TNAPcxJfcuShZ+wN5nYMZp7jQ\nlrooAZdW9WueL6QjIJFIJBcwLw28zvZRpze8pnYl7sQydh12nIJr1jaxaXn9jGMKe/cw/N1vAaD6\n/dR/+r6qtK2adQQmyYy8gllyHI1o0424PIvTM58sLqRy6RQXmgvpCEgkEskFSl92gMd7/xOAmDfK\nXa0f5ofPHQIgHvZy360zZXX1o0cY+Jd/QpgmaBrNf/BHuGILb8iqXUcAwNAnSI+8DIDb10i4oXql\nkk8moRu8m8gBsL4mTNxb3RoG5xvpCEgkEskFSNHUp+UFfGHVvXz/V8coGY6wze/cvYrAKYa3PDzE\nwP/8BqKkg6LQ/MXfJ7hm7YK3rdp1BCavkej7BQjn+9a0342iLE54/uWRJJXaQlx/CRUXmgvpCEgk\nEskFhhCCx/Y9zljRCYl/qOsODvW6ONDvyNx+YFMrazprph1jJBL0f+MfsHJOmdyG+x4gfPkVVWlf\ntfMCAArJdynljgIQqtuMN9i24NeYjZxhsm3c0WZYHg3QHKj+7ITzjXQEJBKJ5ALj5cE32DbqFAda\nXbOC1YEt/ORFZyy+Ie7nkzctnba/lcsx8D//ATPhGOfaj3yM2M0fqErbFiMvwDKLJAd+A4DqChJr\nvmVBz386Xh9NY1SKC11/iRUXmgvpCEgkEskFRH92kB9X8gKingj3r/gk3/nlPkzLRlHgi3evxus5\nESK3SyUG/ukfKQ8OAhD7wC3U3PPhqrRtMfICAFKDz2CbTsZ+vPUOVNfilPwtWzavjThywm1BL91h\n/6Jc93wjHQGJRCK5QNBNne/sfhjTNlFQ+O019/HCtgmODTvh/juvbGdpW3Rqf2GaDH7zX9APOwmE\n4SuupP4z91dlet1i5AUAlHLHyU+8DYAv3E0gvmbBrzEXb46lKVo2cGkWF5oL6QhIJBLJBYAQgsf2\n/4TRgqMWeE/37bhLdTzx6lEA2uqDfPS67hP72zbD3/02hV3vAhBYs5am3/k9FLU6j/XFyAsQwjqh\nGaC4iC+5a9GMsWULXqlEA2q9btbEL73iQnMhHQGJRCK5AHh1aCtvjewAYGV8GTe33sC3n9iLZQs0\nVeGL96zG7XIe2UIIxr7/KNmtrwPg6+6m5X/7EorLVZW2LUZeAEB29HUMfRSASNP1uL01Zzhi4Xgn\nkSVVdkSarmuKo75PogEgHQGJRCI57wzkhvjRgZ8DEPWE+cKae/nZS0cZHM8D8OFrO2lvDE/tn3ji\nP6fKCnuaW2j94z9D9VYnu32x8gLMUpL00AsAuHx1RBquWfBrzIUQYkpAKOTS2FQXPsMRlxbSEZBI\nJJLziG6W+M6uhzEqeQFfWHMfQyMmv9nq1BLoao5w19UdU/unnn+WiZ//FABXTQ2tX/4KWqg6YezF\nygsQQpDofxIhnB55zZK7UdTFk/Q9kC4wXCwDcE1jDHeVhlcuVN5f31YikUguIIQQ/ODATxkpjAFw\nV9ettAc7+M4v9iAAt0vli/esQqsYpuxbWxl95CEA1FCIti9/BXdN9cLni5EXAFBM7UXPHAQgWLMB\nX6jjDEcsLJPFhTyqwpUN0TPsfekhHQGJRCI5T7w+9BZbh50M+RXxpdzZeQs/fPYgYymnYuAnbuyh\nuTYIQH7Pboa+9W8gBIrXS9uf/Bme5paqtW2x8gJsSyfZ/ysAVM1PrPXWBb/G6ejL6RzJFgG4oj6K\n/xIuLjQX0hGQSCSS88BgbpgfHPgZAGFPiC+suZfdR5I8v8PRA1jZHuOWLY6ann7kMIP/7z+BZaG4\nXLT80R/j6+qe89zzZbHyAgBSg89hmY6uf6z1NjRXoCrXmY2xYpkfHRkGQFPg2ku8uNBcVCfFVCKR\nSCRzUrLKlbwAw8kLWH0vmu3j33/pqAn6PBq/c9cqVEWhPDRI///zDUSpBIpC0xd/n+Dq6s2tX6y8\nAIBSfoDc+JsAeEMdBGsuq8p1ZmN/Ks8PDg+jV3QDrmqIEfVc2sWF5mLRIwI7d+7kgQceAODYsWPc\ne++93HffffzVX/0Vtu38QX74wx/y8Y9/nE996lM899xzAOi6zpe+9CXuu+8+fu/3fo9EwinDuWPH\nDj75yU/ymc98hn/5l39Z7K8jkUgk58wP9/+M4YIzTe6DnbewsmYZjzx1gFTOSVj7zC3LqIv5MRIT\n9P/jP2DnnB5zw/0PEN5yeVXbtlh5AULYTlEhAEV1EgQXYcre5AyB7/UOTjkBN7fU8MEldVW/9oXK\nojoC3/rWt/iLv/gLSiXH03zwwQf50z/9Ux599FGEEDzzzDOMjY3x0EMP8f3vf5/vfOc7fOMb36Bc\nLvPYY4+xfPlyHn30UT760Y/yr//6rwD81V/9FV//+td57LHH2LlzJ3v27FnMrySRSCTnxOtDb/H6\n8FsALI/18MGuW3lr3yiv7x4BYH1PLdevb3bqB/zj1zErnZ7aj3yM2E3VqR8wyWLlBQBkx7ZiFJ2w\nfKThWty+6htiw7b58ZERnuwbd5IxVYV7e5q4rbX2faUbcCqL6gi0t7fzz//8z1Pvd+/ezRVXONWx\nbrjhBl599VXeeecdNm7ciMfjIRwO097ezr59+9i2bRvXX3/91L6vvfYauVyOcrlMe3s7iqJw3XXX\n8eqrry7mV5JIJJKzZig/wg/2O1P/wm4nLyBbMPner/cDEPS5+MIHVyJKJQb+6RuUhybrB9xatfoB\nkyxmXoBZzpAeeh4AlydOpOm6qlznZDJlk2/t62f7hCPXHPO4+P1VS1hX8/7SDJiNRc0RuOOOO+jv\n7596L4SY8jaDwSDZbJZcLkc4fOIPEwwGyeVy07afvG/opPmzwWCQvr6+M7YjHg/gqkJmaH29/EHN\nF3kP54+8h/OnGvewZJb5u7cepVzJC/iTa36HnsYW/se/byVXNAD4o09soKctyt6/fRD9sNMzr7vh\nepZ/6ferJh0MzrP4+999cyov4PYPr2HN+vkNCZzuHh7a8ROE7QyDdK37BJHa6ioIHknl+f/e6SdV\ncu7z0niQP9zUTcR7YecELNb/8nlNFlRP+mHn83kikQihUIh8Pj9tezgcnrb9dPtGImdOakkmCwv4\nLRzq68OMjWUX/LzvJ+Q9nD/yHs6fat3Dh/f+iL7MEAB3dH6AZq2Nnz/Xyxu7nfD4FasaWNESYtf/\n9Y9kdzhJg4G164jf93nGJ/Jznnch2PFGH717nKGJruV1dK6ondc9ON09LKT3kxrdBUAgvpaS3VzV\n3+z28Qw/PTqKKZzSwlvqIny4o4FSRmcMvWrXnS/V+B3O5Vic1+mDq1ev5o033gDgxRdfZMuWLaxf\nv55t27ZRKpXIZrMcOnSI5cuXs2nTJl544YWpfTdv3kwoFMLtdnP8+HGEELz88sts2bLlfH4liUQi\nmcHW4bd5bcjJjl8a6+KuzluZSOs8+vQBAKJBD/fftpzRxx4hu9V5Jvq6e2j5w/9etfoBkyxmXoBt\nlUn2OZoBiuYl3np7Va4DYAvBk33j/OjICKYQqMCH2uv5WGcDLvX9mw8wG+c1IvDVr36Vv/zLv+Qb\n3/gG3d3d3HHHHWiaxgMPPMB9992HEIIvf/nLeL1e7r33Xr761a9y77334na7+frXvw7A3/zN3/CV\nr3wFy7K47rrruOyyxZt+IpFIJGdiOD/KY/t/AkDIHeS319yHoqh895d7KZYsAL7wwZWUn3mS9HPP\nAOBpaaH1j79ctfoBkyxmXoCeOUxy4DdYRhqAWMstaO7qSCPrpsUPDg+zP+1Ef/2ayn1Lm+mJLJ5G\nwcWEIkQlXvI+ohphKBmSnT/yHs4feQ/nz0Lew7Jl8H+/9c8M5p3w/x9d9rusrl3BM9v6eeQpJxpw\n/fpmPuYfYvSR7wHgqqllyf/551WVDgYnL+DJH++amip43a1LWVcRMJovJ99DQx8nOfAUeqZ36nNv\nqIOGpZ+rSuRhXC/zvd5BxnUnH6DB7+FzS1uoqZKDUy0Wc2hACgpJJBJJlfhx78+nnIDbO25mde0K\nRhIFfvSco6tfG/Hx4ViK0X936gdooTBtf/Z/VN0JgOrrBVhmkczwi2TH3gSc+fqK6iHSeC3hhquq\n4gQcSOf5/qETIkGrYkE+1d2EV5MiuqdDOgISiURSBd4c3s4rg1sB6Il2ck/X7di24Nu/2EPZdAzV\n765UmPiPb1fqB/ho/dP/HU9TU9XbVs28ACEsRo+9zNDBX2NbJ5LxgjUbiLXcjOZe+Ex4IQSvjKSm\n9AEAbm6u4ZbWmve1PsDZIh0BiUQiWWBGCmM8tv9xAILuAL+95j40VeMXrx3l0EAGgI90qWiP/y9E\npX5A63//Y3ydnVVvW7XyAoQQ6JlekgNPYZYmprZ7Qx3EW2/HE2ie9zVmw7Btfn50lLcr+gBuVeG3\nOhtZXyun0Z4t0hGQSCSSBcSwDL6z62FKljNP/vOrP0PcF6NvNMfPXjoCwAp/iTWvPoE9WT/g936f\nwKrVVW9bteoIlIujpAZ+g549PLXN5YkTa70Nf7R6sxAyZZNHDg7Rl3ciD1GPi88ubaY16KvK9S5V\npCMgkUgkC8iPD/4XAzlHL+C29ptYU7sS07L59hN7sGxB1CzwsWNPY1c0UBo++3nCm6tbP2CShc4L\nsIw86aHnyU28DZWgvKJ5ae25DcW/HkWtnonpz+k8fHCIjGEC0BHycd/SZsJuaXQ3UpsAACAASURB\nVNbOFXnHJBKJZIHYNrKDlwdeB6A72sGHuu8A4D9fOULfaA6/pfPbyechkwKg9qMfJ3bjTYvStoXM\nCxC2SXZsK+nhlxB2qbJVIVS3mWjTjTS2NFV19sqOiQw/OXKqSFA9riqqL17KSEdAIpFIFoDRwjiP\n7qvkBbgC/M6a+9FUjUODaX7x2jHctsH9Y8/jy40DELv1Nmru/tCitG2h8gKEEBTT+0gNPI1ZTk5t\n94V7iLXehsffsJDNnoEtBL/pn+DFYefaKnBXez1XN0QXpXLhpYp0BCQSiWSeFE2d7+56GN1yescP\nrP4UcV+MkmHx7Sf2otoWvzX8PHWV0sPhq66m/lP3LlrZ3YXICygXhkgO/JpS7vjUNpevjnjLbfij\nyxasvXMxm0jQvUubWSpFguaNdAQkEolkHuyZ2M+j+x4nWXLC/be038C6Oifx7/HnDzE6kePDIy/T\nWXDyBgJr19P0hd+tahGhk5lvXoBpZEkPPks+sXNqm6r5iTbfSKhuM4qy8AXcTmVcL/NQ7yBjkyJB\nPg8PLGum1uep+rXfD0hHQCKRSN4DRbPIT3p/watDW6e2ra1dyUe6PwjA3qMJnn6rj9vHtrIqdwwA\nX89SWv7wj6peP2CS+eQF2LZBdvQ1MiOvIGyjslUlXH850aYbUF3+KrV6Or3pPI+dJBK0MhbkU92N\n+LTqOyDvF6QjIJFIJOfInon9PLLvx6RKjm6+V/PwsaX3cF3LlSiKQrFk8t1f7uW6xE42ZRwpYU9L\nK61f+tOq1w+YJJctvae8ACEEheQuUoPPYBmZqe3+6ApiLbfi9tVWs9nT2vHqSIpfniQSdFNznFtb\na6VI0AIjHQGJRCI5S5wowBO8WqkkCLAivpT7V36CWv8JWeDHnuml4/hOrku+A4CrtpbWL38FLVSd\nIjsnI4Rg784hXnvuEOVKUaOzzQso5ftJ9v+acmFgapvb10i87XZ84a6qtflUTNvm58fG2DbuOCIu\nReG3uhq5TIoEVQXpCEgkEslZsHtiP4+eJgowyY7ecSZeeZUPjztDBlq4Uj8gHq96G1OJAi88uZ/B\nvvTUttUbms+YF2CW06QGn6GQ3DW1TXUFiTXfTLB2A4qyeNPysobJI71DHJ8UCXK7+OwyKRJUTaQj\nIJFIJKehaBZ5vPcJXjspCrAyvoz7Vn6CWv90454tlHnmh09zz8jLKHCifkBjdesHWJbNzq19vPXy\nUSzLCaSHIl5uuH05HUvnDuXbVpnMyMtkR19HCEeYB0Uj0nAVkcbrULXFGcaYZCCv83DvEOmKSFB7\n0Mf9y6RIULWRd1cikUjmYPfEPh7d9/i0KMDHl97DtadEASb5zx88zx1Hn0ZDIDSNti/9Cb6Ozqq2\ncXQow/O/3M/EWH5q29pNrVx5Yxce7+yPeCEE+cROUoPPYpu5qe2B2GpiLbfg8lY/enEqOyeyPH5k\nZEokaHNdhI9IkaBFQToCEolEcgoFo8hPDp5dFGCSN196h7Wv/RiPMBEotPy3PyCwclXV2miULd58\n+QjvvNlPxXYSrw1w0wdX0NQWnfM4PXuU5MBvMIrDU9s8gRZirbfjC7VXrb1zYQvBUwMTvDDkiAQp\nwF1L6rimMSZFghYJ6QhIJBLJSWwf2sU3tz48FQXwaV4+vvQermm5YlbDVBgdY+8vn0N7/Tn8tlNo\nKPrpz1a1fkDfkQQv/OoA2bQzjq6qCpuu6WDTVe1ortl70EYpQWrgaYrpfVPbNHeYWMstBOLrzovR\n1S2LHx4eYV/KiWb4NJV7e5pYFg0uelvez0hHQCKRSHCiAI8f/C9eH3pratvK+DLuX/UJanzTowBm\nNsPgi68y9vIrhMf6ODmXvXT9nTTddktV2qgXDV595iD7d41MbWtsjXDTnSuoqZ/deNqWTnr4JbJj\nW0E4swgUxUW48RoiDdegaudHlGdCL/NQ7xCjuuM81VdEguqkSNCiIx0BiUTyvmfX+F4e2/+T00YB\nrEKBzNtvMfTCy6hHe1GFmOYApDwRxJU3cMXnfmvB2yeE4NC+MV5+qpdiwRH3cXs0rrqxmzWbWmbt\nzdtWiXziHdLDL2Cbhantgfh6Yi0fwOWZf/nh98rBdIHHDg1RrIgErYgG+HRPkxQJOk9IR0Aikbxv\nKRhFHu/9L14fPhEFuKxpFZ/o/ig1vjh2qUTunZ0kXnuV4u53US1r2kMz4wow0rKSphuuY+N1l+F2\nLbwhy2V0Xvx175RMMEB7Tw033L6ccHT6lDrbKlPM9FJI7UFP956YCQB4gm3EW+/AG5xf6eH5IITg\ntdE0vzw+hl3ZdmNTnNvapEjQ+UQ6AhKJ5H3JrvG9PLrvcdJlR7TGp3n5+LJ7+NCqGzj+4hsMvfED\nMtvfRjGc0PXkyHte83Ew0oln4+VsvvUKtjRUR+RGCMHu7YO8/vxhjLIT0vcF3Fx361KWrmqYigLY\ntoGeOUghuZtipvckOWAHzRMl1nIrgdjq85Z8lywZ7JzI8vZEhvFKvQCXovDxrgY21J6/yITEQToC\nEonkfcVsUYBVsWV8QlsPT+3mzb//HlbeSV6bNJu66uZAsJ3xJatYddMVfHhtK15P9cLYifE8Lzy5\nn+GBExK/y9c2cu0tS/H53QjbpJA+RCG1m2L6AKKSpDiJonoJxFYQiK3BF+5GURc/5K5bFrsTOd6e\nyHIkW5z2WaQiEtQmRYIuCKQjIJFI3jdMiwIIQUdS5Y5UA6G9u8ikX5m2r6Fo9AaXcCDSRe3mjdy0\npYPulkhVe9WWZbP9teNse+0YdkUYKBz1ceOdy2nriKJnDzExuodCaj/CLk07VlE9+KMrCMRX4w/3\noKiL/3i3hOBQpsDP+sfZPpLCsMW0z5v8HjbWRthcHyFQhWEUyXtDOgISieSSp2AU+HHvf/HG0FvU\npUyuPVZiTZ+FP1sCRrAq+1moHA60sCfcRaplKddt6eQP1zUTDlQ/k314IM3zT+4nOe4k9ikKrN/S\nwvqNUMq+TP+ufQhLn3aMorrxR5YTiK/GF1mKqp65qFA1GCqU2D6eYWciS9awpn0WcmlsqA2zsS5C\nc2BxlQolZ4d0BCQSySXNrvG9PPHGYzQfnOCBYzo1memGykbhmL+JveFODoTauWxdB3euaWRNV82i\nJLCVSyZbXzzCu9ucQj+KIujs0lm7vgjlN0kcmx5WVxQXvugygrE1jvE/T9P/MmWTnRNZtk9kGC5O\nH5pwqwqrYkE21UXoiQTQZCLgBY10BCQSySVJZqSfN379EL53D/HxpDnj835fPXtCXewPdaBFItyw\noYUHLmtl5dJ6xsayi9LGY4cmePHXB8hldGriaVpbxmhrTaIqOvbJ9l/R8EeWEoitwR9dft6Mf9my\n2ZPKsX08y8FMAXHK511hP5tqw9y4rJlcqjDrOSQXHtIRkEgklwxmJkPura0Mv/o86tF+Ok75fMQT\nZ0+4i72hTjLuEMuXxPjsxlY2r6jHpS2epn2xUOaVp3sZHzxIR8sYTZvG8Xmn96pRVHzhHoLxNfij\nKxa9ANAkthAcyRbZPpFhVyJH+ZRx/zqfm421ETbUhol7naEJv1sjN9vJJBck0hGQSCQXNVYhT+7t\nt8lufZ3C3j0gBCeb9ETQwx7/UvYElpHwRPF5NK5e28TNG1tpqw8taltt2+bQrncZObaN9vpRli85\nxfij4ot0E4itJhBdieo6f1n1o8Uy2ycy7JjIki5Pj6j4NZXLasNsrI3QFvTKmgAXOdIRkEgkFx22\nrpN/ZyeZra9T2PUuwpxuqDIBlQNLAuz2rGKosAIUlbb6EHdvauWq1Y3456jKVw2EEJQLg6SGd5Kd\n2I3XXaS97eQ9FHzhLgKVnr/mCixa204lZ5i8k8ixYyJDf376rARNgZWxIBtrIyyPBnGp0vhfKkhH\nQCKRXJAIy8IYH6c8MowxOuIsh52lmZiYsX/Bp3Cg3ceBDi/9rmbKR9fhKvu5am0DN29sZWlrdNF6\nrkIIjOIw+eRuCqk9WOUUAB735OcgtBZqWzYQiK1Cc5+/IjuGbbMvlWfHRJb96TynRP5pD/rYUBdm\nfU1YTvm7RJGOgEQiOW8IIbDSKcrDw5RHRjBGhilXXsbYGFjWaY+3PB72tbrZ3+Wmv8GNbbsxjq8k\nZvRw87VtXLe+mcgiTP2b/C5GcYRCag+F1B7MUuKUzyGRjGJr3azach2B0OzljBcDIQTHczrbJzK8\nk8ihW/a0z+MeFxvqImysDcsiQO8DpCMwT2zboJB4h6B3GSClMiUXH3rZJJktkciWSGZKJLO68z6j\nk08U0bJlVMvGUBQMBQwFTFXBrCwVTUVRQFUUVAUURUFVFBTVea8qCl6rRFRPE9HTRPQUYT1FuJgm\nXEjhOkUSdy5Ml4dCqIZiKE4+GGFXaIzjS7NYWqUoUKqOHnE9t9+0jHXdtahVCF0LIbAtHbOcxCwl\nscopzFISs5zC0CewjPSMYxLJCEPD9eSKrVx9y2W0dZ4/ByChG2yfyLB9IkuiNP2+ezWVdfEQG+si\ndIR8Uvv/fYR0BOZJZvhlMiMvkeiDQHxdpapX9Hw3S3IabCEY08scyRbJGxY9kQDtl+CDTwhBsWQ6\nBr7ySmT0qfVJ418sTR9fdwN1QD0KNVMiuwoImJovZk2uCEwsSoAhBKpdwmMW8BtZouUUtfo49foY\nwVNU8ObCRCXpCZN0R0i4IyQ8laU7QkHzogSzuOoG0Or6UVyG0y7LxUrXdXz65ptoiM9/fN22TQx9\nHHPKyCcxS6mp96cq+s1GNhelr7+WoZE6SiUfG65cwm3XduJyL35ovWhavJvIsX0iw7HcdEEiFVgW\nDbCxLsKqWBC3ungzJyQXDtIRmCfeUDuMqiBsCsl3Kab2Em64ikjjtYs63ce2BXqhTD5XJp8tUSqZ\nNLZEiNWcv8Sjk7GMHKV8P5o7jNtXi6otXja0JQRD+RJHc0WOZIsczRanyp8CPDOYIOzWWB0LsaYm\nRFfYf8ELoAghyBWNEz35rNOTL5RthsZyU4a+ZJw+tD6JAkRxjH8UUCoOQDicY0nrMMFQmXLZRbmk\nUS67MQwXZcNZGoabcmVpWT7Q/AhvLSkgBRwWFl6zgM/I4TPz+Mw8imIhXBplj5uSN0A2ECXrj5H3\nBLFRsO1K71sILLWIN3QcJXQc25uZ1u4WTxf/beNnqA+efS9bCIFl5rAqPXnzlOVxIwszZsjPjar5\ncXnjKFqUoSEPO7Z5KerO77uuMcQ9H1xBfVN1ChPNhhCCRMngUKZIb6bA/lQeU0z/Pi0BLxtrw6yv\nDRN2SzPwfkcRQpz9L/4SYaHFQrKZUcz0S2THd09tU11Bos03EqrdhKK8dy9bCEG5ZFHIlcjnSuSz\n5cqyNGX087kyhVyJ2f6S8boA3cvr6VpeR11jaNGn+VhGlszIq+TGt00riaq6Qrh9tbh9dbi8dbh9\ntTS2dJLOavNuo2Hb9OdLHMkWOZYtcixXnDH3+XQEXKrjFMRD9EQCi54dbQtBNl+e3pOvhOud0L1j\n/M1TxnXPlkjQQzzspSbsJerW0LIlCqN5zJLjNGiaRXPTGD1dI4SCM0Pdp8OylGmOwckOw6kORNlw\nY5Sd/Tw+D6GIj1DESzjiwx9yM6GM0qsfoFc/gOHWpyoAKSisiC/l2tYr2Vi/btbfi22VZjHyJ3r2\niJkCQ3MhhIppBzHMEOVyAL3sR9f9FHQfhZwPvaxiGhYl3cQ0nL+J5lK5/PpOLru8DXURetnJksHh\nbJHDmQKHM0XSxszvF3FrbKjM92+qstRvfX140USZLlWqcQ/r62d3SKUjME9e2z3Mt5/YgxCwtCHH\nbcsO0xg60WspE6Pkv5ZwbBnxiI+Q3z314LIsm3y2RCFXnm7kJ9ezzvrkw2W+KAETd3MZT4uFr07g\n0jRcioamargUF5o6ua6hqa6pz9yqC03RcKkamuKqLE95f8pxwsyTHX1thgNwxjYqLly+WtzeOmfp\nq5tan0tHvWTZHMs5Pf0j2SL9+RLWHD/rqNtFZ9hPZ9hPV9hPwKWyN5VnVyLHoWxhRsa0T1NZGQuy\nNh5iWTRQldBp2bDo7U+z52iC3UcTDIzlsc7BcZlEUaAm4iNaMfSOsfedtO4lFvaCLTi8f4y9O4cY\n7Dth6MOhHJ3tw7Q2D6O5TvzmhBCIpIHiVsGnOssFxjTVaQ7ElCNRdhyGkqlRBjSPn2iojmikBpfb\nBisDIoNKFk3J4dJyuLU8Ltep8/NPj657KBR9FAo+Z1n0USj4KRR9lEoeTtQhPDOtHTFuvHM50QUY\nppiLTNnkcNYx+oezxRnj/ZP4K7/fjbURuiP+RRv+ko7A/JGOQJVZyJv7i9eO8vgLh6feKwjWNI1z\n6/KjxPwnxhL7x2NsO9BFPhvGryq4APU9POwn8Xg1giEvvpALw62TVpIMW4Pk1AymR0cognC6nkii\nCX9hZs6C6SqRiY+QiQ+Tj0wg1IX5GQQVhat8bi7zunGf9NDpt2CXqeHXPNS5NGIKhDEJCgONswtf\na+4obl8tZXcDw6KBATNEn64xVDTnDOTW+dx0hk4Y/pjHNWfEoWhajlOQzHEwXZgRTvWoCiuiQdbU\nhFgRDeJ9D0p0lm1RMIscGp5gb/8YvYPjDCTS2EoZNBNFM0Go2LkYdj4KwrmGpirEQl7iEcegO8bd\nd9K6l2jIQ1NjdM7f9/hIlr07hziwe4RypfevqhYtTWN0tfYRqXE0bYWADCGG9RqG0jFGtHpst5eG\nUp5mxaY16KalNkigNgw+DWHr2GYRyyxgW0VsszhtaZlFbKsAYmEc2veCaWpzGvpi0Yttzz12ryjg\n9mi43Boul4rbXVl3q7jcGu7K0uXSaF4SpWdl/YJH3vKG5Rj+Sq9/TJ/d8Hs1la6wn+6wn55IgEa/\n57zkvkhHYP5IR6DKLOTNLRTKPP3rA2TSJQpZ3QmvmjaaatPZPsDS7uO43c5DVwjoH2hk/8FOSqXZ\nQ3M2AgOwVRXVo+Hxu/AHPYTCXmJxH/W1IVwRnUHrKHsT+ziYPoI9ywO2JdiEV/NiCRO7oOEai+Ae\ni+FJh6fGfyexNINsbJRMfIRcdAxbOzvDfDJzOQBHDZOXi2UGThPGDioKNZpKrapQq6mVdZVoxdDm\nRIAhUV95NZBkrmRMQa2rzBI/dEXCLK9pIOrzz76nEKQSBYp5g9qGIF7f9GhDyXLmVu9O5tifzs8o\np6op0BKAZl+ZuKeAJXSKpo5uOsupdctZ5stFiqaOxdlHR1yKm9ZAG8vj3aytX05ndAmuM5SWPfXh\nUdJNDu4dYc/2AcZHT2i/h0J5Olv6aGsdQ7hVxqhhWNQxYtcybNWha7Pft0kUoMHvoS3oozXopS3o\no8nvnXMYRQiBsI2Kg1BAL2c4nDjAsdRBsvo4PkXBryj4FIWAqhDVvPgVFRUD5SzG622hUCr5KJUD\nlI0AhhnEskNYIoRNBNXlx+061YCfYswrnzc0hslm9anPtEWUHp6kaFoczTq9/UOZwoyiPpO4VYXO\nkJ/uiJ+ecIDmoPeCyG+RjsD8kY5AlVnIm/v6C4fZ/trxOT/3uMssW3qc9rZBJqPKpqVyoL+DnceW\nkNQFJSEoAwbMbiYUGzWcQIuNocbGUH0zi3mowkWd1kZHYCmralbQHq+jsSYwozdQLJQ52jvB4QNj\n9B9NTtU8n0TTFJo6IrT2hGnoCqJ5FEzbxBQW1tTSmnpvG3kC+YMEC32onDD2WVeUIU8zadWPJSxM\n26JsGRTNIgWzSMEoTC1NMd3xUJUomqsJt9aEW2sGdfYfr4pNPRM0K2M0K2M0KWN4lRM9JVsIMgIy\nQqNo+SgWw+jZKIXxCPqEH2GeuDeusI0aNyGqY4Tz6IE0uihVDLpBWdShuTpwu9pRlOnzqoWwMK0B\nDOMIpnkMwdllyJ8rbtVNd7SDZbEelsW76YgswX2KY1BfH2ZkJE3/rmPsees4x8csrEpUQVUtmhvH\naG4bIReLOIZf1DFOHJvZe8RuVWFJ0IdHVRko6DNKzJ6Mpig0Bzy0Bn20Bby0Bn00nNQjtYVNb/Iw\nbwxvY/vYu5St6catNdTMVU2b2dK0kYjH+Zs7DkTJiThUnAjb1DGNPKDh8dfg9sbRPNF55eKczPkw\nYpPDW4cyTo9/sFCa1f1xKQrtId+U4W8N+i5IhT/pCMwf6QhUmYW8uUN9KZ7/1QE0VcHrdxMMewiG\nvATDXoIhT2Xpxe3KkB1+lmLmwNSxmitEpPlmbN8qUjljKvM7kS0xlk0yaBwjrfVh+EedkPEp2CU/\ndqoeK1WPnakBMf1hHgm4WdNVy/qeWtZ01RDyT+/1lksmxw5NcOTAOMcOTczIRVAUaGmP0b28ns7l\ndYTCJ6IYcyUB+sJdRJpuxBdqP6v7Z9k2A/kCvZksgyWDo6kSxTlsjYKFRgphjaBZQ4TsAWpUmxpV\npVZzogrhsxzDL5dd5PIBcrkAyVSERCpKoeBjcizYViz0QIZCKEUxlKIQTGF4i6CouLQ23O5OXK4O\nVGX67AchbCxzhJLeh1EYxjZMhOkGy4WwXHhUL03RCEtqY3Q11tIYieB3+fC5fFPLvJHnYPIwB1KH\nOZg6zEhhbNbv4FbddEU7WB7uYGk+gP94hmNHchzMBCi4KoZUAVe9SaBVpxTzMaLWkWNuFbu4x0V7\nyE97yEd7yEdT4EQPUwhBxjDpz5foz+sM5HX686UZYjQn41EV6n0qtj3BcG4fGf0otjjx/xd2h7i8\naSNXNm2mLdxyVn+7arMYRsywbY7ndA5lnHB/f16fkZ8CoCqwJOijOxKgO+z8XS6GKX7SEZg/0hGo\nMgt9c41EgnjES1oXqIEAymn+UfXsEZIDT2EUh6e2uX2NRFtvYQwvuyb2sWt8L8ez/TOOVVBo8rXR\noHYQMlop5QKkc2USFRGYvD532FlRoKclyrruGtb11NLeGJ4WLTBNi/6jSY7sH+fowXH04sxzNbSE\n6VkepKnuIEbunffkAJi2YLCgTyX2HcvpcxoSn6bSEfLRVUnuawlM7/0IIcgU8gz0JxgZyjAxnCeX\nyOMhTyhYIBQsEAwVnWWgiHqGPAi95CaZjJJIRkkkI2SyIU5OElO9gkCdSqTBQ6zBh+3TOJQS9BdB\n93pRPdMdMSEEZrpM1IQ18RCbOmtZ0hg65zHbdClDb+owvclD9KaOkEoO0zxu0DJm0Dxm4inWMxxa\nxniwHdPtohx1U455oB7ygQCWMvtwgjO84aOjYvTbQ34innObSiaEYKJkVBwDx0EYLJRmDKVMP0Yn\noOl0h8NcVtdCeyhwztetJtV4AJu2oD9/wvD35fQZOSjg/Npag166wwG6I346Qv73lItyvpGOwPyR\njkCVWcibm37pBUb+499PbFAUVH8ALRhEDQbRKq+p9UAIJRjACiQpsA/BCYGPQ4bJc4USEyc9RIOu\nAKtrV7K2biWra5YTcM+diVw2LJI5Z4rZUKLArsMT7DmWpFSe2cWOBD2s63KcgjVdNQRPGiO3bZuh\nvjRHDoxz+MA4+WwJr6dET3c/7W1DaNoJw6162qlrvxlfuAMhBLplkzUscoZJzrTITa4bFomSQV9e\nn9NIRDwu2oO+qcS+UxOdTMNifCTH6FCW0eEMo0NZ0onirOeaJFrjp6EpTH1zkPoGCIeKCDNBWR+n\nrI9h6qMwh7KdZblIpMIkEhESySipdHhGUlkRQR7IIyjGvCgNfgJNQZgls74t6GVt3JmWWHuWsq1C\nCIzRUYoHe9EP9VI82Et5cJCiK8hgZBnHmlaTrYtRjnooRT2YwdlnVgD4lTLtARddsTo6wgFagt4F\n7V1atsXexAFeH9rGrsQQKHE0rd55qTUoytwJeRG35gwpBH20BZ1hhfOla78QD2BLCAbzpanM/qO5\n4py/+2a/x+nxR/x0hfz4LgE9f+kIzB/pCJwjtm3z13/91+zfvx+Px8Pf/u3f0tFxaiXyEyzkzU3+\n5leM/fD77+1gl4J2WRTX5tjUlCxhC4qHCuiHIeivIRytQwuGKs5EaKZjEQyieH1zZimblk1vX4p3\nDk/w7uEEg+P5GfsoCvS0RlnfXcu67lraT9IbKJfSHD/8MtnCYXQ8FPBRxMdEIcporoYifvC7wO+i\nrMK55IXHPdOn8q1sq2F83Kliblk2ibE8Y8NZx/APZUiM5WfVSpgkGPbS0ByeetU3hWckAZ6KEDZG\ncYRS7jilfB967ji2OXsldctWSGVCpCpRg2QqgmFMP7+qKdQ1hfG2hUnHPPRjkTZnOmLNAS9r4iHW\nxkM0+D2VtgjsYpHy0KBj+A8epHiwFyvrTEctubwcar+M422rSNXXUop6EXNO5RPUkqKWMXRrhOOl\nQfKiQFeknWWxbpbFu+mMdODRTn9/zoaB3BBvDG3jzZHtZMrT/7di3ihXNG1ic8MmhBKdNqQwppdP\nmwZY43XTVklEbA36aAl4F6V3PNsDWAiBJQSWcHr3lhCYQkytW7bAEIKBvM7hTJEjuSKlOSJd9T4P\nPREns78rHCB4HtQGq410BOaPdATOkd/85jc8++yz/N3f/R07duzg3/7t3/jmN7855/4LeXOFEBR7\nD+AvZUkNTWAV8lj5PHY+j5XPYeXzlHIpzFweTS/PPhs5oOG6Io62KoxSCX2Lso35dgprR/okOdc5\n0DS0QBA1GJhyGrRgCE9rK77OLrwdnWh+Jwt8PF3knUMT7Dya4OBoBktVUD0aqkdD85yYqRAIuVBd\nNjoa06u7nzsKEHBpRDwulgS9jvEP+Yl53VP3MJUooOcMDh0YY3Qoy/hoDsuc263w+V3UN0doaDph\n+AOh+YmkmJbN4YE0B48fJ508gp8R2uMZ6oJzRx2KeoiJRITx8TCJZHRKUW4SASi1Puy2AKmoh/ws\nD/14NkVn30Ha979DbHQIpXJcLhRlrKmNgeZuhps7ycfCjtc2Cx7KNCgTNCnjNDJO3CcYxMPW3AQD\n+dFZj3EpGp3Rdif5MNZNV/TsHYNsOcdbIzt4Y+gt+nKD0z5zq2421K/lIwHVcAAAHM5JREFUyubN\nrIgvRZ0jia9k2QycNKTQX9BJlk4zvAXU+z1TzkHU7cIUJwzxCcPMjO0zlpWXedL2SeMuFIWyaU19\nbgnm1KU4G2q87orhD9AVPvfhl4sR6QjMH+kInCMPPvgg69ev5+677wbg+uuv56WXXppz/2r8QE/+\no2XLOfZM7Ofdib3snTiAblXC/0LgNQS+kk09IZZ7W+ly19FAGKWoYxoJyjUjiMiJrHORtzDfSGLt\nzcx2WWxFoezxYXi8lL0+yh5v5eVD9wcpBoLo/iB6LE4pFKXo9VNQ598DUYGApuKyBCJvYGTKaGUL\ntWyjlS20so1XQGdblGXddXT21OL2aI40bqbE6FCm0tPPMj6SnZrXPhtuj0Z90/Sefjg6dxTkbLGF\nYGiiwJ4jCfYcTbCvLzX7MIrP4IoekxVNBWp9E6jmGHNJ0Bq6m1QyxEiihkQqRjYXYDLPQABG0EWx\nwY9e76EcnimzHE4niCXHGa9vphicW5Y2LAo0qyM0KWM0KuPEyeBy+6lvvRw1sBa3r3Zq32w5V8kx\ncJIPB/PDs57TpWh0RNpZFu9mWayb7mgHHu3EEIZpm+ya2McbQ9vYNbF3xrTVpbEurmzawsaGdfhd\n701COm9YDBR0xzHIlxjIn36mwoVI1OOiJ+yfSvCbdHjfT0hHYP5IR+Ac+fM//3Nuv/12brzxRgBu\nuukmnn76aVyu2T1v07RwLeA4nBCCY6l+tg2+y9tDuzg4cRRxiqFQFIXltd1sal7L5pZ1LIm2IHDm\nCxcNi6JpUagsE8l+hod2kSsVKQsPZdxYrgh4GijZGkXDpmjZ6AKMc1A8OxMaAj8F/Oj4FZ0AOnoR\n+sYCTKTd2GWbkNvFZZ01XLGykY3LGwhWZiLksyX27x5m365hjhwYxzolLOpyqTQviTExlqOQm1v1\nTXOpNLVEaFkSo6U9RsuSGHX1oalIyblgWjbjqSJjySKjyQKjySJjyYKznigylipiWjaqsAhYJYJW\nkYCpE7B02oKC9pBCvcciZOtYmQxGKo2RTiMUC7XRh9riQ2n2oTZ651Tbs0qQTXgZT9Ywmm0gnQ5j\nV6bzGX4XxQYfhQY/RmTunAHFEvjyOu3eFJ2BYzQxiF854SyG4j3Ut11FrHEt6hl0BgAyepY9Y73s\nGe1lz1gvx9MDs+6nqRrLajpZ3bCMQlnnleNvki1PH1pqDNZxQ+eV3NB5JY2h+jNe+1wRQpDUDY6m\nCxxN5zmaKnAsXaAwy3DLqSiAS1UqL3XauqYouFUFTVVwVz6bXHeWM/dzqeq0Y7TJ8yknzl8f8FIf\n8Cy6lLdEMh8uCUfgwQcf5LLLLuOuu+4C4IYbbuDFF1+cc/+F9LKOZfr49q6fkDZMFLwoihtF8aAo\nHtxqgLivgbA3jk8LYQgF3bLRTRvdss5J//694kYQMA18xRzeVApfLo2vkMdfzOMv5vDZOqFuldAy\nDa9mTUWeNTNG1l7H9nQL7xxNMpKYqV2gqQpLW6Os66llfXctrfVBFEU547TESRQFauqC1DeHaWiO\nsGJ1I4pLOWsBl7JhMZHRmcjojKd1JtLO+uQymXXqL7hsk6iZI2bkiBo5YkaWWOV92Mzjt89NjnYG\nKih1XrSOCFqrH6XeBXPYdSFUymYtqUyMwcEAo6NBTNOF6dMoNPgp1vuwPBqebBlvukSHP8FlS/oI\nuIamX1LzE6y5jFDdJty+uqnt76UXkSvnOZg6MV1xIDd02v19mpdNDeu5snkLPdHORTd6k0V1dMtG\nUxxjPG2pOMZahffUNtmbnT/yHs6fxYwIXBKDVZs2beK5557jrrvuYseOHSxfvnzRrv1U/zEs912E\n5oj+ZSzIFID3KDLjUhS8ionLLuClhEcx8GAS9EUJh1oIeDz4NA2fpuLTVLyVpV/TCLq1aclVQgjM\nxAT6kSMU+3rR1TSiRcGZXeb0sKy+AuabScTQYVTeZovHw7VL2rGblzDkqWFXKci2cYWy5Yyr7u9L\nsb8vxY+fP0Q87GVdJeFwdU8ty1Y3YhqVaYkHxpkYyxGrCUwZ/rrGEO6TxsxP/eEXdHOaYR9PF6cZ\n+0zByfZXhE3YLEwZ+yYjxwrTMfhRI0fYOv3MgrlQXC60SAQt7LxckTBaJIoWDuOa3B6JOOuhMEol\nAiWEwCxNVBIQj6PnjmOVU845FRuve4zG2jEaK9F7m1pyxRrGRkMc2+NFVSzWrE1R19aPIqa33Rtq\nJ1S7mUBsFcpZ9P7PhpAnyIaGdWxoWAdAzshzMHWkMl3RcQwUFFbWLOPKps1cVr9m2pDBYqMoylnP\nupBIJGfmkogITM4aOHDgAEIIvva1r9HT0zPn/gvpZT3dP8yzQ7OfT1OUKQPt01R8rsl1bfp2TcWr\naVOf+6cMujY1b94sZ0gPPUc+sXPq/IrmJdp4PeH6K87aKMwlBOSya1D7Axj7/v/27jwqqvN84Ph3\nWBRwZBEQK2JjYhw1IIIRghY8iIKN0RhjjGm0mhK1mhTr0URpNG5EUhfUiihxnUabaGO0RVtBMcRI\nFJVazfm5JUQQF4gEEId9md8flNGRJZAZNuf5nOOJ897tuQ+G+7zvfe+dLEpuZKAtrb9wUVhZUdnV\nlR+snbhSruRKpS35Fkq9iWzmZgqe7lE9WuDxpCOuTp30emdarZb7ReW6i3rOvRKKyiu5mXW/undf\nUEJxzcQxrRarqrLq3nzFfezLa3r31T17u/JCzJvwvILC0hJLJ2csnZywcHTCwq764m5ua4dFZ1vM\nbTtj3tkWM2tro/V2K8oKKC3M1BUH5cXZjd7WzNzqod5/w8PvzdGLKCqvHg1q6NHVx4n0Zg0nOTSc\nzBFoZsZMbpVWS6amBJvOVpRqSrGyeNArb5ZvqivKIu9WAqWadF2beQd77LsHYWPfv94LV1PeBKit\nqqLszh1K0q9Tkn6d0ozrlN64gbai/hndlR2tyVU68z123LJ05E5HR+5b2OiKgy62HXm6hz2FxQ8u\n/mUPPRVgXlX5YPj+oYu9ffl97Co0WNXzrH+dFAosHBz+d7F3xtLZWe/v5ra2Db70qSVUVZRUFwaF\nNyjVZFJadAseedVyx05uKJ0GVf9cG1noyS9gw0kODSc5NJwUAs2suZ8aaG5arZaSgm/Ju3WMitIc\nXXsHG1ccegTTsZObrs1YrwLWVlRQevtWdWGQfp2S9HRKb92EyvonbRVZWHO7QxeyOjpyx8qJHy1t\nUVYW6y7w1b356r83dfjezKYTlk5ODy7yD/3XoosjZpbta6a2tqqCsqLblGhugLYSa/t+dLDu2uT9\nyC9gw0kODSc5NJwUAs2svRcCNbTaSjQ557mXlURVxYPJfDb2/enc9TmK8v7P4AKgIVVlZZTezPxf\nYVBdHJTduU2Db/1pJIWFBRaOj17onbB07oqlkxPmNvW/L9+UyS9gw0kODSc5NJxMFhSNolCY09n5\nWTp1cacgO5mCH06DtpKi/EsU5V/SW9eYBUANsw4dsH7yKayffDAfo6qkhJIbGZSmp1cXBxnXKc+u\n+364ub09HZy7YuHkhKWTM45PulHcsTOWTs5Y2Nu3+vC9EEKYAikEHgNm5lbYdw9C6TSI/NtfUJT3\njW5ZcxQADcZiZYVNHxU2fVS6tsqiQkozMii/e/d/9+6dsHBywsxSf+a39CKEEKLlSSHwGLHoYI/T\nEy9R6uxD8b2rWNn2brECoCHmNp2w6dcf+rV2JEIIIR4lhcBjqGMnVzp2cm3tMIQQQrQDchNWCCGE\nMGFSCAghhBAmTAoBIYQQwoRJISCEEEKYMCkEhBBCCBMmhYAQQghhwqQQEEIIIUyYFAJCCCGECZNC\nQAghhDBhUggIIYQQJkwKASGEEMKEKbRaI3x5vBBCCCHaJRkREEIIIUyYFAJCCCGECZNCQAghhDBh\nUggIIYQQJkwKASGEEMKESSEghBBCmDApBIQQQggTJoWAEEIIYcKkEBBCCCFMmEVrB/C4yszMZPPm\nzWg0Gv7yl78AUFRUxLJly7C0tMTHx4exY8e2cpTtw3fffcfGjRuxt7fHz8+PUaNGtXZI7dLt27eJ\niIjAzs6OXr16MWPGjNYOqd05d+4c//znP6msrCQtLY1PP/20tUNqd6qqqtiwYQMajQZ3d3deeuml\n1g6p3UlJSWHDhg307t2b0aNH4+vra9D+ZESgDuHh4fj5+fHCCy/otZ84cYKQkBBGjhzJRx991OA+\n3NzcWLlypV5bQkICISEhREREcPz4caPH3RYZI5cnTpxgypQpLFu2jIMHDzZnuG2WMfJ47do1QkJC\niIyM5NKlS80ZbptkjBw+++yzLF++nMDAQMaNG9ec4bZJxshhYmIiWVlZWFhY0K1bt+YMt00yRg4V\nCgU2NjaUlZUZJYcyIlCH8ePHM3nyZBYsWKBrq6ysZPny5ezcuRMXFxcmTJjA8OHDqaysJCoqSm/7\nlStX4ujoWGu/2dnZqFQqAMzNzZv3JNoIY+TyxRdfJDo6msTERPLz81v6FNoEY+TR09OTsLAw9u/f\nz4svvtjSp9DqjPn/dVxcHB988EGLxt8WGCOH169fx8vLi0mTJhEWFoafn19Ln0arMkYOn332WXx8\nfMjJySEyMpK1a9caFJMUAnUYPHgwN2/e1Gu7ePEiv/zlL3FzcwNg9OjRJCYmMnPmTGJjYxu1XxcX\nF7KysujXrx9VVVVGj7stMlYulyxZQmVlJW+//Xazx9wWGSOP27dvJywsjMGDBxMWFsbLL7/cIrG3\nFcb6t3j79m06d+6MUqls9pjbGmPk0MXFBUtLS6C6Z2tqjHl9sbW1pby83OCYpBBopOzsbL0hGBcX\nFy5evFjv+nl5eaxbt45Lly4RGxvLzJkzCQ4OZsWKFSQlJREYGNgSYbdJTc3lzZs3iY2NpaioiNDQ\n0JYIsV1oah79/f2Jjo4mLi4OV1fXlgixzWtqDgE+++wzxo8f39yhtRtNzWHN78HU1FR8fHxaIsQ2\nr6k5TEhI4OTJkxQUFPD6668bfHwpBJqJg4MDy5cv12uzsbEhMjKylSJqv3r06MGKFStaO4x2r0+f\nPrqJq+LnCwsLa+0Q2jVra+ta86dE0wQHBxMcHGy0/clkwUaqGdavkZ2djYuLSytG1H5JLo1D8mg4\nyaHhJIeGa+0cSiHQSB4eHqSnp5OZmUlZWRmHDx9m+PDhrR1WuyS5NA7Jo+Ekh4aTHBqu1XOoFbXM\nnTtXO3ToUG3//v21/v7+2n379mm1Wq02KSlJGxwcrA0KCtLGxMS0cpTtg+TSOCSPhpMcGk5yaLi2\nmEOFVqvVtlzZIYQQQoi2RG4NCCGEECZMCgEhhBDChEkhIIQQQpgwKQSEEEIIEyaFgBBCCGHCpBAQ\nQrRpxnywSR6SEqI2KQSE+AnDhw+v9broh6WkpKBSqfjmm29aMKr6LVy4sNZXnLZX586dM9orfY8d\nO8aSJUt0nzdu3IiXl5dR9t0YSUlJTJkyBXjwb0alUnH16tU614+OjkalUjFz5kwASkpKCAkJ4fr1\n6y0WszANUggIYaBnnnmGvXv38tRTT7V2KI+dzz77zGgXPrVaTXZ2tu7zK6+8glqtNsq+f4pGo2Hp\n0qW8++67eu0KhYKjR4/WuU18fLzeZysrK2bOnMl7770nIxvCqKQQEMJASqWSgQMHYmNj09qhiCbo\n1q0bAwYMaJFj7dq1i169euHh4aHX7uXlRUJCQq3109LSSEtL4+mnn9ZrHzt2LJmZmRw7dqxZ4xWm\nRQoBIQxU162BPXv2MHLkSAYMGMC0adM4cOAAKpVK9z3kWq0WtVrNmDFj8PDwwMvLizfeeENvmHjK\nlClERkaybt06hg4diqenJ7Nnz9br1VZUVLBmzRqGDh2Kt7c3kZGRVFZW/mTMV65c4c0338Tb25sh\nQ4YQHh5Ofn5+reU+Pj74+PjwzjvvkJOTo1u+cOFCwsLCUKvVBAYGMmDAAKZMmUJaWprecRISEhg/\nfjyenp4MHz6cLVu26PVmk5OTeeWVVxgwYAABAQFs2LBBF//ChQs5cOAA3377LSqVipSUFD7//HN8\nfX3Ztm0bvr6+DBs2jKKiIjQaDREREQQGBuLu7s5zzz3HggULKCgo0OXyzJkzJCUl6X4Oj94aKC8v\n56OPPiIkJAQPDw/GjBlDXFycbvnNmzdRqVQcP36c0NBQPD098ff3Z/PmzQ3murS0lL/97W88//zz\ntZaFhIRw9epVMjIy9NqPHDmCr68vDg4Oeu0WFhaEhISwffv2Bo8pRFNIISCEke3du5cVK1YwYsQI\nNm3aRM+ePXn//ff11tmxYwdr1qxhwoQJbN++ncWLF/Pdd98RHh6ut97+/fu5cOECK1euZOnSpaSk\npOh9lfXKlSv5+OOPmT59OlFRUVy5coV///vfDcZ369YtfvOb36DRaFi1ahWLFi0iOTmZefPmAXD5\n8mVeffVVysvL+fDDD/nTn/7EuXPnmDx5MkVFRbr9fP311xw8eJD33nuP1atXk5GRwcKFC3XL4+Pj\n+cMf/oBKpSI6Oprf/va3REdHs3XrVgBOnTrF9OnT6dGjB9HR0YSGhrJz504iIiIAmD17NsOGDcPN\nzY29e/fyzDPPAHD//n3i4uJYs2YN4eHh2NjYMG/ePI4fP868efPYvn07v/vd7zh06BAxMTEALFmy\nhP79++Pt7c3evXvp2rVrrbwsWLCAmJgYJk6cyObNm/Hy8mL+/Pn8/e9/11svPDwcT09PtmzZQmBg\nIOvXr+fLL7+sN9+nT58mNzeXkSNH1lrm7e2Ns7NzrVGBI0eOMGrUqDr3FxwczPnz57lz5069xxSi\nKSxaOwAhHjebNm1i3LhxLFiwAAB/f39++OEHvvjiC906d+7cYfbs2UydOhUAHx8fCgoKiIyMpLCw\nkE6dOgFgbm5ObGwsHTt2BKp76vv27QMgPz+fTz/9lD/+8Y9MmzYNAD8/PwIDAxuMT61WY25uzrZt\n21AqlQB07NiRVatWkZeXR0xMDF26dGHr1q106NABAHd3d8aMGcP+/ft1E94KCwuJjY3VXVSzs7P5\n4IMPyMvLw8HBgc2bN/Pcc8/pChd/f39ycnL4z3/+A8D69evx9PRk3bp1AAQEBGBnZ0d4eDihoaH0\n7NmTLl26cPv2bQYOHKiLv7Kykrfffht/f3+gusddXl7O0qVLCQgIAMDX15fz589z5swZAHr37o1S\nqcTGxkZvXzWuXr3K4cOHWbZsGZMmTQLgV7/6FRqNhqioKMaPH69b99e//rVuAqOvry/x8fGcOHGC\nYcOG1Znv06dP0717d+zt7WstUygUjBgxgqNHjzJ9+nQAvv/+e9LS0hg5ciSHDh2qtU3//v2B6pGo\ncePG1XlMIZpCRgSEMKL09HSys7MZMWKEXvujvbtFixYxa9YscnNzOXfuHPv27eP48eMAlJWV6dZT\nqVS6IgCq72sXFxcDcOHCBSorK3UXP6i+oNd3Qapx/vx5Bg8erCsCAIKCgoiPj8fBwYGzZ88SFBSk\nKwKg+kKqUqk4e/asrq179+56Petu3boBUFxcTElJCZcvX65VlMyfP58tW7ZQXFzMxYsXCQwMpKKi\nQvcnICCAqqoqUlJSGjyHXr166Z3zjh07CAgI4ObNm5w8eZKdO3eSlpZGeXl5g/upce7cOaD2z+n5\n558nNzdX75bHw4WEmZkZXbt21RspedStW7f4xS9+Ue/ykJAQLl68qPs++iNHjuDj40OXLl3qXF+p\nVGJnZ6e7zSSEoWREQAgjysvLA6h1b9fR0VHvc1paGosXLyY1NRVra2v69u2rGwV4+B66tbW13nYK\nhUK3vOb+96PHcnJyajDGe/fu0bdv33qXFxQU1Iq35hw0Gk29sZmZVfcrqqqquHfvnm6b+o5RVVXF\n2rVrWbt2ba3ld+/ebfAcHr1IJiYmEhkZSWZmJg4ODri7u2NlZUVVVVWD+6lx7949LCwsavXaa3Kp\n0Wh0k0GtrKz01jEzM2twFr9Go6m1zcN8fHywt7fn6NGjTJkyhfj4eF577bUG47WystL7WQhhCCkE\nhDAiFxcX4EFBUCM3N1f396qqKmbNmoW9vT1xcXH07t0bMzMz9uzZw8mTJxt9rJqLVm5uru64gN6k\nv7oolUq9eKB6FOLUqVN4eXlhZ2fHjz/+WGu7nJycRj8iWVPUPHqcrKwsMjIydMPbs2bNIigoqNb2\ndd3Dr096ejpz5szhpZdeYvfu3bqRiTlz5tSavFgfOzs7KioqyM/P1ysGaiZI1jWs31j29vbcunWr\n3uXm5uYEBQWRkJBAQEAA3377LcHBwQ3us6CgwKCYhHiY3BoQwoi6deuGq6sriYmJeu0Pf87NzSUj\nI4OJEyfSp08fXU/6q6++atKxvLy86NChg95Es4qKCpKTkxvcztvbm7Nnz1JYWKhrO3XqFDNmzODH\nH39k0KBBJCYm6t2iSEtL49q1a3h7ezcqNqVSSZ8+fUhKStJr//jjj5k/fz5KpZK+ffuSmZmJh4eH\n7o+lpSVRUVG6YfKa3DTk0qVLlJeXM2PGDF0RUFRURGpqql5PvaF9DRo0CKgeln/Yv/71LxwdHXni\niScac9p16tatm+586hMcHExqair79u1r8LYAVBcBxcXFDd5uEKIpZERAiEa4cuUKu3btqtU+evRo\nvc9mZmbMnj2bxYsX4+joiJ+fH19++aXuuW8zMzMcHR3p3r07arUaR0dHzM3NOXjwoO6iWTMH4Kco\nlUpCQ0PZunUrVlZW9OvXj08++YScnBx69uxZ73ZTp07lwIEDzJgxg9DQUIqKilizZg3BwcH06tWL\n3//+90yaNInp06czbdo07t+/z/r163F1dW3S5LS33nqLOXPmsHjxYkaNGsW1a9f461//yrvvvotC\noSAsLIy33noLpVLJyJEjycvLY/369ZiZmdGnTx8AbG1tycrKIjk5GXd39zqP069fP8zNzVm9ejWv\nvfYaeXl57Nixg5ycHL15Dra2tly+fJmUlBQ8PT319tG3b19CQkL48MMPKSwsRKVSkZiYyOHDh3n/\n/fcbVZDUx8/Pj+3bt5Odna03cvOwIUOG0KlTJ9RqNYsWLWpwf+fPn0ehUDBkyJCfHZMQD5NCQIhG\nSE1NJTU1tVZ7XTPQJ0yYgEajQa1Wo1arGTx4MLNmzSI6OhobGxsUCgUbN24kIiKCuXPnolQq8fDw\nYOfOnUybNo3//ve/uLq6NiquOXPmYGVlxZ49eygoKCA4OJiJEydy+vTperdxc3Nj9+7drFq1irlz\n59K5c2dGjRrF3LlzgeonBNRqNVFRUcyZMwdra2uGDRvGO++8ozfB8KeMGjWK9evXExMTw4EDB+je\nvTsLFixg8uTJQPUExZiYGDZt2sTnn3+OUqlkyJAhzJ8/Xzf/4NVXX+WLL75g5syZrFq1qs7j9OrV\niz//+c9ER0czY8YMnJ2dGTZsGC+//DLLly/XXYCnTZvG3LlzefPNN+t8o+CaNWvYsGEDu3btIj8/\nnyeffJLVq1czduzYRp9zXXx9fbGzs+Orr75iwoQJda5jaWlJYGAghw4d+snbAsnJyQwcOBBnZ2eD\n4hKihkIr76oUwqji4uIYOHAgbm5uuraoqCj27t37k7PhxeNp48aNfP3113zyyScG7aesrIyAgAAi\nIiJqPZkixM8lcwSEMLL9+/cze/Zs4uPjOXPmDNu2bUOtVvP666+3dmiilUydOpUbN25w4cIFg/bz\nj3/8Azc3tzonWArxc8mIgBBGdvfuXVavXk1ycjIFBQW4uroyceJE3njjDRQKRWuHJ1rJsWPH2LVr\nF7t37/5Z25eUlPDCCy8QGxsrX3AljEoKASGEEMKEya0BIYQQwoRJISCEEEKYMCkEhBBCCBMmhYAQ\nQghhwqQQEEIIIUzY/wPoT1JfmywpJAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Ligand and protein concentrations\n", + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "P_total = 1E-6\n", + "\n", + "# Initialize the class without the inner filter effect\n", + "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, inner_filter=False)\n", + "sim_assay.set_mean_parameters(data, t_equil)\n", + "\n", + "# Plotting fluorescence for binding energies using the mean assaytools parameters\n", + "for g in np.linspace(-17,-11,6):\n", + " F = sim_assay.simulate_fluorescence(DeltaG=g, noisy=True)\n", + " plt.semilogx(L_total, F, label=\"{0} kT\".format(g), lw=2.5)\n", + "\n", + "plt.title('Simulated fluorescence data for p38-Bosutinib at \\n different binding free energies', fontsize=16)\n", + "plt.xlabel('Ligand concetration (M)', fontsize=16)\n", + "plt.ylabel('Fluorescence', fontsize=16)\n", + "plt.legend(fontsize=16) \n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": { @@ -213,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, @@ -233,42 +297,15 @@ "# The ligand concentrations used in the assay\n", "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", "\n", - "# Number of times the fitting procedure will occur\n", - "nposterior_samples = 100 # The number of parameter draws from the posterior\n", - "repeats = 10 # The number of repeated fluorescence draws for fixed parameters, but with different noise\n", - "\n", "# The protein concentrations over which the coefficient of variation will be estimated\n", "P_totals =10 ** (np.linspace(-10, -1, num=20))\n", "\n", - "# Pre-assigning the coefficient of variation, the bias, and variance respectively.\n", - "CV = []\n", - "Bias2 = []\n", - "Var = []\n", - "\n", - "# Looping over protein concentrations, drawing from the posterior and fitting the affinity:\n", - "for p in range(len(P_totals)):\n", - " estimates = []\n", - " bias_squared = []\n", - " variance = []\n", - " # Draw parameters from the posterior\n", - " for i in range(nposterior_samples):\n", - " ind = np.random.choice(samples_indices,1)[0]\n", - " simulator = AssaySimulator(pymc_data=data, l_total=L_total, sample_index=ind, p_total=P_totals[p], inner_filter=True)\n", - " # Draw fluorescence data with different values of random noise\n", - " for j in range(repeats):\n", - " fit = simulator.fit_deltaG()\n", - " estimates.append(fit)\n", - " bias_squared.append((fit - simulator.DeltaG)**2)\n", - " # Collect the bias, variance, and coefficient of variantion\n", - " bias_squared = np.array(bias_squared)\n", - " Bias2.append(np.mean(bias_squared))\n", - " estimates = np.array(estimates)\n", - " Var.append(np.var(estimates))\n", - " CV.append(np.std(estimates)/np.abs(mean_DeltaG))\n", + "# Number of times the fitting procedure will occur\n", + "nposterior_samples = 100 # The number of parameter draws from the posterior\n", + "nsamples = 10 # The number of repeated fluorescence draws for each posterior sample\n", "\n", - "CV = np.array(CV)\n", - "Bias2 = np.array(Bias2)\n", - "Var = np.array(Var)" + "# Predict the coeffecient of variation, variance and bias for the ligand and protein concentrations \n", + "(CV, Var, Bias2) = predict_assay_error(data, L_total, P_totals, nsamples, nposterior_samples, t_equil=t_equil, inner_filter=True, geometry='top')" ] }, { @@ -283,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, @@ -292,9 +329,9 @@ "outputs": [ { "data": { - "image/png": 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d7jOsKC0t7T9dr0TxUNM6kQtaWlp48+YN9zg/Px8xMTF1OoadnR2ys7PFeuRm\nZWVh1qxZCA0NBYAax4w7ODjgyZMnYk3dRUVFOH/+POzt7esUy/vHBYDTp0+Lbf/777+hr68PY2Pj\nOh3v0qVLYo8vXLgAJycnsWbliqysrKCqqlrl+VVUVGBtbQ2gctk4ODjg2bNnMDU1hZWVFaysrCAQ\nCODv74/bt2/XKebqaGlpQSAQ4PLly2Lb9+3bh6+//hodOnSArq5ulbEDkPhzsba2hoqKSqWy8/Hx\nQWBgIGxsbKCqqor09HTuvVpZWSEuLg5bt26t03uSZF6Cu3fvwtLSEoMGDeLG7l+7dg3Auxp5beuT\nOzg4IDw8XOxHUEZGBm7cuPGfrleieKhGTuSCi4sLjh07BgsLC+jp6WH37t11PoarqyvMzc2xePFi\nLF68GLq6uti1axcMDQ0xePBgAIC2tjZu374NR0dH2NjYiL1+xIgR+PXXXzFr1ix4enqCz+cjKCgI\naWlp/2mmtS5dusDd3R2rV69GXl4eTE1NceHCBfz111/w8fGp84Q0R44cgZ6eHuzs7PD777/j0aNH\nCA4Orvb5enp6mDRpEgIDA6GsrIyuXbsiIiICgYGBmDp1KnR0dACUlU1MTAzCw8NhY2ODadOm4cSJ\nE5g5cyYmT54MVVVV7NmzB3fv3oWnp+cHl8f7vvjiCyxatAgrVqzAwIED8fjxY+zduxfLli2DsrIy\nFixYgFWrVkFHRwd9+/bFo0ePsGXLFgwcOBACgUCic+jr62Ps2LHYvn07d8/41KlTiImJgY+PD1dG\nq1evRlZWFqytrREbG4uNGzeib9++0NLSkrhGXtM1Vs7Kygq7du1CcHAwBAIB7t+/j61bt4LH4+Ht\n27cA3rUihIWFwdjYGF26dBE7xtSpU3H8+HFMnz4d8+bNA1BW01dTU8OUKVMkipV8HCiRE7mwfPly\nFBYWwtfXF1paWhg/fjzMzc0RHR0t8TFUVVURGBiItWvX4scff0RpaSkcHR0RFBTEfSkuWLAAmzZt\nwq1btxAWFib2ei0tLezfvx9r1qzBd999h5KSEtja2mL//v3/eSKOn376CZs3b0ZQUBAyMzPRoUMH\nrFu3Dp9++mmdj+Xp6Ylz585h9+7dEAgE2L17N+zs7Gp8zdKlS6Grq4uQkBDs3r0bbdq0gZeXFyZP\nnsw9Z+rUqVi8eDFmzpyJX3/9Ffb29jhw4ADWrVuHpUuXgsfjwcLCAr/88kuV92Y/1MCBA7Fp0yZs\n27YNx4+9E6keAAAgAElEQVQfR+vWreHl5YWJEycCACZOnIgmTZpgz549OHLkCAwNDTFt2jTMnz+/\nTuf53//+B11dXezfvx9CoRCdO3fGrl27YGVlxZWRnp4eDh8+jJ9//hmGhoaYMmUKFixYUKfz1HSN\nlZs9ezZSU1Ph7++PwsJCGBsbw8fHBydPnkRkZCSAsutx1qxZCA4ORmRkpNi8AwDQqlUr7N+/H+vW\nrYO3tzeUlZXRrVs3bNy4kevQRhoHHpO0ZwUhRKbKJwnZvHlzpV7chJDGi+6RE0IIIQqMEjkhhBCi\nwKhpnRBCCFFgVCMnhBBCFJhC9lpPTc2RdQgyp6urAaGQ1oFuaFTO0kHlLB1UztJT32VtYMCvdh/V\nyBWUikrNk0WQ+kHlLB1UztJB5Sw90ixrSuSEEEKIAqNETgghhCgwSuSEEEKIAqNETgghhCgwSuSE\nEEKIAqNETgghhCgwSuSEEEKIAqNETgghhCgwSuSEEEKIApPqFK1FRUVYvnw5Xr16BS0tLfj4+IDH\n48Hb2xs8Hg+dO3eGr68vlJTo9wUhhBAiCakm8sOHD0NDQwOHDx/Gs2fPsGrVKqiqqsLT0xPdunWD\nj48PLly4gP79+0slnvjkbAT+FYMWuhqYOqgLtJqqSuW8hBBCSH2RatX3yZMncHFxAQB06NABT58+\nRXR0NJycnAAALi4uCAsLk1o81+4lITE1D3cep2Lj4Si8LSqW2rkJIYSQ+iDVGrmZmRkuXbqEfv36\nISoqCikpKdDX1wePxwMAaGpqIien9pXNdHU16mVC+r5O7XE5MhGMAc+TsrHzZAx8ZnaDqoIsLFDT\najik/lA5SweVs3RQOUuPtMpaqol85MiRePr0KcaPHw97e3tYWFjgzZs33P68vDxoa2vXepz6Whqu\ndbMmmNhfgH1nHwMA7sal4sc94Zg7zBJKSrx6OUdDMTDg03KuUkDlLB1UztJB5Sw99V3WcrOM6f37\n9+Hs7IyDBw9i4MCBaNu2LczNzREeHg4AuHr1KhwdHaUZElztjTD8ExPu8a1Hqdh39hEYY1KNgxBC\nCPkQUq2Rt2/fHps3b0ZAQAD4fD5++OEH5OfnY8WKFdiwYQM6dOgAd3d3aYYEAPDoYYzcfBHO304A\nAFy5+xpaTVUxsndHqcdCCCGE1IVUE7menh6CgoIqbQ8ODpZmGJXweDyM7dcZeW9FuBGdAgD468YL\naDZRxcBu7WQaGyGEEFITGrD9LyUeD9MGm8G6oz637fClJ7h+L0mGURFCCCE1o0RegYqyEuYNt0Rn\nIx1uW9CpWEQ+TpVhVIQQQkj1KJG/R11VGYtGWaOtoRYAoJQxbD8RjdgXQhlHRgghhFRGibwKGk1U\n8dXnNjBs1hQAUFxSip+P3sOLZBq2QQghRL5QIq+GjpY6loy1hY6WGgDgbVEJNhy+i+SM+hnDTggh\n5ONUWFQi1SHMlMhrYNCsKZZ8bgsN9bLO/Tn5Iqw/FImM7LcyjowQQog8OhvxCl9svIoffrkptXNS\nIq+FkaEWPD+3gZpqWVGlZxdifchd5BaIZBwZIYQQeXM24iVKGUN4dDJy8oukck5K5BLo1EYHX3xm\nBeV/p21NSs+nRVYIIYSIKS4phTC7EADA4wFN1KQzVQslcglZddDHjKFmKJ+B/XlSNvyP3YeouFSm\ncRFCCJEPmTmFKL8zrstXh6qKdFIsJfI66G7eEhMGCLjHD+OF2HUyGqWlNC87IYQ0dhk5hdz/DZpp\nSO28lMjryI0WWSGEEFKF9AodoZvrNpXaeSmRfwCPHsbo52DEPb5y9zWOXX0mw4gIIYTIWsURTQbN\nKJHLtfJFVpwtWnDb/rrxAqfDX8owKkIIIbKUnl2haV2KNXKprn72MSlfZCXvbTHuPU0HULbIilZT\nVfSybiXj6CRzNy4Nx64+g46WGuYOs4BmE1VZh0QIIQpLvEZO98gVgqIuspL/thiBfz3Ez0fvISE1\nF9HPM3Dk0lNZh0UIIQotnZrWFZOiLbLyMD4DPnvCEXo/WWz7tajXeJ6ULaOoCCFE8YnVyKmzm2Kp\nbpGVW7Fv5KY3e2FRCYLPPsJPh+4io8J9HL5GWXM6AxB89hFK5SReQghRJPlvi1FQWAIAUFVRgram\nmtTOTYm8nlS1yMq23x/g+723ESPj2vmThCz4/nITF+8kctu0mqpi7jALfDPJASrKZZfB86QcXIt6\nLaswCSFEYVWsjetpNwGPx6vh2fWLEnk9Kl9kpbyWC5TNALfuYCQ2hNyV+jKoouISHLn0BH77b+ON\nsIDbbtNRH6tmOMHJrAUMdTUwqFs7bt/RK89oHnlCCKmjivfH9bXVpXpuSuT1zMhQCz/M6o4BXdtC\nRfndL7IHzzOwMigCO/6Ixhthwy+F+iI5B98F3cKp8Jcoby1vqq6M6YPNsHCUNXS03l1og53bQ1+7\nCQAgt0BEY+IJIaSOKs7qpvfv96m0UCJvAFpNVTG2b2f4zXZGT6uWqNjCEv4wBd/sCkfw2UfIyqv/\nlXGKS0rxx/Xn+H7vLSSm5XHbzdrr4rvp3dDLulWlJh91VWWM69eZe3wlMhHxydTxjRBCJJUhViOn\nRP7R0NdpghlDzPHddCfYdmrObS8pZbh4JxHeATfw+7VnKCisn1XUEtPy8OO+2/j9+nOU/Dv/u5qK\nEib0F2DJWFvo61R/cdl1bg7LDnoAyjq+7T/7mDq+EUKIhNLF7pFT0/pHp42BFhaOssbyifZiY84L\nRSX4IzQeXgE3cC7i1QevpFZaynA6/CVW/hKB+Ar34Tu20cbK6U7o62AEpVo6XvB4PEzoJ+BuBzx9\nnY3Q+0kfFA8hhDQ2GVlUI28UOhs1g/cEeywcZY02Bprc9twCEQ5eiMM3u/5B2IOkOq2m9kaYj7UH\n7uDwpScoLin7IaCizMPoPh2xfIIDWuhJPrtQCz0NuDu96/j22+WnyHtLHd8IIaQ2FadnlXYipyla\npYzH48G2U3NYd9DHjehk/H7tGXcBpGW9xe4/Y3A6/CVG9u4I64761Q5hYIzhUmQiDl98gkJRCbe9\nXQstzBxqDiMDrQ+Kb6izMW5EJyMjuxA5+SL8fvW52NKthBBCxJWWMggrdHbT5VPTeqOgpMRDT6tW\n+HG2M8b27Qytpu+GrCWk5mHzb/ewZv8dPEnMqvTajOy38N15A/vOPOKSuBKPh097GuP/Jjt+cBIH\nAHU1ZYx1e9fx7WJkAl6mSHfYHCGEKJLM3EKuTxFfQxVqqspSPT8lchlTVVHCgK5tsXqOM4b2MIaa\n6ruP5HFCFn7cdxtbjt5DYloeGGMIe5CEFYE3xeZzb6WvgW8mO2D4Jx24yV3+CwdTA1gY6wIAGAOC\nzz2WmxnqCCFE3lScLVPaQ88AKTeti0QieHt7IzExEUpKSli1ahVUVFTg7e0NHo+Hzp07w9fXF0pK\nje/3hUYTFYxw6YC+9m3wR1g8rt59zfU8j4xLw90naWhnyMeLCrVjHoABTm3x2Scd6vUXII/Hw/j+\nAvgE3kRJKcOThCyEPUhGTyvFWNWNEEKkKV2GQ88AKdfIr1y5guLiYhw6dAhffPEFNm3aBD8/P3h6\neuLAgQNgjOHChQvSDEnu6GipY9IAU3w/qxuczAy57YxBLIm31NeA1wR7jHHr3CDNOK30NTGga1vu\n8ZHLT5H/tn6GyRFCyMckQ4ZDzwApJ3ITExOUlJSgtLQUubm5UFFRQXR0NJycnAAALi4uCAsLk2ZI\ncquFrgbmDrOE79SusDDRE9vXx64Nfl7iCkHbZg0ag0dPY67TRnZeEX6/TjO+EULI+zJk2GMdkHLT\nuoaGBhITEzFo0CAIhUIEBAQgIiKC65mtqamJnJzaO1bp6mpARUW6nQlkxcCAD0er1rj3JBW3Yt6g\nq1kLWP07uUxTA36Dn3/WMCusDb4FALh4JxHD+nSGcSvtBj+vPDGQQjkTKmdpoXKuf7kVJvUyMdLl\nylhaZS3VRB4UFIRevXphyZIlSEpKwpQpUyASvRunnJeXB23t2pOEUApzlcubVjpN4NG9bIx3amoO\nDAz4SE1t+N7kpm34MGuvi5gXQpSWMmw5dAdeE+ylurKPLEmrnBs7KmfpoHJuGEmpudz/VcAa5Du6\nph8FUm1a19bWBp9fFoyOjg6Ki4thbm6O8PBwAMDVq1fh6OgozZBILco7vikrlSXuxwlZ+Odhioyj\nIoQQ+SHLlc8AKSfyqVOnIjo6GuPHj8eUKVOwePFi+Pj4YMuWLRgzZgxEIhHc3d2lGRKRQJvmmujn\naMQ9PnzxSb3ND08IIYrsbVEx8v7tCKysxANfU03qMUi1aV1TUxObN2+utD04OFiaYZAP8GlPE/zz\nMAVZuUXIyivCievPMbZv59pfSAghHzHxMeTqta5r0RAa34Bt8kGaqqtgjGsn7vH5WwlIrHBfiBBC\nGiNZLl9ajhI5kVg38xYw/XfIWylj2E8zvhFCGjnx5UspkRM5x+PxMGGAgGs6in2ZiZsxb2QcFSGE\nyE66jKdnBepwj1wkEiEqKgqJiYnIzc1Fs2bN0KpVK9jY2EBZuXGM6SaAkYEW+joY4dytVwCAkItx\nsOmkjyZqtJAeIaTxEcq4xzogQSKPjY1FYGAgzp8/j4KCgkr7+Xw++vTpg5kzZ8LU1LRBgiTyZVgv\nE4THpCA7rwiZuUU4GRqP0RXunxNCSGMh63nWgRqa1jMzM/H111/j888/R15eHnx9ffHHH3/g1q1b\niI6ORlhYGH7//Xd89dVXKCgowKhRo7B48WIIhUJpxk9kQKOJCkb36cg9PhvxCknpeTKMiBBCZEPW\nK58BNdTIR40aheHDhyM0NJSbxKUiPT096OnpoUuXLhg3bhzS09Oxd+9ejBo1qtEvfNIY9LBsiStR\nr/EkIQslpWUd35aMsW00M74RQkgpY8jIke2CKUANNfJDhw5hwYIFVSbxqujr62Px4sU4dOhQvQVH\n5BePx8PE/gKU5+2H8ULcfpRa84sIIeQjkpNXhOKSspE7mk1UZNZXqNpE3rx58w86oIGBwQcHQxRL\nuxZ8uNm9m/Ht0MU4FBaVyDAiQgiRHnnosQ58wMxuV65cwZkzZ5CWlgZ9fX307dsX/fr1a4jYiAL4\nzMUEN2NTkJMvQkZ2If68EY+RvTvW+jpCCFF08jAZDFDHceRBQUH45ptvoK6uDjMzM/B4PCxfvhyb\nNm1qqPiInNNooopRFTq+nQ5/ieSMxrc6HSGk8RGfDEY298eBGmrkubm50NLSEtt29OhR7Ny5E+bm\n5ty2Pn36wMfHB56eng0XJZFrPa1a4erd13j6OhslpQwHzj3G4s9tqOMbIeSjJg9Dz4AaauT9+/fH\nnj17UFRUxG0zMDDAmTNnIBQKUVpaipSUFJw/fx4tWrSQSrBEPinxeJg4wBTlafvB8wzceZwm05gI\nIaShycPQM6CGRB4UFIRbt26hf//+CAkJQUlJCVauXImrV6/C2dkZFhYW6NOnD2JiYrBmzRppxkzk\nUPuWfPSxa8M9PnThMQpF1PGNEPLxkpd75NU2rZuammLbtm2IiorCxo0bERgYiC+//BLHjx/Hq1ev\nkJGRAT09PbRt21aa8RI59plLB0TEvkFugQjp2YU49c8LDP+kg6zDIoSQBpEhJ/fIa+3sZmNjg6Cg\nIKxcuRLBwcHw8PBAXFwcbGxsKIkTMVpNxTu+nY14hdwCkQwjIoSQhlEkKkF2ftn3mxKPh2ZacprI\nc3Nz8eDBA6Snp8PZ2RkhISFYtGgRNm3ahDFjxiA8PFxacRIF0cu6FVrpawAA3haV4Py/i6sQQsjH\nRJjz7v64Ll8dSkqy69xbbSK/ePEiPvnkE4waNQouLi4IDAwEAPTr1w8nTpzAhAkTsGLFCkybNg33\n79+XWsBEvinxeBjaw5h7fO5WAvLfFssuIEIIaQDyMvQMqCGRr1mzBtOnT8e9e/ewefNmbNy4EVlZ\nWQDKpuf89NNPcerUKbi7u2PhwoVSC5jIPyczQ7TQbQoAKCgsxoU7CTKOiBBC6pe8DD0DakjkGRkZ\nsLa2hpqaGmxtbVFcXMwl8nLKysoYO3Yszpw50+CBEsWhrKSEIc7G3OOzN1+ioJBq5YSQj4e8DD0D\nakjkAwYMwP/+9z8sWbIEkyZNgrm5Odq1a1flc9XU1BosQKKYulu0QHOdsos7720xLkcmyjgiQgip\nP+I1cjltWl+5ciUWLlwIbW1tjBw5Env37pVmXETBqSgrYYhze+7x6ZsvaVw5IeSjIT70TLY18mrH\nkauoqGDMmDHSjIV8ZHpatcLJsHhkZBciJ1+EK5GJGOBUdasOIYQokoorn8ntPfLly5cjNbVu60sn\nJyfD29v7PwdFPg4qykoY3P1drfxU+EsUUa2cEKLgGGMQylGNvNpEbmlpiU8//RQ+Pj4IDw8HY6zK\n55WUlCA8PBzLli3DsGHDYGFh0WDBEsXziXUr6GiV9aHIyivCtXtJMo6IEEL+m9wCEYqKSwEATdWV\nodGkziuC16tqzz5hwgS4urrC398fM2fOhKamJkxNTdGqVSs0adIEOTk5SElJQXR0NEQiETw8PPDb\nb7/RbG9EjKqKMgZ3a4+DF+IAAH//8wIuNq2hqlKnFXQJIURuyFOPdaCGRA4ArVu3xo8//oivvvoK\nZ86cwc2bN/HkyRPk5ORAV1cXLVu2hLe3N1xdXWFoaCitmImCcbFtjb9uxCM7XwRhTiFCHyShj22b\nWl9HCCHySJ7GkAO1JPJyzZs3x4QJEzBhwoT/dLJjx47h+PHjAIDCwkLExMTgwIED+PHHH8Hj8dC5\nc2f4+vpCSYlqax8TdVVlDOzWHocvPQEA/H3jBXpZtYKKMn3OhBDFIzarG1+2Q88ACRZNqU8jRozA\nvn37sG/fPlhYWOD//u//sHXrVnh6euLAgQNgjOHChQvSDIlISR+71tBqqgoASMt6ixvRyTKOiBBC\nPow8DT0DpJzIy92/fx9PnjzBmDFjEB0dDScnJwCAi4sLwsLCZBESaWBN1FQwoOu7/hN/hb1ASWmp\nDCMihJAPI09DzwAJm9br244dO/DFF18AKOvGz+OVrRqjqamJnJycWl+vq6sBFRXlBo1RERgY8GUd\nQp2Mce+CMxGvkFcgwpvMAsQkZMPVQf47RypaOSsqKmfpoHL+73Ly3y3P3KGdbrVlKq2ylnoiz87O\nxvPnz9G9e3cAELsfnpeXB21t7VqPIRTmN1h8isLAgI/U1Np/9Mibfg5GOHH9OQDg4JlYmBvpyHT5\nv9ooajkrGipn6aByrh/JGXnc/5VLS6ss0/ou65p+FEi9aT0iIgLOzs7cY3Nzc25d86tXr8LR0VHa\nIREp6udohKbqZa0pSen5uPXojYwjIoQQyRWXlCI7twgAwAPQTA46u0lcI3/69CmuXbuG/Px8lL53\nb5PH43FN5bV5/vw5jIyMuMdeXl5YsWIFNmzYgA4dOsDd3V3SkIgC0myiir4ORvgz7AUA4GRYPBy7\nGEKJJ7+1ckIIKSfMKUT59GjN+OpyMfpGokR+5MgR+Pj4AAA0NDQqDQ+rSyKfOXOm2GMTExMEBwdL\n9Frycejv2BbnIhJQKCpBYmoeIh+nwsGU5iEghMg/8R7rsq+NAxIm8h07dqB///744YcfwOdTRwny\n3/A11OBm3wanwl8CKKuV2wsMuE6PhBAir+RtMhhAwnvkb968wYQJEyiJk3rj7tQOav9O0/oyJRdR\nT9NlHBEhhNQuXc6mZwUkTOQWFhaIjY1t6FhII6KtqYY+du+maT0Z+rzahXkIIUReZMjZrG6AhE3r\nS5YswZIlS1BSUgJra2s0bdq00nNo1TNSVwO7tcPFO4koLinF86QcRD/PgGUHfVmHRQgh1ZLHpnWJ\nEvnEiRMBAGvXrq10H7N8QpeYmJj6j4581JppqcPFphUu3kkEAPwRGg8LEz26V04IkVvytvIZIGEi\n37t3b0PHQRqpwd3b48rd1ygpZXiSmIXYF0KYGevJOixCCKmEMSZeI9dRoERePhc6AOTn5yMvLw86\nOjpQU1NrsMBI46Cn3QS9rFvhyt3XAMp6sFMiJ4TIo/zCYhQWlQAA1FSVoNlEJrOcVyLxSPbQ0FCM\nHDkSjo6OcHFxgY2NDUaPHo0rV640ZHykERjSvT2U/52mNfZlJh6/ypRxRIQQUlnGe4ulyMttQIkS\neWhoKGbPng1VVVV4e3tj/fr18PLygpKSEubNm4fQ0NCGjpN8xJo3awpni5bc45Ohz2UYDSGEVC1d\nzpYvLSdRu8CmTZvQr18/bN68WWz71KlT4enpCX9/f/Ts2bNBAiSNw5Ae7RH6IAmMAdHxQjxNzELH\nNjqyDosQQjgZYj3W5WPoGSBhjfzx48cYNWpUlftGjhxJY8zJf9ZCVwPdzVtwj0+GxcsuGEIIqYK8\n1sglSuTNmzdHcnJylfuSkpKqHFdOSF0N7WGM8jtO956mIz45W6bxEEJIRWJDz/gKlsgHDBiADRs2\nICwsTGx7aGgoNm3ahP79+zdIcKRxaaWvia5m7xZPORkaL7tgCCHkPely2rQu0T3yL7/8Enfv3sX0\n6dOhpaUFfX19pKenIy8vD9bW1li6dGlDx0kaiaHOxrgZU7ZGeWRcGl6m5KBdC5rjnxAie2LTs8rJ\nGHJAwkSuoaGBAwcO4NKlS4iIiEBOTg50dHTg4OCAPn36VFrWlJAPZWSoBQeBAW4/TgUA/BkWj/mf\nWck4KkJIY1dSWgphTsWmdQWrkQNla467ubnBzc2tIeMhBEN7GHOJ/PajVCSm5aFNc00ZR0UIacwy\nc4pQvq6TtqYaVFWUZRtQBdUmcg8PD6xfvx4CgQAeHh61HujkyZP1GhhpvNq35MOmoz6inqaDAfgr\nLB6zP6VFeQghsiOv98eBGhK5paUl1xvdwsJCbmawIY2DR08Tbo3y8JgUfNrLBC31NGQcFSGkscrI\nkc+hZ0ANidzPz4/7/+rVq2s8SEpKSv1FRAiADq21YWmihwfPM8BYWa18xlBzWYdFCGmk3p+eVZ5I\n1EvNzMwM9+7dq3JfREQEBg4cWK9BEQIAn/Y04f5/IzoFbzILZBgNIaQxk9fJYIAaauSbNm1Cbm4u\ngLKl2/bs2YPmzZtXet6DBw9oQhjSIDoZ6cCsvS5iXghRyhj+vhGPqYPMZB0WIaQRyshSwHvkbdq0\nwfbt2wGU9Vi/detWpWVLlZWVwefz8e233zZokKTx8uhhjJgXQgBA6P1kDO1hjOY69MORECJd6RVn\ndVOUGvno0aMxevRoAICbmxu2bt0KMzOqDRHpMm3XDAIjHTxOyEJJKcOpf15ikruprMMihDQyGXLc\ntC7RPfKLFy/WmMRFIlG9BURIRTweDx4V7pVfu/caeW/peiOESE9BYTHyC4sBACrKSuBrqMo4InES\nTQgjEolw+PBh3Lx5E0VFRWDlo+IBFBQUICYmBjdv3mywIEnjZm6si7aGWnj1JhfFJQwx8UI4djGs\n/YWEEFIPxGvj6lCSs+HYEiXydevWYe/evTA1NUV6ejrU1dWhp6eHx48fQyQSYf78+Q0dJ2nEeDwe\nrDvq49Wbss6XD+MzKJETQqQmXY6HngESNq2fOnUKs2bNwokTJzBp0iSYm5vjyJEjOHv2LNq1a4fi\n4uKGjpM0cpYmetz/HzzPkGEkhJDG5v0aubyRKJELhUL06tULANClSxdERUUBAFq0aIG5c+fi1KlT\nDRchIQA6ttGBumrZ3MZpWW/xRpgv44gIIY1FxVnd5LFGLlHTuq6uLjem3NjYGKmpqRAKhdDV1UXr\n1q3rNLPbjh07cPHiRYhEIowbNw5OTk7w9vYGj8dD586d4evrS6upkUpUlJVg2q4Z7v07bWt0vBCG\nujRlKyGk4aVnye/QM0DCGnmvXr3g7++PuLg4tGvXDvr6+ti/fz9KSkpw+vRp6OvrS3Sy8PBwREZG\n4uDBg9i3bx+Sk5Ph5+cHT09PHDhwAIwxXLhw4T+9IfLxsjB+17weTc3rhBApyciW7xo5j1Xsgl6N\n1NRUzJgxA82aNcPevXtx5MgR+Pj4QElJCaWlpfD29saUKVNqPdn69evB4/EQFxeH3NxcLFu2DPPn\nz8fVq1fB4/Fw/vx5hIaGwtfXt8bjFBeXQEWOlpAj0vEyORtfrLsEANBsooL93w2CsjK13hBCGtbM\nH84hJaPsdt62ZW5o24Iv44jESdS0bmBggBMnTnBN6KNHj0b79u0RFRUFKysrdO/eXaKTCYVCvH79\nGgEBAUhISMC8efPAGONWVtPU1EROTo4Ex6H7owYGfKSm1l5WH5MmSoAuXx3CnELkvS1GxP3X6NhG\np0HP2RjLWRaonKWDyrnuSksZ0iqs88ArLpGoDOu7rA0Mqv/xIFEiB8qGALVs2ZJ77OTkBCcnpzoF\n0qxZM3To0AFqamro0KED1NXVkZyczO3Py8uDtrZ2nY5JGg8ejwdzY12E3i+7ZqKfZzR4IieENG5Z\neUUoKS1ruNZqqgp1NflrDa42kXt4eGD9+vUQCATw8PCo8SA8Hg9//PFHrSdzcHDA3r17MW3aNLx5\n8wYFBQVwdnZGeHg4unXrhqtXr0pcuyeNk4Wx3rtEHp+BT3uZ1PIKQgj5cPI+9AyoIZFbWlpyq5pZ\nWlrWy8lcXV0RERGBUaNGgTEGHx8fGBkZYcWKFdiwYQM6dOgAd3f3ejkX+TiZV+jw9ux1NgoKi9FU\nXeKGJUIIqZN0Oe/oBtSQyP38/Lj/u7i4oFu3btDT06vu6RJbtmxZpW3BwcH/+bikcdDWVEM7Qy28\nfJOLklKG2JdC2HU2kHVYhJCPVIYcr3pWTqIuv//73/9w69atho6FEImYV5jl7eFzoQwjIYR87BSh\nRi5RIm/Tpg2ysrIaOhZCJGJRIZFHx9N4ckJIw1Hoe+QVeXh44Mcff8SVK1dgbGxcaQIYHo+HqVOn\nNkR8hFQiMNKBqooSRMWlSM7IR3rWW+jryOcvZUKIYsuQ8wVTAAkT+caNGwEA58+fr3I/JXIiTaoq\nyhWd1dsAACAASURBVBAY6SA6vqxZPTo+Ay42rWUcFSHkY5QuViNX4EQeGxvb0HEQUicWJvpcIn9I\niZwQ0gAKRSXILRABAJSVeNDRVJNxRFWrl/ktU1NT6+MwhEjM3FiX+//DeCFKa59pmBBC6qTi/XFd\nvjqUlHgyjKZ6EtXIc3NzsXXrVkRERKCoqAgVp2cvKChAUlISoqOjGyxIQt5nZKgFbQ1VZOeLkFsg\nwsuUHBi3pFkBCSH1RxGGngES1si///577Nu3D4aGhigsLISSkhI6duyIzMxMvH79Gj4+Pg0dJyFi\nlHg8sWFotBoaIaS+iQ89k88e64CEifzKlSvw9PTEtm3bMG7cOLRo0QKbNm3CmTNnYGFhgcePHzd0\nnIRUQsuaEkIaUoYCdHQDJEzkOTk5sLGxAQB07twZDx48AABoaGhg2rRpuHz5coMFSEh1Kk7X+iQx\nC4VFJTKMhhDysVGEyWAACRO5oaEh16HN2NgYQqEQb968AQDo6ekhLS2t4SIkpBq6fHW0aa4JACgu\nYXj0KlPGERFCPiYf1T1yNzc3rF+/HqGhoWjTpg2MjIywdetWJCQk4ODBg2jdmob+ENmoWCt/SLO8\nEULqUcbHdI/c09MTnTp1wp49ewAA3t7eOHbsGPr374/z589jwYIFDRokIdWxMHk3DI2mayWE1BfG\nGNIVpEYu0fAzLS0t7NixA0VFRQCAvn374s8//0R0dDTMzc1hbGzckDESUi3TtrpQVuKhpJQhMTUP\nwpxC6PLl95czIUQx5OSLUFxSCgBoqq4i18slS1Qj9/LywvXr16Gi8u6NtG/fHoMHD6YkTmRKXU0Z\nnY10uMfUvE4IqQ+KMvQMkDCRP3nyBDNnzkSvXr2wcuVK3Llzp6HjIkRidJ+cEFLfFGXoGSBhIj96\n9CjOnTuHqVOnIioqCuPHj4ebmxvWrVtH87ATmRNf1lQoNvMgIYR8iHQFWPWsnMRzrbdt2xazZ8/G\nsWPHcObMGYwdOxbh4eEYMWIEhgwZ0pAxElKj9i340GxSdtsnO68ICal5Mo6IEKLoFGEd8nIftGhK\nUVER1/GNMSZ275wQaVNS4sGMZnkjhNQjRZkMBpCw1zoAPH78GKdPn8bp06fx/PlztGnTBkOGDMHq\n1avRqVOnhoyRkFpZmujhVmzZJEXR8RkY2K2djCMihCgyRbpHLlEiHzhwIF68eAF9fX0MHDgQfn5+\n3JSthMiDisuaPn6VCVFxCVRVlGUYESFEkWUo0D1yiRK5nZ0dVqxYAWdnZygp1csS5oTUq+Y6TdFC\ntylShAUQFZciLiFLrDc7IYRISlRciqy8stvHPB7QjK8m44hqJlEi9/Pza+g4CPnPLEz0kCJMBFB2\nn5wSOSHkQwhz3jWr6/LVoSznFVj5jo6QOhBb1pTGkxNCPpDY1Kx8+W5WByiRk4+IaTtdKPF4AICX\nKbnIzi+ScUSEEEWkSEPPAErk5COi0UQFHdpoc49pljdCyIdQpKFnQA2J/LPPPsPDhw8BAL///juE\nQqHUgiLkQ1VsXn/4nK5ZQkjdKdLQM6CGzm5Pnz5FSkoKzM3NsXz5coSEhEBXV7e6p0vss88+g5aW\nFgDAyMgIc+fOhbe3N3g8Hjp37gxfX1/qGU8+mIWJHk5cfw6g7D45Ywy8f5vbCSFEEoo0PSvw/+3d\neVxU9f748dcwAyib7Igoggsgqzuaqam5Z3pNLS1sUVu8XjXLzH7XpeWbWWmW5pK5L6WZrVYuWNp1\nwS03xF1wR3ZkH4b5/TEyggKOCjPM8H4+Htacc2bOec8HmPd8PuezVJDIg4ODmTBhAvXr10er1fLm\nm29ia1v2vQKFQsHPP/98z4vl5+ej1WpZtWqVft+rr77K+PHjiYyMZOrUqURHR9O9e/cHeCtCgL+3\nI7VtVeTmF5J2M59rKTnUc7c3dVhCCDNibvfIy03kn332GStXriQ9PZ2zZ8/i7++Pq+vDDec5efIk\nubm5vPTSSxQWFjJhwgRiY2Np27YtAJ06dWLXrl2SyMUDU1pZEeTrzD9nkgFdrVwSuRDCUFqttvQ9\n8jpmXCP39vZm0qRJAMTExPD6668TFBT0UBerVasWI0aMYPDgwcTHxzNq1KhSTZ/29vbcvHnznudx\ncbFDJbN24eHhaOoQqqV24fX0ifzs1UyGPWQ5STkbh5SzcUg5V+xmTgEF6iIAatsqaVjf5YFvzxmr\nrA2aEGb79u0ApKenc+TIEbKysnB2diY8PBxHR8MD9ff3p2HDhigUCvz9/XF2diY2NlZ/PDs7Gycn\npwrOoJOWlmPwNS2Vh4cjSUn3/tJTE/m62+kfHz2TzLXrGaiUD9bvQsrZOKScjUPK+d4uJt4uHxfH\nWiQnZz3QeSq7rCv6UmDwoimff/45S5Ys0a96BqBSqXjxxRd54403DDrHhg0bOH36NNOnTycxMZGs\nrCw6dOhATEwMkZGR7Ny5k3bt2hkakhBl8nSujXudWiRn5JGv1nDuSgaBvg/fUVMIYflSzOz+OBiY\nyFesWMGiRYsYOXIkffr0wd3dneTkZDZt2sTSpUvx8vLiueeeu+d5Bg0axOTJkxk6dCgKhYIPP/wQ\nFxcXpkyZwuzZs2nUqBE9e/Z86DclajaFQkGIvys7Dl8FIDY+TRK5EMIgqWY2qxsYmMjXrl3LqFGj\neP311/X73N3dCQoKQqlUsmbNGoMSuY2NDbNmzbpr/+rVq+8jZCHuLcSvRCK/kMrATo1MHJEQwhyU\nngzGPGrkBt04vH79OpGRkWUea9u2LVeuXKnUoIR4WEENXSjunhJ/PZPsPLVJ4xFCmAdzmwwGDEzk\nvr6+HDhwoMxj+/fvx8vLq1KDEuJhOdS2xs9b13FSq4W4eJnlTQhxb+Y2PSsY2LQeFRXFu+++i0aj\noVevXri5uZGSksIff/zBkiVLGD9+fFXHKcR9C/F34cK1TEA3nrx1kKeJIxJCVHel7pGbwRhyMDCR\nDxkyhEuXLrF06VK++uor/X6lUklUVBQjR46ssgCFeFAhfq78ujsB0N0nl+lahRAVKdQUkX5Tl8gV\ngIuDedwjN3j42RtvvMGIESM4cuQIGRkZ1KlTh/Dw8EqZf12IqtDYpw621kry1RqSM/K4kZ6Ll4vd\nvV8ohKiR0m/mo7312MnBBmuVeaz7YXAiB3B2dqZz585VFYsQlUqltCLQ15mj51IAOHEhVRK5EKJc\nqTfNa7GUYubxdUOIB1RyWdNY6fAmhKhAihn2WAdJ5MLChfjfTuRxCaloiopMGI0QojorNfTM0Tzu\nj4MkcmHhvN3scLn1B5mbr+HCNZlnWghRNnNbh7yYQYl8//79ZGdnl3ksMzOT33//vVKDEqKyKBQK\ngv1ud8g8cSHVhNEIIaozc5wMBgxM5MOHD+fcuXNlHjt+/Lh+uVMhqqOSzevH4yWRCyHKVnodcvNp\nWi+31/rYsWO5cOECoFto/c0338TW9u43lpiYiI+PT9VFKMRDCm54O5Gfv5JJbn4htW3va8CGEKIG\nMNcaebmfZs8//zwbNmwA4MyZM/j7++Pq6lrqOVZWVjg5OfH0009XbZRCPAQnext8PR24eCOLIq2W\nkxfTaNHUw9RhCSGqkZy8QnLzNQBYq6xwrG1t4ogMV24ib9WqFa1atdJvjx49mgYNGhglKCEqW4i/\nKxdvZAG6Wd4kkQshSrqzNm5Os0AadI98xowZksSFWQv2l/HkQojymePypcUMulGYlJTEjBkz2LFj\nB7m5uWi12rueExcXV+nBCVFZAurXwVplhbqwiMTUHJIzcnGvU9vUYQkhqomSs7qZ0/1xMDCRT58+\nnZiYGAYPHkzdunXNqslBCABrlZKABs7E3hp+diI+jU4RksiFEDqpZrh8aTGDEvmuXbuYPn06AwYM\nqOp4hKgyIX6u+kQeeyGVThH1TByREKK6SDHTWd3AwHvkDg4Od/VYF8LclJoYJj6VoqK7bxEJIWqm\n1IwSidxM1iEvZlAif+qpp1i+fDlqtbqq4xGiytT3dMDJ3gaA7LxCEhJlulYhhI65Ts8KBjat5+fn\nc+zYMTp27EhQUBC1apV+kwqFggULFlRJgEJUFqtb07XujU0EdLVyf28nE0clhDC1oiItaSU7u1li\n03psbCxBQUE0bdoUjUZDdnZ2qX9ZWVlVHacQlaLUsqYy77oQAkjPyqfo1mgsRztrbKyVJo7o/hhU\nI1+1alVVxyGEUQSXSORnLmeQX6DB1sa8/miFEJUrNdN8h56BgYm82IEDB9i7dy9JSUm88sornDlz\nhmbNmuHp6VlV8QlRqVwcbfFxt+dKcjaaIi2nLqUT3tjN1GEJIUwoxYyHnoGBiTwvL4/x48fz119/\n4eDgQHZ2NkOGDGH58uWcOnWKVatW0bhx46qOVYhKEeznypVk3bK8J+JTJZELUcOl3iw5Pat53R8H\nA++Rf/rppxw9epQ1a9awd+9e/cxun3zyCV5eXsyaNatKgxSiMpVc1lTukwshUjPMt8c6GJjIN23a\nxJtvvkmrVq1Kzerm7u7O6NGjOXjwYJUFKERlC2zgjEqp+z2+kpxdqreqEKLmSTHT5UuLGZTIc3Nz\ncXMru/nR1taWgoICgy+YkpJC586dOXfuHAkJCQwdOpRhw4Yxbdo0ioqKDD6PEA/K1kZJE586+u0T\n8VIrF6ImK73ymYU2rUdERLBy5Uo0Go1+X3HN/PvvvycsLMygi6nVaqZOnaofhz5jxgzGjx/P2rVr\n0Wq1REdH32/8QjyQUs3rksiFqNHMvbObQYl84sSJHDp0iN69e/P++++jUChYu3Ytw4YN488//+T1\n11836GIzZ87kmWee0fdyj42NpW3btgB06tSJ3bt3P+DbEOL+lByGdiI+rcwV/YQQli+voJDsvEIA\nlFYK/eyP5sSgXuuhoaF89913zJ8/n23btqFUKtm2bRutWrXim2++ISQk5J7n2LhxI66urnTs2JGv\nvvoKAK1Wq6/Z29vbc/OmYVNmurjYoVLJ2F8PD0dTh2C2XN0ccLSz4WZOAZnZBWQXavGvV/Ysb1LO\nxiHlbBxSzqVdKjFVs4dLbbw8K2+2R2OVtcHjyJs0acLs2bMf+ELff/89CoWCPXv2EBcXx6RJk0hN\nvd2kmZ2djZOTYQWYlpbzwHFYCg8PR5KSZK7whxHk68z+kzcAWPT9EcYNjkClLN1IJeVsHFLOxiHl\nfLez8Sn6x872NpVWPpVd1hV9KSg3kW/ZsoV27drh5OTEli1b7nmRHj16VHh8zZo1+sdRUVFMnz6d\nTz75hJiYGCIjI9m5cyft2rW753WEqCwdwurqE3lsfBpLf4tj5BPBWJUYmSGEsGzm3mMdKkjkY8eO\nZf369YSHhzN27NgKT6JQKIiLi7vvi0+aNIkpU6Ywe/ZsGjVqRM+ePe/7HEI8qPDG7jzZwY+fd8UD\nsDc2EWd7W4Z0bWLawIQQRpNi5tOzQgWJPDo6Gg8PD/3jylRy7vbVq1dX6rmFuB/9H/UnI7uAHYev\nAvDHvovUcbChZ1tfE0cmhDCGtFI91s1v6BlU0Gvdx8cHGxsb/eOioiL279+Pj48PPj4+5Ofns379\nepRKJT4+PkYLWIjKpFAoeK5HAC2auuv3rdt+lr0nrpswKiGEsZj70DMwcPjZgQMHePLJJ1myZIl+\nX2ZmJj/99BP9+/fn5MmTVRagEFVNaWXFK0+G0KT+7UlilvwaJ9O3ClEDlFz5zMWSE/mnn35Khw4d\n2Lhxo35f8+bN2bJlC23btmXGjBlVFqAQxmBjrWTsU+HUc7cHQFOkZd4Pxzh7Od3EkQkhqkqRVlt6\nwRRHC2taL+nUqVM8++yzWFtbl9pvY2PD0KFDOXbsWJUEJ4QxOdS2ZsKQCFxu/THnF2h4d/Febshw\nRyEs0s3sAgo1usmg7GupqG17Xyt7VxsGJXInJyfOnz9f5rGEhATs7OwqNSghTMXVqRYThkRgd+sP\nOj0rn9nrj5CZbfh6AkII82AJPdbBwETep08f5syZwy+//EJWVhYAWVlZ/Prrr8yZM4c+ffpUaZBC\nGJOPhwNjB4VjrdL9edxIy+Wz746QV1Bo4siEEJUp1QI6uoGBM7uNHz+eCxcuMHHiRBQKBSqVisLC\nQrRaLY899hhvvPFGVccphFEFNHDmlSdDmP/DMYq0kHD9Jl/+cJxxg8Lvmv1N1FxarRYtgBa0aCme\nsl+h0HWiFNVbipmvelbMoERua2vLwoULOXnyJIcOHSIzMxNHR0datGhBcHBwVccohEm0DPDg1aci\nmL/hCACxF1JZ9lscI2T2N4twM6eAhT/FEn89E62WuxKy9taO4uSsvXWM4udWQGml4PHW9RnSpYl+\nPQlR/VjC0DO4j7nWAYKCgggKCqqqWISodnq39+PytQz97G97YhOp42DLkC4y+5s5K9QUseDH45y8\nWDWjEjRFWjbvu4S3mz2dIupVyTXEw0u1kHvk5Sbyfv36MWvWLAICAujXr1+FJ1EoFPz888+VHpwQ\n1cFds7/FXMTZ3oYeMvub2Vq3/WylJnHFrf8oUJRqYl+z9TR+dR3x9ZIVx6oji79HHhoaSu3atfWP\nhaipimd/y8wu4J8zyQB8u/0sTg42tAuua+LoxP3aeeQq0Qcv67cHPOpP9zYNAN29bYUuI6O4tQ0K\nilvH7z5+d7N5foGGD1Ye4EpyNurCIub/eJxpL7Qx26FNlizV0u+RZ2RkUFCgG3IzcOBAmjVrhoOD\ng9ECE6I6KZ797dN1hzl7OQPQzf7maGdDiJ+riaMThjp7OYNVm0/pt1sHedKvg1+l3se2tVEy+l+h\nvLfiAPkFGm6k5bLstzheGxAq98urkQK1hswcNQBWCgXODuabyMvtVvn3339z44Zuicfhw4eXO45c\niJqizNnfNh4j4bqs72wOUjPzmPfDMTRFunbv+h4OjOjTrEqSq7ebPS/0ut2f6MCpJLaVaAUQppd2\ns8TUrI42WFmZ75escmvkfn5+TJo0ieDgYLRaLTNnzsTRsez7PAqFggULFlRZkEJUF8Wzv/3fqoOk\n3cwnv0DDZ+sP805UKzxdZGKk6qpArWHexmP6iX0calsz9qkwbG2UVXbNyGAvTl9O589DVwBYv/0s\njeo50bhenXu8UhjDmVstawAezrVNGMnDK7dG/sknn9C8eXNycnJQKBTk5uaSnZ1d5r/iSWKEqAnu\nnP0tM0cts79VY1qtlhV/nCT+VsuJlULB6AGhuBvhw/uZrk1pWFdXAdIUaVn443GyctVVfl1xb4dO\nJ+kfhzV2M2EkD6/cGnlubi4ff/wxtWrVIigoiOnTpxMeHm7M2ISotopnf5u17jDqwiJupOUy57sj\nvDWsBbVspFNTdbJl/yX2xCbqt4c+3pSghi5Guba1yorRA0J5d9l+cvILScnM5+tfTzB2ULjMRWBC\neQWFHC+xumHLAA8TRvPwyq2Rjxo1itjYWADatGmDvb290YISwhwUz/5W/Hkcf2v2t0JNkWkDE3rH\nL6Sw/s+z+u1OEd50belj1Bg8nGsz4olm+u2j51L4fW+CUWMQpR0/n6r/O63vYY+Xmd8WK7fqoFAo\n2LZtG7a2thw4cIBjx46Rl5dX3tMJCQmpkgCFqM5aBngQ1SOQlbd6Qsvsb9VHYloOC3+M1Y/pbuJT\nh2e7B5qk53iLph70ivTlj5iLAGzceZ7G9eoYrWVAlHawRLO6udfGoYJEPnDgQJYtW8by5csBmDx5\ncpnP02q1KBQK4uLiqiRAIaq7x1r4kJ6VL7O/VSO5+YV8seEoOfm6hW5cHG35979C9QvhmMLATo04\ndyWDM5cz0Gph0c+xTH+xDXXMeNiTOVIXFnHkbLJ+26IT+eTJk3nqqadIT09n+PDhTJ06lSZN5INJ\niLKUNftbVo6avo80NPtmO3NTpNWy+JcTXEvRrSNvrbJizMAwkydMldKKV/uHMn3ZPm7mqMnILmDR\nz7G8+UwLsx76ZG7iEtLIK9AA4OFciwae5j8/SoW9cgICAgAYM2YM3bp1w8vLyyhBCWFuypr97X/H\nrrHr+DXaBHnSO7KhvveyqFo//X2BwyVqXC/0CsLf28mEEd3m4mjLy0+GMPvbw2iBkxfT+fF/5xnY\nqbGpQ6sxDp2+oX/cMsDDIibpMaidacyYMbi5ufHTTz8xefJkRo4cSXx8PN9//z0nT56s6hiFMAvF\ns7+FlxjKotXCvrgbvLt8P7PXH+bUxTS02nutnSUe1IGTN/hld7x+u1dbX9qHVq9pdEP8XHnyUX/9\n9q+7Ezh6LsWEEdUcRUVa/RdtgFYBniaMpvIYlMjT0tIYMmQI77zzDrGxsezatYvs7Gy2bt3K0KFD\nOXLkSFXHKYRZsLFWMm5QOJOGtSC0UempW4+fT2Xm2n/4cPVB/jmTRJEk9Ep16UYWX286od8O8Xdl\n0GPVs6bb7xE/gv1ud3T7+tcTpeb9FlXjzOV0bt6alrWOvQ2NfKpHS83DMiiRz5gxg6ysLLZs2cLG\njRv1NYovvviC8PBwZs+eXaVBCmFOFAoFgb4uTBjSnGkvtKFtM09Ktt6du5LJ3O+PMW3JPnYfvybD\n1SrBzZwC5n5/lAK1riw9XWrzav+Qanvv2cpKwcv9QnB2sAEgK1fNgh9l6GJVK9lbvUWAh8WMLDEo\nkf/555+MHz8eHx+fUvcTbGxseOmll/TjzYUQpTWs68ir/UP58OV2dIqoh0p5++/nSnI2X/8ax+RF\ne4k+eJl8tcaEkZqv4rXFkzN0NdpaNkr+81Q49rWsTRxZxZzsbXi1f6g+mZy7msl3f54zcVSWS6vV\n8k+JRN7KAnqrFzMokWs0Gmxty+7xWVhYKPf8hLgHLxc7XugdxMxXH6FXW99Sc3ynZOaxZutp3lqw\nm192x5OTJ1N43o871xYf1S8YH3fzmMAqoIFzqeb/rQcucfDUjQpeIR5UQuJNUjJ1C6XY2aoI9HU2\ncUSVx6BE3q5dO7788ksyMm5PMq9QKFCr1axcuZI2bdpUWYBCWBIXR1uGdG3Cp6Mf4V8d/XGofbvW\neDNHzQ87z/Pm/N2s//Ms6Vn5FZyp+srJU3MjPdcofQDuXFv8Xx39adHUvGpaPds2oHkTd/320t/i\nSEzLMWFElungqdu18Ygm7qiUpptToLIptAZUpy9evMjQoUNRq9U0b96cv//+m06dOnH+/HkyMzNZ\nu3YtjRvfu1OJRqPhv//9LxcuXEChUPDuu+9ia2vL22+/jUKhoGnTpkybNg0rq4oLOClJlo308HCU\ncjCCqi7nfLWGv49cZfO+i/raQjGVUkGHMG96R/pWu5XVsnLVJKblcCMt99a/HBJvPS5eFMTJ3obm\nTdxo3sSDYD8XbKzLX2nsQcr57OUMZq49pF+WtHWgh9mu+Z2dp+bdZfv1twd8PR14J6pVhWX2IGry\n58b/W7xXP7fAmIFhVT4RTGWXtYdH+cNXDUrkACkpKSxfvpx9+/aRnp6Og4MDrVq14sUXX8Tb29ug\nQLZt20Z0dDQzZswgJiaG5cuXo9VqefHFF4mMjGTq1Kl07NiR7t27V3iemvqLWFJN/oM0JmOVc6Gm\niJgTify2N0H/YVNMoYA2QZ70adcQXy/jjEXXarVk5aq5kZZbKmEXP87OK7yv89morAjxd6V5E3fC\nm7hTx96m1PH7LefUzDzeW3FAv+JcfQ8H3olqadYL1sRfz+TDVQcp1Og+kjtF1OOF3kH3eNX9qamf\nG9dSsvl/i2MA3e/i5+M6YlvJX5LuZMxEbvBvvZubG2+88cZDBfL444/z2GOPAXD16lWcnJzYvXs3\nbdu2BaBTp07s2rXrnolcCEujUlrRIcyb9qF1OXwmmU17ErhwLRO4PRZ9X9wNnOyssbFWYq2ywsZa\nic0d/7dWWWGrUmJtbVXmMRuVEps7juXma0jU16hzbiXsXHLz7y9ZF7NWWWGttNJPjwpQUFjEP2eS\n+edMMgqgkY8TLZp60LyJO95u99faUNba4v95KsyskziAX10nhnZryqotpwHdbYOABnV4JNSwipIo\nX6klSxu5VXkSNzaDf/OTkpJYunQp+/fvJysrC2dnZ1q1asXw4cPva8Y3lUrFpEmT2Lp1K1988QW7\ndu3SN4XZ29tz8+a9v8G4uNihUlnWD+JBVPQNTVQeY5dzT08nejziz7FzyXwXfYbDJT6EMnPUgOk7\nw9naKPF2s8fb3Z567vZ4uzvc+r89rk610AKnE9KIib3GvhPXuZSYpX+tFt0QvHNXMtnw1zm83e2J\nDKlLZEhdmvm5oqzg3qVWq2X2N4dury1upWDyC20IbmJe98XLM7hHEAk3stl5+AoAq7acpnmzujSs\nW3njnWvi58aR87eXLH2sdQOjlYGxrmNQ03pCQgLDhg0jLy+P9u3b4+bmRnJyMnv27MHW1pZvv/2W\nhg0b3teFk5KSGDJkCFlZWezfvx/QNb3v3r2bqVOn3uO1Na9p6E41tYnM2KpDOcdfz+S3vRc5dMq4\nk8jYWivxdKmNl0ttPF3sSj12drC5r3vRiak5/HMmmcNnkzlzOZ3y3oZ9LRXhjd1p0dSdEH9XatuW\nrmts3neRddtvL0v6bPcAurWq/0Dvr7rKzS/k/RUHuJ6qu8Xi7WbHlOdbV0qLQ3X4fTa2lIw8Ji7Y\nDYDSSsHnYx/FzghDE6td0/rMmTNxc3NjxYoVuLjcno0oNTWVESNGMGvWLL744ot7nufHH38kMTGR\nV155hdq1a6NQKAgNDSUmJobIyEh27txJu3btDAlJiBrDr64ToweEkq/WkJtfSEFhEQVqDepb/9dt\nF1FQqNuXf8cxtbqI/MI792nIv7VtrbLC08XuVpKujdetx07295esK+LlakevSF96RfqSlavmyFld\nUj9+PrXU+PnsvEL2xF5nT+x1VEoFQQ1daNHEneZNPbiSnFVqbfGO4cZfW9wYatuqGP2vUD5YcYCC\nwiKupeSw8o9TjOoXbJYd+Uzt0JnbLVrNGroYJYkbm0E18pYtW/LRRx/Ro0ePu45t3ryZKVOmGlLZ\njwAAIABJREFUsG/fvnteLCcnh8mTJ5OcnExhYSGjRo2icePGTJkyBbVaTaNGjfjggw9QKituNq9p\n3yjLUhO/WZuClHPVUhdqOHkxnZOXMthz7CrpWQXlPldppdD3UG/s48RbQ1uadFnSqrbr2DWWbLq9\nPPTwnoE81uLhvrjUxN/nmWsOceqSbp6ByihDQ1W7GnmtWrXKHRKmUCgoLDSsU4ydnR2ff/75XftX\nr15t0OuFEJbFWqUkrJEbXSP9GNTJn4TEm/xzWldbv3Qjq9Rzi5O4bm3xMItO4gAdwrw5fSmdv49e\nA2DtttP4ezvJKnr3ITOngNOXdUlcAbRo6l7xC8yUQX8Jbdq0Yf78+aUmhAFIT09nwYIF+l7nQgjx\noBQKBX51nfhXp0a8+1JbPn6tPc92DyDYzwXlrTnTbax1a4s7m3htcWN5tnuAfr3sQo2WL3849sCj\nCWqiw2eS9f0xmtSvY/I16auKQTXyt956i0GDBtG1a1ciIyNxd3cnOTmZmJgYVCoVn376aVXHKYSo\nYdzr1KZbq/p0a1WfnLxCzl/LoK6rHe51aps6NKOxsVYyekAo7y7fT16BhuSMPH7dE8/gx5qYOjSz\nUHLYWVVPAGNKBtXIfXx8+PHHHxk8eDA3btxg7969JCUlMXjwYH766SeDZnUTQogHZVdLRai/W41K\n4sW8XO14rkeAfnvr/kskpeeaMCLzkJtfyIn428POLDmRGzyewcvLi7fffrsqYxFCCFGG9iF12X7o\nCuevZlKo0fL9jnO82j/U1GFVa0fPpehnyfP1csDD2XK/BFZYI9dqtfz888/8/fffd+1/8cUX+eGH\nH6o0OCGEELr+A890barf3hd3g7NXMip4hThYQ5rVoYJEXlhYyLhx45g0aRJ79uwpdSw5OZkbN27w\nzjvv8MYbb1BUVFTlgQohRE3WpH4d2gR56re/jT4jS0iXQ12o4di5FP22Ja09XpZyE/m6devYsWMH\ns2bN4q233ip1zMPDg02bNvHRRx+xefNmvv/++yoPVAgharpBjzVGpdT14D9/NZN9cbJ2eVliL6Tp\nJxrycqlNPTNZn/5BlZvIN2zYwIgRI+jTp0+5L+7fvz9Dhw5l3bp1VRKcEEKI2zyca9O9dQP99oa/\nzlJQYmY8oVOqt3qgh8XPiFduIk9ISKBNmzb3PEHHjh2Jj4+vzJiEEEK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3bNnC//73PzIz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DCh04cEBdlp6ezqRJk/jhhx/ybV9c+ejr4XJ/mIeHB6ampvkGqvnll18wMTFRuyPq67nn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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -311,7 +348,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "This suggest that lowest variance in the estimates will occur at roughly 10$^-2$ M of protein. This seems far too high. It may be that estimates have a low variance at that protein concentration, but have a high error. Instead of the coefficient of variantion, it may be more informative to view the total error, where \n", "\n", @@ -322,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, @@ -331,9 +371,9 @@ "outputs": [ { "data": { - "image/png": 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slNwJIYSQN/AoLR9HLz3ErcQsifVKPB56O3TAMC8LGOmqw1BfQ24dFym5E0II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\neOWVV+jevTuBgYFMnDiRy5cvK+dVb5ZPT0/Hy8uLX375hdGjR+Pv70/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V+94CteVtZWWFmJiYJi/DS2JlZYXevXtzjwcPHgx1dXVcvXqV+6wsLCygovL0bmdMTAz6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\n6eMdn/tYXPGouBLR313G1TuPmXX63bTwydwRsDFn9zq5VM6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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -365,7 +405,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [] diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index 40448be..2836252 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -33,7 +33,7 @@ def __init__(self, pymc_data, l_total, p_total=None, sample_index=None, inner_fi Parameters ---------- pymc_data: dict - Dictionary of pymc variables that have been simulated. + Dictionary of assaytools pymc variables that have been sampled with MCMC. l_total: numpy.ndarray Array of ligand concentrations in M. sample_index: int @@ -85,7 +85,7 @@ def __init__(self, pymc_data, l_total, p_total=None, sample_index=None, inner_fi else: self.sigma = pymc_data['sigma_bottom'][0][sample_index] - def set_mean_parameters(self, pymc_data, t_equil=None): + def set_mean_parameters(self, pymc_data, t_equil=0): """ Set the assaytools parameters to their expectation values, with the exception of p_total and l_total. @@ -97,9 +97,6 @@ def set_mean_parameters(self, pymc_data, t_equil=None): The iteration number from which the pymc MCMC samples are considered "equilibrated". i.e. the end of the burn-in period. """ - if t_equil is None: - t_equil = 0 - self.DeltaG = np.mean(pymc_data['DeltaG'][0][t_equil:]) # Pymc fluorescence parameters @@ -194,3 +191,89 @@ def sum_of_squares(DeltaG, target=target): fit = optimize.minimize(sum_of_squares, guess, method='BFGS') return fit.x[0] + + +def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_samples=100, t_equil=0, **kwargs): + """ + Function to predict the expected coefficient of variation, variance, and squared bias of estimated binding free + energies from assaytools PyMC data at different protein and ligand concentrations. + + Parameters + ---------- + pymc_data: dict + Dictionary of assaytools pymc variables that have been sampled with MCMC. + l_total: float or numpy.ndarray + Array of ligand concentrations in M. + p_total: float or numpy.ndarray + Array of protein concentrations in M. + nsamples: int + The number of times fluorescence data will be drawn at all ligand concentrations for a given PyMC posterior + sample. + nposterior_samples: + The number of assaytools posterior samples to draw. For each posterior sample, nsamples of fluorescence + titration profiles will be drawn. + t_equil: int + The index from which it the assaytools PyMC MCMC samples are equilibrated. i.e. the end of the burnin-period. + + Returns + ------- + (cv, var, bias): (np.ndarray, np.ndarray, np.ndarray) + the mean coefficien of variation (cv), variance (var) and bias of the fitted free energy for each protein + concentration. + + Example + ------- + Run the assaytools PyMC pipeline and save the MCMC samples, here called 'pymc_data'. It's worth discarding the + initial samples where the MCMC appears unequilibrated. The end of the burn-in time can be estimated with + pymbar.timeseries by looking at trace of the free energy: + >>> from pymbar import timeseries + >>> (t_equil, g, N_eff) = timeseries.detectEquilibration(pymc_data['DeltaG'][0], fast=True, nskip=1) + We'll be using t_equil below. + + We can now estimate how the protein concentration used in the assay will affect the coefficient of variation, + variance, and bias of the fitted free energy. + + First, choose the ligand concentrations that can be used in the assay: + >>> L_total = 10 ** (np.linspace(-10, -5, num=12)) + + Next, pick the range of protein concentrations for which the error of the binding free energy will be estimated: + >>> P_totals =10 ** (np.linspace(-10, -1, num=20)) + + Estimating the variance error meaures for the above concentrations. Note how we're inputing the burn-in time, as + well parsing the assay parameters. + >>> (CV, Var, Bias2) = predict_assay_error(pymc_data, L_total, P_totals, t_equil=t_equil, geometry='top', + >>> assay_volume=100E-6, well_area=0.3969) + + Finally, it's a question of picking the protein concentration that reduces whichever metric you prefer. + """ + # Pre-assigning the coefficient of variation, the bias, and variance respectively. + CV = [] + Bias2 = [] + Var = [] + + delta_gs = pymc_data['DeltaG'][0] # All of the binding free energy samples + mean_delta_g = np.mean(delta_gs) # Used to determine the coefficient of variation. + pymc_indices = range(t_equil, len(delta_gs)) # The indices of the PyMC samples that are after the burn-in period: + + + # Looping over protein concentrations, drawing from the posterior and fitting the affinity: + for p in range(len(p_total)): + estimates = [] + bias_squared = [] + # Draw parameters from the posterior + for i in range(nposterior_samples): + ind = np.random.choice(pymc_indices,1)[0] + simulator = AssaySimulator(pymc_data=pymc_data, l_total=l_total, sample_index=ind, p_total=p_total[p], **kwargs) + # Draw fluorescence data with different values of random noise + for j in range(nsamples): + fit = simulator.fit_deltaG() + estimates.append(fit) + bias_squared.append((fit - simulator.DeltaG)**2) + # Collect the bias, variance, and coefficient of variantion + bias_squared = np.array(bias_squared) + Bias2.append(np.mean(bias_squared)) + estimates = np.array(estimates) + Var.append(np.var(estimates)) + CV.append(np.std(estimates)/np.abs(mean_delta_g) * 100) + + return np.array(CV), np.array(Var), np.array(Bias2) \ No newline at end of file diff --git a/experimental_design/inputs_p38_spectra1.py b/experimental_design/inputs_p38_spectra1.py index e69de29..237cbb3 100644 --- a/experimental_design/inputs_p38_spectra1.py +++ b/experimental_design/inputs_p38_spectra1.py @@ -0,0 +1,21 @@ +import json +import numpy as np +from glob import glob + +inputs = { + 'xml_file_path' : "/Users/hansons/Documents/github/fluorescence-assay-manuscript/data/spectra/", + 'file_set' : {'p38': glob("/Users/rossg/Work/fluorescence-assay-manuscript/data/spectra/p38/2016-01-26/*.xml")}, + 'ligand_order' : ['Bosutinib','Bosutinib Isomer','Erlotinib','Gefitinib'], + 'section' : 'em280', + 'wavelength' : '480', + 'Lstated' : np.array([20.0e-6,9.15e-6,4.18e-6,1.91e-6,0.875e-6,0.4e-6,0.183e-6,0.0837e-6,0.0383e-6,0.0175e-6,0.008e-6,0.0001e-6], np.float64), # ligand concentration + 'Pstated' : 1.0e-6 * np.ones([12],np.float64), # protein concentration, M + 'assay_volume' : 100e-6, # assay volume, L + 'well_area' : 0.3969, # well area, cm^2 for 4ti-0203 [http://4ti.co.uk/files/3113/4217/2464/4ti-0201.pdf] + } + +inputs['Lstated'] = inputs['Lstated'].tolist() +inputs['Pstated'] = inputs['Pstated'].tolist() + +with open('inputs.json', 'w') as fp: + json.dump(inputs, fp) \ No newline at end of file diff --git a/experimental_design/test_assay_simulator.py b/experimental_design/test_assay_simulator.py index 02ba6da..4c08678 100644 --- a/experimental_design/test_assay_simulator.py +++ b/experimental_design/test_assay_simulator.py @@ -1,10 +1,21 @@ -from +from assaytools.assay_simulator import AssaySimulator def TestAssaySimulator(object): """ - A collection of functions to simulate the Assay Tools simulator. + A collection of functions to simulate the AssayTools simulator. """ - def test_initialization(): + def test_initialization(model_data): """ Test the initialization of the class + + pymc_data: dict + Dictionary of pymc variables that have been simulated. + + Returns + ------- + simulator: assaytools.AssaySimulator + Class to sample from posterior in Assay Tools. """ + + L_total = 10 ** (np.linspace(-10, -5, num=12)) + return AssaySimulator(pymc_data=model_data, L_total=L_total, sample_index=6000) From abf8d83c55ed98d1cef29346180c4ea234cb0b8f Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Fri, 7 Apr 2017 10:28:36 -0400 Subject: [PATCH 05/12] Removed the tracking of two files. One is just a placeholder and the other is superfluous. --- experimental_design/inputs_p38_spectra1.py | 21 --------------------- experimental_design/test_assay_simulator.py | 21 --------------------- 2 files changed, 42 deletions(-) delete mode 100644 experimental_design/inputs_p38_spectra1.py delete mode 100644 experimental_design/test_assay_simulator.py diff --git a/experimental_design/inputs_p38_spectra1.py b/experimental_design/inputs_p38_spectra1.py deleted file mode 100644 index 237cbb3..0000000 --- a/experimental_design/inputs_p38_spectra1.py +++ /dev/null @@ -1,21 +0,0 @@ -import json -import numpy as np -from glob import glob - -inputs = { - 'xml_file_path' : "/Users/hansons/Documents/github/fluorescence-assay-manuscript/data/spectra/", - 'file_set' : {'p38': glob("/Users/rossg/Work/fluorescence-assay-manuscript/data/spectra/p38/2016-01-26/*.xml")}, - 'ligand_order' : ['Bosutinib','Bosutinib Isomer','Erlotinib','Gefitinib'], - 'section' : 'em280', - 'wavelength' : '480', - 'Lstated' : np.array([20.0e-6,9.15e-6,4.18e-6,1.91e-6,0.875e-6,0.4e-6,0.183e-6,0.0837e-6,0.0383e-6,0.0175e-6,0.008e-6,0.0001e-6], np.float64), # ligand concentration - 'Pstated' : 1.0e-6 * np.ones([12],np.float64), # protein concentration, M - 'assay_volume' : 100e-6, # assay volume, L - 'well_area' : 0.3969, # well area, cm^2 for 4ti-0203 [http://4ti.co.uk/files/3113/4217/2464/4ti-0201.pdf] - } - -inputs['Lstated'] = inputs['Lstated'].tolist() -inputs['Pstated'] = inputs['Pstated'].tolist() - -with open('inputs.json', 'w') as fp: - json.dump(inputs, fp) \ No newline at end of file diff --git a/experimental_design/test_assay_simulator.py b/experimental_design/test_assay_simulator.py deleted file mode 100644 index 4c08678..0000000 --- a/experimental_design/test_assay_simulator.py +++ /dev/null @@ -1,21 +0,0 @@ -from assaytools.assay_simulator import AssaySimulator - -def TestAssaySimulator(object): - """ - A collection of functions to simulate the AssayTools simulator. - """ - def test_initialization(model_data): - """ - Test the initialization of the class - - pymc_data: dict - Dictionary of pymc variables that have been simulated. - - Returns - ------- - simulator: assaytools.AssaySimulator - Class to sample from posterior in Assay Tools. - """ - - L_total = 10 ** (np.linspace(-10, -5, num=12)) - return AssaySimulator(pymc_data=model_data, L_total=L_total, sample_index=6000) From aec0a1ef85b531646df8bd31592b5ab44b618bdc Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Mon, 10 Apr 2017 11:49:25 -0400 Subject: [PATCH 06/12] Addressed comments by jchodera, including: -improving doctrings and a few comments -removing extra factor of 100 from CV estimation -added background fluorescence to data simulation when inner_filter=False --- experimental_design/ExperimentalDesign.ipynb | 22 ++++++++++---------- experimental_design/assay_simulator.py | 14 ++++++++----- 2 files changed, 20 insertions(+), 16 deletions(-) diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb index 93ff853..07b2864 100644 --- a/experimental_design/ExperimentalDesign.ipynb +++ b/experimental_design/ExperimentalDesign.ipynb @@ -120,9 +120,9 @@ "outputs": [ { "data": { - "image/png": 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gVVUVQkJCMHz4cOjr6zNTAte2Z88ejBw5Erq6unBwcBCq2+Ycn+Dcbd26FXw+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\nFmzcuJHc3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rK0EAaF6XhQUC3t7eyt96enq4ubnl627LLefppLt37yrXyqlTp4q8vsoSGQiUcjVr1qRv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cGDZsmHy/CvPDDz/QunVrbG1t6dChgzwvAfxXPbNv3z78/f1xcHCgadOmhIeH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\nERBCCCG6MEkEhBBCiC7s/wHmjrn8CCfg9QAAAABJRU5ErkJggg==\n", 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m23KTszrpyZMn8r1y7ty5Qu+vTwmhCHzgVKpUCS8vL7y8vMjIyODPP/9k2rRpLF68mJ9+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\nW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NbxEuGDDJx4AVQFECiuuxVnyWXTOua54LNgjBeO9xdy/2+oLua6yuJpu0cudHQhoKOj\nozNBApEUj//+ALKiYjQIfPvuZeOWEAbIyjmebcu3GDbauLNx/ADB0CsvMbjzE23/hYsou//BaY05\nk9ZSBVUVRIPADbcvxnQW4TIe8eAuQl2vaE8EA6Xz757zfQNUVeXtnhDv9GjxGQYB7p5fzmWlepM6\n0IWAjo6OzoRIZSR+8vw+4inNFP7IjQtpmkCHvjdPbGUgHyB4e8MmXGbnmPsO7vqUgd//DgCTr4yq\nR7+FYJzebfr9N9sYzAc0rru2gdLysd9/PFRVJdb/AdFerRCSIJrwNdyH1dUwrfHNNpKi8sLxfnYP\naOV6bQaRrzZV0uC2n+eRzR10IaCjo6NzFhRV5d9fPsSpgBYJv/HyWtYvqzzr6wLJAd44+S4Atc4q\nrq4eO0AwffIEfb/4PwCIVitVj/1nDM6pTdqnaTvQR/tBLa+/tqGY5WtqpnQcVVWJ9LzJoP8jbXwG\nG77GB7E4qqc1vtkmJcn85mgvxwa1mgnFFhOPNFfhs83t2gbnGl0I6Ojo6JyFP7x/jN3tQUBrJnTP\ndWf3sauqyrPtf0AqBAjehThGNL0Ui9Hzs5+gZrMgCFT86aNYqqY3yUZCSd57Q4tlsNlNXH/L+IWO\nxkJVFUInXyYR2gOAweSirPEhTLbpBRvONqF0jl+2nypUBqx1WHm4uRKnSZ/2Po9+RnR0dHTG4ZPD\n/by04zgA5cV2Hr1jCYYJFPTZHzzEwYFWAK6svJx6z+jphUouR8/jP0UKaQ2ISr98D87lK6c15vBA\nkhc37yGXzacK3rIQu2Pyq2BVkQgef55UVKs9YLQUU9b0EEZz0bTGN9t0xdP8ur2HRL4N8FKvk3sa\nyjFNoxDTxYwuBHR0dHTG4ETfIP/xihbtb7MY+YsvL8NuPXuueVbO8mz7mQDBOxpvGnU/VVXx/+bX\npI/msxCuXI930+j7TpRQMMGLm/eQSmgr4cuvns+8xsl3KFTkDIHO35KJHwfAZKugrPGrGEyOaY1v\ntjkQGuSZzn4kVUsN2FDhZWNNyUVbFXAm0IWAjo6OzihEE1l++rt9ZCUFQYA/u30JlSUTmwTfOLGV\nUFort3t7w41jBghG3nyD2AfvA2BtaKTsa49MK5VtwB/nxaf3kk7mRcAX5rNm/bUBt8cAACAASURB\nVPxJH0eWkgQ6niKb7AHA4qjD13g/omH8DInziaqqbO+PsKUriAqIwG3zyrii7OwBnZc6uhDQ0dHR\n+Rw5SeFffrefUEwrP3vPtU0sn+Cq2p8M8uaJdwGodVVzdfUVo+6XOLCPwLNPA2D0FlP1rccQTVMP\nYgv2D/LS03tJp7SYhCuuqWfVleNXOxwNKRvFf/RJpIwWE2F1N1Na/xVEce5W3ZNVlZdPBPg4oBVM\nMosCDzZV0uKZ29aLuYIuBHR0dHSGoKoqT7xxhKOntEnlqqUVbFo7scY8hQBBVfNN39cyeoBgtreH\n3v/9r6CqCGYzVd/+C4yeqfvdA32aCMikNRFw5XWNU2omlEsH8R99Ejmn/e927zJK5t2OIEy97sBs\nk5EVnu7o5Ug0CYDbZOSRlioq7dMrn3wpoQsBHR0dnSG8tL2T7ft6AWiocvPIjQsmbK7fFzzEoQEt\nsO6qyrXUe+pG7CMnEpz62T+jpLSUtoo//jrWefOnPF5/b4yXnt5HNqOJgPVfbGL55ZNPE8wme/F3\nPIkiaROq07cWb/WmOV11L5qV+HV7D71JzXJTabfwteYqPGZ9apsM+tnS0dHRyXPwWIhf/OEAAEVO\nM9++exkm48RWw1k5y3P5AEH7GAGCqizT+2+Pk+vvB6D4tjtwrVk75fH2nYryyjP7Co2EvrCxmaWr\nJp92mB48TqDzaVQlC4Cn4hrcFRvmtAjoTWb4VVsPsZwmgBZ47NzfWHnJdAycSXQhoKOjowP0h5L8\n2x8OoKhgMoo89uXlFDknbl5+fWiAYONNOM0j/dOB324mefggAM7Vayi57Y4pj7e3K8Irz+4vpAhe\nc2MLi1dWTfo4yegRBo49j6pqE6q35kZcvqmLk3PBkUiCzR29ZBUtM+AKn4db5/kwzGHhMpfRhYCO\njs4lTzKtlQ9O5H3sf3TTQuorJ1aHXlEVdvbt5q18gGCdq4b1VSMn0si2d4m88xYAlto6Kv74GwhT\nzGvvORnhlWf3IeW0DnrX3byAhcvPXunw8yRC+xg48QfIx9mXzLsDR/GyKY3pXPGxP8pLJ/xo7Y7g\nxtpSri4vmtPWi7mOLgR0dHQuaRRF5f+8dJDeAc03/pXrm1m3pGJCrz0WPcFz7S9xPHYSAAGB+xbc\nOSJAMHmkFf9TTwBgcLmp+vZ/RrRMLZit+3iY157bj5RPa7zuloUsWDqx8Q4l5v+YyKnXtXELRkrr\nv4LN0zKlMZ0LFFXl9e4B3u/TrC5GQeDehnKWFrvO88gufHQhoKOjc0nz/Hsd7OvQqvqtaCzhoZsW\nERqIj/uacDrC7zte5dP+PYVtHrOLr7TcwXz38ADBXCBAz7/+DGQZwWik6luPYSqZfIEfgJOdIbb8\n7gByXgRcf+siWpaUT+oYqqoS7dtGrO89AATRgq/xfqzOyacanityisKznf0cCGufi8No4GvNVdQ6\n525dgwsJXQjo6Ohcsnx4sI/XPtJW85Uldv709iUYxLFNzFk5y5snt/HmiXfJKVrRHqNo5Iu1G9g4\n7zqsxuGrfCWd0jIE4toEVvbwI9iamqc01hMdA2z53QEUWUUQ4Et3LKZxYdmkjqGqKuHuLcSDOwEQ\njQ7KGr+K2T55i8K5Ip6TeKK9l66E1kHRZzXxSHM1xROo8KgzMXQhoKOjc0lyrDfG/31V6wXgsBr5\ni68sx2YZ/Zaoqiqf9u/h9x2vEslEC9svK1vOnY03U2orHvkaRaH33/8P2VPdAHg33ohn/RemNNbj\n7UFef+EgiqIiigJfumMxDQsm1/RHVWUGTvyBZFjLijCYPVrzIOvUrBPngkAqy6/aewhlNNFV77Lx\nUFMltglmcuhMDF0I6OjoXHKEBzP89Pl9SLKCKAh8886llHtH709/ItbFs20vcix2orCt1lnFl5tv\np9nbMOZ7DPz+dyT27AbAvnQ5pV+5d0pj7TwS4M0/HCqIgI13LaG+uXRSx1CUHMFjz5KOHQXAZPXh\na/wqRvPEAiLPB52xJE8e7SUlawGRl5W4uGt+OcZxLDY6U0MXAjo6OpcUOUnmZ7/bTySu5czf/8Um\nFs8fuaKPZKK82LGFj/t2Fba5zE5ub7iJdZWrx2wpDBD7aAehV18GwFxRSeWfPjqlDIGOVj9v/uEQ\nqgoGg8Cmu5dOuoGQIqUJdG4mk+jSxmOvwtf4IAbj6MJnLrA7GON3x/uRtexAvlhVzPVVxXpmwCyh\nCwEdHZ1LBlVV+eVrRzjWGwNgw4pKvrh6eBW+rJTltWNv88aJd8iejgMQDFxX+wU2zb8em3H8ALVU\nZyf9v/wPAES7g6rHvoPBPvlJt/1QP2+/dFgTAUaRm768lNr6kYJlPORcHH/Hk+RSWgEji7MeX8N9\niIap9zSYTVRVZWtviLdOhQAwCHD3/HIuK527louLAV0I6OjoXDK8/kkXHx7sA6C5xsNDG8+UD1ZV\nlc/8e3nxoy0Ek6HCa1b6lnJn4y347GdfiefCYXr+5SeokgSiSNU3v4W5fHJR/QBHDvSx9ZVWVBWM\nRpGbvrKMmvneSR1DykbwH/0NUkb7X2xFiyiddxeCODdv+5Ki8vvj/Xw2MAiA1SDyUFMlDe65a7m4\nWJgTV8Rdd92F06m16aypqeHRRx/lv/7X/4ogCDQ3N/ODH/wAURR55plnePrppzEajXzzm9/kuuuu\nI51O8zd/8zcMDAzgcDj4p3/6J4qLJ6eadXR0Ln72dQR5dqvmIy92W/jWXcsw5svRnox181z7i3RE\njxf2r3ZW8pXm22jxNk3o+Eo2S8+//AQ5GgGg7P4HsS9aPOlxHt7by7uvaf0KjCaRm7+yjOp5kxUB\nUfrbf42c1cbiKLmM4tpbEMZxZ5xPUpLMk0d76RzU+i94LUYeaa6mzDY3LRcXG+ddCGQyGa3b1xNP\nFLY9+uijfOc73+GKK67g7/7u73j77bdZuXIlTzzxBM8//zyZTIYHH3yQ9evXs3nzZlpaWnjsscd4\n5ZVXePzxx/ne9753Hv8jHR2duUbvQIL//eJBVMBsEvmLLy/H7TATzcR4sXMLH/fuQkVzSLstTm6Z\nv5GrqtaOGwcwFCkSwf/0U2SOHwPAc821eK774qTHeWhPD9u2tAFgMhu45Z5lVNZOriuhlI3hHyIC\nXL4rKKreOGf96+FMjl+29RBIazEbtQ4rDzdX4jSd9+npkuG8n+nW1lZSqRR//Md/jCRJ/NVf/RUH\nDx5k7VqtROeGDRv44IMPEEWRyy67DLPZjNlspq6ujtbWVnbt2sXXv/71wr6PP/74+fx3dHR05hiJ\ndI6fPLePVL4xz5/cspjKUiuvH3+H10+8Q0bWJiCDYODa2vU8vPpOElFp3GMqmQzJI60kDx0kefhQ\nIUUQwLZgIWUPPDTpiffAZ6d4/412AMwWA7fcu5yKas+kjiHnBvEf/TVSNoyiCgTd1zBgXYkzlsRh\nMuI0GrAbDXMm8r4rnubX7T0kJO2zWeJ1cm9DOaYpll7WmRrnXQhYrVb+5E/+hHvuuYfjx4/zjW98\nA1VVC18ih8PB4OAg8Xgcl+tMKUmHw0E8Hh+2/fS+Z8PrtWOchTxUn08vdTld9HM4ffRzeAZZVvjJ\nv39Ef1gzOd93QwvF86P8z0//L4HEQGG/NdUreHjF3VS6tAI99s+l6KuyTPxoB5G9+4js3cdg6xEt\nDuBz2OfPY+n3vovJPbngto/f7yyIAKvNxFf/9Aqq6ybnDshlYrR9+iRSJkRKtfCu6WZOhK0Q7h85\nTqMBl8WIy3z6xzTyudmI22LEYTKOW2RpLM52HX7WF+EXR7oLjYM21pfx5YXViHPUcnE+OFff5fMu\nBOrr65k3bx6CIFBfX09RUREHDx4s/D2RSOB2u3E6nSQSiWHbXS7XsO2n9z0b4XByxv8Pn89FIHB2\nEaIzNvo5nD76ORzO02+3s6ctAMDiRQYOiS/z4o7Owt+rHBV8ufk2FhY3QxoC6UF8Phd+f4ycv5/k\noUPaqr/1EEoqNfINRBFrQyP2RYtxLF6KtaGBSEaASXwGez7u4sOtHQBYrEZuvW85ZptxUp+jnEvg\nP/prcukAfrWYN9XrGUyPXXkvKckkJZn+ROasxxYAm1HEYTTiMBlwGg04jAbtd1P+99PPjUZsRpHy\nMveY41dVlQ/6I7zWFUTNH/+2eT7WlXoYCI5f2vlSYja+y2MJi/MuBJ577jna2tr47//9v9Pf3088\nHmf9+vV8/PHHXHHFFbz33nusW7eO5cuX8+Mf/5hMJkM2m6Wjo4OWlhZWrVrFtm3bWL58Oe+99x6r\nV68+3/+Sjo7OHOD9fT28sbMLjBmKmo9x3HUCNaKtPh0mO7fWb2J91VoMomYdlAcHSbYeJtrZxsBn\nu5EGBkY9rrmiEvviJdgXL8G2YCEGm23KY/zswxN8vE2LK7DajNx2/0pKy52TOoYsJfEffYJcOkCr\nUs/7ylpkNNP6ymIX11R5SUoKiZxMQpKI52QSkpx/LhPP/56U5HyUxHBUICkpJKUsgfTZxyMATrMR\nu0EsCASH8bRoMNKTTLMzoKVvmkWBBxorWVA0smWzzrlDUFV1tM/+nJHNZvnbv/1benp6EASBv/7r\nv8br9fL973+fXC5HQ0MD//AP/4DBYOCZZ57ht7/9Laqq8md/9mds2rSJVCrFd7/7XQKBACaTiR/+\n8If4fOOX3pyNFZO+Eps++jmcPvo51DjaHeX/eXonlB7HVN0JBs2MLwoi19as56b5N2DFQKq9XVvx\nHzpIpuskjHI7NLjc2Bcv1ib/RUswzVBW0qcfHGfn+8cBsNpN3H7/CkrKpiYC0kk/HyqrOKBq3QNF\n4KbaUq6aRHteRVVJSmdEQnyIWDjzXNLEQ04uVPybKm6Tga+1VFNln1oXxoudc2kROO9C4HxwsQuB\nlCTTGklQ57RSYr1w0m/m0jm8UNHPIQxEU/z9Cy+TKzuIaD3jBlxavIA7bKuwdvaSPHSQ1NE21Fxu\nxOtFsxlry4KCud9cXT2lqoBjoaoqO7cfZ9cHWslim8PE7Q+spLh0cqtiRUrRf/QJoskIb8rr6SUf\n32A08GBjxazn38uKSlKWR1oYchKyUWRgMD1MTKSHCIcqu4WHmyvxmPXGQWNxSbkGdGaWUDrHf7Sd\nKjTpaHTbWFPqYYnXgVGPxNW5yDkW6eafd2xGrgsgAq6EzNKQlTVRN6bOPcTj7zPCCy0IWObNx5E3\n99euu4yByARs4FNAVVU+fu8Yuz/UOh7anWZuf2AF3pLJioA0/o4n6U7meEPeRAJt0q+2W/hqUyVF\nltmfYA2igEs04holzW+0SUxSFBKSQk5RKLGY5mw646WILgQuInqTGX7ZdorBnFzY1hFL0RFLYTOI\nrCp1s8bnptymm+J0Li4Gs3Fe6tzCzmMfUxvIUteXZV5fjqLB05H9p5CH7G/y+Qp+fvuCRRicZ0zy\noskEzLwQUFWVD7d2svcTrea/w2Xh9gdWUFQ8uZW7Iqfxd/yGvXEr7ytXo6DFOKwqcXHH/LI5m3pn\nFEU85rk5tksdXQhcJBwbTPFEe0/B/La+XCtC8lkwRkpWSMkKH/RH+KA/Qp3Dyhqfm+XFLswG/Yup\nc+GSy6b56OM/0P3ZB1T3JFkVkhBHcXaKdgf2RYuwL16KffFizL6yczpOVVXZ8XYH+z7V6g043Rbu\neHAl7qLJBRoqcoaeo5t5d7CKQ2ozAKIAt9T6WFfm0VfZOlNCFwIXAYfDcTZ39CHlwz1uri3l6got\nB3lTTQmHwgl2BqN0xLT0p5OJNCcTaV45GWR5iZPLfR6q7Rb9JqIzp1HSaXIBP/H+fvpCUVKte7Ad\nOki5pDKimr/BiK25uWDut9TNm1E//2RQVZXtbx7lwGenAHB5rNz+wIopiIAsx9qf4+XBBfSjBUQ7\njAYebKqk3jX1zAUdHV0IXODsCkR54bgfBS1S+Mv1wzt1GUWR5SUulpe4CKVzfBqMsisYYzAnk1EU\ndgZi7AzEqLSZWePzsLLEhW0Wii3pjI+qqhyJJnivL0IglcVnNVFut1BhM1Nhs1BuM2O9BD4XOR4n\n6/eTC/ST9fsJh6P0ZXL4BRNBZxHhkjJinmLwFsG6Opq887ns0204EoP021x02eex/vYN1K5ZgWg5\n/y4wVVV57/U2Du3pBcBdZOWOB1fidI/fwfDzKHKWvW0v8Up8GUm0Sb/GbuGresCdzgygZw3MEOcj\nWvu93jBbuoMAmPL5uAuLHGQzEr3dUapqPZjMI7WerKq0RRLsDMY4EkkMyx02CgLLip2s8XmY77Se\nUyvBpRjxrqgqB8JxtvWE6E1lx923yGyk/LQwsGuPpVbzsHKxc/0cqqqKHI2SC/jJ+vvJ+f3kAn5S\ngSCBrETQ4SFcUkaopJxwSRkZ69n954IskT4RIXIyzbfvWMplLeOnD5+NmTqHqqry7mtHaN2ndTv0\nFNu4/YGVOF2TEyiynOWdw1vZlppXiAdYXeLkjvnlczYAeK5fhxcCetaAzrioqsqW7iDv92lNRawG\nkUeaq6h1WDi4+xSfvH+cdDKHx2tj011LRuQmGwSBRV4ni7xOolmJz4IxPg1ECWclJFVl98AguwcG\nKbWaWFPqYVWpS28AMsPIisre0CDv9oYIps+ksFkMIgs8dsIZif5UplB+FSCSlYhkJY5Ez6TEGQQo\ntZoLAqFFUbDlZIrMxvPm6lEVBSkcIuf3a6v7/ISfDWiTflIwEC4pJ3R6wq9bRmR5KaphfIuHMRND\nzAwgKwOI1hx251KikgvVYMTSUEp1PaQ9JmRFnVJJ3JlEUVS2vtpK2wGtvG9RiZ3bH1iBwzk5EZCR\nMjx38FMOZhsAEFG4rc7H2jKv7srTmTF0i8AMca4UsKyqvHDsTM9ut8nAf2qpJtuXYMc7RwkHh5dP\nNhpFrrlpAS1Lxu+JrqgqnbEUOwNRDkXiyEOuClGARUVOLve5aXLbZ60W+KWwisgpCruCMd7vDRPO\nnqlVbzeKrC/3sq7MU3DNKKpKJCPRl8rQl8rSl8zQn8oQTOdGrQA3FItBzIsDM+U2CxV5N8NMuX1U\nSSI3EMxP9v3kAv7C71IwiCpJKIJAzFNMqKQ8v8LXJv+U4yz10xUZpBA5NYSkDiArIYwM0uKtY1Fx\nC4uKW/DZSnjqzXbe6/TjairC7DkzwZZYTGyqKWGJ1zmlyXK616GiKLzzcivth/wAeEvt3P7ASuyO\nydX0iKTT/OrQYfplTcjbhSwPtdQx3z33e0lcCt/l2UYvKDTLXKhCIKcobO7oozWi9VYosZi42+fl\n0PsnONkZKuzn8lipayzm4Gc9hW3LVldz5fWNGCaQJZDIyewe0GIHTrcGPU2R2cjqUjerS90znqt8\nMd88srLCJ4Eo7/eFh6V3uk0Grq7wstbnmXAGR05RCKSy9KWy9Kcy9CW1x1hOPutrPSZjwa1QbjNT\nYbfgs5owiiJKLoeSTqGk0yip4Y9SJFww4+f8fnIDwWFV+LJmC+HissKkHyopI1LsQzae5RpR0+Tk\nIIoygCxrk76iRBCAOlcNi4qbWVjcQoNnXqEUMMC7e07x6y1HAKgtd3LHLQt4py9cqJ8BUOewclNt\nKfMmGUg3netQlhXefukwHa1af4MSn4PbHliBzT45EdAZHeSp9i6Sqnb+Kg0xHl68mCLrhREUeDF/\nl88VuhCYZS5EIZCSZH7d3sOJuJbfXGE1s6gvQ8dnPYX7sclsYPVV81i2phqj0UDXsRBvvXiIdEpb\neVbUuNl4xxIcE/RRqqrKyXiancEo+0NxckPM1ALQ4rGzxudhoccxI6bY83HzGNrpcjZISTIf+qPs\n6A+TlM5UVvOajWyoLGZ1qWtafl5VUQqTdzyRIiGoHA0O4s8p+BWBgGAkJ4x/fEFR8ERDFA304w0F\n8Ib8eEN+nINRPn9mVCDuKipM9uH8xB93F43/HoDVkEWSBxjMdOUn/QFU9UwjnyKLJ7/ib2aBtxmn\neXiRnXRW4tPWANv399LWpbnF3HYTf/efLqfYbUVSVD72R3inJzSs/O0Sr4NNNaWUTrDK5lSvQ1lW\nePMPhzjWpsXtlJY7ue3+FVhtExfMqqryYX+YV7uCKPmzv8zcy5cXX4HZdP6DHyeKLgSmjy4EZpkL\nTQjEshK/bDtFXz6YrEwVcXzUi5TUJnhBgEUrKrn8C/UjzI+D0TSvv3CAQJ9WT83mMLHxjiVU1Y1/\n4/48aUlmb2iQnYEYPcnhHcucRkOhWNFEb7ajcS5vHrFIivffbKf7WBijyYDVZsRqM2GxmbBa879b\nh2yzGbFYTVjzv5st4/vg4zmJD/ojfOSPkhkyKfmsJq6pLGZFsWuYeMrKWXb17aV19zuIvX5cihmn\nasIhG7BJIhZJxZRTMWYlhExWW62n06iZ8bvHaRO3h3BxWf7HR6S4jGhRCepZBIgxm8EbDuANBRBl\nmbCvgnBxGVnT+J+x1SBSYhExCoPEM6fojR8hlesHhlssTKKJ5qIGFpVo5v4Ke9mIc6qqKu3dUbbv\n62Vnq5/MEKuHySjyN/dfRlONZ9hrUpLMtt4wO/ojhZRaUYC1Pg/XVxWfNd5lKtdhNJzkg7c6ONGh\nNSryVbi47f7lWKwTFwE5ReH3x/vZPaB9V0VkrrN1ct2iLyIaLhwRALoQmAl0ITDLXEhCYCCd5T/a\nThHOaJO+O5zBvSeIkJ9bauZ7uer6xnGblUiSzPtvtBeilwUBrryukeWX10xpNXwqkebTYIw9A4PD\nJjmAepeNy31ulnidk65wdi5uHqqqcnB3Dx9u7UDKTb1piiCAxWrCkhcQVqsRi80ENiMnHCLHDMqw\naa/MYuKaci/LfS4MQ85Ld+wUe3e+RuazPcw/mcSZml4jlzHHazYjWq2INhui1YZqsxMtLiXkLibk\nKmLA5iRothM3TM7dU2wxUWk3U2oxICsDBJOdHI0cZCA1eue+amdlwc/f6JmPaYz3C8XS7DjQxwf7\ne+kPD2//W+IW+dJSgWXNlVRUNI95DUcyOd48NcCegcFCTIVFFNlQ6WV9edGYrpiJXofZjERHa4Aj\n+/vo7Y4WtpdVubj13smJgEgmx2+O9tCT1MS+gyS32I+wfOEdF5wIAF0IzAS6EJhlLhQh0JNI83/b\nekhI2pTiOJXA26r5T4tK7Fx1fSN1DcUTnswP7e3h/TfaUfKRgE2LfFx704JRUwwnQlZWOBCOszMQ\nLbgsTmMziKwscXG5z0PFBLuLzfbNIxZJsfXVI/ScjBS2NS0qw2ozkk5LZFI50qkc6ZREJp0jmzm7\nz/00ktVAbL6LRKVdW37mMUcyuI8PYh3IIACiKGCxGlFJQyqKLRnHmstgkvM/SgajnMGgSohqDkVU\nkA05FKOMZJCRjApZE+RMAlmTQNYkao/G08+1barFjN3hweEqxuUqpthejNdahNdSlH/0jDoJpyR5\nSOxBJv97FkVVqbBZqLCbqbRbKLeayMlBOiJHORw6wrHYSRR1pIhxmZwszJv7Fxa34LGMHeiWkxR2\nt2um/4PHQsMaAZY60lyzKMvCshAmpRdU7bMxWctxl1+F3bsEYQwXSE8yw5auIEdjZwJp3SYDN1SX\nsKrUPSL4dbzrUFVVek5GaN3fR+eRwAgxWddQzJfuWIzZMvHvVEcsyeaO3oLrqBI/tziPMr/lPkTD\n5OoNzBV0ITB9dCEwy1wIQqAzluSJ9h4yeb+8+1gMd+cgVquRy78wn8UrqyYU+Pd5/L0xXn/hIPGY\nZlL2ltq58e6lk653PuK4qSyfBqJ8NjBIUho+gdY4LFzu87C82IVlnDHP1s1jNCuA023h2psWUFs/\ndktZWVbIpDVRkE6dEQqZtKQJhrREKJfjmE0k6DJoZoI8llAa9/FBLOHsCD/7tBFVMKooooQsSuSE\nLIpBQhElFIOMIsr550Mf5cLfZVFCNcjYzBbcdidFDhdeu4diW1FBLBRbi3CZnYiCyOlbRCQT5XCo\njcOhNo6EjpKQkiOGZhQMNBbVs6i4hYXFLVQ7KxDHiVFQVZWT/XG27+vlo0N9JNKn2wUr1BYNsnre\nIAvKwliE6JjHADCYPbjLrsRRchmiOPpKvC2aYEtXsOBiAyi3mbmxppQWj70gqEe7DmORFEcO9HNk\nfx+D0eGi1+4w07K0nAXLKibVQVBVVT7oj7ClK8hpObFUOMI1jj4qmx9CNF6YIgB0ITAT6EJglpnr\nQmBfIMYzx/pR8jNI0ZEInp4kS1dXs2b9vEmZHEcjlczy1ouH6T4eBrQgwy/eupD6aRZiAZAUlcOR\nOJ8GYhyNJYeluZlEgVqHlRqHlRqHhRqHFc+QfPfZuPBHswIsXlnJldc1TmrV9nl6Emm29oY5FI4P\n+x8XehxsKC/CZzCQTmQJtbXRvXc3UlcAZBM5g4WcaCFnMJMzWMla7ShmJznFgCyfv6+iijpCMKii\njMEkYDQZyJqS+O1dJNwhFIM07LUV9jLN3F/SQlNRAxbD2eNEYsksHx3sZ/u+XroDmk/cbsrRVBpm\nUUWY5tIIRnFki2CDyY3N04LV3Ugu5Wcw8AmKlCj8XTTYcPnW4vRdjsE4Utwq+ToZb3YPEMud+T8a\n3TZurCml2mEtXIe5rExnW4DWfX3Drh/QLDvzm0tYuKyS2gYv4iTdYFlZ4YXjfvaGtOvdgMwGcSdL\nHSnKmh7GYLwwsgPGQhcC00cXArPMXBUCqqryyt4udmTT2upSUSk+FGap28G66xqmvWofiqKofPL+\nmXaoAJetq2PthnrEGSrGEsrk2BWMsSsQG3bTHYrLZKA6Lw6WVnlxSgr2Gch1V1WVA5+d4qN3OwtW\nAJfbwrU3L6Bm/thWgLNxYjDF1t4QbUOK+gjAUq+Ta6uKqbAYSbUdoe/DbaT27MH0ucBKRYBQTRGu\ny9eyYP3NmD1ngjZzOZlM3uKQy8lIOZlcViGXk8ll8z+F7aM/VxSVdCqX3z7z8QYqChnXII5KqG8s\nY1XzQkrs3gm9VlYU9neG+GBfL3uOBpEVhXJnkmZfiBZfiNqiQUbzcpkd04N5rgAAIABJREFUNdjc\nLdg8zZiswwMKFSVHIrSXwf4PkbLhwnZBNOEouQx32TqM5pGBsVlZYUd/hG29YTLKmfO0stjFF4o9\ntH54go7WALnscOtWabmThcsqaF5SPqlsgKGEMjmebO8pVJJ0kmCjYTvVNhNlzQ+PKmAuNHQhMH10\nITDLzEUh0HMyzAv7ujlVrpkDBVmh4WSKG6+YR/W8id1ohxLPJTCLZsxnCf461hbgnVdaC/7wmvle\nbrh90aTznsdDVlXaowkOhROcSqTpS2XHLYhTYjFR7bAUrAdVDsukAg+j4RTvvtpKT9cZc/Liy6q4\n8tqGKVkBVFWlI6YJgGODZwLXRGBliYsN5R6cJ48R2fkRsV07ERPDg9tkAXorbRhXLmXhhtspK62d\n9BgmytDrUFXVMyIhpxSEw2nRIOWGPpdIZjIkUmmSmTTpTJZsRhMkck5BSFoQ1JGztNlioHqel5r5\nXmrrvbiLbCNiVnoHEmzf18uOA30kUinqi6O0+EK0+MJ4bCOzHgSDBZurCZunGau7aUITo6oqJCOH\nifXvIJfqHXo07N6luMuvwmwbWVQrnpPY2hPiY3+0YJ5HVnF1x3EfH0SUVKx2Ey1Lylm4rGLcoNyJ\n0B5N8HRHXyG9sUro50viB7htbsqavobBNHHXwlxGFwLTRxcCs8xcEgKxSIoP3+1kl5QhPk/7kERJ\nYaPVwdUrqie9Oo9lB3mq9Tn2Bw8D4DDZ8wFiHu3RUkTR6d+tRRRZ3MQjWbb87kChKqHTbWHTXUso\nq3SP91ZTJisr9CQzdCfS+Z/MsEIwn0cEyu2WgjuhxmGlzGbGMEqq2YFdp/ho23ArwDU3LaBmfhGo\nKioKqAqoKtFkhngiQ3mxHaPBmPfxC/mgMwEVaI2meLc3RHfizIRlFARWlbhYmxzAsOsTop/thHhi\n2FhkAboqzCQWzaP+qo0sq1s1rCDObDFbN+BcVqanK0L3sTBdx0MjKliexuWxUlvvpazaQ086y0eH\n/QRCAVpKQzT7QjSURDEZRloqjJZSbJ5mbO5mLM5aBGFq50pVVTKDx4j5PyA9eGzY36zuJtzl67E4\n6hAEASknc6w9yJH9fXT2xYg2ekiVnzHJG2WVNQ47mxZWYjFN77NTVZX3+8K83j1QEMHLhVbWiXsw\n20oob/oaBtP0RMZcQhcC00cXArPMXBAC2YzErh0n2Lurm2BLEclKbdVjVeFPFlZT7Z68efBA8DC/\nOfwsg7n4hF8jIOAyO/EainG3zUft1VYkggiLvlDCspU1FFk9haAxVclpP2r+UZFQTm9TcihSBikW\nRhoMIw1GkZMx5HQcJZNElXMIVgti/kewWBAtZgSzibTRRsjgoTttpV9y0Cc7SaljWyWMSPjEGGVi\nhHIhjI8Q1lwUVAVBAEFQEUXtkbMW5B2Oogp0qrV8piwhxBmzshGJJUIHy9XD2JUEKKp2aFV7VFWQ\nRZAMIqLFitVkwyCa8itkIS80xGHPBQTtZCMUtguiCYPJjdHswWB2YzS5MZg9GEyuMSPjT3OubsDx\nwQzdx8N0Hw/RfSxMKjlUyKkUeQYp8w1Q6gvhdSdGHkAwYHXOw+ZuxuppxmSZurtmLLLJHmL9O0hG\nDjP0GhBMlfQFGtm3x0g2M1yUWOa5ibUU4VfOuAS8FiMbq0tZXjy1ksVZWeH5Y/3sD2vfSyMKG8SP\naBFPYLSUUN78yEUlAkAXAjOBLgRmmfMpBBRF4fDePj55/xjJtMTAsmLSpZo7oNhk5E8W1eCdZOne\nrJzj9x2vsK17BwAG4CrfQiqsXhLZGKncIJlcgkwuiapKGAGToK1sTYBJEDAKYELAnrVhy1kxGBQM\nBgXBlEU0SoV9zhWqCnHs+NUS/GoJAYoJqMXkGPvcWMngEwYoY4AyIUSZMIBNGL/gzlBkVaBdnc9u\nZTFRzlhDzGRZKrSxTDyCTRi/Q+DsImAwuYaJg8Kj2Y3B5KG8spxgcOJCcCYIhJNs/6SDeLCNOk+A\nKl8Ii3lkTEgmYyaZqcTsaKR83hK8pUXnpHFOLhMidGo76cg+BOHMxB+P2+g4XkswVEXTokoWLq+g\ntNyJz+diW3sfW7qCDAyxVNU4LNxU66N+EiWLB9JZfnO0l/58PIDbkGMjb1MqhDFaiilrfgSjae73\nDpgsuhCYProQmGXOlxDoOhZixzsdhAIJFKNAYEUJ2SItx77abuGRlqpJd/nrinXxUutmTNkIFUYD\nlUYjPoOYN2zPDVRJRVBFQARZRZVkkGRURTmzqi6srrXf1dMrbYUzK26jmZitlKClAr+5hH7RSxAn\n6jirZJOUxpoZxJpJYE7HMWcSWAwCJW4bxW4bdqsJfyxNW9ZOv60MaUgZV7OUZql/L0sD+zGrWW1F\nL4AqQsxpIOo2kHbbKHOVU2EvxWK0gKrk0+1UzQWBinraXMAofxvy/PR+ipJBzsZQlcmLDkE0YjC6\nhoiDkYJhJnLT01mJ/W1H6T11AI/xFHVFMQziyGsunvDQ0+vBHyghGnPCkGRKh8tC7XwvNfVajMFM\nxqUAyJLC8aNBWvf30dUZwmTKUl93inl1vZhMZ4SKaHThLrsCZ+lqRIOl8F2WFZWdwShvnwoVankA\nLCxycGNNKWW28cd7JJLgt519pPPxAHXmFNfJr2ITshjNXk0EmGfH/Xa+0YXA9NGFwCxzroVAOJhg\nx9YOTnZojYEki0holY+MXZv0m9w2vtpUNW6OPYCqyOTSfrLJHjLJHgYi7ZikwRG+8okiCEYQjNok\nLYOaU1CzEkoqi5zKETGUksaOrBhQcwolsW5sqShIKkgqak4BSUWWVQbNAjGLQMQqErGJhOwiAw6R\nmE0s5NebDWaKLG48ZjceixuvaqUkDu6EjD2WwZXOku0NIgcHtKY28ugFfVSgy7OYjpJVyEYjWacJ\n1aEi2pLEiotJeTyjvg60achnNVPrtFLtsJCVVT7oH94IyJaIs3TvDloO78EkaStCWYSTFWba6yx0\nVFtIpcrwZptZVLyQlmovTdUeSjzWGVvhqqqKKmeQclHkbOzMYzaGXNgWKxTWmQyCaNbcDp+zJpwR\nDu5Rc/EVWeL4ycP0njqAU+zCa0uP3Ec1YnE14CpegM3dhMHkIpnI5t0ImishMTi6wCktd1Jb76Vm\nfjEVNW6MU8geUVWVYH+c1n19tB/qJ5MebpnwlthZsLyE2qoeMtFPkXNnvrOCwYKrdA3zF36RSOzM\na9KyzPu9Ebb3hwv9NgRgjc/NDdUluD4n3lVVZVtvmDdPnYkHWOuMsTL1KqKgYjAXUd78CEbz2Nfp\nhY4uBKaPLgRmmXMlBFLJLJ9uP87B3WcaA6keM6HVPpL5+WKp18m9DeUjGs+oqkwuFSCb7CGb6iWb\n7CWb6h/3xi+IFsz2Su3HVoFotCOIJtSshByKIg2EkQIhsv1Bcr395Pz9KMnRg74AFATaSy+nu2jx\n6UGx0NzLoipQS4tIe+3EXCZCNoVwJko4EyGc1h6jmZi2wp0CNqONIpOL8pyV4qSAZSCHcSCNYSCJ\nGlfxu5YzaD1T86AmcpjGgV0YVe2mnzFbGPBVEvRVESzTHpPOs6+8nLEwy/Z8SNORfRgUGWnI5N9Z\nYyEn2sj2VyMHalCzI2M4PE4zTdUemqs9NNZ4mFfuwjiFok8TRVVVFCmBlIshZ6NI2RgWY4rBaBAp\nG0XOxZBzcSYbIwEgGu0YTG4wuJBUB9HBEFb1FGbDyOsvJTuwuZvxVSzB6pyHII5t1VJVlfBAshB0\n2HMyMmqao9EoUlnroba+mJr5Xop9jnFFVjKRpf1gP637+wgFhsckmC0GmhZrUf9lla7CcVRFIhHe\nT6z/Q6RMsLC/IBpxeFfgKr9yWOxCNCvx9qkBdgVjhTNqFgWurvDyhQovFoNIRlZ47lgfB8PaGEyi\nwI1FQapjbwBo7pvmRzBaJtfr40JDFwLTRxcCs8xMntzBZJZte3qw2c0YUfE4LLhsRvydYQ7t6i6k\n5QkCVF1Wyb5SI8m8qfAKn4fb5vkQUMml85N+sjc/+Y8/6WdUlX5JIYKJJdXrqSlZjsHsRervI9nW\nRrqzg2xfLzl/P/LgBP9fQcBUUoqpvBxzeTmmsgrM5eX/f3t3Hh5VdT5w/DtblskkkxBCQhYwEhL2\nAEoiaEIDkiC4IiK2UrEUqLSF8miL/KpVkYJFRCwRREVI1SpWxBZo2QIIRERAllr2CCEECIQsk8k2\n2/39McnAmEUwkwXyfp6HZ2buvXPvOyfDnPeec+65nCn1YeeuC64f7M4xwQy9t1uDExvZHXZKLCZX\nYlBUWUxxVQklVSZKLCbnY5UJ27We0SoQnH8LoblxqBXnmaJNW47d8D/aKyZCqqBdhR19aSXa4lJU\nFverEMr1hurEIJxL1cmB1dvZRG4sukSf/V8SffJ/KCqFnI7VlX+EN1YvDd3bxXJXRCK9grtTVmkn\nO6+Ek3klZJ8t4dSFUqy2uq/X12rURHf0JybCSEyEkS4RRgKu85701+v7Px6KYsduNTsTA4sJm6WE\nyopiLFXF2C0msJeipvaZfUMcDrhcFYxvQFeio/viow/50S0hdruD/DwTuacKOXu6iIvn6/6u6v28\niLyqG8HP4I3d7uBM9mWO/vcCZ7ILcTjcf8qiooOI6x1GdNf2aBsY9a8oChUlxzFdzMJSdvaqNSr0\ngd2dlx7qw11LL5RXsf5sgdtcEgathqSOQey96tbd7bx1PGDMw7swE3BOhuRMAq7/cuAbjSQCjSeJ\nQBPzZOF+tj2btV/muF4HAlGo8LmqL7RSp6aqkz+lnfxQqi8H7KkpJcE7B28KwHoJlLon3AHn5Cha\n31BOV5bzjekcF2x2Ch0KiaH9ecAwACX7FOXHj1Fx/Bh2k6ne/dTQBrW7qrIPxSs0DF2HUHQhIah1\ndVfuly+a2bD6f5RU3wDGGORL2kM9G3VddVmFlaN5Fzl67jynLl8iv7SQKqUclVcVKl0lKq8q0FXh\n7dAQeao3fuYrZ2cFoafIjzyOUscZKoqCb5VCgNlOoNlOSKWW4HIVAWY7fqYqvEorQVEwGdth1XkT\nWHSBnDAdJzr5cCrCC4uXGqOXPwPDExjUcQDBvvWPaLfZHZzJN3Myr4STZ4s5kVdCibn+vv3QIF9n\nUhDpTA7C2/vVmuv+eimKQnmVDVOZBZVWy5lzxZSUWTCVWWo9lpZbsH1vBkOt2k6AjwWjTxVGnyoC\nqh+NvlWu5Ta7mrxS5yV+PeL6EdRA90tjVFZYycspIvdUEWdPFVJqqnuwZ7sQP8rLLFSWuyd8xiBf\n4nqHEdcrFEPA9Y2FUBSFqrIzVBbtxlRw1G2dtyEaY+idePtHu5Kek6Zy1ucW1LobJ0DXAD33GE5h\nubgFAI3Onw5dn2iSqyNaI0kEGk8SgSbmycI9nlvMO2sOU2GqJAoVAVclABU4KPMrRxehpTQyunpQ\nm8Jd6n30Up+oc39Wu4YSi5FyRzA2dXvU3h0p19rZafoPxVWXaV9s45YChQFlwXjn5uMw1z1CXK33\nwzsiwlnhdwitfgxD16EDau8fdzezqkormWuPknPSeWc5rVbN4HviiO1Ze6IWcM5eaLU7sNoc2OwO\nzOVWvjtvIjuvhOxzJs4XlNXbaO2lUxMd6k9HjZryXBNK9dmeT4CG8Ds02ILKXK0KNS0MpRbzNXVH\nqB0KhnIHRrMdrU0hL1SHRadGhcrt7P/HXPevKAqXTZXVLQYmTuaVkHvRjKOe/2a+3lq6hAc4Ww0i\njUR3DMDXW+tWuddU5N+v1Gue11W5Xy+1SoW/XofRz4uAq/7VvA5rp+eWMP9mGeVfQ1EUSooqnGML\nThWRd6aozhtB6bw0xHTvQFzvMMIiAhodY0iIP3lnTjovPSz6lqu7VnS+HZ03OQrsjkqlxqEoHLxc\nyqa8yxRbnMn84I5BJGqPYTrvbAlQaw2Edn0CnU9wo+K6kUgi0HiSCDQxTxau1WJj56aTHP32PH76\nCowBpQQFlREcUoHeu4RjSmd2OG5HQY0aO0PUXxGjdk7ra7WruWDy45zJ4PxXYqCgTI9SnUyoFTvh\nhm/pTDaRlyyEX7Liba37z2Xz8cMaGY0mOgZ9XDcCOndCUamwuSpixfnc7sBWXTE7nyu1l129vHqd\n87mCzWaHwgq8iqtcKU+pt4ZLXmpsDsVtv/VVfnUJbaen563BRLTzpUuEET+1ii/WHyc/70oLR+/b\nI0hMvhWdV90VtN1hp9RqpqTKRPH3koSrn5ut7n3I13r2/2NVWmycOl/KybPFnMxzJkLlVXW3AKlU\nYPTzwlxhbfLKPcDPC6PeiwCDFwZfXaNbJpqaw+Hg4rlSck8XcS6nCI1OQ9ceHbg1NqTe78SPcfUP\nsM1STOnF3Zgvf4PiuNL6oPUKwr/DQPyC41GrdVgdDr4tNBPorSO4/ADF5zYBoNb6VScB7T0W341A\nEoHGk0SgiXmycPftPAgV2wkMNKHTXjlbURT4RunBHkc8AFqsjNQfpWuADyqvUCqU9pRWGSgpt1Fi\nrj7LM5WhOp+LIT+HoOJcwsou4FVPZWDS6Mn1DSXXN5QzvqEU6gLc7n7X1AKALqjQVqcDpShko1D/\n/IBX+HpruLVjALeGG+kS4Xw0+OoICfEnP9/EoT25fL3jNPbqvndjkC8/GRFHeJRnBlhZHTZMVaWU\nWEw4FAfRAZ2aZda/Gg5F4fzlcudYg7MlnMgrIb+w/kGbV1OpIEBfR4Ve/dgp3Ihitd8wlXtrVNcP\nsN1WjvnSHudNjuxXTTOt9cM/JAH/9rej1vpiurib4rwN1ev0dIj5OV6+HZo1/tZAEoHGk0SgiXmy\ncM8cXgtV37gtU9DwlXoQBy2RAPhqVDzRtSOd/N3nEXdYLFR+l03F8WOUHz9GZfZJFGvdVaktIABb\nRAwl7aO4GBDOJZWekjKrq8m4op4zzB9DpQKdRo1Wo0andT5qtWp0GtVVz9XoHApeF8tQ1TTXatXo\nbw3CN9AXrda5bc1+tFo1PjoNnUINdKynX1zlgFUffEP+uSutAH1ujyRhcDS6Rk7x2tqVllvIznN2\nJZSYq/D38yJA74XRcNWZu1915d7AtNPyA9x4DZWhw26hrPAApou7sFuu3MtCpfbCJ6ALFcXOqb3V\nGl86dP15nfc3aAvke9h4kgg0MY92DVQVUnJuK3qDAYcqBLVPGGvyVRwsdPbdG3VanoyLoIOvF47K\nSiqyT1JRPbCv8tR3KLa6K/Aifw15HXToY7uRlPwofiEdG4zDYrW79SWbK6yoVSq0WpVbZexewVev\nq67snc9VaK7jBj82m50dG09w9NAFwJlEDEzpQp8BkdfcV+twKBzck8ue77UCpIyIo6OHWgHaCvkB\nbrxrKUNFsVNedNh5k6PKfLd1ao0vHWLG4aUPa8owW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WrbG1taV9+/ZyXAL4Z3pm//79+Pv74+DgQNOmTVm8eLFKGy+Sb8uWLbi5ubFi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\ncePG1XlMIZpCRgSEMKL09HSys7MZMWKEXvujvbtFi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LC0FBQfL5KsuqVato164d9vb2dOzYUZ6XAP7/8czevXsJDAzEycmJFi1asGDB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hqMS8QbAKcRArK+gEQikVx8bHtriLf3TKDFx1E8JW56PYNRclMMNzz2RVTj1GXjK8Hu90bYu3MM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\nY3juyDE8d+QYnjsyRuAs2bRpEy+++CL33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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -329,9 +329,9 @@ "outputs": [ { "data": { - "image/png": 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auXIl27ZtY968eXTs2BELCwtSUlL49ttv9d6Hra2t+hnmFR0d/Vjnq3jySPW+\neOJYWVlx79499fmDBw8IDw8v0T58fHxISEjQaZkcHx/PyJEjOXr0KECRffL9/Py4dOmSTnV7eno6\ne/fuxdfXt0SxPLxfgN27d+ss/+WXX3BwcKBRo0Yl2t+BAwd0nu/bt4/WrVvrVG3n5eHhgampaYHH\nNzExwdPTE8hfNn5+fly5cgVnZ2c8PDzw8PBAq9USFBTEqVOnShRzYaysrNBqtRw8eFBn+fr163nn\nnXdo0qQJdnZ2BcYO6P25eHp6YmJikq/sZs6cyerVq/Hy8sLU1JSYmBj1vXp4eHDx4kWWL19eovek\nz7gPZ86cwd3dnWeffVYdG+H3338H/rnSNzY2LnIffn5+BAcH6/xgun//PsePH3+s81U8eeRKXzxx\nAgIC2LlzJ25ubtjb2/PVV1+VeB+BgYG4uroyefJkJk+ejJ2dHV9++SVOTk707NkTABsbG06dOkXL\nli3x8vLSeX3fvn355ptvGDlyJJMmTcLa2pq1a9cSHR39WCPktWjRgu7du/PJJ5+QnJyMs7Mz+/bt\n4+eff2bmzJklHhxo+/bt2Nvb4+Pjw/fff8+FCxfYsGFDodvb29szdOhQVq9ejbGxMa1atSIkJITV\nq1fzyiuvYGtrC+SUTXh4OMHBwXh5eTFixAh++OEHXn/9dYYNG4apqSlr1qzhzJkzTJo06ZHL42Fv\nvvkmEydOZMaMGfTo0YO//vqLdevW8e6772JsbMy4ceOYM2cOtra2dOnShQsXLrBs2TJ69OiBVqvV\n6xgODg68/PLLrFy5Ur3HvWvXLsLDw5k5c6ZaRp988gnx8fF4enoSERHB4sWL6dKlC1ZWVnpf6Rd1\njuXy8PDgyy+/ZMOGDWi1Ws6dO8fy5cvRaDSkpqYC/9ROHDt2jEaNGtGiRQudfbzyyit89913vPrq\nq4wZMwbIqUEwMzNj+PDhesUqKgdJ+uKJM336dNLS0pg1axZWVlYMGjQIV1dXzp8/r/c+TE1NWb16\nNfPnz+fjjz8mOzubli1bsnbtWvUP6Lhx41iyZAknT57k2LFjOq+3srJi48aNzJs3jw8//JCsrCy8\nvb3ZuHHjYw+K8umnn7J06VLWrl1LXFwcTZo0YcGCBTz//PMl3tekSZP47bff+Oqrr9BqtXz11Vf4\n+PgU+ZopU6ZgZ2fH1q1b+eqrr6hXrx5Tp05l2LBh6javvPIKkydP5vXXX+ebb77B19eXTZs2sWDB\nAqZMmYIUw8W1AAAgAElEQVRGo8HNzY2vv/66wHvJj6pHjx4sWbKEFStW8N1331G3bl2mTp3KkCFD\nABgyZAjVqlVjzZo1bN++HScnJ0aMGMHYsWNLdJz33nsPOzs7Nm7cSGxsLM2bN+fLL7/Ew8NDLSN7\ne3u2bdvGZ599hpOTE8OHD2fcuHElOk5R51iuUaNGERUVRVBQEGlpaTRq1IiZM2fy448/EhoaCuSc\njyNHjmTDhg2EhobqjOsAUKdOHTZu3MiCBQuYNm0axsbGtGnThsWLF6uN9UTVoFH0bQkihHhi5A7Y\nsnTp0nyt2YUQVZfc0xdCCCGqCEn6QgghRBUh1ftCCCFEFSFX+kIIIUQVUelb70dFJZZ3COXOzs6C\n2FiZx7ysSTkbjpS1YUg5G0Zpl7Ojo3Wh6+RKvwowMSl64A5ROqScDUfK2jCknA3DkOUsSV8IIYSo\nIiTpCyGEEFWEJH0hhBCiipCkL4QQQlQRkvSFEEKIKkKSvhBCCFFFSNIXQgghqgiDDs6Tnp7O9OnT\nuXHjBlZWVsycORONRsO0adPQaDQ0b96cWbNmYWRkxLZt29iyZQsmJiaMGTOGwMBAUlNTmTJlCjEx\nMVhaWjJv3jzs7e0N+RaEEEKIJ5ZBk/62bduwsLBg27ZtXLlyhTlz5mBqasqkSZNo06YNM2fOZN++\nfXh7e7N+/Xp27NhBWloagwYNol27dmzevBmtVsv48eP5+eefWbFiBf/+978N+RaEEEKIJ5ZBk/6l\nS5cICAgAoEmTJly+fJmsrCxat24NQEBAAEePHsXIyAgfHx/MzMwwMzOjQYMGREREcOrUKV5//XV1\n2xUrVhgyfCGEEOKJZtCk7+LiwoEDB+jatSthYWHcvXsXBwcHNBoNAJaWliQmJpKUlIS19T9jB1ta\nWpKUlKSzPHfb4tjZWchQkhQ9FrMoPVLOhiNlbRhSzmXndlQS8zecxNbKnKlDW2JRzbTMj2nQpN+v\nXz8uX77MoEGD8PX1xc3NjXv37qnrk5OTsbGxwcrKiuTkZJ3l1tbWOstzty2OTBaR86WViYfKnpSz\n4UhZG4aUc9natDuCyzfjATh6+ibezWuWyn4rzIQ7586dw9/fn82bN9OjRw+eeuopXF1dCQ4OBuDw\n4cO0bNkST09PTp06RVpaGomJiVy+fBmtVouvry+HDh1St/Xz8zNk+EIIIUSpuXv/n4tSE2ONQY5p\n0Cv9hg0bsnTpUlatWoW1tTX/+c9/ePDgATNmzGDRokU0adKE7t27Y2xszNChQxk0aBCKojB58mTM\nzc0ZOHAgU6dOZeDAgZiamrJw4UJDhi+EEEKUmuj4VPWxg201gxxToyiKYpAjlROpmpIqOkORcjYc\nKWvDkHIuO1nZ2YxecIjs/6XgVW93xMy0dNqfVZjqfSGEEEJAbGKamvDtrM1LLeEXR5K+EEIIYWAx\near2newtDHZcSfpCCCGEgeW9n+9kJ0lfCCGEqLR0rvTtqhvsuJL0hRBCCAPLe6VfS6r3hRBCiMor\nOj5FfSz39IUQQohKTO7pCyGEEFVAdrZCbGKa+lyu9IUQQohKKi4pjazsnD76NhammBuojz5I0hdC\nCCEMSnf4XcO13AdJ+kIIIYRB5W3EV9NAY+7nMuiEO0JXdHwKJyOiuBeXQuM61rRq4UQ1M/lIhBCi\nMst7pS9Jv5KLiU/l5IV7hETc48rtBHX5wVDY9NtFWrVwor1nHZrXt0WjMcxUi0IIIQxHkn4ldz8h\nlZMROYn+cp5E/7C0jCyOnIvkyLlInOyq086jDu3ca2NvY9iTQgghRNmJKcd7+pL0y8j9hFROXogi\nJOIul28VnOiNjTS4NLKjUW1rTl2IIjLmgbruXmwK3x2+wveHr+Da2J4OnnXwaV4TUxPDtfIUQghR\n+nSTvlzpP7FiE9PUK/pLt+IL3MZIo8G1kR2tWjjho3XEqropAP/q0IQrtxM4ci6SE+F3SUnLAkAB\nzl+9z/mr97EwN6GNWy3ae9ShUW1rqf4XQognTHa2QkxCnup9A9fkStJ/TGqiv3CPSzcLT/Qu/0v0\nvnkSfV4ajYam9WxpWs+Wl7s05/RfURw5G0nE9ViU/23zIC2TA6dvceD0Leo5WtLeow7+brWxsTQr\nw3cohBCitOTto29tYYq5mWFrbyXpP4LYxDROXrjHyYh7XCwq0TesQSuXWvg0r4m1hf6J2dzUGH+3\n2vi71SY6PoVj5+5w5FykTuOPW1HJbN1/iW8PXsazqQPtPerg0dQBE2PphSmEEBVVeTbiA0n6JRIS\ncY99J29w8Wa8evWdl0YDLg3/uaIvSaIvTE3b6jzfvjHPtWvEX3/HceRcJCcv3CM9IxuArGyF0IvR\nhF6MxsbClLZutWnvWYf6jlaPfWwhhBClqzwb8YEkfb1d+DuWld//kW+5RgMtGtjRyiUn0duUQqIv\niJFGQ4uGdrRoaMfgblpCIu5x5Fykzi2FhAcZ7Am5wZ6QGzSuY413s5rUrWmJWzaYKNlSCyCEEOUs\nuhzv54Mkfb0ZGxuhIadhnZro/3dFb+h76tXNTQjwqkuAV10iY5I5eu4Ox/6IJC4pXd3mamQiVyMT\n/4nfSEMtewvqOFhQ18GSOjX/97+DhfQIEEIIA4nJMxqfoVvugyR9vTWrZ8u7g3yITUzDpZE9thWk\n8VwdB0v6d2pK34Am/HH1PkfORXLmYhSZWbo3ILKyFW5HJ3M7OplTRKnLNRpwtK1O3Zo5PwBy/s95\nXN1cTg8hhChNck//CeLcwK68QyiUkZEGz6YOeDZ1ICklg9CLUdy8l8ztmGTuxqYQHZdS4OsUBe7F\npXAvLoUzl3TX2Vmb6/wYqOtgSX1HSyyq5e99IIQQoniS9EWps6puSgfPuupzR0dr/r4Zy537D3Ku\n9mOSiYx+wO2YZKLiUlAKapVITi+F2MQ0zl+9ry4zNtLQybsevds3KrP2C0IIURllK0q5DswDkvSr\njOrmJjSuY0PjOjY6yzMys7hzP0Wt+o+MSeZ2zAPu3n+g9iXNKytbYd/pmxw7H0kv/0Z09auPmQHn\nghZCiCdVfFK6+nfVqrppuUywJkm/ijM1MeYpJyuectLt4peZlU1UXAq3/1cjEBmTzI27SdyKTgYg\nJS2Lbw9e5sDpm/Tt2JQ2rrUwkhEChRCiUOV9lQ+S9EUhTIyN/tegzxI/HAFQFIWwSzFsP3hJnScg\nJiGNL3/8kz0nbvBS52a0aFhx2z0IIUR5is7Tcr887ueDgZN+RkYG06ZN49atWxgZGTFnzhxMTEyY\nNm0aGo2G5s2bM2vWLIyMjNi2bRtbtmzBxMSEMWPGEBgYSGpqKlOmTCEmJgZLS0vmzZuHvb29Id9C\nlabRaPBuXhOPpvYcPnOb749cJfFBBgDX7yYyf3Mo3s1q0r9TU+rWtCznaIUQomIp70Z8YOCkf+jQ\nITIzM9myZQtHjx5lyZIlZGRkMGnSJNq0acPMmTPZt28f3t7erF+/nh07dpCWlsagQYNo164dmzdv\nRqvVMn78eH7++WdWrFjBv//9b0O+BQEYGxkR6Fuftm61+eW/19kTcoOMzJwRAs9ciubs5Rg6etel\nT/vGMi+AEEL8j27SN/xofAAGHaKtcePGZGVlkZ2dTVJSEiYmJpw/f57WrVsDEBAQwLFjxzh79iw+\nPj6YmZlhbW1NgwYNiIiI4NSpU3To0EHd9vjx44YMXzykurkJ/To2Ze6otrRzr03uHf1sReFA6C2m\nfX6cn45dIy0jq1zjFEKIiqC8B+YBA1/pW1hYcOvWLZ599lliY2NZtWoVISEh6hSxlpaWJCYmkpSU\nhLW1tfo6S0tLkpKSdJbnblscOzsLTGTEORwdrYvf6DH2Pa2pI5dvxrHmx/OcvRQNQGp6FjsPX+Fw\n2G2G9nShk+9TGBlV7sZ+ZVnOQpeUtWFIOZeeuOR/Rk3VNnLQKVtDlbNBk/7atWtp3749b7/9NpGR\nkQwfPpyMjAx1fXJyMjY2NlhZWZGcnKyz3NraWmd57rbFiY19UPpv5Anj6GhNVFTxP5Ael425MRP7\neXDuSgzbDlzm9v9a+kfHp7J4cyg79l3kxc7NcG1UOdthGKqchZS1oUg5l55sReHu/X+u9DVZWWrZ\nlnY5F/UDwqDV+zY2NuqVuq2tLZmZmbi6uhIcHAzA4cOHadmyJZ6enpw6dYq0tDQSExO5fPkyWq0W\nX19fDh06pG7r5+dnyPCFHjQaDZ5NazL71VYM6+Gsc0//73tJfLrlDEu2h3ErKqkcoxRCCMNKSE4n\nMyun7ZNlNZNyG+ZcoyiFjcdW+pKTk3nvvfeIiooiIyODYcOG4e7uzowZM8jIyKBJkyZ89NFHGBsb\ns23bNrZu3YqiKIwePZru3buTkpLC1KlTiYqKwtTUlIULF+Lo6FjkMeVXavn+Wk9Jy2R38N/8euJv\n0v/X2A9yxvwP8KrLC+0bY2tlXi6xlTa5KjIcKWvDkHIuPZduxfPx+lMANKxlzawRrdR1hrzSN2jS\nLw9ywlaML25sYhrf/X6Fo2cjyXvCmZsa82zbBnRv3QDzJ3xkv4pQzlWFlLVhSDmXnv/+eYcv/u9P\nAPy0jrzZ10NdV2mr90XVZWdtzqs9XZg1ohVujf4ZwCctI4vvf79K0M5zVPLfn0KIKqwijMYHkvSF\ngTWoZc1bL3kz+UUv6jn+M4DP+av3+etGXDlGJoQQZSemAgzMA5L0RTnQaDR4NHFg9ojW+LvVVpfv\nPXWzHKMSQoiyEy1X+qKqMzLS0NO/ofo89K9o7iekFvEKIYR4MlWE0fhAkr4oZ/VqWuLyv0l6ckfy\nE0KIykRRFGLyXNA42JTflb7eHQUzMjIICwvj1q1bJCUlUaNGDerUqYOXlxfGxk92q2tRvrr61Sf8\neiwAh87c5vl2jTCVURSFEJVEQnK6Oj+JZTUTLKqV3wS3xR45IiKC1atXs3fvXlJSUvKtt7a2plOn\nTrz++us4OzuXSZCicvNqVhMHm2rEJKSSlJJB8J/3aO9Zp7zDEkKIUlFR7udDEdX7cXFxvPPOO7z4\n4oskJycza9Ys/u///o+TJ09y/vx5jh07xvfff89bb71FSkoK/fv3Z/LkycTGxhoyflEJGBlp6Oxb\nT32+79RN6b4nhKg0KkrVPhRxpd+/f39eeOEFjh49qjP5TS57e3vs7e1p0aIFAwcOJCYmhnXr1tG/\nf3/27dtXpkGLyqeDV12+P3KVjMxsrt9N5PKtBJrVty3vsIQQ4rFVlEZ8UETS37JlCzVr1tR7Rw4O\nDkyePJkhQ4aUSmCiarGqbkpb11r8fjYSgL2nbkjSF0JUCtEVpI8+FFG9X5KEn1dxY+ELUZgufvXV\nx6cuRBGbmFaO0QghROmIjv+nPVx5J/0SNyE8dOgQv/76K9HR0Tg4ONClSxe6du1aFrGJKqZBLWu0\n9W3562Y8WdkKh87c4oUOTco7LCGEeCwVZQheKGE//bVr1/L+++9jbm6Oi4sLGo2G6dOns2TJkrKK\nT1QxXVo+pT4+eOa2OhWlEEI8iRRFqTBD8EIRV/pJSUlYWVnpLNuxYwdffPEFrq6u6rJOnToxc+ZM\nJk2aVHZRiirDp3lN7KzNiU1MIyE5nZCIezpD9QohxJMk8UGGOq14dXMTLKqZlms8hV7pd+vWjTVr\n1pCenq4uc3R05NdffyU2Npbs7Gzu3r3L3r17qVWrlkGCFZWfibERnXx0u+8JIcSTqiI14oMikv7a\ntWs5efIk3bp1Y+vWrWRlZTF79mwOHz6Mv78/bm5udOrUifDwcObNm2fImEUl19GrLibGGgCu3E7g\namRCOUckhBCPpiI14oMiqvednZ1ZsWIFYWFhLF68mNWrVzN+/Hi+++47bty4wf3797G3t+epp54q\nbBdCPBIbSzNau9Ti2B93ANh78iYje7sW8yohhKh4KlIjPtCjIZ+Xlxdr165l9uzZbNiwgd69e3Px\n4kW8vLwk4Ysyk7f7XkjEXRKS04vYWgghKqaKNDAPFJP0k5KS+OOPP4iJicHf35+tW7cyceJElixZ\nwksvvURwcLCh4hRVTOM6NjStawNAZlZO9z0hhHjS5B2CtyJU7xea9Pfv30+HDh3o378/AQEBrF69\nGoCuXbvyww8/MHjwYGbMmMGIESM4d+6cwQIWVUfeq/0Dobek+54Q4omjM9lOOY+7D0Uk/Xnz5vHq\nq69y9uxZli5dyuLFi4mPjwdAo9Hw/PPPs2vXLrp3786ECRMMFrCoOlq2cMLW0gyAuKR0Tv8VVc4R\nCSGE/hRF0W3IV6MCJ/379+/j6emJmZkZ3t7eZGZmqkk/l7GxMS+//DK//vprmQcqqh4TYyM6etdV\nn0v3PSHEkyQxJYP0jNw++sZYmJd4ENxSV2gEzzzzDO+99x5t27blzz//xNXVlQYNGhS4rZmZWZkF\nKKq2Tj71+Pn4dbKyFS7ejOfvu4k0qJV/1kchhKhodFru21RHo9GUYzQ5Cr3Snz17NhMmTMDGxoZ+\n/fqxbt06Q8YlBAA1rMxp2cJJfb5XrvaFEE+IijYwDxRxpW9iYsJLL71kyFiEKFAXv/oE/3kXgOA/\n7/JiYDOsqpfvUJZCCFGcijTmfq5Cr/SnT59OVFTJGk7duXOHadOmPXZQQuTVtK4NDWvnVOlnZGZz\nOOx2OUckhBDFy9uIryIMzANFJH13d3eef/55Zs6cSXBwMIqiFLhdVlYWwcHBvPvuu/Tp0wc3N7cy\nC1ZUTRqNhq55u++dvklWtnTfE0JUbE9U9f7gwYMJDAwkKCiI119/HUtLS5ydnalTpw7VqlUjMTGR\nu3fvcv78eTIyMujduzfffvttkaP07dy5k++++w6AtLQ0wsPD2bRpEx9//DEajYbmzZsza9YsjIyM\n2LZtG1u2bMHExIQxY8YQGBhIamoqU6ZMISYmBktLS+bNm4e9vX3pl4qocFq7OLF1/yWSUjKISUjj\nzMUY/JwdyzssIYQoVEwFG40PQKMUdgmfR3R0NL/++isnTpzg1q1bJCYmYmdnR+3atfH39ycwMBAn\nJ6fidqNj9uzZtGjRggMHDjBixAjatGnDzJkz6dChA97e3rz66qvs2LGDtLQ0Bg0axI4dO9i4cSNJ\nSUmMHz+en3/+mdDQUP79738XeZyoqMQSxVUZOTpaV4py2HHoMj8fvw5AiwY1eHeQbzlHpKuylPOT\nQMraMKScH52iKIxddJi0jCwAPpvYodC2SKVdzo6Ohfdw0qvTYM2aNRk8eDCDBw8ulYDOnTvHpUuX\nmDVrFkFBQbRu3RqAgIAAjh49ipGRET4+PpiZmWFmZkaDBg2IiIjg1KlTvP766+q2K1asKJV4xJMh\n0Kceu/77N9mKQsTfcdyMSqK+o1V5hyWEEPkkpWSoCb+amTGW1cq/jz7omfRL2+eff86bb74J5Pwa\nyu27aGlpSWJiIklJSVhb//NLxdLSkqSkJJ3ludsWx87OAhMT4zJ4F0+Won75PSkcHa3x96jD0bM5\nDfmO/XmPN/vXKeeodFWGcn5SSFkbhpTzo4m/Eac+ru1giZOTTZHbG6qcDZ70ExISuHr1Km3btgXA\nyOiftoTJycnY2NhgZWVFcnKyznJra2ud5bnbFic29kEpv4MnT2WqomvvXktN+vtP/k2vNk9hWa1i\ndN+rTOVc0UlZG4aU86O7eC1GfWxrYVpkORqyer/YqXVLW0hICP7+/upzV1dXdba+w4cP07JlSzw9\nPTl16hRpaWkkJiZy+fJltFotvr6+HDp0SN3Wz8/P0OGLcqZ9qoZapZ+ekc2Rs5HlHJEQQuRX0abU\nzWXwpH/16lXq1/+n+9XUqVNZtmwZL730EhkZGXTv3h1HR0eGDh3KoEGDGD58OJMnT8bc3JyBAwdy\n8eJFBg4cyNatWxk3bpyhwxflTKPR0LXlP+fP/tM3yc4uti2qEEIYlM4QvBWkux7o2Xr/SSZVU5Wv\nii4tI4t3lh8lOTUTgAn9PfFuVrOco6p85VyRSVkbhpTzo1u6PYywyzlV/GNfcNcZTvxhFa71PsDl\ny5f5/fffefDgAdkPDYyi0WjUhnlClDVzU2M6eNVld/DfQM7sexUh6QshRK7ohDzV+xVgSt1ceiX9\n7du3M3PmTAAsLCx0Gt+BJH1heJ196vHrib9RFDh/9T6RMcnUcbAs77CEEAJFUR6aYe8JS/qff/45\n3bp14z//+Y9OVzohykvNGtXxblaT0IvRAOw/dYvBz2jLOSohhIDk1ExS03P66JubGleoCcL0ash3\n7949Bg8eLAlfVChd8ozHf+SPSFLSMssxGiGEyPHw7Hq5Y9FUBHolfTc3NyIiIso6FiFKxKWhHXVr\n5lTpp6VncfScdN8TQpS/iji7Xi69qvfffvtt3n77bbKysvD09KR69fx9DmV2PWFoGo2GLr71WL/n\nLwD2nb5FZ7/6GFWgX9VCiKqnIs6ul0uvpD9kyBAA5s+fn6+aIncY3fDw8NKPTohi+LvX5ttDV0hJ\ny+Tu/Qf8efU+7k0cyjssIUQVVhFn18ulV9Jft25dWcchxCOpZmZCe486/HbyBgB7T92UpC+EKFfR\nFXRgHtAz6efOggfw4MEDkpOTsbW1xczMrMwCE0Jfnf3qsffkDRTg3OUY7sU+wMnOorzDEkJUURW5\nel/vYXiPHj1Kv379aNmyJQEBAXh5eTFgwAB1LHwhykstOws8muZc3SvA/tO3yjcgIUSVpSgKMQkV\ntyGfXkn/6NGjjBo1ClNTU6ZNm8bChQuZOnUqRkZGjBkzhqNHj5Z1nEIUKW/3vd/PRpKaLt33hBCG\n9yAtk5S0nD76ZqZGWFegPvqgZ/X+kiVL6Nq1K0uXLtVZ/sorrzBp0iSCgoJo165dmQQohD7cGttT\ny646d2NTSEnL5Pj5uwT61CvvsIQQVUx0nG4jvorURx/0vNL/66+/6N+/f4Hr+vXrJ334Rbkz0mjo\nnOdqf/+pm1TyuaSEEBVQTELFvZ8Peib9mjVrcufOnQLXRUZGFthvXwhDa+9RB3MzYwBuRScTcT22\nnCMSQlQ10RV0zP1ceiX9Z555hkWLFnHs2DGd5UePHmXJkiV069atTIIToiSqm5vQzr22+nzvqZvl\nGI0QoirKOxpfRbzS1+ue/vjx4zlz5gyvvvoqVlZWODg4EBMTQ3JyMp6enkyZMqWs4xRCL1386qut\n989ciiY6PqXCDY4hhKi8YipwH33QM+lbWFiwadMmDhw4QEhICImJidja2uLn50enTp3yTbUrRHmp\n42CJWyM7zl+LRVHg9IUonmndoLzDEkJUEdEVeDQ+0DPpQ8445507d6Zz585lGY8Qj82vhRPnr+Xc\nz//zeqwkfSGEwVTkgXmgiKTfu3dvFi5ciFarpXfv3sXu6McffyzVwIR4VK4N7dTHF27EkZmVjYmx\n1EYJIcrWg9QMdYpvMxMjrC0qVh99KCLpu7u7q63y3dzcKlxfQyEK41ijOg421YhJSCUtPYurkQk0\nr1+jvMMSQlRyD4+5XxHzZqFJf+7cuerjTz75pMid3L17t/QiEuIxaTQaXBvZ8fvZSADCr8VK0hdC\nlLmK3ogP9Oyy5+LiwtmzZwtcFxISQo8ePUo1KCEel0ujf6r4/5T++kIIA6jojfigiCv9JUuWkJSU\nBORMILBmzRpq1qyZb7s//vhDBucRFY5LQ3v18eVb8aSlZ6kD9wghRFmo6I34oIikX69ePVauXAnk\nVJeePHky31S6xsbGWFtb88EHH5RpkEKUlK2lGfUdLbkZlUxWtsJfN+PwaOJQ3mEJISqxij4ELxSR\n9AcMGMCAAQMA6Ny5M8uXL8fFxcVggQnxuFwa2nMzKhmAP6/dl6QvhChTeUfjq4hD8IKe9/T3799f\nZMLPyMgotYCEKC2uee7rh1+T+/pCiLIV8yRX7+eVkZHBtm3bOHHiBOnp6Tqzl6WkpBAeHs6JEyfK\nLEghHoX2qRoYG2nIylb4+14SiQ/SsbYwK/6FQghRQg9SM0lOzemjb2pihI1lxfxbo1fSX7BgAevW\nrcPZ2ZmYmBjMzc2xt7fnr7/+IiMjg7Fjx5Z1nEKUWHVzExrXseHSrXgAwq/H0tqlVjlHJYSojPLe\nz3ewqZh99EHP6v1du3YxcuRIfvjhB4YOHYqrqyvbt29nz549NGjQgMzMTL0P+Pnnn/PSSy/Rt29f\ntm/fzvXr1xk4cCCDBg1i1qxZZGdnA7Bt2zb69u3Liy++yIEDBwBITU1l/PjxDBo0iJEjR3L//v1H\neMuiKtGp4peue0KIMlLRZ9fLpVfSj42NpX379gC0aNGCsLAwAGrVqsUbb7zBrl279DpYcHAwoaGh\nbN68mfXr13Pnzh3mzp3LpEmT2LRpE4qisG/fPqKioli/fj1btmxh9erVLFq0iPT0dDZv3oxWq2XT\npk288MILrFix4hHftqgqXBrKfX0hRNl7Eu7ng55J387OTu2z36hRI6KiooiNzfkDWrduXb1H5Dty\n5AharZY333yTN954g06dOnH+/Hlat24NQEBAAMeOHePs2bP4+PhgZmaGtbU1DRo0ICIiglOnTtGh\nQwd12+PHj5f4DYuqpWk9W8xMc07ze3EpRMelFPMKIYQouYeH4K2o9Lqn3759e4KCgmjQoAHNmjXD\nwcGBjRs3MmbMGHbv3o2Dg35doWJjY7l9+zarVq3i5s2bjBkzBkVR1HsflpaWJCYmkpSUhLW1tfo6\nS0tLkpKSdJbnblscOzsLTExkUBZHR+viN6qk3JvW5HTEPQBu3E/BpblTmR2rKpezoUlZG4aUs34S\nU/+5zd24vl2Jy81Q5axX0n/rrbd47bXXmDNnDuvWrWPixInMnDmTlStXkp2dzbRp0/Q6WI0aNWjS\npAlmZmY0adIEc3Nz7ty5o65PTk7GxsYGKysrkpOTdZZbW1vrLM/dtjixsQ/0iq0yc3S0Jiqq+B9I\nlVWzOjZq0g8+dxufJvbFvOLRVPVyNiQpa8OQctbf7XtJ6mMzI0pUbqVdzkX9gNAr6Ts6OvLDDz+o\n1W7KPLQAACAASURBVPgDBgygYcOGhIWF4eHhQdu2bfUKxM/Pj3Xr1jFixAju3btHSkoK/v7+BAcH\n06ZNGw4fPkzbtm3x9PRkyZIlpKWlkZ6ezuXLl9Fqtfj6+nLo0CE8PT05fPgwfn5+eh1XVG15G/NF\nXI/VqV0SQojS8KQ05NMr6UPOULy1a9dWn7du3Vq9F6+vwMBAQkJC6N+/P4qiMHPmTOrXr8+MGTNY\ntGgRTZo0oXv37hgbGzN06FAGDRqEoihMnjwZc3NzBg4cyNSpUxk4cCCmpqYsXLiwRMcXVVN9Jyus\nqpuSlJJBwoMMbkUlU9/JqrzDEkJUEilp//TRNzGuuH30oYik37t3bxYuXIhWq6V3795F7kSj0fB/\n//d/eh3w3Xffzbdsw4YN+Za9+OKLvPjiizrLqlevzmeffabXcYTIZaTR0KKhHSf/V8X/57X7kvSF\nEKVGp4++bTWMKnBNYqFJ393dXZ09z93d3WABCVEWXBvlSfrXY3mmdYNyjkgIUVnozK5nY16OkRSv\n0KQ/d+5c9XFAQABt2rTB3r5sGkAJUdZc8/TXv3AjjsysbEyM9eqxKoQQRYrR6a5Xsaea1+uv3nvv\nvcfJkyfLOhYhyoxjjepq45q09CyuRiaUc0RCiMriSWnEB3om/Xr16hEfH1/WsQhRZjQajYzOJ4Qo\nE9FPyGh8oGfr/d69e/Pxxx9z6NAhGjVqlG8wHo1GwyuvvFIW8QlRalwa2fH72UggpzHf8+0bl3NE\nQojKQDfpV+zqfb2S/uLFiwHYu3dvgesl6YsngUvDf9qkXL6dQGp6JtXM9O61KoQQBYp5QobgBT2T\nfkRERFnHIUSZs7U0o76jJTejksnKVvjrRjyeTfUbQloIIQqSmp5JUkoGACbGGmytKm4ffdDznn5x\noqKiSmM3QpQ510b/XO2HX5epmYUQjyfvVb69TcXuow96XuknJSWxfPlyQkJCSE9PR1EUdV1KSgqR\nkZGcP3++zIIUorS4NLRjT8gNQBrzCSEe35PUiA/0vNL/6KOPWL9+PU5OTqSlpWFkZETTpk2Ji4vj\n9u3bzJw5s6zjFKJUaJ+qgbFRzi/xv+8lkfAgvZwjEkI8ySpl0j906BCTJk1ixYoVDBw4kFq1arFk\nyRJ+/fVX3Nzc+Ouvv8o6TiFKRXVzExrX/Wd2xojrcrUvhHh0ukPwVuyW+6Bn0k9MTMTLywuA5s2b\n88cffwBgYWHBiBEjOHjwYJkFKERpyzs6X7gkfSHEY9AdgreSXOk7OTmpjfUaNWpEbGws9+7ljGNu\nb29PdHR02UUoRCnLO0jPn9ekMZ8Q4tHF5BmNr6J31wM9k37nzp1ZuHAhR48epV69etSvX5/ly5dz\n8+ZNNm/eTN26dcs6TiFKTdN6tpiZ5pz6UXGpRMWlFPMKIYQoWKW8pz9p0iSaNWvGmjVrAJg2bRo7\nd+6kW7f/b+/O46Kq98ePv4ZdWWQRcEVxAUXADbdySS0xrSRLr3jDyqXSTG0xte81bflFVpqVuVRu\nmbjklmW5UamlouKu4IKKuCEo+84wvz9GBlCQUZgZZub9fDy6l3PmzDnv+QjzPuezPsHOnTsZP368\nToMUojpZWVrg09hZsy1V/EKIh5GXryQjWz1G39JCgbNDzV5hD7Qcsufg4MCiRYvIz1f3dO7bty+/\n/fYbp06dws/Pj6ZNm+oyRiGqnV8TV05eUFftn750m55tpbZKCPFgkkt34nOyw8KiZo/RBy2T/pQp\nU3j66ad55JFHNPuaNGlCkyZNdBaYELrk17RsZ74ilarGT6ohhKhZjGn63WJaVe+fP3+e0aNH0717\ndz744AMOHz6s67iE0KlGHg441LIGICO7gKtJWQaOSAhhbIytEx9omfTXr1/Pjh07eOmllzh27BjD\nhw+nT58+fP755zIvvzBKFvcstSu9+IUQD8bYOvHBA8y937hxY1555RU2bNjAtm3bGDZsGFFRUQwe\nPJiBAwfqMkYhdKJ1qSr+09KZTwjxgEw66ZeWn5+v6dSnUqmwspLlSYXxKT1Jz5mEVAqVRQaMRghh\nbMom/Zo/Gx9o2ZEP4OzZs2zdupWtW7dy8eJFGjZsyMCBA/n0009p0aKFLmMUQifcnWtRt44dyWm5\n5OUruXg9nZaNnCt/oxBCULZN31ie9LVK+v379yc+Ph43Nzf69+9PeHi4ZlpeIYyV4k67/p7j1wE4\nfSlFkr4QQiv5BUrSjWyMPmiZ9Nu3b8/06dPp1q0bFhYP1SIgRI3k19RVk/RjLt1mUHdvA0ckhDAG\npRfacXG0NYox+qBl0g8PD9d1HEIYROke/HHX0snNL8TORvqoCCHuzxg78cFDduQTwlQ42dvQyN0e\nAGWRirMJaQaOSAhhDIyxEx9I0hcCv6aump9j4mW8vhCicslG2IkPHqD3fnV59tlncXBwAKBRo0a8\n9tprTJ06FYVCQcuWLZkxYwYWFhasXbuW1atXY2VlxdixY+nduze5ublMnjyZW7duYW9vz6xZs3B1\nda3kikLcX+smLmw/mACoO/MJIURljHEKXrjPk/6zzz7L6dOnAdi0aRMpKVX/MszLy0OlUrFixQpW\nrFhBeHg44eHhTJo0iYiICFQqFZGRkSQlJbFixQpWr17N4sWLmTNnDvn5+axatQofHx8iIiIICQlh\n/vz5VY5JCJ/Gzlje6YSTcDOT9Ox8A0ckhKjpbplam35cXByJiYkATJs2jYSEhCpfLDY2lpycHEaO\nHMmIESM4evQop06donPnzgD07NmTvXv3cvz4cdq3b4+NjQ2Ojo54eXkRGxtLdHQ0PXr00By7b9++\nKsckRC1bK7wbOGm2Y2V2PiFEJZKN9Em/wup9Pz8/3nrrLRo1aoRKpeKdd97B1rb8cYgKhYLNmzdX\nejE7OztGjRrFkCFDuHTpEmPGjEGlUqG4s7qZvb09GRkZZGZm4ujoqHmfvb09mZmZZfYXH1sZF5fa\nWFlZVnqcqXN3d6z8IDMW1Loe56+oO/FdTMxkYM+Hm3BKyll/pKz1Q8r5XnkFStKy1DWCFhYKfLzr\nYmlZtS5y+irnCpP+l19+yY8//khqairnz5/H29u7yu3n3t7eNGnSBIVCgbe3N87Ozpw6dUrzelZW\nFk5OTjg4OJCVlVVmv6OjY5n9xcdWJiUlu0oxmwJ3d0eSkiq/QTJnTT3sNT8fjk18qPKSctYfKWv9\nkHIu3/VbJfnJ1dGW27ertkpndZfz/W4gKkz69evXZ8qUKQBERUXx5ptv0qpVqyoFsm7dOs6ePcvM\nmTNJTEwkMzOTRx99lKioKLp06cLu3bvp2rUrgYGBzJ07l7y8PPLz84mLi8PHx4cOHTqwa9cuAgMD\n2b17Nx07dqxSPEIUa9bACRtrC/ILikhKzSUpNQd3Z+MZhiOE0B9jbc8HLXvv//nnnwCkpqZy7Ngx\nMjMzcXZ2JjAwsEw1fGWef/55pk2bRmhoKAqFgk8++QQXFxemT5/OnDlzaNasGcHBwVhaWhIWFsbw\n4cNRqVS8+eab2NraEhoaypQpUwgNDcXa2prZs2c/3KcW4i5Wlhb4NHbm5AX1kL2Y+BRJ+kKIciWn\nG2d7PjzAkL2vvvqKxYsXa1bXA7CysuLll1/m7bff1uocNjY25Sbqn3766Z59Q4cOZejQoWX21apV\ni6+//lrbkIV4IH5NXDVJ//Sl2/Rs28DAEQkhaqJbRjoxD2iZ9JcvX86iRYsYPXo0AwYMoG7duiQn\nJ7NlyxaWLFmCp6cnL7zwgq5jFUKn/JqWTMkbE59CkUqFhcI45tMWQuhPmZ77Tib4pB8REcGYMWN4\n8803Nfvq1q1Lq1atsLS0ZOXKlZL0hdFr5OGAQy1rMnMKyMgu4GpSFo09HAwdlhCihjHW2fhAy2l4\nb9y4QZcuXcp9rXPnzly9erVagxLCECzuLLVbLOaSTMkrhLiXsS62A1omfS8vLw4dOlTuawcPHsTT\n07NagxLCUFqXquI/LZP0CCHuUlCoJC3zzhh9hQIXp/Lnr6mptKreDwsL44MPPkCpVNK/f3/c3Ny4\ndesWW7duZfHixUyaNEnXcQqhF6UX3zlzOZVCZRFWVZx0QwhhOm6n52l+dnG0xdLCuL4ftEr6Q4cO\nJSEhgSVLlvDdd99p9hcPrRs9erTOAhRCnzyca1G3jh3JabnkFSi5cC0dn8bOhg5LCFFDGOv0u8W0\nHrL39ttvM2rUKI4dO0ZaWhp16tQhMDAQFxeXyt8shBHxa+rC7mPXAXUvfkn6QohixtyJDx5waV1n\nZ2d69eqlq1iEqBFaN3EtSfqXbjOou7eBIxJC1BTG3IkPtOzIJ4Q5Kd2DP+5aOrn5hQaMRghRk9wy\n8up9SfpC3MXJ3oZG7urx+coiFWcT0gwckRCipkg24tn4QJK+EOUqPTvfaRmvL4S441a6GVTvHzx4\nsMxSt6Wlp6fzxx9/VGtQQhhamUl6ZLy+EAIoKCwiNUM9ZE+hUA/ZMzZaJf0RI0YQFxdX7msnT57U\nLMErhKnwaeyMpYV63v2Em5mkZ+dX8g4hhKm7nZGL6s7PLo62RjmHR4W99ydMmMDFixcBUKlUvPPO\nO9ja3ntXk5iYSMOGDXUXoRAGUMvWCu8GTpy/om7Pj41PoXNrmXlSCHNWpj3fyBbaKVZh0n/xxRdZ\nt24dAOfOncPb2xtXV9cyx1hYWODk5MR//vMf3UYphAH4NXHRJP3TlyTpC2HuyvbcN75OfHCfpN+x\nY0c6duyo2R43bhyNGzfWS1BC1AR+TV3Z/O8lQDrzCSGMf4w+aDk5T3h4uK7jEKLGadbACRtrC/IL\nikhOyyUpNQd3Z+O8uxdCVN0tI5+ND7RM+klJSYSHh7Nr1y5ycnJQqVT3HBMTE1PtwQlhSFaWFvg2\nduHEhVuAuhe/JH0hzJexz7sPWib9mTNnEhUVxZAhQ6hXrx4KhULXcQlRI7RuUpL0T1+6Tc+2DQwc\nkRDCUMymev/ff/9l5syZhISE6DoeIWqU0pP0xMSnUKRSYSE3vUKYnUJlqTH6gKuR9t7XapChg4PD\nPT33hTAHjTwccKhlDUBGdgFXk8qfpEoIYdpup5eM0Xc20jH6oGXSf+6551i2bBkFBQW6jkeIGsVC\noSgzO5/04hfCPN0ygap90LJ6Py8vjxMnTtCjRw9atWqFnV3ZD6xQKFiwYIFOAhTC0PyaunAw9iag\nruIP7uxl4IiEEPpmCu35oGXSP3XqFK1atQJAqVRWOA+/EKaoddOSpq0zl1MpVBYZbdWeEOLhmELP\nfdAy6a9YsULXcQhRY3k416JuHTuS03LJK1By4Vo6Po2dDR2WEEKPjH1J3WIP9Lhy6NAh5s2bx4wZ\nM7h27Rq7du3i5s2buopNiBqjdC/+o+eSDRiJEMIQSk/MY/JP+rm5uUyaNIm///4bBwcHsrKyGDp0\nKMuWLePMmTOsWLGC5s2b6zpWIQzGr6kru49dB2DrgctYWSkI6dFMhu8JYSaS002jTV+rJ/0vvviC\n48ePs3LlSvbv36+Zke/zzz/H09OT2bNna33BW7du0atXL+Li4oiPjyc0NJThw4czY8YMioqKAFi7\ndi2DBw9m6NCh/PXXX4D6xuONN95g+PDhjBkzhtu3pRe10J/2Ld1p5O6g2f5tbzzfbjhBbn6hAaMS\nQuhDWlY+t9PVY/QtFApcHU086W/ZsoV33nmHjh07lpmNr27duowbN47o6GitLlZQUMD777+v6f0f\nHh7OpEmTiIiIQKVSERkZSVJSEitWrGD16tUsXryYOXPmkJ+fz6pVq/Dx8SEiIoKQkBDmz5//EB9X\niIdjbWXB1P+2x9+7pFPfkXPJfLLiMMmlqv2EEKbnRNwtzc8tG9XB2sp4O/JqFXlOTg5ubm7lvmZr\na0t+fr5WF5s1axbDhg3Dw8MDUI8K6Ny5MwA9e/Zk7969HD9+nPbt22NjY4OjoyNeXl7ExsYSHR1N\njx49NMfu27dPq2sKUV1q21kzcUgg/TqVrDZ5JSmTj5Yf4tyVVANGJoTQpeNxJf14ApuXnwuNhVZt\n+m3btuXHH3+ke/fumn3FT/zr168nICCg0nNs2LABV1dXevTowXfffQeASqXSnMfe3p6MjAwyMzNx\ndHTUvM/e3p7MzMwy+4uP1YaLS22srCy1OtaUubs7Vn6Q0MobwzrQytuN+euPUahUkZFdwOerjvB6\ngYrHZQy/3sjvtH6YezkXKos4HZ+i2e7VyUsnZaKvctYq6U+ePJmwsDCefPJJHnnkERQKBREREVy4\ncIGTJ0+yfPnySs+xfv16FAoF+/btIyYmhilTppRpl8/KysLJyUnTUbD0fkdHxzL7i4/VRkpKtlbH\nmTJ3d0eSkrS7SRLaadfMlXeGtWfehhNk5hRQqFTx1ZojxF5MZshjLbCwkA5+uiS/0/oh5Qyx8Slk\n56r77rg52VLLgmovk+ou5/vdQGhVve/v78/PP/+Mv78/O3fuxNLSkp07d+Li4sKqVato3759pedY\nuXIlP/30EytWrKB169bMmjWLnj17EhUVBcDu3bsJCgoiMDCQ6Oho8vLyyMjIIC4uDh8fHzp06MCu\nXbs0x3bs2FGb0IXQGZ/Gzrz/YhCN3O01+7YdSOCrdcc1XxJCCON2/EJJe35g87pGv8qsQlXcFV+P\nwsLCmDlzJhYWFkyfPp2CggKaNWvGxx9/jKWlJWvXrmXNmjWoVCpeffVVgoODycnJYcqUKSQlJWFt\nbc3s2bNxd3ev9FrmfpcKcreuazl5hfzw22mOlBq/X9+tNhOeD8TTpbYBIzNd8jutH1LO8L8foriW\nrK5lnvB8IO1a1K32a+jzSb/CpL99+3a6du2Kk5MT27dvr/Qi/fr1e/gIdcjcf2FB/nD1oUilYtuh\nK/wceU6zz97OinHPBpRZsEdUD/md1g9zL+fk1BzeXajuNG5tZcHXE3tga139fcT0mfQrbNOfMGEC\na9euJTAwkAkTJtz3AgqFgpiYmIePUAgjZ6FQMGKAHy61rVnyeyyFyiKycguZs+Yow5/woXf7hoYO\nUQjxgEpX7bfyctFJwte3CpN+ZGSkpvo8MjJSbwEJYcy6tqmHh0ttvll/nLSsfJRFKlZsO8PVpEyG\n9W0pC/UYsfgbGRw5l4SySEVJs66C4h9LN/UWt/sqNP9T/HPJ/uLjLSzUyzc3radd52ShP8fjSrfn\nG/dQvWIVJv2GDRuW+TkhIYHo6GhCQkIAuHDhAr/88guhoaHUq1dP95EKYSSaNXBi+otBfLPhBPE3\n1FV2fx6+yvVb2YwN8cehlrWBIxQPKuFmJp/8FE1BYZHOrvFEUGOef6wZ1jLEuEbIL1ASU2qoXoCJ\nJH2tHjsOHTrEM888w+LFizX70tPT+eWXXxg0aBCxsbE6C1AIY+TqZMfU/3agUysPzb6Y+BQ+/vGQ\nplOQMA65+YUs2HRSpwkfYMehBD5afogrNzN1eh2hndjLKZp/8/putfFwNt6V9UrTqvf+sGHDqFu3\nLl9++SXW1iVPKfn5+bz99tukp6drNVbfEMy5E0oxc++Moy/llbNKpeLXvZfYtOeiZl8tW0teG+RP\nQDPTeHIwBH39TqtUKn74LYZ9p24AYGNtwZNdmpRU5atK/u/ur1KVSvOy5sDShxT/HH8jnVOXSp4o\nrSwtGPJYc/oGNTL4gk7m/N3x0/Yz/Hn4KgDBnRvznz4tdXatGtGRr7QzZ84wceLEMgkfwMbGhtDQ\nUMaPH1+1CIUwUQqFgmce9aaBmz0/bDlNfkEROXlK5v58jP/0ackTQY2MftyvKfvnxHVNwgcI6+fL\nowH1q/UaKpWKv45cZc2f5ykoLKJQWcSqyHMcv3CLUQNb4+xgW63XE5VTqVRl2/NN6AZdq+p9Jycn\nLly4UO5r8fHx1K4tY5GFuJ+gVh5M+29HXJ3UX+AqFayOPMeyP9Q9/UXNczUpk5Xbz2q2Hw2oV+0J\nH9Q3hn06NGLGS53w8ixZyfHUxdu8v/gAh88mVfs1xf1dv5VNcpp6KV07G0taNnY2cETVR6ukP2DA\nAObOncuvv/5KZqa6vSkzM5PffvuNuXPnMmDAAJ0GKYQpaFLPkekjgmjeoKSX9p7j1/l81RHSs7Rb\ntEroR16+kgW/nCL/Tptug7r2vPCEr06v2aCuPf8bEcSTXbw0IwIycwqYt+EEy/6IkWWc9aj0U34b\nb1eTGnWjVfX+pEmTuHjxIpMnT0ahUGBlZUVhYSEqlYrHHnuMt99+W9dxCmES6jjY8u7w9izfeoa9\nJ9XVxueupPHR8kO88VwAXp7mvbhJTbFyx1lNh0sbKwvGDmqDrY3ue9VbWVowpHcL/Ju58cNvp0nJ\nUK/hvvvYdWIvp/LqM23wri9D+3StzKp6JlS1Dw84DW9sbCyHDx8mPT0dR0dH2rdvj5+fny7jqzJz\n7YRSmjl3xtGnBylnlUrFtgMJ/PzXeU1nLxtrC0YP9COoVI9/UT5d/k7vPXmdH34rmWzs5Sdb0aNt\nA51c636ycgv4cesZDsbe1OyztFDwTHdvBnZtopdFnczxuyM7t5CJX+9BWaT+y5wz/lGd96uocR35\nirVq1YpWrVpVOSAhzJ1CoaB/Fy/qudXmu82nyM1Xkl9QxPxNJ3nm0aY8093b4D23zdH1W1ms2FbS\njt+tjSfdA6u/HV8b9nbWvDaoDYHN3Vi54yy5+UqURSo27r7AyQu3GPOUH3VNZBhZTXL60m1Nwm/i\n6WhyHSkrTPpPP/00s2fPxsfHh6effvq+J1EoFGzevLnagxPC1LVrUZf/GxHEN+uPczMlB4DN/17i\nSlIWowa2ppbtA92XiyrIL1CyYNNJ8gqUANRzrU1YsK9BR1coFAoeDaiPT2Nnvv/1NOevpgHqJqEZ\nSw/wwhO+dG3jKSNAqpEpzsJXWoXfKP7+/tSqVUvzsxBCNxrWtWf6i0Es3HRSM1778NkkElOyeeO5\nQJOZFKSmi9h5jitJ6nZ8aysLxob4Y2dTM2663J1rMeW/7dmyL57N/1yiSKUiJ0/J97+d5lhcMiOC\nfaltJzM9VlWRSnXXUrpmlPTT0tLIz1f3KB48eDCtW7fGwcGhosOFEFVgb2fNpKFt+fmvOLYfTADg\nalIWHy07yLgQf1o3dTVwhKZt/+kb7D52TbMd+nhLGnvUrO87SwsLnnnUmzberny/+TQ3U9U1Qwdi\nbnL+ahpjnvLD10tWdKyKy4kZmpE0DrWsTbLTZIXjEPbs2cPNm+oOJCNGjKhwnL4QonpYWlgwrG9L\nRg1sjZWluro2K7eQ2WuOERl95Z4Z30T1uHE7m+Vbz2i2O7f2oJcBOu5pq3mDOswc2Ykepfoa3E7P\n47OII6z7O07mfaiC4+dLnvIDmrnppbOkvlX4pN+0aVOmTJmCn58fKpWKWbNm4ehYfo9AhULBggUL\ndBakEObk0YD61HOtzbwNJ0jLyqdIpWLljrMk3MzghX6+JjVmGNRz29taWxqkXbqg8E47fr66Hd/D\npRYv9m9V49vI7WyseHlAawKbu7Hsj1iycgtRAb/vj+fUxdu88owf9d3sDR2m0Tlm4u35cJ8n/c8/\n/5x27dqRnZ2NQqEgJyeHrKyscv8rnrBHCFE9mjesw/svdcK7fsmN9u5j1/ls1RHSTGQin7x8JUt+\nj+H1L3czc+lBLl5P13sMqyPPk3BngRsrSwVjB/kbVefJjr4efDiqC35NS6r14xMz+GDpQf46clVq\nhx5AelY+l+78DioU4N/MNJvUKhynf+TIEVq3bo2dnR2tWrVi7dq1BAYG6ju+KjO3MablMcextoag\ni3LOL1CyfGss+04lava5OtnyxuBAmtQz3ol8riVnMX/TyTIrDlooFDzZ1YtnHvXG2ur+tRnVUdYH\nYhJZ+MspzfYL/Xzo06FRlc5pKEUqFTsPJrBuVxyFypKv9LB+PvSuwmcyp++Of09cZ/EW9fwMLRvV\nYdoLHfV2bX2O06/wL2vMmDGcOqX+g+jUqRP29lJVJIS+2VhbMvopP4b2bqFZ2e12eh7hP0VzICbx\n/m+uofadvMGHyw/es8RwkUrFln3xfLBM90/9N1OyWfZHyZLgQb7u9G7fUKfX1CULhYJ+nb2Y/mIn\nGrqXfFdv3HNRpu/V0gkT77VfrMJ6LIVCwc6dO7G1teXQoUOcOHGC3NzcCk/Upk0bnQQohLkrnsin\nQV17Fm0+RU5eIfmFRSz85RQJNzN5tmczo5jIJ79AScTOs+w+dl2zz9rKgud6NuPo+WRiL6cC6lqA\nj388xJNdmjCoe1Osrap3+tuCwiIWbFJPiATg7mzHS0+2rvHt+Npo7OHA9BFB/N/3+7mVnkdmTgGR\n0VcY2K2poUOr0ZRFRZy8cFuzHdi8rgGj0a0Kq/fDw8NZvnx5pX8IKpUKhUJBTEzMfY8zFHOpmrof\nc6qiMyR9lPP1W1l8vf4EibezNfvatajLmKf9anRb9I3b2czfeJIrSSX9f+q51mZciD+NPBwoUqn4\n+8hVfv4rTjM5DqgXoRk5oDXNGpQdOlWVsl654yyR0VcA9bS274V1NLmhWbuPXdPUZNjbWTHrtUeo\nbffgvx/m8t1xNiGVT1ceBsDF0ZYvxj2i15tAfVbv33fu/bNnz5KamsqIESN4//33adGiRYUn6ty5\nc9Wi1BFz+IWtjLn84Rqavso5O7eAhZtPlXkyqe9WmwnPB+LpUvOWuT4Qk8jSP2I1PeQBuvp5Ehbs\ne8+NSlJqDkt/j9E89YO6U1X/Ll6EdPfWPPU/bFlHn7nJtxtParZDH2/JE0GNH/g8NV2hsoj/+34/\nSanq2tlB3b0Z1N37gc9jLt8dP/99nj/2XwagV7sGvNhfv9PN6zPpW86cOXNmRS+6ubnRsKG6neup\np57C19eXhg0blvtfTZWdbRo9navC3t5WykEP9FXO1laWdGntSX5hkWZa1sycAvafukGTeo41Zga/\ngkIlETvOse7vOJR3OpdZWVrwQrAPg3s2K7fa3t7Omm7+9ahjb8OZy6maOdDPX0kj+kwS3vWd5xG4\nmAAAIABJREFUcHG0faiyTkrN4cufj2vGsXfwcWdYnxYmUa1/NwsLBbVtrThyTr1a3OXEDHq1a4iN\n9YM1lZjLd8fqyHNkZBcA8MyjTfU+3LG6y9nevuL1Au6b9It17twZOzs7fv31V5YvX87q1asJDAwk\nMjISCwsL6tatue0f5vALWxlz+cM1NH2Ws0KhoI23Kx7OtTged4silYqCwiL2n7pBLVsrmjVwMmgy\nu5mSzZy1xzhWarITD5davP2fdrRtUfe+sSkUCrzrO9HFz5MrNzNJTlM/rWbmFLDn+DXyC5W09fEg\nL7dA63gKlUXM/fmY5sm3bh07Jg1t+8BJ0Jg0cnfgQMxNMnMKKFSqsLBQ4PeAMzuaw3fHrbRc1u9S\nTz5nZangxeBWep8LQ59JX6tPlpKSwtChQ3nvvfc4deoU//77L1lZWezYsYPQ0FCOHTtWbcEKIbTX\nzb8e017ogLODDQAqlfqpZcnvMRQUGmZmtkOxN/lg2UEuJ5a03we18mDGS53w8tR+mKG7cy3eCW1P\nWD8fbO8kZ5UK/th/mUlf/k3ctTStz7Xu7zguXldXn1paKHh1UBvsTXyuegsLRZkq/Z2HrpBu4gn8\nYZSea9/XywVbG9O9EQQtk354eDiZmZls376dDRs2aCZ8+PrrrwkMDGTOnDk6DVIIUTHv+k68/1In\nmpfq7PbviRv8vxWH+PvoVb1N5lOoLCJix1nmbzpJTp66/d7KUsF/n/Bh7KA2D9XR0EKhoHeHRnw0\nqjOtm5RMQJOQmMknK6L5+a/zFBQq73MGOHI2SbOeAcDzjzWneYM6DxyLMerU2kMzhC+vQMnWO+3W\nosQJM5iFrzStkv5ff/3FpEmTaNiwYZlqORsbG0aOHKkZzy+EMAxnB1veHd6eRwPqafZdTszkx61n\neOubf/j0p2i2H7hM8p1FWqpbcmoO4T9Fs/NOr3hQV6FPe6EjfTs2qnJTQ13nWrw9rN29T/1Rl5m5\n9GCFT/3JaTmaCVdAPdKhXyfT67hXEQuFgpBST/t/Hr5CWmaeASOqWQoKlZyOLz1Uz/STvla33kql\nElvb8tsICgsLZapHIWoAaytLRg5oTWN3B37+O07TCU4FnL2Sxtkraaz+8zxNPB3p4OtORx93GtSt\neoelI+eSWPxbDNl5JZPAtG9Zl1EDW1frcq/FT/0Bzdz4aec5jp9Xd1K7fiubT1ZEE9zZi2d7lPTw\nL1QWseiXU5q4XJ1sGTnQNMbjP4gOPu54eTpwOTGT/MIituyLZ/gTPoYOq0Y4czmV/AJ1M5ina+0a\nOfqlummV9Lt27cq3335LUFCQZnldhUJBQUEBP/74I506ddLqYkqlkv/9739cvHgRhULBBx98gK2t\nLVOnTkWhUNCyZUtmzJiBhYUFa9euZfXq1VhZWTF27Fh69+5Nbm4ukydP5tatW9jb2zNr1ixcXU1z\nfmQhHobizsxsQa08iD6TRPTZJM5dSaX0fXl8YgbxiRls3H2B+m616eDjTkdfd5p4Oj5QQixUFrF+\nVxzbDpRUnVtaKBjSuwVPBFX96b4idZ1r8fFrj/DzjjOs/es8eflKVCrYGnWZY+eTGTmgNc0b1mHD\nrgvEXVPP7GehUPDaM/441DLtdvzyKBQKQno04+t1xwH4++hV+nfxwtXJzsCRGV6ZBXaamf5TPlQy\nTr/Y5cuXCQ0NpaCggHbt2rFnzx569uzJhQsXSE9PJyIigubNm1d6sZ07dxIZGUl4eDhRUVEsW7YM\nlUrFyy+/TJcuXXj//ffp0aMH7dq1Y+TIkaxfv568vDyGDx/O+vXrWblyJZmZmbzxxhts2bKFI0eO\n8L///e++1zSHMaaVMZextoZWU8s5PSufo+eTiT6TxOlLtzU1AHdzc7KlvY+6BqBlI+f7Lit6Oz2X\nBb+cJO5qepn3vzbIn+YNdd9eXlzWyak5LP0jlpj4FM1rCgV0auXBgZibmn1DHmvOk12b6Dyumkql\nUvH/VkRz4c5N0GPtGzIi2LfS99XU3+nqoFKpmLpon2ZEx9vD2tHmAUc3VJcaMzlPabdu3WLZsmUc\nOHCA1NRUHBwc6NixIy+//DL169ev/AR3FBYWYmVlxcaNG9m/fz979+5l9+7dmml///33X7p3786u\nXbv48MMPAXj99dd59dVX+e677xg9ejTt2rUjIyODYcOGsWXLlkqup8SqmqfxFMJYZeUUcDAmkX0n\nrhEde7PMhDml1XGwoat/fboF1CewhXuZBXAOxSQyJ+IwGaV6gnfy8+TN0A441rbR+We4m0qlYuv+\neJb+WtKBsLSOrTx4f1RXk1wb/UEcPnOTGd/tA9QdLBdOfRxPV9Ovzq7IlZsZjJ31JwC1bC1Z+eGT\n1T7lc02kdXdaNzc33n777apf0MqKKVOmsGPHDr7++mv+/fdfTTWgvb09GRkZZGZm4uhYcqdib29P\nZmZmmf3Fx1YmJSW70mNMnSnfrdckxlLObRrXoU3jOoQ94cPpi7eJPpvE0XPJZdrk0zLz2bY/nm37\n46lla0nb5nXp4OPOpRsZ/L4/XnOchULBc481I7izF7lZeeRm6aeT2N1lHdTCjaYvd77nqd/F0ZYR\n/Xy4dUuW/27kYkfLRnU4dyWNQqWKZb+eZOSA1vd9j7H8Tj+Mvw+WjGRo5eVCqgFzhT6f9LVO+klJ\nSSxZsoSDBw+SmZmJs7MzHTt2ZMSIEXh6ej5QQLNmzeKdd95h6NCh5OWVfElkZWXh5OSEg4MDWVlZ\nZfY7OjqW2V98rBDi4dhaW9Lex532Pu4UKos4czmV6LNJHDmbVGaYX06ekv2nE9l/uuyqfi6Otrw2\nqA0tGznrO/Ry1XWuxTvD2rHr2DU27r6ApYWCsSH+Bql9qIkUCgXP9mjGZ6uOALD3xA0GdmtiFp3X\nynO8VHt+2xY1d4K56qbVkL34+HhCQkJYu3Yt9erVo0uXLri5ubFq1SpCQkKIj4+v/CTApk2bWLRo\nEQC1atVCoVDg7+9PVFQUALt37yYoKIjAwECio6PJy8sjIyODuLg4fHx86NChA7t27dIc27Gj/tY7\nFsKUWVla0MbblRHBvswe/yjvvdCR4M6NqVun/M5e/t6uzHi5U41J+MUUCgWPtWvI3De689nYR2ih\nh/4FxqRVExfNfAdFKhWb/7lo4IgMIyevkLMJJes7BJhJJz7Qsk1/3LhxXLlyheXLl+PiUjJBxu3b\ntxk1ahSNGzfm66+/rvRi2dnZTJs2jeTkZAoLCxkzZgzNmzdn+vTpFBQU0KxZMz7++GMsLS1Zu3Yt\na9asQaVS8eqrrxIcHExOTg5TpkwhKSkJa2trZs+ejbu7+32vaapVUw/ClKvoahJTLGeVSkXCzUyi\nzyRx+FwSKel5PNnViye7NjHocr6mWNb6cv5KGp/8FA2AAvhodJcKh26aajlHn0ni240nAPDycGDm\nSMMuGFfjOvJ16NCBTz/9lH79+t3z2rZt25g+fToHDhyoWpQ6Yoq/sA/KVP9waxopZ/2Rsq6aL9ce\n48Sd6Wc7tfJgbIh/uceZajkv/T2GPcevAzCwWxOe61X56DNd0mfS16p6387ODguL8g9VKBQUFhaW\n+5oQQoiaJ6RHySx9B2NvknDTfDo6qlSqMvPtt21uPu35oGXS79SpE/PnzyctrexUl6mpqSxYsIDO\nnQ1bNSKEEEJ73vWdaN+yJNlt2nPBgNHo1+XETNIy1R1V7e3UK1KaE61677/77rs8//zz9OnThy5d\nulC3bl2Sk5OJiorCysqKL774QtdxCiGEqEYhPZpx5Jx6KuMj55K5dCOdpvVMPwEej0vW/BzQzM3s\n5m/Q6km/YcOGbNq0iSFDhnDz5k32799PUlISQ4YM4ZdfftFqNj4hhBA1R2MPB4JaeWi2N+0xj578\npav2zWGBnbtpPU7f09OTqVOn6jIWIYQQejSouzfRsTdRoR63fv5qmkkPc8zIzufCnamjFQrwN6Oh\nesXu+6SvUqnYvHkze/bsuWf/yy+/zMaNG3UanBBCCN1pWNeeLm1KJlcz9bb9kxdvUzxcrXmDOma5\nAFOFSb+wsJCJEycyZcoU9u3bV+a15ORkbt68yXvvvcfbb79NUVGRzgMVQghR/QY96q2Zc+H0pRTO\nXE6p5B3Gq/QsfAFmWLUP90n6a9asYdeuXcyePZt33323zGvu7u5s2bKFTz/9lG3btrF+/XqdByqE\nEKL6ebrW5hH/eprtjbsvoOU6bEalqEjFyTJD9STpl7Fu3TpGjRrFgAEDKnzzoEGDCA0NZc2aNToJ\nTgghhO49/WhTLO/0Yj97JY3Tl0zvaT/uWhpZueo5ZZwdbGjs4WDgiAyjwqQfHx9Pp06dKj1Bjx49\nuHTpUnXGJIQQQo/cnWvRI7BkifSNe0zvab901X5gczfN6q7mpsKkb2dnR3Z25UsNqlQqrKy0HgQg\nhBCiBnrqkaZYWaoT4YVr6WWSpCkom/TNaxa+0ipM+q1bt+bPP/+s9ASRkZE0bdq0OmMSQgihZ65O\ndvRq11CzvWnPRZN52r+dnquZatjSQqFZadAcVZj0Q0ND2bhxIz///HOFb163bh3r169n8ODBOglO\nCCGE/gzs1gRrK3VaiE/MYP/J6waOqHqcKNWBz9fLmVq25ls7XeEnf/zxx/nPf/7D9OnTWblyJb16\n9aJBgwYUFRVx/fp1/vnnH2JiYujfvz9Dhw7VZ8xCCCF0wNnBlj4dGrLtQAIAK7fGMv3FIIMuo1wd\nylTtm+GEPKXd93ZnxowZtG3blsWLF7No0aIyr/n5+REeHk5ISIhOAxRCCKE/T3Ztwt9HrpFXoCT+\nRgaHYm/SubVn5W+soQoKi8qMRghsYb7t+aDFNLwhISGEhISQlJTEjRs3sLS0pH79+ri4mG+biBBC\nmCqn2jY8HtSILfviAfjln4sE+XoY7cI0ZxNSyStQAuDhUot6rrUNHJFhabXgDqgn5AkICMDPz08S\nvhBCmLDgzl7UsrUE4PqtbPafvmHgiB7esVKr6pl71T48QNIXQghhHhxqWfNEUGPN9uZ/LlGoNM7p\n1k+Ubs9vIUlfkr4QQoh79OvkpVmQ5mZqDntPGt/TfuLtbBJTcgCwsbbAt7GzgSMyPEn6Qggh7lHb\nzopnH2uh2f71X+N72i/da9+viSvWVpYGjKZmkKQvhBCiXE/3aKZ52r+VnsueY9cMHNGDOV66Pd9M\nF9i5myR9IYQQ5apla8WArk0027/ti6egUGnAiLSXm1/ImYRUzbYkfTVJ+kIIISrUu0ND6tjbAJCS\nkcffR4zjaT/mUgqFSvU0wo3cHXB1sjNwRDWDJH0hhBAVsrW2ZEC3kqf9X/deIj0r34ARaefYXavq\nCTVJ+kIIIe7rsXYNcHOyBSAzp4CVO84aOKL7U6lUZebbl6RfQpK+EEKI+7K2suTF/q002wdjbxJ9\n5qYBI7q/hJuZpGTkAWBvZ0Xzhk4GjqjmkKQvhBCiUv7N3OgeUF+zvWL7WTJzCgwYUcVKP+W38XbF\n0kJSXTG9ri9YUFDAe++9x9WrV8nPz2fs2LG0aNGCqVOnolAoaNmyJTNmzMDCwoK1a9eyevVqrKys\nGDt2LL179yY3N5fJkydz69Yt7O3tmTVrFq6urvr8CEIIYbb+07cFJy7eIi0zn/SsfFbtPMeYp/0M\nHdY9pD2/Ynq9/dm8eTPOzs5ERETwww8/8NFHHxEeHs6kSZOIiIhApVIRGRlJUlISK1asYPXq1Sxe\nvJg5c+aQn5/PqlWr8PHxISIigpCQEObPn6/P8IUQwqzZ21kzIthXs73v1A2OnU++zzv0LzOngLir\naQAoUNdQiBJ6Tfr9+/dn4sSJgLqjhaWlJadOnaJz584A9OzZk71793L8+HHat2+PjY0Njo6OeHl5\nERsbS3R0ND169NAcu2/fPn2GL4QQZq99S3e6+pUstfvjtjNk5xYaMKISKpWKNZHnUKlH6tGsgRNO\ntW0MG1QNo9fqfXt7ewAyMzOZMGECkyZNYtasWSgUCs3rGRkZZGZm4ujoWOZ9mZmZZfYXH1sZF5fa\nWMnUi7i7O1Z+kKgyKWf9kbLWj/LK+Y1hHYj97E9SM/NIychj87543hjazgDRlfXrngv8W2qNgKd6\nNDea3xN9xanXpA9w/fp1Xn/9dYYPH87TTz/N559/rnktKysLJycnHBwcyMrKKrPf0dGxzP7iYyuT\nkpJd/R/CyLi7O5KUVPkNkqgaKWf9kbLWj/uV8/DHWzJ/00kAtkfFE9DUhTbehutjdeZyCj/8clKz\n/ah/PQKbOhvF70l1/z7f7wZCr9X7ycnJjBw5ksmTJ/P8888D4OfnR1RUFAC7d+8mKCiIwMBAoqOj\nycvLIyMjg7i4OHx8fOjQoQO7du3SHNuxY0d9hi+EEOKOoFYedPR112wv+yOWnDzDVPPfSstl/qaT\nFN2p1/eu78iI/r6aWmRRQq9P+gsXLiQ9PZ358+drOuH93//9Hx9//DFz5syhWbNmBAcHY2lpSVhY\nGMOHD0elUvHmm29ia2tLaGgoU6ZMITQ0FGtra2bPnq3P8IUQQpTyQj9fYuNTyMot5FZ6Lut2xRHW\nz7fyN1aj/AIl8zaeICNbPXzQqbY1rz8bICvqVUChUhV3eTBNxlC1o2tSFaofUs76I2WtH9qU875T\nN/j+19Oa7SnD2+Pr5aLr0AB1x73FW2LYe6cd39JCweTQ9vg0dtbL9auLyVbvCyGEMC1d/Txp16Ku\nZnvp77HkFehnJb6d0Vc0CR9gWN+WRpfw9U2SvhBCiIemUCgIC/allq26tfhmag4bd1/Q+XVj41NY\nE3les909oD59OjTU+XWNnSR9IYQQVeLiaMuwvi002zsOJnD+SprOrndvxz0nwoJ9pOOeFiTpCyGE\nqLLuAfXxvzNkTwUs+T2GgsLqr+bPL1Ayb8MJzbz/6o57/tJxT0uS9IUQQlSZQqHgxf6tsLVRJ98b\nt7P55Z9L1XoNlUrF8q1niE9Ud3qztFAw7tkAXJ3sqvU6pkySvhBCiGrhVseOob1Lqvm3Rl3m4vX0\najv/zkNX2HeqpONe6OPSce9BSdIXQghRbXq1a0ArL3UiLlKpWPJ7DIXKoiqfNyY+hTV/luq4F1if\n3u2l496DkqQvhBCi2lgoFLw0oDU21ur0cjUpi9/2XqrSOZPTclhwd8e9ftJx72FI0hdCCFGtPJxr\n8Vyv5prtLfviuZz4cJPP5Bco+XbDyZKOe/Y2jB8sM+49LEn6Qgghql3fjo1o0agOAMqih6vmV3fc\niy3bcS/EHxdH22qP11xI0hdCCFHtLBQKRg5ojbWVOs1cTsxka9TlBzrHjkNX2HcqUbM9XDruVZkk\nfSGEEDpRz7U2IT28Ndub/73I1aRMrd4bE5/C2lId93q2rc9j0nGvyiTpCyGE0Jl+nRrjXV+9AEyh\nUsWS32MpKrr/Om93d9xr3sCJ/z4hS+VWB0n6QgghdMbSwoKRA1pjaaFO2Bevp7P9YEKFx+fdNeNe\nHXsbxj0boGkmEFUjpSiEEEKnGro78MyjTTXbG/dc4Mbt7HuOK+64dzlR3QRgaaHg9WcDpONeNZKk\nL4QQQuee7NoELw8HAAoKi1j6e4ym+r7YjoMJ7C/Vce+/T/hoRgCI6iFJXwghhM5ZWVowcmBJNf+5\nK2n8GX1F83rMpdus/StOs92zbQPpuKcDkvSFEELohZenIwO6NtFsr9sVR1JqDsmpOSz45VRJx72G\nTvz3CR9DhWnSrAwdgBBCCPPx1CNNOXw2iavJWeQXqKv5s3MLy3bcC5GOe7oipSqEEEJvrK3U1fzF\no+9iL6dy+aZ03NMXSfpCCCH0yru+E/07e92z/7/9pOOerknSF0IIoXeDuntTz7W2ZrtXuwY81k46\n7umatOkLIYTQOxtrS954LoBVkefwdKnN0N4tDB2SWZCkL4QQwiDqu9nz1tB2hg7DrEj1vhBCCGEm\nJOkLIYQQZkKSvhBCCGEm9J70jx07RlhYGADx8fGEhoYyfPhwZsyYQVFREQBr165l8ODBDB06lL/+\n+guA3Nxc3njjDYYPH86YMWO4ffu2vkMXQgghjJpek/7333/P//73P/Ly8gAIDw9n0qRJREREoFKp\niIyMJCkpiRUrVrB69WoWL17MnDlzyM/PZ9WqVfj4+BAREUFISAjz58/XZ+hCCCGE0dNr0vfy8uKb\nb77RbJ86dYrOnTsD0LNnT/bu3cvx48dp3749NjY2ODo64uXlRWxsLNHR0fTo0UNz7L59+/QZuhBC\nCGH09DpkLzg4mCtXSlZVUqlUKO7MxWhvb09GRgaZmZk4OjpqjrG3tyczM7PM/uJjteHiUhsrK8tq\n/BTGyd3dsfKDRJVJOeuPlLV+SDnrh77K2aDj9C0sSioasrKycHJywsHBgaysrDL7HR0dy+wvPlYb\nKSnZ1Ru0EXJ3dyQpSbubJPHwpJz1R8paP6Sc9aO6y/l+NxAG7b3v5+dHVFQUALt37yYoKIjAwECi\no6PJy8sjIyODuLg4fHx86NChA7t27dIc27FjR0OGLoQQQhgdgz7pT5kyhenTpzNnzhyaNWtGcHAw\nlpaWhIWFMXz4cFQqFW+++Sa2traEhoYyZcoUQkNDsba2Zvbs2YYMXQghhDA6CpVKpTJ0ELokVVNS\nRacvUs76I2WtH1LO+qHP6n2TT/pCCCGEUJMZ+YQQQggzIUlfCCGEMBOS9IUQQggzIUlfCCGEMBOS\n9IUQQggzIUlfCCGEMBOS9IUQQggzIUlfCCGEMBMGnYZXGN758+f55ptvcHZ2plu3bvTv39/QIZmk\nQ4cOsXnzZpRKJXFxcaxevdrQIZmkqKgovvrqK1q0aMHAgQPp0qWLoUMySXFxcSxfvpzU1FS6du3K\n8OHDDR2SyUpISGDBggVkZmby9ddfV/l88qRvxKZNm0a3bt146qmnyuzfvXs3wcHBPPHEE3z33Xf3\nPcfu3bsJCwvjgw8+YNOmTboM12hVRzkHBQXx4Ycf0rt3b0JCQnQZrtGqjnJWKBTUrl2b/Px86tWr\np8twjVZ1lHPz5s358MMPmTt3LocPH9ZluEatOsq6cePGfPLJJ9UWkzzpG7HBgwfzwgsvMGXKFM0+\npVLJhx9+yNKlS/H09OT555+nT58+KJVK5syZU+b9n3zyCYMGDWLevHlERkaSmpqq749gFKqjnN3c\n3AD49ddf+X//7//pNX5jUR3lHBQUROfOnUlOTiY8PFwW5ipHdf0+R0ZGsmrVKgYNGqTvj2A0qvO7\no7pI0jdinTp14sqVK2X2HT9+nCZNmtC4cWMABg4cSGRkJK+++iqLFi0q9zwzZsxAqVQyfvx4ncds\njKqrnK9du4ajoyMODg46j9kYVVc5Azg5OVFQUKDTeI1VdZVz37596du3L6+88gpPP/20zuM2RtX5\nO11dJOmbmMTExDLVmp6enhw/frzC469cucKiRYvIzs5m1KhR+gjRJDxoOQOsW7eOwYMH6zo0k/Kg\n5bx9+3b++ecf0tPT+e9//6uPEE3Cg5ZzVFQUO3bsID8/n169eukjRJPxoGWdkpLCl19+yenTp1m0\naBGvvvpqla4vSd/MNWrUiI8++sjQYZiFCRMmGDoEk9evXz/69etn6DBMXpcuXaSTpJ64uLjw4Ycf\nVtv5pCOfifH09OTGjRua7cTERDw9PQ0YkWmSctYPKWf9kHLWH0OXtSR9ExMQEMClS5dISEggPz+f\nLVu20KdPH0OHZXKknPVDylk/pJz1x9BlrVCpVCq9XU1Uq7feeosDBw6QkpKCm5sbb7zxBkOGDGHX\nrl188sknKJVKnnvuOcaOHWvoUI2alLN+SDnrh5Sz/tTEspakL4QQQpgJqd4XQgghzIQkfSGEEMJM\nSNIXQgghzIQkfSGEEMJMSNIXQgghzIQkfSGEEMJMSNIXQodkRGz1qM5ylH8TYc4k6QuzFBYWhq+v\nb5n/2rZtyzPPPMNPP/1ULdfYuXMnM2bMeKD3TJ069Z61t83dvHnziIiIqPJ58vPz+fjjj4mMjNTs\n69OnT7XOa16ZCRMmsGHDBkD9b+3r63vfRZj69u2Lr68vW7duBeCvv/7ixRdf1EuswjTJgjvCbHXo\n0KHMOtfZ2dls2LBBswDRCy+8UKXzL1++nNq1az/Qe8aNG0d2dnaVrmtqvvnmG959990qn+fmzZus\nWLGCoKAgzb558+bh5ORU5XNrY/v27Vy6dImQkBDNPoVCwalTp7h69SoNGzYsc/zJkyfvWZa1d+/e\nLFmyhLVr1zJ06FC9xC1MizzpC7Pl5OREu3btNP898sgjfPbZZ3h7e1fb0/6D8vLyolWrVga5tjny\n8/OjUaNGOr9OUVERX3zxBaNHj8bCouRrt2nTpjg7O7Njx4573rN161Z8fX3v2T969Gi++uor8vPz\ndRqzME2S9IUoxcLCglatWnHt2jVAvW64r68vq1ev5tFHH6VLly4kJCSgUqlYu3YtTz/9NIGBgfTr\n149ly5ZpzhMWFsaBAwf4+++/8fX11TyxxcfHM27cONq3b09QUBCTJ0/m9u3bmveVrt6/cuUKvr6+\n/Pnnn4waNYq2bdvSo0cPFixYUOnn2L59O4MHD6Zt27b06dOHhQsXlmnL3rFjB8899xzt2rWjV69e\nzJ07l8LCQs3rffr04fvvv2fGjBl07txZUyuSmZmpOUapVLJw4UIef/xx2rZty6BBg9i5c2eZOH78\n8Uf69euHv78/AwcO5Pfff9e8ps3nK056n332mWZRkrCwMKZPn86oUaMIDAzU1MwcP36cMWPGEBQU\nhL+/P8HBwaxevVpzrb59+wIwceJEwsLCNJ+zdPX+lStXmDhxIt26daN9+/aMHTuWS5cuaV7/5ptv\nGDx4ML/99hvBwcEEBATw3HPPcfjw4fv+e0RGRpKYmKiJoZiVlRV9+/Zl27Zt97xn69atPPnkk/fs\nf/TRRyksLGTTpk33vaYQ5ZGkL8Rd4uPj73n6+/777/noo4+YNm0ajRs3Zs6cOcycOZN01c8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3WVtbQ1VVtdzgKP/88w9UVFS4rnWSGjBgAM6fP4+TJ0+ib9++4PF4AID79+9DKBRi6tSp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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -339,7 +339,7 @@ } ], "source": [ - "plt.semilogx(P_totals, CV * 100, lw=3) \n", + "plt.semilogx(P_totals, CV, lw=3) \n", "plt.title('Estimated coefficient of variaition as a \\n function of protein concentration', fontsize=16)\n", "plt.xlabel('Protein concentration (M)', fontsize=16)\n", "plt.ylabel('Coefficient of variation (%)', fontsize=16)\n", @@ -371,9 +371,9 @@ "outputs": [ { "data": { - "image/png": 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OTf1YUGg/d319fejq6gIATExMUFRUBEdHR8TGxqKyshLFxcVIS0uDQCBQZJiE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\nAABXV1cEBgbi2LFjas9i65swYQIzF7yXlxdOnjyJpKQk+Pr6Nrr9li1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8ebPGavjqWFpaomPHjtx07969oaqqilu3bnGflZmZGZSU3tztvHnzJrp06SJxv9bQ0BDd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\nGDlyJNzc3NCrVy84Ojpi1KhR+Pvvvxs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3UaNGKT8PGDCAunXrYm5+7xdyXl4ep06dqpzo\nhEEIau6E6954EpKzyMvXsCn6MoO6yggLUTX2HL+h/Ozn4SA3lsIolOkhemhoaKkz0R09epShQ4dW\naFDCsJioVPTreOfZ+x+HE0jPVusxImEsNIWF7DlRskleCGNQas194sSJJCXpepdqtVqmTp2KtfW9\nnVAuXLiAnZ1d5UUoDEKrZnVxc7bicmIW6oJCNv4dz4uhzfQdljBwsRdvkZ6lu5G0sTTHt4mDniMS\nomqUWnPv3Lkz2dnZZGdnA5CTk6NsF/3Lzc2lefPmTJ8+vcoCFtWTSqUq0XN+55GrpGfl6TEiYQz+\nLDa2vZ1PPcxMZcSPMA6l1txDQ0MJDQ0FICIigo8//hgPD+nlLB5dQNO6NHK2Jj4xE3VBIRv+vsxL\nz0jtXVSOzNtqYs6mKNvtpUleGJEy3cYuW7bsgYk9OTm5wgIShuue2nvMVdKk9i4qyd+xiWgKdcvE\neDSwwaWupZ4jEqLqlGmGuqysLObOncuBAwdQq9VotVrltZycHK5fv05sbGylBSkMh39TBxrXs+bS\njUzyCwrZsC+e8G6e+g5LGBitVluiSV5q7cLYlKnm/tlnn7Fs2TKcnJzIy8vDxMQEDw8P0tLSuHbt\nGhMnTqzsOIWBuLf2fo3UTKm9i4p1OTGLhOQsAMzNTGjT3FnPEQlRtcqU3Hft2sWYMWP46quveOml\nl3B2dmbmzJls3rwZHx8fzpw5U9lxCgPi5+GAe30bAAo0hWz4O17PEQlDU3yRmKe8HGXBImF0ypTc\nMzMzlVXgmjVrxokTJwCwsLDglVdeYefOnZUWoDA8d9fed0ntXVSg/AINf5+8M3FNB78GeoxGCP0o\nU3J3cnJSOs01btyY1NRUZQy8vb09KSkpDzpdiHv4NrGnSYM7tff1+y7pNR5hOI6cTSE7twCAura1\n8HKro+eIhKh6ZUruXbt2Zdq0aezZswcXFxdcXV2ZO3cuCQkJ/PDDDzRoIHfGonxUKhX9itXedx+9\nxq2MXD1GJAxF8Sb5Dr71MZF1MYQRKlNyHzNmDE2bNmXRokUAjB8/njVr1tCtWze2bdtWYh56IcrK\nx90eD5ei2ruW9fvk2bt4PLcycom9eAsAFdDOVxaJEcapTL1MrKysWLBgAWq1bhrH0NBQfv/9d06e\nPIm3tzeNGzeuzBiFgdLV3pswbVUMoKu992rbCAfbWnqOTFRXe07coGigbovGdtS1ra3XeITQl3LN\nxVh8VbjGjRvTq1evcif2o0ePEhERAUB8fDwvvfQS4eHhTJo0icLCQgBWr15N//79GTRoEDt27CjX\n9UX14t3YjqautgBoCrXy7F08Mq1Wy567muSFMFal1tz79OlT5ouoVCrWrl370OMWLlzI2rVrqV1b\ndzcdGRnJmDFjCA4OZuLEiWzfvp2AgACWLVvGzz//TF5eHuHh4bRv3/6+y82K6q/o2fuXK3W19z+P\nXadXSCOpcYlyO3MljaS0HABq1zQj0NNRzxEJoT+lJncfHx9UFdwRxc3NjTlz5vDBBx8AEBsbS5s2\nbQDo1KkTe/bswcTEhFatWmFubo65uTlubm7ExcXh5+dXobGIJ0eLRnZ4utpyJiEdTaGWdXvjebln\nc32HJaqZv47fqbUHeztjXsNUj9EIoV+lJvfPP/+8wt8sLCyMhIQEZVur1So3EJaWlmRmZpKVlVVi\naVlLS0uysrIqPBbx5FCpVPTt2IT//XAEgD3Hr9M7pBGOdaT2LsomJ6+AA3FJynZHmW5WGLkyT9tU\nUFDA+vXr+fvvv0lOTua///0vhw4dwsfHh+bNH62WZWJy55F/dnY2NjY2WFlZKcvMFu2/3zryd7Oz\ns8DMTO7UARwdH15eT5q6da3YEH2Z2As30RRq2Xb4Km+/0ErfYT1QdSzn6qgs5bw1Oh51vq7Pjls9\na1r7NqjwlkdDJ/+fq0ZVlXOZkntqairDhg3j9OnTeHh4cPbsWbKzs9m6dSufffYZS5YsUWawKw9v\nb2+io6MJDg5m9+7dtG3bFj8/P2bOnEleXh5qtZrz58/j6fnwhUVSU2+X+/0NkaOjNcnJmfoO45H0\nDnYj9sJNALYfuEJooAtOT2jtvTqXc3VS1nLesPei8nOItzMpKdLaVx7y/7lqVEY5l3azUKbe8pGR\nkWRlZbFlyxbWrFmjrAo3e/Zs/Pz8mD59+iMFNW7cOObMmcMLL7xAfn4+YWFhODo6EhERQXh4OEOH\nDuWdd96hZs2aj3R9Ub00b2RH839mEyvUalm355J+AxLVwo1btzmXkA6AqYmKEB8Z2y5EmWruO3bs\n4JNPPsHFxQWNRqPsNzc359VXX+W9994r8xu6urqyevVqANzd3Vm+fPk9xwwaNIhBgwaV+ZrCcPTt\n4E7cCt2z970nbvBsu0Y42VnoOSrxJCs+I52fhwM2ljKyRogy1dw1Gk2pteeCgoIS67sL8Ti83Oxo\n0cgO0NXef997Sb8BiSeaprCQvSeKjW2XjnRCAGVM7m3btmXu3Lmkp6cr+1QqFfn5+SxdupTWrVtX\nWoDC+BRfMW7fiUQSpT+FKEXsxVukZelmzrSxNMe3iYOeIxLiyVCm5D5+/HgSExPp1q0bI0eORKVS\nMWvWLHr16kVcXBxjx46t7DiFEfFsWAfvxsVq7/LsXZSieJN8O596mJmWa9JNIQxWmf4S3NzcWLt2\nLS+88ALp6em4ubmRkpJCly5d+PXXX/Hw8KjsOIWR6dehifLzvtgb3LgltXdR0oVrGRw5e2e56fbS\nJC+Eoszj3B0cHErtOJeamoqdnV2FBSVEU1dbfNztib14C60Wft9zkdf6+Og7LPGESM9WM/eX42gK\ndf19PBvWwaWupZ6jEuLJ8cCau1qtZvfu3ezevZucnJx7Xi8oKGDRokWEhYVVWoDCeBVf7/3vk4lc\nv5n9gKOFsSjQFDLv1xOkZuYBYFHTjFd7yXTFQhRXas39woULDB8+nOvXdc+0GjRowJIlS2jYsCEA\nO3fuJDIykvj4eFxcXKomWmFUPFxsadnEnhMXimrvl3j9Oam9G7vVO85x5koaoFuzfURfHxkuKcRd\nSq25f/nll2RnZzN58mSmTZuGqakpn3/+Ofn5+YwfP56RI0dy69Yt3n//fTZu3FiVMQsjUrznfPTJ\nRK6lSO3dmO07cYNtB++sT/GvTk2kh7wQ91Fqzf3IkSO89dZbDBw4ENA9cx8xYgTjxo1j48aNPP/8\n87z77rvyrF1UKo8Gtvg2ceD4hZtogbV7LvKfvi31HZbQg/gbmSzZFKdsB3o60jukkR4jEuLJVWpy\nz8jIKLEgjK+vL7m5uezdu5fFixfTtm3bKglQiL4d3Dn+z5zzB04l0addFi6OVnqOSlSlzNtqotYc\nJ79AtzhMfQcLhvVuIYvDCFGKUpvlNRoN5uZ3pnEsmqFu/PjxkthFlWrSwAY/D13Tq672fkmv8Yiq\npSksZP5vsdzMyAWgdk1TRvX3pXbNMg/2EcLolHvGh2bNmlVGHEI8UPFn7wfjkkhIllW/jMXPuy5w\nKj5V2R7+rDf1HWTYmxAPUu7kLs1gQh/c69sQ0LQuILV3Y/JnzFU2RV9Wtp9r35hWzRz1GJEQ1cMD\n27WmTp2KtXXJtWKnTJmClVXJ550qlYp58+ZVfHRCFNO3gzsx53Qzkh2MSyIhKQtXJ3n2bqgSkrKY\nteqIsu3v4cBzxVpwhBClK7Xm3rp1a0xMTMjOzlb+tW7dGpVKVWJfdnY2WVnSRCoqX6N61rRqVlfZ\n/m3PRT1GIypTdm4+UWuOk6fWLTHtbFeb1/p4YyIth0KUSak192XLllVlHEKUSd8O7sp84odOJ3M5\nMRM3Z+uHnCWqk8JCLV+vPUlSmm5WzJo1dB3oLGrV0HNkQlQfsoSSqFbcnK0J9LzzzFWevRueX/+6\nqAx9BBjWu4UMfRSinCS5i2qneM/5w2d0tXdhGA6fSWbd3kvK9oAuTQlq7qS/gISopiS5i2qnoZMV\nT3ndqb3/9pc8ezcE129m8826k8q2j7s9Eb289RiRENWXJHdRLfVtf6f2fuRsCvE3pPZeneXkFTDn\n5+Pk/tOBrq5tLUY854OpiXSgE+JRSHIX1ZKrk1WJ5tolm+LIy9foMSLxqAq1Wr5Zd5Ibt24DYG5m\nwqj+vljVlg50QjwqSe6i2urbvrEyNCr+Ribf/H6SQq1Wz1GJ8lq/95IyAgLg5Z7NZQSEEI9Jkruo\ntlwcrfh3tzvTIR86k8yaXRf0GJEor2PnU/j1zzt9JroFNaStTz09RiSEYZDkLqq1LoGudAtqqGxv\n+DueP49d02NEoqwSU2+zYO1JitpamrvVYWAXD73GJIShkOQuqr0XujbF/59V4wCWbjpdYqER8eTJ\nVRcQ9fNxcvIKALCzrsl/+rbEzFS+koSoCPKXJKo9ExMVrz/nQ8N/5pnXFGr56pfjSgct8WTRarUs\n3hDH1ZRsAMxMdR3obCzNH3KmEKKsJLkLg1C7phmjn/fD1kqXILJzC5j541GycvL1HJm426b9lzkQ\nl6RsR4R54l7fRo8RCWF4JLkLg2FvU4u3B/hhbqb7b52UmkPUmuPkFxTqOTJRJPbiLX7aeV7Z7hLo\nQke/BnqMSAjDJMldGBT3+ja81ufOrGZnrqSxdFMcWhkip3fJaTnM/+0ERb+Kpq62vBTa7MEnCSEe\niSR3YXCe8nJi4NN3el3vOXGD9fvi9RiRyFNrmLvmONm5ug50tlbmvNFPOtAJUVnkL0sYpB7BbnTw\nq69sr9l9ocRzXlF1Mm+r+eKHI1xOygLA1ETFm/18qWNVU8+RCWG4JLkLg6RSqRgS5kVztzrKvm/W\nneTCtQw9RmV8UtJziFx+mIvX75T7v7t50tTVVo9RCWH4JLkLg2VmasIb//LF2d4CgPyCQmb/fIyU\n9Bw9R2YcEpKzmLLskDIkUQUM7u7J061c9BuYEEZAkrswaFa1azBmoB+WtcwAyMhWM/unY8rkKaJy\nnLmSxufLD5OWpQbAzFTFyH4t6RroqufIhDAOktyFwXO2s2BUf19l+dCE5Gzm/xaLplCGyFWGI2eT\nmbYqhtv/3EDVMjflnYH+JVbxE0JULknuwih4udnxcs/myvbxCzdZuf2cHiMyTLuPXisxt4CNpTnj\nwgNp0dhez5EJYVwkuQuj0d63Ps+2a6Rsbz+UwPZDCXqMyHBotVrW7b3Eko1xyjh2pzq1+XBwII3q\nyfKtQlQ1Se7CqPTr2KRE8/CKbWc4dv6mHiOq/gq1WlZsO8ua3XeW23VztmJCxFM42VnoMTIhjJck\nd2FUTFQqhvduQZMGurnMtVqY/9sJEv4Zgy3KJ7+gkK/XxpZoAWnRyI5x4YHYykIwQuiNJHdhdMxr\nmPLWAD8cbHSTqOSqNcz66SjpWXl6jqx6ycnTLc6z/9SdyYFaN3dizEB/atc002NkQghJ7sIo2Vqa\nM/p5f2qZmwJwMyOP2T8fR52v0XNk1UNGtpovVhzhVHyqsi800JURfX2oYSZfK0Lom/wVCqPl6mTF\nf/q2RKUbIcfF6xl8s/4UhbLIzAMlpeUwZfkh4hMzlX3/6tSE8G7NMCkqTCGEXklyF0bNz8OB8Gc8\nle2DcUn8+ueFB5xh3C4nZjJl2SGSUnWz/KlUMLSHF33aNUYliV2IJ4beH4zl5+czfvx4rl69iomJ\nCZ9++ilmZmaMHz8elUpFs2bNmDRpEiYmch8iKkfoU67cuHVb6RS2bm88znYWtPet/5Azjcup+FTm\n/HyMXLXu0UUNMxNGPOdDoKejniMTQtxN7xlz165dFBQUsHLlSt58801mzpxJZGQkY8aMYcWKFWi1\nWrZv367vMIWBezG0Kb5NHJTtJRvjOH059QFnGJeDcUnMWB2jJPbaNc1474UASexCPKH0ntzd3d3R\naDQUFhaSlZWFmZkZsbGxtGnTBoBOnTqxd+9ePUcpDJ2piQn/6euDq6MlAJpCLVFrjnP9ZraeI9O/\nHUeuMu/XExRodH0RbK3MmfDvQDwb1nnImUIIfdF7s7yFhQVXr16lZ8+epKamMn/+fA4cOKA8v7O0\ntCQzM/MhVwE7OwvMzEwrO9xqwdFRZgR7VJ+MaMd7s3aTlplHdm4Bs34+zpdvdcTOptY9xxp6OWu1\nWn7YcpoftpxW9rk4WvLJ6+2UlfaqgqGX85NCyrlqVFU56z25L1myhA4dOvDee+9x/fp1hg4dSn5+\nvvJ6dnY2NjY2D71Oaurtygyz2nB0tCY5+eE3Q+L+VMBb/X2ZuuIw6vxCkm7d5qMFexkX3opa5nf+\nXAy9nAsLtSzfcpqdMdeUfe71bRgz0A8TjabKPruhl/OTQsq5alRGOZd2s6D3ZnkbGxusrXXB2dra\nUlBQgLe3N9HR0QDs3r2boKAgfYYojIx7fRtGFhsiF38j06hWkcvJK2DerydKJPaW7vaMfSkAawuZ\ndU6I6kCl1ep3UG92djYffvghycnJ5OfnM2TIEFq2bMlHH31Efn4+TZo04bPPPsPU9MFN7nLXqSN3\n4BVnZ8xVlm660yTdyb8BQ3t4oVKpDK6cb+cWcPR8Cgfjkjhx8ZayqhtAWx9nXu3VAjPTqq8LGFo5\nP6mknKtGVdbc9d4sb2lpyaxZs+7Zv3z5cj1EI8QdTwe4cCsjl3V74wHdcqYOtrXo066xfgOrINm5\n+cSc1SX02Eu3lA5zxXVv3ZBBXZvK5DRCVDN6T+5CPMn+1bEJN9Pz2Bd7A4Bfdl/A3rom/bpWz85H\nmbfVHDmbwsHTSZy6lIqm8P4Nd66OVnQLcqWjf4MqjlAIUREkuQvxACqVild6NSctK0+ZR33Jxjga\nudTB1b62nqMrm/RsNUfOJHPwdBJx8WmlTq/byNmaoOaOPOXlRL0q7A0vhKh4ktyFeAgzUxPe/Jcv\nn39/iITkbDSFWiK/O8C48Fa4OT+ZNfjUzDwOn0nm0OkkTl9Jo7SeNe71bZSE7lSnetysCCEeTpK7\nEGVgUcuMMQP9+b9lh0jNzFOWO/3vkCDs7zMGXh9uZeRy6LSuhn4uIZ3Seso2dbElyMuRQC9H6tpK\nQhfCEElyF6KM7G1q8c5AfyK/P0ROnoa0LDUzVh9lwuBALGrV0EtMaVl5/B2byKHTSZy/lnHfY1RA\ns4Z1CPLS1dDtrGtWbZBCiConyV2IcnB1smLUv3yZ8eNRCjRarqZkE7XmOO8MCqjSdcwLNIVsPXiF\n3/66iDr/3vH3KhU0d7MjqLkTgc3qYmslCV0IYyLJXYhyatHYntEvtGLaisMAxF1OY9GGU7zWx7tK\nhoyduZLGsi2nuZpcct57UxMVLRrpEnpAs7rYyIQzQhgtSe5CPIKnn2rIpatp/LxLt/Z79MlE7G1q\nMvDpppX2npm31fy48zx/HbteYr+royXdW7sR0KwuVrX183hACPFkkeQuxCPq1bYRtzLy2HHkKgAb\n/76Mg00tuga6Vuj7FGq17Dl2nR93nicr5866CzVrmNK3gzvPBLnqZfY4IcSTS5K7EI9IpVIR3q0Z\nqZl5xJxLAeD7rWews6pJqwpa5zwhOYtlm09zNiG9xP5AT0fCn2n2xPTUF0I8WeR2X4jHYGpiwojn\nfHCvr1u5UKuFBWtjOX8t/SFnPlieWsOPO87xyeIDJRK7g00t3n7ej1H9fSWxCyFKJcldiMdU09yU\n0c/74VhHl2zVBYXM+vEYiY+4DPGRs8n895u/2Rh9WZke1tRERa+2jfjstWACmtatsNiFEIZJkrsQ\nFcDG0px3BwUoHdqycvKZseooGbfVZb5GSnoOs386xpyfj3MzI0/Z79mwDh+/0prnn/agZo0Hr44o\nhBAgyV2ICuNsb8Ho5/2U8e5JabpknZeveeB5BZpCNv4dz3+/iVae3QNY1a7BsN4tGBfeChdHq0qN\nXQhhWCS5C1GBPFxsGfGcD0Wj3S9cy+DrtbEUlrL62pkraXyy+AA/7jxfYjKaTv4NmPJ6W9r71kcl\ny60KIcpJessLUcECPR0J7+bJ91vPAHDkbArfbzvD4G6eSqLOvK3mxx3n+ev4vWPWh4Q1p6mrbZXH\nLYQwHJLchagEoU+5cjMjl03RlwHYcfgqdW1qERbsxl/HrvPjjnNk5xYox8uYdSFERZLkLkQlef5p\nD25l5LL/VBIAP+48z77YRBKSs0ocJ2PWhRAVTZK7EJXERKViWG9v0rPUnL6SBlAisTvY1OLf3T1l\naJsQosJJ+58QlaiGmQmjBvjSoK6lsk/GrAshKpvU3IWoZJa1avDuIH9W/nEOUxMVz4Y0kqFtQohK\nJcldiCpgb1OLN/q11HcYQggjIc3yQgghhIGR5C6EEEIYGEnuQgghhIGR5C6EEEIYGEnuQgghhIGR\n5C6EEEIYGEnuQgghhIGR5C6EEEIYGEnuQgghhIGR5C6EEEIYGEnuQgghhIFRabVarb6DEEIIIUTF\nkZq7EEIIYWAkuQshhBAGRpK7EEIIYWAkuQshhBAGRpK7EEIIYWAkuQshhBAGRpK7EEIIYWAkuQsh\nhBAGxkzfAYiqce7cOebMmUOdOnUICQmhR48e+g7JIB08eJC1a9ei0Wg4f/48K1eu1HdIBis69z9h\nugAAEERJREFUOppZs2bRtGlTevfuTXBwsL5DMkjnz5/nu+++Iy0tjbZt2xIeHq7vkAzSlStXmDdv\nHllZWcyePfuxryc192pgwoQJhISE8Oyzz5bYv3v3bsLCwujWrRtff/31A6+xe/duIiIi+OSTT/j1\n118rM9xqqyLKOSgoiMmTJ9OlSxf69etXmeFWaxVR1iqVCgsLC9RqNfXq1avMcKutiihnDw8PJk+e\nzMyZMzl8+HBlhlttVUQ5N2zYkClTplRYTFJzrwb69+/P4MGDGTdunLJPo9EwefJkFi9ejLOzM88/\n/zxdu3ZFo9Ewffr0EudPmTKFvn37EhUVxfbt20lLS6vqj1AtVEQ5Ozg4APD777/zf//3f1Uaf3VS\nEWUdFBREmzZtSElJITIykmnTplX1x3jiVdT/6e3bt/PDDz/Qt2/fqv4I1UJFfndUFEnu1UDr1q1J\nSEgose/YsWM0atSIhg0bAtC7d2+2b9/OiBEjWLBgwX2vM2nSJDQaDaNGjar0mKujiirna9euYW1t\njZWVVaXHXF1VVFkD2NjYkJ+fX6nxVlcVVc6hoaGEhoby+uuv06dPn0qPu7qpyP/PFUWSezWVmJhY\noinS2dmZY8eOlXp8QkICCxYs4Pbt2wwbNqwqQjQI5S1ngJ9++on+/ftXdmgGp7xlvWXLFv766y8y\nMjL497//XRUhGoTylnN0dDRbt25FrVbTuXPnqgjRIJS3nFNTU5kxYwYnT55kwYIFjBgx4rHeX5K7\nkXB1deXTTz/VdxhG4e2339Z3CEahe/fudO/eXd9hGLzg4GDprFgF7OzsmDx5coVdTzrUVVPOzs7c\nuHFD2U5MTMTZ2VmPERkmKeeqI2VdNaScq4a+y1mSezXl6+vLpUuXuHLlCmq1mvXr19O1a1d9h2Vw\npJyrjpR11ZByrhr6LmeVVqvVVtm7iUfy7rvvsn//flJTU3FwcOCtt95i4MCB7Nq1iylTpqDRaBgw\nYAAjR47Ud6jVmpRz1ZGyrhpSzlXjSSxnSe5CCCGEgZFmeSGEEMLASHIXQgghDIwkdyGEEMLASHIX\nQgghDIwkdyGEEMLASHIXogLIoJOKUZHlKL8TYcwkuQuDFhERgZeXV4l//v7+PPfccyxfvrxC3mPb\ntm1MmjSpXOeMHz/+nuUhjV1UVBQrVqx47Ouo1Wo+++wztm/fruzr2rV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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index 2836252..640006e 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -6,7 +6,8 @@ class AssaySimulator(object): """ - Class to predict fluorescence data using an AssayTools pymc model. + Class to predict fluorescence data using an AssayTools pymc model. Upon initialization of this class, fitted + fluorescence parameters from assaytools are generated. Example ------- @@ -151,7 +152,7 @@ def simulate_fluorescence(self, DeltaG=None, p_total=None, noisy=True): if noisy: Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.l_total)) else: - Fmodel = self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length + Fmodel = self.F_PL * PL + self.F_L * L_free + self.F_P * P_free + self.F_buffer * self.path_length + self.F_plate if noisy: Fmodel += np.random.normal(loc=0.0, scale=self.sigma, size=len(self.l_total)) @@ -159,7 +160,8 @@ def simulate_fluorescence(self, DeltaG=None, p_total=None, noisy=True): def fit_deltaG(self, p_total=None): """ - Estimate the binding free energy given the fluorescence model parameters using least-squares fitting. + When called, this function generates a target fluorescence profile, with added noise, and the free energy is + estimated using least-squares minimization. Parameters ---------- @@ -175,13 +177,15 @@ def fit_deltaG(self, p_total=None): if p_total is None: p_total = self.p_total - # The fluorescence data that will be fit to - target = self.simulate_fluorescence(p_total) + # The fluorescence data that will be fit to. Random noise is added the fluorescence data with noisy=True. + target = self.simulate_fluorescence(p_total, noisy=True) def sum_of_squares(DeltaG, target=target): """ The sum of squares between model fluorescence and the target """ + # Predicting the fluorescence as a funciton of DeltaG. As this should be determistic, no noise is added + # to the signal model = self.simulate_fluorescence(DeltaG, p_total, noisy=False) return np.sum((model - target)**2) From 97f08a51c13e8e9162878d48a3d4bb6534cf3cd8 Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Wed, 12 Apr 2017 14:32:34 -0400 Subject: [PATCH 07/12] Fixed bug that resulted in abnormally high predicted errors. The functionality of AssaySimulator was slighlty changed so that instead of fitting a single binding free energy, multiple estimates of the free energy are returned instead. --- experimental_design/ExperimentalDesign.ipynb | 203 ++++++++++++++++--- experimental_design/assay_simulator.py | 60 +++--- 2 files changed, 199 insertions(+), 64 deletions(-) diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb index 07b2864..26b361f 100644 --- a/experimental_design/ExperimentalDesign.ipynb +++ b/experimental_design/ExperimentalDesign.ipynb @@ -120,9 +120,9 @@ "outputs": [ { "data": { - "image/png": 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8OQ4ODkyePFnjbYKZmZkEBgbStm1bbG1tlVcC57Z+/Xrat2+PlZUVnTt31qjb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UKVNwd3enadOmjBs3Tms2wZycHMLCwmjVqhWOjo7KlMD5fffdd7Rp0wY7Ozva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\n6LrB0YPVAIwpyiIjyznANRqZupVHAGDPnj2899571NTU8M1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PP01LSwtPPvlkaqLfz372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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -174,9 +174,9 @@ "outputs": [ { "data": { - "image/png": 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VFe3bt5fjEsB/0zN///03Pj4+2Nra0rRpU5YsWaLQxuvk27JlCw0bNmTlypU0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\nW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NbxEuGDDJx4AVQFECiuuxVnyWXTOua54LNgjBeO9xdy/2+oLua6yuJpu0cudHQhoKOj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\nbrxrKUNFsVNedNh5k6PKfLd1ao0vHWLG4aUPa8owW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1tG3bFnt7ezp06CD7JYD/lmf+/PNPfH19cXJyolmzZixZskSljJfJt3XrVho1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\nkrYbffpeLBUN5n1QKFBH3Is2fgwud4fYLdmpzs+vr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LC0FBQfL5KsuqVato164d9vb2dOzYUZ6XAP7/8czevXsJDAzEycmJFi1asGDB\nArU8nla+TZs24eHhwdKlS/Hw8KBly5ZkZ2eTm5vLjBkz8PT0xNXVlQkTJvDdd9/h5+dX4rkAuHbt\nGsHBwfIshKNHj1abYyA7O5sJEybg7e2No6MjH374YbH5PIQ3mwgEhDdOXFwcQ4YMoX79+syfPx9P\nT0+mTJlSavp169Zha2uLq6sr69at45tvvuGrr74CVP0EJk+eDMCkSZOIjo6md+/eREZGYmVlxcCB\nA4vd4JYsWcL06dMZP348lpaWbN68mZEjR+Lu7s7ChQv54IMPmD17NkuXLlXbbtasWZiZmREVFcWn\nn37KqlWrWL9+PQDz58/H3Nwcf3//EqdpflxoaCi2trZERUXh5OTEqFGj2Lt3b6npN27cyKlTp5g1\naxZTpkwhNjZWnmymqFyrV69m4MCBfPfdd1y4cIEdO3aUWYarV68SHh5OSEgIERER5ObmMmzYMDmw\nOXDgACNGjMDBwYHIyEiaN2/OyJEjy8zzyfNUNB3y/v37USqVLFiwgD59+iBJEkOGDGHbtm0MHz6c\nsLAwdHR0CAgIkCc7ysnJoXfv3hw/fpyJEycyZ84cHjx4QK9eveSpiUtSNL13hw4dWLhwIc2bN+eL\nL74oVh/jx4/HycmJhQsX4uvrS2hoqDw5VnnKB6pZ87Zu3crcuXMZP348+vr6fPnll2zatImQkBDm\nzZvH9evXiY6OLrW8Dx48oGfPnty+fZs5c+YwdepU4uLiCAwMlGcvnDlzJkeOHGHChAksXryYBg0a\nMGzYsOc6g6nwH/cKhzcWhBfis88+k9599121sfynT58uWVtbS6dPn5YkqfgY50/OlVA0pnlR+oSE\nBMna2lpav3692r569+4tBQQEqG0THR0try8sLJS8vb2lkSNHqm03f/58ycXFRcrKypIkSTVG/YAB\nA9TSfPDBB9LgwYPlz08b775oHPdRo0apLe/WrZvUo0ePEo+rV69eUrNmzaScnBw5/axZs+Q5E1JT\nU6UmTZpIixYtktfn5ORInp6eavX3+FwO4eHhkrW1tXTq1Cl5/e7duyVra2t5TPiPP/5Y6tWrl1o5\np02bpjZOfUmePE9jx46VrK2tpbS0NHnZgQMHJGtra+nQoUPysvz8fKldu3bSuHHjJEmSpB9++EFq\n0qSJlJCQIKfJyMiQmjZtKkVERJS474cPH0oODg7Sd999p7Z8/PjxUuvWrSVJ+v9zMHnyZHl9YWGh\n1KxZM2nPLtTLAAAgAElEQVTatGnlLl/R3BC///67nCYxMbHY3BDZ2dmSp6en5OvrKy97/FzMnTtX\ncnNzU5tj4vr161KTJk2kzZs3S5IkSf7+/tKkSZPk9bm5udLs2bOlCxculFgPwptHtAgIb5wTJ07Q\nokULtfne27Vr90x5FvUZ8PHxoaCgQP7XsmVLTpw4oTY3fP369eW/r1y5wr1792jVqpXadj4+PmRl\nZXH69Gk5rZOTk9o+q1Wrptahsbz8/f3VPvv6+nL69Gm1aZUfZ2Njg66urvy5evXq8ux9p06dorCw\nEB8fH3m9rq4uLVu2LLMMWlpa2Nvbq+UJqlkBc3NzOXXqFK1bt1bbpn379uU4uuLMzMzUZoqLjY2l\nUqVKuLu7y/UN4O3tzZEjR+Q0devWpW7dunIaPT093Nzc5DRPiouLIzc3t8RzeePGDbXHCo8/p9fQ\n0MDCwkI+l+UpX5HHr6Vjx44B0KZNG3lZpUqVyjwXsbGxODs7Y2xsLO+rRo0aNGjQQH6s1bRpU9av\nX09QUBDr1q0jNTWVcePGPfURlPDmEJ0FhTdOeno6pqamasuqVq36THmmpaUBqN0QH5eamir/bWZm\nVmy7kSNHltj0ff/+ffnvSpUqqa3T0ND4V+MGVKlSRe2zmZkZBQUFpU7N++R+i6ZmBeS55itanzo6\nOmrzuxf9rVQqefjwIUqlUq2eSip3eT25XVpaGo8ePVILRIoUTX+clpZGYmKi/HjhcfXq1StxP0Xn\nskePHiWuv3//PhYWFgDo6emprXv8XJanfEUer6PU1FS0tbXlqX2LlHUu0tLSOHXqVInHaW5uDsDE\niROxsLDg559/5o8//kBDQ4OWLVvKj6qEN58IBIQ3jomJCcnJyWrLir7E/y0jIyMUCgU//vgjmpqa\nxdabmppy9erVErcD+Oqrr0p8+6B27drPVK6SFN28izx48AAdHR0MDAwqnJeJiQkAKSkpaq/rPUt9\nVqlSBW1tbbUOa0X7eB6MjIyoUqUKixYtKjNN48aNmTFjRrF1Ojo6pW4DEBkZWeKri/Xr1y9XvZSn\nfCWpVq0a+fn5pKenqwUDZdWboaEhPj4+DB06tNi6outBT0+PoUOHMnToUBITE9m5cydRUVGEhYUx\nderUCpVReD2JRwPCG8fDw4M//vhDrSm8qKPWv+Xm5oYkSWRmZuLg4CD/i4mJYcWKFWhplRxTW1lZ\nYWJiQlJSktp2aWlphIWFkZmZWe4yPP4Luyx//vmn/LckSezatQt3d/dyb/84FxcXdHR01HqRFxQU\ncOjQoQrnVURTUxNnZ+diHRj37Nnzr/N8nJubGykpKejr66vV+datW/nll18AcHV15ebNm9SqVUte\nb29vz4oVK9i3b1+J+To5OaGtrU1ycrJavpcuXSIyMvK5lq8kLi4uaGhoqNVbXl6e2vkuaV+JiYnY\n2NjI+7G2tmb+/PkcP36cwsJCOnXqxIoVKwDV9TpkyBCcnZ25c+dOuY9JeL2JFgHhjRMUFETXrl35\n7LPP6NmzJ/Hx8axZs+aZ8mzSpAn+/v6MHj2akJAQGjRowNGjR1mwYAEDBgwo9SarpaXF559/ztdf\nfw2Ap6cnN2/eZN68edSrV69CLQLGxsacPXuWo0eP4u7urtYH4nEbN27E3Nwce3t7fvrpJxISEuS3\nICrK0NCQwMBAlixZgp6eHk2aNOGHH37gwYMHxcZiqIjPPvuMfv36MXHiRNq3b09cXBz/+9//gPIH\nPKXx9fXFwcGBQYMGERISQo0aNdi5cydr166Vf+F269aN1atX079/fwYNGoSJiQnr1q3j999/5/33\n3y8xXzMzMwICAvj66695+PAhjo6OXLhwge+//57WrVtjaGhYrhaB8pSvJHXr1uW9995jxowZZGdn\nU6tWLVatWsX9+/dLHUCoX79+/PzzzwwYMIDevXujra3N8uXLiYuLY/jw4WhqauLo6EhkZCS6urpY\nWVlx6tQpjh8/LloD3iIiEBDeOI0aNWL58uXMmTOHzz//nPr16/PVV18xevToZ8p37ty5hIWFsXjx\nYpKTk6lVqxYjR44kMDCwzO169eqFnp4eK1asYPny5ZiYmNC+fXtGjBhR6s28JIMHD2by5MkMHDiQ\nnTt3yh3wnjRx4kTWrVtHREQEVlZWLF68GDc3twod6+OGDRuGnp4ea9asIT09nXbt2vHRRx+V2qmu\nPDw9PZkzZw6RkZFs2bIFW1tbRo4cyezZs9HX1//X+YKqxWHZsmXMnTuXb7/9lszMTOrWrcvs2bPp\n0qULoApw1qxZw5w5c5gyZQp5eXk0atSIqKioMjvfjR49GjMzM9avX094eDgWFhb06dOHkJCQ51q+\n0kyZMgU9PT1CQ0MpKCigU6dOtG/fnoSEhBLT16xZk7Vr1/Ltt98yevRoFAoFdnZ2REdHy6NlTpw4\nEX19fRYuXChf12PHjqV79+7lPibh9SamIRYE4aXbvXs3derUwdraWl62bt06eRyDJzvECaq+AIcO\nHcLX1xdDQ0N5eY8ePahatSrz589/haUTXmeiRUAQhJfujz/+4ODBg4wcOZIaNWpw+fJlvv/+e95/\n/30RBJRCT0+PqVOn8ttvv9GjRw+0tLTYsWMHcXFxZQ4qJAhPI1oEBEF46bKyspg3bx579uwhOTkZ\nCwsL3nvvPT777LNSe+0LcPr0ab7//nvOnDlDfn4+NjY2DBky5JknoxLebiIQEARBEIS3mHh9UBAE\nQRDeYm9lH4H79zOee56mpvqkplZ8OFjh/4k6fHaiDp+dqMNnJ+rw2b2IOjQ3NypxuWgReE60tIqP\nNidUjKjDZyfq8NmJOnx2og6f3cusQxEICIIgCMJbTAQCgiAIgvAWE4GAIAiCILzFRCAgCIIgCG8x\nEQgIgiAIwltMBAKCIAiC8BYTgYAgCIIgvMVEICAIgiAIbzERCAiCIAjCW0wEAoIgCILwFhOBgCAI\ngiD8h5y+nEz4upPcfpD1Uvb3Vk46JAiCIAj/NZIksfPoDX76IwEJKCgoJKCdzQvfrwgEBEEQBOEV\nK1QqWfP7RfbF3Qagkq4W3g41Xsq+RSAgAJCdnUVAwMeEhAzH17eNvNzbu2mp20yYMIV33+1U4rr0\n9HQiIr7j0KE/USqVtGrlx+efj8DAwLDU/GxsbAgOHkbPngHF1s2cOYUdO34t8xj69RtIYODgMtMI\ngiD81zzKLWDBz2c4k5gCgKmRLlMHeWKo/XKe3otAQCA7O4tx40aSlHS32LqFC6OLLYuKCuP27Vu8\n807zUvOcOHEMt2/fYtSo8eTm5hAZGUZKSjJz5oT+qzL27TuAzp27yp9nzJiMpaUlffoMkJdZWFj8\nq7wFQRBelZT0HEJ/Os3N+5kA1KlmSEibOuidPExhEyc0jYxeeBlEIPCWO3nyOHPnziYlJaXE9fb2\nDmqfDxzYx+nTcYSHL8TU1KzEbU6c+IsTJ/5i0aIV2NnZA2BubsHw4cHEx1/AxqZxhctZq1ZtatWq\nLX/W09PDxMS0WPkEQRBeF9fuZhC24RRpmXkAODWowoDWdUn6ehopKSmYtPXH4uNPXng5xFsDb7nx\n40dhZdWQefPCn5o2Ly+PiIjvaN26Ha6upT8yOHYsFlNTMzkIAHB1bYqBgQGxsYfLVS6lUsmkSeNo\n396XS5culmsbQRCE18WphAd8veaEHAS0dq1NyIf2pK1eTsE/P8z0LOu8lLKIFoG3XFTUEqysGnLn\nzu2npt2yZSP3799jyJChZaa7ceM6tWvXVlumoaFB9eo1uXHjernK9d13czhy5DDffx9Jo0bW5dpG\nEAThdbDn+E3W7r6IJIEC6NG6EW3dLUnZsY2sv08DUKW5J0aepT9+fZ5EIFABibfT2XroCjl5hcXW\naetokl/C8udNT0eT97zqY1XT+LnkZ2XVsFzplEolGzb8SOvWbalevXqZabOzs6hUyaDYcn19fbKy\nnv5e7PLli9m+fStz54aJpn9BEN4YSqXE+j8S+P3YDQB0tDUY/J4dLtbmPLp0kQebNwKgbW5Bw5Ah\npGYrX0q5RCBQAbv+usGpy8mvuhhU0tVi0Pt25U6vVCpRKv//glIoFGhqalZon3/9dZTbt28xbdrs\np6aVJAkNjZKfOmloKMrcdvfu37h4MZ5OnTqX+fhBEAThdZKbX8jiX85y8tIDAIwNdBjWzZH6NYwp\nyEjn9qIoUCpBS4tT7W1YsmsqH1t/iJO5/VNyfnYiEKiAtk0tyckteOUtAm3dLSu0TXT0EqKjl8if\nq1evwYYNWyuUx4ED+6hVqzaNG9s+Na2BgSHJyQ+KLc/OzqZOnbplbpuQcIlmzd5h587tfPJJAHXr\n1qtQOQVBEP5rHmbmEr7xNFfuZABQq6oBw7o7UrVyJSSlkrtLF1OYlgbAcQ8LDhbGQyEkpF0RgcB/\njVVNY4Z1dypxnbm5EffvZ7zkEpVP585d8PJqIX/W1tapcB6xsTH4+vqVK62lZR3+/vuU2jKlUsnd\nu7dp1659mdv26PEpgYFB9Or1EXPnziYiYlGFyyoIgvBfcet+JqE/nSY5PQcA23qmBH/ggL6e6vab\nsv1Xss+eAeBSvUocrJMPKLCzsMa/bvm+c5/VSw8EPvzwQwwNVYPK1K5dm6CgIMaNG4dCoaBRo0ZM\nnjwZDQ0N1q9fz48//oiWlhZDhgzB19eXnJwcRo8eTXJyMgYGBnzzzTeYmZkRFxfHzJkz0dTUxNvb\nm5CQkJd9WP9pVauaU7Wq+b/ePi0tjTt3bmFnV77n9W5u7qxeHc25c2ewtVVFsydO/EVWVhZubs3K\n3NbExAxdXV2GDfuCceNGsmPHr6UOWiQIgvBfdu5qCpGbz/AotwCAFo41CPC3QUtT9eg0+8J5kn/e\nDECqkSa73A1AoaB9XT/6NOtCSnL2SynnSw0EcnNzkSSJ1atXy8uCgoIYPnw4Hh4efPXVV+zZswdn\nZ2dWr17Nxo0byc3NpWfPnnh5efHDDz9gbW3N559/zrZt24iKimLixIlMnjyZiIgILC0tGTRoEOfO\nncPW9ulN2EL5JCYmAGBpWXKzfmpqKrdu3aR+/foYGBji5uaOra09EyaMITh4KAUFBURGhtG8uTeN\nGzcp1z69vVvi6elFZGQoXl4tMDau/NyORxAE4UX789RtVu2Mp1ApAdC1pRUd3qmLQqHqJ1Xw8CG3\nFkeBJFGgCdu9K6Ojb8hA2x7YVWmMpkbF+nE9i5c6jsCFCxd49OgR/fv3p3fv3sTFxXH27FmaNVP9\nSvTx8eHw4cOcPn0aFxcXdHR0MDIyok6dOly4cIHjx4/TokULOW1MTAyZmZnk5eVRp04dFAoF3t7e\nHD5cvnfVhfJJTU0FwKiUEa5iYg4SFNSP+PgLgKoz4jfffIeDgxNz5sxi/vzv8fJqweTJMyq032HD\nRpGdnU1U1NPHOBAEQfgvkCSJTQcuE73jAoVKCS1NDYI629HRs54cBEhKJZci5yGlqx4n73Mzwqhu\nA8a7D8euSsUHXHtWL7VFQE9Pj8DAQLp3787Vq1cZOHAgkiTJlWNgYEBGRgaZmZlqNx0DAwMyMzPV\nlj+etuhRQ9HyGzdulFkOU1N9tLSef7Rlbv7ih4J8UczNbYiPjy9xXY8eXejRo0up2/bp05M+fXo+\nkZ8RCxbMr1AZnty/ubktf//9d4lpt22rWGfHt8nrfB3+V4g6fHZvYx3m5RcStu4kB07eAsBIX4eJ\n/ZthW7+KnKagsIDtYdOokqgaU+V8PV3qd+hET6cP0XqiFeBl1eFLDQTq169P3bqqppH69etjYmLC\n2bNn5fVZWVkYGxtjaGio9r55VlYWRkZGasvLSmtsXPY79qmpz/+5y3+5s+DrQtThsxN1+OxEHT67\nt7EOM7LzmL/pby7dfAhANdNKDP/ICXNDHbkuUnJS+eW3BXjuV42WmlpZi3p9B+NU25XUJ/oDvIg6\nLC2weKmPBjZs2MDXX38NQFJSEpmZmXh5eREbGwvAgQMHaNq0KY6Ojhw/fpzc3FwyMjK4fPky1tbW\nuLq6sn//fjmtm5sbhoaGaGtrc/36dSRJ4uDBgzRtKt4/FwRBEF6OpJRsZq4+LgcB1rUrM6F3U6qZ\n6stpzjw4T9i+eTjvvoQCKNBSUDd4OE61XV9Rqf+fQpIk6WXtLC8vj/Hjx3P79m0UCgWjRo3C1NSU\nSZMmkZ+fj5WVFTNmzEBTU5P169ezbt06JEli8ODB+Pv78+jRI8aOHcv9+/fR1tZm3rx5mJubExcX\nx6xZsygsLMTb25sRI0aUWY4XEam+jRHw8ybq8NmJOnx2og6f3dtUhxdvpBGx8TRZOao3A96xrUa/\nDk3Q1lL9zi5UFvLrld/ZdWUvXfamUftePgBV+/TFrEWrUvN9mS0CLzUQ+K8QgcB/k6jDZyfq8NmJ\nOnx2b0sdHjl3l+XbzlNQqLqNdmpejw9b1Jf7vT3MTSf67FoupSXieSqTZmdVzf/Gzb2p3n9AqfnC\nyw0ExIBCgiAIglABkiSxLeYamw4kAqCpoaB3extaONaU08SnJBB9di0Z+ZnUuZ2L+z9BgE7NWlh8\nGvBKyl0aEQgIgiAIQjkVFCpZtTOeg6fvAKq5X0I+tKdJPTMAlJKSnVf3su3KLiQkDLML6RT7CAWg\n0NWlRtBnaOjqvsIjKE4EAoIgCIJQDtk5+URuPsP5a6qxVapW1mNYdydqVVXNtpqRl8nKcz9yPkX1\nVoAOWvQ+oYn2ozwAqvXqg27NmiVn/gqJQEAQBEEQnuJB2iNCN5zm9gPV6+r1axgxtJsTlQ1Uc7dc\nTrvK8rNrSMv95/VBfXMCrlQl/7rqTbfKPi0x9mz+agr/FCIQEARBEIQyXLmTTtiG06RnqX7Zu1qb\nM/A9W3S1NZEkiT03DvDz5R0oJdV0724WTnyYb839PZEA6FpaYt7j01dW/qcRgYAgCIIglOLExfss\n/uUseQWqm7x/M0u6t2qIhoaC7PxsVp1fz98PzgGgpdCka6P3eUevEdenTwZAoatHjcGfoaFT8Vlf\nXxYRCAgAZGdnERDwMSEhw/H1baO2rnfvj0lMvKy2rHLlymzbtqfU/JKS7jJ/fignT/6FQqFBs2Ye\nhISMwNTUrNRtbGxsCA4eRs+exXvUzpw5hR07fi3zGPr1G0hg4OAy0wiCIJSHJEnsOnaDdXsTkACF\nAnq1tcbXtTYA19JvsOzM/0jOUfUXqKJnxgD7XljqV+fGt1+j/GfE2+p9+qFTvfqrOoxyEYGAQHZ2\nFuPGjSQp6W6xdfn5+Vy7dpWgoBCcnd3k5VpapV86BQUFjBkznJycHEaNGo8kSURFRTB27BcsWLAM\nTc2Kz/PQt+8AOnfuKn+eMWMylpaW9Onz/+/iWlhYVDhfQRCEJxUqlfyw+xJ7T6jmDNDV0WRIZzsc\nG1RFkiQO3Iph06WtFEiFADhVtaNXk4/Q167E/fU/knNZNWNr5VZ+GDXzeGXHUV4iEHjLnTx5nLlz\nZ5OSklLi+qtXEyksLKRFi1bUrVuvXHnGx1/g8uUEwsIW4ObmDoCBgSFffBHCpUvxNG5c8Smia9Wq\nTa1ateXPenp6mJiYYm/vUOG8BEEQSpOTV8DCn89y+nIyACaGOgzv7kSdakY8Kshh7YUNnLh3GgAN\nhQYfNOiAn2ULFAoFmXEnSf39NwB069TF/OMer+w4KuKlzjUg/PeMHz8KK6uGzJtX8lS/CQmX0NXV\npXZty3LnmZ+v6lBjYGAgLzM2rgxAenp6ufJQKpVMmjSO9u19uXTpYrn3LQiC8G+lZuTy9ZoTchBg\naWHIxN5NqVPNiFuZd5hzLFwOAkx0KzPCNYjWdXxQKBTkP7jP3eVLANCoVEk1XoD2f7dfwONEi8Bb\nLipqCVZWDblz53aJ6y9fTsDYuDKTJ4/n6NFYFArw9W3D0KFfoK9vUOI29vaOWFvbsGhRJGPHTgJg\nwYIILCyq4ejoXK5yfffdHI4cOcz330fSqJH1vzs4QRCEcrqelEHYhtOkZuQC4GBVhaDOdujpaHL4\n9jHWX9xMvlI1n4CtmQ19bHtgqKP6DpQKCri9MApltmr0wGp9+6PzGj2qFIFABVxNv86OK3vILcwt\ntk5bW5P8/MIXXgZdTV3erd+aesZ1nkt+VlYNy1x/+fIlUlKSadjQmu7dP+HSpXiWLl3EnTu3CQtb\nUOI2WlpajBkzgVGjhtKtWydA1SIQEbEIPT29p5Zp+fLFbN++lblzw0TTvyAIL9zficlEbTlDbp7q\nO9zXpRY92zaiQCpg9fmNxN49DoACBZ2s2tGuri8aiv9vUL//0zpyr14BwMSvDUb/PBJ9XYhAoAL+\nuHGQM8nnX3Ux0NPSpZ9dz3KnVyqVKJVK+bNCoSh3h70hQz4nLy9fviE7OblgamrG5MlfcurUSZyc\nXIptc+lSPJ9/Phhr68Z8+WUfFAr44Yf/8cUXIURGLinzMcPu3b9x8WI8nTp1xtVVTCctCMKL9efp\n26zcEY9SklAAH/k1pJ27JUnZ91h65n/cyUoCwEjHkP52PbE2Vf/xlHH8GGl7dgGgW68+Vbt//LIP\n4ZmJQKACfC29ySnIfeUtAn6WLSq0TXT0EqKjl8ifq1evwYYNW8u1rbV142LLPDxUo2MlJFwsMRDY\nuHE9enqV+PbbMPT1VfNxu7q606tXd6KjlzBp0rRS95eQcIlmzd5h587tfPJJQLk7KAqCIFTUvpO3\nWLUzHgBtLQ0GvWeLm40Fx+6eZG38RvIKVf2dGplY0c/uUyrrqs/el3fvHkkrlgOgoa9PzcHBaGhr\nP3O5lEqJ1OQsJEmSZzJ8kUQgUAH1jOswxKlfiev+y9Nudu7cBS+v/w8etMvZgaWgoIDff99Bw4aN\n1AKC3NwcACpXNilxu3v3krCyaiAHAQC6urrY2DTm6j/NZ6Xp0eNTAgOD6NXrI+bOnU1ExKJylVUQ\nBKEi9hy/yZpdqo7IlXQ1GfGRM3Wr6/ND/CYO3joip2tfrzUd6rVBU0O9FVWZn8edhZEoHz0CoHq/\nQLTNzZ9L2f7YdoGLZ5No7tcAp2bl76j9b4m3Bt4CVaua07ixrfyvQYOy+wUU0dLSYtmyRSxfvlht\n+b59e9HS0sLe3rHE7Swt63D58iWy/+k4A6rxCC5ejKdGjbIn3DAxMUNXV5dhw77g5MnjTx1ESBAE\noaJ+P3ZDDgL0dbUY1cOFyqYFzDseKQcBBtr6BDsF8p6Vf7EgAOD++h/JvX4NAJO2/hi6uBVL8288\nSMrg4lnV44hH2fnPJc+nEYGAUKbevftz8OABQkPncuxYLKtXRxMZGUa3bj2oXr0GAKmpqZw58zdZ\nWZkAfPRRT/Lz8xk9ehgHD+7n0KE/GTt2BA8e3KdXrz7l2q+3d0s8Pb2IjAwlPf3hCzs+QRDeLjti\nr/HjnksAGOhpMfoTFx5qXuPrY2HcyFS9PVXfuC7j3YdjV8WmxDwyjsby8I+9AOhZNcC8a/fnVr6T\nR64DoNBQYOtc47nlWxYRCAhl6ty5C19+OZmTJ/9i7Ngv+OWXzfTtG0hw8FA5TUzMQYKC+hEffwFQ\nDf4TGbkUPb1KTJ06kVmzpgAKFi2KrtBgQsOGjSI7O5uoqJLHOBAEQaiIXw9f5ac/VMOlG1bSZvQn\nLlwpOM2SM6vJKVQ98mxt6cMI1yBM9Up+9JmXdJekVdEAaBgYUGNwMIoyRlqtiLSUbC5fuA+AvXNN\njE0qPZd8n0YhSZL0Uvb0H/IinuX/l/sIvC5EHT47UYfPTtThs/sv1uEvB6+w5aCqj5KxvjajPnHB\n0LiQqTFzyFPmU0lLj4AmH+Fkbl9qHsq8PG7Mnk7ujRsA1Bw6HMNyjo1SHvt2xHP+1B0Agka1RKH1\nfDsKmpsblbhctAgIgiAIbyxJkth8IFEOAiob6DCmpyu1zQ3ZkrCDPKXqOfwgh95lBgEA939cKwcB\npu07PNcgIDMjl/i/VfO91GtYBYsaxs8t76cRbw0IgiAIbyRJkti4P5HtR/7p1Geow+hPXKhRxYDE\nh9c4lnQCABdzh2LjAzwpPTaGhwf2AaDXsBFVP+jyXMt66ugNlEpVA72L5/MZMK68RCAgCIIgvHEk\nSWL9HwnsPKr6BW9mrMvoT1yoZqqPUlKy4eIvAGhpaPFhw45l5pV35zZJq1YAoGloRI1BQ55bvwCA\nnEf5nItTdVSsWceE6rUqP7e8y0MEAoIgCMIbRZIkfthzid1/3QSgirEeY3q6YP5P57ujd09wLUMV\nILSp05IqlcxKzUuZm8vthVFIuaqB5KoPGIi2Wenp/43Tf92kIF81+qtb85fbGgAiEBAEQRDeIEpJ\nYs2ui/xx4hYA5iZ6jP7EhaqVVUFATkEOP1/eAahmEGxX17fM/O798D/ybqkCCrMOnTAoZfyUfysv\nt4Azx/8pa3UjatU1fa75l4cIBARBEIQ3glKSWPVbPAdOqZrZLUwrMeYTF8yM/3+ys53X/iA9T/VG\nQ+cG76KrWfpIq+mHD5F+8E8AKlnbUKXzh8+9zOfibpObo5rV0NWzzksZUvhJIhAQBEEQXntKpcSK\nHRc4+Lfq9btqZvqM+cQFUyNdOc397GT2Xj8AQH3jOrhXKz5XSpHc27dI+t9KADSNjKgxKAhFOSdr\nK6+CgkJOHVO1NphW0ae+ddXnmn95iUBAEARBeK0plRLLtp0n5qzq9bsaVVRBQGVDXbV0mxN+pUBS\nTQ7Xzfr9Un99K3NzubMwEikvDxQKqg8MQsvk+TfZx/+dRHamamIjl3deTWsAiEBAEARBeI0VKpUs\n/fU8sedU4/PXMjdgdA8XjA3Um/wvpFzi1IOzAHhUd6Oeccmd8iRJ4t7/VpF3W/V4wazT+xjY2j33\nciuVSnk4YSNjXRraWjz3fZSXCAQEQRCE11JBoZLFW8/x14V7AFhaGDKqhzNG+upBQKGykA2XVK8L\n6mrq0LnBu6XmmX7oT9JjDgFQqXETqrzX+YWUPeH8fTIeqoY1dvaog6bmqxvfTwQCAgDZ2VkEBHxM\nSLpcJXEAACAASURBVMhwfH3blJpu1qypnDjxFxs2bC0zv4KCAlauXMa2bb/w8GEaVlYNGDw4hKZN\nm5W6jY2NDcHBw+jZM6DYupkzpzx1JsJ+/QYSGDi4zDSCILwZCgqVLPz5LCcuqsbmr1vNiJE9nDGs\npF0s7cHbsdzJUrUYtK/bmsq6JY/al3vzBvfWrAZAs3JlagwcjELj+d+gJUmSWwMq6WvT2LH6c99H\nRYhAQCA7O4tx40aSlHS3zHRHjx5h+/at8qyDZQkNncvOndsJDh5KrVq12bx5A2PGjCA6eg1169ar\ncBn79h1A585d5c8zZkzG0tKSPn0GyMssLF5d05ogCC9PfoGSBVvOEJfwAID6NYz44mNnDPSKBwFZ\n+dlsS/wdgKp6ZvhaepeYpzLnEbcXRiLl54NCQY2BQWhVLnnioWd1LSGZlPtZADi610ZL+/l2Qqwo\nEQi85U6ePM7cubNJSUkpM112djZz5szE3PzpN9sbN67z888bmTZttty64OLiRt++n/DXX0f/VSBQ\nq1ZtatWqLX/W09PDxMQUe3uHCuclCMLrK7+gkMjNZzh9ORmABjWNGfGRM/p6Jd/Otl3ZRVZBNgBd\nGnVCW7N4sCBJEkmrV5J/V/VjqErnD9Fv3OSFlF+SJE7EqFoDdHQ1sXOp9UL2UxFi0qG33Pjxo7Cy\nasi8eWVP9btwYQQ1a9aiVavWT83zzz/3Y2xsrJZWW1ubNWs20LXrR+Uql1KpZNKkcbRv78ulSxfL\ntY0gCG+2vPxCwjf+LQcBDWtX5ouPSw8Cbmfe5c9bMQDYmDbEsWrJnf4eHthHRuwRAPTt7DHr0OkF\nlP6fMl1PI+l2OgD2rrXQLaXsL5MIBN5yUVFLmD79a0xNSx8y89Spk2zfvpUxYyaUK8/Lly9Rp049\n9u3bw6efdqNlSw/69u3JyZPHy12u776bw5Ejh5k7N5xGjazLvZ0gCG+m3PxCwjac5uwVVeuljaUJ\nX3zkRCXdkm+kkiSx8dJWlJISxf+xd97hUVXb/36nZZJM2qQCKZBAQmiBBAhBQrPQBOGioqDY9apf\nFVS8oqL89F4LCoiCXHtDylXxelVAFBWQ3hJ67yQhvc4kM5mZ8/vjJIGYNhPOhKD7fR6eJ3POPnuv\nOUDOOmuvtT6ouCm2/nLBijOnyV26GABNQABt7nvALXkB1VRHA7RaNT36RDQxumW4/K7IFUT5iRMU\n/PA/HBUVdc6d99BSabW53Qa1pyeBo8fiFROjyHwxMY0rblksFl577Z/cddd9REREOjVnUVER586d\n5e235/LAAw8TGBjE0qWLmDbtMb744ivatm3X6PUff/w+K1d+z+zZb4nQv0AgoMJq462v9nD4bBEA\nXdobeezGBPQeDe+t7807wKHCowAMDO9PO5+6CXmSJJGzeBGSzQZqNW0feAitr/vkf3OySjh3qhCA\nLj3b4m1ouKthSyIcARcoWvMTpj276z1X3oJ2qL288Ip50OnxDocDh8NR81mlUqFxskPWxx+/j5eX\nF7feervT69lsNgoLC1iw4H169UoCICGhF7fcMo7Fiz9n2rTpDV67Zs2PHDlymNGjx5KU1MfpNQUC\nwZ+TcouNeV/t5ui5YgC6RQfy6PgeeDSSYFfpsLH8mFxl5K314vqY6+qf+/AhKo4fA8A4bATecZ0V\ntr421dEAtVpFz2TnXqxaAuEIuEDAtcNwVJTXGxHQtWBEwHjtMJeu+eSTD/jkkw9qPrdp07bJ8j+A\nQ4cO8tVXS1mw4H1AfsBLklTzs0ajqTfU5u3thaenJz17Xmjf6eXlRbduPThx4lijax47dpTk5BRW\nr17JxImTm5VYKBAI/hyYK2y8+WU6x6v21HvEBPHI+O7otI2/yKw9u4G8cjmP4ProYfjoDPWOK1gh\nOwsqDw+Mw0coaHldCvNMnDwiVznEdgvD19+ziStaDuEIuIBXTAzhjz1e77mQEF9yc0tb2CLnGDt2\nPAMGDKz5rNM5F47auHE9VquVBx64q865IUNSePbZmYwaNabOufDwSLZu3Yzdbkd7kWa33W5rsoXm\nrbfexr33Psjtt09g9uxXmT//PadsFQgEfy5MFZXM/U86J7Pk36u9OgXz0Lju6LSN798XW0pZdWoN\nAG0MYQwMT6l3XPmJE5gPyp0G/QcNduuWAFDTNwAgMaX1RANAOAJ/CYKDQwgODnH5uj86EADLli0m\nLW0ns2bNbXCvPzk5hWXLvmDjxt8ZPFiW+CwtLWXv3j3ccEPj6l0BAYHo9XqmTHmC6dOfZNWqHxg5\n0n0ZvAKBoPVRVl7JnGXpnM6WnYCkuBAeHNsNrRPd9747sQqLXe7ff1PsGDTq+qMHBSuroqIaDcZh\nDXcaVILS4gqOHpC7H8Z0DsYYVH+E4nIhHAFBg9TnQBiNgeh0OuLju9YcKywsJCPjHNHR0RgMPvTt\n24/evZN57bV/UlJSTHBwMIsWfQrAzTdPdGrt1NTB9O8/gHfemceAAQPx8/NX7HsJBILWS6nZyuxl\n6ZzNKQOgT3woD4zp6pQTcLrkLFuydgDQI7grXQLrrziynDuLKT0NAL+rBqALbLhqSgnSt57F4ZC3\nVZP6t3frWs1BlA8KLpnNmzfw4IN3c/jwIUBORnz11dkMGzaC999fyPPPT0en8+Cdd94nONh5mc0p\nU6ZhNptZuLDxHgcCgeDPQYnJyhtL02qcgH5dw/j7Dc45AZIk8dURWU9Ao9IwvlPDkcSCVSvkH1Qq\nAkdcf+mGN4LZZOXgHlkaOTLaSEgbX7eu1xxUUnX2118Id+zlt+YcgSsFcQ8vHXEPLx1xDy+d5tzD\n4jILbyxLJzNPbr3bv1sb7r2+C2q1c9K828+n8emBpQBcFzWEcZ1G1TvOmp3NqRnTQZLwTU6h7QPO\nV2A1hy3rTpBWVS0wdlIv2kU517bYHf8OQ0Lqd0LE1oBAIBAILiuFpRbeWJrG+QK5FXBqj7bcNTLe\naSfAYrfy7fGVAPh6+DC8w9UNji34cQVUvf8GjnJvNMBSYWP/rgwAwsL9aBvZOrc4W3xrID8/n8GD\nB3P8+HFOnz7NxIkTmTRpEjNnzqypdf/yyy8ZP348EyZM4LfffgOgoqKCRx99lEmTJnH//ffX9MZP\nT0/n5ptv5tZbb2XBggUt/XUEAoFAcAkUlFQwa8muGidgUM923DXKeScA4OfTaymyyH0GxsaMxEtb\nf2leZUEBJZtkiWFDr0T0TjZJay770zKwWuwAJPWParJq6nLRoo5AZWUlL7zwAp6e8l/Sq6++ytSp\nU1myZAmSJPHLL7+Qm5vLokWLWLZsGR999BFz587FarWydOlS4uLiWLJkCePGjWPhwoUAzJw5kzlz\n5rB06VJ2797NgQMHWvIrCQQCgaCZ5BWX89riXeQUyi3ZhiaGc8eIzqhdeGDmlxey5sxaAKJ8w+nX\ntneDYwt/WgV2+cEcWE/ps5JUVtrZvf2cvFaIgfYdg9y63qXQoo7ArFmzuPXWW2vkYvfv309ysqxP\nP2jQIDZt2sSePXtITEzEw8MDX19foqKiOHToEDt37mTgwIE1Yzdv3kxZWRlWq5WoKNnTSk1NZdOm\nTS35lQQCgUDQDHKKypm1OI28YrlB27W9I7h9WJxLTgDAt8dXUOmQm7ndFDsWtar+x5qtpITi9esA\n8O7STbE27Q1xaE8WFeZKoHVHA6AFcwS++eYbAgMDGThwIO+/L3eqkySp5uYYDAZKS0spKyvD1/dC\nQoPBYKCsrKzW8YvH+vj41Bp79uzZJm0xGr3RNtGZqjk0lIghcB5xDy8dcQ8vHXEPL53G7mFmXhmz\nl6WTXyI7AeMGd+SeMd1cflgeyDnKrpw9AAyI6kNKbMPaJKd//A7JKvcXiJ50MwFu/Du22x3s3SHn\nBhiDvElJjUHtROXDH2mpf4ct5ggsX74clUrF5s2bOXjwIE8//XTNPj+AyWTCz88PHx8fTCZTreO+\nvr61jjc21s+v6e5QhYVmBb+ZjMg0vnTEPbx0xD28dMQ9vHQau4fnC8y8vmQXRWXyQ3lUSnvGpESR\nl1fm0hoOycGH25cBoFPrGBkxrME17WYTmStWAeDZsRPWNu3d+nd8aO95iqu2OxL6RpBfYGriirq0\nZNVAi20NLF68mC+++IJFixbRpUsXZs2axaBBg9i6dSsA69evp0+fPiQkJLBz504sFgulpaUcP36c\nuLg4kpKSWLduXc3Y3r174+Pjg06n48yZM0iSxIYNG+jTRwjVCAQCQWskp9DMrMUXnIAxV3XgxsEx\nzQqbb87czrmyTACGtR+C0bPhsryi337FUS4/mAOvH+3WML0kSTXthL19POjcva7qYWvjspYPPv30\n0zz//PPMnTuXmJgYhg8fjkajYfLkyUyaNAlJknj88cfR6/VMnDiRp59+mokTJ6LT6ZgzZw4AL774\nItOmTcNut5OamkrPnj0v51cSCAQCQQN8u+EkxSbZCRiXGs0NqdHNmsdcWc53J34EwKgP4NqowQ2O\ndVgsFP38EwD6yEgMPdz7jDh5JI+ifDnq3LNvJJomtBFaA5fFEVi0aFHNz1988UWd8xMmTGDChAm1\njnl5efH223U7zPXq1Ysvv/xSeSMFAoFAoBg2u4Pdx2RFwMTY4GY7AQCrTq2hrFIOt/+t0/V4aBoW\nUitevxZ7mRxiDxw1xu3RgF2bTwOg99TSLbGt29ZSktbvqggEAoHgiufQmULKLXJ2f98uoc2eJ9uU\nw9pzci+Ajv7RJIUmNDjWUVlJ4U9y5EAX1gaf3u7dOj53qpDc83KuQ4/e4eg8royefcIREABgNpu4\n8cbR/PbbmjrnVq9eyeTJE7j66gHcccct/Pzzjy7NvWvXDgYO7MuuXTsaHde5c2eWLFlU77mXX/5/\npKb2afTPRx8JyWKBoLWy60geABq1ioQY5zVH/sjyYz/gkByoUHFz3A2NvuGXbN6IrbAQgMCR16NS\nu/eRt6uqlbBWp6ZHnwi3rqUkV4a7InArZrOJ6dOfJDv7fJ1zv/66hn/+8wUmTbqD5OQUtm3bwosv\nzsDDw4PBgxtu41mNxVLBrFn/4lIlLe666z7Gjr2x5vO//jWTyMhI7rzzvppj1f0pBAJB68IhSaQd\nzQWgS3sj3p7Ne/TsyzvI/nxZ3Oyqdn2J9A1vcKxkt1NYJS6kDQzCL6V/s9Z0lvMZxWSeKQKgW692\neHrp3LqekghH4C9OWtpOZs9+tVYp58UsXfo5AwYM5OGHHwOgT59kDh7czzfffO2UI/D++//GWlW7\neymEh0cQHn7Bw/b09CQgwEj37g3XDQsEgtbBycwSiqsqBZLiQpoYXT82h41vjv0AgKfGkzExIxod\nX7pjG5W5svNhHDESlda9j7vqaIBaoyIh2b2ti5VGbA38xXnmmWnExHRizpz6pX5feOFfPPbYk7WO\n6XQ6Kiubfrjv37+P//1vOY88MtVluxwOB88/P50RI4Zy9OgRl68XCASth11H5AeyCjlRsDmsP7eJ\nbLM8z8joa/D18GlwrORwULBCdho0vn74pw5q1prOkp9TxumqRMjO3dvg46t363pKIyICf3EWLvyA\nmJhOZGVl1ns+MjIKkLNhi4uLWbXqB7Zv38qMGS82Om9lZSWvvfYSkyffTVRUe5ftmjv3dbZs2cSb\nb75DbGycy9cLBILWgSRJNY5ATLgf/j6uPyRLrWWsPCXnL4V6BTMkYkCj402707FmVnX2GzYctUfD\nVQVKUN03QKWCxJQrKxoAwhFwiezMEnZuPE2l1VbnnM5DW+9xpdF5aOk9oD1h7ZruoOgMMTGdnBqX\nnr6LRx/9OwBXXZXKkCGNbwt89tlHqNUabrvtTk6ePO6STR9//D4rV37P7NlvidC/QHCFk5lvJruq\ny15ztwV+OLGacpvcjvjG2DFo1Q0/uiRJIn/F9wCovb3xb+J31aVSUlTOsYM5AHSMD8Xf6O3W9dyB\ncARcYM+Oc5w+nn+5zcBDryHshq5Oj3c4HDUSzwAqlQqNxjWthYiISObPf49z587y/vsLeeKJR1mw\n4P16M3aPHTvKkiWLWLDgPbQu7sutWfMjR44cZvTosSQliS6RAsGVTlpVNAAgKdZ1R+BsaSYbM7cB\n0DWwM92C4hsdbz6wH8upkwAEXHMdGi8vl9d0hbQtZ6jOhU7qH+XWtdyFcARcIKFPBJUW+2WPCCT0\nda0s5ZNPPuCTTz6o+dymTVu+/vp7l+YICQklJCSUxMTeGI2BTJ/+BLt3p9GrV1KtcXa7ndde+yc3\n3DCOuLh4bDYbdrvshDgcDux2e6NOyLFjR0lOTmH16pVMnDiZ9u07uGSnQCBoXVRvC4QHGwgLdO1t\nWZIklh/9DgkJtUrNjbFNtwcuWCnnBqj0eozXXNc8o53EVGrh0F652qp9x0CCQhvOW2jNCEfABcLa\n+THq5vpD1a1ZqGTs2PEMGDCw5rNO59x+mc1mY+3aX4iN7VzrgRwX1xmAvLzcOtfk5GRz6NABDh06\nwNdf/6fWualTH6ZXryQWLHi/wTVvvfU27r33QW6/fQKzZ7/K/PmiN4BAcKVSUFLBqfPy78XEONeT\nBNNy93K06AQAgyOuoo0hrNHx5ceOUn5YLi8MGDwUjY97H8y7t5/DYZfDAUn9Xc+Fai0IR+AvQHBw\nCMHBrofktFot8+fPpW/flFrJgdu2bQEgJqZjvWt9+OHntY6dOXOGl16awbRpz5CU1LvRNQMCAtHr\n9UyZ8gTTpz/JqlU/MHLkaJdtFwgEl5+0o3k1P7uaH2C1V/LfY3IfAB+dgVEdrm3ymoKq3ACVVotx\n2HCX1nOVivJK9qfJCYltI/1pE+Hv1vXciXAEBI1yxx33MG/ebEJCQunduy+HDx/k008/ZMSI62sS\nDQsLC8nIOEd0dDQGgw/x8bXzF6q3AqKi2hMV1cGpdVNTB9O//wDeeWceAwYMxM/vyv1PJhD8Vane\nFgj009M+rH4J3Ib45cx6CirkroCjY4bjrWt8W6HizGlMe/cA4DdgINoAYzMsdp59OzOwVcrbnkpH\nAyxlZzh5fg/6gBR0ns3vwugsoo+AoFFuvPEWnn76OTZsWMc//jGVb79dzm233cn06c/XjNm8eQMP\nPng3h6tCckoxZco0zGYzCxfW3+NAIBC0XsrKKzlc1WkvMTbEJbGfwooifjr9KwDhPm0Z0C65yWuq\ncwNQqwkcMcp1g12g0mpjz45zAASH+RAZrZzT4XBUknvyKwqydlGau02xeRtDRAQEALRt244NG+rX\nAhg9ehyjR49r8NpRo8YwatSYBs/HxnZucO6LOXz4cK08i4iISH79dVO9Yz/9dEmT8wkEgsvH7mN5\nOKrS6V3dFvjf8VVYHZUA3BR7A2pV4++s1vNZlO2Uf8f49ktBF9K8MkVnOZCehaVCTg5P6h+lqKKh\nqWA3DpusrKg3tExPAhEREAgEAoHiVOcHGDy1xEU6v7V3ovgU27PTAOgV0oM4Y91cpD9SsHIFSBKo\nVAS6OafIbnOwe9tZAAICvYhuZm+E+pAkB6XZmwHw8DTibeym2NyNIRwBgUAgEChKhdXGvhNyz5Ve\nnYLROKn655AcfHXkOwC0ai1/63R9k9dU5udRslV+ePokJqFv166ZVjvH4f3nMVXpJiSmRKFWKxcN\nMBcdwGaV8yLCOgxG1UQkRCmEIyAQCAQCRUk7nIvVVpVI58Ib89bzuzhTKu+9Xxs5iGCvwCavKfhx\nFdjtAAQ2skWpBA6HRPoWORrg46cntlvj5YyuIEkSJdnyVqha601weF/F5m4K4QgIBAKBQFG27MsC\nwEOrpmt00w9zgApbBd8dXwWAv4cf17Uf2uQ1tuIiSn5fB4B39x54dujQPIOd5MThXIqr2iX3TI5E\no1HuEVpRepzKcrk5kW9IMmqNe/URLkY4AgKBQCBQDLvDwfYD8gOte0wQep1z7cxXn/6NEqucLDyu\n0yg8tU2LExX+/BOSTU7aCxzl3twASZLYtfk0AJ5eOrr0bKvo/CXZGwFQqT3wDW65aAAIR0AgEAgE\nCnLkbDGlZjnj31nJ4VxzPr+eWQ9AtF8UfcJ6NXmNvayMot/kEkOv2Di8qzqeuoszJwrIz5Gz+RP6\nRqBz0sFxBovpHJYy2cnwCUpCrXWvPsIfEY6AQCAQCBSjuomQWqWiZyfnHIH/HvsBmyTv898U13S5\nIEDRr2uQLLIiYeD17u8+Wh0N0Hlo6J6kbEJidW4AKjW+oSmKzu0MwhEQCAQCgSJIkkTaUdkR6BwV\ngI+XrslrDhUcZXfefgD6telNB7+mFfwcFeUUrvkZAH37Dnh3c69ceebZIs6fKwGge1I79J5Nfy9n\nqazIo7xYbsZmMCag9VBGYt4VmuUIZGRkkJ6ejtlsxmQyKW2TQCAQCK5ATmeXUlBiAZyrFrA77Hx9\nVC4X1Gs8GNtxpFPrFK1bi8MsP3sCRzWtSHip7Np8BgCNVk1CX2Wb/NREAwC/sKsUndtZXOosuHr1\naubMmcOZM2dQq9V89dVXLFiwAIPBwKuvvopOp5yXJBAIBIIri+ptAXAuP2BD5layTNkAjGh/Df76\npt+GHZVWCn/6EQCPtu3wSUxq4opLI/d8KWdPFAAQn9AGb4Ny2fw2awmmQlkfwcs/vkV0BerD6YjA\nypUrmTp1Kn379mXevHk4HHKN6HXXXceaNWt455133GakwP2YzSZuvHE0v/22ps65jRt/5/777+S6\n6wZx001jmDfvDczmxiNB2dnnefHFGYwdO4IRI4YyZcrDTWoRdO7cmSVLFtV77uWX/x+pqX0a/fPR\nR0KyWCC4nKQdkbsJdooMINDPs9GxZZUmfjixGoAgz0CGRqY6tUbJhg3Yi4sBCBx1PSonmxU1l7Qt\ncjRApYJeycpGA0pztoAkP0svVzQAXIgILFy4kDvuuINnnnkGe1XzBoDx48dTUlLCokWLmDp1qluM\nFLgXs9nE9OlPkp19vs65nTu3M336E4wcOZr773+I7OzzvPfeO2RknOONN96qdz6LpYInnngElUrF\nY489ibe3F//5zxIeeeR+PvtsGe3ahbts41133cfYsTfWfP7Xv2YSGRnJnXfeV3MsNDTU5XkFAoEy\nZBeYyciTXxD6d2+6tG7lyZ8x2+Sa/PGxo9Fpmo4oSzYbBT/K0sTa4GB8+/a7BIubpjDfzPFDcpQj\ntmsYfgHKZfPbbeWU5e8EQO/THr0hQrG5XcVpR+D06dM8++yz9Z7r0qULubm59Z4TtG7S0nYye/ar\nFBQU1Ht+2bIv6NGjJ88+O7PmmMHgwwsvTOfkyRNER8fUuWbjxg2cPn2KZcv+S0SE7EEnJvbhpptG\n8+23X/Pww1NctjM8PILw8Av/UTw9PQkIMNK9u3uThAQCgXNcvC2Q0r1No2Mzy87ze8YWAOKMnegZ\n7FxP/dJtW7Hly62LA0eMQqV1r25e+tYzNT8n9m86idEVyvK2I1UJK/mFDVB0bldxOqbSrl07du7c\nWe+5PXv20Latss0VBC3DM89MIyamE3Pm1C/1261bD8aPv7nWsagoWXs7Kyuz3mt8fX24+eaJNU4A\nyA/u0NAwMjPrv+aPOBwOnn9+OiNGDOXo0SNOXSMQCC4fu6qqBcICvYkM821wnCRJfH30OxySAxUq\nbood41Syn+Rw1EgNa/wD8Bvg3FZCcykrqeDIPjl/ITo2mMBgg2JzOxyVNRLDOq82ePo2LazkTpx2\np2677TZef/11JEli8ODBqFQqsrOzOXDgAO+++y4PP/ywO+0UuImFCz8gJqZTgw/1u+66r86xjRvl\nxh/t23eo95q+fVPo27d2LWxmZgYnThynf3/n/vPOnfs6W7Zs4s033yE2Ns6pawQCweWhqMzC8Qy5\nvC4pLrjRB/uevAMcLjwGwMDwFMJ9nHuJLNu1E+t5uXWxcdhw1Dr3tuBN33YWh0OWUVY6GmDKT8Nh\nMwNyNMDdVQ9N4bQjcMcdd1BSUsIHH3zAv//9byRJ4uGHH0ar1TJ58mTuvfded9rZKrCYMig+vx7J\nYa1zruCUhspKez1XKYtK7YF/m0HoDa7vs9dHTEwnl8YfPXqEL774lMGDh9YK1TdGZWUlr732Tzw8\n9Iwbd2OT4z/++H1Wrvye2bPfEqF/geAKIL1KchggKbbhssFKh41vjslv9d5aL66PGebU/JIk1UQD\n1AYDAYOb1iG4FMrNVg6my05HRAcjYe2Uq+2XJDslObJaotbDiHdAF8Xmbi4ubbA88sgj3HnnnaSn\np1NUVISvry8JCQkEBjonKnGlU5q7lYqSo/Wes7SgHWqNHr1hvNPjHQ5HTZUHgEqlQqNxvT3msWNH\neeKJRwgODuEf/3jOqWusViszZz7D7t1p/POfswgJaTyhb82aHzly5DCjR48lKamPyzYKBIKWpzo/\nwN/Hg+hGHprrz20ir1ze478+ehg+OufC7eZ9e7GckTv7Ga8dhtqz8YqES2XvjgxsVeqJiSnKRgPM\nhQewW+WqB9+w/i0mNdwYLjkCu3btYseOHTzwwAMAHDx4kFdeeYV77rmHrl27usXA1oRvSD8cdku9\nEQGdruUiAr4hrmXKfvLJB3zyyQc1n9u0acvXX3/v0hy7du3g2WenYTQGMm/eQvz9A5q8pqysjOnT\nn2Dv3t0899z/Y9CgIU1ec+zYUZKTU1i9eiUTJ05ucPtBIBC0DswVNg6eLgQgMTYEdQNhbofkYO05\nWVgnzDuEgeHOtdKVJIn8FfLvK7WnJwFXX6uA1Q1jtdjYu1OWQg5t50t4+6Z/1zmLLDUs3wO11oBP\nYNOaCi2B047AmjVrmDJlCn369KlxBFQqFadPn+bWW2/lww8/JDk52W2Gtgb0hnBCO06s91xIiC+5\nuaUtbJFzjB07ngEDBtZ81rm4t7ZhwzpeeOEZ2rfvwNy5CzAam44AFRUVMWXKQ5w9e4aXX36d1NTB\nTq116623ce+9D3L77ROYPftV5s8XvQEEgtbMnhN52Kv20pPiGm6Isz//EAUVssMwJCIVjdq54xqz\nxAAAIABJREFUqGT50SNUHJMjsf5DrkZjUC5prz72p2VitcgvdUkp7RXdv68oOUZlRQ4gv1iq1O6t\nenAWp2MSCxYs4KabbuKzzz6rORYfH89XX33FuHHjmD17tlsMFFw6wcEhxMd3rfnTsaPzeQEHDuzj\nhReeIT6+KwsWvO+UE2Cz2XjqqSlkZmYwd+58p50AgICAQPR6PVOmPEFa2k5WrfrB6WsFAkHLs6uq\niZCXXkt8lLHBcevOya10PTV6ktskOj1/QVU0QKXTYbxu+CVY2jS2Sju7t58FwBjsTYfYIEXnry01\n3Hq2Pp12R06dOsX06dPrPTdy5Ei+/961ULPgymDWrJfRaLRMnnw3J0+erHUuKioKPz9/CgsLycg4\nR3R0NAaDD8uX/4eDB/dz2213otXq2Ldvb801fn6+REV1aHLd1NTB9O8/gHfemceAAQPx8/NX+qsJ\nBIJLpNJmZ+8Jec+/Z8cgtJr63y1zzLkcLJDLgJPb9MZT69wef8Wpk5j37wPAf+AgtP7u/T1waO95\nyk1ybX9SSpSi0QBL2RksJrkvgU9wH9RO3oOWwGlHICQkhN27d5OSUndfZ//+/RiNDXuCgiuTrKxM\njh+XQ3JPPVW3CdA///kaQ4dey+bNG3jllRd5++13SUrqw++/rwNg8eLPWLz4s1rXXHVVKq+/Ps+p\n9adMmcYdd9zCwoVvM33685f4bQQCgdIcOFWIxVoVRm9EZKi6eRDAoIj+Ts9fsKIqIqjRYBw+qnlG\nOonD4SB9qxwN8PX3pFNXZTuVXpAa1uAX6t6OiK7itCNw44038s477yBJEkOGDCEoKIiCggLWrl3L\nv//9b+6//3532ilwM23btmPDhh1NHquPUaPGMGrUmJrPCxa83ywbDh8+XCvPIiIikl9/3VTv2E8/\nXdKsNQQCgXJUSw5rNWq6x9S/bWi1W9mcJf8eiQvoSFtDmFNzWzIyKEuTm9j5pVyFLkjZMP0fOXYg\nh9LiCgB69YtEraCGgbU8h/ISOSJiCOyJRtdww6XLgdOOwAMPPEBeXh7z58/nrbcu9JjXaDTceuut\noqGQQCAQ/IVwOCTSqvoHdOtgxNOj/sfJjux0yqs0BQZFOC+sU1CdH6RSETjy+ksztgkkSWJXlbiQ\nl0FHfELjLZJdpTTnIqnhUOcjIi2F046AWq1mxowZPProo6Snp1NSUvKX6yMgEAgEApljGcWUmuX9\n9MQGtgUkSWJ9VZKgv4cfCcHOlZlbc3Mo3bYVAJ/effFoo+yD+Y+cOppPYZ7c6a9n30i0Wtf7rDSE\nzVqMqUDOc/AO6IrO072Rjebgcu2Cv78/gwc7nwUuEAgEgj8f1U2EVCroFVt/2eDJkjOcLZPbl6eG\n93O6ZLBw1UqoaoIWdP1oBaxtGEmS2LVZblbkodfSLbGdovOX5mwBLr/UcGM47QiYzWb+/e9/s27d\nOsrLy2t1qgO5p8CaNXW17AUCgUDw50KSpBpHIDYiAD/v+nuTrD8nt9JVq9QMaOdcglxlYSElmzYA\nYEjoiT5S2c5+fyTjdBE5WXJuUo/e4Xjolavtt9vMlOXvAsDTNxoPb2WdDKVw+hu/9NJL/PDDDwwd\nOpSwsDBFEykEAoFAcOVwLtdEXlViXVID0YBSaxlpObsBSAzpgb/euX79hT/9iGSzARB4/ZgmRl8a\nkiSxY+MpALQ6NT36KKPhUk1p7rZWIzXcGE47Aj///DPTp0/n9ttvd6c9AoFAIGjlVEcDoOH8gE2Z\n27BJcmmhs0mC9tJSitf9BoBXfBe8XGh+1hzOnCgg66zc979bYju8GohsNAeH3UpZ7nYAPLzaoveJ\nVmxupXHaEdBqtcTExFzSYna7nRkzZnDy5ElUKhUvvvgier2e6dOno1KpiI2NZebMmajVar788kuW\nLVuGVqvloYceYujQoVRUVPDUU0+Rn5+PwWBg1qxZBAYGkp6ezssvv4xGoyE1NZVHHnnkkuwUCAQC\nQcNUOwKRoT6EBHjVOe9wOGp6B7QztKGjfwen5i385Sckq6zlEjjK/bkBW9edAMBDryGpf3tF5y/L\nT8Nhl6slWoPUcGM4Hd8fOXIky5cvv6TFfvtN9vSWLVvG1KlTefPNN3n11VeZOnUqS5YsQZIkfvnl\nF3Jzc1m0aBHLli3jo48+Yu7cuVitVpYuXUpcXBxLlixh3LhxLFy4EICZM2cyZ84cli5dyu7duzlw\n4MAl2SkQCASC+sktKudsThnQcBOhnVl7KbQUAXIDIWcegnazmaJf5Dwzz+gYvLu4V8ju6IEc8nNM\nAPRKjsTTS6fY3JLDTmm11LA+EK+AeMXmdgdORwQiIiJ47733GDNmDAkJCXh51fUCZ8yY0egc1157\nLUOGDAEgMzMTPz8/Nm3aVCNWNGjQIDZu3IharSYxMREPDw88PDyIiori0KFD7Ny5k/vuu69m7MKF\nCykrK8NqtRIVJSeUpKamsmnTpr+EGqJAIBC0NGkXbQs05Aj8dEzuLuqp8aRvWJJT8xav/RVHufwG\nHXj9GLe+QdvtDrb/LrdM9zLoSOgboej8psJ92CtLAPALvapVSA03htOOwJIlS/D19cVkMrF58+Y6\n51UqVZOOAMhbDE8//TQ///wzb7/9Nhs3bqz5CzcYDJSWllJWVoav74XOSwaDgbKyslrHLx7r4+NT\na+zZs2cbtcFo9Fa0TrSakJDW1S3qSkTcw0tH3MNLR9zDhtl7SlYQDAv0JrFrmzoP7MzSbHafPwjA\nkJgUIts2rEhYjd1i4eQvPwHg3T6KDtekonJjQvr2jacoKZKTHYcM60y7cOVa5EuSg5wj8raITu9H\n+84DUDdTZbCl/h06bd2vv/6q2KKzZs1i2rRpTJgwAYvFUnPcZDLh5+eHj48PJpOp1nFfX99axxsb\n6+fXeHZqYaFZse9STWuWIXYGs9nE5Mm38MgjUxk6tH697/Pns5g8+RYWLvyA2NjOjc5XXFzE22/P\nZfPmjVVtqa/h0Uen4u1dv4SozWZjyJAUHnvsCSZMmFTn/EsvPc9PP61qdM377nuQu+66r9Exf3au\n9H+HrQFxDxumxGzlwMkLIkN5eWV1xvzv6IUy8r6BfZy6l4VrfqayuOoNetgo8vJNTVzRfCqtNtau\nPgTImgKRnQIV/fs2Fx+mwpQNgCEomfz88mbN445/hw05Fi67KZmZmWzdupXc3Fz+9re/kZWVRefO\nndHr9U1e++2335Kdnc3f//53vLy8UKlUdO/ena1bt9KvXz/Wr19PSkoKCQkJzJs3D4vFgtVq5fjx\n48TFxZGUlMS6detISEhg/fr19O7dGx8fH3Q6HWfOnCEyMpINGzaIZEEXMZtNTJ/+JNnZ5xsck5eX\ny7Rpj1Fe7pwT9eyzT5GTk8NTTz1DeXk577wzj6KiAl59dU6zbLz33r8zfvyEms8vvTSDmJiO3H77\n3TXHwsKc62EuEAiaR/rRPCRJ/rm+bQGL3cqWal0BYyfaGJoW7pFsNgpXy06+LiQU3z59lTO4Hvbs\nyKhRGEweFI2mAcXE5iBJ0gWpYY0en+Deis3tTpx2BBwOBy+//DLLli3DbrejUqkYMGAA8+bNIyMj\ng88//7zJX8TDhg3jmWee4bbbbsNms/Hss8/SsWNHnn/+eebOnUtMTAzDhw9Ho9EwefJkJk2ahCRJ\nPP744+j1eiZOnMjTTz/NxIkT0el0zJkjP1RefPFFpk2bht1uJzU1lZ49e17aXfkLkZa2k9mzX6Wg\noKDBMWvX/sKbb76O1Vrp1Jzbt29h9+40PvxwEfHxXQAICgrmyScf5dixo3TqFOuyneHhEYSHX9jH\n0+v1BAQY6d69h8tzCQSC5lGdH+DrraNTeF1J4B3n0yi3ySH3weHO9dQv2bwRW6H8+ydw5PWoNMpv\n21ZTUV5J+lZZUyAoxECswgqDFtMZrKZzAPgG90GtafoFuTXgtCOwYMECvvnmG1599VVSU1O56iq5\nLvQf//gHjzzyCHPmzOH1119vdA5vb+9agkXVfPHFF3WOTZgwgQkTJtQ65uXlxdtvv11nbK9evfjy\nyy+d/SqCi3jmmWn07duP5567nQceuKvO+aKiImbOfJaxY8fTt28/nnlmWpNzbt++jeDgkBonAKBP\nn2S8vLzYunWTU46A3W7nhRemk5a2i/nz36Ojm+uJBQJB45RbbOyvyg/o1SkYtbp2boAkSazPkPPH\ngryM9HBCV0ByOChYtRIArTEQv6vc23Rn1+bTWC1yb4N+Q2IUT0isjgag0uAb0rqkhhvDaUdg+fLl\nPPHEE9xwww3Y7faa4/Hx8UyZMoXXXnvNLQYK3MvChR8QE9OJrKzMes97eXmxePHXREREsn37Vqfm\nPHv2DBERkbWOaTQawsLacvbsGafmmDPnNbZv38Zbby0UToBA0ArYf7IAm11uLV/ftsDJktOcq9IV\nuLZjqlO6AqU7tlGZI++nG4ePQKVVrr3vHykrqWDfzgwA2kb4E9WAbHJzsZZnU1FyDACfoEQ0Op8m\nrmg9OH3Xi4qKiI6uvzNSYGAgZWV1k0b+bJwtq+C3zAIsf9BZANAd11BZaa/nKmXRq9UMbRdIpI+n\nIvPFxDT+kNXr9XUe6k1hNpvw9vauc9zb27tWYmdDfPDBv1m9eiVz5synS5duLq0tEAjcQ3UTIb2H\nhq4d6mbZr6tSGdSoNFwTM4DKJh4JksNBwQpZaljj44v/QPeK2W3fcAq7XU5wSHFnNABVq5Qabgyn\nHYHOnTvz3//+l9TU1Drnfv75Z+Li4hQ1rDWyMbuQQ8Xuy2Z1Fr1GzS0+zstyOhyOWiJRKpUKjRv3\n4SRJAur/T/bHcOIf+fHHFRw5cpixY8fTq5dz9ccCgcC92OwOdh+XqwV6xASh+0P5dYm1lLScvQD0\nCulOgJc/uWWNZ7yb9uzGmiHvpwdcNwy1EwnnzaUwz8ThvXIydIdOQbSJqJvfcCnYLIWYC/cDstSw\nVq9cOWJL4LQjMGXKFB544AGys7MZPHgwKpWKX375hU8++YSVK1fWdPn7MzMgzIjVLtUfEdC1XERg\nQFiAS9d88skHfPLJBzWf27Rpy9dff6+0aTUYDD6UlpbUOW42mzEYGg+XHT9+jL59+7Fq1Q/ccstt\nREUp2/ZTIBC4zqEzhZRbZCGgpLi6fQE2ZW7D7oKugCRJFKyUfwepvbwIGHqNgtbWZev6kzXVDsmD\nle/5X5KzBZAXaM3iQg3htCMwYMAAPvzwQ+bNm8ebb76JJEksXLiQ+Ph4FixYUNMx8M9MpI8nd8TV\nLyPZmmuPx44dz4ABA2s+63TKCWvUR2RkJGvW/FTrmN1uJzs7i6ioGxq9dtKkO7jrrnuZNOkm5syZ\nxVtv/fkdTIGgtbPrSB4AGrWKhJjajoDdYWdDhpw/FO7T1ildgfJDB6k4Iff5D7j6WjT1bCUqRXZm\nCSer7O/cPYygEGX37u2VJkz5aQB4+nbEw9v5aG1rwaXMjP79+9O/f38qKiooLi7GYDDU6uonaJ0E\nB4cQHFx/K1B30Lt3MkuWLOLw4UN07iz32N6xYxvl5eX07p3c6LVGoxG93pPHHnuC5577Bz/9tIph\nw0a2hNkCgaAeHJJE2lE5P6BLeyPenrUfG/vyD17QFQh3Tlcgf4UcDVB5eBBw7XUKW3wBSZLYslZ2\nONQaFX1SOyi+RmnuNiRJjpZcidEAcEF0COCDDz7g4YcfxtPTk7CwMA4cOMDgwYNZvHixu+wTXAEU\nFhayb99ezGY5f6Jv337Ex3flmWeeZM2a1axa9QMvvTSDgQMHExvrXC7J4MFXk5ycwvz5b1Ja2joj\nLQLBX4GTmSUUl8mKgPVVC6w/J5cMemo86dum6bye8uPHKD8ktyD2HzQErW/jnWAvhXOnCsk8Izsp\n3RLb4VePUuKl4LBbKM2rkhr2Dkfvc2VuZTrtCLz33nu89dZbdOp0Icu8ffv2jB49mtdff50lS5a4\nxUBB62fDhnU8+ODdHD16FAC1Ws2sWXPp2rU7s2b9iwUL3mTQoKE8//xLLs07depTlJWV8u67891h\ntkAgcIJdVdEAFdArtva2QLYph0OF8v/7lLa90Wua3nYsWClXCqDRYBw2QlFbL+b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hqMS8QbAKcRArK+gEQikVx8bHtriLf3TKDFx1E8JW56PYNRclMMNzz2RVTj1GXjK8Hu90bYu3MM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\nt7nd1taW0NBQCgsLCQoK4vPPP0etVrfbZ319fZdiE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kzZo1tG/fHjs7Ozp16iTPSwD/Ns/s3bsXPz8/HB0dadmyJREREUr7KC1/mzdv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\nCCGM2P8B+R2QsC5wCssAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -255,6 +255,148 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generating error distributions for fixed assay conditions\n", + "For given set of assay paramters, one can estimate the error distribution of the fitted $\\Delta G$s upon may repeats of a fluorescence experiment with the function `generate_deltag_estimates()`. Given fixed parameters, `generate_deltag_estimates()` will draw multiple sets of fluorescence titration data, each with different amounts of random noise added. For each draw, the binding free energy is estimated using least squares regression. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The ligand and protein concentrations used:\n", + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "P_total = 1E-6\n", + "\n", + "# Initializing the AssaySimulator:\n", + "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, p_total=P_total, inner_filter=False)\n", + "\n", + "# Setting the mean values of the parameters:\n", + "sim_assay.set_mean_parameters(pymc_data=data, t_equil=t_equil)\n", + "\n", + "# Generate fitted binding free energies by least-squares fitting\n", + "estimates = sim_assay.generate_deltag_estimates(nsamples=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotting the estimates spread of the estimates:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hist, edges = np.histogram(estimates, bins=20, normed=True)\n", + "centers = edges[0:-1] + np.diff(edges) / 2.0\n", + "\n", + "plt.bar(centers, hist, width=0.01)\n", + "plt.xlabel('Estimated free energy (unitless)', fontsize=16)\n", + "plt.ylabel('Frequency', fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the next cell, I'll generate the estimate distributions for different protein concentrations." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "nsamples = 3000\n", + "protein_concentrations = np.array([0.5E-6, 1E-6, 5E-6])\n", + "estimates = np.zeros((len(protein_concentrations), nsamples))\n", + "\n", + "for i in range(len(protein_concentrations)):\n", + " sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, p_total=protein_concentrations[i], inner_filter=False)\n", + " sim_assay.set_mean_parameters(pymc_data=data, t_equil=t_equil)\n", + " estimates[i,:] = sim_assay.generate_deltag_estimates(nsamples)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here's an example plot of the estimated posterior densities when the assay is performated at different protein concentrations." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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hIUpLSyGTyXiNemZmJgBwYS4uLvj555/x/PlzXLx4EZs2bcI333wDDw8Ppa+A6enpoU+f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zKppuhqnu8T/0dCVvEAIYm3rnDpVhItnZo/ZC9BKKZQKBjTYgTGhrV3HvHSyVySJH4v1fM9LfsO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\nFlB8BWVgo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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "cols = sns.color_palette(\"deep\", 3)\n", + "\n", + "for i in range(len(protein_concentrations)):\n", + " hist, edges = np.histogram(estimates[i,:], bins=20, normed=True)\n", + " hist = hist/hist.max()\n", + " centers = edges[0:-1] + np.diff(edges) / 2.0\n", + " if i !=2:\n", + " plt.plot(centers, hist, lw=3, ls='--', color=cols[i], label=\"{} $\\mu$M\".format(protein_concentrations[i]*1.0E6))\n", + " else: \n", + " plt.bar(centers, hist, width=0.01, color=cols[i], label=\"{} $\\mu$M\".format(protein_concentrations[i]*1.0E6))\n", + "\n", + "plt.legend(fontsize=15)\n", + "plt.title('Predicted posterior free energy density at \\n different protein concentrations', fontsize=16)\n", + "plt.xlabel('Binding free energy (unitless)', fontsize=16)\n", + "plt.ylabel('Density relative to maximum', fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above, each distribution has been scaled to it's maximum value." + ] + }, { "cell_type": "markdown", "metadata": { @@ -272,27 +414,20 @@ "editable": true }, "source": [ + "The above example explores how different protein concentrations affects the distribution of free energy estimates. In this next section, a more systematic approach is taken to finding the protein cocenctration produces the most consistent concentrations.\n", + "\n", "For a given protein concentration, parameter samples will be drawn from the posterior, fluorenscence data will be simulated, and the affinity estimated via least squares minimization. " ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/rossg/miniconda3/envs/py2/lib/python2.7/site-packages/scipy/optimize/optimize.py:964: RuntimeWarning: divide by zero encountered in double_scalars\n", - " rhok = 1.0 / (numpy.dot(yk, sk))\n" - ] - } - ], + "outputs": [], "source": [ "# The ligand concentrations used in the assay\n", "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", @@ -301,8 +436,8 @@ "P_totals =10 ** (np.linspace(-10, -1, num=20))\n", "\n", "# Number of times the fitting procedure will occur\n", - "nposterior_samples = 100 # The number of parameter draws from the posterior\n", - "nsamples = 10 # The number of repeated fluorescence draws for each posterior sample\n", + "nposterior_samples = 50 # The number of parameter draws from the posterior\n", + "nsamples = 50 # The number of repeated fluorescence draws for each posterior sample\n", "\n", "# Predict the coeffecient of variation, variance and bias for the ligand and protein concentrations \n", "(CV, Var, Bias2) = predict_assay_error(data, L_total, P_totals, nsamples, nposterior_samples, t_equil=t_equil, inner_filter=True, geometry='top')" @@ -315,12 +450,18 @@ "editable": true }, "source": [ - "### Plotting data the coefficient of variation as function of protein concentration" + "### Plotting data the coefficient of variation as function of protein concentration\n", + "\n", + "The coefficient of variation (CV) is relative standard deviation of the estimated free energy, and is given by\n", + "\n", + "$$ CV = \\frac{\\sigma_{\\Delta G}}{|\\Delta G|} $$\n", + "\n", + "where $\\sigma_{\\Delta G}$ is the standard deviation. Below plots how this varies with protein concentration." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, @@ -329,9 +470,9 @@ "outputs": [ { "data": { - "image/png": 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R5ytRPFS1TuSClpYW3rx5w73Oy8tDTExMjfZhb2+PrKwssRa5mZmZmDJlCq5c\nuQIAVfYZd3R0xKNHj8SqugsLC3H69Gk4ODjUKJb39wsAYWFhYsv/+ecf6Ovrw9TUtEb7O3funNjr\nM2fOwNnZWaxauSxra2uoqqpWeHwVFRXY2NgAKF82jo6OePLkCczMzGBtbQ1ra2sIBAL4+/vj5s2b\nNYq5MlpaWhAIBDh//rzY8r179+Lrr79G27ZtoaurW2HsACT+XmxsbKCiolKu7JYtW4adO3fC1tYW\nqqqqSE1N5T6rtbU14uLiEBAQUKPPJMm4BLdv34aVlRX69u3L9d2/dOkSgHd35NXNT+7o6Ijw8HCx\ni6C0tDRcu3bto85XonjojpzIBTc3Nxw9ehSWlpbQ09PDjh07arwPd3d3WFhYYO7cuZg7dy50dXWx\nfft2GBkZoV+/fgAAbW1t3Lx5E05OTrC1tRV7/+DBg7F7925MmTIFPj4+4PP5CAoKQkpKykeNtNax\nY0d4enpi1apVyM3NhZmZGc6cOYO///4by5Ytq/GANIcPH4aenh7s7e3x+++/48GDBwgODq50ez09\nPYwdOxY7d+6EsrIyOnXqhIiICOzcuRMTJkyAjo4OgJKyiYmJQXh4OGxtbfHFF1/g+PHjmDx5MsaN\nGwdVVVXs2rULt2/fho+PzweXx/u++uorzJkzB0uXLoWXlxcePnyIPXv2YOHChVBWVsbMmTOxcuVK\n6OjooGfPnnjw4AE2bdoELy8vCAQCiY6hr6+PESNGYMuWLdwz49DQUMTExGDZsmVcGa1atQqZmZmw\nsbFBbGwsNmzYgJ49e0JLS0viO/KqzrFS1tbW2L59O4KDgyEQCHD37l0EBASAx+Ph7du3AN7VIly9\nehWmpqbo2LGj2D4mTJiAY8eOYeLEiZg+fTqAkjt9NTU1jB8/XqJYSf1AiZzIhSVLlqCgoADLly+H\nlpYWRo0aBQsLC0RHR0u8D1VVVezcuRNr1qzBTz/9hOLiYjg5OSEoKIj7ozhz5kz4+fnhxo0buHr1\nqtj7tbS0sG/fPqxevRrff/89RCIR7OzssG/fvo8eiOPnn3/Gxo0bERQUhIyMDLRt2xZr167FwIED\na7wvHx8fnDp1Cjt27IBAIMCOHTtgb29f5XsWLFgAXV1dhISEYMeOHWjRogUWLVqEcePGcdtMmDAB\nc+fOxeTJk7F79244ODhg//79WLt2LRYsWAAejwdLS0v8+uuvFT6b/VBeXl7w8/PD5s2bcezYMTRv\n3hyLFi1RGgqIAAAgAElEQVTCmDFjAABjxoxBo0aNsGvXLhw+fBhGRkb44osvMGPGjBod55tvvoGu\nri727duH9PR0dOjQAdu3b4e1tTVXRnp6ejh06BB++eUXGBkZYfz48Zg5c2aNjlPVOVZq6tSpSE5O\nhr+/PwoKCmBqaoply5bhzz//RGRkJICS83HKlCkIDg5GZGSk2LgDAGBsbIx9+/Zh7dq1WLx4MZSV\nldG5c2ds2LCBa9BGGgYek7RlBSFEpkoHCdm4cWO5VtyEkIaLnpETQgghCowSOSGEEKLAqGqdEEII\nUWB0R04IIYQoMIVstZ6cnC3rEGROV1cD6ek0D3Rdo3KWDipn6aBylp7aLmtDQ36l6+iOXEGpqFQ9\nWASpHVTO0kHlLB1UztIjzbKmRE4IIYQoMErkhBBCiAKjRE4IIYQoMErkhBBCiAKjRE4IIYQoMErk\nhBBCiAKjRE4IIYQoMErkhBBCiAKjRE4IIYQoMErkhBBCiAJTyLHWa8vTxCzs+jsGBjqNMKaPGfR1\nGsk6JEIIIaRGGvQd+ZW7iXiZkouox6n4fncEHiZkyDokQgghpEYadCLvbNEUyko8AEB2nhBrD0Ti\nfORLGUdFCCGESE6qibywsBDz58/H559/jokTJyI+Ph7Pnj3DyJEjMWrUKCxfvhzFxcVSi6eDSRMs\nGGkPvoYqAEBUzLDnxAPsPfEARSLpxUEIIYR8KKkm8kOHDkFDQwOHDh3C//73P6xcuRK+vr7w8fHB\n/v37wRjDmTNnpBkSBC2bYNn4TmjVVItbdi7yJdYdvI2svEKpxkIIIYTUlFQT+aNHj+Dm5gYAaNu2\nLR4/fozo6Gg4OzsDANzc3HD16lVphgQA0NdphCVjHOFsbsQte5CQgZVBN/A8KVvq8RBCCCGSkmqr\ndXNzc5w7dw69evVCVFQUkpKSoK+vDx6v5Dm1pqYmsrOrT5y6uhp1Mmn7/ya54LezcdgbGgPGgNSs\nt/DddwtzRzqgq03zWj/exzI05Ms6hAaBylk6qJylg8pZeqRV1lJN5EOGDMHjx48xatQoODg4wNLS\nEm/evOHW5+bmQltbu9r9pKfn1VmMPWyM0URDFdv+iMbbQhEKCkVYtTsC3l1MMeiTNlD676JD1gwN\n+UhOptqCukblLB1UztJB5Sw9tV3WVV0USLVq/e7du3B1dcWBAwfg5eWFli1bwsLCAuHh4QCAixcv\nwsnJSZohVciuvQH+N84JRrqNuWV/Xo1HwNG7yC8okmFkhBBCiDgeY4xJ62BpaWmYN28e8vPzwefz\n8eOPPyIvLw9Lly6FUChE27Zt8cMPP0BZuepqc2ldUea+FSLweDSin6Zxy1oYaGLWEGsY6WpIJYbK\n0JW1dFA5SweVs3RQOUuPNO/IpZrIa4s0T0RRcTEOn3uMkxEJ3DLNRiqY/qkVLEz1pBbH++gHKR1U\nztJB5SwdVM7SU2+r1hWRspISRvTsgEn9zaGiXFJcuW+LsD4kCqdvJEABr4MIIYTUI5TIJdTV2hiL\nRttDR0sNAFDMGPafjkNQaCyERTR4DCGEENmgRF4D7ZrrYNn4Tmhj/K5l/aU7iVh7IBKZOQUyjIwQ\nQkhDRYm8hnT56lg82h5drJpxyx69zMT3u2/gaWKWDCMjhBDSEFEi/wCqKsqY1N8cIzzao7RbeXp2\nAVbtu4V/o1/LNjhCCCENCiXyD8Tj8dDHuRXmfm4LDfWScXWERcXY9ud9HD73CMXF1AiOEEJI3aNE\n/pGs2uhj6XgnGOu/61ceGv4cG3+7g7y38j14TE6+EIfOPkJo+DMUU+t7QghRSJTIa0FTPQ38b5wT\nbNvpc8vuPknFhkO35XYkuNy3JfOvh11/jsPnHuPMjReyDokQQhTenccp+O7X6zh46oHUjkmJvJY0\nVlfBrCE26O/amlv2+FUWNh25gwKhSIaRlZdfUIQNh6KQ8CaHW/bHlafIyRfKMCpCCFF8h849xvOk\nHBw4ESu1GzlK5LVISYmHId3bYXRvAbcs9nkGAo7elZu+5gVCEX757Q6evBJvYZ/7tgh/XomXTVCE\nEFIPFBczJKWVTOpVzEpygjRQIq8DPR1NMMy9Hff63tM0BB6/hyKRbJO5sKgYAcfu4kFCBres7Bzs\nZ2+9wOu0uptZjhBC6rPM3EKI/mvorK2pBnXV2p9uuyKUyOtI386tMahbG+51ZFwKdvx1X2at2UXF\nxdj6RzTuPXk3Aczn7u0xbaAlBC2b/LcNw+Fzj2QSHyGEKLrUrLfc/8vOnlnXKJHXoYFdTdG3cyvu\n9fWYN/g1NEbqLcSLixl2/hWDWw+TxWLz6twKPB4PI3q255ZHxqUg5lm6VOMjhJD6IK1MIjeU4gyZ\nlMjrEI/Hw9Ae7dDTwYRbduXua+w7+VBqk60wxrDnRCz+vZ/ELfNybiVWW2DaTFtspLqQM3HUD54Q\nQmqo7B25YRO6I683eDweRvbuADdbY27ZuciXCDn7qM6TOWMMB87E4WJUIrfM3b4Fhrm3A48n3ghj\nsFtbqKmUnA7P3+Tg6j0aoY4QQmoiNZPuyOstJR4P4zw7wsWyKbfsZEQCfr/0tE6Pe+zSE5wu0z+8\nq1UzjO4jKJfEAUBPuxG8yjwGOHLxMQoK5avbHCGEyLO0rHeTZxnSM/L6R0mJh0n9zeFoZsgt+/Nq\nPP6+Fl8nx/v7Wjz+uvqMe+3U0QgT+nWEUgVJvJRX51bcNK2ZOYUIDX9W6baEEELEpWRS1Xq9p6yk\nhGkDLWFTZgS4Ixee4GREQq0e51REAo5ceMK9tmmnj6neFlBWqvrrbqSmgsFubbnXYeHPkZ5N07MS\nQogk0sRarVPVer2loqyErz6zgnlrXW7ZwTNxOB/5slb2fzHqFQ6cieNem7fWxVefWUFFWbKvuquV\nMVoZaQEACouKcfTC41qJixBC6rP8giLk/TeSm6qKEle7KQ2UyGVAVUUZs4fYoIOJDrds74kHuHI3\nsYp3Ve/f6NfYHRrLvW7fQgezhlhDVUXyQQmUlHgY7vGuO9qVe68R/5rmWSeEkKqUbbGup92owrZI\ndYUSuYyoqynDZ5gt2hjzAQAMwK5/YhAR++aD9nfrYTJ2/BWD0nbwrZvy4TPMFo3UVGq8L3NTPdi1\nN+BeHzxT9y3sCSFEkZWtVtfXVpfqsSmRy1BjdRXM/dwOJoYlVdmMAdv+iMbtuJQa7efek1QEHr/H\nDTTTwkAT84bbQqNRzZN4qc892kP5v3GCHyZk4NbDmsVECCENSWqZFut62o2kemxK5DKm1VgVX4+w\n4+YzFxUzbP79LqKfplXzzhIPnqdj09G7KBKVJHEj3cb4eoQd+Bof93ymmZ4G3B1acK8Pn3sk87Hi\nCSFEXpXtQ25Aibzh0dZUw9cj7GH0X3eFIhHDpiN38OB51UOlPn6VCb/f7nAzq+lrq2PBCHvoaNVO\ntc7Arm2g+d9d/ZuMfJy9SXOWE0JIRdLee0YuTZTI5YQuXx1fj7SD3n/PVgqLiuH32x08fpVZ4fZP\nXmZiQ0gUN2iLjpYaFoy0h75O7Z1AWo1V4d313VCuf1yJpznLCSGkAin0jJwAgIFOYywYac91Wygo\nFGFDSBSevc4W2+5VSi6WbbvKdXUoqZ63r5N+ix4OLbhZfPIKivDH5bodjY4QQhSRWGO3WryhkgQl\ncjnTVFcDX4+wh1ZjVQAlyXNdyG28TM4BALxJz8PPByORmVMIANBQV8H84XZoYaBZJ/GoKCvhc/d3\n3dHORb5EYmpunRyLEEIUkai4WGzwLF1+PU7kQqEQ8+fPx4gRIzBq1Cg8fvwYz549w8iRIzFq1Cgs\nX74cxcXUoKqFgSa+HmEHDfWS59M5+UL8fPA2YuLTsPbAbWT8l8TVVZUx93NbtG7Gr9N47DsYwExs\nznIaJIYQQkqlZxegtIeujpYaVFWke48s1aNduHABRUVFOHjwIL766iv4+fnB19cXPj4+2L9/Pxhj\nOHPmjDRDklutmvIxb7gdGqmVDOaSmVuItQdvc4MOqKkoYc5QG7RroVPVbmpFyZzlHVA6vMHtRymI\niZesVT0hhNR3ZSdL0ZdyQzdAyom8TZs2EIlEKC4uRk5ODlRUVBAdHQ1nZ2cAgJubG65evSrNkORa\n2+ba8BlmCzVV8a9JWYmHJROc0bHMMK91rXUzvtic5QfPPqI5ywkhBOJdz6TdYh0APnzEkA+goaGB\nly9fom/fvkhPT0dgYCAiIiK4oew0NTWRnZ1dzV4AXV0NqNRg2FFFZmjIh6aWOr7fGQ5hUTGUlHhY\nONYJTuZNq39zLZsy2AY3HiajoFCEhDc5uBOfjt6dW0s9DmkzNKzbRxekBJWzdFA51763onfDa7ds\nps2VsbTKWqqJPCgoCN26dcP8+fORmJiI8ePHQyh8150pNzcX2tra1e4nPT2vLsOUOy3+G+TlUlQi\nOls0RYf/hnVNTq7+oqe2eTm3wvH/Wq7v/vs+Oppof9AwsIrC0JAvk3JuaKicpYPKuW4kJL7rJtxY\nhYfk5OxaL+uqLgqkWrWura0NPr8kGB0dHRQVFcHCwgLh4eEAgIsXL8LJyUmaISmMDiZNMLG/OSzb\n6Mk0Di/nVmhSOmd5biFC/30u03gIIUTWxPuQ1/Nn5BMmTEB0dDRGjRqF8ePHY+7cuVi2bBk2bdqE\n4cOHQygUwtPTU5ohkRpSV1PGkO7tuNcnrj8X6z9JCCENjVhjNyn3IQdqULUuFAoRFRWFly9fIicn\nB02aNIGxsTFsbW2hrCzZ82pNTU1s3Lix3PLg4GDJIyYy52rVDKdvvMCzpGwUFhXjyIUnmOJtIeuw\nCCFE6hhj5aYwlbZqE3lsbCx27tyJ06dPIz8/v9x6Pp+PHj16YPLkyTAzM6uTIIl8UeKVzFm+5kAk\nAOBa9Gv0cjJBG+Pq2zcQQkh9kvu2iBsqW11NmZufQpoqrVrPyMjA119/jc8//xy5ublYvnw5/vjj\nD9y4cQPR0dG4evUqfv/9d8ybNw/5+fkYOnQo5s6di/T0qif6IPVDx9a6sO/wbs7ykDNxNGc5IaTB\nSXvv+XhpLyxpqvTSYejQofj0009x5coVroFaWXp6etDT00PHjh0xcuRIpKamYs+ePRg6dCgN6tJA\nfO7eHncep0JUzPDwRSZuPUyGo5mRrMMihBCpEe9DLt3JUkpVmsgPHjwIAwODylaXo6+vj7lz52LM\nmDG1EhiRf031NODhYIJTNxIAAIfOPYJNOwOpD09ICCGyUvb5uLTnIS9V6V/cmiTxsgwNDT84GKJ4\nBnYz5Z4JJWe8xRmas5wQ0oCUbbEui4ZuwAcMCHPhwgWcOHECKSkp0NfXR8+ePdGrV6+6iI0oAM1G\nqhjYrQ0OnI4DAPx5NR5drZuBr6Em48gIIaTuyboPOVDDfuRBQUH49ttvoa6uDnNzc/B4PCxZsgR+\nfn51FR9RAO72LdBUr2Qu9PyCIvxxOV62ARFCiJTIch7yUpXekefk5EBLS0ts2ZEjR7Bt2zZYWLzr\nM9yjRw8sW7YMPj4+dRclkWslc5a3w6YjdwGUzFnu4dgCxvp1M0c6IYTIC/E+5LJp7FbpHXnv3r2x\na9cuFBYWcssMDQ1x4sQJpKeno7i4GElJSTh9+jSaNpX+BB5Evti1N0DHViVzlhczhkNnH8k4IkII\nqVvComJk5pTkSB4P0OXLWSIPCgrCjRs30Lt3b4SEhEAkEmHFihW4ePEiXF1dYWlpiR49eiAmJgar\nV6+WZsxEDvF4PAz3eDdnedTjVETTnOWEkHosPfvd3bguXx3KSrLpsVNp1bqZmRk2b96MqKgobNiw\nATt37sSsWbNw7NgxJCQkIC0tDXp6emjZsqU04yVyrHUzPrpaG+Py3ZIp/Y5eeAKL1royGSCBEELq\nmqznIS9V7eWDra0tgoKCsGLFCgQHB8Pb2xtxcXGwtbWlJE7K+cytLVSUS06rp4lZeJiQIeOICCGk\nbqSW6Xomqz7kQDWJPCcnB/fu3UNqaipcXV0REhKCOXPmwM/PD8OHD+emHyWklC5fHV2tm3GvQ8Np\nmlNCSP2UJuPJUkpVmsjPnj2LTz75BEOHDoWbmxt27twJAOjVqxeOHz+O0aNHY+nSpfjiiy9w9+5d\nqQVM5J+ncyvuWfmdx6l4kZwj03gIIaQuiPchl01DN6CKRL569WpMnDgRd+7cwcaNG7FhwwZkZmYC\nKGnYNHDgQISGhsLT0xOzZ8+WWsBE/jXT04CD4N0IfyforpwQUg/JQx9yoIpEnpaWBhsbG6ipqcHO\nzg5FRUVcIi+lrKyMESNG4MSJE3UeKFEsXi6tuP//ez9J7IQnhJD6IFUOhmcFqmi13qdPH3zzzTdw\ncXHB/fv3YWFhgVatWlW4rZoaDcdJxLVrrgNByyZ4mJABUTHDqRsJGO7RQdZhEUJIrWCMlZvCVFYq\nvSNfsWIFZs+eDW1tbQwZMgR79uyRZlykHujb+d2F3/nbr5D3VijDaAghpPZk5wkhLCoGAGioq6Cx\neo2nLqk1lR5ZRUUFw4cPl2YspJ6xbqeP5gaaeJWSi4JCEc5FvkR/V1NZh0UIIR8tVU5arANV3JEv\nWbIEycnJNdrZ69evsXjx4o8OitQPSjwevJzf3ZWfvvECwiKRDCMihJDaUXYwGAMZNnQDqkjkVlZW\nGDhwIJYtW4bw8HAwxircTiQSITw8HAsXLsSgQYNgaWlZZ8ESxeNi2RRNtEraUGTmFuJadJKMIyKE\nkI+XJgeTpZSqtGp99OjRcHd3h7+/PyZPngxNTU2YmZnB2NgYjRo1QnZ2NpKSkhAdHQ2hUAhvb2/8\n9ttvNNobEaOirIQ+nVrh0LmSSVRCw5+jm40xlGjYVkKIApOHechLVfl0vnnz5vjpp58wb948nDhx\nAtevX8ejR4+QnZ0NXV1dNGvWDIsXL4a7uzuMjIykFTNRMN3tmuPPq0+RXyBCUloebseliPUzJ4QQ\nRZNWpuuZLPuQA9Uk8lIGBgYYPXo0Ro8eXdfxkHqosboKeti3QOi/JQPDhIY/o0ROCFFo8jJhCiDB\npCmE1IZeji2holxSnf74ZRbiXtBkKoQQxZUqR1XrlMiJVOjy1eFqWWYylX9p2FZCiGIqEIqQk18y\nLoayEg86WrIdFI0SOZEarzIDxNx+lIJXKbkyjIYQQj5M2Rbrunx1mTfelepQNEePHsWxY8cAAAUF\nBYiJicH+/fvx008/gcfjoUOHDli+fDmUlOj6oj4y1teEfQcDRMalAADCrj/HxH7mMo6KEEJqpmy1\nuqz7kANSviMfPHgw9u7di71798LS0hL/+9//EBAQAB8fH+zfvx+MMZw5c0aaIREp69u5Nff/a/de\nIz27oIqtCSFE/qTJyWQppSS+I3/8+DEuXbqEvLw8FBcXi63j8Xj46quvJD7o3bt38ejRIyxfvhz+\n/v5wdnYGALi5ueHKlSvo3bu3xPsiiqW9iQ7am+jg0YtMiIoZTt9IwDD39rIOixBCJJYiRy3WAQkT\n+eHDh7Fs2TIAgIaGRrmq75om8q1bt3LbM8bA++/5gqamJrKzs6t9v66uBlRUlCU+Xn1laMiXdQgf\nZERvM/zw63UAwIWoVxjvbQXNxqoyjqpyilrOiobKWTqonD9eXuG7oaZNWzSptEylVdYSJfKtW7ei\nd+/e+PHHH8Hnf1xgWVlZePr0KVxcXABA7KIgNzcX2tra1e4jPT3vo2KoDwwN+UhOrv6iRx6ZGmnC\nWF8Dial5yHtbhCNnHohVucsTRS5nRULlLB1UzrXjZdK7MlRTYhWWaW2XdVUXBRI9I3/z5g1Gjx79\n0UkcACIiIuDq6sq9trCwQHh4OADg4sWLcHJy+uhjEPn2/mQqpyISuOkACSFE3slTH3JAwkRuaWmJ\n2NjYWjng06dPYWJiwr1etGgRNm3ahOHDh0MoFMLT07NWjkPkm4tlM67vZUZOIf69/1rGERFCSPWK\ni5lYI12FeUY+f/58zJ8/HyKRCDY2NmjcuHG5bSSd9Wzy5Mlir9u0aYPg4GCJ3kvqD1UVJfR2aonf\nzj8GAISFP0dXa5pMhRAi3zJzCyEqLpkNVKuxKtRVZd9eS6JEPmbMGADAmjVruIZppUobq8XExNR+\ndKRe62HXHH9djcfbQhESU/Nw51Eq7DoYyDosQgiplFi1uhz0IQckTOR79uyp6zhIA6TRSBU97Fog\n7Pq7yVQokRNC5FmanD0fByRM5KX9vAEgLy8Pubm50NHRgZqabMeXJYqvl5MJTt1IgKiYIe5FJh69\nyER7Ex1Zh0UIIRUSn/VMXYaRvCPxyG5XrlzBkCFD4OTkBDc3N9ja2mLYsGG4cOFCXcZH6jk97UZw\nsWzKvQ4NfybDaAghpGpiw7PKyR25RIn8ypUrmDp1KlRVVbF48WKsW7cOixYtgpKSEqZPn44rV67U\ndZykHivbFe12XAoSU2kyFUKIfJKnechLSVS17ufnh169emHjxo1iyydMmAAfHx/4+/uja9eudRIg\nqf9aGGrBtp0+oh6nggE4cT0BE/p2lHVYhBBSTmqZcdblpbGbRHfkDx8+xNChQytcN2TIkFrrY04a\nrr4u70Z2u3ovEZk5NJkKIUT+yGNjN4kSuYGBAV6/rnjAjsTExAr7lRNSEx1MdNCuecnwvEUihtM3\nX8g4IkIIEZdfUIS8giIAJWNh8DXkY44IiRJ5nz59sH79ely9elVs+ZUrV+Dn50ezlZGPxuPx4FVm\nvPWzt14i/78fDCGEyIOyDd30tBuVG1dFViR6Rj5r1izcvn0bEydOhJaWFvT19ZGamorc3FzY2Nhg\nwYIFdR0naQDsOxigqZ4GktLykF9QhItRr+BZpiEcIYTIUtmGbvpy0vUMkDCRa2hoYP/+/Th37hwi\nIiKQnZ0NHR0dODo6okePHuWmNSXkQygp8eDl3BK7wx4AAE5GJKCnowlUlOn8IoTIXlqW/LVYByRM\n5EBJ1aeHhwc8PDzqMh7SwHWxaoZjl54iK7cQ6dkFCL+fhK7WxrIOixBCxFqsy0sfcqCKRO7t7Y11\n69ZBIBDA29u72h39+eeftRoYaZhUVZTR28kERy48AVAymUoXq2Zy8yyKENJwvf+MXF5UmsitrKy4\n1uiWlpb0h5RITQ/7Fvjr2jMUFIrwMiUXd5+kwqYdjcFOCJEteZwwBagikfv6+nL/X7VqVZU7SUpK\nqr2ISIOn2UgV3W2b42REAgAg9N/nlMgJITIn3odcfhq7SdSKyNzcHHfu3KlwXUREBLy8vGo1KEJ6\nO7WEslJJLdCDhAw8fpUp44gIIQ1ZkagY6dnvnpHr8hXgjtzPzw85OTkASuYc37VrFwwMyt8V3bt3\njwaEIbVOX6cRnM2b4lp0yUBEYeHP8dVn1jKOihDSUGXkFICxkv/raKlBVUV+etNUmshbtGiBLVu2\nAChpsX7jxo1y05YqKyuDz+fju+++q9MgScPUt3MrLpHfepCMpLQ8NNXTkHFUhJCGSLwPufzcjQNV\nJPJhw4Zh2LBhAAAPDw8EBATA3NxcaoERYmKkBeu2+rj7pHQylecY50WTqRBCpC+tTNczeWqxDkj4\njPzs2bNVJnGhUFhrARFSVt/O70Z2u3z3NTJzC2UYDSGkoZLHechLSTQgjFAoxKFDh3D9+nUUFhaC\nlT4oAJCfn4+YmBhcv369zoIkDZdZqyZoY8zH08RsFImKceZmAga7tZN1WISQBka8D7n8tFgHJEzk\na9euxZ49e2BmZobU1FSoq6tDT08PDx8+hFAoxIwZM+o6TtJA8Xg89O3cGpt/vwcAOHvzJfq5tEYj\nNYkHJSSEkI8mr33IAQmr1kNDQzFlyhQcP34cY8eOhYWFBQ4fPoyTJ0+iVatWKCqiWapI3XEQGMJI\nt6RnRF5BES5FJco4IkJIQ1P2Gbm8NXaTKJGnp6ejW7duAICOHTsiKioKANC0aVN8+eWXCA0NrbsI\nSYOnpMSDZ6eW3OuTEQkQFRfLMCJCSEPCGBNrta6Qjd10dXW5PuWmpqZITk5Geno6AKB58+Y0shup\nc12sjaHVWBVASRXXjdhkGUdECGkoct8WoUAoAgCoqylDs5F8PdqTKJF369YN/v7+iIuLQ6tWraCv\nr499+/ZBJBIhLCwM+vr6dR0naeDUVZXh4dCCex0W/lys0SUhhNSV9/uQy9vcIxIl8nnz5kEkEmHl\nypXg8XiYM2cOAgICYGNjgwMHDmDcuHF1HSch8HA04UZTepaUjdhn6TKOiBDSEKTJcYt1QMJW64aG\nhjh+/DhXhT5s2DC0bt0aUVFRsLa2houLi8QH3Lp1K86ePQuhUIiRI0fC2dkZixcvBo/HQ4cOHbB8\n+XIoKcnP0HdEfmhrqKGbtTHORb4EAIRdT4C5qZ6MoyKE1Hfy3IcckPCOHCjpBtSsWTPutbOzM6ZM\nmVKjJB4eHo7IyEgcOHAAe/fuxevXr+Hr6wsfHx/s378fjDGcOXOmZp+ANCh9OrVEaaXW3SepeJGc\nI9N4CCH1n7zOQ16q0jtyb29vrFu3DgKBAN7e3lXuhMfj4Y8//qj2YJcvX4ZAIMBXX32FnJwcLFy4\nEIcOHYKzszMAwM3NDVeuXEHv3r1r+DFIQ9FUTwMOAkPcfFjS2O1E+HNMGmAh46gIIfVZatmuZ3LW\nhxyoIpFbWVlxs5pZWVnVysHS09Px6tUrBAYG4sWLF5g+fToYY1zDAU1NTWRnZ1e7H11dDaioKNdK\nTIrM0JAv6xBkYoRXRy6Rh8ckYcpgG+jr1N0MfA21nKWNylk6qJxrLjvv3TDk7VrpSVyG0irrShO5\nr68v9383Nzd07twZenof9zyySZMmaNu2LdTU1NC2bVuoq6vj9evX3Prc3Fxoa2tXu5/09LyPiqM+\nMDTkIzm5+oue+khfQxUdTHQQ9yITRSKGkBOxGObevk6O1ZDLWZqonKWDyvnDvE7N5f6vVCySqAxr\nu6yruiiQ6Bn5N998gxs3bnx0II6Ojrh06RIYY0hKSkJ+fj5cXV0RHh4OALh48SKcnJw++jik/vNy\nfjezuOkAACAASURBVDeZyvnbL5FfQKMLEkJqn7ComJusiccDdPkK2mq9RYsWyMzM/OiDubu7IyIi\nAkOHDgVjDMuWLYOJiQmWLl2K9evXo23btvD09Pzo45D6z7aDAZrpaeB1Wh7yC0S4cPsVvMrMlEYI\nIbUhLftdQzddvjqU5bBXlUSJ3NvbGz/99BMuXLgAU1PTcgPA8Hg8TJgwQaIDLly4sNyy4OBgid5L\nSCklHg+ezi2xO+wBAODUjQT0cjKBirL8/cgIIYorTY6HZi0lUSLfsGEDAOD06dMVrq9JIiektnSx\naoZjF58gK0+I9OwCRMS8gatVs+rfSAghEirbYl0e+5ADEiby2NjYuo6DkBpTVVFGT0cTHLv0FAAQ\nGv4cLpZN5W74REKI4pL3PuRADQaEqUpyMk1gQWTD3cEEaqolp/GL5BxEx6fJOCJCSH0iz/OQl5Lo\njjwnJwcBAQGIiIhAYWGh2GQV+fn5SExMRHR0dJ0FSUhltBqr4hOb5jhz8wWAkslUrNrQJD6EkNoh\nPmGK/LVYByS8I//hhx+wd+9eGBkZoaCgAEpKSmjXrh0yMjLw6tUrLFu2rK7jJKRSfTq1RGlt+v34\ndDxPon6yhJDakVZfqtYvXLgAHx8fbN68GSNHjkTTpk3h5+eHEydOwNLSEg8fPqzrOAmplGGTxnAy\nM+Jeh11/LsNoCCH1BWNMfHhWRU7k2dnZsLW1BQB06NAB9+7dAwBoaGjgiy++wPnz5+ssQEIkUbYP\n+fX7b8Sqwwgh5ENk5QlRJCoGAGioq6CxukRPo6VOokRuZGTENWgzNTVFeno63rx5AwDQ09NDSkpK\n3UVIiATaGGujY6smAIBixnDqRoKMIyKEKDpFqFYHJEzkHh4eWLduHa5cuYIWLVrAxMQEAQEBePHi\nBQ4cOIDmzZvXdZyEVMuzzLCtF6JeIe+tsIqtCSGkamVr9gzktMU6IGEi9/HxQfv27bFr1y4AwOLF\ni3H06FH07t0bp0+fxsyZM+s0SEIkYd1OH80NNAEABYUinL/9SsYREUIUmXgfcvlssQ5I2P1MS0sL\nW7duRWFhycDxPXv2xF9//YXo6GhYWFjA1NS0LmMkRCKlw7b++k/JAEanbiSgt1NLqKrQsK2EkJpT\nhD7kgIR35IsWLcLly5ehovIu77du3Rr9+vWjJE7kiotFM+hoqQEAMnMK8e/919W8gxBCKibeh1zB\nE/mjR48wefJkdOvWDStWrMCtW7fqOi5CPoiqihJ6OZpwr09cTxAbwIgQQiSVVqbrmcI3djty5AhO\nnTqFCRMmICoqCqNGjYKHhwfWrl1L47ATueNu3wLqasoAgFcpubj7JFXGERFCFJFY1bqiJ3IAaNmy\nJaZOnYqjR4/ixIkTGDFiBMLDwzF48GD079+/LmMkpEY0Gqmiu+27nhRh4TRADCGkZgoKRcjJL+n5\noqzE4x7ZyaMPagVUWFjINXxjjIk9OydEHvR2agml/8ZtjX2egaeJWTKOiBCiSNKy392N6/LVub8n\n8kjiDPzw4UOEhYUhLCwMT58+RYsWLdC/f3+sWrUK7du3r8sYCakxfZ1GcDY3wr/3kwAAJ64/x5eD\nrGQcFSFEUZStVpfnPuSAhIncy8sLz549g76+Pry8vODr68sN2UqIvPLq3IpL5BGxbzCkez4MmzSW\ncVSEEEVQtsW6PDd0AyRM5Pb29li6dClcXV2hpER9coliaNWUDwtTXdyPTwdjwMmIBIzuLZB1WIQQ\nBaAIk6WUkigr+/r6omvXrpTEicIpO5nKpTuvuMYrhBBSFbE+5HJetU6ZmdRrlqZ6MDHUAgAUCotx\nLvKljCMihCiCNAUZnhWgRE7qOR6PB6/OLbnXZ26+gLBIJMOICCGKQFH6kAOUyEkD4GzeFLr8kivq\nrNxCXL1Hw7YSQipXXMyQnq0Yo7rh/+3deVxU9f748dewy74KiKKICiKbiuBuai7lLU0r0xtWat0W\nr1ppar+bWt1vZuZSWmpd19LU1Mqy3NBcE3fc0FQEQQRB9h2G+f2BjKCAo8IMM7yfj4cPmXPOnPOe\nD8O85/M5n4UaEvkzzzzD+fPnAfj5559JT0/XWlBC1CYTYyP6hdyplW8/Ek+pTNsqhKhGZm4RytKy\nzwjrRqaYmxrrOKKaVZvIr1y5QnJy2dCdadOmER8fr7WghKhtvYKb0Mi87I8xKS2PqMupOo5ICFFf\n6VNHN6hh+Jmfnx/vvPMOTZs2RaVSMWnSJMzNq77hr1Ao2LJlS50FKcSjamRuQq9gD/V0rdsir9G+\ntYuOoxJC1Ef6dH8cakjk8+fPZ/Xq1WRkZHD58mW8vLxwdHTUZmxC1Kp+Ic3YeTQeZamKSwmZXLme\nibeHna7DEkLUM2mGksjd3d2ZMmUKAJGRkbz99tv4+vo+8gWfeeYZrK3LhgM1bdqU119/nalTp6JQ\nKGjdujUzZsyQ8eqiTjjYmBPm56ru7LYt8hpvDQ3QcVRCiPomtVIir99Dz0DDmd12794NQEZGBlFR\nUeTk5GBvb09gYCA2NjYaX6ywsBCVSsV3332n3vb6668zceJEwsLCmD59OhEREfTr1+8BX4YQmhkY\n6qlO5Cf+TiE5PQ9XB0sdRyWEqE/S9Gh6VniARVO++OILli1bpl71DMDExIRXXnmFd999V6NzXLhw\ngfz8fEaPHk1JSQnvvPMO586dIzQ0FICePXty8OBBSeSizjRtbI1/S0fOxqShAnYciSd8gI+uwxJC\n1COVpmfV585uFa1atYqlS5cyduxYnnzySZydnUlNTWXr1q0sX74cV1dXXnzxxfuex8LCgjFjxvDc\nc88RGxvLq6++ikqlQnF7eTgrKyuys7Pvex4HB0tMTOr3cABtcHHRvDVE3PFCf1/+s+QQAAfP3GDM\nkADsrKtvPpNy1g4pZ+2Qcr6/9ApLmLbxcsbe5uGa17VV1hol8rVr1/Lqq6/y9ttvq7c5Ozvj6+uL\nsbExa9as0SiRe3l50bx5cxQKBV5eXtjb23Pu3Dn1/tzcXGxtbe97nvT0PE3CNmguLjakpNz/S4+4\nl7udOZ6u1lxLzqGopJQNOy4wpEfLKo+VctYOKWftkHK+v7yCEnILSgAwNTGiKL+QlIKi+zzrXrVd\n1jV9KdCoV1lSUhJhYWFV7gsNDeX6dc3mr964cSOffvopAMnJyeTk5NCtWzciIyMB2LdvHyEhIRqd\nS4iHVTZt653FVHafuE5hsUzbKoS4e451C3WLcX2mUSL39PTk2LFjVe47evQorq6uGl3s2WefJTs7\nmxEjRvD222/zySef8P/+3/9j4cKFDB8+nOLiYgYMGKB59EI8pE6+jdXDSnLyi/nrnEzbKoS4ewx5\n/e+xDho2rYeHh/Phhx+iVCoZOHAgTk5O3Lp1i23btrFs2TImTpyo0cXMzMyYO3fuPdu///77B4ta\niEdkbGREv5CmrNt9GYD9UYk8Fuyh46iEELqmb2PIQcNE/vzzzxMfH8/y5cv55ptv1NuNjY0JDw9n\n7NixdRagEHWla4A7G/deoUSp4uqNbK4lZ+PpKh2BhGjIUg01kQO8++67jBkzhqioKDIzM7GzsyMw\nMBAHB4e6jE+IOmPdyJQObVw4En0TgP2nb/DPfpLIhWjI0rL0Z9WzchoncgB7e3t69epVV7EIoXU9\ng5qoE/nhc0k839sbUxnaKESDVekeuR6MIQdZj1w0cL7NHXC+/ceaW1DC8b9TdByREEKXKq18pied\n3SSRiwbNSKGgR1AT9eP9UTd0GI0QQpdKlKVk5NxpWnewkRq5EHqhe4A75UNFo+PSuSkTDgnRIGVk\nF6JSlf1sZ22GqYl+pEiNojx69Ci5ublV7svKyuKPP/6o1aCE0CYHG3MCWjqpH+8/LbVyIRoifVuH\nvJxGiXzUqFFcuXKlyn1nz55VL3cqhL7qWaF5/cCZGyhLS3UYjRBCF/SxxzrU0Gt9/PjxXL16FQCV\nSsWkSZMwN7/3xn9ycjIeHjKRhtBvgd5O2FqZkZVbRGZOEWdi0ghu5azrsIQQWlRxDLmzISTyl156\niY0bNwJw6dIlvLy8cHR0rHSMkZERtra2DB8+vG6jFKKOmRgb0c3fjT8irwFlM71JIheiYak8z7p+\n9FiHGhJ5x44d6dixo/rxm2++SbNmzbQSlBC60COoiTqRR12+RUZOoSz5KEQDoo9jyEHDe+SzZs2S\nJC4MnpujJW2a2QNQqlJx8Ix0ehOiIak8hlx/ErlGM7ulpKQwa9Ys9u7dS35+Pqry/vkVREdH13pw\nQmhbzyB3/o7PAMp6r7/0lL+OIxJCaINKpTK8zm4VzZw5k8jISJ577jnc3Nz0Yn1WIR5GR5/GrNn5\nN/mFSm6m53M25hZuenSvTAjxcHILSigsVgJgbmaMlcUDzWCuUxpFevDgQWbOnMmQIUPqOh4hdMrc\n1JjOfm7sOXkdgB2RcYzq10bHUQkh6trdzer6VGHV6B65tbX1PT3WhTBUFceUH4pKJK+gWIfRCCG0\nQV97rIOGiXzYsGGsXLmS4mL5QBOGr7mbDZ6u1gAUlZRy+HyyjiMSQtQ1fR1DDho2rRcWFnLmzBl6\n9OiBr68vFhaVX6RCoWDx4sV1EqAQutAjsAlrdv4NwL6oRPp0aKrjiIQQdalyjVy/ErlGNfJz587h\n6+tL69atUSqV5ObmVvqXk5NT13EKoVWd27mqF0y4lpxDXFK2jiMSQtSlSvfI9WgMOWhYI//uu+/q\nOg4h6hUrC1NCfFz461xZs/q+qETC3Xx0HJUQoq7cqjD0TJ/GkMMDLmN67NgxFi1axIwZM0hMTGTv\n3r3cvHmzrmITQqcqdno7fD5ZPTRFCGF4DL6zW0FBAa+//jovvvgiK1euZMOGDaSnp7Ny5UqGDBlS\n7cpoQuizNs3scXe2AiC/sITjF+VLqxCGqLhESWZuEQAKRdnSxvpEo0T++eefc/r0adasWcPhw4fV\nM7vNmTMHV1dX5s6dW6dBCqELCoWCfqGe6sf7omTKViEMUVr2nWZ1BxtzjI0eqLFa5zSKduvWrUya\nNImOHTtWGiTv7OzMm2++yfHjx+ssQCF0qW8nT4xuv+f/js8gKS1PxxEJIWpbWqb+9lgHDRN5fn4+\nTk5OVe4zNzenqKioVoMSor5wtLUgqNWd9/7+04k6jEYIURf0eQw5aJjIg4KCWL16NUrlnc4+5TXz\nTZs2ERAQUDfRCVEP9KjQ6e3gmSRKlKU6jEYIUdv0dbGUchoNP5s8eTLh4eE88cQTdO3aFYVCwdq1\na4mJieHs2bOsWrWqruMUQmcCWjpiZ21GZk4RWblFnL5yiw5tXHQdlhCilujzGHLQsEbu7+/Pjz/+\niL+/P7t27cLY2Jhdu3bh4ODADz/8QPv27TW+4K1bt+jVqxdXrlwhLi6OESNGMHLkSGbMmEFpqdR0\nRP1jbGRE9wB39eN9UdK8LoQhuZVVccEU/eqxDhrWyAFatWrFvHnzHulixcXFTJ8+XT3F66xZs5g4\ncSJhYWFMnz6diIgI+vXr90jXEKIu9Ah0Z+tfcQCciblFenah3g1REUJUTZ+nZ4UaEvmOHTvo3Lkz\ntra27Nix474n6t+//32PmT17Ni+88ALffPMNUDb1a2hoKAA9e/bk4MGDkshFvdTYwZK2zR2IjktH\npYIDZ27wVNcWug5LCPGISlUqvZ7VDWpI5OPHj2fDhg0EBgYyfvz4Gk+iUCiIjo6u8ZjNmzfj6OhI\njx491IlcpVKpO81ZWVmRna3ZfNYODpaYmBhrdKwhc3Gx0XUIDUJ5OT/ZvSXRcWVDLQ+dTeLlp/wx\nMtKfNYvrO3k/a4eUc2Xp2QXqDqxWjUzxbOpQa+fWVllXm8gjIiJwcXFR//yoNm3ahEKh4K+//iI6\nOpopU6aQlpam3p+bm4utra1G50pPl7G8Li42pKTIQh51rWI5t3G3xsrChNyCEpLT8th//Bp+LRx1\nHKFhMJT3c0FRCVcSs0jPKiTQ2wlbKzNdh1SJoZRzbbp6I0v9s4O1ea2VT22XdU1fCqpN5B4eHpV+\njo+P5/jx4wwZMgSAmJgYfvnlF0aMGIGbm9t9g1izZo365/DwcGbOnMmcOXOIjIwkLCyMffv20blz\nZ41ekBC6YGpiTOd2bkQcTwBg/+kbksgbuLSsAi5fz+RSQiaXEzK5djOb2xNf4u5kyYejQzEx1q9Z\nwhqaij3WnfWwxzpo2Nnt2LFjvPrqqzRt2lSdyLOysvjll19Yt24dq1atwtfX94EvPmXKFD744APm\nzZtHy5YtGTBgwAOfQwht6hnURJ3Ij1+8SU5+G6wbmeo4KqENpaUqElJyuHy9LGlfSsiodG/1bjdu\n5fHnyes8HtJMi1GKB3VLjxdLKadRIv/888/p1q0b8+fPV28LDg5mx44dvPvuu8yaNeuBxpJXXBb1\n+++/f4BwhdCtZo2taeFmQ2xSNiVKFX+dS6KffFAbpMIiJTGJmVy6nbivJGaSX1jzCngKwN7GnPTb\nc3f/eiiWbgHuNDLXeICQ0DJ9H0MOGibyixcvMmHCBExNK9c8zMzMGDFiBOPGjauT4ISoj3oGNSE2\n6SIA+6MSebxj00prEAj9lJ5deLuZPKOsmTw5h9LydvJqmJkY0bKJLa2a2tG6qT3eTWwxNTFi2jeH\nScsqJDuvmJ1H43m6u5eWXoV4UJXHkBtwIre1tSUmJoYuXbrcsy8uLg5LS8taD0yI+irMz5V1uy9R\nVFxKQkousUnZeLlr1lFT1C+nLqdyNDqZSwmZpFaomVXHzsqsLGl72NG6mT3NGltXeQ98cHcvVvx+\nAYBtR67xWAcPbC3rV8c3UUbfp2cFDRP5k08+yYIFC7C1taV3795YW1uTk5PDn3/+yYIFCxg8eHBd\nxylEvdHI3IROvo05eCYJKJvpTRK5/vntUCyb98XUeIyHs9Xt2rYdrZra42JnoVHrS1d/N7ZFXuPG\nrTwKipRsPRTHiMdb11boohY1mBr5xIkTuXr1KpMnT0ahUGBiYkJJSQkqlYrHHnuMd999t67jFKJe\n6RHYRJ3ID59PZnifVliYyX1QfbHzWPw9SdzUxAgvd1ta307c3h52WFk8XEdGYyMjhvXyZtHmMwDs\nOZlAv05NcbZr9Mixi9pTWKQkJ78YAGMjBXbW+tlqotEnj7m5OUuWLOHChQucOHGCrKwsbGxsaN++\nPX5+fnUdoxD1Tuumdrg5WpKUlkdhkZKjF27SI7DJ/Z8odG5/VCI/7Lqkfty2uQNDe7WkuatNrQ4V\na9/aGe8mtlxJzKJEqeKXA1cZM0g+L+uTirVxBxtzjPS0r8sDVSF8fX0fapiZEIZGoVDQM6gJG/Zc\nBsrGlEsir/+ORCez8o8L6setPOz497CAOmlNUSgUPPuYN7PXngTKZgMcGOqJh4t1rV9LPJyKc6zr\n6xhyqCGRP/XUU8ydO5c2bdrw1FNP1XgShULBli1baj04Ieqzrv5ubNp7BWWpissJmSSm5tLE2UrX\nYYlqnLqUyre/nqe8H7qnqzUTnwus01siPp4OBLR04kzMLVQq2Lwvhn8PC6yz64kHc0vPF0spV+07\n2N/fn0aNGql/FkJUZmtlRnBrZ45fTAFg/+lEhveRDk310fnYNL7++SzK0rI07u5kyTvDg7F8yHvg\nD2JYr5acibkFwMlLqVxOyKRVU7s6v664P0Po6AY1JPLMzEyKiooAGDp0KG3btsXaWpqEhKioR2AT\ndSI/eCaJYb28ZUrOeuZyQiZfbjqtXhjDxd6CSS+019pwME9XGzr7uXL4fDIAG/+8zJR/dpC5B+qB\nW5kVVj3T46b1aj9x9u/fz82bNwEYNWoUMTE1D9MQoiHy93JUr0uek1/MqUupOo5IVBSXlM38H6Mo\nKi5L4g425kx+ob3W15If0sML49sr5f2dkKmuoQvdSjOA6Vmhhhp5ixYtmDJlCn5+fqhUKmbPno2N\nTdWrrygUChYvXlxnQQpRXxkZKegR6M6Wg7EA7DudSIhvY90GJQC4nprL3PWnyC8sAcDW0pRJLwTj\nbK/9IWCNHSzpFdyE3SeuA7Dxzxj8WzrpbS9pQ2EoTevV1sjnzJlDcHAweXl5KBQK8vPzyc3NrfJf\nTk6ONmMWol7pHuBO+cfxuZi0SnM3C924mZ7H5+tOqscIW5qb8M7wYNyddNcZ8amuLTAzLfvITUjJ\nIfJ2U7vQjdJSlXpOfDDQzm75+fl89tlnWFhY4Ovry8yZMwkMlN6WQtzN2b4Rfi0cOBebjgo4cOYG\ng2VubZ1Jyypgzg+nyMwp6+NjbmbM28OD8HStfj1nbbCzNqd/J09+OxQLwE/7Yujk21j6VOhIRk6h\nuvOjdSNTzE2NdRzRw6v2HfTqq69y7tw5ADp16oSVlQyrEaI6PYLujCE/cDqR0tKaF9sQdSMrt4jP\n151SN5mamhgxYVgg3k3qRy/xgaGe6mVvUzML2HsqUccRNVyJqbnqn/W5oxvUUCNXKBTs2rULc3Nz\njh07xpkzZygoqL7JsF27dnUSoBD6oH1rF6wbmZKTX8ytrELOx6Xh7+Wk67AalJz8Yj5fd4qktDyg\nbMrNt54JwLe5g44ju8PSwoRBXZqzfnfZREK/HrxKtwA3md5XB05fudPhsLWeDwes9t0zdOhQVqxY\nwcqVKwGYNm1alcepVCoUCgXR0dF1EqAQ+sDUxIiu/m7sOBoPwL6oG5LItSi/sIT5G6JISCnrr6NQ\nwL+ebkegd/37HfTp4MHOY/GkZRWSlVfMjqPxPN1NbsVok0ql4tTlOyNMglo56zCaR1dtIp82bRrD\nhg0jIyODUaNGMX36dFq1aqXN2ITQKz0C3dWJ/OTfKWTlFcnSlVpQVKxk4abTXL2Rpd42+sm29Xb0\ngKmJceVlTiOv0bu9BzbyXtGaxFt56mVrLcyM8Wlmr+OIHk2N7Tlt2rQBYNy4cfTt2xdXV1etBCWE\nPvJwsVYvkqEsVfHboViG9fTG3Ex/O9HUdyXKUr766SwXrmWot73Yvw3dAtx1GNX93bPM6V9xvNBX\nZgXUltMVauP+Xo563+FQo+jHjRuHk5MTv/zyC9OmTWPs2LHExsayadMmLly4cP8TCNFAVOz0tutY\nAu98dYDvdlzkWnK2DqMyTMrSUpZuOVdpcpXnHvOmT4emOoxKM+XLnJbbfSJBhi1qUZQBNauDhok8\nPT2d559/nvfff59z585x8OBBcnNz2blzJyNGjCAqKqqu4xRCL4S2bVxphqj8QiV7Tlxn5oqjfLzq\nKPuiEikoKtFhhIahVKVixe8X1NPjAvyjawue6Nxch1E9mPJlTgFKlCp+PiCzZ2pDTn4xl65nAqAA\nAlrWv34UD0qjRD5r1ixycnLYsWMHmzdvRqUqG1rz5ZdfEhgYyLx58+o0SCH0hYWZCTNfCeX53q1w\ndag8g9jVG9ms/OMCby86yOptF4hNyqrmLKImKpWKNTv/5tDZJPW2fiHNeKaHfnUYK1/mtNyhs0lc\nT5HJtepa+Up0AC2b2GJrpf99EzRK5Hv27GHixIl4eHhUmujfzMyM0aNHq8ebCyHKJpcYGObJJ691\n5r0R7Qnzc8XE+M7fTWGRkj9PJfLRymN8uOIof568rp5GVNRMpVKx8c8r7Lk91SlAzyB3XujbSi8X\nIfHxdMC/pSOAeplTUbcMrVkd7tPZrZxSqcTcvOoJ5UtKStQ1dCHEHQqFAt/mDvg2dyA7rzV/nU1i\nb1QiN27lqY+JS85m9faLrN99mdC2jekV7IGXu41eJiVt+O1QLH9EXlM/DvNzZdQAX70ur2d7eXM2\nJg24vczp9Uxaeej3uOb6qkRZqi5rMJxErlGNvHPnznz11VdkZmaqtykUCoqLi1m9ejWdOnWqswCF\nMAQ2lmb0D/Xkv2PDmPrPDnRp51app2xhsZL9p2/w39XHmLH8KBHHE8grKNZhxPXPjqPx/LT/qvpx\ncCtnxgxqi5GR/iZxKFvmNMzvzoigjX9ekcpRHblyPZO8261fjrbmNHUxjBlLNaqRT506lREjRtCv\nXz+Cg4NRKBR88cUXxMTEkJWVxdq1a+s6TiEMgkKhoE0ze9o0s2fE463561wS+04lcr3CdJEJKTms\n2fk3P+65TKfbtXTvJrZ6Xet8WGlZBZy6nMqpS6mcvXqnJuXXwoE3hrTT+2FD5Z7p4cWxCzdRlqr4\nOz6DMzFp9XIyG31XaRIYb2eD+ZvSKJF7enqyZcsWVq5cyZEjR/D09CQ1NZXevXvzyiuv4O5ev8ds\nClEfWTcypV9IMx7v2JQriVnsPXWdo9E3KSopWzu7qKSUg2eSOHgmCQ9nK3oGN6GrvxtWFqY6jrzu\nqFQqriXncPJSCqcup3It+d7OX62a2vHvoYGYmhjO+PzGDpb0DG6ivve/ae8V/Fs6yjKntSzq8p2h\niobSrA6gUOlhG05KiozJdXGxkXLQAm2Xc15BMYfPJ/PnyUT1dKMVmRgbEeLrQq+gJrRpZm8QNYri\nEiWJGYXsPR5P1OXUSktL3s2/pSOvP+2PpYXhzU2emVPIlKV/UVRc9kXutaf86NzOrVav0ZA/N5LT\n8pj2zWEAzEyNWDihR51+GaztsnZxqX71Po3/GlJSUli+fDlHjx4lJycHe3t7OnbsyKhRozSe8U2p\nVPKf//yHq1evolAo+PDDDzE3N2fq1KkoFApat27NjBkzMDIyjOYyIR6UpYUpfTo0pXd7D67eyGZf\n1HUiz9+ksFgJlHXWOXwumcPnknF1tKRnkDvd/N31bghNVl4RZ67cUjeZl7++uxkbKfD1tCe4tQtB\nrZxwtmtU5XGGoGyZ02b8digOgJ/2xxAiy5zWmqgKi6T4NXc0qBYdjRJ5XFwcI0eOpKCggC5duuDk\n5ERqaio//PADmzdvZt26dTRvfv+JGPbs2QPAunXriIyMZP78+ahUKiZOnEhYWBjTp08nIiKCfv36\nPdqrEkLPKRQKWjaxpWUTW4b3aU3k+WT2nkokrsIMcclpefy45wqb98bQvrUzPYOb4NeifjbHG8ei\nOgAAIABJREFUqlQqktLyOHUplZOXU7mSkEl1TYFWFiYEejsR3NoFfy9HGpkbXu27OgNDm7PnxHVy\nC0pIyShb5rRvx/o/U50+qDzszLD6H2j0FzJ79mycnJxYtWoVDg53lgRMS0tjzJgxzJ07ly+//PK+\n53n88cd57LHHAEhMTMTW1pZDhw4RGhoKQM+ePTl48KAkciEqaGRuwmPtPXisvQdxSdnsjUrk8Lkk\nCorKarHKUhXHLqZw7GIKznYW9Ah0p3tgExxsqh4yqi3K0lIuJ2SqO6slp+dXe6y7sxUBXo60b+1M\nq6Z2GDfQVrmyZU5bsGGPLHNam/IKSvg7/s58/IHehnN/HDRM5IcPH+bTTz+tlMQBHB0def311/ng\ngw80v6CJCVOmTGHnzp18+eWXHDx4UH2fz8rKiuzs+99TcHCwxMSAmkUeVk33TETtqU/l7OJiQ0hA\nEwoKSzgQdZ3th+O4EJeu3p+aWcBP+6/yy4GrhLR1o3+YJyFtXTHWQvNsTn4x15KyiLuRxfnYNI6d\nTyYnv+ohdAoF+DZ3JKydG6Ht3Gja2Nog7vfXhuEDfNl9IoHUzAKy8oo5dP4mw/v51Nr569P7WVsO\nRF1HWVrWBtSqqR1tWmonkWurrDVK5BYWFtXet1YoFJSUPNisVLNnz2bSpEk8//zzFBbe6diSm5uL\nra3tfZ+fnp5332MMXUPutKJN9bmcg7wcCfJy5HpKDvuibnDo7A1yC8r+FktVcOR8EkfOJ2FvbUb3\nQHd6BDbBxf7R7zEXl5Ry41Yu11NySUjJISEll+upOaRlVd9JDcDc1Bh/L0eCWjkT2Mqp0hKvCoWi\n3pazLjzVtQUr/ihbkGrj7kt0auNcK8uc1uf3c13afyJB/bNfcwetlEG96+zWqVMnvv76azp16oSd\n3Z0ZhzIyMli8eLG6afx+fv75Z5KTk/nXv/5Fo0aNUCgU+Pv7ExkZSVhYGPv27aNz584anUsIUcbD\nxZoRj7fm2cdacvzvFPadSqy0rGdGThG/HYpj66E4/Fo40DPYg/atne/biaq0VEVKZj4JN8sSdUJK\nLtdTckhOy6dUw8Eu9tZmBLd2IbiVM22b2xtUB6O61DXAjW1HZJnT2lBaquL0FcMcdlZOo+Fn169f\n59lnn6WoqIiwsDCcnZ1JTU0lMjISExMT1q5di7e39/1OQ15eHtOmTSM1NZWSkhJeffVVvL29+eCD\nDyguLqZly5b897//xdi45j/2hviN8m4N9Zu1tulrOSen5bHvdCIHzySRlVt0z34bS1O6+bvTI8gd\nN0dLMnOL1DXs8v8TU3PVY9o1YWykwN3JiqYuVjRtbE27Fo54umrWZK6v5VyXTvydwqLNZwAwMVYw\n67UuONlZPNI5G2I5X07I5JPvjwNgZ2XG3HHdtNIhVJs1co3HkScnJ7NixQqOHTtGVlYWdnZ2dOzY\nkZdffhk3t9od63g/De2NWJWG+AepC/peziXKUqIup7I3KpFzMWlV9hS3NDdRT1upKRd7C5q6WOPh\nYlX2v7MVro6WDz1USt/LuS6oVCo++e44VxLLVsnrHuDO6EFtH+mcDbGcN+29wta/yob09Qxy5+Un\nHq0MNVXvmtYBXF1dmTp1aq0EJITQDhNjIzr6NKajT2NSM/M5cPoG+0/fqDTpSk1J3NbSFA8X60pJ\nu4mzpfSi1oLyZU5nrz0JwMGzNxgQ5omHs2HMD64tUXdNy2qIavxrVKlU/Prrrzg4ONCjR49K20eP\nHs3TTz/NM888U+dBCiEenbNdI4b0aMnT3bw4e/UWe08lEnX5FqUqFeamxrcTtVVZ4nYu+1/fJpox\nNOXLnJ6NSStb5nTvFf49LFDXYemN1Mx8ElLK1jEwMTaibQuH+zxDP1WbyEtKSnjnnXfYuXMnr7zy\nSqVEnpqays2bN3n//fc5cOAAc+bMkdnYhNATRkYKAr2dCfR2Jq+gmPxCJQ625vVyIhlx7zKnF6+l\n4+NpmAmptlWcW923ub3BtiRVm33Xr1/P3r17mTt3Lu+9916lfS4uLmzdupVPP/2U7du3s2nTpjoP\nVAhR+ywtTHGys5AkXo/dvczpit8vVDulrags6sqdZvVgA+ytXq7aRL5x40bGjBnDk08+We2TBw8e\nzIgRI1i/fn2dBCeEEAKe791KPVXtzYx8ftoXo+OI6r+CopJKkyUZ8rKw1SbyuLg4OnXqdN8T9OjR\ng9jY2NqMSQghRAUONua80KeV+vHOo/FcuZ6pw4jqv+jYdEqUZeM0mrpYGfSCO9UmcgsLC/Ly7j+D\nmkqlwsTEMO87CCFEfdE90J12Xo4AqIDlv0dTXCJN7NU5VWmRFMNtVocaEnnbtm3ZvXv3fU8QERFB\nixYtajMmIYQQd1EoFLw00Adzs7IJs27cymPLwVjdBlVPlaoMfza3iqpN5CNGjOCnn37ixx9/rPbJ\nGzduZNOmTQwdOrROghNCCHGHs10jnn/sziyafxy+RlxSw5rgRRNxSdlk3p7R0LqRKS3d77+Ghz6r\ntk388ccfZ/jw4XzwwQesWbOGXr160aRJE0pLS7lx4wYHDhwgOjqagQMH8vzzz2szZiGEaLB6tffg\nSPRNLsZnUKpSsWxrNNNfDnnoWfUMUcVJYAK9nTAyMuxRGTXe3J4xYwZBQUEsW7aMpUuXVtrn5+fH\nrFmzGDJkSJ0GKIQQ4g4jhYKXn/RlxrIjFJWUkpCSw++H43i6m5euQ6s3Ko4fN/RmddBgitYhQ4Yw\nZMgQUlJSSEpKwtjYGHd393vWJhdCCKEdrg6WDO3ZknW7LwPw68FYOrRxoamLtY4j07307ELikstu\nNxgbKfC/3UHQkGncFuPi4kJAQAB+fn6SxIUQQsceD2mGd5Oye7/KUhXLt0ajLNV8tTpDdbrCJDBt\nmtmrx98bMrmpIoQQesjISMErT7bFxLjs/m9sUjY7jsTrOCrda2jN6iCJXAgh9FYTZysGd79zb/yn\n/Ve5cStXhxHpVlGxkvOxaerHQa0Mdza3iiSRCyGEHhsQ6klz17K1qkuUpaz4/QKlpVWtPG/4LlxL\np6ik7PaCu5Mlrg6WOo5IOySRCyGEHjMxNmL0oLYY3x5idfl6JhEnEnQclW5UalY30LXHqyKJXAgh\n9FyzxtYM6tJc/XjT3ivczMjXYUTap1KpKq121lCa1UESuRBCGIR/dG2Bh4sVAEXFpaz8PRqVquE0\nscffzCEtqxAAS3MTvD3sdByR9kgiF0IIA2BibMToJ9tSvrT8hWsZ7I1K1G1QWhRVYW71AG+nBjXT\nXcN5pUIIYeC83G0ZGOapfrxh92XSsgp0GJH2nK642pkBrz1eFUnkQghhQAZ388LNsay3dkGRklXb\nLhp8E3tWbhExiVkAKBTg31ISuRBCCD1lZmrMK0/6Ur5MyJmYWxw6m6TTmOra6Su3KP+q0trDDutG\npjqNR9skkQshhIFp3dSeviFN1Y9/2HWJjJxCHUZUtyr1Vm/dcIadlZNELoQQBmhYT29c7C0AyCss\n4bvthtnEXqIs5ezVCrO5NaDx4+UkkQshhAEyNzPm5Sfaqh+fvJTKgVOG14v9YnwGhUVKAFzsLXB3\nahizuVUkiVwIIQxU2+YOPNbeQ/14yU+nycor0mFEtS/qUsXe6s4oysffNSBaXd+tuLiY999/n+vX\nr1NUVMQbb7xBq1atmDp1KgqFgtatWzNjxgyMjOT7hRBC1IbnHvPm9JVU0rIKycotYu3Ov3l9sL+u\nw6oVKpWKU5cb9v1x0HKNfMuWLdjb27N27Vr+97//8fHHHzNr1iwmTpzI2rVrUalUREREaDMkIYQw\naI3MTXhpoK/68ZHom5z4O0WHEdWeG7fySM0sGydvbmaMTzN7HUekG1pN5AMHDmTChAlA2TcpY2Nj\nzp07R2hoKAA9e/bk0KFD2gxJCCEMXkBLJ7oFuKkff7f9IrkFxTqMqHZU7K3u7+XYoGZzq0irTetW\nVmXzAOfk5DB+/HgmTpzI7Nmz1fc0rKysyM7Ovu95HBwsMTExrtNY9YGLi42uQ2gQpJy1Q8q5bo17\nvj3nY3eTnl1IZm4RPx+MZeILHXQd1iM5H5eh/rl7cNN69x7SVjxaTeQAN27c4K233mLkyJE89dRT\nzJkzR70vNzcXW1vb+54jPT2vLkPUCy4uNqSk3P9Lj3g0Us7aIeWsHW8+G8T/rTgCQMTReAJaOBKo\np9OZ5uQXc/5q2fzqCsCrsVW9eg/V9nu6pi8FWm2HSE1NZfTo0UyePJlnn30WAD8/PyIjIwHYt28f\nISEh2gxJCCEajM7+7oS2bax+vGrbBfILS3QY0cM7G3OL8mHxLZvYYmtlptuAdEiriXzJkiVkZWXx\n9ddfEx4eTnh4OBMnTmThwoUMHz6c4uJiBgwYoM2QhBCiQRnZr416CtP07EJ+3HNZxxE9nIqrnQW2\napi91cspVHo41U99aj7RFWmK1A4pZ+2QctaO8nI+Ep3Mkl/Oqbf/e1gA7Vu76DCyB1OiLGXilwfI\nu92aMPOVTni61r/74wbZtC6EEEL3Ovk2pkObO4l70eYzbP0rllI9qddduZ6pTuKOtuY0a2yt44h0\nSxK5EEI0MAqFgvD+bXCwMQdApYJNe2P4avMZ8grq/z3zqMt3mtUb6mxuFUkiF0KIBsjO2pzpL4XQ\npqmdetvJS6l8tOooCSk5Oozs/iqtdtZKP3vd1yZJ5EII0UDZWZszaUR7+ndqpt52Mz2f/64+xuHz\n9XMN8+T0PG7cKhuCbGZihK+ng44j0j1J5EII0YCZGBvxQt/WvD64HeamZRNtFRWX8s2W86zd+Tcl\nylIdR1hZxWZ1vxaOmJnK5GCSyIUQQhDa1pX/jOqIq+OdZUB3HU/gsx9OkpFTqMPIKou6LM3qd5NE\nLoQQAgAPF2umvxRSqUf75YRMPlxxlL/jM2p4pnbkF5ZUiiPQu2GPHy8niVwIIYRaI3MT3nrGn+ce\n86a8M3hmbhGfrT3JjqPx6HLqkbNX01CWll2/uauNutd9QyeJXAghRCUKhYInOjdn0vBg9SxwpSoV\n6yIusXTLOQqKdDNETZrVqyaJXAghRJXatnBk5iud8HK/s5jVkeib/N/q4ySlaXfxqtJSFacrTMsa\n1MCnZa1IErkQQohqOdpaMPWfHXisvYd62/XUXD5aeZTjF1O0FkfMjSxy8svWULezMqO5W/2aklWX\nJJELIYSokamJEaMG+DD6ybaYmpSljYIiJV/9dIaNf15BWVr3Q9QqNqsHejth1MBnc6tIErkQQgiN\ndA905/0XO+JsZ6He9vvhOOatjyIrr6hOr10xkQdLs3olksiFEEJorLmbDdNf7kRAyzudzaLj0vlw\nxVFiErNq/XqlpSrib+aQkJILlE1g07aFzOZWkYmuAxBCCKFfrBuZMuG5QH49GMuWA1dRUba2+adr\njjPy8Tb0Cm5y34VMioqVZOQWkZVTREZOIZm5RWTmFpKZU0Rm7p1t2bnFlVZl821uj4WZpK6KpDSE\nEEI8MCOFgsHdvfByt+GbLefJKyyhRKli9faLXEnMpLOf272J+fbPmbmF5BcqH+q6HfRo3XRtkUQu\nhBDioQV6OzP9lU58vfkM126WrZp28EwSB8/U3qIrVhYm2Fmb49PMnu6B7rV2XkMhiVwIIcQjaWzf\niGnhHfl++0UOntUsgRsbKbCzNsPOygw7K/M7P1ubY29lhq21GfZW5thamal7youqSSIXQgjxyMxN\njRk9qC0+ng4cPHMDhQJsrcywtza/naDvJGx7a3MsLUxkCFktkUQuhBCiVigUCroHukvzt5ZJe4UQ\nQgihxySRCyGEEHpMErkQQgihxySRCyGEEHpMErkQQgihxySRCyGEEHpMErkQQgihxySRCyGEEHpM\n64k8KiqK8PBwAOLi4hgxYgQjR45kxowZlGphcXohhBDCkGg1kX/77bf85z//obCwEIBZs2YxceJE\n1q5di0qlIiIiQpvhCCGEEHpPq1O0enp6snDhQt577z0Azp07R2hoKAA9e/bk4MGD9OvX777ncXCw\nxMTEuE5j1QcuLja6DqFBkHLWDiln7ZBy1h5tlbVWa+QDBgzAxOTOdweVSqVefN7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9/2VT11us1NTUhDp7Vfj777/Rvn17tG/fvtbXa2ho4OnTp1WWp6SkVEnMdaGh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\nuRNCCCEq5v8DoHanPXBzQB4AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -340,7 +481,7 @@ ], "source": [ "plt.semilogx(P_totals, CV, lw=3) \n", - "plt.title('Estimated coefficient of variaition as a \\n function of protein concentration', fontsize=16)\n", + "plt.title('Estimated coefficient of variation as a \\n function of protein concentration', fontsize=16)\n", "plt.xlabel('Protein concentration (M)', fontsize=16)\n", "plt.ylabel('Coefficient of variation (%)', fontsize=16)\n", "plt.show()" @@ -353,16 +494,16 @@ "editable": true }, "source": [ - "This suggest that lowest variance in the estimates will occur at roughly 10$^-2$ M of protein. This seems far too high. It may be that estimates have a low variance at that protein concentration, but have a high error. Instead of the coefficient of variantion, it may be more informative to view the total error, where \n", + "This suggest that lowest variance in the estimates will occur at roughly 1$\\mu$M of protein. Another measure of predictive accuracy is the total error, where \n", "\n", - "$$ \\text{Total Error} = \\text{Bias}^2 + \\text{Variance} $$\n", + "$$ \\text{Total Error}(\\Delta G) = \\text{Bias}(\\Delta G)^2 + \\text{Variance}(\\Delta G) $$\n", "\n", "and find which protein concentration minimizes this quantity." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, @@ -371,9 +512,9 @@ "outputs": [ { "data": { - "image/png": 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xbDplo+ROCCGE1BFjDEkpubgQ8Qw34l6irFxU5TV2Hxiij3NbOHRoASUlHvT5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\nGDlyJNzc3NCrVy84Ojpi1KhR+Pvvvxs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3UaNGKT8PGDCAunXrYm5+7xdyXl4ep06dqpzo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\nCyGEEAbm/wGkJ0OuDtkDcgAAAABJRU5ErkJggg==\n", 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JXYL2rfhwtzHlho9fTlBgNIQQQoj0KLm/xuhenaDE4wEA7idmIzoxS8EREUII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\nCSGEEPJqKLkTQgghWoaSOyGEEKJlKLkTQgghWoaSOyGEEKJlKLkTQgg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ZA3d3d9y5cwcb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\nxiIAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -396,9 +537,7 @@ "editable": true }, "source": [ - "This suggests the protein concentration that produces free energies with the lowest variance is about 0.1$\\mu$M. This is more reasonable that what was suggested for the coefficient of variation.\n", - "\n", - "However, the relative error is very high, suggesting the squared bias is of a similar relative magnitude to the variance." + "This suggests the protein concentration that produces free energies with the lowest variance is around 1$\\mu$M. This is more reasonable that what was suggested for the coefficient of variation." ] }, { diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index 640006e..d1277a6 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -158,43 +158,40 @@ def simulate_fluorescence(self, DeltaG=None, p_total=None, noisy=True): return Fmodel - def fit_deltaG(self, p_total=None): + def generate_deltag_estimates(self, nsamples=100): """ - When called, this function generates a target fluorescence profile, with added noise, and the free energy is - estimated using least-squares minimization. + Generate samples of fitter DeltaGs. This function draws multiple sets of fluorescence titration data, each with + different amounts of random noise added. For draw,the binding free energy is estimated using least squares + regression. Parameters ---------- - p_total: float - Concentration of protein in M. + nsamples: int + The number of fluorescence data draws Returns ------- - fit: float - The estimated binding free energy in thermal units + estimates: numpy.ndarray + Binding free energies estimates, where each has been fitted using least squares regression """ + estimates = np.zeros(nsamples) + for sample in range(nsamples): + # The fluorescence data that will be fit to. Random noise is added the fluorescence data with noisy=True. + target = self.simulate_fluorescence(noisy=True) - if p_total is None: - p_total = self.p_total - - # The fluorescence data that will be fit to. Random noise is added the fluorescence data with noisy=True. - target = self.simulate_fluorescence(p_total, noisy=True) - - def sum_of_squares(DeltaG, target=target): - """ - The sum of squares between model fluorescence and the target - """ - # Predicting the fluorescence as a funciton of DeltaG. As this should be determistic, no noise is added - # to the signal - model = self.simulate_fluorescence(DeltaG, p_total, noisy=False) - return np.sum((model - target)**2) - - # Start the initial guess within about 10% of the "true" value - guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG)) + def sum_of_squares(g): + """ + The sum of squares between model fluorescence and the target + """ + guess = self.simulate_fluorescence(DeltaG=g, noisy=False) + return np.sum((guess - target) ** 2) - fit = optimize.minimize(sum_of_squares, guess, method='BFGS') + # The initial guess within about 10% of the "true" value + initial_guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG)) + fit = optimize.minimize(sum_of_squares, initial_guess, method='BFGS') + estimates[sample] = fit.x[0] - return fit.x[0] + return estimates def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_samples=100, t_equil=0, **kwargs): @@ -268,11 +265,10 @@ def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_sam for i in range(nposterior_samples): ind = np.random.choice(pymc_indices,1)[0] simulator = AssaySimulator(pymc_data=pymc_data, l_total=l_total, sample_index=ind, p_total=p_total[p], **kwargs) - # Draw fluorescence data with different values of random noise - for j in range(nsamples): - fit = simulator.fit_deltaG() - estimates.append(fit) - bias_squared.append((fit - simulator.DeltaG)**2) + # Generate fitted DeltaG estimates with stochastic noise added before each fit. + estimates_per_posterior_sample = simulator.generate_deltag_estimates(nsamples=nsamples) + bias_squared.append(np.mean((estimates_per_posterior_sample - simulator.DeltaG)**2)) + estimates.append(estimates_per_posterior_sample) # Collect the bias, variance, and coefficient of variantion bias_squared = np.array(bias_squared) Bias2.append(np.mean(bias_squared)) @@ -280,4 +276,4 @@ def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_sam Var.append(np.var(estimates)) CV.append(np.std(estimates)/np.abs(mean_delta_g) * 100) - return np.array(CV), np.array(Var), np.array(Bias2) \ No newline at end of file + return np.array(CV), np.array(Var), np.array(Bias2) From feae9d589919ef53a379c8f7e9998aec02e62481 Mon Sep 17 00:00:00 2001 From: sonyahanson Date: Mon, 15 May 2017 17:32:32 -0400 Subject: [PATCH 08/12] updated assay simulator to be able to vary delG --- experimental_design/assay_simulator.py | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index d1277a6..e44ed08 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -194,7 +194,7 @@ def sum_of_squares(g): return estimates -def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_samples=100, t_equil=0, **kwargs): +def predict_assay_error(pymc_data, l_total, p_total, DeltaG=None, nsamples=10, nposterior_samples=100, t_equil=0, **kwargs): """ Function to predict the expected coefficient of variation, variance, and squared bias of estimated binding free energies from assaytools PyMC data at different protein and ligand concentrations. @@ -203,6 +203,8 @@ def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_sam ---------- pymc_data: dict Dictionary of assaytools pymc variables that have been sampled with MCMC. + DeltaG: float + The binding free energy in thermal units. l_total: float or numpy.ndarray Array of ligand concentrations in M. p_total: float or numpy.ndarray @@ -251,11 +253,14 @@ def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_sam CV = [] Bias2 = [] Var = [] - + delta_gs = pymc_data['DeltaG'][0] # All of the binding free energy samples - mean_delta_g = np.mean(delta_gs) # Used to determine the coefficient of variation. pymc_indices = range(t_equil, len(delta_gs)) # The indices of the PyMC samples that are after the burn-in period: - + + if DeltaG is None: + DeltaG = np.mean(delta_gs) # Used to determine the coefficient of variation. + + mean_delta_g = DeltaG # Looping over protein concentrations, drawing from the posterior and fitting the affinity: for p in range(len(p_total)): @@ -265,6 +270,7 @@ def predict_assay_error(pymc_data, l_total, p_total, nsamples=10, nposterior_sam for i in range(nposterior_samples): ind = np.random.choice(pymc_indices,1)[0] simulator = AssaySimulator(pymc_data=pymc_data, l_total=l_total, sample_index=ind, p_total=p_total[p], **kwargs) + simulator.DeltaG = DeltaG # Generate fitted DeltaG estimates with stochastic noise added before each fit. estimates_per_posterior_sample = simulator.generate_deltag_estimates(nsamples=nsamples) bias_squared.append(np.mean((estimates_per_posterior_sample - simulator.DeltaG)**2)) From 5ef1e2aff240d67821b26507ffef40e7e5a9e5d6 Mon Sep 17 00:00:00 2001 From: sonyahanson Date: Mon, 15 May 2017 17:57:57 -0400 Subject: [PATCH 09/12] updated protein conc for new format --- experimental_design/assay_simulator.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index e44ed08..2bee17d 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -269,7 +269,7 @@ def predict_assay_error(pymc_data, l_total, p_total, DeltaG=None, nsamples=10, n # Draw parameters from the posterior for i in range(nposterior_samples): ind = np.random.choice(pymc_indices,1)[0] - simulator = AssaySimulator(pymc_data=pymc_data, l_total=l_total, sample_index=ind, p_total=p_total[p], **kwargs) + simulator = AssaySimulator(pymc_data=pymc_data, l_total=l_total, sample_index=ind, p_total=p_total[p]* np.ones([12],np.float64), **kwargs) simulator.DeltaG = DeltaG # Generate fitted DeltaG estimates with stochastic noise added before each fit. estimates_per_posterior_sample = simulator.generate_deltag_estimates(nsamples=nsamples) From be1a08a0e4f79a54bf9f75ea28456f91500457f4 Mon Sep 17 00:00:00 2001 From: sonyahanson Date: Tue, 16 May 2017 10:06:54 -0400 Subject: [PATCH 10/12] added deltaG variation to ipynb --- experimental_design/ExperimentalDesign.ipynb | 371 +++++++++++++++++-- 1 file changed, 336 insertions(+), 35 deletions(-) diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb index 26b361f..83bbf0e 100644 --- a/experimental_design/ExperimentalDesign.ipynb +++ b/experimental_design/ExperimentalDesign.ipynb @@ -49,6 +49,29 @@ { "cell_type": "code", "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'2017-05-15 20:37:05.809118'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from datetime import datetime\n", + "str(datetime.now())" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, @@ -56,7 +79,7 @@ }, "outputs": [], "source": [ - "data_file = 'p38-Bosutinib-AB_mcmc-2017-03-24 11:47.pickle'\n", + "data_file = 'p38-Bosutinib-AB_mcmc-2016-09-20 18:56.pickle'\n", "with open(r'%s'%data_file,'rb') as my_file:\n", " data = cPickle.load(my_file)" ] @@ -74,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, @@ -85,7 +108,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected free energy = -12.8638611732 (thermal units)\n" + "Expected free energy = -12.8807898269 (thermal units)\n" ] } ], @@ -111,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, @@ -120,9 +143,9 @@ "outputs": [ { "data": { - "image/png": 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UKVNwd3enadOmjBs3Tms2wZycHMLCwmjVqhWOjo7KlMD5fffdd7Rp0wY7Ozva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\n6LrB0YPVAIwpyiIjyznANRqZupVHAGDPnj2899571NTU8M1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PP01LSwtPPvlkaqLfz372\nM375y1/y6KOPUlxczOrVq9E0jTvuuIO1a9dimiY/+MEPsNvtrFmzhnvvvZc1a9ZgtVpZt24dAA88\n8AB33303uq6zdOlS5s6d219vSQghBlxLU4gdbxzlzKeNqbIJU3JZdsNUPBmOAayZGCoU0zTNga5E\nf+uLLivpCus5OYc9J+ew54bKOTQMgwO7z7F756fEYwYATreVa1ZNpXha/oBODBwq53Aw68+hgX6d\nIyCEEKLnaqt8bH/9CLVV/lTZ9LmjWbyyGLvDOoA1E0ORBAJCCDFExGI6e3aeZP8HZ2jty83MdrL8\nxhLGTsge2MqJIUsCASGEGALOnmxg++tHU0sCVVXhiqvGs2DJhD5ZDi1GDgkEhBBiEAuHYuzafJwj\nn7QtCRw12suKm6aRO8pzkWcK0TUSCAghxCBkmibHDtXwzubjhIMxACxWlauWFzNr/lhZEthLYvX1\nBA99gubxYhs9Bmt+Poo2snpYJBAQQohBpqUpxI43j3HmREOqbMLkHK65oQRvpiwJ7CnTNAmXH6dx\n05v4P9wLhtG2U9OwFRRgKxyNbfSYdveFqI7hee4lEBBCiEHCMEw+3nOWD95utyTQZWXpqqlMLh3Y\nJYHDgRmP49u7h6ZNbxL+9ETHB+k60YoKohUVwN60XZacnLbAYPTo1LaWkTGk/20kEBBCiEGgrtrP\ntv8+Qm1V29rx0jmFLF45GYdTlgT2hO7307xjG01bNxNvbEu8hKaRsehqMlesBNMkWlVJtLKCaGUl\n0cpKYnW10C7VTryhgXhDA8FDB9NeX3W52vUetAUI1ry8ITHMIIGAEEIMoHhMZ887J9n3viwJ7G2R\nigqaNr9Jy7u7MKPRVLnm8ZK5YiVZK6/FkpmVKndOmZr2fCMWJVZdnQgM2gcJ1VVpr2cEg4TLjxMu\nP572fMViwVpQiK2wsK0XYfQYbAWFqHZ7H73r7pNAQAghBsjZk41sf/1I2pLAuVeNZ+FnJmCxDv5f\nkoORaZoED35C46Y3CX7ycdo+29hxZK+6Ae9VV6NabZd8LdVqwz5uPPZx49P/hmEQb6hP9RxEq9p6\nEXR/W4+OGY8TPXeW6LmzF7y2JTc3fZgh2aOgeb39PswggYAQQvSzcCjGri3lHPm4KlUmSwJ7xohE\naHlvF02b3iJaWZG2zz1nLtmrVuMsnd4rjayiqljz8rHm5eOePSdtn+7zJXsPkj0Iye1YfV36MEN9\nPfH6eoIHP0l7vup2Yxs9hpaSybiuXY0lq+97hSQQEEKIfmKaJscP17Bz03lLApcVM2uBLAm8HLHG\nRpq3bqZp+1aMdpelV2w2MpZcQ/Z1q7AVFvZbfTSvF6fXi3NqSVq5EY0Sq64iWllJpLKCWFUlkcpK\nYlWVmPF423GBAOHjx6g6fozMUIyCL93R53WWQEAIIfqBrznMjjeOcrrdksCiyTkskyWBlyX86Qka\nN72Jb89u0PVUuSUnl6zrridz6TI0t3sAa5hOtdmwjy/CPr6I9pf+MQ2DWH3dBT0Imh7Hu2Bhv9RN\nAgEhhOhDhmHy8d6zfLCjbUmgw2Vl6fVTmDJ91JBedtbfTF3H/9GHNL71xgUT8xyTp5C96gY88xYM\niZn6rRRVxZY/Clv+KJgzN1Xen1dwlEBACCH6SF21n+2vH6Gmsu0LfdrsQj5zrSwJ7A49GKD57R00\nbd5EvKG+bYem4V1wJVnX34CzuHjgKjjESSAghBC9LLEk8BT7PziDYSQmiGVkOVh+4zTGTZQlgV0V\nra6iafNbNL+zEzMSSZWrbjdZy1eSueJarDk5A1jD4UECASGE6EVnTzay442jNDeGAFAUklcJnIhV\nlgRekmmahMoO0/jWGwQ+PpA2095WOJqsVTeQcfVnBtU6/KFOAgEhhOgF4VCMd7eUU9ZuSWB+oZcV\nN5WQV+C9yDMFJJL3+N5/j8a33rxg3b1r5iyyV92Aa8YsFFUdoBoOXxIICCFEDzTWBSj7uIqyA1WE\nQ21LAhddM4nZC8eiSsN1UfHmJpq2baV52xZ0X9tcCsVqJWPxErKuX4V9zNgBrOHwJ4GAEEJ0UzQS\np7yslsMHKqk+15K2b3xxDstumEpGlnOAajc0hE+foumtN2n54L205X9aVhbZ115P5rIVaB5JrtQf\nJBAQQoguME2TqrPNHD5QRXlZTWopYKvR4zOZvWAsxdPkKoGdMeNxAh/vp/GtNwkdPZK2zz5xEtmr\nVuNdsBDFIk1Tf5KzLYQQFxHwRziS7PpvnQDYyuWxMW12IaWzC8nKcQ1QDQc3Mx4neKQM3+4P8H+0\nNy37H4qCZ/4CsletxjF5igRQA0QCASGEOI+uG5w6Xk/ZgSpOn6hvP3EdVVWYMCWX6XNGM744W+YA\ndMDUdQIHP8G/dze+D/di+P1p+1Wnk8xly8m69nqsuXkDVEvRSgIBIYRIaqgL8NG7p9m/+wyh5LUA\nWmXnuZg+ZzRTZxbgcl/6ynUjjanrhI4ewbf7A07s+5B4S/rcCcViwTVrNt4FV+KZNx/VIWmVBwsJ\nBIQQI1o0Euf44RrKDlRRXZHeeFltGlNnjKJ0zmhGje7/y8MOdqZhpBp//4d70mb9A6BpuGfOwnvl\nItxz56G5ZPhkMJJAQAgx4pimSeWZZsoOVFJ+pPaCiX9jxmdSOnc0xdPyJQnQeVKN/57d+PfuQfel\nB09oGtnzrsA+Zz7uK65Acw2eC/+IjkkgIIQYMfy+CEc/6Xjin9ubmPj3meVT0E2jk1cYmUzDIHT8\nWOKX/97d6C0XNv6u6TPxXnklnivmUzixsN8umCN6TgIBIcSw1jbxr5LTJxoumPg3cWoupXNGM35S\nDqqqkJPnlkaMtsbfv+cDfHv3ojc3pR+gabimz8C7cBGeK+bJmv8hTAIBIcSw1FAboOxAJUcOVhM+\nb+JfTr6b0jmFlMwswOmSiX+tTMMgXF6Ob88H+PbuRm86r/FX1WTjfyWeeQuk8R8mJBAQQgwbkXCc\n8rIaDu+vTLv0L4DNrjFlRgHT5xSSXygT/1qZhkH4RKLx9+/dQ7yxMf0AVcVVOj3xy3/efDSvXDdh\nuJFAQAgxpLVO/Dt8oJITZbXE4+dN/CvKYvqcQibJxL8U0zSTjf9u/Ht2E29sSD9AUXCVTsezcBGe\n+fOxeDMGpqKiX0ggIIQYkvy+1ox/lbQ0hdP2ub12SmcXUjqnUHL+J5mmSfjTE/h3f4Bv7x7iDfXp\nBygKzmmleK9chGfeAiwZ0viPFBIICCEGLcMw8LdE8DWH027NTSGqz7VcMPFvUkkepXNGM25iNqoq\nXf+maRI5+WlizH/PbuL1HTT+JdMS3f7zF2DJzByYiooBJYGAEGLAGIZBwBfF1xympbWhbwqlGny/\nL5LW2HckN99N6dzRTJ0xakAn/pmGgRGJQDyOqccx43HMuN5uO46p66Dr7R53fBy6jnnBcXpqO/01\nLtwmuW2EQxcm+VEUnFNLEhP+FizEkpk1MCdMDBoSCPSCeFwnEo6jxw1UTRmWk5BM08QwTOIxnVjM\nIB7TibfexzsqM4hFE/tay3TdxGJVsVo1LFYNq01Le9yQFyAYiibKbFr6cRZ1WJ7X4a7Dhr7dzd8S\nvmRDfz63x4Y300FegZfSOYXkFXgG9LMRqaigaetmfO/twgiFLv2EgaAoOKdMxXPlIrzzF2LJksZf\ntJFAoIc+PVrHpv88lDZBSVUVVE1B09S2ezVx31qmaipau/vUsWq755x3jKqqaJa210vfn36soijo\nupFqhGOtjXSyYU57HE003GmNfPy858X0bn9h97aOAoTEdiKYSAQWWrvtrpVrmlw05nIZhknAd2HX\nfWujH/BFMIzufXBaG/oObxkONMvA/3uZuo5//z6atmwiVHa47/6QqqJYLCialrg0b/Je0Sxp5a3b\naBYUS/ox9vFFeBYsxJqd3Xf1FEOaBAI9VF/jv2CWsmG0/nqW7GQWq4rFkmh8NU1N9B5EE8FFdxuI\nREBiECJ26YO7QdUUbMmgwmq3pAIMq01LlNuSZanHrTfLeY81bDbLkO0VMk0TXTcw9MS9HjfQk9vh\nUOzCxr7p8hp6V7Khz+igofdk2LFYBu/M/nhLC807ttG8YxvxhvSZ9q5Zs3FNn4FitSYb4fMabYuG\norVrzFP72h2nadDuWEWubCj6gQQCPXTF1ePJyHaiotDSEkp8eRomRrsv1NQXq54ob92fetz+WMNM\nfQEbRqK8u1+0XWWxqFiSv6gt1kT3u7X949Zue0tHZa2POypre72LNYi6nhw+SPY8eNwOamt8xGJ6\nWnlr4JDonUg8bu2paNtOL+8OQzcJh+KEQ3Eg0sOzmugRsnYQIKQCDHu7AKM14LC39XBoFjWtEW79\nrCTK2n+e2hrr1s+R1Woh4I9gGAZ6vN1xrc+LG6nP4vmv3VufM9d5v+gzhlBD35HWpXZNWzbj37s7\nMQafpLpcZCy5hqwVK7EVFA5gLYW4fBII9JDFolEys4D8fG+fpSU1TTPtyz8taOgg4DCSQYSWbJgv\np5HuD5qmojlVcFoByM/3YnX0vJEwTbNbgUMsmn6LRuNp5dGITiwa7/LQiGGYRMJxIuH4pQ8eglzu\n8xr6rKHd0HfGiEbxffAeTVs2Ezl9Km2fffx4MldeR8ZVi1Ht9gGqoRC9QwKBIUBRlMTcgEEwNjoU\nKErbL/Le0tptnh4wtG7HOy1LPW4NLCKJICMa1TH03vkFrqqJz0ZrT4SiKO3mnbTNK2k/R0XTVDSL\nmn6cpiTLLjzOZrckx+jtWIZ5Up5wVRW1f/ovmne+jREItO3QNLwLFpK18nocU6YMeCAthp+4btAS\niNLoj1AfiJHl1ND6YXhIAoEeMuNx/Af24ygeh5k5Sr4chilFURJDJBYNZy9dUr19YBFtF0zoutHW\ncFsunBCaaPTbGvj2n7m+7JkazkzDIHjwE5q2bibw8QHad/9oWVlkLV9J5jXLZba9uCyGaeILxmjy\nRWj0R2jyR2jyRWjyR9ttR/AFY7T/eXDr0kl8bumkPq+fBAI91PDGf1P/H69SCViys3HPnYfninm4\nSqcnZvkK0YnWoRFHcmhE9D89EKDlnbdp2rqFWG1N2j5nyTSyrr0ezxXz5P9l0SHTNAlG4qlGvTHZ\noCdubY9bAlH0y5iD4+6n7wb5dPeQbfQYUFUwDOKNjTRv20Lzti2oDgeuWXPwzJuHe/YcNJd7oKsq\nhEgKnz6VWPv//nuY0WiqXLHbKbh2Bfarr8E+dtzAVVAMuEhUTzXqje1/vSd/wTcmG/tY/PJXh2W4\nrGR6bGR5bWR6rGS4LWR4rHjdFqZPKiDL5ujFd9Q5xTQHenV4/+vtrtNYQz3K8cNU7XyX4JEy0PX0\nAzQNV8k03FckegusuXm9+veHC+nW7jk5h50z43F8e/fQtGUT4fLjafushYVkrbyOjMVLKJxQIOew\nhwbj5zBuxAnGQ4RiIYLxxK0x6OdUbT1VzS0EIlHC0TjhWIxILEbcMEAxQWm9T9wUxQDMtLLWY5Tk\nY1U1UbXEb0RVNVFUQDFQFJPEfwaGaWAk7zuiKSpfKr2Nq0Yv6LVzkJ/f8ZUjpUegF1hzcsn/Hzdh\nWbQUPRgk8MkBAvs+IvDxgUSmMV0nePgQwcOHqN34EvbxRYmgYN587OOLZF6BEH0o1thI8/atNO/Y\nht7S0rZDUXBfMY+sldcl1v/38P9D3dBRFAVVkUm9fSVmxAnGQoTiwURj3tqox0IEOygLxVu3g0SN\nS+QfsSVvST1tHI3kLcVM3rpINw0qA9U9rEXXSCDQyzSXi4xFV5Ox6GrMeJzgkTL8+z4isP+jVAKS\nyJnTRM6cpuG//j8sObl4rrgC99x5uKaVyljkZTJMk1jMIBzTiUTjhKM60ZhBOBYnEtWJxHQiUT25\nv+1x3DDxOq14XTa8rrb7jOS9rR9myJu6TryhgWhtDbHaGoxAAMVmR7XZUOy2xL3Njmqzt3tsSzy2\n2RIJbCSYTGOaJqEjZTRt3Yz/ow/BaPtK1jxeMpctJ3P5Sqy5uZf12s3RFs76KqjwV3EuUMlZfyU1\ngVoURSHXmU2eI5c8Zw55zrb7XEcODossNYzpMQLxYKrBDqU13sHUr/Vgu1/uoWR5zOjjJbmmgoKK\ngoqqqGiKiqZqWFQVi2rBoqqoqpYoV1RURWs7LrmtJp/TYflFjlPb7dMUldG5eUy09f1EQZChgV5z\nqa4w0zSJnD6VCAr2fUjkzJkLjlGdTtyz5yYmG86eg+YcupdPjepRKgPVVASqqfBXUhmopinSTI4j\nm3xHPrn2PLIsuWRoOSiGlXBMx+6wUVvnJxLTCbc21q0NeAePo7H0hr0v2G1aKlDIaA0U3Fa8zmTA\n4E4PHKydrKE3IhFitTXEamuJ1dYkGv2a5OP6uguHk7qpNTCwOO2YmhXFbr8gYFDt5z2+YH/78nbP\ntyceD4Usd0Y4RMu7u2jauoVoxbm0fY7iYrJWXodn4ZWo1s4vTtT+/+WoHqMqUM1ZfyUV/krO+hON\nfyAevKz6ea0e8pw55DpzyHfmkuvMJc+RQ74rlwybd0j3JpimSSAWpCnSjOmIcbqmisZIM82RZpoi\nLTRFmmmKNBOM9931GOyaDSt2TN1KLKIRCqqYcQtm3Aq6FTNuAd2KotsozMpkckEu08eNYsb4Ubjt\n9kEVUPfF8EpnQwMSCPSS7v6jxepq8e/fR2DfRwSPHul4XkHpdDxXzMM99wqsOd3/5dIfdEOnJlRH\nhb+KikAVZ1sqOeevojHacOknJ5lRG0bYgxlyt92HPBCzA33zP6bdqmG3qiiqgj8Yu6wZvWlME6cR\nYZQZYLQSJM8IkB3z44k04wo0Yw37e6fiA0VRUB0OVLcbzeVGdbnQ3G40txvV5UZzuS7Ylyp3ufo8\niIhWJi7807LrHYxwuK3aFgveRVeTde11OCZ2/uvKNE2aIs2c9VfQZDZwrPpU4ld+sBbzEv25ZtSO\nEfRiBL2ggGoPotiDKI4gitb1AM+iWsh15KT3JDjatm3awF1ZUTd0mqOtjXlbo94UTjxujjTTFG0h\n3gu/2B2aHafFicvqxGVx4rK6EvftyyxOnFYXVmzU1uucrghTfibIqcpAh/8vKwpMKPBSOiGb0qJs\npo7LxGkf3L2vEgj0scEQCLSnBwIEPjmA/6OPCH5yIO2LrJW9aAKeefPxXDEP27jx/R65mqZJQ7iR\nM75KTjSc43RLBTWhGlr0BkwuPmvWNBTMkAcz6kCxh1AcART10h87U9cg7EGNerHEM7AbmbjMLJxK\nBk6bFbtNSzboGg6bdunH1kSZzaqhtjt/pmkSisTxBWP4gjFaglF8wWhq2x+MJR4HIphNjVh8jWRE\nWsiO+ciK+ZL3fuxm16+BEFGsNFk9tNgzCLmziHqzMbLyUHPysGVl4tBMnOjYFQO7omM3dazo2Mw4\nFkPHYsTRjBgWPQ7xGGY0ghGNYldMgi1+zGgUIxpNlEei6Y+j0R73QHRLHwURrRf+ad66meDhQ2n7\nLHl5ZC2/lsyl16B507/8WnurzvorOOevosJfyTl/5SV/qZqGihnypBp9M+jFCHnJtHsoHpNB8ZgM\nojGDU9U+Tlb5aAlEwBJDsQdR7aG24CC5rdrC3YpzM2zeDgKExOMMm/eyvxNC8XDqV3tHv+CbIs34\no4FLBkSd8Vo9ZNkzyHJkkmnPJMuWicfW2ri7cFmdOC0OXBYXTosDTe18OC4a0yk/10zZ6SbKTjdy\noqKl44YfKCrwUjohi2lF2ZSMy8LlGNwN//kkEOhjgy0QaM+IxQi1n1fQ2HjBMZa8PDzJfAXOqSW9\nOq/ANE0qm5s4Unuak03nqA7W0BCrJUgjpnrxaN80wYy4kl+QiS9MayyDPGcu+ZlucjMdOO0WbFaF\nuOYnrDQTpBGf0UhzvJ7GWD1RI3rRvwFgUTTyXXkUukZR4B5FoWsUhe5RFLjye/yryYhEiNXVJrvt\n23Xh19USq+teF37Q6qLZ5qVe89Bg8dJk9dBo9dJk9RJS7YmfKb1AU5VU4ON2WrGoSioAsttagyBL\nu20Nh0ZakGFDx0ocWyrIiGNGWwOICEY4jBEIoAcDGMEgeiCQ9rh9/v1e1UkQoTqcBA8fvPDCPzNn\nkXXt9bhnzwFFoSHcREWgkrO+Ss4FEt37NcG6SzZqRsSBGWrX4Ae9mGEXVouFCYVeikdnMHlsJsWj\nM8jJ6LhLudEX4VS1j1NVyVu1j0Zfu2tZKEYqKGi9t3vCWJ1h4hY/Ol0/p1bVmuxJyCHPkZsaeshx\nZBMzYm2/2tMa+ERZWL+862tYFC3RsNszyLJnJm8ZZNozmVQ4GjNoJdPuxaJe/vdTLK5zoqKFw6ca\nOXK6ifKKZuKdZOQcP8pDaVE2pROyKBmfhdsxtPNzSCDQxwZzINCeaZpETp3Ev+9D/B99RPTc2QuO\nUV1u3LOT+QpmzUZ1XHpeQSSqU9scoqKhmU8bKzjnr6QhWofPrCdmaUaxntcYmya2uIk1ZmKLJbYt\nIQvWgANryIYnbiMTJ9mqDa9m4kLHQRyrEUNtbUQi4cR6bUVN/MJTleS9lrxXsVgtRHWdGDoxM07U\njBMx40TMGDFTx1TAUMBQwVQUTIVkmYKpJrZtFjsOmwunzYXL5sZlc+Oxe7BZ7IlLuib/Vuu9GYul\nxu6jNTXozU1d/wfSNKy5eVjz87GOGoUtfxTW/FFYR43CmpefykHf2uPQ0tqzkOp1aHvsC0ZpCcTw\nhaIEQnHi+sBfubI1kLBbVVwOK1luG1leO1kee2Lts8dOlsdGptuG1wJmOIQRDCSChNZgIRhADwYv\nDCKCQfSAv1eCCNXpxP2ZJYSunEmlM8rZ5C/8ikAlofiFvWvtmYaKGfRgBDMwQp5Uo4+eCCgLsp0U\nj8mkeEwGk8dmMC7fg6UHl61uDkRTQUFrgFDf0lEdTbBEUewh3JlRMnPiONwRDGuAoNlCS6ylg+f0\nHpfFSZY9k8zzGvlEWSbZ9kzcVlenvRCX+30Y1w1OVLRQdrqRslONlFe0dLpOf1y+m9KibKYVZTOt\nKAvPMEvMJYFANxmGwT/8wz9w5MgRbDYbv/zlL5kwYUKnx/f2ya3wV2H3KLQ0R7CoGpqioSXvU4+T\nZZbkrNDL6caL1tYQ2PcR/n0fETp2NG0mNCTGQ52l03HNuYLYpFIagjoNdc00NjRS31xNIFhLPNaE\nZvqwKWHsRLHGDGzxRANvjbVr8FvL4ontkUp1ONoa92RDbxs1Cmt+PpbsnMRlY/uAbhhEokZy4mT8\nwkmT562ACEcT26aq0OKLJFZOxHQiMYNI8vnhqN7lCyd1l6JAhjsZHHQSMGR57GS4bKhq+rCMGY0m\ngoVOgoi430fU7yMe8LX1QARDRL0OTs0Yxf6xUBVvvHTXdcyJ7k/0VKV+7YfdtPbPu+wWisdkMHtq\nPgWZDorHZPRL4+IPxVLBwckqH6erfNQ0XXyYwuNWGTNGITvXwOmJoDiCBIwW6kMN1IXqO10qpyoq\nGTZv2q/37LQGP3Hf0561rjZicd3gZKWPw6cbOXK6keNnm4l20vCPzXMzrSgr2fhn4XUN3JyJ/iCB\nQDe9+eabbNmyhf/9v/83+/bt45lnnuGpp57q9PjePLnbz+7ilaP/t9vPSwQHaipgSAsazg8m2m2r\nioppKOCPkXOijlEn68ivqMfag+xWvaa1G9fhQLU7UFq3W282O2Bi6gYYBqZhgGlg6joYJjarSiQc\nTZTrBqbZ7jhDxzTMdo8NTEPHNAz0eAzdiGPE4xiGnipXDFBNM5XzQ+vkkx5wqDR7LbRPr4pDAAAY\nc0lEQVR4NVo8FppT9xbCdhUUJX0ot10Q175cOe9RB4dfuK+D56uKit1ix67ZcGh27BY7Ds2etm3X\n7DgsiXt7cp/DYmd0fg7Blniy3JY2C900TWJxoy2A6GA5ZTgVcKQHH/5wjOZkZjVfsOtzIRJvTAdL\nHEWLoVjiuN3gcps4HAY2h4HFpqNa46DFMZQoOlEiRoSQHiIUD3d7AppqaqjRDCLNHvSgJ9Xoo7c1\n6qqiMH5U29h+8ZgMCnJcqIoyKJLhBMMxTlX70wKE6oaLr1RwOxLDFkWjPBSM0nBnRjGsQeyaLfXr\nvjsrEwzTTFz51EgGbGa7stR24mqbibK2Y7Kz3dTX+5P7SNsXjekcT47zHzvbRLSTy4aPznWlGv3S\nomwy3MO74T9ffwYCQ2v2RCf27t3LNddcA8AVV1zBJ5980m9/+3JHeXVTRzd1uFSSi4sZB4xT0PRc\nxldFKT4XofhsFHe460GBabGgOhxYnK70RtvhQHU6z2vQnRce026fYrP1aBJjb37wdUOnPtxAdbCW\nqkBN4hasocpfTTQeTgUHpgK61lmdE4HKZc6R6hFfrHdWGdg0Wyqg6CyQcGh27A47drcdj2YnL1Xu\nTB0PiUlloXgIfzRIfcBPQ8BHUyiILxIgEA0SjIcJ62FiRoS4EsFUYokAQE3/PMaBluQNSGRdubxh\nahx4USMZBBtdRHxuzFBiLP/8/zOzvXYmj8lIdfNPKPRiH8RXUXQ5rEyfkM30CdmpslAkzpkaPyfb\nzTmorA+kenkC4TiHTjZy6GTbvCKnXcNlt2KYzec15skGnESjbhrJ+3YNen8ryHFRmmz0S4uyyPRI\nzoX+MiwCAb/fj8fjST3WNI14PI6lk0l02dmuXrtm+l/mr+bKSbNoCrcQN3TiRhzd1InriYY+bsST\n5TrhaJTmYBhfKEIgFMEfjhCMRAlGo4SjMUKxGIapJ9NUtktvqSbTWqbKk+ks1cR9XDE4OdrCqTFO\ntlypU1AfZ3RdDJvVicebQ35uAfm5hRTmjqEgbxwOtxfN6URzOvqsa/tydRaxXo5CsphJcVqZaZo0\nhps511LFuZYq6oNtX5rp331m2nM6PKaT8rQu6s6ee8FxbZtxI044HiEUDyfuY+HEdqytrKuiepSo\nHsVHPyxf1JK3pK6GhKahpK3xNvXWdd/t7nUrxJP3yXIzZiekX9h1b7dpTB2fmC0+bUI2JUXZ5GZ2\nLydHb34Oe1PRuGyWtHscjsT5tKKF8nNNHD/bRPnZZk5X+zCSM+lDEZ1QpB9XiHTD6Fw3s6fkJW6T\nc7v9bzQS9NfncFgEAh6Ph0C764YbhtFpEADQ2Hh5yUA64ySDgtxCjp2ow98SpsEXoSF1r9Pgi9PQ\nEk7+D6kCzuTt0jRVIctjJyfDTk6GgxxP8j7DTo43ce9xtmWWS0T0BgYm1g5m60aTN0IGhHr3PPRU\n/3XJahSqYynMGgtD8KqyhmkQ1WNE9AhhPUIknrzXI9hcCjWNzUTOKw/HIx0cHyWsR4jql16pcTGa\noiXXdTsS678tieVgF247cFqdbduWxLZiqrQEYjQFIjT5ojQHWi/sEk0r62xIYnSui8nJX/rFYzIY\nm+9Ou4a7EY1363M1GIYGuiPPYyVvWj5XTcsHEkvsztYGOFXVwpkaP7G4kUh9rJJMgaygKOnbqpq8\nV5RkOen3yf0KStqxafsh9XcyM5z4/ZELX1NN/M1x+W5yMtouqNPdf6ORQIYGumn+/Pls3bqVm2++\nmX379lFSUtJvf/vY2Sae/a9D1DVffHZyRxQgw2NLNeg5Xge5yQY/O/k4050+ueqSr6koifkF3a6N\nGCpURcVhSXTtZ563Lz/fS62re18ehmkQ0aPpAUO7ICKiRzBNM9nYX9iQW1VLj/Na5GZq5GZe/Epr\ncd1IzFNIBgcOu8akQi+uIb5MrLfZrFoqKBooQy2YGumGRSCwatUq3nnnHW6//XZM0+Shhx7qt799\noLy+0yDA47SS4233Cz7D0fbYayfLa+/RUiQheoOqqMlf7Q4YxMOyFk0lN9NxyYBBCNE9wyIQUFWV\nBx98cED+9qorx2O1qLjdduyqkmrws732QT0ZSQghhIBhEggMpAyXjc8tmSRdYUIIIYYk6ZcWQggh\nRjAJBIQQQogRTAIBIYQQYgSTQEAIIYQYwSQQEEIIIUYwCQSEEEKIEUwCASGEEGIEk0BACCGEGMEk\nEBBCCCFGMAkEhBBCiBFMAgEhhBBiBFNM0zQHuhJCCCGEGBjSIyCEEEKMYBIICCGEECOYBAJCCCHE\nCCaBgBBCCDGCSSAghBBCjGASCAghhBAjmAQCQgghxAgmgYAQQggxgkkgIIQQQoxgloGuwHB15swZ\nnnrqKfx+P//8z/8MQDAY5IEHHsBqtbJo0SI+97nPDXAth4bjx4/zL//yL2RlZbF48WJuvPHGga7S\nkFRRUcH/3969B0VVvgEc/y5oIm0ikkIiFmWuFxChBNGAQWTXvN8vKYmRkGQQI4qUpiKKKSKOiKKi\nbmqFeSu0BEXxgopCJM14K1LzBoWAuKKJwO8Phv25LiDEChjvZ4YZ9z3nvOc5D+p5zvu+uxsaGoqR\nkRGWlpZ4e3s3dEjPnbS0NH744QdKSkrIysri22+/beiQnjulpaWsXLkSlUqFlZUVI0aMaOiQnjup\nqamsXLmSTp06MWjQIBwcHOrUnxgRqERwcDCOjo4MHjxYo/3o0aMoFArc3d1Zt25dtX1YWFiwePFi\njbbExEQUCgWhoaEcOnRI53E3RrrI5dGjR/Hw8GDBggXs2bPnWYbbaOkij5cuXUKhUBAWFsa5c+ee\nZbiNki5y+PbbbxMSEoKrqyvDhw9/luE2SrrIYVJSEtnZ2TRr1gwzM7NnGW6jpIscSiQSDA0Nefjw\noU5yKEYEKjFy5EgmTZpEUFCQuq2kpISQkBA2bdqEqakpo0ePpl+/fpSUlBAREaFx/OLFizExMdHq\nNycnB5lMBoC+vv6zvYhGQhe5HDZsGFFRUSQlJVFQUFDfl9Ao6CKPNjY2+Pn5sXPnToYNG1bfl9Dg\ndPnvOj4+nkWLFtVr/I2BLnJ4+fJlbG1tGT9+PH5+fjg6Otb3ZTQoXeTw7bffxt7entzcXMLCwli+\nfHmdYhKFQCV69erF9evXNdoyMzN59dVXsbCwAGDQoEEkJSXh4+NDTExMjfo1NTUlOzubrl27Ulpa\nqvO4GyNd5XLevHmUlJQwffr0Zx5zY6SLPMbGxuLn50evXr3w8/Nj1KhR9RJ7Y6Grv4s3b97kpZde\nQiqVPvOYGxtd5NDU1JTmzZsD5U+2TY0u7y+tWrWiuLi4zjGJQqCGcnJyNIZgTE1NyczMrHL//Px8\nVqxYwblz54iJicHHxwe5XM7ChQtJTk7G1dW1PsJulGqby+vXrxMTE0NRURFeXl71EeJzobZ5dHJy\nIioqivj4eMzNzesjxEavtjkE2LFjByNHjnzWoT03apvDiv8H09PTsbe3r48QG73a5jAxMZHjx49T\nWFjIxIkT63x+UQg8I8bGxoSEhGi0GRoaEhYW1kARPb86dOjAwoULGzqM517nzp3VC1eFf8/Pz6+h\nQ3iutWzZUmv9lFA7crkcuVyus/7EYsEaqhjWr5CTk4OpqWkDRvT8ErnUDZHHuhM5rDuRw7pr6ByK\nQqCGrK2tuXLlCteuXePhw4fs27ePfv36NXRYzyWRS90Qeaw7kcO6EzmsuwbPYZmgJSAgoKxv375l\n3bp1K3Nycirbvn17WVlZWVlycnKZXC4vc3NzK4uOjm7gKJ8PIpe6IfJYdyKHdSdyWHeNMYeSsrKy\nsvorOwRBEARBaEzE1IAgCIIgNGGiEBAEQRCEJkwUAoIgCILQhIlCQBAEQRCaMFEICIIgCEITJgoB\nQRAaNV2+sUm8SUoQtIlCQBCeol+/flofF/241NRUZDIZv/76az1GVbXZs2drfcXp8yotLU1nH+l7\n8OBB5s2bp369atUqbG1tddJ3TSQnJ+Ph4QH8/++MTCbj4sWLle4fFRWFTCbDx8cHgAcPHqBQKLh8\n+XK9xSw0DaIQEIQ66t69O3FxcbzxxhsNHcp/zo4dO3R241MqleTk5KhfjxkzBqVSqZO+n0alUjF/\n/nxmzZql0S6RSDhw4EClxyQkJGi8NjAwwMfHh88//1yMbAg6JQoBQagjqVRKz549MTQ0bOhQhFow\nMzOjR48e9XKuzZs3Y2lpibW1tUa7ra0tiYmJWvtnZWWRlZXFm2++qdE+dOhQrl27xsGDB59pvELT\nIgoBQaijyqYGtm3bhru7Oz169MDT05Pdu3cjk8nU30NeVlaGUqlkyJAhWFtbY2try5QpUzSGiT08\nPAgLC2PFihX07dsXGxsbfH19NZ5qHz16RHh4OH379sXOzo6wsDBKSkqeGvOFCxf48MMPsbOzo0+f\nPgQHB1NQUKC13d7eHnt7e2bOnElubq56++zZs/Hz80OpVOLq6kqPHj3w8PAgKytL4zyJiYmMHDkS\nGxsb+vXrx9q1azWeZlNSUhgzZgw9evTA2dmZlStXquOfPXs2u3fv5rfffkMmk5GamsquXbtwcHBg\nw4YNODg44OLiQlFRESqVitDQUFxdXbGysqJ3794EBQVRWFiozuXp06dJTk5W/x6enBooLi5m3bp1\nKBQKrK2tGTJkCPHx8ert169fRyaTcejQIby8vLCxscHJyYk1a9ZUm+t//vmHr7/+moEDB2ptUygU\nXLx4katXr2q079+/HwcHB4yNjTXamzVrhkKhIDY2ttpzCkJtiEJAEHQsLi6OhQsX0r9/f1avXk3H\njh354osvNPbZuHEj4eHhjB49mtjYWObOncvvv/9OcHCwxn47d+7k7NmzLF68mPnz55OamqrxVdaL\nF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MmjWL5s2b4+DgwJQpUzRmE8zMzCQgIIB27drRtGlTZUrg3L755hs6dOiAjY0N\nXbp00ajbohxfzrlbsGABarVaqVsfHx+GDBmCnZ0dvr6+APzxxx8MGzYMJycnbGxs6NixI5s3b1b2\nlTMd9NixY5Vr9NmugZs3bzJ27FhatWqFvb09o0aN4tq1a8r65cuX06NHD3766Sc6duyIra0tPXv2\n1JjH4smTJ0yfPh1XV1fs7Oz44IMP8szvIb1lSuuVhpJUUqKiooSlpaUYN26cCAsLE0uWLBE2NjZC\npVKJP/74Qwih+SrTqKgo0b17d9GnTx8RFRUl4uLixIYNG5TX7V66dEkIIcTUqVNF06ZNRXBwsAgL\nCxMTJkwQ1tbWyqtac153qlarxf79+8WOHTuEEEJs375dqFQq8fnnn4vw8HCxfPlyYWlpKdasWaOU\nWaVSCUdHRzFnzhxx9OhRsXTpUqFSqcTGjRuFEEKcPXtWuLi4iE8//VR5Beqzcl7X6ujoKHx9fUVY\nWJiYOHGisLCwEOHh4YWWcdGiRcLS0lJ89dVXIjw8XCxevFg0adJEfPXVV0KI7FcJ566j1NRUcf/+\nfdG6dWvRrVs38dtvv4mffvpJtGvXTnTv3l15bXTues4pX/PmzcXSpUvF0aNHhY+Pj1CpVOLgwYMF\nns+cV79OnTpVHDp0SISEhAhra2sRGBgohBBi8+bNQqVSidmzZ4vw8HCxevVqYWtrKyZMmKDk4enp\nKRwdHcW4ceNEeHi4WL9+vbC2thYLFixQ0vj6+gpra2uxcuVKpWyWlpbi5MmTQgghli9fLqysrMTX\nX38twsPDxRdffCEsLCyUVwYX5fiioqKESqUSvr6+4uzZs0KI7FfmWllZCV9fXxEeHi5iYmJEXFyc\naNq0qRgzZow4fPiwOHjwoBgxYoRQqVTiwoULIjU1Vfz2229CpVKJgIAA5RrN/erj27dvi5YtW4pu\n3bqJPXv2iF9++UV07dpVtGrVSty5c0cIkf0abHt7e9G+fXvx448/igMHDoguXboIV1dX5dXB06ZN\nE2q1WuzevVtERESICRMmiCZNmojLly8XeM6kN5sMBKQ33ieffCI6d+6s8e5+X1/fAgMBIfLOjZBz\nw8xJf/nyZaFSqcTWrVs19jVgwADh5eWlsU1ISIiyPjMzU7i6umrclIQQYsWKFcLe3l6kpKQIIbID\ngaFDh2qk6d69uxgxYoTy+Xnvt8+5EY0bN05jec+ePUX//v0LLOPDhw+FtbW1WLRokcZ2ixYtEtbW\n1sp8BM9smhokAAAgAElEQVTW0aJFi4Sjo6PGfAV///23sLS0VAKM/AKBWbNmadRP8+bNxZw5cwo8\nrm7duokBAwZoLFu4cKEYMWKEyMjIEC1bthTjx4/XWP/tt98KlUolzp8/L4TIrrsuXbpoXBOffPKJ\n6Nq1qxBCiISEBGFpaSlWrFihkU///v2Fv7+/SEpKEra2tkpglOOzzz4Tbdu2faHje3aei/79+wtn\nZ2eRmZmpLDt48KAYOHCgxvwGiYmJQqVSidDQUI395bynP+c4c66RefPmiWbNmmmcn/j4eGFvby/m\nzZsnhMgOBFQqlYiJiVHS7Nu3T6hUKuV9/R07dhQ+Pj7K+tTUVDFv3jxx4cIFIb2dZNeA9MY7ffo0\nbdq00ZjfvUOHDsXKM2fMgJubGxkZGco/d3d3Tp8+rTEXfIMGDZS/r169yr179/Dw8NDYzs3NjZSU\nFP744w8lbdOmTTX2WaNGjZcaaNelSxeNz2q1mqioKI1po3OXMSYmhvT0dDp16pQnn/T0dGJiYvLd\nz/Hjx2nWrBmVKlVSjqtWrVo0bNhQo8vkWc2aNVP+1tbWpnr16gUe59OnTzl//jyenp4ayydOnEhA\nQACxsbE8fPgw37IDREZGKstsbW01romaNWsq+42JiSEzM1Nprs8RGhrKyJEjiY6OJjU1Nd/zeOPG\nDaUL6EWPL0f9+vU1pr11d3dn3bp1ZGVlceHCBfbs2UNgYCCAxrVWmJMnT9KiRQtl6m8AExMTWrVq\npVzPALq6utjY2GjUC/xvxkYnJye2bt3KyJEj2bJlCwkJCUydOrXALirpzScHC0pvvOTkZIyNjTWW\nVatWrVh5JiYmAtmBQH4SEhKUv3N/8eZsN2HCBCZMmJBnu/v37yt/GxgYaKzT1tZ+qWfETU1NNT6b\nmJiQnp6ucTPKXcakpCQgbx1VrVoVQKMfPbfExERiYmKwtrZ+bhly09fX1/hc2HHmlC2nLEVdb2Rk\nhJ6enkbZn63fnClnc+eTu15yyzmPffr0yXf9/fv3qV69OvBix5fj2fJnZmby5ZdfsmXLFtLT06lf\nv77ydEBRr4nk5OR8n3apWrUqly9fVj7r6elpBCE5f+cEjjNmzKB69er88MMPHDhwAG1tbdzd3fHz\n8yuwvqQ3mwwEpDdelSpViI+P11iW80X+soyMjNDS0mLz5s3o6OjkWW9sbKwxCCv3dgAzZ87M9+mD\nunXrFqtc+Xn2WOPj4ylfvjwVK1bMN32VKlWA7Hnra9SooSx/8OCBxvpnGRoa4ubmxpgxY/KsK2hf\nLyonn9wDEAHu3LnD9evXlRvRs+c7OTmZtLS0Asv+rJzzlJCQoFEH58+fRwihrF+5cqXG+hwNGjQo\n9jWWm7+/P1u3bmX+/Pm4u7tToUIF/vnnH7777rsi51G5cmXlHOb24MGDItcLZAc2Y8aMYcyYMcTG\nxvLrr7+yatUqli5dyueff17kfKQ3h+wakN54LVq04MCBAxqjxsPCwoqVp6OjI0IIHj9+jK2trfIv\nIiKCdevWoaubfwxtbm5OlSpVuHv3rsZ2iYmJLF26tMBf2/nJ/autMAcOHND4vH//fpo3b67RLJ6b\nra0t5cqVY8+ePRrLd+/eja6urhLAPLt/R0dHYmNjsbCwUI5LpVKxYsWKEnsBk6GhISqVioMHD2os\nDw0NZeLEiZibm2NsbJxv2QEcHByKtB87Ozt0dXXz1N3MmTMJDg6madOmlCtXjvj4eI3zeOnSJVau\nXPlCx1SU8xgdHY2NjQ2dO3dW3t0QHh4O/K9FIL+ANDdHR0eOHz+uEUQ9fPiQiIiIItdLZmYmXbt2\nVZ4gMTc3Z9SoUTRr1ozbt28XKQ/pzSNbBKQ33siRI+nZsyeffPIJ/fr14+LFi2zcuLFYeVpaWtKx\nY0cmTZrE6NGjadiwISdOnMDf35+hQ4cW+OWuq6vLp59+ypdffglAq1atuHnzJosXL8bMzOyFWgQq\nVarE2bNnOXHiBM7OzgXe2Ldt24aJiQn29vbs3LmTixcvsmHDhgLzNTExwcvLi+DgYHR0dHB2dubk\nyZMEBwczaNAgKleurOz//PnzHD9+nKZNm/Lxxx/zww8/MHToUAYMGEC5cuVYu3Yt0dHRjBs3rsjH\n9TyffPIJY8eOxcfHh06dOvHXX3/xzTffMHnyZHR0dBg9ejS+vr5UrlyZtm3bcvHiRZYvX06nTp1Q\nqVRF2kfVqlXp06cP/v7+Sp/5L7/8wvnz55k5c6ZSR19++SVJSUnY2dlx4cIFvv76a9q2bYuhoWGR\nWwQqVarEqVOncHJyyjMuJIetrS1r1qxhw4YNqFQqzpw5w8qVK9HS0uLp06fA/1oxjh49ipmZGU2a\nNNHIY9CgQezYsYPBgwczatQoILulQU9Pj4EDBxaprDo6OtjZ2bFy5UrKly+Pubk5MTExnDp1SrYG\nvMVkICC98Ro3bszatWtZsGABn376KQ0aNGDmzJlMmjSpWPkuWrSIpUuXsnr1auLj46lTpw4TJkxg\nyJAhhW7Xv39/9PX1WbduHWvXrqVKlSp06tSJ8ePHF3gzz8+IESOYNWsWw4YN49dff1UGdT1r3Lhx\n7N27l6CgIFQqFUFBQdjb2xea96RJkzA2NmbLli0EBQVRp04dpkyZwoABA5Q0gwYNYvz48QwdOpT1\n69fj4ODApk2bWLhwIZMmTUJLSwtra2tCQkJK9E2MnTp1YsmSJaxatYodO3ZQu3ZtpkyZQv/+/YH/\n1e/atWvZtm0b1atX5+OPP8bb2/uF9jNt2jSMjY3ZuHEjCQkJNG7cmDVr1mBra6vUkYmJCVu3bmXZ\nsmVUr16dgQMHMnr06Bfaz+jRo1myZAmRkZEcPXo03zTDhw/n/v37rFixgtTUVMzMzJg5cya7du0i\nKioKyG4tGTZsGBs2bCAqKopdu3Zp5FGrVi02btzIwoULmTp1Kjo6OrRo0YKvv/66wGsnPzNmzKBC\nhQoEBAQo1/2UKVPo3bv3Cx239OaQ0xBL0hsq5yUzS5cuzTOKXpIkqajkGAFJkiRJKsNkICBJkiRJ\nZZjsGpAkSZKkMky2CEiSJElSGVYmnxq4f/9RiedpbFyBhAQ5D3txyDosPlmHxSfrsPhkHRbfq6hD\nU1OjfJfLFoESoqtb+Ms+pOeTdVh8sg6LT9Zh8ck6LL7XWYcyEJAkSZKkMkwGApIkSZJUhslAQJIk\nSZLKMBkISJIkSVIZJgMBSZIkSSrDZCAgSZIkSWWYDAQkSZIkqQyTgYAkSZIklWEyEJAkSZKkMkwG\nApIkSZJUhslAQJIkSZL+RW7dSOTHzdEkxKe8lv2VyUmHJEmSJOnf6OGDFH7e+gcZ6VlkZGbSpoPq\nle9TtghIkiRJ0r9AeloGv+04S0Z6FmiBuYXpa9mvDATKoMOHw2jf3q1E8zx06CADBnyIWu3CwIF9\nOXIkXGN9ZmYmGzeu58MPu9O+fRuGDRvIqVMnC80zODgQV1cn3nuvA1lZWfmmGTNmJK6uTmzaFFpi\nxyJJkvS6CSEI2/MXCfHZUw+7tVdR5x3j17JvGQiUMWfOxDBnzkxAlFiep06dxMdnCvb2jvj5LaRR\no0ZMmzaRP/88o6TZtCmU1atX0aXL+/j5LaJOnbpMmPApf/11odC8tbS0SEh4SExMVJ51BS2XJEl6\n05yLvsWlc/cAqGtmjFv7V98lkEMGAmVEWloaGzeuZ8yYkejolOw81yEha3ByasH48ZNp2bI1Pj6+\n2NjYERq6VkmzZ89PtGvXkQEDBuPs3AIfnzmYmFTlp59+KDRvfX19GjVSERZ2IM+6sLDfMTMzL9Fj\nkSRJet3u3U7m8L7LAFQ00qPd+5Zoa2u9tv3LQKCMOHbsKKGh6/D2HkuvXh/mmyYjI4OgoAB69OiC\nWt2aIUO8iIw8UWi+qalPOXMmBldXza4GV1d3IiNPkJmZCUBaWjoVK1ZU1uvo6GBoaEhycvJzy+7h\noebQoQMIodmKceDAftTqds/dXpIk6d8q9Wk6v+08R1amQEsL2nezxqCC3mstgwwEyghLSyu2bfuR\n3r37FJhmwYK5bN68gd69++Lnt4h33jFj4sQxnDkTU+A2cXFxZGZmUrduXY3ltWvXITU1lXv37gLQ\no0dvfv11N5GRJ3j8+DFbt37L1auxtGvX4blld3dXc+/eXc6fP6ssS0hIIDr6NJ6eMhCQJOnNJIRg\n/08XeJT0FIBWng2pVbfyay+HfHzwBcTeSmbXkas8TcvMs66cng7p+Swvafp6Orzn0gDz2pVeaDtT\n0+qFrr9+/Rq7d+9iypQZvPdedwBatmxNfPwD1qzxZ9mygHy3e/Ik+zlXA4OKGssrVKgAQEpK9voP\nPujF6dMnGTfOW0kzbNgoXF3dn1v2Bg3MMTNrQFjYAaysbID/dQvUr//Oc7eXJEn6N4o+foPrl+MB\naKCqhp1z3eds8WrIQOAF7I28QcyV+NIuBgbldRn+vnWJ5hkVFQlAq1YuZGRkKMtbtnQhMHAF6enp\naGtrazTP5/6spZV/f5a2thZCCP7739Fcu3aVCROm8s47ZkRGniAkZA2Ghkb07Pmf55bP3V3N/v17\nGTXqUyC7W8DTs+1LH68kSVJpuvV3IsfDYgGoVEUfz3ctCvwefdVkIPAC2jvV42lqRqm3CLR3rlfi\n+SYlJQHQvXvnAtYnMnv2dKKjTyvLOnfuSt++XsD/WgZyPHmS/QhMxYqG/PFHDH/8Ec2cOV8qffoO\nDk5kZmbi77+Mzp27Ki0IBfHwaMv69cFcuXKZqlWrER19igkTJr/cwUqSJJWiJ49T2fvDOYQAHR0t\nOn5gTXn9cqVWHhkIvADz2pUY27tpvutMTY24f//Ray5RyTE0NERLSwt//7Xo6uZ9qqBy5SpMnjxN\nucHnLDMxMUFbW5tbt+I00t+6FYeBQQVMTavzxx/RAFhb22iksbNrxsaN67lz5xbm5o0KLV/jxirq\n1KlLWNjvmJpW//9uAbOXPFpJkqTSkZUl2PvjeZ6kpAHg2qEx1WoYlWqZZCAgAdk3ZSEET56k0Lx5\nS2V5aOg6YmMv4+Mzp8Abr42NHeHhB+nWrYey7PDhMOztHdHW1qZevex+/DNnYqhRo6aS5ty5P9HR\n0cHUtEaRyujuriY8/CBVq1aT3QKSJL2RTh6+yq2/EwFQ2dTA0q5WKZdIBgLS/2vc2AIPDzVz5vgw\nePBwzMwaEBV1ivXrg+nXbwDa2gU/YOLlNYhJk8Yxf/5c3Nw82LdvD3/++QcrV64BoEkTS1q3dmXx\n4vkkJycreW/cuJ7evftiZFS0aNjTsy2bNn3D1auxjBnz3xI5bkmSpNfl+pV4Th/9GwAT04q4dVCV\n2riA3GQgIClmzvyCoKAANmxYR0LCQ2rUqMXIkaOVcQAFadXKFR+fOYSEBPHrrz9Tr947zJu3GBsb\nOyWNr++XrF7tzzffrCU5OZl69eoxbtxEunXrWeTyWVpaU6NGTQwNDWW3gCRJb5RHSU/Zv+s8kD2m\nrEN3a8rplezL3V6Wlnj2LS1lwKvoy3/Txwj8G8g6LD5Zh8Un67D4ZB1qyszMYueGKO7dzq6T9t2s\naGRZ+CPdr6IOTU3zb32VLxSSJEmSpFco4vcrShBg41DnuUHA6yYDAUmSJEl6RS6fv8eZU9lPVVWv\nZURrdcNSLlFeMhCQJEmSpFcgIf4JB3+5CEB5fV06dLdGR/ffd9t9rYMF09PTmTp1KnFxcWhra+Pr\n64uuri5Tp05FS0uLxo0bM2vWLLS1tdm6dSubN29GV1eXUaNG4enpydOnT5k0aRLx8fFUrFiR+fPn\nY2JiQnR0NHPnzkVHRwdXV1dGjx79Og9LkiRJkjSkp2fy286zyovm2na1xKiyfimXKn+vNTQJCwsj\nIyODzZs388knn7BkyRLmzZvHuHHj2LRpU/YEDPv3c//+fUJDQ9m8eTPBwcF89dVXpKWl8e2336JS\nqdi0aRPdu3dn1apVAMyaNYvFixfz7bffEhMTw7lz517nYUmSJEmSQgjBoV//4uH97DeuOrSqzzuN\nqpZyqQr2WlsEGjRoQGZmJllZWTx+/BhdXV2io6Np3rw5AG5ubhw5cgRtbW3s7e3R09NDT0+P+vXr\nc+HCBU6dOsXQoUOVtKtWreLx48ekpaVRv359AFxdXTl69ChWVlYFlsPYuEK+b88rroJGZEpFJ+uw\n+GQdFp+sw+Iry3V4+th1/voze+bVdxpW5d0PbNHWefHf3a+rDl9rIFChQgXi4uLo3LkzCQkJBAQE\ncPLkSeWFChUrVuTRo0c8fvxY4yUzFStW5PHjxxrLc6c1NDTUSHvjxo1Cy5GQ8KTQ9S9DPi5TfLIO\ni0/WYfHJOiy+slyHD+4+4pftZwCoUFEPj84q4h+mPGervF7n44OvNRBYt24drq6uTJgwgdu3bzNw\n4EDS09OV9SkpKVSqVAlDQ0Nl+tqc5UZGRhrLC0tbqdKLTdErSZIkScWV+jSDX3ecJTNToKWV/b6A\nCoblS7tYz/VaxwhUqlRJ+UVfuXJlMjIysLKy4vjx4wAcOnQIJycn7OzsOHXqFKmpqTx69IgrV66g\nUqlwcHAgLCxMSevo6IihoSHlypXj77//RgjB4cOHcXJyep2HJUmSJJVxQggO7L5AcuJTAFq4m1O7\nfpVSLlXRvNY3C6akpDBt2jTu379Peno6AwYMwMbGBh8fH9LT0zE3N+eLL75AR0eHrVu3smXLFoQQ\njBgxgo4dO/LPP/8wZcoU7t+/T7ly5Vi8eDGmpqZER0fj5+dHZmYmrq6ujB8/vtByyDcL/jvJOiw+\nWYfFJ+uw+MpiHcacuMHR368A2eMCOveyKdY8Aq+za0C+YriEvEkX/uHDYXz+uQ979x4qsTwPHTpI\nUJA/N2/epF69+gwf7o2LSxsATp+OZMyYkQVu+913u6hZs1aeOgwODiQkZA3Gxib88MOefCc+GjNm\nJKdPR+LtPZZ+/QqfE6EseJOuw38rWYfFV9bq8PbNJH7cFE1WlsCosj69Bjmib1CuWHm+tWMEpNJ3\n5kwMc+bMBEou/jt16iQ+PlPo3r0n3t5j2bv3F6ZNm8jKlUHY2NhiYdGEgIAQjW3S0lLx8ZmChYUl\n1asXPA2xlpYWCQkPiYmJwt7eUWNdznJJkqTS8s+TNPb+cJasLIG2jhYdulsVOwh43WQgUEakpaWx\nbdu3BAUFoK9vQEZGVonlHRKyBienFowfPxmAli1bc+fOHUJD1zJ//tdUrGiIjY2txjZLly5GS0sL\nHx/fQqc41tfXp06deoSFHcgTCISF/Y6ZmTlXrlwqsWORJEkqqqwswb4fz5PyKA0Al7aNqF7rzRus\n/u9716H0Shw7dpTQ0HV4e4+lV68P802TkZFBUFAAPXp0Qa1uzZAhXkRGnig039TUp5w5E4Orq5vG\ncldXdyIjT5CZmZlnm6tXY9m+fStDh47C2Nj4uWX38FBz6NABnu3FOnBgP2p1u+duL0mS9CqcOnKN\nm9cSAGhkVR1r+9qlXKKXIwOBMsLS0opt236kd+8+BaZZsGAumzdvoHfvvvj5LeKdd8yYOHEMZ87E\nFLhNXFwcmZmZ1K1bV2N57dp1SE1N5d69u3m2Wb16FfXq1ef99z8oUtnd3dXcu3eX8+fPKssSEhKI\njj6Np6cMBCRJev1uXH1I5JHrABhXrYBHJ1WxBgeWJtk18AKuJf/NL1f3k5qZmmdduXI6pKfn/fVb\n0srrlKdzg7aYVar/QtuZmhY+7eX169fYvXsXU6bM4L33ugPZTfzx8Q9Ys8afZcsC8t3uyZPsdzgY\nGFTUWF6hQgUAjXc8AMTF3eTIkUNMnjyt0C6B3Bo0MMfMrAFhYQewsrIB/tctUL/+O0XKQ5IkqaQ8\nTn7Kvh/PA6BbTpsOH1hTTu/NvZ2+uSUvBQduHObP+POlXQz0dcvzsXW/Es0zKioSgFatXMjIyFCW\nt2zpQmDgCtLT09HW1tZons/9uaBIWFtbc/lPP/2AkZERHTq8+0Llc3dXs3//XkaN+hTI7hbw9Gz7\nQnlIkiQVV2ZmFr/9cI6n/2S/DM+9kwUm1So+Z6t/NxkIvADPeq48zUgt9RYBdb02JZ5vUlISAN27\ndy5gfSKzZ08nOvq0sqxz56707Zv9yF5Oy0COJ0+yX+NcsaKhxvLw8IO0aeOBnp7eC5XPw6Mt69cH\nc+XKZapWrUZ09CkmTJj8QnlIkiQV17GDsdyNSwbAqlktVNYFP/X0ppCBwAswq1SfUU0/znfdm/7c\nrKGhIVpaWvj7r813QqbKlaswefI05Qafs8zExARtbW1u3YrTSH/rVhwGBhU0uiTu3LnDtWtX+eST\nsS9cvsaNVdSpU5ewsN8xNa3+/90CZi+cjyRJ0suKvXifP07eBKBaDUNc2jUq5RKVDBkISADY2TVD\nCMGTJyk0b95SWR4auo7Y2Mv4+Mwp8MZrY2NHePhBunXroSw7fDgMe3tHjXEA58//CYC1tW2ePIrC\n3V1NePhBqlatJrsFJEl6rZISnnBg9wUA9Mrr0PED61cyi21pkE8NSAA0bmyBh4eaOXN82L59G6dP\nRxIcHMiaNauoUaNmoQP7vLwGcezYUebPn0tExBF8fX34888/GDBAs/UkNvYKVapUoVKlyi9VRk/P\ntly69BeRkSfkY4OSJL02GemZ/LrjLGmp2d2/6i6WVKpiUMqlKjmyRUBSzJz5BUFBAWzYsI6EhIfU\nqFGLkSNHK+MACtKqlSs+PnMICQni119/pl69d5g3bzE2NnYa6RISEjA0fPn5tS0tralRoyaGhoay\nW0CSpNcmfO8l4u9lj4Nq1qIeDVTVSrlEJUvONVBC3vQxAv8Gsg6LT9Zh8ck6LL63qQ4v/HGbA7sv\nAlCzbmXe79sUHZ1X35j+OucakF0DkiRJkpSP+HuPCf8t+xXmBhXK0aGb1WsJAl63t++IJEmSJKmY\n0lIz+HXHWWVelnbvW1HRqHwpl+rVkIGAJEmSJOUihODgLxdJSvgHgOZtzKhr9vx5Ud5UMhCQJEmS\npFz+PBXHlQv3AahnboJD67f7VeYyEJAkSZKk/3f3VjJHf78CgGGl8rTt2uSNnUyoqGQgIEmSJEnA\n03/S+W3nWbKyBNraWrTvZoVBhRd7HfqbSAYCkiRJUpknhGD/rvM8Ts6eS6aVuiE167zcy8/eNDIQ\nkCRJksq80xF/83fsQwAaNjHF1rFOKZfo9ZGBgCRJklSm3byWwMnwqwBUNjbAo7PFWz8uIDcZCEiS\nJEllVsqjVPb9eA4hQEdXm44fWKNXvmy9fV8GAmXQ4cNhtG/vVqJ5Hjp0kAEDPkStdmHgwL4cORKe\nJ01k5AmGDRuIWu1Cz55dCQ4OJDMzs8A8g4MDcXV14r33OpCVlZVvmjFjRuLq6sSmTaEldiySJJUd\nRw9c4Z8n6QC4dWhM1eqGpVyi108GAmXMmTMxzJkzEyi5KSZOnTqJj88U7O0d8fNbSKNGjZg2bSJ/\n/nlGSfPHH9FMnDgGM7MGLFy4hJ49/8PGjetZvz640Ly1tLRISHhITExUnnUFLZckSSqKtNQMrv71\nAIAGqmo0satVyiUqHWWr/aMMS0tLY9u2bwkKCkBf30B5bWZJCAlZg5NTC8aPnwxAy5atuXPnDqGh\na5k//2sAAgJW0Lx5S6ZPnw2Ao6MzSUlJnD4dyeDBwwvMW19fnzp16hEWdgB7e0eNdWFhv2NmZs6V\nK5dK7FgkSSo7rv71gMz//y60bFo2gwCQLQJlxrFjRwkNXYe391h69fow3zQZGRkEBQXQo0cX1OrW\nDBniRWTkiULzTU19ypkzMbi6anY1uLq6Exl5gszMTBISEjhzJob33/9AI82oUZ+yYsXq55bdw0PN\noUMHeHaizAMH9qNWt3vu9pIkSfm5dP4eAPoG5d7qVwg/jwwEyghLSyu2bfuR3r37FJhmwYK5bN68\ngd69++Lnt4h33jFj4sQxnDkTU+A2cXFxZGZmUrduXY3ltWvXITU1lXv37hIbexkhBPr6BkyePB61\nujVdu7YnODiwwL7/3Nzd1dy7d5fz588qyxISEoiOPo2npwwEJEl6cU9S0rh59f8fF7Q0fStnFSwq\n2TXwAv6JjeXhTz+Q9fRpnnV39HRJT8t45WXQ1tfHpGs3DMzNX2g7U9Pqha6/fv0au3fvYsqUGbz3\nXncgu4k/Pv4Ba9b4s2xZQL7bPXmSAoCBQUWN5RUqVAAgJSWFxMQEAL74Yhbt23eiT5+PiIo6xTff\nrKV8+fL07z+o0LI1aGCOmVkDwsIOYGVlA/yvW6B+/bf7HeCSJL0asRfuk9PI2NiqRukWppTJQOAF\nJO77jZQ/8v91/M9rLIe2gQEG5iNLNM+oqEgAWrVyISPjfwFNy5YuBAauID09HW1tbY3m+dyfC3rm\nVltbS8mvefOWfPLJWAAcHJxISkpk/fq19O3rhY6OTqHlc3dXs3//XkaN+hTI7hbw9Gz7kkcrSVJZ\nd+ncXQCMKpWnZp1KpVya0iUDgRdQpV0Hsp7+k2+LQLnX2CJg3K5DieeblJQEQPfunQtYn8js2dOJ\njj6tLOvcuSt9+3oB/2sZyPHkyRMAKlY0xMAgu3WgRYvWGmmcnVuwffs27ty5TZ06ml0Lz/LwaMv6\n9cFcuXKZqlWrER19igkTJr/AEUqSJGVLTvyHO3HJADSyql6mXh6UHxkIvAADc3PqjBmf7zpTUyPu\n33/0mktUcgwNDdHS0sLffy26unl/nVeuXIXJk6cpN/icZSYmJmhra3PrVpxG+lu34jAwqICpaXVS\nUh4DkJGRrpEmd8vD8zRurKJOnbqEhf2OqWn1/+8WMHuBI5QkScp2+f8HCYLsFgAZCEj/z86uGUII\nnjxJoXnzlsry0NB1xMZexsdnToE3XhsbO8LDD9KtWw9l2eHDYdjbO6KtrY2ZmTmmptU5cGAfHTu+\nq6SJiDhCtWqm1KpVu0hldHdXEx5+kKpVq8luAUmSXtqlc9mBgHG1CpiYVnxO6rdf2R0mKWlo3NgC\nD2tKuWcAACAASURBVA81c+b4sH37Nk6fjiQ4OJA1a1ZRo0ZNtLULvlS8vAZx7NhR5s+fS0TEEXx9\nffjzzz8YMOBjIHsswfDh3hw+fIhFi+YRGXmCgIAV/PLLTwwaNLTQvHPz9GzLpUt/ERl5Qj42KEnS\nS4m/95iH97O7Mhtb1Sjz3QIgWwSkXGbO/IKgoAA2bFhHQsJDatSoxciRo5VxAAVp1coVH585hIQE\n8euvP1Ov3jvMm7cYGxs7JU3nzl3R1dUlNDSE3bt3Ub16DSZO/EyjFeF5LC2tqVGjJoaGhrJbQJKk\nl3JJo1ug8Kepygot8exbWsqAV9GX/6aPEfg3kHVYfLIOi0/WYfH9W+tQCMFG/2M8Sk6lRp1K9PBy\nKO0iFehV1KGpqVG+y2XXgCRJklQm3I1L5lFyKiBbA3KTgYAkSZJUJuS8O0BLCxo2kYFADhkISJIk\nSW+9zMwsLl+4D0BdM2MqVNQr5RL9e8hAQJIkSXrrxV1P4OmT7HeZNJLvDtAgAwFJkiTprXfpbPbT\nAjo6WpirqpVyaf5dZCAgSZIkvdUy0jO5eukBAO80qoZeefnkfG4yEJAkSZLeatevxJOelgnIpwXy\nIwMBSZIk6a2W0y2gV16H+g1NSrk0/z4yEJAkSZLeWqlP07keGw+Auco030nVyjoZCEiSJElvrdiL\nD8jKzH6BbmNr2S2QHxkIlEGHD4fRvr1bieZ56NBBBgz4ELXahYED+3LkSLjG+qSkRFxdnfL8mzFj\ncoF5BgcH4urqxHvvdSArKyvfNGPGjMTV1YlNm0JL9HgkSXo75LxEyKBiOWrXNy7l0vw7yaGTZcyZ\nMzHMmTMTKLkpJk6dOomPzxS6d++Jt/dY9u79hWnTJrJyZRA2NrYAXL58CYCvv16BgcH/pv2sXLly\noXlraWmRkPCQmJgo7O0dNdblLJckScpPyqNU4q4nAtDIsjra2nKmwfzIQKCMSEtLY9u2bwkKCkBf\n34CMjPx/Yb+MkJA1ODm1YPz47F/3LVu25s6dO4SGrmX+/K8BuHLlEiYmVXF2bvlCeevr61OnTj3C\nwg7kCQTCwn7HzMycK1culcyBSJL0Vrl8IfdMg/IlQgWRXQNlxLFjRwkNXYe391h69fow3zQZGRkE\nBQXQo0cX1OrWDBniRWTkiULzTU19ypkzMbi6anY1uLq6Exl5gszM7Ed2Ll++RMOGjV6q7B4eag4d\nOsCzE2UeOLAftbrdS+UpSdLb7/K57ECgUhV9qtfKf+Y9SQYCZYalpRXbtv1I7959CkyzYMFcNm/e\nQO/effHz+z/27jxOjrpM/Pinqvq+5uyZyX2fYjAkBCIhIawaQaPoumjQwAp4gKwLqxF+KrK6Cotr\nEFwMIIJCIGHZxXV3hcUlHIEkEEggQXJA7kkmc199X1X1+6N7OjOZIz2Zo+d43q9XUz3fqu48XdPM\n96nvVb9g0qTJfPe73+Yvf9nd7WuqqqrQdZ3x48d3KB87dhzxeJy6unT/3KFDB4nFYnzzm9dy6aUf\n5XOfu5wNGx7vVLl3ZdmyS6mrq2Xfvj3ZsubmZnbtepvlyyUREEJ01tIUoa46fRvfGXPLURTpFuiO\ndA30Qu3JADu3HiOZSHXaZ7VZuizvb1abhQUXTaJ8rK9Xr/P7ex4te+zYUZ577n+49dYfsnLlFUC6\nib+xsYGHH36AX/3qwS5fF4mEATr0+wO4XC4AwuEwuq5z9OhhnE4n3/rWzZSXV/D661t58MH7icfj\nfPWrX+sxtilTpjJ58hQ2b36ZuXPPAU51C0ycOOnMH14IMeq0tQaALCJ0JpII9MK7O05w7FBjvsPA\nZtco/8zcfn3Pd97ZAcDixReRSp1KaC688CIeeuh+kskkqqp2uIJv/3N32Xbb4Jyf//xeyssrGD9+\nAgDnnbeQaDTCk08+xlVXXY3dbu8xvmXLLuXFF1/ghhv+Dkh3Cyxf/ldn+WmFECOZaZrZ2QKlZR6K\nSt1neMXoJolAL8xbOJ5kXM97i8C888ef+cBeam1tBeCKKy7rZn8L//iPP2DXrrezZZdd9mlWrVoN\nnGoZaBOJRABwuz1omsaCBed3es8LLljMH//4DFVVx5k6tefxA5dc8lc89tgjHDp0kJKSUnbt2sl3\nvtP91EMhxOjVUBuipSkKwHRZO+CMBj0ReOihh3jppZdIJpOsWrWKRYsWcdttt6EoCjNmzOCOO+5A\nVVWefvppnnrqKSwWCzfccAPLly8nFouxZs0aGhsbcbvd3H333RQXF7Nr1y5+9rOfoWkaS5Ys4aab\nbhqQ2MvH+rj8bz7c5T6/30t9fXBA/t3B4PF4UBSFBx54tMuVtwoKCvne976freDbyoqLi1FVlZMn\nqzocf/JkFU6nC7+/jIaGerZufY2lS5dTVHRqHm88Hs++z5nMmDGTcePGs3nzS/j9ZZlugcln+WmF\nECNZW2sAwIw5kgicyaAOFty+fTvvvPMOGzduZP369dTU1HDXXXdx8803s2HDBkzT5MUXX6S+vp71\n69fz1FNP8cgjj3DPPfeQSCTYuHEjM2fOZMOGDVxxxRWsW7cOgDvuuIO1a9eyceNGdu/ezd69ewfz\nY40I8+Z9BNM0iUTCzJ49N/t46603+bd/24CmaUycOLnDvjFjxmK3OzjnnHm89torHd5vy5bNzJ+/\nAFVVSSQS/Mu/3Mn//d9zHY555ZWXmDBhIiUlud0SdNmyS3nttVfYvPkl6RYQQnTJNE0O7kuPDxgz\noQCPz5HniIa+QW0R2LJlCzNnzuRb3/oWoVCI733vezz99NMsWrQIgKVLl7J161ZUVWX+/PnYbDZs\nNhsTJ05k//797Ny5k+uvvz577Lp16wiFQiQSCSZOnAjAkiVL2LZtG3Pndt+HXlTkGpD1pv3+4TE9\nxe22oyhKh3j9/oWsWLGCn/70R9x0001MmzaNN998k4cffoDrr7+e8vLuF/656aYb+frXv86vfvVz\nPvaxj/GnP/2JPXv+whNPPIHf78Xvn82nP/1pHnnkIbxeJ9OmTeP5559n8+aX+PWvf31aHKeenx7n\n5z63kg0bHufo0SPcccftHY71eOzD5vwPNDkPfSfnsO/ydQ6PHmogHEwAcN4FE4f173KwYh/URKC5\nuZmTJ0/y4IMPcuLECW644QZM08wONHO73QSDQUKhEF5v+wrBTSgU6lDe/liPx9Ph2OPHj58hjkiP\n+8/GcOoaCIfjmKbZKd5bb72D3/72QR588CGam5soLx/DN795E6tWre7xs82dex633/4Tfve73/LH\nP/6RCRMmceedv2D8+OnZ191yy20UFfn53e9+T2NjA5MmTeanP/058+Ytyh5z+jk8Pc4xY6ZQXl6B\nx+PB6/V3ODYUig+b8z+QhtP3cKiSc9h3+TyHO7YdBdIDlcvG+Ybt73IgzmF3icWgJgKFhYVMnToV\nm83G1KlTsdvt1NTUZPeHw2F8Ph8ej4dwONyh3Ov1dijv6Vifr3dT60ab6677Btdd941O5TabjRtv\n/DY33vjtXr/nihWXs2LF5d3ut9sdfOMb3+Ib3/hWn+J85pk/dTpuy5YduQcqhBixdN3g0P56ACZM\nKcLhtOY5ouFhUMcILFiwgNdeew3TNKmtrSUajbJ48WK2b98OwKuvvsrChQuZN28eO3fuJB6PEwwG\nOXToEDNnzuS8885j8+bN2WMXLFiAx+PBarVSWVmJaZps2bKFhQsXDubHEkIIMQQcP9xEPJaevTVd\nlhTO2aC2CCxfvpy33nqLL3zhC5imyY9+9CPGjx/P7bffzj333MPUqVNZsWIFmqaxevVqrrrqKkzT\n5JZbbsFut7Nq1SpuvfVWVq1ahdVqZe3atQD8+Mc/5rvf/S66rrNkyRLOPffcwfxYQgghhoADmUWE\nLFaVKTNK8hzN8KGYuazxOsIMRJ+R9Cv2nZzDvpNz2HdyDvsuH+cwmUjx+19tI5UymD63jI/386Jr\ng20wxwjIvQaEEEIMe0cONGbvqipLCveOJAJCCCGGvYOZRYTsDgsTphTnOZrhRRIBIYQQw1o0kuD4\nkWYAps32o2lStfWGnC0hhBDD2uH36zGM9HC3GTJboNckERBCCDGsHdiTni3g9toYM6H7VVBF184q\nEaiqqmLXrl1EIpEOi/kIIYQQgynYGqP6RPruqdPnlHd7S3TRvV6tI/DnP/+ZtWvXUllZiaqq/Pu/\n/zv3338/brebu+66C6tVVnESQggxeNpuMAQyW+Bs5dwi8Nxzz3HzzTdz/vnnc++992IY6WkaH//4\nx9m0aRO//vWvByxIIYQQoitttxwuLHFRWu45w9GiKzm3CKxbt46rr76a//f//h+6rmfLP//5zxMI\nBFi/fj0333zzgAQphBBCnK6pIUxjXbp7esbcMukWOEs5twgcO3aMZcuWdblvzpw51NfX91tQQggh\nxJkc3CvdAv0h50Rg7Nix7Ny5s8t97777LmPGjOm3oIQQQoiemKaZ7RYoG+OloMiV54iGr5y7Br78\n5S/z85//HNM0WbZsGYqiUFtby969e3nwwQe58cYbBzJOIYQQIquuOkigJQbAdGkN6JOcE4Grr76a\nQCDAww8/zAMPPIBpmtx4441YLBZWr17NddddN5BxCiGEEFkH9tRmn0+fI4lAX/Rq+uBNN93ENddc\nw65du2hpacHr9TJv3jyKi2VdZyGEEIPDMAwO7k+PDxg3qRC3x57niIa3Xi0o9Pbbb7Nx40Yuvvhi\nVq5cSXl5OXfeeSd79+4dqPiEEEKIDqqOtRANJwFZUrg/5JwIbNq0idWrV7N169ZsmaIoHDt2jC99\n6Uu8+eabAxKgEEII0V7bbAFVU5g6qzTP0Qx/OScC999/P1/4whd47LHHsmWzZ8/m3//937niiiv4\nxS9+MSABCiGEEG1SKZ3DH6Snq0+aVoLdISva9lXOicDRo0e57LLLutx32WWXceDAgX4LSgghhOhK\n5aEmEvH0onaydkD/yDkR8Pv97N69u8t9e/bsoaioqN+CEkIIIbrStnaA1aYxaVpJnqMZGXKeNfDX\nf/3X/PrXv8Y0TS655BJKSkpoamrilVde4YEHHuBrX/vaQMYphBBilIvHUhw72AjAlJmlWKxaniMa\nGXJOBL7+9a/T0NDAv/7rv3LfffdlyzVN40tf+pIsKCSEEGJAHfmgHl03AZkt0J9yTgRUVeWHP/wh\nf/d3f8euXbsIBAKyjoAQQohBcyAzW8DhsjJ+cmGeoxk5erWgEEBBQUG3Nx8SQgghBkIknKDqWDMA\n02eXoaq9WgZH9CDnRCASifDAAw+wefNmotEohmF02K8oCps2ber3AIUQQohD++ow070CzPiQzBbo\nTzknAj/5yU/405/+xPLlyykvL5dsTAghxKBp6xbwFjgoH+vLczQjS86JwAsvvMBtt93GV77ylYGM\nRwghhOgg0BKl9mQASN9pUFGUPEc0suR8WW+xWJg6depAxiKEEEJ00tYaALKI0EDIORG47LLLeOaZ\nZwYyFiGEEKID0zSztxwu9rsp8XvyHNHIk3PXwPjx43nooYdYuXIl8+bNw+l0djrmhz/8Yb8GJ4QQ\nYnRrrAvT3BgBpDVgoOScCGzYsAGv10s4HOb111/vtF9RFEkEhBBC9Ku2JYUBps+RRGAg5JwIvPTS\nSwMZhxBCCNGBaZoc3JceH1Ax3oevsHNLtOi7Xi8odPLkSbZv3059fT2f+9znqK6uZtasWdjt9oGI\nTwghxChVc6KVUCAOwIw5sqTwQMk5ETAMg5/97Gc89dRT6LqOoihcdNFF3HvvvVRVVfH4449TXi6/\nKCGEEP2jbbaAosDU2f48RzNy5Txr4P777+cPf/gDd911F9u2bcPMLPH0ve99D13XWbt27YAFKYQQ\nYnTRdYND+9OJwPgpxbjctjxHNHLlnAg888wz/MM//AOf+cxnKCgoyJbPnj2bv//7v2fr1q0DEqAQ\nQojR58TRZmLRFCCzBQZazolAS0sLU6ZM6XJfcXExoVCo34ISQggxurXNFtAsKlNmlOY5mpEt50Rg\n1qxZ/Od//meX+1544QVmzpzZb0EJIYQYvZJJnSMfNAAweXoJNnuvx7WLXsj57P793/89X//616mt\nrWXZsmUoisKLL77I7373O5577jnWrVs3kHEKIYQYJY4dbCSVTN/hdsZcGYQ+0HJuEbjooov47W9/\nSzKZ5Je//CWmabJu3ToOHjzI/fffzyWXXDKAYQohhBgt2pYUttktTJxanOdoRr5etbcsXryYxYsX\nE4vFaG1txe124/HIus9CCCH6RyyapPJwEwBTZ5WiWeSW9wOtV2f44Ycf5sYbb8ThcFBeXs7evXtZ\ntmwZTz755EDFJ4QQYhQ5/H49hpGeni7dAoMj50TgoYce4r777mP69OnZskmTJvHpT3+an//852zY\nsGFAAhRCCDF6tC0i5PLYGDuxMM/RjA45dw08/fTTrFmzhmuuuSZbVl5ezpo1aygtLeWxxx7jqquu\nGpAghRBCjHyhQIyTlS1A+gZDqqrkOaLRIecWgcbGxg6tAe3NmjWL6urqfgtKCCHE6HNwX332uSwi\nNHhyTgSmTZvGc8891+W+559/vtvFhoQQQohcHNyXni1QUOTEX+HNczSjR85dA9/4xjf49re/TXV1\nNZdccgklJSU0NTXxyiuvsG3bNu69996BjFMIIcQI1twYob4mvULtjLllKIp0CwyWnBOBT3ziE9x3\n3308+OCD3HnnndnymTNncu+997JixYoBCVAIIcTIdzCzpDDAdJktMKh6tY7AihUrWLFiBfF4nJaW\nFjweD263e6BiE0IIMQqYppmdLVBa7qGoxJXniEaXXiUCgUCAaDRKeXk5RUVFPP7441RXV/Pxj3+c\nCy+8cKBiFEIIMYLV1wRpbY4CsnZAPuQ8WPCtt97ikksu4fHHHwfg9ttvZ+3atbzyyitce+213Q4k\nFEIIIXrS1hoAMH2OP4+RjE45JwL33nsv8+fP56tf/Sqtra08++yzXHvttbz44otcc801PPTQQwMZ\npxBCiBHIMEwO7ksnAmMnFuLxOfIc0eiTcyKwZ88err/+ekpLS9m8eTO6rrNy5UoAli9fzpEjRwYs\nSCGEECNT9fEWIqEEIGsH5EvOiYDD4SCRSP+yNm/ejN/vZ/bs2QBUV1dTUFAwMBEKIYQYsdq6BVRV\nYeos6RbIh5wHC15wwQXcd999vP/++/z5z3/my1/+MgAvvPAC9957L0uWLMnpfRobG/n85z/Po48+\nisVi4bbbbkNRFGbMmMEdd9yBqqo8/fTTPPXUU1gsFm644QaWL19OLBZjzZo1NDY24na7ufvuuyku\nLmbXrl387Gc/Q9M0lixZwk033XR2Z0IIIcSg0lMGh/anVxOcMLUYh9Oa54hGp5xbBG6//XZ8Ph/3\n338/ixYt4lvf+hYAd955J5MmTWLNmjVnfI9kMsmPfvQjHI50H9Bdd93FzTffzIYNGzBNkxdffJH6\n+nrWr1/PU089xSOPPMI999xDIpFg48aNzJw5kw0bNnDFFVewbt06AO644w7Wrl3Lxo0b2b17N3v3\n7j2b8yCEEGKQVR5uIhFPAdItkE85twiUlpby+9//vlP5H/7wB4qKinJ6j7vvvpsvfelL/OY3vwHS\n4w4WLVoEwNKlS9m6dSuqqjJ//nxsNhs2m42JEyeyf/9+du7cyfXXX589dt26dYRCIRKJBBMnTgRg\nyZIlbNu2jblz5/YYR1GRC4tFy/Wj58zvlyUx+0rOYd/JOew7OYd9l8s53Py/HwBgtWksvHAyNnuv\nZrSPeIP1Pez1Wd+xYwdvvPEGdXV1fPOb3+TAgQPMmTOHsrKes7k//OEPFBcXc/HFF2cTAdM0s8tI\nut1ugsEgoVAIr/fUh3e73YRCoQ7l7Y/1eDwdjj1+/PgZP0Nzc6S3H/uM/H4v9fXBfn/f0UTOYd/J\nOew7OYd9l8s5TMRTvL+nBoDJM0poDUQHI7RhYyC+h90lFjknArFYjJtvvplXXnkFj8dDOBzmi1/8\nIr///e95//33Wb9+PdOmTev29c888wyKovD666+zb98+br31VpqamrL7w+EwPp8v+97ty71eb4fy\nno71+Xy5fiQhhBB5cuRAA3rKAGQRoXzLeYzAL37xC959912efPJJ3njjDUzTBOBf/uVfKC8vZ+3a\ntT2+/sknn+SJJ55g/fr1zJkzh7vvvpulS5eyfft2AF599VUWLlzIvHnz2LlzJ/F4nGAwyKFDh5g5\ncybnnXcemzdvzh67YMECPB4PVquVyspKTNNky5YtLFy48GzPhRBCiEHSNlvA4bQwfnJu3ctiYOTc\nIvDss8+yZs0aFixYgK7r2fLS0lJuvPFGfvjDH/b6H7/11lu5/fbbueeee5g6dSorVqxA0zRWr17N\nVVddhWma3HLLLdjtdlatWsWtt97KqlWrsFqt2cTjxz/+Md/97nfRdZ0lS5Zw7rnn9joOIYQQgyca\nSXDiSLpFeNrsMjQt52tSMQByTgSi0SglJSVd7rPb7dk1BnKxfv367PMnnnii0/4rr7ySK6+8skOZ\n0+nkV7/6VadjP/KRj/D000/n/G8LIYTIr0P768k0KjNdZgvkXc5p2Lnnnsvjjz/eoTWgbaDfM888\nw4c//OH+j04IIcSIcyBzy2GPz86Y8bIYXb7l3CKwZs0aVq9ezWWXXcZHP/pRFEVhw4YNHD58mPfe\ne4/HHntsIOMUQggxAgRaotScCAAwfU5Z9oJS5E/OLQLnnHMO//Ef/8E555zDpk2b0DSNTZs2UVRU\nxMaNG5k/f/5AximEEGIEaLvBEMhsgaEi5xaB//3f/+WCCy7gnnvuGch4hBBCjGBtswWKSl2UlLnz\nHI2AXrQIfP/732fHjh0DGYsQQogRrLE+RFN9eu2XGXPLpVtgiMg5ERg3bhytra0DGYsQQogRbO87\nJ7PP5d4CQ0fOXQMrV67kzjvvZPPmzUyePLnTVEJFUfjbv/3b/o5PCCHECFB9opX33k4nAmMnFuIr\ndOY5ItEm50Tgl7/8JQCbNm3qcr8kAkIIIbqSSuq8/Ox+ADRNYemKGXmOSLSXcyKwf//+gYxDCCHE\nCPXma0dobU7fVOj8pVMoKpFBgkNJr+8+2NLSwu7duwmFQhQVFTFv3rwOdwAUQggh2tScaGX3mycA\nKBvr5dzzJ+Q5InG6XiUC9913H4888kiH5YQtFgtf/epX+c53vtPvwQkhhBi+Ukmdl5871SVw6eWz\nUVWZKTDU5JwIPPbYYzz00ENcf/31XH755ZSWltLQ0MCzzz7Lo48+Snl5OV/5ylcGMlYhhBDDyFtb\njtLSlOkSuHgKRaXSJTAU5ZwIbNiwga997Wvccsst2bLS0lJmz56Npmk8+eSTkggIIYQAoKaqld1v\nHgegbIyXcxeNz3NEojs5ryNQU1PDBRdc0OW+RYsWUVVV1W9BCSGEGL7SXQLvY5qgagrLL5+Nqsqt\nhoeqnH8zEydO7HZlwbfeeovyclkzWgghBLzy5w9oaYwAcP6SyRT7pUtgKMu5a2D16tX8+Mc/Rtd1\nPvnJT1JSUkJjYyPPP/88jzzyCDfffPNAximEEGIYqD0Z4PVXDgLgr/DwkQtklsBQl3MicOWVV3L8\n+HEeffRRfvOb32TLNU1j9erVXH/99QMSoBBCiOEhlUrPEjBNUFWF5Z+SLoHhoFfTB7/zne9w3XXX\nsWvXLgKBAAUFBcybN4+ioqKBik8IIcQwsWPrMZob0l0CC5dMpsQva8wMB71eUKiwsJBLLrlkAEIR\nQggxXNVVB9j1RiUAY8YXSJfAMJJzIjB79uwz3jJy3759fQ5ICCHE8KKnDF569lSXwGe++BFUTRYO\nGi5yTgRuu+22TolAJBJhx44d7Nmzhx/84Af9HpwQQoihb8e2o9kugQUXTaJ8rI/6+mCeoxK5yjkR\n6OnOgj/5yU/YsmULK1eu7I+YhBBCDBP1NUHeeT3dJVBa5mH+hRPzHJHorX4ZzrlixYpub08shBBi\nZNL1jl0Cyz81G02TWQLDTb/8xt566y1sNlt/vJUQQohhYufWYzTVhwE476OTKC2XWQLDUc5dA9/8\n5jc7lZmmSV1dHfv37+eaa67p18CEEEIMXfU1Qd5+/RgAJWVuzlssXQLDVc6JQDgc7lSmKApjxozh\ni1/8In/zN3/Tr4EJIYQYmnTd4OV2XQKXSpfAsJZzIrB+/fqBjEMIIcQw8fa2YzRmugTmL55Iabk3\nzxGJvugxEWhpaenVmxUWFvYpGCGEEENbQ22QtzOzBIr9bhZ8dFKeIxJ91WMicOGFF55xEaH2ZEEh\nIYQYudpmCRiGiaIgXQIjRI+JwF133TVYcQghhBji3nm9ksa6zCyBxZPwV0iXwEjQYyKwdu1aHn74\nYebMmZMta2lpwefzyR2lhBBiFGmoDbFzW3qWgHQJjCw91uYNDQ0kk8nsz7qus3jxYukCEEKIUUTX\nDV5+7lSXwPLLZ6FZ5GJwpOj1b9I0zYGIQwghxBC1641KGmpDAMy/cCJlY3x5jkj0J0nphBBCdKux\nLsSOrekugaJSFwsvmpzfgES/k0RACCFEl7qcJSBdAiPOWf1GezOlUAghxPC0a/vxbJfARy6QLoGR\n6owrC9599914vR2niNx55514PB1vLqEoCg888ED/RieEECIvGutD7NhyFICiEhcLl8gsgZGqx0Tg\n/PPPBzreZ6CrMiGEECOHYRi8/Oz7p2YJfGo2FouW77DEAOkxEZD7CwghxOiza/tx6muCAJy7aALl\nY6VLYCSTUR9CCCGymhrCvJXpEigscXH+xZPzGo8YeJIICCGEANq6BPZj6KcWDpIugZFPEgEhhBAA\n7H7zBHXV6S6BeedPoGJcQZ4jEoNBEgEhhBA0N4R567UjABQUO1kkXQKjhiQCQggxyhmGyUvP7UfX\n00vIX3r5bCxW6RIYLSQREEKIUe7dt45TdzIzS+D88VSMly6B0UQSASGEGMWaG8O8+WqmS6DIQ9tP\nYAAAIABJREFUyflLp+Q5IjHYJBEQQohRyjBMXn7u/WyXwPLLZ2GVLoFRRxIBIYQYpf6y4wS1VQEA\n5i0cz5gJhXmOSOSDJAJCCDEKtTRF2J7pEvAVOli0TLoERitJBIQQYpRJdwnsR08ZQPpeAtIlMHpJ\nIiCEEKPMX3aeoOZEukvgwwvGMVa6BEY1SQSEEGIUaWmK8ObmU10CFyybmueIRL5JIiCEEKOEaaZn\nCaTaugQun43VJl0Co12PtyHuT8lkku9///tUVVWRSCS44YYbmD59OrfddhuKojBjxgzuuOMOVFXl\n6aef5qmnnsJisXDDDTewfPlyYrEYa9asobGxEbfbzd13301xcTG7du3iZz/7GZqmsWTJEm666abB\n+khCCDGs/GVnFTUnWoFMl8BE6RIQg9gi8N///d8UFhayYcMGfvvb3/JP//RP3HXXXdx8881s2LAB\n0zR58cUXqa+vZ/369Tz11FM88sgj3HPPPSQSCTZu3MjMmTPZsGEDV1xxBevWrQPgjjvuYO3atWzc\nuJHdu3ezd+/ewfpIQggxbLQ2R9j+ymFAugRER4PWIvDJT36SFStWAOnmKU3T2LNnD4sWLQJg6dKl\nbN26FVVVmT9/PjabDZvNxsSJE9m/fz87d+7k+uuvzx67bt06QqEQiUSCiRMnArBkyRK2bdvG3Llz\ne4ylqMg1ILfW9Pu9/f6eo42cw76Tc9h3I+0cmobJs0+/m+0SuGLVfMaOG9jWgJF2DvNhsM7hoCUC\nbrcbgFAoxLe//W1uvvlm7r77bhRFye4PBoOEQiG8Xm+H14VCoQ7l7Y/1eDwdjj1+/PgZY2lujvTn\nRwPSv7D6+mC/v+9oIuew7+Qc9t1IPId/2XmCysNNAJxz3ljcBfYB/Ywj8RwOtoE4h90lFoM6WLC6\nupqrr76az372s6xcuRJVPfXPh8NhfD4fHo+HcDjcodzr9XYo7+lYn883eB9ICCGGuEBLlDcyXQLe\nAgcXXiJdAqKjQUsEGhoauPbaa1mzZg1f+MIXAJg7dy7bt28H4NVXX2XhwoXMmzePnTt3Eo/HCQaD\nHDp0iJkzZ3LeeeexefPm7LELFizA4/FgtVqprKzENE22bNnCwoULB+sjCSHEkJadJZBMdwlcctks\nrLZBawgWw8SgfSMefPBBAoEA69atyw70+8EPfsBPf/pT7rnnHqZOncqKFSvQNI3Vq1dz1VVXYZom\nt9xyC3a7nVWrVnHrrbeyatUqrFYra9euBeDHP/4x3/3ud9F1nSVLlnDuuecO1kcSQoghbc87JzlZ\n2QLAh+aPZfzkojxHJIYixTRNM99BDLaB6LuSPrG+k3PYd3IO+26knMPG+hB/ePxtUkkDr8/Olded\nj80+ONd+I+Uc5tNgjhGQNiIhhBhBTNNk/7s1bHnhQHaWwCWXzx60JEAMP/LNEEKIESIRT/Hq/33A\ngT112bILlk2RLgHRI0kEhBBiBKivCfLCf+2ltTkKgNNt5WMr50oSIM5IEgEhhBjGTNPkvber2PbS\nIQw9PeRr/OQi/mrlHFxuW56jE8OBJAJCCDFMxWNJXn7ufY580ACAosCipVOYf+HE7GJtomeJujoi\n+/aiedzYysqx+stQHY58hzWoJBEQQohhqKaqlU3/tZdgIA6Ax2fnY5+Zy5jxBXmObOgzkglCb79N\n62ubie7f12m/5vNhLSvHVlaGtawca1lZNknQMqvkjiSSCAghxDBimia7th9n++bDtE3+njy9hOWf\nmo3Dac1vcENc/GQVra9uJvD6Vox2q9KeTg8E0AMBYgcPdNqnujMtB5kkoX2yoHm8w7IlRhIBIYQY\nJqKRBC/+aT/HM/cNUFWFxcun8eGF44ZlBTQYjHic4I43aX11M7FDBzvsUz0efIsvwrf4o2CaJOvq\nSNTVkqyrI1lXS6KuDr21peP7hcPEjhwmduRwp39LdTqx+tsnCKeeawWFQ/Z3JImAEEIMA1XHmtn0\nP/uIhBJA+lbCH//sXMrGyP1VuhI7dpTWVzcTfPMNjGi0wz7n7DkULF2GZ/4CVOupVhTHpMmd3seI\nx08lCPV1HZKFVHMTtFuTz4hGiVceI155rNP7KDYbVn9ZF60JZViKilHUQb31TweSCAghxBBmGCY7\ntx5l57Zj2Tpn+pwyln1ypiwSdBo9GiW4/XVaX93cqTLWfD58F11MwZKl2MrLc35P1W7HPmEC9gkT\nOu0zkgmS9Q0kM4lBor4u+zzZ2ACGkT3WTCRIVJ0gUXWi0/soFgvWUn+HBMH2oZmYZRMGpRVBvkVC\nCDFEhYJxXvzvvZw83gqAZlFZ8vHpzJk3Zsg2Mw820zSJHT6Uvvp/aztmInFqp6LgPufDFCxdhvvD\n56JY+rfKU6027GPHYh87tnNcqRTJxkaS9ekuhmyCUFdHsqEeM5XqcGyipppETXW2rA4o/fwXKL78\n0/0ac1ckERBCiCHo2KFGXvrTfmLRJABFpS4+/tm5lPg9eY5saNBDIQKvb6X1tVdJnKzqsM9SXEzB\nkqX4llyMtbgkL/EpFgu28nJs5eWcPs/ANAxSzU3tuhnakoU6kvV1p5KZQeoukERACCGGEF03ePPV\nI+zafjxbNnteBUs+NgOrTctjZPlnmibR9/fT+upmQm/v6HBVjabhmfcRCpYuw/Whc/La534miqpi\nLSnFWlKKa87cDvtM00RvbaHQYyOouQYlHkkEhBBiiAi0RNn03/uoPRkAwGrTWLpiJjM/lHuf9kiU\nam0hsC199Z+sq+2wz1pWTsHFS/F99CIsBYV5irD/KIqCpbAIp99LaJDu4CiJgBBCDAGH36/n5efe\nJxFPX+WWlnn4+BVzKSwenKvCocY0DCJ73ktf/b+7C3Q9u0+xWPCct5CCpctwzpw1pK/+hwNJBIQQ\nIo9SKZ3XXzrEe2+fzJadc944Fl86FYtl9HUFJJsaCWx5jdYtr5FqauywzzZ2LAUXL8O3+CI0j4yV\n6C+SCAghRJ60NEV44Y97aagLAWCzW1h++SymzvLnObLBZaZShP+ym9ZXNxN+7y8d5uYrNhve8y+g\nYOkyHFOnyWyJASCJgBBC5MEH79Ww+c8fkEqm55qXj/Xxsc/MwVfozHNkgydRV0fra5sJbNuC3tra\nYZ994iQKli7Du+hCNNfo7B4ZLJIICCHEIEomdLa8cID9f6nJln3kggksWjoFTRv5fd1GMknonZ20\nvtr5hj+qw4H3gsXpq/8uVvkTA0MSASGEGCSN9SFe+ONemhsjADicVi799GwmTcvPXPfBZJomgdde\npeEP/4Ee6jga3jFtevrqf+EiVLs9TxGOXpIICCHEADNNk327q9my6SB6Kt0VMHZiIR9bOQe3d+RX\nfKnWFmof+x3hd3dny1S3G9/iiyi4eBn2cePyGJ2QREAIIQZQIp5i8/Pvc3BfPQCKAgsumsyCj05C\nVUf+wLfgzreoXf8YRig9IFIrLMT/hSvxLFiIarXlOToBkggIIcSAqasO8MJ/7SXQEgPA5bHxsZVz\nGDepKM+RDTw9EqZuwxME33g9W+ZddCFlX16N5j590V2RT5IICCFEPzNNk3d3nOCNlw9jGOmpcBOn\nFnPpp2fjdI38q+CW3e9y7Jf/mr5NL6C63JR/5Wq8iy7Ic2SiK5IICCFEP4pFk7z87H6OHkwvhqOq\nCouWTeEjiwbnlrL5ZMTjNPzhP2h58YVsmeucD1Pxt9diKRz5rSDDlSQCQgjRT6pPtPLCf+0lHIwD\n4PXZ+dhn51IxriDPkQ282JHDVD/yG5I16WmRis2G/8ovUbBs+YhPgIY7SQSEEOIsmaZJOJSgtSnC\niWPNvPN6ZXZRvCkzS1l++SzsDmt+gxxgZipF47P/Q9Oz/wNGekaEd9YsSq6+Flv56L5Z0nAhiYAQ\nQvTANE2ikSStTRFam6O0NEdpbYqmf26JZlcGbKNqChddOp0PnTd2xF8JJ6pPUv3Iw8SPHkkXaBql\nn/0cM79yJQ1NkfwGJ3ImiYAQQpDu229tjlJd2crxo020NkdpbU5X/om4fuY3AIpKXPzVyjn4K7wD\nHG1+mYZBy0sv0vDM05jJJAC2seOouP7rOCZOQtFG382ShjNJBIQQo0Yinkpf1Weu7lubotmf47FU\nTu+hKOArdFJQlHkUOyksdlFQ5MRb4BjxrQDJpkZqf/cIkX170wWKQtEnVlByxedlXYBhShIBIcSI\nkkzqBJqjtDRlruibMs35zRGi4WTO7+P12SkodlFQnK7wC4vSz70FjlFxT4DTmaZJ8I1t1G14AiMa\nBcBSWkrFtV/DNXNWnqMTfSGJQB9VHWvm5efex+WyUeR3UTbGR9kYL8V+96j8YyHEmZiZ0XTpjXnq\njrMmmOn/kNnVYb95qhDThGg4kemvz/TdZ67u20bs58LtsaUr+7Yr+yInk6f50U0di0Wat9vowSC1\nTzxGaOeObJlvyVL8X1yF5hw9d0scqSQR6KMTR5sJtsYItsaorQ6w/9301BlNUygp91BWkU4MysZ4\nKSxxjfhmQzH8xWNJGmpD1NeEaKgNUl8bIhJK0L4STm/bnrTV2Wa7Cvz0Cj9/nC5r5qo+XeEXtntu\ntXWu7P1+L/X1wS7eaXQK7d5F7WOPogcCAGheH+XXfBXPR+bnOTLRXyQR6KP5F05EURQa60JUVbaQ\nTKQHFem6Sd3JIHUnT/1Bsdo0/BXebGLgr/COij5FMXTFoknqa4LU1wQzlX8wuxzucGJ3WNpd1Z9q\nzi8ocmF3yJ+5s2HEotT920YCr72aLfPMX0DZ1ddg8fryGJnob/J/SB/Z7BYWLZ2C3++lri5AS1OE\nuuog9dVB6qqDNNQG0fX0JVEyoXOysoWTlS3Z1ztcVsoqvPjHtCUIPlxuGXAzGEwz3ew8Gm78AhAJ\nJ9IVfk36Kr++Jkgo0HMzutNtxV/hxVfgRFEABZT0f1Ag+5+2XFZpK2y3X6Hd+c2WK+32Z1/Y7n2U\njse3+zfa3tPusGQH6jmcI3uu/mCLHviAmkceJtmQvlGS6nRStuoreBd/VC5cRiBJBPqRoigUlbgp\nKnEz65wKAHTdoKk+TH1NOjGoqw7QVB/ONpfGIkkqDzdRebgp+z4en71dy4EPf4VXrmpyYJomiXiK\naCRJNJIkFkm0e54kGk2kt21l0SR6ysDtseEpcOD12fH4HHgyW6/PjrfAgc1uGVZ//EzTJByMU18b\nSlf6mSb+cCjR4+vcXjv+cg/+Ci+lFR785d5RcYtccYqRTNL4X/9J85//N9un45w9h4qvXoe1pDTP\n0YmBIrXLANM0FX9Fuhtg7kfSZcmkTmNtKJ0Y1ASoqw7S2hTNviYUiBMKxDnyQUO2rKDYmU4MMmMO\nSso9WK0jezCTYZjEY+0q8kzFHstW5B0r+lg0mb3BS2+EQwnCoQS1VV3vt9q0DslB+63HZ8fttedt\nYKhpmgRbY9lm/dbmKCcrW4hGeh4d7y1w4K/wUFruzW6lJWp0ix+vpPq3vyFRdQIAxWKh9K//hsK/\n+jiKKgOfRzJJBPLAatWoGF9AxfhT64/HY0nqa0LUVacTg9ObbdMrmUU5sKcOSDehFvvd2VkK/oqh\nP1NB1w1i0WS7q/J2V+jRJKZu0tIcaVfR5z7V60wsVhWny4bTZcXhsuJ0WnG4bGgWhXAgTjAQJxSI\nEQrGMfSOyUQyodPcEKG5ofuV0txeWyZBSCcH3vYtCwX2fmlVME2TQEuU+ppQhz79M81/Lyhytqv0\nvZSWe6QpXWSZhkHz88/R8F//CXp6jJN90mQqrvsa9rHj8hydGAyKaeZ7TO/gG4gRwQMx0jgSTnRI\nDOqqg8R6uNLTLCqlZZ5MC4QHVVMxDBPDMDB0E9MwMz9nHrrR4WfTMNEz5Z2PNTHMU68xuynv9Brj\n1Hv15zfNZtdwumztKnVrx4o+87PDmX5uybH1xDRNIuFEplUmRrA1sw3EsmWxaG4Lz7TX1qrgPa3r\nId0l4cDlsXVI4gzDpLUp0q55P0hDXeiMK9yVlnsoKnXhz1T6JWUe6VbqpdE0ayBRV0fNow8TO3gg\nXaCqFF/+aUo+/RkUy9l/b0bTOexPsUSKE/VhjteFUDSV+dNKKOjHljq/v+sVLyUR6CeD8cU3TZNQ\nIJ5NDtoShLaZCsOZw2nF47NjtWmZytzWroJPPxzOUxV9Pls+kgmdUDCdGARbM9t2iUIoEO91F4Wi\ngMtjx+tL98k31IU6rWF/+vHFpW5KK7zZfv2SMjdjxxXJH+A+Gg2VmGmatL66mfqnN2LG0y2P1vIK\nKq77Gs6p0/r8/qPhHPaFaZq0hBJU1gaprAtxvC7E8dogdc1R2v/l+NjC8Vz1sZn99u92lwjIpcIw\noigK3gIH3gIH02aXAZkvVA8zFc78nqBqKqqqdH5oKkqnMgVVPXV8235Na3vexXu1vUZTslfo2at5\nlxW7w4qqKsPmj4fVpmUHhXbFMEyi4USH5KCtZaEtaTi9Od80IRyMd7kYjqoqFPvd2Zae0nIvJX53\nzq0cQrSXammh9rFHCf/l3WxZ4aV/RelfX4lqH1mDQ03TJGEkietx4qlEequf2sb0OHE9TlJP4rA4\ncFtduCxOXFYnbosLl9WFQ7P3qVsvpRtUN0Y4XheksjZT6deFCJ2h69PrsjFvWslZ/7u9IYnAMNfd\nTIVga3ouePtK/fTKW1WVYTUafrhQVQW3Nz2IkG66WJOJVIeWhGAgRiiTLOiGSUmZB39m5P5QH/sh\nho/gjreofeIxjFAIAEtREeV/ex3uD52T58jAMA0SerJDRd1hm+qiLLONZSr6RKd9CUz61uitKmqH\n5MDZLklwW5y4MsmD2+pCNW20tJg0NunUNiQ5URvhZGOY1BkuzEp8diaUeZlQ5mFCmYeJ5R7mTC+j\nsTHUp9hzJYnACKRpKoXFrnyH0YERi5FsasTq98uNSQCrzUJRqYWi0q5bFYToT3okTN2TTxDc/nq2\nzHvBYsqu+gqae2C/g6Zp0hRr4XioiuOBE1SFa4gkI50q84Se7HOlPRAM0yCUDBNKhnv3QieYEzS0\nMVa0lBUzZUXRbbisTgocbkrcPioKChhXVESx24PL4kq3SFhd2FTroK5vIomAGBCp1laiBz8geuAA\n0YMHiFceA8MATcM+bjyOKVNxTJmCY/IUbGPHyfQkIQZIeO8ean/3CKnm9FolqttN+epr8C5c1O//\nlmmaNMaaOHT8AO9VHaQycILjoSrCye5n3JwNBQWHxY5ds2PXbJmHvd3Wjt1yell66+hin0W1ENfj\nhJMRIskokVSEcGYbjIepDwZoigQJxMJEUlESZgy0JIql54HDiqajaDrYT63WGcs8ahOwtx6o7/w6\nTdEodRfzxemfY1bx9H49d12RRED0mWmaJGtr21X8H5Csre36YF0nXnmMeOUxWje/DIBis+GYNJnQ\n3FkY5eNwTJ6K1e+Xbgshesk0DPRAK8nGRlJNTUT276V18yvZ/a5z5lHxt9diKSzs879lmAYN0UaO\nB6uozDyOB6uIpqLdvkZBoczlp8Dm7aKiPq3StnRTiWs2LGr/L/LltDhQkg6amkNU1WlU1sLxOp2a\nJh3TdABlXZ0FFEuKkmKNMr+F4kIVnw9cbkBNEElFCadOSy6SEcKpCIbZ/WBg3dSpDdWzu2GPJAJi\naDIzlXlbpR89cAA9GOj6YE3DMXkKzukzsI0ZS+JkFbEjh4lVHsuOVjYTCaIHPiB64IPsy1S3G8fk\nKZlWg6k4Jk/plz9eQgxnRjyeqeQbSTalt6nGJpKNDaSamkg2N2XXAmhPsdvxX7mKgqXLzqoCNUyD\nukhDptI/wfFgFceDJ4np3d+XQkFhjLucCd5xTPCOY6J3POM8Y3BYBnZAommaJJIG0USKaDxFLKET\niaeIxVNE4zrRRMfn0XiKYCRJVX2IwBkW4rJZVSb40/34E8rTffrj/W4ctt5VpaZpEtcTHZKDSOpU\nkhBJRvG4HSwsXtCXU5EzSQTEGRmxGNHDh4ge+IDYwQNEDx/KVuKnU51OHNOm45w+A+eMmTimTEW1\ndR4TYBoGieqTxI4cSScGR4+QqDqBmUo3tRnhMJE97xHZ8172NZai4mxyYJ88BcfkyWiu4dvHbpom\ngUSQ+mgjDdFGGqJNNEQbiaSiWBQNi2pBUzUsigWLasGipsva9p16tB2jURz3EgklsSjp11rbjmn/\nfqoFi2LBqlpQFVVaXoaI9NV8IF3BNzZ23DY1kWxqzA7y6w3nrNmUX3MttrKurmg7M0yDmnBdprJP\nV/wnQieJ690vUa0qKmPc5Uz0jmeCdxzzJszAnSrApuU+Hsg0TeJJnWhcJ5ZoV1HHUpnKW++wjXZV\nscfTx/bHpPhCj42J5acG8E0o81Be5OqXvntFSXdtOCx2ih1FXR4zmLOoZB2BPjJ1neihgxT6HIQU\nO5bComE/BSfdv38gfZXevn+/C1pBIc4ZM3HOnIlz+gzs4yecdX9/SYGdE+/sI3b0MPEjR9LJQU11\nj/extZZXnGo5mDIV+4SJXSYep0umDBoDMWKJFGNL3NgGaCpe0kjRFG1KV/axpkyF31bpN5E0urgC\nMc1Td98ZYApKu2SjXYLRIdnQsKpWbKoVq2bFptqwaVZsmq3bMptmxdpWlt2Xfq6pQ3va40D9ATbi\n8cyVfFMXFX26vKur+R4pCpbCIizFxVhLSrAUl5zaFpdgKSnuMVnWDZ2aSF2mWf8ElYEqqkInSXT1\nvczQFI2x7grGucdS4RyD315BoVaKrivEkzrxhI7NaaOhMUQ8aRBPpNLbzL54Uj+tYj9VoQ9mbWS1\nqDjtFpw2DafdwpgSV3rkfnm60ve58juoeSC+h7KgUDv9eXKbnn+Ohv94ukOZ6nSm/+csLMRSWIRW\nWIilqAhLQWZbWIjFV9Cnlbv6i2maJOtq0838Bz7ouX8fsI0Zi3NG+mrfOX0mltLSfrui7OqLr0ej\nxI8dTbccHE23HKQaG7t/E03DPnYc9slTUMZPIlw0hgZ7AXWtCepbotlHUyCeHZ+sKgrj/W6mjPUx\nZYyPqWN8jC1155z5h5ORbAVfH22iMdpIY6ieQEsD8VAr9oSBPWHgSBjYEyaOhJkpM7Nl6f3pfZpu\nkrKqJK0qKYtCwqqStEDcopCwQNwCSYtC0qqQsCgkrWpmq5C0pMsSbc8zW3MI3WFRVdRTyYGaTh6s\n7Z73VJZNPDQbDs2O0+LAZXHhtDpwao5+STLO9AfYNE0wDExdT7dg6TqmnsJMpUgFgqSaGrJ99G2V\nfaqpCT3U+787it3RroIvblfBZyr8gsJOf0dMM73aZzpMk0TKIJ7QicQTVIVrqAqdpCZ6krp4Dc3J\nenR6SD5MFWuyEDVWgBkpwAh5SYQ8xBP5qzZsFhWH3dKhEndktk6bBadDw2mzpI+xaTjsFlztj8k8\ntwzxKbmSCAyw/jy5gde3UvPob3u8au2SoqB5vR0Shk7JQmERqsfTr023pq4TP16Z7ZM/Y//+pMnp\nin96+opf83b9ReoPuX7xU4EAsaOHiR4+TPDgYZKVR1Ei3TeZJhWNWnsx1fZSqh0lVNtLabZ6e7zq\ntllVpvhdTC+xMqFApdAexUg0E2ptIBJsIhZsJRkOYkQiWGLJbOXetrUOscUeTYuGabNi2K2YVguG\nzYpu09CtFnSrRsqmEtcUwkAYkzAGIUwimCSsYFhMLBrYbKBpBrqpk9KTmQFPJkq7r3/bcwXAJHsT\n4nS52UXZqWM7v66b9zbTD9U00QxQjfTWhoYdC3Ys2NCwmSrWzNZiqlhNBc1UsBigmQqaYaJmXq/o\n6cpdU0yS8QSk9Gxlb2Yqe9oq//74nQBRm5uIw0vY7iVs8xC2eQhlHkGrh5hqxTDbKnfSFbxhopsG\nBilMJYWh6BikQNUxSWFqOoqqg6qDlkJ1hlDdARRnEEXt/u+UqauYUS9GuAAj7MMI+zBjHjD7XmFq\nqoLdqmG3adisGi67hsN2qjJPV+ynKnOHPV2ZO+0djxkOFXh/kURggPXnyTUMk727D2ANtZKob0AN\nB1HDraihAEowAMFWCAW6bVo/E8ViSbcoFBSmk4OiIiwFRViKMslDJpFQHY6u44vFiB05fKri76l/\n3+FI9+/PSFf6jilTz9jNoRt6do5tMBFKP0+ECSVDBNs9DyXCRFOxTPOzFatqwZrZWrT0c4/TgZ4k\nW25VrWCqxOMmsZhJJGoSjhgEwzrBUIpASMfQVUxDwRePMybcSkWkmTGxZipiTdiN7v9g6zYHevl4\njJIywoEQ8UAQIxbErsdw6AkcqRTWs/yd5UJ1OFBdbjS3G9XtRnO5Mj+7UCxWjHgcIxbDjMcwYrHs\nz0bbz7E4Zrz7gVoi/xKKhYDNRcDqJGBzELA7CNjtBBw2gg4bIYcF02KmK2y1rfI2QEuhqEbH8vaV\nu6r3WKHnwtQ1jIgXM1yAEUlX+kTd2GxWHFYNuzVdYTtsGnarii1TiTsy5fbMvs7PVew2jTHlPsLB\nGHZbev9oqbz7kyQCA6w/T+7vt27mzcjz6f9BdQumbgHdipmyZH9WUhYcURNPzMATSeGJp/DEk+lH\nIo4nGcOTiuHSu66gc5Gy2Ig7PCQcHpJOL4bVhrelBldzDUo3v2LT40OZNBV18jRsU6djHz8BzaqQ\nMKMkzCgRPZKt5NtX6MHsNtzjVKG8Mk2KAjoVjTpjmlKUN6UoaUqgncVtiruT0FTiVgspux3V6cbh\n81FQXILTV4DqcqUr+bbKPlPJay43qsuFovW9Cds0DMxEIpMYpJMEn0OlqbYpnUTE4sRCYVqaggSa\ng0QCYWKhMKloDKuewGaksJpJbEYSm5HCZiTRhuCCLmfLUBUMVUFXwVAgpYKhcqpMVTBU0Ntvlfb7\nuzmm3dZQFXQFDE1BRyFuUwl4FYIujbhNGbSxHj2xYKXIUkaprYJyRwVjXWMod5fhtFnSFX6mgrda\n+m/g6HBZLnwoG8xEIP+d1MNcTGtMLxgBYEllFpjofKWWBJozj87sgB01ZeIOK7hDCu57o3F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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -132,7 +155,7 @@ "source": [ "# Ligand and protein concentrations\n", "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", - "P_total = 1E-6\n", + "P_total = 1.0e-6* np.ones([12],np.float64)\n", "\n", "# Initialize the class using assaytools PyMC data:\n", "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, inner_filter=True)\n", @@ -142,7 +165,7 @@ "\n", "# Plotting fluorescence for protein concentrations using the mean assaytools parameters\n", "for p in [10E-9, 10E-8, 10E-7, 10E-6, ]:\n", - " F = sim_assay.simulate_fluorescence(p_total=p, noisy=True)\n", + " F = sim_assay.simulate_fluorescence(p_total=p* np.ones([12],np.float64), noisy=True)\n", " plt.semilogx(L_total, F, label=\"{0} M\".format(p), lw=2.5)\n", "\n", "plt.title('Simulated fluorescence data for p38-Bosutinib at \\n different protein concentrations', fontsize=16)\n", @@ -165,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, @@ -174,9 +197,9 @@ "outputs": [ { "data": { - "image/png": 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1tG3bFnt7ezp06CD7JYD/lmf+/PNPfH19cXJyolmzZixZskSljJfJt3XrVho1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\n5OfnM3bsWJvl1z/dvfzyyzz33HMUFRVx+PBhNmzYQGpqKgDV1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B8vUqytq1a2ndujX29va0b99enpcA/mue+fXXX+nXrx9OTk40bdqUpUuXqu3j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\nvOaclj2ij0AZN3HiGKyt6zB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94eyjvzj76C8AqhhWkpsRapvWQlvj+R5hbjYVGGOoQ9AP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\nttdHTo6hke+sZVsErCE7W97H/Pwi830olS60bt2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MQ1xsnY6GVenVqgeOcT9SIhVR4pFA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Z4hKzeJhSvOLYE8HQh0l9PdolhSNLoknMX3IIq6Ud71zeOSFAFVm1JRUVEZH/adbMfTGwbg+tX5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\nyHJ4hzxJikanzUSrHYRaFXr5RJadeH2H8XgPtvraz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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -186,7 +209,7 @@ "source": [ "# Ligand and protein concentrations\n", "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", - "P_total = 1E-6\n", + "P_total = 1E-6 \n", "\n", "# Initialize the class\n", "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, inner_filter=True)\n", @@ -194,7 +217,7 @@ "\n", "# Plotting fluorescence for binding energies using the mean assaytools parameters\n", "for g in np.linspace(-17,-11,6):\n", - " F = sim_assay.simulate_fluorescence(DeltaG=g, noisy=True)\n", + " F = sim_assay.simulate_fluorescence(p_total=P_total* np.ones([12],np.float64),DeltaG=g, noisy=True)\n", " plt.semilogx(L_total, F, label=\"{0} kT\".format(g), lw=2.5)\n", "\n", "plt.title('Simulated fluorescence data for p38-Bosutinib at \\n different binding free energies', fontsize=16)\n", @@ -216,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, @@ -225,9 +248,9 @@ "outputs": [ { "data": { - "image/png": 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kzZo1tG/fHjs7Ozp16iTPSwD/Ns/s3bsXPz8/HB0dadmyJREREUr7KC1/mzdv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\nSlcEQNO8dk1NDQBnz56loaFBd/ODpht6WzekZmfOn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A27Zt5b/19PTw9vYu8rjtcYVvJ929e1e+Vo4fP17i9fU+EYHAW65SpUr4+/vj7++PUqnk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RVPZxMpBCQSieQcp1Q2ee5tewYfCbjYsC7AT/Y9DYBH9/DY6i+iKrP7Oc/u+Ihif5891h2b0LzV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\nT92a0iU7f+Q1nD/yGs4fuTQwR/x+P9mjU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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -245,7 +268,7 @@ "\n", "# Plotting fluorescence for binding energies using the mean assaytools parameters\n", "for g in np.linspace(-17,-11,6):\n", - " F = sim_assay.simulate_fluorescence(DeltaG=g, noisy=True)\n", + " F = sim_assay.simulate_fluorescence(p_total=P_total* np.ones([12],np.float64),DeltaG=g, noisy=True)\n", " plt.semilogx(L_total, F, label=\"{0} kT\".format(g), lw=2.5)\n", "\n", "plt.title('Simulated fluorescence data for p38-Bosutinib at \\n different binding free energies', fontsize=16)\n", @@ -265,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -276,7 +299,7 @@ "P_total = 1E-6\n", "\n", "# Initializing the AssaySimulator:\n", - "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, p_total=P_total, inner_filter=False)\n", + "sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, p_total=P_total* np.ones([12],np.float64), inner_filter=False)\n", "\n", "# Setting the mean values of the parameters:\n", "sim_assay.set_mean_parameters(pymc_data=data, t_equil=t_equil)\n", @@ -294,16 +317,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -329,18 +352,19 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "nsamples = 3000\n", + "#nsamples = 3000\n", + "nsamples = 1000\n", "protein_concentrations = np.array([0.5E-6, 1E-6, 5E-6])\n", "estimates = np.zeros((len(protein_concentrations), nsamples))\n", "\n", "for i in range(len(protein_concentrations)):\n", - " sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, p_total=protein_concentrations[i], inner_filter=False)\n", + " sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, p_total=protein_concentrations[i]* np.ones([12],np.float64), inner_filter=False)\n", " sim_assay.set_mean_parameters(pymc_data=data, t_equil=t_equil)\n", " estimates[i,:] = sim_assay.generate_deltag_estimates(nsamples)" ] @@ -354,16 +378,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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hIUpLSyGTyXiNemZmJgBwYS4uLvj555/x/PlzXLx4EZs2bcI333wDDw8Ppa+A6enpoU+f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zKppuhqnu8T/0dCVvEAIYm3rnDpVhItnZo/ZC9BKKZQKBjTYgTGhrV3HvHSyVySJH4v1fM9LfsO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\nefJkFAoFtra2rF69m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m8jOyfPlycnZ25t2f7OxscnFxoeXLlxORQqGLRCKKi4vj0vzxxx8kEokoPj6e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\nb2ft2rUkJ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -450,7 +474,7 @@ "editable": true }, "source": [ - "### Plotting data the coefficient of variation as function of protein concentration\n", + "### Plotting the coefficient of variation as function of protein concentration\n", "\n", "The coefficient of variation (CV) is relative standard deviation of the estimated free energy, and is given by\n", "\n", @@ -470,9 +494,9 @@ "outputs": [ { "data": { - "image/png": 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9/2VT11us1NTUhDp7Vfj777/Rvn17tG/fvtbXa2ho4OnTp1WWp6SkVEnMdaGh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\nuRNCCCEq5v8DoHanPXBzQB4AAAAASUVORK5CYII=\n", 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+/PJL7qRla2uLIUOGYPDgwVwGsqGhodb3eePGDQgEAkyaNIn7MU5OTsY///zDuzopfWXT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\nR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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -512,9 +536,9 @@ "outputs": [ { "data": { - "image/png": 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JXYL2rfhwtzHlho9fTlBgNIQQQoj0KLm/xuhenaDE4wEA7idmIzoxS8EREUII\nIXWj5P4arQ210NOhNTf86+UENJMqCoQQQpoxSu51GNnTAirKVVfv8U/zEBmXqeCICCGEkNej5F4H\nIz0N9HVqww3/ejkBIrp6J4QQ0ohRcpfCsB4doaZaVVQp6QW4Ff1cwRERQgghklFyl4KethoGurXj\nho9fSUBFpUiBERFCCCGSUXKX0uBu7aGpXtUU//PsYly7m6bgiAghhJDaUXKXkraGKoZ0a88N/x7y\nCOUVlQqMiBBCCKkdJfd6GODWFrpaqgCArLxSXAx/quCICCGEkFdRcq8HDTUVDOvRkRv+83oiSsoq\nFBYPIYQQUhtK7vXU16kNDHWreqnLLyrH2dspCo6IEEIIEUfJvZ5UVZQwsqcFN3w69DEKS8oVGBEh\nhBAijpL7G+jp0BqtDDQBAMWlFTgd+ljBERFCCCEvUHJ/A8pKSmJdwp69nYzcglIFRkQIIYS8QMn9\nDbl1MUU7Ux0AQFm5CH9eT1JwRIQQQkgVSu5vSInHE7t6vxj+BBm5xQqMiBBCCKlCyf0tOFoawbKN\nLgCgUsTwe0iiYgMihBBCQMn9rfB4PIzrbckNh/ybitTMQgVGRAghhFByf2tdOhjArqMBAIAx4Lcr\njxQcESGEkJaOknsDGNvnxdX7rZjnSErLV2A0hBBCWjpK7g3AwkwXzp2NueHjVxIUGA0hhJCWjpJ7\nAxnTuxN4//0dFZ+J2JQchcZDCCGk5aLk3kDamuigu10rbvjYpQQwxhQYESGEkJaKknsDGvWOBZSV\nqq7fHybn4F5iloIjIoQQ0hJRcm9ApgZa6CU044Z/pat3QgghCkDJvYGN6GkBFeWqYk1My0fYwwwF\nR0QIIaSloeTewAz46ujv2oYbPn4lASIRXb0TQgiRH0ruMjC0eweoqykDAJ5mFOLG/TQFR0QIIaQl\noeQuA3wtNXh1bccN/3blESoqRQqMiBBCSEtCyV1GBnVtD20NFQBARm4JrkSlKjgiQgghLQUldxnR\n0lDBUI8O3PDvIY9QVl6pwIgIIYS0FHJP7pGRkfD29gYAREdHY/LkyfD29sbMmTORkVFVs/zo0aMY\nO3YsJkyYgAsXLsg7xAbTz6Ut9HTUAAC5BWU4H/ZEwRERQghpCeSa3Hfu3InPPvsMpaWlAIA1a9Zg\nxYoV2L9/PwYOHIidO3ciPT0d+/fvx+HDh7F7925s3rwZZWVl8gyzwairKmNkj47c8MnriSgurVBY\nPIQQQloMlkTWAAAgAElEQVQGuSb39u3bIyAggBvevHkzbGxsAACVlZVQV1dHVFQUnJ2doaamBj6f\nj/bt2yMmJkaeYTaoXo7mMNbTAAAUllTg75uPFRwRIYSQ5k5Fnivz8vJCSkoKN2xqagoACAsLw4ED\nBxAUFIQrV66Az+dz82hra6OgoKDOZRsYaEFFRbnhg24A3kNt8O2hcADAn9cScftBOtqa8tGulQ7a\nmuqgrSkfbU11oKOl1iDrMzHh1z0TeWtUzvJB5SwfVM7yIa9ylmtyr82pU6fw448/YseOHTA0NISO\njg4KCwu56YWFhWLJXpLs7CJZhvlW7Nrpw8xIC6mZRRCxqnffn2YU4uZ98fl0tVRhZqQNMyMttP7v\nfzNDLRjqaUCJx6t94TWYmPCRnk79ycsalbN8UDnLB5WzfMiinCWdLCg0uZ84cQJHjhzB/v37oa+v\nDwAQCoXYsmULSktLUVZWhvj4eAgEAkWG+daUlHj4YJgN9pyMRmqm5JOQvKJy5BXl4EGyeHexaipK\naG2ohdZGWi+Sv2HVPzXVxnm3ghBCiOIoLLlXVlZizZo1MDMzw0cffQQA6Nq1KxYsWABvb29MnjwZ\njDH4+flBXV1dUWE2GEtzPazx6Y7S8ko8yypCamYRUjML//u/CGlZRRIbuimrEOHx8wI8fi7+eIIH\nwEhPA21NdODQyRBCS2O6tUYIIQQ81ky6LWvqt5REIobMvJKqRJ9ZiKf//Z+aVYT8onKpl9PRTBd2\nHQ3gaGWMTma6UFKS7nY+qR+6jSkfVM7yQeUsHy3mtjx5QUmJBxN9TZjoa0JoaSQ2raC4HGliV/pV\nST89pxg1T80SU/OQmJqHk9eToKOpCqGlERytjGHX0RBaGvR1E0JIS0BH+yZAR1MVVm31YNVWT2x8\neYUIz7KL8OBxDiLjMhDzOBsVlS+yfUFxOa7dTcO1u2lQVuJB0E4fjlbGcLQyQisDLXlvBiGEEDmh\n2/LNSElZBVKySnAlLBlR8ZnILZTc+E9rQy04WhnB0dIYVm31uD7oiXToNqZ8UDnLB5WzfNBtefJG\nNNRU4OFgBqvWOhAxhqS0fETGZSAyPhNJaeI7VFpWEdJuFuHvm8nQVFeBQydDOFoaw8HSCDqaqgra\nAkIIIQ2BknszpcTjwcJMFxZmuhjdqxOy80vxb0ImIuMycC8xC2XlL2rmF5dW4Gb0c9yMfg4eD7Bs\nowdHSyO8IzSHnnbDNKxDCCFEfii5txAGfHX0djRHb0dzlFdUIuZxDiLiMhAVl4HMvFJuPsaAuJRc\nxKXk4u+byZgz0g52FoYKjJwQQkh9UXJvgVRVlOHQyQgOnYzABgrwJL0QkfEZiIzLRPyTXFRXwigo\nLsfmIxEY3bsThnl0kLqVPEIIIYpFyb2F4/F4/7Vvr4NhHh2RV1SGqLhMHLscj9yCMjAAxy8n4NHT\nPMwcbgNtDXoeTwghjR1VkSZidLXU8I7QDKtmdIV1O31ufERcBr7cewuPn1GNWkIIaewouZNa6emo\n4+P3nDC4W3tuXHpOCdbsv4OQf1MVGBkhhJC6UHInEikrKWGCpxXmjbGHhlpVBzXlFSLsPhmNwNMx\nKK+ovS18QgghikXJndTJ1doUK6a7oY2xNjfuUsRTrDtwBxm5xQqMjBBCSG3eKLkXFTXevtOJbJgZ\naePTaa7oZtuKG5eYlo8vfr6Fu48yFRgZIYSQmqSqLX/9+nWcPHkSoaGhSE1NRWVlJVRVVWFmZoYe\nPXpg0KBB8PDwkHWsRME01FQwe4QtLM11ceR8HCpFDIUlFfj2SCRG9bLA8B4d6XU5QghpBF6b3K9d\nu4b169cjNjYWrq6uGDBgAMzNzaGhoYG8vDw8e/YMERERCA4OhkAggJ+fH3r16iWv2IkC8Hg8DHBr\nh46tdfHDb/8i57/X5X678ggJT/PgM8KWXpcjhBAFk9hxzPLlyxEWFoYZM2bAy8sLhoaSWynLzs7G\nb7/9hqCgILi5ueHrr7+WWcCSUKcHVeTZAURuYRl+OnEXMY9zuHHGehqYN8YBHVrX3plBc0EdbcgH\nlbN8UDnLhzw7jpH4zN3e3h6nTp3Ce++999rEDgAGBgZ4//338ddff8HW1vbtIiVNhp62GhZPcsKQ\nl16Xy8itel3uSuRTBUZGCCEtG3X52swo6gz8zoN07D55HyVlldy43o5mmDJQAFUVZbnHI2t0pSMf\nVM7yQeUsH426y9fy8nJERkYiPT0dRkZGcHJygpoa9RzW0rlam6CNSVd8f/xfPEkvBABcjkxF0rMC\nzBttD2N9TQVHSAghLUe9knt0dDR8fX2Rl5cHPp+PnJwc6OrqYuvWrXB1dZVVjKSJaG2ohc+83RB4\nOgY37j8DACSl5eOLvbcwe6QdHDoZKThCQghpGer1nvvatWsxc+ZMhIWF4fLly7h9+zZGjBiBFStW\nyCo+0sSoqynDZ4QtpgwUQFmp6rW4wpIKbDkaiRNXH0HUPJ4CEUJIoyYxua9YsQLPnj0TG5eXlwc7\nOzvw/nuXWU1NDdbW1sjNzZVtlKRJ4fF46O/aFv5TXGDAVwcAMAAnrj7Cd79Eobyi8vULIIQQ8lYk\n3pbX0dHByJEjMWbMGMyZMwcGBgaYNm0aZs2aBXd3d+jp6SEjIwM3b97E4sWL5RkzaSKs2uhh5Yyu\n+On3e4hOygYARMVn4sTVRIzva6ng6AghpPmSeOXu7++P33//HSUlJRg8eDACAgLg5eWFQ4cOwc7O\nDpqamnBycsLBgwfx/vvvyzNm0oToaqvhfxMd4eXejht3OvQxdR1LCCEyJNWrcMnJyQgICMDVq1cx\na9YsTJ06tdHVkKfXOKo01ldaGGNYfzAcD5KrGryxMOPjU283KCk1zeZqG2s5NzdUzvJB5SwfjaIR\nm5e1a9cO69evR2BgIMLCwjBw4EAcPnwYlZX07JRIh8fjYdpga6goV+1yj1Lzce5OioKjIoSQ5kli\ncs/IyMDSpUsxYsQI+Pr6IjY2Fp07d8a2bdsQEBCAM2fOYMiQIfjjjz/kGS9pwsyMtDGiRwdu+NfL\nCdRlLCGEyIDE5L5s2TI8fvwYU6ZMgaamJnx8fFBRUQEAEAqF2LNnD1avXo2goCCMGDFCbgGTpm1I\n9w5cv/Cl5ZU4cOYhmkkjiYQQ0mhITO537tzBokWLMGnSJKxevRppaWlITk4Wm6dbt244fPgw/ve/\n/8k8UNI8qCgrYfqQLqh+0h4Vn4lbMc8VGhMhhDQ3El+F69SpE4KCglBRUYHr169DS0sLrVu3rnVe\nT09PmQVImh+rNnrwdGmD82FPAAAHzz6EbUdD6GhSV7GEENIQJF65f/PNN0hPT8f8+fNx8eJFfPvt\nt9DUpPbBScMY18eSa+Amr6gcRy/EKTgiQghpPiReuVtZWeHw4cPyjIW0IJrqKpg6UICAX/8FAFyN\nSoWHXWvYdDBQcGSEENL0Sbxyv3Xr1hst8ObNm6+dHhkZCW9vbwBAUlIS3nvvPUyePBkrV66ESCQC\nABw9ehRjx47FhAkTcOHChTeKgzR+zgITuFqbcMP7TsegrJxerySEkLclMblv3LgRc+fORUREhFQL\nun79Onx8fLBhwwaJ8+zcuROfffYZSktLAQDr1q3DokWLcPDgQTDGcO7cOaSnp2P//v04fPgwdu/e\njc2bN6OsrKyem0WaiikDBdBUr7qB9Cy7GH9cS1RsQIQQ0gxIvC1/+PBh7N27Fz4+PuDz+RgwYABs\nbW1hZmYGTU1N5OfnIy0tDREREQgJCUFBQQFmzZqFmTNnSlxZ+/btERAQgKVLlwIA7t27B3d3dwBA\n7969ERISAiUlJTg7O0NNTQ1qampo3749YmJiIBQKG3jTSWOgr6OOd/taYt/fDwBUNU3bzaYV2prq\nKDgyQghpuiQmdx6Ph/fffx8TJkxAcHAwTp48iQMHDkAkEoHH44ExBiUlJQiFQkyZMgUTJ06Ejs7r\nD8heXl5ISXnRKhljjOthTltbG/n5+SgoKACf/6I5PW1tbRQUFNS5IQYGWlBRUa5zvpZAUnOEjdW4\nAda4E5uBewmZqBQxBP0Ti28+6sV1GdtYNbVybqqonOWDylk+5FXOEpN7NW1tbcyYMQMzZsxAQUEB\n0tLSkJ+fD319fbRq1QpaWlpvvHIlpRdPBQoLC6GrqwsdHR0UFhaKjX852UuSnV30xnE0J021jej3\n+llhVVIWKioZHjzOxtG/ozHArV3dH1SQplrOTQ2Vs3xQOctHo2tbvpqOjg6srKzg7OwMCwuLt0rs\nAGBra4vQ0FAAwOXLl+Hm5gahUIg7d+6gtLQU+fn5iI+Ph0AgeKv1kMbP3Fgbwzw6csPHLicgK69E\ncQERQkgTVq/k3tD8/f0REBCAiRMnory8HF5eXjAxMYG3tzcmT56M6dOnw8/PD+rq6ooMk8jJ0O4d\nYGZUdcJYWkZN0xJCyJuSqsvXpoBuKVVp6rfXYlNysO5AGDc8d7Q9unYxVWBEtWvq5dxUUDnLB5Wz\nfDTa2/KEyFrntvro69yGGw46+xCFJeUKjIgQQpoeqZJ7WFgYysvpAEvkY3wfS+jrqAEA8grLEHwh\nXsEREUJI0yJVcp8zZw5OnTol61gIAQBoaahgykBrbvhy5FM8eJytwIgIIaRpkSq58/l8qKmpyToW\nQjiu1iZw7mzMDQeefoDyCmqalhBCpFHne+4AMGPGDHz55ZeIiIhAx44dYWRk9Mo8gwYNavDgSMs2\ndZA1Yh5no7i0EmlZRfjzWhLG9O6k6LAIIaTRkyq5r127FgAQGBhY63Qej4fo6OiGi4oQAAZ8dYzv\nY4n9Zx4CAE7dSIK7jSnamFDTtIQQ8jpSJfdz587JOg5CatXHuQ2u33uGuCe5qBQx7D0dg+VTXaHE\na9xN0xJCiCJJ9cy9TZs2aNOmDczNzVFcXIz09HSUl5dz49u0aVP3Qgh5A0o8HqYP6cK1Mx//JA8X\nw58oOCpCCGncpLpyB4BffvkF3377LbKysrhxRkZGmD9/PiZNmiST4AgBgDbG2hjm0QG/hyQCAH65\nGA8nK2MY6mooNjBCCGmkpEruf/75Jz777DMMGzYMQ4cOhbGxMdLT03Hq1Cl88cUX4PP5GDZsmKxj\nJS3YMI8OuBn9HGlZRSgpq0TQ2YeYP9aB61WQEELIC1Il959++gmTJk3CqlWrxMYPGDAAenp62LVr\nFyV3IlOqKsqYMaQLvg6qapo2PDYDYQ/T4Wrd+JqmJYQQRZPqmXtSUpLEV90GDBiAhISEBg2KkNoI\n2umjj5M5N3zg7EMUUdO0hBDyCqmSu7m5OR4+fFjrtAcPHkBfX79BgyJEknf7WkJPu6pBpdyCMvxy\nkZqmJYSQmqRK7mPHjsXWrVsRHByMvLw8AEBeXh6OHj2KgIAAjBw5UqZBElJNS0MVUwYKuOGLEU/x\nMDlHgRERQkjjI1WXrxUVFVi6dClOnToFHo8HZWVlVFZWgjGGQYMGYdOmTVBVVZVHvBJRd4VVWkLX\njYwxBBz7FxFxGQAAMyMtrHrfHaoq8uvksCWUc2NA5SwfVM7yIc8uX6WqUFdRUYHNmzfD19cXt27d\nQl5eHvT09ODq6gpra+u6F0BIA+LxeJg6SIDox9koLatEamYR/r75GMN7dFR0aIQQ0ihIldyHDBmC\n5cuXY9CgQRAIBHV/gBAZM9TVwPg+lgg6W1UX5GpUKoZ5dKBX4wghBFI+cy8qKoK2trasYyGkXno7\nmkNdVRkA8DynGM+yixUcESGENA5SXbnPnj0bGzduRElJicRe4ajGPJE3VRUl2HY0QHhs1bP3qLgM\ntHZvr+CoCCFE8aRK7jt37kR+fj7mz58vcR7qFY4ogtDSiEvukfGZGETJnRBCpEvu/v7+so6DkDci\ntDQG8AAA8DA5B8WlFdBUl7rLBEIIaZakOgreu3cPo0ePhr29vazjIaReDPjqaGeqg+TnBagUMdxP\nzKImaQkhLZ5UFepebryGkMZGaPmiDkhkfKYCIyGEkMZBquTu5uaGixcvyjgUQt6Mo6Ux9/e/8ZmQ\nol0mQghp1qS6Ld+mTRscPHgQJ06cQIcOHWBoaCg2ncfj4ccff5RJgITUpZO5LnQ0VVFQXI7cwjI8\nflaADq1rb7WJEEJaAqmS+6NHj+Ds7MwNFxYWyiwgQupLSYkH+06GuHHvGQAgMj6DkjshpEWTKrnv\n379f1nEQ8laElkZcco+Kz8TInhYKjogQQhSnXu8M3b59Gzdu3EB6ejrmzJmD2NhY2NjYwNSUaicT\nxbK3MAKPBzAGPHqah7yiMuhqqSk6LEIIUQipKtSVlJTA19cXU6dOxd69e3H06FFkZ2dj7969GD16\nNOLjqU9tolg6mqqwbKMHAGCoqlhHCCEtlVTJfePGjYiKikJQUBBu3LjB1UbesGEDWrVqhU2bNsk0\nSEKk4fjSK3H/JlByJ4S0XFIl95MnT+Ljjz+Gq6urWK9bxsbG+PDDD3Hnzh2ZBUiItIQvvRJ3NyEL\nlSKRAqMhhBDFkSq5FxcX19pZDACoq6ujrKysQYMi5E20NdGGAV8dAFBUWoG4lFwFR0QIIYohVXJ3\ndHTEvn37UFlZyY2rvoI/duwYHBwcZBMdIfXA4/HEbs1H0XN3QkgLJVVt+SVLlsDb2xtDhgxBjx49\nwOPxcPDgQSQkJODu3bsIDAx84wDKy8uxbNkyPHnyBEpKSli9ejVUVFSwbNky8Hg8dO7cGStXroSS\nklTnIaSFc7A0wsWIpwCqkvu7nlYKjogQQuRPqoxpb2+P4OBg2Nvb459//oGysjL++ecfGBgY4NCh\nQ2IN3NTXpUuXUFFRgcOHD2PevHnYsmUL1q1bh0WLFuHgwYNgjOHcuXNvvHzSsth2MISKctVu/SSj\nEBm5xQqOiBBC5E/q99ytrKywefPmBg/AwsIClZWVEIlEKCgogIqKCiIiIuDu7g4A6N27N0JCQjBw\n4MAGXzdpftTVlNGlvT7uPsoCUPVKnKdLWwVHRQgh8qXwjq+1tLTw5MkTDBkyBNnZ2di+fTtu3brF\nPdPX1tZGfn5+ncsxMNCCioqyrMNtEkxMWnbTqz0c23DJPTo5FxO8bGSynpZezvJC5SwfVM7yIa9y\nVnhy37t3L9555x0sXrwYqampmD59OsrLy7nphYWF0NXVrXM52dlFsgyzyTAx4SM9ve6ToeasU2sd\n7u+o2HQ8eZoDNdWGPfGjcpYPKmf5oHKWD1mUs6STBYXXUtPV1QWfXxWcnp4eKioqYGtri9DQUADA\n5cuX4ebmpsgQSRNjqq8JMyMtAEBZhQgxj7MVHBEhhMiXwpP7jBkzcO/ePUyePBnTp0+Hn58fPv/8\ncwQEBGDixIkoLy+Hl5eXosMkTYxDpxevxEXSK3GEkBZG4bfltbW1sXXr1lfGHzhwQAHRkObC0dII\nZ24lAwCi4jLBBjKx1hUJIaQ5k5jcfX19pV4Ij8fDjz/+2CABEdIQOrfTh4aaMkrKKpGZV4KnmUVo\nY6yt6LAIIUQuJCb3wsJCecZBSINSUVaCnYUh7jxIBwBExWdQcieEtBgSk/v+/fvlGQchDU5oafQi\nucdlYki3DgqOiBBC5KNez9yLi4tRVlbGdfnKGENJSQnCw8MxdOhQmQRIyJsSvlSpLjYlF0Ul5dDS\nUFVgRIQQIh9SJfeHDx9i+fLluH//vsR5KLmTxkZPRx0dWvORlJYPEWO4+ygL7jatFB0WIYTInFSv\nwn399ddIT0+Hv78/3N3d0bNnT6xYsQJ9+vQBUNUQDSGNEfUSRwhpiaRK7hEREfjf//6HGTNmYPjw\n4SgsLMTkyZOxfft2DB06lJ7Pk0ZLaGnM/f1vQiZE/z1SIoSQ5kyq5F5RUYG2bas637CwsEBMTAw3\nbfTo0YiMjJRNdIS8pY5mfOhqVT1nzy8qR2IqNbFJCGn+pEruHTp04BJ6p06dUFxcjPj4eABAZWUl\nCgoKZBchIW9BiccTa60uKj5DgdEQQoh8SJXcx48fj/Xr12PHjh0wNDSEi4sLPv30U/z666/49ttv\n0aVLF1nHScgbc7CkpmgJIS2LVMl9+vTpWLhwIdLTq94ZXr16NbKysvDJJ58gPz8fn332mUyDJORt\n2FsYQum/pmeT0vKRU1Cq4IgIIUS2pH7PfebMmdzflpaW+Pvvv5GVlQUjIyOIRCKZBEdIQ9DSUEXn\ntnp4kJwDAPg3PhO9HM0VHBUhhMiOVFfu/fv3F6tEB1S1J29kZISoqCh4eHjIJDhCGorQ6qXn7gl0\na54Q0rxJvHI/ePAgSkurbl8+efIEx44dg7n5q1c7d+7coSt30ugJLY0RfKGqEui9R1moqBRBRVnh\nPR4TQohMSEzu2dnZCAgIAFB1lV7bu+xKSkrg8/lYtGiR7CIkpAGYG2nBWE8DGbklKCmrRGxyDmw6\nGio6LEIIkQmJyX3evHmYN28eAKBLly44evQohEKh3AIjpCHxeDw4WBrhQtgTAFW15im5E0KaK6nu\nS8bExHCJvaioCOnp6SgrK5NpYIQ0NGqKlhDSUkj90DEkJATjxo2Dm5sbevfuDUdHR4wfPx6XLl2S\nZXyENJgu7Q2gplK1y6dlFeF5dpGCIyKEENmQKrmHhIRg9uzZUFVVxbJly7Bp0yb4+/tDWVkZc+fO\nRUhIiKzjJOStqakqo0sHA26Yrt4JIc2VVO+5b9myBQMGDMDWrVvFxs+YMQOLFi3Ctm3b0LNnT5kE\nSEhDcrQ04pJ6VHwmBri1U3BEhBDS8KS6cn/48CHGjx9f67Rx48a98g48IY3Vy03RxjzOQWlZpQKj\nIYQQ2ZAquRsbGyMtLa3WaampqdDU1GzQoAiRFWM9TbQx1gYAVFSKcD8pS8EREUJIw5MquQ8aNAib\nN2/GtWvXxMaHhIRgy5YtGDhwoEyCI0QWhFRrnhDSzEn1zP2jjz5CREQEPvjgA+jo6MDIyAiZmZko\nLCyEUCjEkiVLZB0nIQ1GaGmEv0IfA6hK7owx8P7rWIYQQpoDqZK7lpYWDh48iAsXLuD27dvIy8uD\nnp4eXF1d0bdvXygpUTOepOmwaqsHLXUVFJVWIDu/FCnphWhnqqPosAghpMFIldy3bduGd999F/36\n9UO/fv3Epj158gQ///wzdftKmgxlJSXYdzLEzejnAICo+AxK7oSQZkXiJXdOTg5ycnKQnZ2N77//\nHvHx8dy4l/+FhITg6NGj8oyZkLf28nP3SHruTghpZiReuX/88cdijdO83J97Te+8807DRkWIjNl3\nMgIPAAMQ/yQXBcXl0NFUVXRYhChccWkFLkU8hbqaMpysjGHAV1d0SOQNSEzua9aswbVr18AYwyef\nfIK5c+eiffv2YvMoKSlBV1eX+nMnTY6ulhoszHWR8DQPjAF3EzLR3a61osMiRKFyC8uw+UgEkp8X\nAAD2//0AFma6cBEYw0VgAjMjbQVHSKQlMbm3atUKY8aMAVDVo1bfvn1hYGAgaXZCmhyhpRESnuYB\nqKo1T8mdtGQZucXYeDgCz7OLxcY/Ss3Do9Q8HLuUADMjLbgITOAiMEHH1nx6y6QRk6pCXXWSJ6Q5\ncbQ0xm9XHgEA/k3IhEjEoKREByvS8iQ/y8e6A2HIzi8FAPB4QOc2eoh/modKEePmS80swsnrSTh5\nPQkGfHW4dDaBs8AYgnb6UFGmt6YaE6mSOyHNUftWOtDTUUNuQRkKSyqQ8DQPVm31FB0WIXKVmJaH\nLcFRyCus6sZbRZkH31H2cBGYoLCkHFFxmQh7mI5/H2WirFzEfS47vxTnwlJwLiwF2hoqcLSqunVv\nZ2EIdVVlRW0O+U+jSO4//fQTzp8/j/Lycrz33ntwd3fHsmXLwOPx0LlzZ6xcuZLepScNjsfjQdjJ\nCFeiUgEAkfEZlNxJi/LgcTa2/hKFkv/6WFBXVcZH4xxg29EQAKCtoQoP+9bwsG+N0vJK3H+UhbCH\n6YiIy0BhSQW3nMKSCly7m4Zrd9OgpqIEOwtDuAhM4GhlTBVVFUThyT00NBTh4eE4dOgQiouLsWfP\nHqxbtw6LFi1Ct27d8Pnnn+PcuXPUxC2RCaHli+QeFZ+JcX0sFRwRIfIREZeBH3+7i/KKqqtxbQ0V\nLJrgCEvz2k9w1VWV4SwwgbPABJUiER4m5yLsYTrCHqZzt/MBoKxChPDYDITHZkCJx4N1e33uOT3V\nvJefeif3J0+eID09HQKBAIwxaGu/Xe3Jq1evQiAQYN68eSgoKMDSpUtx9OhRuLu7AwB69+6NkJAQ\nSu5EJmw7GkJZiYdKEUPy8wJk5ZXAUFdD0WERIlPX76Vh95/RELGq5+mGuupY9K4j2ppI15iTspIS\nbDoYwKaDASYP6IzEtHwu0admFnHziRhDdFI2opOyEXT2ISzNdTGmdyfuzgCRHamT+99//41Nmzbh\n8ePHUFJSQnBwMLZt2wZtbW2sW7cOqqpvduslOzsbT58+xfbt25GSkoK5c+eKtfWtra2N/Pz8Opdj\nYKAFFRV6zgMAJiZ8RYfQpNhbGiEyNgMA8Oh5IawtTaT6HJWzfFA5N6yTVxOw84/73HBrIy2sntMD\nrd/iNTdTU124C9sAAFKe5+P6v6kIvZuGB4+zxeaLf5qHjYcj4OnaFjNH2kNPp+Vdyctrf5YquZ86\ndQqLFy/G2LFj8b///Q+LFi0CAAwcOBBffvkl2rZty42rL319fXTq1Alqamro1KkT1NXVxbqXLSws\nhK6ubp3Lyc4uqnOelsDEhI/09LpPhsgLNu30ueR+LfIJXK2M6vgElbO8UDk3HMYY/ryWiOP/vSEC\nAG1MtLF4ohNaG2k3WDmr84C+QjP0FZohO78U4bFVV/QPHudwNe8v3EnBzXtpmNDPCu84mLWYV+pk\nsT9LOlmQqpbaDz/8gGnTpmHNmjVit8fHjh2LRYsW4Y8//njjwFxdXXHlyhUwxvDs2TMUFxfDw8MD\noaGhAIDLly/Dzc3tjZdPSF2EVsbc3/cTs7lnkIQ0F4wxHDkfJ5bYO5nrwn+yC/RlePVswFdHP5e2\n+Ecp2loAACAASURBVHiSMzZ82APuNqbctMKSCvx8KgbrD4YjNbNQZjG0VFIl96SkJPTp06fWaTY2\nNkhPT3/jADw9PWFjY4Px48dj7ty5+Pzzz+Hv74+AgABMnDgR5eXl8PLyeuPlE1KX1oZaMDXQBACU\nllfiQXJ2HZ8gpOmoFInw86kYnLmVzI2z7WiAjyc5ybUmu76OOnxH2WPRu44w1ntRr+VBcg5W7rmJ\n364koLyiUm7xNHdS3ZY3NzfHnTt30KNHj1emRUVFwczM7K2CWLp06SvjDhw48FbLJKQ+hJ2M8M+d\nFABAVFwm7C3qvjVPSGNXXiHCjt/v4c7DFxdgrgITzB5pB1UVxbxeLLQ0wupZ3fD71Uf4+2YyRIyh\nopLh95BEhEY/xzQva9h0oNZQ35ZU3+6UKVPw008/4bvvvsPdu3fB4/Hw7NkzBAcHY/v27ZgwYYKs\n4yREpoQvPWePis8EY+w1cxPS+JWUVeC7XyLFEvs7DmbwHa24xF5NXVUZ73paYeX7XdHJ/EWdqmdZ\nRdhwKBy7/7yP/KIyBUbY9PGYlEexbdu2YefOnSgrK+MOfCoqKvD29oa/v79Mg5QGVbqpQhWQ3kx5\nhQgLtl5BaXnVbcE1Pt1e20kGlbN8UDm/mYLicmwNjkT8f30nAMCgru0woZ8VlGqpvKbIchaJGC5F\nPMEvl+JRXPritryOpiom9rNCD/vWzabCnTwr1Emd3AEgPz8f4eHhyM3NBZ/Ph1AohKFh43hfkQ4A\nVehg+OYCjkUh/L9a85P6WWGQe3uJ81I5yweVc/3lFJRi05EIPEl/UUltTC8LDO/RUWKSbAzlnJ1f\nikPnYnE75rnY+C7t9eHtZd0seqSTZ3JXXrVq1aq6Puzv7w9NTU1YWlqiY8eOsLa2RseOHaGpqdmg\nQb6NIrqFAwDQ1lansnhDJWUViIzLBABUihh6OkiuS0LlLB9UzvWTnlOM9QfDkJb1ome3KQMFGNyt\nw2uvfhtDOWuqq6BrF1N0bM1HXEouikurmrfNyC3B5cinYAzoZK4H5SbcuZMsyllbu/a3HaSqUBcX\nF4dZs2bB0NAQgwcPxvDhw+Hi4tKgARKiaA6dXjx3f5icg+LSCmiqK7yFZkKk8iS9ABuPRCC3oCp5\nKPF4mDncBh5NrCtjRytjdGlvgBNXH+HMrRcV7n67+gg37j/D9MHWsG5PFe7qIlWtimPHjuHs2bOY\nMWMGIiIiMHnyZPTr1w8bNmxATEyMrGMkRC4MdTXQzrSq+c1KEcP9xCwFR0SIdOKf5uLroDAusaso\nK2H+WIcml9irqaspY0I/K3w+ww0WZi9uO6dlFeGbg+HYczIaBcXlCoyw8avXM/dqSUlJ+Pvvv3Hm\nzBncv38fFhYWOHnypCzik5qinxc1Fo3h2VlTduxSPE5eTwIAvCM0wwdDbWqdj8pZPqic63Y/MQsB\nx/7lKoNqqCljwf/bu++wps7/f/zPkBA2MmQoyBaUrSLDhYAKaq2to463VK22Vmsr9VOr9ver+ta+\nHR2Oiqu27tpqW7XuRRVcxQkq4EQoQ5C9IfP7R8qBCChokpOE1+O6uC7OSc7JKzchr3Pf5x6jfdGt\nDcPJ1LmcJRIpzt3KwR/xj5nV6wBZh7vxEW4I8dKcDndqN0Pd8wQCAQQC2RWiVCoFj0dNl0Q7+Lk2\nzFZ353ERs7AGIero1oMCrP0tmUnsxga6mDehR5sSu7rT0eEgopc9/vd+MHp5NKz7UFkjxI9H0/Dt\nr0nIp+nHm2h1Vn7w4AFOnjyJkydP4smTJ7Czs8Pw4cOxcuVKuLm5KTNGQlTGpbMpjA10UVkjRFmV\nAA+zSun+HlFLV9Py8cPhVOYC1NxED/83zh+dO2p+r/LmmJvo4aO3fZD0sBB7ztxHcblsmdm0zBIs\n2X4NU4d2Q2B3G5ajVB+tSu5RUVHIzMyEpaUloqKisGLFCvj5+Sk7NkJUTkeHg4Bu1jh/KwcAcOlO\nHiV3onau3M3Dj8dSUd+wZG1ugM/G+aOjmfqMYFIW/64d0c3RDIcuPMGZ61mQSoE6gRib/0zBw6wy\nvBPuxvokPeqgVcm9R48e+PLLLxESEgIdHSo0ot36+tgyyf3a/Wf4z2B36PFpOWGiHi4k52LHiXuo\nv2HUuaMRPhvvr9QFYNSNPp+H8RFdEexlg82HUvCsVDb0L+5mNtKflmHmSO92caHzIq3K1CtWrEDf\nvn0psZN2waWTKWwtDAHIagQ3Hjx7yRGEqMa5WznY3iix21sZ4fMJPdpVYm/MydYUi6b0Ri/3hnvx\nT55W4L87riHpUSGLkbGvxZp7z549sWvXLnh7e6NHjx4v7Y148+ZNhQdHCBs4HA76+tjij/h0ALKm\n+T7er7c4EiGv68z1LPxy9iGz7WBjjM/G91Dpym7qyFCfh1lve+PM9Wz8du4RxBIpqmpF+P732xga\n7IBRA1zAbYcV0xaT+3vvvQcrKyvmd00ZakCIIoR42eJAfDqkAO5llqCwrAYdO7TvZj7CnpOJ/2D/\nuUfMtnMnE8wd5w8j/fad2OtxOBwM6d0FLp1NsenQXZRUyDrbnfj7HzzOKceMN71gbtK+WjdaNc49\nNzcXHTt2BJ/Pb/JYXV0d0tLS4O/vr5QAW0tdx2iqmjqPV9U03+1LQsoT2UQ2b/d3xoi+zsxjVM6q\nQeUMHL2cgQMJ6cy2m10HxIz1g6G+4oYga1M5V1QLsPVoKu6mN0xCZWqoixlveqG7E7troajdOPeI\niIgWZ6JLTk7G5MmTXz0yQtRUX++G2b0u3c2jZWCJSkmlUhy6kC6X2N27mOHTdxSb2LWNiSEfMWP9\n8PYAF9Q3OJdXC/HtviQcufSk3cxd0eInZNGiRXj2TNaRSCqVYtWqVTAxaXqFkJ6eDnNzGipEtE8P\ndysY6HFRUyfGs5IaPMopQ1d7M7bDIu2AVCrFH/HpOP53JrOvu6M5PhntSyM3WkGHw8GIPk5w62yK\nLUdSUV4lgFQKHLzwBA9zyvD+G54wMWzaEq1NWqy5h4aGoqqqClVVsmUDa2pqmO36n9raWnTr1g2r\nV69WWcCEqIqeLhe9uzVMinHpTh6L0ZD2QiqVYt9fj+QSu7eLBeaMocTeVt2dLLBkam+4d2m4KL+b\nXowl26/hUU4Zi5EpX6vuuUdHR2PJkiVwdXVVRUyvRFvuF70ubbp3pg4eZpdixR7ZSBADPS7WzO4H\nvi6XyllF2ls5S6RS/HLmIeJuZjP7/N06YuZb3kqdmEXby1kskeBgwhO5CyauDgdjB7picO8uKusw\nrnb33Hfv3v3CxF5QUPBqURGi5tzsOsDaXNZLvqZOjJsP6bNOlEMilWLXyftyib2XuxVmva3cxN4e\ncHV0MGagKz4Z4wujf/sriCVS/PrXI2w8eBfVtSKWI1S8VvXKqKysxIYNG3Dt2jUIBAK5jkU1NTV4\n+vQpUlJSlBYkIWzhcDjo622LgxeeAJA1zQd7auYymkR9SSRSbD+RJnfrJ7C7Naa/4QkelxK7ovi7\ndcTiKb2x6c+7ePJUVoO+8aAAWc8qMettbzjYNF8L1kSt+tR89dVX2L17N6ytrVFXVwcdHR24urqi\ntLQUubm5WLRokbLjJIQ1fbw7ob7RLjWjmBlDS4giiCUS/Hg0VS6xh3jZ4oMRXpTYlaCjmQEWTuqF\niF72zL5npTX4atcNxCflaM2omFZ9cuLj4xETE4ONGzdiwoQJsLGxwdq1a3Hq1Cl4eXnhwYMHyo6T\nENZYdtBnltCUSoHLd5+yHBHRFiKxBFsOp+Lv1HxmX3/fTpg2vDt0dGjiMGXhcXXwn8Hu+HCkF9NJ\nUSSWYOfJ+/jxaBrqGq0br6laldwrKiqYVeC6du2Ku3fvAgAMDQ0xdepUnD9/XmkBEqIO+vo0NMVf\npjHvRAGEIgk2HbqL6/ca1i4I62GHyUO7UWJXkcDuNlg8pTfsrRqWyb2Skoevdl1HbmEVi5G9vlYl\nd2tra6bTnJOTE0pKSpgx8BYWFigsbN8T9BPt18vdmrnCf1pUjQf/lLAcEdFkQpEYGw7ewa2HDd+d\ngwLsMWmIO3Roqm+VsrUwxP/3bgD6+TSsH5FTWIVlO68zM1RqolYl9/DwcHz33Xe4dOkS7OzsYG9v\njw0bNiA7Oxu//PILOnfurOw4CWGVHp+L3h7WzHbctSwWoyGarE4oxve/38btx0XMvqggB0yI6Epr\neLBET5eL94Z3x9Rh3ZiRCXVCMdb+lizXsqJJWpXcY2Ji4Obmhm3btgEAFixYgAMHDmDw4ME4e/Ys\nZs+erdQgCVEHjZvmE5JyIBRp/n05olp1AjHW/ZaMlIyGlp83+jhh7EBXSuxqoL9vZ/z/7wbAwlS2\nyIxYIsWmP+/iQnIuy5G1XasmsaknEAiYxWMyMjKQmpoKT09PODk5KSu+VtPmCRjaQtsno2CTRCrF\ngs1XUFhWCwD4cKQXArvbvOQo8jq06fNcUyfC2t+S8TC7YWa0t/o7481GCxKxRZvKWRGKymrx7b4k\n5BdXM/vGhbshMtDhtc6rdpPY1Gu8KpyTkxOGDRumFomdEFXQ4XDQx1u+Yx0hrVEnFGP1viS5xD5m\noKtaJHbSlGUHfSz8T084WBsz+/b99QgHEtI1pjNti5PYjBgxotUn4XA4OHz4sEICIkSd9fHphMOX\nMgAAd9KLUFpZBzPj9rVONGm7U4n/4HFuObM9PtwNQ16zFkiUy9SIj88n9sS63xtaW45ezkBNrQgT\nBndV+46PLSZ3Ly8vugdEyHOszQzg0cUM97NKIZUCf6fkIyqIvqRJyyprhDh17R9me2yYKyV2DWGo\nz8Pccf7YePAu7qTLOkDG3cxGdZ0QU4d1V+tJhlpM7itXrlRlHIRojD4+trifVQoAuHTnKSIDVbfw\nBNE8JxP/QU2drPNlJ0tDRPamxK5J9HS5+Hi0D348moqrabKe81dS8lFTJ8aHI73A11XPlfpafdkh\nEonw559/YuHChZg+fToyMjLwxx9/4N69e8qMjxC1E+DRMOY9p7AKmfnUEYk0r6yyDmdvNAybfKu/\nC01Qo4F4XB18MMILA/0bhn0nPSrEmv3JqKlTz0VnWpXcS0pK8M477+CLL75ASkoKLl26hKqqKpw5\ncwYTJkxAcnLyawdSVFSE0NBQPH78GJmZmZgwYQImTpyIxYsXQyKRvPb5CVEUAz0e+jSa8OLSbepY\nR5p37EomBELZ91cXa2P08rBiOSLyqnR0OIiO9MCwYEdm3/2sUnzzyy1UVAtYjKx5rUruK1asQGVl\nJU6fPo0DBw4wvQW///57+Pr6YvXq1a8VhFAoxKJFi6Cvr8+8XkxMDPbu3QupVIq4uLjXOj8hihbR\nqGn179Q8CEV0AUrkFZfX4nxSDrP99gAXte+ERV6Mw+FgzEBXjB3YsAR6Rl4FVv58E8XltSxG1lSr\nkvu5c+cQExMDOzs7uXuLfD4f77333msv97pq1SqMHz8e1tayGcBSUlIQGBgIABgwYAAuX778Wucn\nRNF8XDvC8t+JLqpqRbj9mKZgJvIOX8qASCyrCLl2NoWfqyXLERFFGRrsiMlRHsxqkU+LqrFiz03k\nl1S/8DhVatV67mKxGHp6zQ/3EYlErzXu78CBA7CwsED//v3xww8/AACkUilzEWFkZISKipff0zQ3\nNwSPp54dG1StpUkNiGINCnTEvrOyFRGvPyhEVD/XlxxBXoUmfp5zCytx8U7D6oFTR3jD2tqUxYhe\nThPLmU1jBneDjZUJVu+9AZFYiqLyWqzaewtLPwiBc+cOLR6nqnJuVXIPDg7Ghg0bEBAQAGNj2aB+\nDocDoVCIXbt2oXfv3q8cwB9//AEOh4MrV64gLS0N8+fPR3Fxw2T9VVVVMDV9+T9FiRpdMbGJZppS\nDSsrE/i7WGDfv9vXUvPxKKMIHYz4LzyOtI2mfp53HEmBRCKr9HRzMENnc321fh+aWs5s62Znio9H\n+2LDgTsQiCQorajDgtiLiBnrBzf7pgle7WaoW7BgAfLz8zF48GDMnDkTHA4H69atw7Bhw3Dv3j3M\nmzfvlQP7+eefsWfPHuzevRvdu3fHqlWrMGDAACQmJgIAEhISEBAQ8MrnJ0RZbCwMmX9giVSKxBTq\nWEeAnIJK/J3SsD77qAHUoqPNfFwsMXecPwz0ZHXl6joRvt13C3fTi15ypHK1Krk7ODjg8OHDGDdu\nHMrKyuDg4IDCwkKEhYXh0KFDcHVV7Id3/vz5WL9+PcaNGwehUIjIyEiFnp8QRenbaDraSzQdLQFw\n6MIT1N+o9HW1bLYGR7SLexczzJ/YAyaGugAAgVCCdb/fZnVFuTYtHNOSkpISmJubKyKeV0ZNSjLU\nvKYa9eVcXSvCp7EXmd7yS6b2hoMN3btUFE37PGfklWPpjuvM9uIpveFoq/6fB00rZ3WVV1yN7369\nhaLyOgAAhwNMjuqGAX6y8fFq0ywvEAiQkJCAhIQE1NTUNHlcJBJh27ZtVLMm7ZahPg893RvGLl+6\nQ7X39uxgwhPm9wAPK41I7ERxbC0MsXBSL9haGAIApFJgx4l7OJn4z0uOVLwWk3t6ejqioqIwY8YM\nzJgxA2+88QayshpmWjp//jyGDx+Or7/+GiYm9AEm7Vfjdd7/Ts2DSExj3tujh9mlzPzjHAAj+7uw\nGxBhhYWpPhZM6gnHRi14+889wh/xj1W6olyLyf3bb79FVVUVli5diu+++w5cLhcrV66EUCjEggUL\nMHPmTBQXF+Ozzz7DiRMnVBYwIerG09EC5iayoaIV1ULmC560H1KpFAfi05ntYC9b2HU0YjEiwiZT\nQz7mTegB9y5mzL5jVzKx+cBtSFSU4FscCnfr1i18/PHHGDt2LADA0tISM2bMwPz583HixAmMGTMG\nc+fOZf1eOyFs09HhIMTLFsf/zgQga5rv0ZWmGW1PUjNLmMWEuDocjOznxG5AhHWG+jzMfccPGw/d\nxe3Hsgv+45czYKrPU8mqgC3W3MvLy9GtWzdm28fHB7W1tbh8+TK2b9+OZcuWUWIn5F+Nm+aTHxWq\n5VzTRDmer7X38+0Ea3NDFiMi6oKvy8XsUT4I9rRh9mXmV6rktVusuYvFYvD5DRNy1M9Qt2DBAgQH\nBys/MkI0SCdLI7h0NkV6bjnEEikSU/MxKKAL22ERFUh6VIgnT8sByFYPG9HHid2AiFrhcXUwfYQn\nXDqb4llZHSJ6dn75QQrQ5pXmu3btqow4CNF4fRuvFEdj3tsFiVQq10M+rIcdLEz1WYyIqCMdDgeD\nArpgzvgesFFRq06bkzuHVjUipFmB3a3B48r+pTLzKpBdoJrmN8Ke6/eeMX9nvq4OhoU4vuQIQlTj\nhXPLr1q1qskwt+XLlzPzy9fjcDjYtGmT4qMjRIMY6euiR9eOuPbvrFSX7+ThnXA3lqMiyiKWSHDw\nQkOtfXBAF1pbgKiNFmvuvXv3ho6ODqqqqpif3r17g8PhyO2rqqpCZSXVUAgB5DvWXU7Jg1hCY961\n1ZW7+cgvli1YZaDHQ1SQ8ntAE9JaLdbcd+/erco4CNEKXs4W6GDER1mVAOVVAqQ8KYava0e2wyIK\nJhJLcPhSQ609MrALjPR1WYyIEHltvudOCGkZV0cHIV4NtfeLNB2tVkpIzkVhWS0AwNhAF4NpZARR\nM5TcCVGwPo2a5pMeFqCyRshiNETR6oRiHLmcwWwPC3ZklvskRF1QcidEweytjOH074IhIrEU19Ly\nX3IE0STnbuagrFI2SVEHYz7Ce9qxHBEhTVFyJ0QJGo95p6Z57VFTJ2KmGQaAEX2cwNflshgRIc2j\n5E6IEgR52oCrI5sT4snTcuQWVrEcEVGEM9ezmNsslqb6zDrdhKgbSu6EKIGxgS783Rp6yV+6+5TF\naIgiVNYIcepqw7rcb/ZzYiYtIkTd0CeTECVp3DR/5W4eJBLVreVMFO/U1X9QUycGANhaGKKPt+1L\njiCEPZTcCVESbxcLmBjKxj6XVgqQmlHMckTkVZVVCXDmehaz/VZ/Z3B16OuTqC/6dBKiJDyu/Jh3\nWkxGcx27kgGBUDbboL2VMQK6WbMbECEvQcmdECVq3HR780EBqmtFLEZDXkVxeS3O38phtt8e4Awd\nWkCLqDlK7oQokYONCRysZQstCUUSXLtHY941zZHLGRCJZf0lnDuZynWUJERdUXInRMn6NF7nnca8\na5RnJdW4eLthpMOoAS607DXRCJTcCVGy4EZj3h/llCHv35XEiPr782IGxP+OcvDoYgZPJ3OWIyKk\ndSi5E6JkpkZ8+LhYMtsnGs1wRtRXTmEV/k5paGl5m2rtRINQcidEBQYF2DO/X7zzFNnPKlmMhrTG\noQvpqJ+ZwNvFAu5dzFiNh5C2oOROiAp4OlnA28UCACCVAvvPP2I5IvIimXkVuHG/gNkeNcCFxWgI\naTtK7oSoyDthbqhv1b2bXoyUJzSpjbo6eCGd+b2XuxWcbE1ZjIaQtqPkToiK2FsZo1+jnvP7/npE\nU9KqoUfZZbj9uAgAwIFsNjpCNA0ld0JU6K3+LuDryv7tsgsqcZlmrVMrlTVCbD+RxmwHednAzsqY\nxYgIeTWU3AlRIXMTPUQFOjDbBy+ko04oZjEiUk8okiD2wB08LZINVeRxdTCyH9XaiWai5E6IikUF\nOaCDER8AUFJRh9PXsl5yBFE2iVSKn46l4kFWKbNv+hvdYWNuyGJUhLw6HtsBCIVCfPHFF8jJyYFA\nIMDMmTPh5uaGBQsWgMPhoGvXrli8eDF0aAUmoiX0+Ty81d8ZO0/eBwAc/zsTA/w6MwmfqN4f8Y9x\nNe0Zsz02zBWB3W1YjIiQ18N6xjx8+DDMzMywd+9e/Pjjj1i2bBlWrFiBmJgY7N27F1KpFHFxcWyH\nSYhC9fPtBLuORgCAOoEYhy8+YTmi9uvczWyc+PsfZjusp53crRNCNBHryT0qKgpz5swBAEilUnC5\nXKSkpCAwMBAAMGDAAFy+fJnNEAlROK6ODsaGuTLb8Um5yC2sYjGi9inpUSH2nHnAbPu7dcTEQV1p\nJjqi8VhP7kZGRjA2NkZlZSU++eQTxMTEQCqVMv9cRkZGqKioYDlKQhTPx8US3R1lc5VLpFL8fv4x\nyxG1L0+elmPzn3ch/Xc0opOtCWa86QUu3QIkWoD1e+4A8PTpU3z00UeYOHEiRowYgW+++YZ5rKqq\nCqamL59AwtzcEDweV5lhagwrKxO2Q2gXFFHOM0b54tO18ZBKZbXIvLI6+NCSonKU8XnOL67G+gN3\nIBBKAADWFoZY+mEfmJvoK/y1NAV9b6iGqsqZ9eReWFiI9957D4sWLUJISAgAwNPTE4mJiQgKCkJC\nQgKCg4Nfep6SElppC5B9cAoKqKVD2RRVzqZ6XIR42TLj3bccvI0vJwdAh5qFASjn81xVK8Ty3TdQ\nWlEHADDS52HOaB+IaoUoqBUq9LU0BX1vqIYyyrmliwXW2582b96M8vJybNy4EdHR0YiOjkZMTAzW\nr1+PcePGQSgUIjIyku0wCVGaUQNcoMuT/Stm5lXgamo+yxFpL6FIgvV/NB7LzsHHo33RydKI5cgI\nUSyOVCrVivkv6apThq7AVUPR5fxH/GMcuyJbCtbSVA/LPwiGLt1mUmg5S6RS/HA4RW7I24w3vRDk\nSUPe6HtDNdpVzZ0QAgwLdoSJoS4AoKi8DmevZ7MckfY5EJ8uP5Z9oCsldqK1KLkTogYM9HhyU50e\nvZKJimoBixFpl3O3cnD870xmO6yHHaKCaCw70V6U3AlREwP8OsPGQjbdaU2dCEcuZbAbkJZIelSI\nPafvM9t+rpaYOJjGshPtRsmdEDXB4+rgnYENE9ucu5WD/GIaBfI6MvLkx7I72prgw5HeNJadaD36\nhBOiRvy7doS7fQcAgFgixe/xNLHNqyosrcG6324zY9k7dtBHzBhf6PGpoyLRfpTcCVEjHA4H74R3\nZbZv3C/Aw+zSFxxBmlNVK8Sa35JRViXrt2Cox0PMWD90MNZjOTJCVIOSOyFqxqWzqVwv7v1/PYKW\njFhVCaFIgtgmY9l90LkjjWUn7Qcld0LU0OgBLuBxZR2+HueW4/r9ApYj0gwSqRTbjqfhfqN12d8b\n3h0eDuYsRkWI6lFyJ0QNdTQzwKBeXZjt388/glAkYTEizXAwIR2JjWb4GzPQFcGetixGRAg7KLkT\noqaG93GEkb5s+YeC0lqcu5XDckTq7XxSDjPLHwAM7GGHoTSWnbRTlNwJUVNG+roY0bdhYpsjl56g\nqp0ubPIytx8XYs+phnXZfV0t8R8ay07aMUruhKix8J52sDYzAABU1Ypw9HIGuwGpocy8Cmw6lALJ\nv50OZWPZaV120r7Rp58QNcbj6mB0o4lt4m5ko6C0hsWI1EthWQ3W/paMOqEYAGBpKhvLrs9nfTVr\nQlhFyZ0QNRfgYQXXzqYAAJFYij9oYhuIxBKcv5WD5btvyI9lf4fGshMCUHInRO1xOByMazSxzdW0\nZ0jPLWcxIvaIJRJcuvMUX/zwN3aduo/SSllirx/Lbkdj2QkBQMmdEI3gZt8BvTysmO39fz1sVxPb\nSKRSXE3Lx5c/XsVPx9JQWFbLPGZqxMest3xoLDshjdCNKUI0xJiBrkh6WAixRIoH2WW49bAQPd2t\nXn6gBpNKpbj1oAAHL6Qju6BK7jFjA10MDXZAeE976OnSfPGENEbJnRANYWNuiLCedjh7PRsA8Nv5\nx/B1tQSPq30NcFKpFClPinH455t4lCU/t76BHheRgQ4YHNAFBnr0FUZIc+g/gxAN8mZfZ1y6k4ea\nOhHyi6sRn5SLiF72bIelUPf/KcGBhHQ8zC6T26+ny8WgAHtEBjrA2ECXpegI0QyU3AnRIMYGunij\njyN+OyfrMf/nxScI8bKFob7m/ys/zinDwQvpSM0okdvP4+ogvKcdhgU7wtSIz1J0hGgWzf9GIKSd\nGdTLHn/dyEFReS0qa4Q4kZiJ0aGuLz+wEbFEglqBGDV1ItTWiVEjEKGmToxagQg1dSLUCcQw3nh6\nBwAAE/9JREFUNeajk4URbCwMlDpu/J/8ChxMSEfy4yK5/VwdDiKDHRHRww7mJjS8jZC2oOROiIbR\n5XExOtQFPxxJBQCcvpYFa3MDiMRS1NaJGhJ1nQg1/ybwmn9/r39cIGzbIjTmJnqwtTBEJ0tD2FoY\nwtbSEJ0sjGBuqgedV5ziNbewCocuPsH1e8/k9nM4QF/vTnizrxO6d7VGQUHFK52fkPaMkjshGijQ\n0wanr2UhI68CQpEE24/fU+rrlVTUoaSiDmmZ8k3mfJ4Ok+wbJ/0X1faflVTjz4sZ+Ds1D41H83Eg\ne18j+znD1sJQie+GEO1HyZ0QDaTD4WBcuBtW7b31SsdzAOjrcaHP58FQjwd9PS4M+Dzo6/FgwOeC\nz+OiuKIWT4uqUVBaA7Gk+TH1ApEE/zyrxD/PKps89nxt39rcADcfFOLi7afMPPD1erpb4a1+zrC3\nNn6l90MIkUfJnRAN5eFgjqnDuuHWg0LwdXWgz+fB4LkkbaDHg0Gj5G2gx4M+nws9PrfVzekisQSF\nZbV4WlSFvOJqPC2qRl5xNfKKqlFZ0/IqdS3V9hvzcbHE2wOc4WRr2ub3TwhpGSV3QjRYf9/O6O/b\nWamvweP+2/TeTFN5ZY0QeUXVTOKvT/4vqu0DQDcHM7w9wAVd7c2UGToh7RYld0LIKzM20IWbfQe4\n2XeQ2/98bT/v39q+sYEuBvWyR3cnC5YiJqR9oOROCFG4F9X2CSHKp33zVhJCCCHtHCV3QgghRMtQ\ncieEEEK0DCV3QgghRMtQcieEEEK0jNr2lpdIJFiyZAnu378PPp+Pr776Co6OjmyHRQghhKg9ta25\nnz17FgKBAPv27cP//d//YeXKlWyHRAghhGgEtU3uN27cQP/+/QEA/v7+uHv3LssREUIIIZpBbZvl\nKysrYWzcsIgEl8uFSCQCj9d8yObmhuDxuKoKT61ZWZmwHUK7QOWsGlTOqkHlrBqqKme1Te7Gxsao\nqqpitiUSSYuJHQBKSqpVEZbas7IyofWvVYDKWTWonFWDylk1lFHOLV0sqG2zfM+ePZGQkAAASEpK\ngru7O8sREUIIIZqBI5VKW166iUX1veUfPHgAqVSK5cuXw9XVle2wCCGEELWntsmdEEIIIa9GbZvl\nCSGEEPJqKLkTQgghWoaSOyGEEKJlKLkTQgghWoaSOyGEEKJlKLkTQgghWoaSOyGEEKJl1Hb6WaJY\njx49wvr162FmZoaQkBBERUWxHZJWun79Og4fPgyxWIzHjx/j119/ZTskrZWYmIh169bBzc0Nw4cP\nR1BQENshaaXHjx9j586dKC0tRXBwMCZOnMh2SFopKysLmzZtQmVlJb7//vvXPh/V3DXAwoULERIS\ngjfeeENuf0JCAiIjIzF48GD88MMPLzxHQkICoqOj8d///heHDh1SZrgaSxHlHBAQgKVLlyIsLAxv\nvfWWMsPVaIooaw6HA0NDQwgEAtja2iozXI2liHJ2dXXF0qVLsXbtWty8eVOZ4WosRZRzly5dsHz5\ncoXFRDV3DTBq1ChMmjQJ8+fPZ/aJxWIsXboU27dvh42NDcaMGYPw8HCIxWKsXr1a7vjly5dj5MiR\niI2NRVxcHEpLS1X9FjSCIsrZ0tISAHDkyBH873//U2n8mkQRZR0QEIDAwEAUFhZixYoV+O6771T9\nNtSeoj7TcXFx+OWXXzBy5EhVvwWNoMjvDkWh5K4BevfujezsbLl9t2/fhqOjI7p06QIAGD58OOLi\n4jBjxgxs2bKl2fMsXrwYYrEYs2fPVnrMmkhR5ZybmwsTExO5JYuJPEWVNQCYmppCKBQqNV5Npahy\njoiIQEREBD744AOMGDFC6XFrGkV+nhWFkruGys/Pl2uKtLGxwe3bt1t8fnZ2NrZs2YLq6mpMmzZN\nFSFqhbaWMwD8/vvvGDVqlLJD0zptLevTp0/j4sWLKC8vx3/+8x9VhKgV2lrOiYmJOHPmDAQCAUJD\nQ1URolZoazmXlJRgzZo1SE1NxZYtWzBjxozXen1K7u2Evb09li1bxnYY7cInn3zCdgjtwpAhQzBk\nyBC2w9B6QUFB1FlRBczNzbF06VKFnY861GkoGxsb5OXlMdv5+fmwsbFhMSLtROWsOlTWqkHlrBps\nlzMldw3l4+ODjIwMZGVlQSAQ4NixYwgPD2c7LK1D5aw6VNaqQeWsGmyXM63nrgHmzp2Lq1evoqSk\nBJaWlvj4448xduxYxMfHY/ny5RCLxRg9ejRmzpzJdqgajcpZdaisVYPKWTXUsZwpuRNCCCFahprl\nCSGEEC1DyZ0QQgjRMpTcCSGEEC1DyZ0QQgjRMpTcCSGEEC1DyZ0QBaBBJ4qhyHKkvwlpzyi5E60W\nHR0NDw8PuR8/Pz+8+eab2LNnj0Je4+zZs1i8eHGbjlmwYEGT5SHbu9jYWOzdu/e1zyMQCPDVV18h\nLi6O2RceHq7QqT1f5pNPPsGBAwcAyP7WHh4eL1xvICIiAh4eHjh58iQA4Ny5c5g8ebJKYiXaieaW\nJ1qvZ8+ecksxVldX48CBA8xc+5MmTXqt8+/cuROGhoZtOmbWrFmorq5+rdfVNuvXr8fnn3/+2ud5\n9uwZdu/ejYCAAGZfbGwsTE1NX/vcrXH69GlkZGTgrbfeYvZxOBykpKQgJycHdnZ2cs+/e/dukxXF\nwsLCsG3bNuzfvx/vvPOOSuIm2oVq7kTrmZqawt/fn/np06cPvv76azg7Oyus9t5WDg4O6NatGyuv\n3R55enrC3t5e6a8jkUjw7bffYvr06dDRafh6dXJygpmZGc6cOdPkmJMnT8LDw6PJ/unTp2PdunUQ\nCARKjZloJ0rupF3S0dFBt27dkJubC0C2rKWHhwd+/fVX9O3bF0FBQcjKyoJUKsX+/fsxYsQI+Pr6\nYsiQIdixYwdznujoaFy9ehXnz5+Hh4cHUwPLzMzErFmz0KNHDwQEBGDevHkoLi5mjmvcLJ+dnQ0P\nDw/89ddfmDZtGvz8/NC/f39s2rTppe/j9OnTGDVqFPz8/BAeHo7NmzfL3Ws+c+YMRo8eDX9/f4SG\nhmLt2rUQiUTM4+Hh4di6dSsWL16MwMBAppWjsrKSeY5YLMbmzZsxaNAg+Pn5YeTIkTh79qxcHLt2\n7cKQIUPg7e2N4cOH4/jx48xjrXl/9cnt66+/Zubfjo6Oxpdffolp06bB19eXaWm5ffs23n//fQQE\nBMDb2xuRkZH49ddfmdeKiIgAAMyZMwfR0dHM+2zcLJ+dnY05c+YgJCQEPXr0wMyZM5GRkcE8vn79\neowaNQpHjx5FZGQkfHx8MHr0aNy8efOFf4+4uDjk5+czMdTj8XiIiIjAqVOnmhxz8uRJDB06tMn+\nvn37QiQS4dChQy98TUKaQ8mdtFuZmZlNanNbt27FsmXLsHDhQnTp0gWrV6/GkiVLEB4ejo0bNyIq\nKgqrVq3CmjVrAACLFy+Gp6cnevbsiX379sHa2hqFhYWYOHEicnNz8fXXX+O///0vkpKSMG3atBfW\nwhYuXAg/Pz9s3rwZYWFhWLt2LeLj41t8/qlTp/Dxxx/Dw8MDsbGxePfddxEbG4utW7cCAPbt24fZ\ns2fD19cXsbGxmDRpErZt24YFCxbInWfLli0oLy/H6tWrERMTg2PHjskl3hUrViA2NhajRo3C5s2b\n4efnh08++QTXr18HIGvyXrVqFYYNG4bNmzejT58+mDt3Lk6cONHq97dv3z4AsoQeGxvLHHPgwAE4\nOztj48aNGDlyJHJzc/Huu+/C0NAQ69atw4YNG+Ds7IzFixfj/v37sLa2Zo6fO3dus30h8vLyMHbs\nWGRmZmLJkiVYsWIFsrOzMXHiROTn5zPPy8jIwPfff4/Zs2dj/fr1qKurw5w5c+Qujp539OhR9OnT\nB0ZGRk0ei4yMRFJSEgoKCph9KSkpyM/PR1hYWJPn83g8hIeH49ixYy2+HiEtoXvuROtJpVLmC1kq\nlaKgoAC//PILUlNTsXDhQrnnRkdHMzXHkpISbN++HdOmTcOnn34KAOjXrx+kUil++uknTJ48GW5u\nbjA2NoahoSH8/f0ByO7B19XVYdu2bbCwsAAA+Pr6IjIyEsePH5e7F9vY0KFDmbXgg4KCcOrUKSQk\nJCA0NLTZ52/atAnBwcFYsWIFAKB///4oLCzEzZs3IRaLsXbtWgwfPpxJcP369YOJiQkWL16M6dOn\nM7cFbG1tsXr1anA4HPTr1w9Xr15FQkIC5s2bh9LSUuzduxcfffQRZs2aBQAICQnBkydPcP36dbi7\nu+OHH37A9OnTERMTw7xOVVUVvvvuO7ka6YveX33ZderUCZ6enswxRkZG+OKLL5gm7vj4ePj7++Pb\nb7+Frq4uAMDf3x+BgYG4du0aPDw80L17dwCAo6Mj3NzcmpTbjh07UFtbK/f3CQwMxKBBg7B9+3bm\n4qeqqgo7duyAr68vAFkLxqxZs3Dv3j14e3s3+zdJTExssQ9HSEgIjIyMcPbsWUyYMAGArNber18/\nGBsbN3uMp6cnjh49CoFAAD6f3+xzCGkO1dyJ1ouPj4eXlxe8vLzg7e2NsLAw7Nq1C1OmTGnyRezs\n7Mz8npycDKFQiKioKLnnDB8+HEKhEMnJyc2+XmJiIvz9/WFqagqRSASRSIROnTrB1dUVV65caTHO\n+gQHyG4bWFtbt9jprra2FmlpaU1qfJ999hk2b96M9PR0FBcXNxs7AKbWDciWpuRwOMy2ra0t87rJ\nyckQi8VNlqrcvXs3PvzwQyQlJaGurg4DBw5k3qtIJMKAAQOQlZWFrKysV3p/9RwcHOTuXYeGhmLH\njh2QSCS4d+8eTp48iS1btgBAq+9NX7t2DUFBQUxiBwALCwuEhITg6tWrzD4ejyeXxG1tbQEANTU1\nzZ63uroaJSUlzPOex+fzERYWhtOnTzP7Tp061eRv1Fjnzp0hEAhQWFjYqvdGSD2quROt16tXL6aG\nzuFwYGhoiC5dujA1v8Yaf+GXlZUBADp27Cj3HEtLSwCQuy/dWGlpKZKTk+Hl5dXkMSsrqxbj1NfX\nl9vW0dFpcax2fWz1sbT2cRMTE/D5fLnYDQwM5J7D4XCY160/T+Nyaay0tBQAMH78+GYfLygogLW1\nNYC2vb96z8cvFouxcuVK7Nu3D0KhEA4ODkyv+NaOay8vL2dq98+/1qNHj5htPp8vd2FR/7tEImn2\nvBUVFQCalmdjkZGRmDNnDsrKypCbm4unT58iIiKCKcfn1Z+r/tyEtBYld6L1TExM4OPj0+bjzMzM\nAACFhYWwsbFh9tfXouoff56xsTEGDBjANEE31ty92FdRf57GnfQA2f3kzMxMJhkXFRXJPV5eXg6B\nQNBi7M8zMTEBILtF0bgM0tLSIJVKmcc3bNgg93g9Z2fnFhPXq9i0aRP279+PVatWITQ0FIaGhqip\nqcHvv//e6nN06NCh2ZpwYWFhq8ulOfXHvigR9+/fH3w+H3/99RcyMjKYJvmWyqj+4up14iLtEzXL\nE9ICHx8f6OrqMhOL1Dt+/Dh4PB5zL7Zx7Q6QtRSkp6fDw8MDPj4+8PHxgbu7O2JjY3Hjxg2FxGZs\nbAx3d3ecP39ebv/u3bvx2WefwcXFBebm5s3GDsjG/reGr68veDwezp07J7d/0aJF+Omnn+Dn5wdd\nXV0UFRUx79XHxwcPHz7Ehg0b2vSeni/H5iQlJcHb2xtDhw5l5ha4cOECgIaaO5fLfeE5evXqhcTE\nRLkLo+LiYly5cqXV5dIcPT09WFhYIC8v74XPCQ0NxdmzZ3HmzJkXNskDQH5+Pvh8fpPWI0Jehmru\nhLTAwsIC0dHR+Omnn8DlctG7d29cu3YNP/30E6ZMmYIOHToAkI2jT0tLQ2JiIvz8/DB16lT8+eef\nmD59Ot59913o6upi27ZtSEpKYjqdKcJHH32EOXPm4Msvv0RUVBQePHiAXbt24fPPPweXy8Xs2bOx\nbNkydOjQAREREbh//z7Wr1+PqKgouLu7t+o1LC0tMX78eGzatIm5B33ixAmkpaVh0aJFTBmtXLkS\nZWVl8PX1xb1797BmzRpERES8sFb6PFNTU9y4cQMBAQHw8/Nr9jk+Pj7YunUr9uz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6ODhgypQpiIqKQnJyMmJiYhAbG4uoqCgEBgZi/fr1WLt2LeLi4rj7ODk5ISUl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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -541,13 +565,290 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": { "collapsed": true, "deletable": true, "editable": true }, + "source": [ + "### Plotting the coefficent of variation as a function of protein AND ligand concentration " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above example looks at how the coefficient of variation varies as a function of protein concentration. However, this is for a pretty low affinity ligand. What happens if we look at a higher affinity ligand? Will our optimum protein concentration decrease?" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The ligand concentrations used in the assay\n", + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "\n", + "# The protein concentrations over which the coefficient of variation will be estimated\n", + "P_totals =10 ** (np.linspace(-10, -1, num=20))\n", + "\n", + "# Number of times the fitting procedure will occur\n", + "nposterior_samples = 50 # The number of parameter draws from the posterior\n", + "nsamples = 50 # The number of repeated fluorescence draws for each posterior sample\n", + "\n", + "#Let's double check our predicted DeltaG gives us the same answer\n", + "DeltaG = -12.88\n", + "\n", + "# Predict the coeffecient of variation, variance and bias for the ligand and protein concentrations \n", + "(CV, Var, Bias2) = predict_assay_error(data, L_total, P_totals, DeltaG, nsamples, nposterior_samples, t_equil=t_equil, inner_filter=True, geometry='top')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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mJtIRq9Jff/0FIyMjGBkZ1bi/hoYGEhMTqy1PS0urloTrQkNDA2VlZcjOzhYp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\nQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.semilogx(P_totals, CV, lw=3) \n", + "plt.axvline(x=P_totals[CV.argmin()], ls = '--', label='%.2E (M)'%P_totals[CV.argmin()])\n", + "plt.title('Estimated coefficient of variation as a \\n function of protein concentration', fontsize=16)\n", + "plt.xlabel('Protein concentration (M)', fontsize=16)\n", + "plt.ylabel('Coefficient of variation (%)', fontsize=16)\n", + "plt.legend(fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pretty close, now let's try multiple Delta G's." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# The ligand concentrations used in the assay\n", + "L_total = 10 ** (np.linspace(-10, -5, num=12))\n", + "\n", + "# The protein concentrations over which the coefficient of variation will be estimated\n", + "P_totals =10 ** (np.linspace(-10, -1, num=40))\n", + "\n", + "# Number of times the fitting procedure will occur\n", + "nposterior_samples = 50 # The number of parameter draws from the posterior\n", + "nsamples = 50 # The number of repeated fluorescence draws for each posterior sample\n", + "\n", + "\n", + "#Let's double check our predicted DeltaG gives us the same answer\n", + "DeltaG_set = [-14.88,-13.88,-12.88,-11.88,-10.88]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib\n", + "colors = matplotlib.cm.ocean(np.linspace(0.1, 0.94, 5))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hansons/anaconda2/lib/python2.7/site-packages/scipy/optimize/optimize.py:964: RuntimeWarning: divide by zero encountered in double_scalars\n", + " rhok = 1.0 / (numpy.dot(yk, sk))\n" + ] + }, + { + "data": { + "image/png": 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jGTbsK43rc+bMxNzcPMf1J0+e4O39HUIIzM3NmTp1JkZGRuzdu5tNm3zR0dGl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\nud+dj3b/j9sZiQD4uNbn8Gs7cbTVWLSvUqGkvos39V286dIIToRc4rv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yUSq4qhWJddag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\nZ2czaNAg7r///vqeUpMkMTGRZcuWkZ+fz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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "CV_dict = {}\n", + "Var_dict = {}\n", + "Bias2_dict = {}\n", + "relative_total_error_dict = {}\n", + "\n", + "for i,DeltaG in enumerate(DeltaG_set):\n", + " (CV, Var, Bias2) = predict_assay_error(data, L_total, P_totals, DeltaG, nsamples, nposterior_samples, t_equil=t_equil, inner_filter=True, geometry='top')\n", + " relative_total_error = np.sqrt(Bias2 + Var)/np.abs(mean_DeltaG)\n", + " CV_dict['%s'%DeltaG] = CV\n", + " Var_dict['%s'%DeltaG] = Var\n", + " Bias2_dict['%s'%DeltaG]= Bias2\n", + " relative_total_error_dict['%s'%DeltaG] = relative_total_error\n", + " plt.semilogx(P_totals, relative_total_error * 100, lw=3, color=colors[i]) \n", + " plt.axvline(x=P_totals[relative_total_error.argmin()], ls = '--', color=colors[i], label='DelG %s:optimum %.2E (M)'%(DeltaG,P_totals[relative_total_error.argmin()]))\n", + "\n", + "plt.title('Estimated total error as a function of protein concentration', fontsize=16)\n", + "plt.xlabel('Protein concentration (M)', fontsize=16)\n", + "plt.ylabel('Relative total error (%)', fontsize=16)\n", + "plt.legend()\n", + "plt.show()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#The coloring here is a little weird, let's plot with manually chosen colors" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Ro0Ypf2hv3rzJn3/+qdOqeLpF0rRpUy5duoSdnR329vbY29tTu3ZtvvzySy5evEiDBg2w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dUOPP98G8b0l3PyUiFrd+dwNLrQcJ4bSToWrM9n0R/5hAZZ0zbYhrbNVDTyVSIrw+HV2wv6tRe5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\nX8aw4dw6CjQFkobdP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2dxmKtarTOJRwapnOPgjkaNa+XuArOLygTWM3rO/3XZ8k7VFlkF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\n5xIcHMzIkSPZvXs3YK/ynjJlCg8++CBz586lc+fOvPLKK6xfv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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting fluorescence for binding energies using the mean assaytools parameters\n", + "plt.semilogx(P_totals, CV_dict['-14.88'], lw=3, color='darkgreen',label='$\\Delta G$ = -14.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, CV_dict['-13.88'], lw=3, color='darkslategrey',label='$\\Delta G$ = -13.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, CV_dict['-12.88'], lw=3, color='navy',label='$\\Delta G$ = -12.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, CV_dict['-11.88'], lw=3, color='royalblue',label='$\\Delta G$ = -11.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, CV_dict['-10.88'], lw=3, color='cornflowerblue',label='$\\Delta G$ = -10.88 ($k_B T$)') \n", + "\n", + "plt.title('Estimated coefficient of variation as a \\n function of protein concentration', fontsize=16)\n", + "plt.xlabel('Protein concentration (M)', fontsize=16)\n", + "plt.ylabel('Coefficient of variation (%)', fontsize=16)\n", + "plt.ylim((-10,140))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Hhxeb9rlz53jnnXe0zy1o7O3k5MS5c+eKdcPrw8nJiYYNG2p/d+jQASMjI86fP6+9VrVr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\nlZKCbHsSxEx1giA8AKy65968eXO+//57unTpYtn3Tw1+7dq1NGvWrGq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HF48etzxOy5fQ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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting fluorescence for binding energies using the mean assaytools parameters \n", + "plt.semilogx(P_totals, relative_total_error_dict['-14.88']* 100, lw=3, color='darkgreen',label='$\\Delta G$ = -14.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, relative_total_error_dict['-13.88']* 100, lw=3, color='darkslategrey',label='$\\Delta G$ = -13.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, relative_total_error_dict['-12.88']* 100, lw=3, color='navy',label='$\\Delta G$ = -12.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, relative_total_error_dict['-11.88']* 100, lw=3, color='royalblue',label='$\\Delta G$ = -11.88 ($k_B T$)') \n", + "plt.semilogx(P_totals, relative_total_error_dict['-10.88']* 100, lw=3, color='cornflowerblue',label='$\\Delta G$ = -10.88 ($k_B T$)') \n", + " \n", + "plt.title('Estimated total error as a function of protein concentration', fontsize=16)\n", + "plt.xlabel('Protein concentration (M)', fontsize=16)\n", + "plt.ylabel('Relative total error (%)', fontsize=16)\n", + "plt.ylim((-10,140))\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#Note if you want to save and load in the dictionaries using numpy do this:\n", + "# np.save('CV_dict.npy', CV_dict)\n", + "# np_CV_dict = np.load('CV_dict.npy')\n", + "# loaded_CV_dictionary = np_CV_dict.item()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'2017-05-15 22:17:35.580512'" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Compare to time at top of the script to see how long this took to run.\n", + "str(datetime.now())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [] } From 12db131f6fd9e0dac3ddeee7b07e7010edac3b2c Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Fri, 2 Jun 2017 16:19:50 -0400 Subject: [PATCH 11/12] To speed-up the run-time of the least-squares fitting of DeltaG, the intial guess starts at the true value. In addition, the gradient tolerance of the BFGS optimizer was also readuced for speed. --- experimental_design/assay_simulator.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index 2bee17d..982911e 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -187,8 +187,9 @@ def sum_of_squares(g): return np.sum((guess - target) ** 2) # The initial guess within about 10% of the "true" value - initial_guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG)) - fit = optimize.minimize(sum_of_squares, initial_guess, method='BFGS') + #initial_guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG)) + initial_guess = self.DeltaG + fit = optimize.minimize(sum_of_squares, initial_guess, method='BFGS', gtol=1E-4) estimates[sample] = fit.x[0] return estimates From 6480347aabb87ea33a163925d7ab6fdaf489298c Mon Sep 17 00:00:00 2001 From: Gregory Ross Date: Fri, 2 Jun 2017 17:12:29 -0400 Subject: [PATCH 12/12] For each estimated vector of Delta Gs, the intensity that each was fitted to is now outputed. Notebook updated accordingly. --- experimental_design/ExperimentalDesign.ipynb | 184 ++++++++++++++----- experimental_design/assay_simulator.py | 17 +- 2 files changed, 148 insertions(+), 53 deletions(-) diff --git a/experimental_design/ExperimentalDesign.ipynb b/experimental_design/ExperimentalDesign.ipynb index 83bbf0e..b834151 100644 --- a/experimental_design/ExperimentalDesign.ipynb +++ b/experimental_design/ExperimentalDesign.ipynb @@ -50,13 +50,15 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { "text/plain": [ - "'2017-05-15 20:37:05.809118'" + "'2017-06-02 17:09:29.177875'" ] }, "execution_count": 2, @@ -79,7 +81,7 @@ }, "outputs": [], "source": [ - "data_file = 'p38-Bosutinib-AB_mcmc-2016-09-20 18:56.pickle'\n", + "data_file = 'p38-Bosutinib Isomer-CD_mcmc-2017-03-24 11:54.pickle'\n", "with open(r'%s'%data_file,'rb') as my_file:\n", " data = cPickle.load(my_file)" ] @@ -108,7 +110,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected free energy = -12.8807898269 (thermal units)\n" + "Expected free energy = -11.358997462 (thermal units)\n" ] } ], @@ -143,9 +145,9 @@ "outputs": [ { "data": { - "image/png": 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MmjWL5s2b4+DgwJQpUzRmE8zMzCQgIIB27drRtGlTZUrg3L755hs6dOiAjY0N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\nQghhwv4fHpRG3Y0GMIIAAAAASUVORK5CYII=\n", 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RiYCvr6/yt56eHh4eHgWG2/LLuzvp1q1byrFy5MiRYo+vN4lMBF5z1atXx8/PDz8/P7Ky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\nYPc1EggIIUQftWvHET77+DAAg4dmc9q0wi6ukegKEggIIUQfVFsdYv1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y8ib3TeUCOO98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B8vUqytq1a2ndujX29va0b99enpcA/mue+fXXX+nXrx9OTk40bdqUpUuXqu3j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\nvOaclj2ij0AZN3HiGKyt6zB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94eyjvzj76C8AqhhWkpsRapvWQlvj+R5hbjYVGGOoQ9AP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\nttdHTo6hke+sZVsErCE7W97H/Pwi830olS60bt2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MQ1xsnY6GVenVqgeOcT9SIhVR4pFA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Z4hKzeJhSvOLYE8HQh0l9PdolhSNLoknMX3IIq6Ud71zeOSFAFVm1JRUVEZH/adbMfTGwbg+tX5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\njBgxgqlTp1JUVBRynA0bNnDzzTeTnZ3N1VdfzcsvvxxyNrt16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Bu7t7ieW24hTtToqPj5fHyvnz58sdX+8SQhF4w6lduzbe3t54e3uTl5fHDz/8wNy5c1mz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stz2d1ygFjaiMLfOGv0qwFaPEb4I2NbwblsBYrDOe5xHv+ohe4OQ99g5bpZOFwze1YdC9XS2fAS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\nHi8OT37mPhiGXlJsMyr2I63pNEbitKoqn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NGzfGxcWFwYMHy+erJKtWraJNmzY4ODjQoUMHeV4C+P/HM3/99ReBgYE4OzvT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RVPZxMpBCQSieQcp1Q2ee5tewYfCbjYsC7AT/Y9DYBH9/DY6i+iKrP7Oc/u+Ihif5891h2b0LzV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\ntWq36+vr4+npSUpKCm5ubly8eBG5XF5jn0VFRfWKS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zVZRVq1bRqlUr7OzsaNeunTwvAfz7eGb37t34+/vj6OhIkyZNWLRokVoezyvf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\nEIS72H8BGEtZXm0GymsAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -280,7 +282,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "## Generating error distributions for fixed assay conditions\n", "For given set of assay paramters, one can estimate the error distribution of the fitted $\\Delta G$s upon may repeats of a fluorescence experiment with the function `generate_deltag_estimates()`. Given fixed parameters, `generate_deltag_estimates()` will draw multiple sets of fluorescence titration data, each with different amounts of random noise added. For each draw, the binding free energy is estimated using least squares regression. " @@ -290,7 +295,9 @@ "cell_type": "code", "execution_count": 8, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -305,12 +312,15 @@ "sim_assay.set_mean_parameters(pymc_data=data, t_equil=t_equil)\n", "\n", "# Generate fitted binding free energies by least-squares fitting\n", - "estimates = sim_assay.generate_deltag_estimates(nsamples=1000)" + "estimates, intensities = sim_assay.generate_deltag_estimates(nsamples=1000)" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "Plotting the estimates spread of the estimates:" ] @@ -319,14 +329,16 @@ "cell_type": "code", "execution_count": 9, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -347,7 +359,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the next cell, I'll generate the estimate distributions for different protein concentrations." + "Plotting each of the intensities corresponding to the above histogram." ] }, { @@ -356,6 +368,46 @@ "metadata": { "collapsed": false }, + "outputs": [ + { + "data": { + "image/png": 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N645tWHdsw9rT6XT4/vtfZGX13Yb3Syz0OjTwww8/YMOGDQCAli1bQqFQwMHB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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(intensities.shape[0]):\n", + " plt.semilogx(L_total,intensities[i,:], color='black', alpha=0.01, lw=1)\n", + "\n", + "plt.title('Simulated fluorescence data for p38-Bosutinib', fontsize=16)\n", + "plt.xlabel('Ligand concetration (M)', fontsize=16)\n", + "plt.ylabel('Fluorescence', fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "In the next cell, I'll generate the estimate distributions for different protein concentrations." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, "outputs": [], "source": [ "#nsamples = 3000\n", @@ -366,28 +418,33 @@ "for i in range(len(protein_concentrations)):\n", " sim_assay = AssaySimulator(pymc_data=data, l_total=L_total, p_total=protein_concentrations[i]* np.ones([12],np.float64), inner_filter=False)\n", " sim_assay.set_mean_parameters(pymc_data=data, t_equil=t_equil)\n", - " estimates[i,:] = sim_assay.generate_deltag_estimates(nsamples)" + " estimates[i,:], intensities = sim_assay.generate_deltag_estimates(nsamples)" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "Here's an example plot of the estimated posterior densities when the assay is performated at different protein concentrations." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { "data": { - "image/png": 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m8jOyfPlycnZ25t2f7OxscnFxoeXLlxORQqGLRCKKi4vj0vzxxx8kEokoPj6e\niIj8/Pxo0aJFXHxpaSktX76ckpKSiNEyYVPujNeGmzdv4u233+YcvQDAwIEDX6nMijV1b29vyGQy\n7s/Hxwc3b97kuVTt2LEj9/+9e/eQkZGBPn368PJ5e3ujsLAQt27d4tI6OTnx6rS0tHypDWVDhw7l\nXfv6+iImJobnWrayjHFxcZBKpRg0aFC1cqRSKeLi4pTWc+XKFTg7O6NVq1Zcu6ysrNC5c2feUkRV\nKvv6FgqFsLCwqLGdJSUlSExMRN++fXnhn376KTZv3ozU1FTk5OQolR0Arl+/zoU5ODjwnonWrVtz\n9cbFxUEul3PT4BXs2bMHU6ZMQWxsLEpLS5Xex4cPH3JLK3VtXwXt27fnucP18fFBeHg4ysvLkZSU\nhJMnT3L+2FVx3wsA165dg4eHB0xMTLgwExMTeHp6cs8zoHDCYm9vz+sXACguLgYAdO/eHREREZgy\nZQoOHDiA3NxcLFy4sMalH0bzh22KY7w25Ofnw9jYmBdmZmb2SmVWuNn09vZWGp+bm8v9X/kFWpEv\nKCgIQUFB1fJlZmZy/1c1+ykUCl/qjLG5uTnv2sTEBFKplKdUKsuYl5cHoHofmZqaAgBvnbkyEokE\ncXFxsLOze6EMlanqD7u2dlbIViGLqvEGBgbQ1NTkyV61fwUCAVdvRTmV+6UyFfexJnvkmZmZsLCw\nAFC39lVQVX65XI4VK1bgwIEDkEqlaN++PbebXdVnIj8/X+npDFNTU563N01NTd7HRMX/FR+AX331\nFSwsLPDrr7/i/PnzEAqF8PHxwbfffltjfzGaN0yhM14bjIyMkJ2dzQtTxe91bRgYGEAgEGD//v1Q\nU1OrFm9sbMzbbFQ5HwAsXrxY6W75du3avZJcyqja1uzsbGhpaUFPT09peiMjIwBAVlYWz7VmVlYW\nL74q+vr68Pb25ty7VqamuupKRTmVN9oBQHp6Oh48eMAplKr3Oz8/H2VlZTXKXpWK+5Sbm8vrg8TE\nRBARFx8WFqbU/WjHjh1f+RmrzKZNmxAREYHvvvsOPj4+0NXVRXFxMX7++WeVyzA0NOTuYWWysrJU\n7hdA8YEya9YszJo1C6mpqTh16hQ2btyI0NDQWv3BM5ovbMqd8drg4eGB8+fP83Y5R0VFvVKZbm5u\nICIUFBTAwcGB+7t8+TLCw8Ohrq78m7ZTp04wMjLC06dPefkkEglCQ0NrHP0qo/IoqjbOnz/Puz57\n9izc3d0qNip+AAAgAElEQVR5082VcXBwgIaGBk6ePMkLP378ONTV1bkPkar1u7m5ITU1FWKxmGuX\nSCTChg0b6s0Qj76+PkQiESIjI3nhe/bswaeffopOnTrB2NhYqewA4OrqqlI9jo6OUFdXr9Z3ixcv\nxvbt2+Hk5AQNDQ1kZ2fz7mNycjLCwsLq1CZV7mNsbCzs7e0xePBg7ux/dHQ0gOcjdGUflpVxc3PD\nlStXeB9DOTk5uHz5ssr9IpfL8c4773AnHjp16oSpU6fC2dkZT548UakMRvODjdAZrw1TpkzB6NGj\nMX36dHzwwQe4c+cO9u3b90pl2tjYwM/PD/Pnz8eMGTPQuXNnXL16FZs2bcInn3xS40taXV0dM2fO\nxIoVKwAAnp6eSEtLw+rVq2FtbV2nEXqrVq2QkJCAq1evokePHjUq6IMHD8LExAQuLi745ZdfcOfO\nHezdu7fGck1MTBAQEIDt27dDTU0NPXr0wLVr17B9+3ZMmDABhoaGXP2JiYm4cuUKnJyc8NFHH+HX\nX3/FJ598gnHjxkFDQwM7duxAbGws5syZo3K7XsT06dMxe/ZsLFq0CIMGDcLdu3exe/dufPbZZ1BT\nU8OMGTMQHBwMQ0ND9OvXD3fu3MH69esxaNAgiEQileowNTXFmDFjsGnTJm5N+cSJE0hMTMTixYu5\nPlqxYgXy8vLg6OiIpKQkrFmzBv369YO+vr7KI/RWrVrhxo0b6N69e7V9ExU4ODhg69at2Lt3L0Qi\nEeLj4xEWFgaBQICSkhIAz2cVLl26BGtra3Tr1o1XxoQJE3DkyBF8/PHHmDp1KgDFyF9TUxPjx49X\nSVY1NTU4OjoiLCwMWlpa6NSpE+Li4nDjxg02Om/BMIXOeG3o2rUrduzYgZUrV2LmzJno2LEjFi9e\njPnz579SuSEhIQgNDcWWLVuQnZ2Ntm3bIigoCBMnTqw139ixY6GtrY3w8HDs2LEDRkZGGDRoEObO\nnVujUlZGYGAgvv76a0yaNAmnTp3iNi9VZc6cOThz5gy2bdsGkUiEbdu2wcXFpday58+fD2NjYxw4\ncADbtm1D27ZtsWDBAowbN45LM2HCBMydOxeffPIJdu3aBVdXV/z4449YtWoV5s+fD4FAADs7O+zc\nubNeLesNGjQIa9euxcaNG3HkyBG0adMGCxYswNixYwE8798dO3bg4MGDsLCwwEcffYRp06bVqZ4v\nvvgCxsbG2LdvH3Jzc9G1a1ds3boVDg4OXB+ZmJggIiIC69atg4WFBcaPH48ZM2bUqZ4ZM2Zg7dq1\nuH79Oi5duqQ0zeTJk5GZmYkNGzagtLQU1tbWWLx4MY4ePYqYmBgAitmLSZMmYe/evYiJicHRo0d5\nZVhZWWHfvn1YtWoVFi5cCDU1NXh4eGDNmjU1PjvK+Oqrr6Crq4vNmzdzz/2CBQvw3nvv1andjOYD\nc5/KYDQxFcZGQkNDq+36ZjAYDFVha+gMBoPBYLQAmEJnMBgMBqMFwKbcGQwGg8FoAbAROoPBYDAY\nLQCm0BkMBoPBaAE062NrmZnPmloEHsbGusjNrbsN7zcR1leqwfpJdVhfqQ7rK9V4XfvJ3NxAaTgb\nodcj6uq1W4BiPIf1lWqwflId1leqw/pKNZpbPzGFzmAwGAxGC4ApdAaDwWAwWgBMoTMYDAaD0QJg\nCp3BYDAYjBYAU+gMBoPBYLQAmEJnMBgMBqMFwBQ6g8FgMBgtAKbQGQwGg8FoATCFzmAwGAxGC6DR\nFXpcXBwCAgKqhZ87dw6jR4/Gf/7zH0RERDS2WAwGg8FgNGsa1Zb71q1b8dtvv0FHR4cXLpVKsXz5\ncvz888/Q0dHBf//7X/j6+sLMzKwxxWMwGPVIORHikrMgKSyDp50ltDWbtesIBuO1p1FH6O3bt8f6\n9eurhf/zzz9o3749DA0NoampCTc3N1y7dq0xRWMwGPXIg/RnWL73BtYfjseeU3ew/ffEphaJwWjx\nNOons5+fH9LS0qqFFxQUwMDgufcYPT09FBQUvLA8Y2Pd1854fk1ecBjVYX2lGs2hn/4cMRoAUCLU\nwAUTF8Qad0M5KeJ0tdXx0XDbRmlHc+ir1wXWV6rRnPrptZgD09fXR2FhIXddWFjIU/A18bq5tTM3\nN3jtXLq+rrC+Uo3m0k8EIN6gMyJNXVGkrqMI+B8eNpb44/4ZXLp0FVZ6luhp6Qn3Ng4QCAT1KkNz\n6avXgZbWV3K5HFu3bsKJE0dRVFQEDw9PzJu3ACYmpkrT37uXioCA96uFh4Vtg5OTM3dd1356991h\nSE9/gqCghRg58t1q8UFBs3DlyiUsWrQUfn5DVC63KjV9ZLwWCr1z58548OABJBIJdHV1cf36dUyc\nOLGpxWIwGCpyzNILCQadeGF21sb4YIAIVqZ62HzrMp5JC/BMUoC7kn/w542hmD7IC1qar9cMG6N5\nsmPHFpw4cQxffbUErVoZYfXqFfjyy8+wadN2pelTU1NgZGSEXbv288INDY1eWRZ1dXVERp6tptDz\n8/Nw82bDLiU36bG1o0eP4sCBA9DQ0MDChQsxceJEjBkzBqNHj4alpWVTisZgMOqAzbN73P8G0kJM\n87fHvP84w8pUDwDwpCCdlz7x6b/4vz03kCEpblQ5GS0PqVSKgwf3IzBwOnr06AmxuBuWLPkW8fFx\niI+PU5onNfUfWFt3gqmpGe9PXb3mMa5EIoGXV3dcu3aFF75u3WpMmjSeu3Zzc0ds7E1IJBJeuqio\n87C1tX+Flr6YRh+ht2vXjjuWNmzYMC7c19cXvr6+jS0Og8GoI0SES7fT0aWdISyNdQEAXYoeQVzw\nAMbSfPTKiYd9t+e/7VJ5GbJKcnhlCHQKkJZWgODwa5gywh52HU0atQ2MlkNy8h0UFRXCxcWNC7Oy\nagMrqzaIi4uBg4NTtTypqf+gQwfrOtWTknIXANCli6hKeDK6dOnKXTs4OCI1NQUXLpzH8OEjufBz\n587A13cA4uJi6lRvXWCGZRgMhso8zCjAin03sf33RPx4JhlEzxfL/dOj0Cc7Bpok4+VJL3xarRw1\nXcWm18ISGb6PiMXJK//yymIwVCUzMwMAYG5uwQs3MzNDRkb1Zw8A7t37B+np6Zg8eQKGD/fD7NnT\n8Pfft2utJyXlLkxNzWBsbFwlPBmdO3fhhfn4+CIy8hx3LZFIEBcXg759+6ncrpfhtVhDZzAYrzdF\nJTL8cjEV5248Qvn/FG98ajbiUrLh3FVhL6KmLW6PlSh0Y3MpSh5rQlJQBiIg4nwKHjx9hgmDu0FL\ng62rNzW/RKfitz/v1xhvqK+JNTO86j398N7W8H+7U7Xw2igpKYFQKKw2Xa6hoYmysrJq6UtLS/D4\n8SMYGRlj+vTZ0NDQwKFDEZgxIxA7duyFtXVHpfUkJ9+tNjrPyHiK/Pw8dO7clRfet29/zJ49Bfn5\n+WjVqhUiI8/CwcGpxk169QVT6AwGo0aICH8lPMWB8ynIL3z+clQTCjCgx1sQt3/xJqKq6+cAkC/N\nw9cBTtj6212kPMoDADzKLODtjmcwVEFLSwvl5eWQyWQ8pS6VlkFbW0dJem2cOHEOGhqa0NTUBAB0\n62aLO3eScOTIQcyd+5nSelJSktGzZ69qYQCqKXRHRycYGRnj4sUoDBkyDOfP/wFf3wGv1E5VYFPu\nDAZDKaVlcnz3Ywy2Hvubp8y7tTfCNx+74/2+XaCj9eIxwePC6gqdQCgW5uGzD1zQx6Ut9LTVMWO0\nI9v1zqgzFhaKDdTZ2Vm88KysLJibmyvNo6enzylzABAKhejYsVONU/RSqRQPHtxDp06deeHx8XEw\nN7dAq1ateOECgQB9+vgiMvIscnNzER8fBx+fht8jxkboDAZDKVqaatCtpLCN9DUxpl9X9OhmUacz\n5IOs+8HWVIwnBel48CwNjwqeAADSCzPQ3qAdxvmJMayXNYwNtLg8aRkFSHyQi/7d29X7eXXGi/F/\nu1Odpr4bOn1tdOkigq6uHmJjb3Jnu588eYwnTx7Dycm1WvqkpETMmjUF69ZtRrduNgAU59iTk+/W\nuMZ9/34qZDIZBILnY+CioiKcPn2i2vp5BX379sfcudNx8uTvcHZ2g5HRqx+JexFMoTMYDACK6fXE\nB7mw6WDMKdH/9u+KpH9z0ce5LYb1tlZpRF6VLkYd0cVIsS557mE07uamoLWuJVrrPd/EVFmZFxRL\nsf7wLWRKSnAvPR/jB7F1dUbNaGpqYuTIdxEWFgpDQyMYG5tg9eoVcHZ2hb29AwCFNVKpVApjY2N0\n6dIVVlZWWLXqW8ybtwA6OjrYt28X8vIkeP/9/yqtIyUlGWpqati9ezvU1ISQy+U4eHA/cnKyYWXV\nBsnJd9G1K3993cHBCQYGrbBz51bMnh3U4P0AMIXOYDAAZEmKseN4IpL+lWDGKAe4ihRTleZGOgiZ\n1gu62hr1Uo/vW2/D9623a01z/PIDZEpKAAB/JTzF46xCzBjlADPD6uuhDAYATJo0FTKZDMHBiyCT\nyeDh0Qvz5i3g4kNDQxATcwM//3wU6urqCAlZh40b12HBgrkoKSmGg4MTwsK2wNhY+fHJlJS76Nix\nM7y9+2DFimXQ09PDRx9NQkJCPC5evICcnOxqeYRCIfr08cWvvx6Gt3ffBmt7ZQTUjM+KvG6mC1ua\nOcWGhPWVajRGP/379BnWRMQh73/r5KattLBsUs86jYrvfjKBdy3aFg4AyCvNh1AghIGmvsplSWXl\n2HfmLi7EPebC9HU0MNXfHjYdjGvMx54p1WF9pRoV/TRr1hRYWrbGl19+09QiAajZ9CvbFMdgvMEk\nPsjFdz/e5JS5UCCAm9ii3s6En3pwHgsvLsXC6KW4mn6TFycvl6Ocyqvl0VAXYsLgbhjnJ4aaUDH1\nX1Asxer9sThz7SE7r85odFJSkqtNqb+OsCl3BuMN5VpSBrYeTYBMrlCQOlrqmDXaAeL2NY+C60rF\nkbVn0gJoqynWyQ8lH0VSTjIyijLxafeZeMugjdK8fVzaoq25HsKO3EZ+YRnKifDT2WRoagjh49y2\n3mRkMGqj4qx51TPoryNshM5gvIGcvZGGzb/c5pS5kb4mPv/QtV6VOQA8qWRUpo1+awBAVnEOHhem\nQ0ZyPFFypK0yXdsZ4esJPdDRSnEsqENrA3jata5XGRmM2rCwsMTFi9fh6tq9qUV5IWyEzmC8geTk\nl3A2XFqb6GLef5zqddPZ3U8moEhLgGejFZvrNIUaMNFWfCy01rPArawEAIqjay/C2EALCz90wc+R\nqfBzfwuabMc7g6EUptAZjDeQd/t0Rl5hGdJzijD7XUcY6Gq+OFMdyTZ8/npprWcJ4f/O8FrpPfek\nqMzOuzI01NXw3/58a1wZkmIcu3QfAQPF0FBnk40MBlPoDMYbQKlUjsT7uc/trgsEmDC4G+RyajDr\nbNlGz18vbfSeT5NXVuhPVFToVbnzby7CjtxGQbEUVE74eKjNywvKYLQQ2Gctg9HCKSiWImR/DNYf\nuoWric8VqLqasEFNrVYeoVvpP1filrrmEPzPlUtmcTakcmmdy76f/gwFxYp8f95Ox8mr/76itAxG\n84cpdAajBZOdV4Lle2/gn0f5IADbjv2NDElx49Rt+PxjofIIXVNNE6b/W08nEJ4WZda57IE93oKX\ngxV3/fP5f3A1ofYNdgxGS4cpdAajhZKWWYBv997Ak+wiAAr3pu/37QILo8axuDb0Yj78z+VidJd3\n8JYB/5hZ5RG7quvolREIBAjwE6NrO0MACidtIfuuIy2j4JVkZjCaM0yhMxgtkLsPJVix9yZyn5UC\nULg7DRxhh/7d32o0GfRKytEhXQrf9t7VLMW5mDtiYIe+GGfzH3Q2Uu5/+kVoqAsxfZQDzAy1AQDF\npXKsO3QL+UXVfWAzGG8CTKEzGC2Mm3czEbI/FkWlMgCAtqYa5r3vBHcbyxfkbDw8rNwwovNgeFi5\nwVj75b1QtdLVxKx3n7tdzcorwc+R/9SXmAxGs4IpdAajhfEkuxAyucKkais9TSz4wBU21sqdTjQU\nmUbqSLPQQLFWw7s+bWeuj8BhdhAIAMfOpvhvv64vzsRgtEDYsTUGo4UxpGcHSJ6VIf5eNub9x7nR\n1swrEyvWwd+dFfWOefQX3m7bU2k6ebkcWcXZMNMxhZrw5XfcO3c1w7IpvWBpoAWhkPlPZ7yZMIXO\nYDRzyssJt+/lwLGzKQDFhrH/9u+KEaUdoa9TP25P60rlM+iWumZK02yM24GknGTISY4v3edxpmFf\nFscu5jwPYo+zCpFbUAq7Rp6dYDCaCjblzmA0Y6QyOTb+chtrD8bx3I0KhYImU+aEKmfQ9ZQragEA\nOckB4IU23etKfGo2/m/PdYQdjsejTLbz/U1i1apvsWJFcK1p5HI5Nm/egBEj/DBgwNv46qvPlPo0\nryvvvjsMXl7dceTIz0rjg4JmwcurO06dOv7KdSmDKXQGo5lSVKJwKXrzruIc966TSbj3JL+JpQLy\n9YSQqSumvXVKymv0hV5Z0T9Rwaa7qsjk5dh7+g6KS+UoKVPsfH/Gdr63eIgI27Ztxq+/Hn5h2h07\ntuDEiWP46qsl2LBhKzIyMvDll5/Vixzq6uqIjDxbLTw/Pw83b16rlzpqgil0BqMZkvusFMv33cTd\ntDwubGCPt9ChtUETSqWg8nS7qURWY7rWehbc/y9rAlYZ6mpCTB/pAK3/OXHJlJRg45Hb3EZBRsvj\n0aM0zJo1Bb/88jMsLWtfupFKpTh4cD8CA6ejR4+eEIu7YcmSbxEfH4f4+Lga80kkEnh5dce1a1d4\n4evWrcakSeO5azc3d8TG3oREIuGli4o6D1tb+5doneowhc5gNDOeZBfi2z3X8SizkAt7v28X/Me3\nK4SCpt8QVnm63TSvZoX+Mk5aVKW9pQEmDbPlru88lGDv6bsgolpyMZort2/fgoWFJXbt2g8rqza1\npk1OvoOiokK4uLhxYVZWbWBl1QZxcTE15ktJuQsA1fyip6Qko0uX5ycrHBwcYWJiigsXzvPSnTt3\nBr6+A1Ru08vANsUxGM0ImbwcayLikJ3/3GDMx0NtXisf4bwRei0K3VL3+Qg9ozgLsnIZ1IX190py\nFZljtE8nHIpKBQBciHuMtmZ6GNCj8YzrNFd+Tz2N4/f/qDHeUNMA33otqvf0Q6z7Y2ingXWW189v\nCPz8hqiUNjNTsbxjbm7BCzczM0NGRs0flikpd2FqagZjY+Mq4cnw9u7DC/Px8UVk5DkMHz4SgGJ0\nHxcXg0WLlmLNmpUqyfkysBE6g9GMSHyQi6y8EgCAloYaZr/r+FopcwDI133+WjGVyGtMp62uxflI\nL6dyZBRl1bssQ3p2gKfd85mA/eeSceff3Hqvh9F8KCkpgVAohLo6/+NRQ0MTZWU177VITr5bbXSe\nkfEU+fl56NyZb/ugb9/+uHnzGvLzFXtaIiPPwsHBCSYmpvXUCuUwhc5gNCMsTXQx1LMDLIx14OPc\nBvadGvYF8TK894cEE49kwf+cBOa5tXtSa6h19Aoq3MR2btMKAOAmtoC1Vat6r4fRfNDS0kJ5eTlk\nMv7skVRaBm3tmm02VJ1arwgDUE2hOzo6wcjIGBcvRgEAzp//o8Gn2wE25c5gNCssjHQw2qczRnl3\nem03eQkA6BeXQ7/4xTvLfdr2QncLZ1jpW6K1bsOYptVQV8OMUQ64nPAUA93fei32GbzuDO00sE5T\n3w2dvj6xsFA8Z9nZWbwNdFlZWfDyMleaRyqV4sGDe/jggwBeeHx8HMzNLdCqFf8jUSAQoE8fX0RG\nnoWnpxfi4+OwZMnyem5JddgIncFohggEAmioN5wv88bC3swGHlZuaG/QDppqDXdu3lBfC4M82vOU\n+eOswtf2o4jRcHTpIoKurh5iY29yYU+ePMaTJ4/h5OSqNM/9+6mQyWQQCJ6rzKKiIpw+fQKdO3dR\nmqdv3/64fv0qTp78Hc7ObjAyenmfBapSpxF6QUEBtyZQlTZtat9ZyGAwXo1/HuehjakedLRej4m1\nu59MqBZ2r40m8vXUYJong3muDFpS4qUTbQtvNPlq48adDGw99jd62bVGgJ8YAjZqb9EUFBRAKpXC\n2NgYmpqaGDnyXYSFhcLQ0AjGxiZYvXoFnJ1dYW/voDR/Skoy1NTUsHv3dqipCSGXy3Hw4H7k5GTD\nyqoNkpPvomtX/vq6g4MTDAxaYefOrZg9O6gxmqmaQo+Pj8dnn32G+/fvV4sjIggEAiQmJta3bAwG\n43/I5OVYGxGHUmk5HDqZ4OOhNtDTbhpLcLXxdydtpLRXuDMdcDkftvdKXphHXi5HZnE2nhQ+haOZ\n7SvZdFeF5DQJwo7cBgBExj5GW3N99HNr16B1MpqW0NAQxMTcwM8/HwUATJo0FTKZDMHBiyCTyeDh\n0Qvz5i2oMX9Kyl107NgZ3t59sGLFMujp6eGjjyYhISEeFy9eUGplTigUok8fX/z662F4e/dtsLZV\nRkAqHMwcOXIkCgoKEBgYWOO0Qf/+/etduBdR2W7z64C5ucFrJ9PrCusr1ajop9v3svH9AYXRC2MD\nLaya1qvJ14KVjdB3DzVB7v/Oof/nZA5a5/A3HikboX9z+TtkFiteiIs8gtBa7+XW0lV9pogIW47+\njSt/KzbhCQUCzH3fCXYd3xyb7+z3pxoV/TRr1hRYWrbGl19+09QiAVDIpQyVRuj37t3D+vXr8fbb\nb9erUAwGQzWuJT43jdpdbNHkylwZMiEgMXg+uq7tDHplzHXMOIX+uPDpSyt0VREIBPhocDdk5Bbh\n3pNnKCfCxl9u46txbrAy1WvQuhnNk5SUZHh5eTe1GC9EpU1xdnZ2SEtLa2hZGAyGEmTycs5eOwD0\n6GZRS+pXJzXvPn5MOoR7ef/WKV9uKzXQ/1yXGj6TQ6PmI+g8GtJiXE1oaqhh5mhHGBtoAQCKS2VY\ndygehSW1H7NjvHlUnDWvegb9dUSlEfrSpUsxY8YMSCQS2NnZQUen+lm9Hj161LtwDAYDSPo3F4Ul\nitGusYEWOrVtuHPUZfIybI4LR6GsCNefxmCp5+fQ11Rt1FrZ5KuJiqNzALwReUOcRa8JI30tzBzt\ngBV7b6JMVo6nOUXY9MttzH3fCWpCdgCIocDCwhIXL15vajFUQiWFnpqaivT0dISGhiqNZ5viGIyG\n43pS4023385OQqGsCABQKi/D2YcXMKLzYJXyqmrytSpWlYzLpNej1zVVsG7dChPfscWmXxSb5DIl\nxXiSVYR2Fso9xDEYrzMqKfTvvvsO9vb2CAwMhJmZWUPLxGAw/odiuv25SdSGnm6/+ZTvbSoq7U/0\na+8NfY0Xj9JzDFXzslaVyiP0p0WZkJfLG3yne2V6dLOAfLgtLI11Yd3agB1hYzRbVFLoWVlZCA4O\nhqenZ0PLw2AwKpElKYaBrgYKiqUNPt1eIivB7Wz+TFuZXIq7uf/A1cLxhfnV5QTNsnKUaQrrNELX\nUdeGkZYhJKV5kJPiCFtlk7CNQU/b18sePoPxMqik0F1cXJCYmMgUOoPRyLQ21cOyTzzwKKsQOfml\nDTrdnlmcDT0NPUhKFT7WPVq7YZC1Lyx0+eYwlR1XA4DBf+aDABTqCKFbUjcLbFZ6lpCU5kEAAbKa\nQKFXpcK+BoPRnFBJoX/44Yf46quvkJaWBgcHB+jpVZ9+GziwaezyMhgtHYFAgHbm+mhn3rDrum8Z\ntEVwr8+RmvcAZfIy2JqK61xGhR33ujK80yCM6DwYlrrm0FTTrHP++kAqkyMuJRtXEp9CLifMevfF\nsxIMxuuESgp9xowZAIAff/xRaTzbFMdg1D8q2Hyqd4QCIboYdawWXk7lkJXLG8zeevtWTW+praBY\nhk2/3AYBEAiAvIJSGOprNbVYDIbKqKTQz54929ByMBiMKvx4Jhl5xVI4dTKBS1dz6Go3vg33cirH\njadxOHH/LFwtHPBOJz+l6W510UaWkTpM8+SwflwKw8Lm5/TE2EALXd8ywt2HEhAB1+9kMpOwjGaF\nSm+Itm3bNrQcDAajEvLyclxJfIqCYimuJz7F52N10LVdw3lr2ha/B2pCNbhZOMHGVAwNoeLVcCvr\nb4T//RMA4PzDP+H7lnJrkanttPCgjWI0OyS6HIaFpXWWIb0wA08KnyK98CkGdujbqDvdK/CwtcTd\nhxIAwJXEp0yhM5oVKin0cePGvTDN7t27X1kYBoOhIOlfCQqKFVbLjA200LmtYYPVVVBWiLisBJRT\nOa4/jcVSz89hqmMMAHA0s4WlrgWeFmWgRF6Ccw8vQpm9rMpGZeqyw70y62K2IK9M4c3R1dIJlrrK\nfVM3JG5ic+w7fRflREhJy0N2XglMDbUbXQ4G42VQyRySvr4+DAwMeH9qamq4c+cOkpOTYWdn19By\nMhhvFJWNybiJzBt0d3tsZjzKSTFF3rFVB06ZA4o19UHWvtx1ZNpFlGrwZSnVEKBATzGaVpMTjJ6p\naPO1Ck1hArYqrXQ1YWv9vP3XkhrX0A2D8SqoNELfuHGj0vCioiJMnToVrVo13NlYBuNNQ15ejht3\nnttu797AxmRuVDIm42bpVC2+u6UzTtz/AxlFWSiWlSBGrIOet4u4+Mqjc+N8GYQvuZfPSs8SSbnJ\nABQmYJ3M7V+uoFfE3cYSt+/lAFBMuw/yaN8kcjBU5969VAQEvF8tPCxsG5ycnKuFy+VybN26CSdO\nHEVRURE8PDwxb94CmJiYvpIc7747DOnpTxAUtBAjR75bLT4oaBauXLmERYuWws9vyCvVpYxX2mWj\nq6uLiRMn4osvvsDUqVNfmL68vBzffPMN7ty5A01NTSxbtgwdOnTg4n/77Tfs3LkTQqEQo0ePxgcf\nfPAq4jEYzZLK0+0mrbTRpV3DTbfnleYjWZIKABBAABcLh2pphAIhBlv3x66/9wMAYrvpwuVOMbSk\nCs2dbVjZw9rLjc4B8M6eN6ZN96q4isyw+5QAMjnhQfozZEiKYWFU3X9FS6YmWwMNjTL3uqqQmpoC\nI4MP5CwAACAASURBVCMj7Nq1nxduaKh838mOHVtw4sQxfPXVErRqZYTVq1fgyy8/w6ZN21+q/sqo\nq6sjMvJsNYWen5+HmzevvXL5tfHKHghycnJQWFioUto//vgDZWVlOHDgAIKCgrBixQpe/MqVK7Fz\n50789NNP2LlzJ/Ly8l5VPAaj2VF5ur2Xo1WDTrfHZMSDoFDMXYw6wkhL+ceDm4UTLHQUZp9LNYWI\nFT9XcDwb7nUw+VoVK73n1toa26Z7ZXS1NeDj1BZDPTtgycfuMGdr6K89qan/wNq6E0xNzXh/6urV\nx6xSqRQHD+5HYOB09OjRE2JxNyxZ8i3i4+MQHx+npHQFEokEXl7dce3aFV74unWrMWnSeO7azc0d\nsbE3IZFIeOmios7D1rZhZ51UGqHv3LmzWlh5eTkyMjJw+PBh9O7dW6XKbty4wflUd3Z2xu3bt3nx\nYrEYz549g7q6OrPUxHgjKS8nnqtUL6eGPWFyI6P26fYK1IRqGGTdD7sTD0Bdxp9Tr48NcQDfScvT\nogyUUzmEgqbxevbhwNffVSbjOamp/6BDB2uV0iYn30FRUSFcXNy4MCurNrCyaoO4uBg4OCj/HaSk\n3AWAam5UU1KS0aVLV+7awcERqakpuHDhPIYPH8mFnzt3Br6+AxAXF6Nqs+qMys5ZlKGvrw9vb298\n/vnnKlVWUFAAff3n1q7U1NQgk8m4r6iuXbti9OjR0NHRwYABA9jaPOONQygUYOGHrriWlIG7DyWw\nsTZBdnZBg9SVWyJBat59Rb0CIZzNq0+3V6a7pTNySyWwDNkLvZLnSt0yWwq5UDFSf5URuq6GLgw1\nDZBX9gzSchmyinNgocucQTFezL17/6CsrAyTJ09AevoTdOzYGYGB05SOiDMzFbM/5ub8vSlmZmbI\nyKh5qScl5S5MTc1gbGxcJTwZ3t59eGE+Pr6IjDzHKXSJRIK4uBgsWrQUa9asfJkmqoRKCj0pKale\nKtPX1+dNz5eXl3PKPCkpCZGRkTh79ix0dXUxf/58nDhxAoMH1+y60dhYF+rqjX9WtTbMzQ2aWoRm\nA+sr5ZibG8CxW2vedUNgRvr4tv8CXHp4AwWlhejU1uqFeQIs/fFnyR5emFec4jetyl64F7WlvXEb\n3H56Fxb6ZtDUB8xN69b2+u6rohIpriakgwD0dXurXstuamrrq7uNKEdlXub+lZSU4PHjRzA3N8OX\nX34OTU1N7N27FzNnBuLIkSPo3LkzL72GBiAUCmFlxVfMuro6EAqpmgwV1w8f3oOtrQ0vPj09Hfn5\neXBzc4K5uQHU1ITQ09NC377DMGHCBGhqlsPQ0BBnz/4OV1dXiMXWAAADA+0G+V03qukpV1dXnD9/\nHkOGDEFsbCxEoudTFwYGBtDW1oaWlhbU1NRgYmKC/Pz8WsvLzS2qNb6xMTc3QGbms6YWo1nA+ko1\nGrqfDGGKwW0VfhjqWo9MTTHdbpmjGJWrskD2ojrGdHkXut10FPbcy+smU333VerjfHz3401IZeUw\nN9KG3VuGLWYZ8HX9/b2sTCdOnIOGhiY0NRV+AIKCvkRcXDy2bw/H3Lmf8dKWlRHKy8vx5Ekub429\nqKgYgDpPhsr9dPv23+jZsxcv/soVxfS5qWlbZGY+g1xejsLCUrRvL4KhoRF++eV3DBkyDL/9dgy+\nvgO4vM+elbxS/9f0MaCSQv/333+xdOlS3Lp1C8+eKRdCFVvuAwYMwJ9//okxY8aA6P/Zu/Pwpsq0\n8ePfLE2bNt33fS8ta2UV2UEUUZBREFxQnMVhXn3HBcd93Bdm1HldcX7OjIrLjMwIziijKAiCguyU\ntaUtLS3d13RL1+T8/oikrbRwgCYnSZ/Pdc01J02TczeG3Hme8zz3LfH888/z+efWbQOLFy9m8eLF\n3HTTTXh4eBAXF8fPfvazcz6nILiLooomiiqbGJ0WikFvn5rpA8GshkOpevZleGPWqLj9P7Xougam\n7nx/i/KUEBvmg1ajorMLqo1tnKxoIjFSXAZ0Rj4+vRsXqdVqEhOT+pxCDwuz1juora0hPLx7Jqym\npobJk/suZtTZ2UlRUSE33bS0188PHz5IaGjYGZeHVSoV06fP5Ntvv2HixMkcPnyQp5564YL+tvMh\nK6E//PDD5Ofnc/PNNxMQcOHlJ9VqNU8//XSvn/WcDrnxxhu58cYbL/j5BcGVbT1YxrcHSvngq+Ms\nmZVq17KjWdVHsEgWhgenn393MwmyhnjT4m293PXWDaGMzDUxPL+N0Iu4hu5sPLQaRqeGsv1IBQC7\njlWKhO6EcnKy+e1vl/Paa38mPT0DsO4zz8vLZcaMWWf8fkpKGt7ePmRl7bftBS8vL6O8vIxRo0b3\neY6TJwvo6upC1WORpslk4uuvvyQ5OaXPx8yYcTn33nsnGzb8l8zMMReVO+WSldCPHj3Kyy+/zKxZ\nZ744giBcPGsxmaofjyViQs9sUTyQvijcSGlzOTqNjjtH/aLPDmv90Ugw7kgL31zandwOpXmTWNpB\nqPEsD5RBkiQOVB+moqWSSlM1tw1dothKd4DxQ8NtCX1PThU3zEyx6zZC4fylpKQSGRnJiy8+z333\nPYher+ejj1bT0GDkhhusA8Tm5mY6OzsJDAxEp9Pxs58t5M03X8XfP4DAwCBefnklmZmjGT6874Wh\n+fl5aDQa3n//b2g0asxmM//618fU1dUSGRlFXl4uqam9V7+PGDEKX18/3n33L9x99wq7vw4gM6En\nJibK3msuCML5yy020mSyFpPx99HZtRFLRUslpc3lAEiShRjDuRfD/VRGYRt7hvvQaOhRVGYARucq\nlYp/5v6bpg7ryv5rEq8k1PviqnddjIz4QAx6D5pbO6lvaie/pIG0WPuPtAT5tFotL730GqtWvcaD\nD95LW1srI0aM4s033yYwMAiAV199iQMH9vHJJ58D8Ktf/Yauri6eeeb3dHV1MWHCZdx334P9niM/\nP5fExGSmTp3OypXP4uPjw+23/4qjRw/z/ffbqKurPeMxarWa6dNn8p//rGPq1Bn2+eN/QlZCf/TR\nR3n00UcBGDZsGHr9mVWToqKiBjYyQRhE9vQs9TokDLXafqPAnqVehwWn46U9/8IpGglG55j4dmz3\n4hxD68C0TI30Drcl9ApTpaIJXatRM3ZIKN9mlQHWUrCDIaFfaMU2pYSGhvHEE8/2e/+jjz7Z67ZW\nq+V///de/vd/75X1/KdH4D//+R38/Od32H5+7bXX9fq9018YTrv33gfOWJT3/fd7ZZ3zQshe5W4y\nmXjwwTO/wZwuACNnUZwgCGeyWCT2H++ujDY23X5dxiRJYl/VIdvtMeFn1rmWa3h+KzkJXlSEeDDm\nWIusVe5yRBrCyTWeAKwlYEeEDB2gZ74wE4aG2xL63pwqbro8FY1aucsAguPl5+cxefJUpcM4J1kJ\n/amnnsLPz4+77rqL4GDlvi0Lgjs6fspIo4Om20uby6k0Wb886DQ6hgenX/BzaSywcGM9Jr0aX9PA\njM4BIry7u66VNStX0/201JgAAgw69J5aJmSE09Ulcb7rCAXXVVVVSWNjwxkV4pyR7G1rb775JpMn\nT7Z3PIIw6PRs0TlmSKh9p9t7lHodGTL0/Fe4/4RGYkCTOUCUoXsrUVlL+YA+94VQq1U8cft4/Lw9\n3GYfuiBfWFi4XafJB5KseaMhQ4ZQXq78PyxBcEexoT7EhVv30Y6zY6tUSZLY3+P6+eiw/mu3Kyna\n0LtJS5dF+a1w/j46kcwFpydrhL5ixQoeeOABGhsbGTFiBD4+Z26pGTZs2IAHJwiDwYzRMcwYHUNl\nvYlQf/u16eyydDEmPJN9lVm0dJkYGjzEbue6GHqtnmCvQGrb6jFLZipN1URfwEp8e2lu7aSto4sQ\nO/63EoQLISuh33abtTXciy++eMa3VLEoThAGRnigt12f30PjwfzkOcxLupK6NiMeaodWfj4vMYYo\nVKiI9nWe3TNFFU38+7sCjhTWMS49jDvmi0GM4Fxk/YtevXq1mG4ShAFmsUg0t3bi5+PYFVYqlYpg\nfeC5f1FBvxyxVNGCMn1RqeDgCet+4wN5NbR3mvH0cK7mUMLgJiuhT5gwwd5xCMKgk1di5I//OEB6\nXCBTRkZy6bCIcz/oAjV2NOGh9kB/AXvOleBsyRwgNsxAZLA35bUm2jvNHMyvYXxG+LkfKAgO0m9C\nX758OQ899BAJCQksX778rE+iUql46623Bjw4QXBnu3OqkCTILqonItjbrgl9w8lv2F62m+HB6VwR\nP4N4P/dqBeoIKpWK8Rnh/Of7QgB2Z1eJhC44lX4TektLC2az2XYsCMLAsVgk9vWoDjduiP1WtwMc\nqj5Gl6WLrOojTI2+zK7nGiibT31HYUMRpc3l3DN6OX46+/SFPx/jM8JsCf3QiVpMbV14eznvWgRh\ncOn3nfjBBx/0edwXSRqY1omCMFjklRhpbOkAwM9HZ9dyog3tjdS3W7umeKg9zqsRi5L2Vx6ksLEY\ngNKmcvyClU/okcE+xIUZKK5qpsts4UBeNZNGOM8KfGFwk3Wh6plnnqG9vb3P+3Jzc1m0aNGABiUI\n7q5XMZk0+xaTKWo8ZTuO9Y1Go3aNhVxRPbaqlTpBgZnTxg/tnmbfnV11lt8UBMeSldDXrVvH/Pnz\nycrKsv2ss7OTV199leuuu47Gxka7BSgI7sZikdjbsxmLHYvJABQ1ldiOE1zo2nnPLnAlTU6U0Hv8\n92pu7cBsGdhKeYJwoWRd/Pnss8949NFHufnmm7n99tuZOnUqTz31FKdOneKOO+4456I5QRC69Zpu\n9/ZgiJ27d/UcobvSYrhoQ/ce9NLmMgUj6S0kQM+tc4YwJDaAyGD79q0XhPMhK6HHxsby/vvv849/\n/INnnnmGv/3tb6SmprJ+/Xri4uLsHaMguJWCsu4ZrdF2bpUqSRIneyZ0X9dJ6D1ruleYqui0dDlN\nMZzpmdFKhyAIZ5C92XPXrl38/e9/R6vVMmrUKPLy8vjrX/8qptsF4TxddWk8f1w+kRtmpDBlpH0X\nVFW31tDa1QqAj9abEH2QXc83kPRaL4K9rPFaJAuVLeJ6tSCcjexa7l988QWjRo3i008/JTk5mc8+\n+4wXXniBTZs28bvf/Y6f/exn9o5VENxGSICeORPsP7sV5BXI/WPuoqjxFJ2WTper+BhtiKS2rQ6w\ntn6NcaJSsC1tnew7Xs3u7EouSQ1l1pgYpUMSBjlZCX3z5s08/PDDLF261PaBMH/+fCZPnsyzzz7L\nI488IhK6IDghrVpLon8cif6ueWksLTAZCQvRPpG9Vr07gz05Vby/4TgA7Z1mkdAFxclK6OvXryc6\n+sxrRkFBQfzpT39i/vz5Ax6YILgbi0Vi1b+PkBEfyJghoQQYPJUOyenNiJ3MjNjJSofRpzFpoXz0\ndS5mi8SJ0kZqjK2EBIgObIJyZF1DP53MW1tbaWhowGg0YjQaqa+vp7y8HJPJZNcgBcEd5JUY2Z9b\nzUcbc3ny3T1Y7FyQyWwxk1V9BGN7g13PM1j5eusYmtC9JqFnbQFBUIKsEXpubi4PP/wwx44d6/d3\n5s6dO2BBCYI72pvTvfd8dFooajtfzy5rqeAvh98HINEvjvvH3mXX89lbp9m6BkDrJCvdwVoK9nCB\ntQPbruxKrro0XuGIhMFM1r+MlStXUl1dzYMPPsiWLVvw8PBg5syZbNu2ja1bt/Lee+/ZOUxBcG0W\nSWJvbvcIbtyQULufs+d2tQAv++51lyv3l8tsx2l/fU/WY74o3Mj+qkNUmqr5zcjbGRo8xD7BXYBL\nUkPRao7TZbZQXNlMeW2L2JsuKEbWlHtWVhb33Xcfy5Yt45prrqGlpYWbbrqJP//5z8ydO/ectd4F\nYbDLL2mgodlaTMbX24O0OPsn2J4FZVypQtxPNbQ3Ut5SiUWyUNrsPBXjALy9tIxMDrbd3iNKwQoK\nkpXQu7q6iImxruBMTEwkJyfHdt+CBQs4ePCgfaITBDfx09rtGrX9+30XuWhBmZ/qXTHOuRI6WKfd\nT9uVXalgJMJgJ+tTJT4+3pbEk5KSaG1t5cSJEwCYzWaam5vtF6EguDiLJLHveHdCt3ftdoC2rjbK\nW6zJRYWKWF/XrWwW3bNJixMm9FEpIaRE+7NwejL3LBqldDjCICbrGvrChQv54x//iMlk4o477mD0\n6NE8+uij3HDDDaxevZr09HR7xykILiu/pAHjj9PtBr0HQxww3X6qqRQJ6yr6SJ9wvLSuu0Uu2olL\nwAJ4emh4ZOkYpcMQBHkj9Ntuu427776b6mrrKt1nnnmGuro6HnnkEZqamvj9739v1yAFwZVFBHlz\n46xUUmL8GZse5pjp9h4d1lypIUtfvLRehPQoAVshSsAKQp9kf839xS9+YTtOTk7mq6++oq6ujuDg\n4LM8ShAEPx8ds8fFMntcLBaLffeen1bXZrQdu3pCB4j2jaLGVgK2jFgnKgHbU0NLB3tzqhgSG0BM\nmEHpcIRBRnZCb29vp7CwkKampl4/LygoAGDcuHEDG5kguCF7dlbr6Ya0a7kmcTbFTaVE+Nj/mr29\nRftEcLD6COCc19EBNuwq5l/f5iNJMHtsLDdenqp0SMIgIyuhb9u2jd/97nc0NjYi9VHdSqVSkZ2d\nPeDBCYKryymqJyxQT5Cfl8PP7e3hTXqQeySVjOA0Oi1dRBsinbYufUyYD6c/HnfnVLJ4ZorDvsAJ\nAshM6M899xxxcXHcd999BAYG2jsmQXALFkni7c+PYmzuIDnKj98sGK5IYncHSf4JJPknKB3GWWXE\nB+Lr7UGTqZOG5g7ySowMiROfl4LjyEroVVVVPPnkk0ycONHe8QiC2zhR2r26vbK+FX+DziHn3VuZ\nRU1rHQl+scT7xaLXii8RjqBRqxmbHsaW/aUA7MquEgldcChZy23Hjx/P4cOH7R2LILiVYyfrbceX\npIY4ZHU7wK7yfXxesIHXs/7CkRr3uhRmtpgpbS532oYzEzLCbcd7c6roMlsUjEYYbGSN0J9++mlu\nv/12iouLGTZsGHr9mS0CFyxYMODBCYIrO1HWnXTSHTRSkySpd4U4N1jhftqXhd/w5clNmCUzC5Ln\nMjt+utIhnSElxp9AX0/qm9ppbu0kp6ie4UliJ5DgGLIS+ubNmzl58iQFBQV88sknZ9yvUqlEQheE\nHiRJorCs0XY7KcrPIeetaa2jpcvazthbqydU7z7JxKDzxiyZAShpLlM4mr6pVSrGpYfx9R7rl6pd\n2ZUioQsOIyuhr1q1issvv5x7772XkJAQe8ckCC6vqr6VlrYuAHy8tIQFnjmrZQ9FjcW243i/WFR2\nbtHqSM5e0/20CUPD+XrPKZKi/EiJ9lc6HGEQkZXQm5ubufnmm0lMTLR3PILgFnpOtydH+zsssZ5s\nco8Oa32J8um+Pl1pqna6ErCnJUT48sflEwkJcMyXOEE4TdYqnSlTprB9+3Z7xyIIbqOirtV2nBTp\nmOl2gKJG9yn5+lNeWi9CfryEYC0B65ydzVQqlUjmgiJkfb2dNm0aK1eu5Pjx44wYMQIfH59e96tU\nKpYtW2aP+ATBJV03NYnLx8RQUNZIRLC3Q85ptpg51VRqux3nwi1T+xNtiKSmtRaAkuZyl+giV9fY\nhkHvgc5Do3QogpuTldAfffRRALZu3crWrVvPuF8kdEE4k5+PjsxUx605MXW1khGUxsnGYjQqDf6e\nvg47t6NEGyJ7lIB1zoVxp+3JqeKbvafILWng1/OHMWFo+LkfJAgXQVZCP90LXRAE5+WrM/Drkbch\nSRKtXa3nfoALiunRG7282Tmn3E+rqG0ht8S6lmJvTpVI6ILdOd+KEkFwcVn5NVTUmkiK8iM+whdP\nB0+1qlQqvD0cM83vaEn+CdyasZgY3yjCvUOVDuesRg8J49PvCgHIKa7HYpFEbXfBrkRCF4QBtuNI\nBXtzrD27l145hBmXOP91XlfhqzMwIXKM0mHIEhXsjb+PjoaWDlraujhV1Ux8hPtdBhGch2NqUQrC\nIFLQY8uao1a4t5s7eGbnS6w+9jHbSnb02RVRcCyVSkV6fHeFwOyi+rP8tiBcPJHQBWEA1Te1U9fY\nDoBOqyYmzOccjxgYp5pKqTBVsbtiP1tLf3CrgjI/ZbaYqWipZG9lFnn1J5QO56zS4wJsxznFIqEL\n9iWm3AVhABX0KPeaEOHrsIYsPeu3J7jhdrWedpTv4ePj6wAYG55JamCywhH1L6PHCD33lBGzxeKw\n94Qw+MhO6NXV1bzzzjvs2bOH5uZmAgICGDNmDLfeeivh4fJWb1osFp588kmOHz+OTqfj2WefJT4+\n3nb/oUOHWLlyJZIkERoayosvvoinp+f5/1WCoJCC8h7T7Q4s++muDVn6Et1jpXuJE5eABQgN0BPk\n50ldYzttHWaKK5tJdGChIWFwkZXQi4qKuOmmm2hra2PixIkEBwdTU1PDP/7xD9atW8fHH3/cKzH3\nZ9OmTXR0dLBmzRqysrJYuXIlb731FmBtZvH73/+e1157jfj4eP71r39RWlpKUlLSxf2FguBABaU9\nGrI48IP7ZKP7lnz9qSifCFSokJCoMlXTae7EQ+OhdFh9UqlUXHNZApofr6eHigpygh3JSuh/+MMf\nCA4OZvXq1QQGdk8h1dXV8Ytf/IKXX36Z11577ZzPs2/fPqZMmQJAZmYmR44csd1XWFhIQEAA7733\nHnl5eUybNk0kc8GlWCwSJyuabLeTHTRCb+popratDgCtWkuUIcIh51WKl9aTEH0Q1a21WCQL5aZK\n4nxjlA6rX9MzxS4HwTFkXczZuXMnd911V69kDhAUFMTy5cvZuXOnrJM1NzdjMBhstzUaDV1d1o5U\n9fX1HDhwgFtuuYV3332XnTt38sMPP8j9OwRBcS1tnaTFBuDjpSXQ15NAX8dcLipu6q7fHmuIQuuE\nDUsGWs9p99Im5552FwRHkfUv38vLC3U/CzlUKpUtKZ+LwWCgpaXFdttisaDVWkMICAggPj6e5GTr\nApcpU6Zw5MgRJk6c2O/zBQZ6o9U6V33k0FCxz1Qud3utQoHn75yMJEkYm9oJ9PMamOc9x+tUXdld\nMS09PNkur+v2a68f8Oe8mDjTwhPI+rEEbJ2l1vZczvqekiSJkqpmDuXXMDw5mPgI5a+jO+tr5Wxc\n6XWSldDHjRvHqlWrGDduHP7+3dOIRqORt956i/Hjx8s62ejRo9myZQtz584lKyuLtLQ0232xsbG0\ntLRQVFREfHw8e/fuZeHChWd9vvp6k6zzOkpoqC/V1U3n/kVhULxW1dWdF/0ccl6nWM94ZsdNp6jx\nFFGe0S7zul5MnAGqYNtxflUR1dVNTv2e+vibPL7eY13ncO3kRK6drGwramd+rZyJs75O/X3JkJXQ\nH3jgARYuXMjMmTOZMGECISEh1NTUsGvXLrRaLS+99JKsIGbPns327dtZsmQJkiTx/PPP8/nnn2My\nmVi8eDHPPfccK1asQJIkLrnkEqZPny77DxSEwSo5IIHkgASlw3Co01PuapUas2RROJpz67myPbuo\nXvGELrgnWQk9Ojqaf//737z77rvs3buX/Px8/P39WbRoEcuWLSMiQt4iHLVazdNPP93rZ6en2AEm\nTpzIJ598ch7hC4JzMLV1sfKjfSRG+pEaE8DkkZHnfpBwwYK9Anlw7G+J9Al32hXuPfUsMFNQ1kB7\np9nhNf4F9ycroe/Zs4ehQ4fy0EMPnXFfY2MjX375JVddddWABycIrqKwvJGS6hZKqlsoqmxyWEI3\ndZrw0OjwGAQL4XpSqVTE+Tnvyvaf8jd4EhXiQ1lNC11mifzSBoYlBCkdluBmZK1yv/XWWzlxou8S\ni0eOHOHBBx8c0KAEwdX0qt8e5biCMl+e/IYVW3/PH/e8zqHqow47r3D+epWBFXXdBTvo92v9b3/7\nWwoLra3/JEni/vvv77NqW2VlJdHRYp+lMLid6FHyNTnKcSuYixpLMEtmippOMdjasZg6TeTU51Pa\nXI5e68WNodcoHdJZZcQHsnl/KSASumAf/Sb02267zXY9Oy8vj8TERIKCek8RqdVq/Pz8WLx4sX2j\nFAQnJklSrxruSQ5K6GaLmVM99qC7e4W4n6o01fC3Ix8CEOETzo04d0IfEheICpCAwvImWtu70HsO\nrkslgn31+24aM2YMY8Z09x3+n//5H2JjB9cHhiDIUW1spbnVukXN21NLeJC3Q85bYaqiw2I9b4Cn\nP/6eyu9tdqQoQ+8SsB3mi98maE8GvQexYQbKak2kRPvRZOoQCV0YULLeTS+88IK94xAEl/XT0bna\nQa1LTzYW244H2+gcwFOjI1QfTFVrDRbJQklDGb4490Kz//nZcAIMnujECnfBDkQfP0G4SCcUmG6H\nwdVhrT9RPUrAFhlLFYxEnrBAb5HMBbsRCV0QLlJmagizx8aSHG3dg+4oPVuHOnNzEnuKMUTZjrNr\n8hWMRBCUJy7gCMJFGpYQpMie4hpTre04wifM4ed3BulBKawv/AqA/WWHuT7hWtQq5x6n5Jc2sD+3\n2loxblIimakhSockuAmR0AXBBUmSxPJRy6g21VLTWou/bnAtiDst3i8WXw8DTZ3NNLY3c7LxFEn+\n8UqHdVYH8qrZsMu6/uHYyTqR0IUBIzuhnzp1ij//+c/88MMP1NTU8I9//IPPPvuMlJQUFi1aZM8Y\nBcFpNbd24qXToNU4dlSoUqlI8k8gyT/Boed1NmqVmhEhGRyry2V8zCi8tXqlQzqnjLhAvtxpTeg5\nxWI/ujBwZCX07Oxsli5dSkhICDNnzuSjjz4CrKOExx9/HA8PDxYsWGDXQAXBGX349XGy8mqIj/Bl\n4fRkh15DF6yuT53PTRodYWF+TtkZ66dSYwLQqFWYLRIl1S00mjrw89YpHZbgBmQNK55//nkyMzP5\n4osveOihh5Aka02qRx55hCVLlvDuu+/aNUhBcFYFZY10dFnIK2lw6Ci92lRLlakGs8XssHM6SR1a\ncgAAIABJREFUKy+tJyoHbRUcCJ46DYk9dkMcLzYqGI3gTmR9Ah06dIilS5eiVqvP+IczZ84cioqK\n7BKcIDizhpYOahraAPDQqokNMzjs3F+e3MRTO//IPVsfZXfFfoed19mZLWaM7Q3n/kWFZcQF2o6z\nRRlYYYDISugGg4Hq6uo+7ysvL8dgcNwHmSA4i54NWeLDfR07Qm+1rnC3SBb8dL4OO6+zqjLV8MqO\nv/Lg90+x+tgapcM5p/T47oQu6roLA0XWJ9CcOXP405/+xM6dO23T7SqVisLCQt544w1mzZpl1yAF\nwRkpUb/9tOrWGttxqD7Yoed2RjqNBztO7aO1q418YwGmzlalQzqrlGg/2xfAijoT9U3tCkckuANZ\ni+Luv/9+8vPzWbZsGXq9dRXpHXfcQV1dHcOHD+d3v/udXYMUBGekVEJv62qjqaMZAI1KQ6CXWIgX\n4OlPcmA8J+qLsEgWjtUdZ2x4ptJh9ctDq2FcehhqtbULm5dOVI8TLp6shK7X61m9ejXfffcdu3fv\nxmg0YjAYGDNmDDNnzkStdu5CDoIw0CwWiYLyni1THdcDvbq1znYcog9y+kIqjjImeiQn6q3reQ7X\nHHPqhA7wq3lDlQ5BcDOyEvratWu58sormTJlClOmTLF3TILg9MpqW2jvsK4w9/fREeTn6bBzi+n2\nvo2NGsk/j3wOwNHaHMwWMxq1GPkKg4esr/ZPPPEEl112GXfddRcbNmygo6PD3nEJglOLDPbmydvH\nceuVQ7h6YrxDt03VtHaXfA3Viypjp8UHRBPoab38YL2WXqhwRPJYJImSqmZbC15BuFCyRug7duzg\n66+/ZsOGDdx///14enoya9Ysrr76aiZPnoxGI74FC4OLRq0mLtyXuHDHrzCv7lHDPcRbjNBPU6lU\njAgZyrbSHQAcrj3GkKAUhaM6u//+cJKvdp+iubWT2+emM2Vk1DkfIwj9kZXQ/fz8WLhwIQsXLqSh\nocGW3O+88058fX2ZM2cOTzzxhL1jFQQBuC71aiZHT6CmtZbYQdplrT8jeyT0kw3F5/ht5alUKtvI\nPKeoXiR04aKcd3MWf39/Fi5cSHx8PFFRUaxbt45//etfIqELg0ZbRxdZeTUkRfsT6u/l8Cpleq2e\neL/YQdsD/WxSApOYkzCL4cEZxPs5/5edjJ770YuNSJLkUlXvBOciO6FLksSuXbvYsGEDGzdupL6+\nnszMTB555BGuuuoqe8YoCE6lsLyJtz8/BsCQ2AAevHm0whEJp3motcxLulLpMGSLCzeg99TQ2m6m\nvqmdyvpWIoK8lQ5LcFGyEvrjjz/ON998Q21tLWlpadx2221cffXVREdH2zs+QXA6PSvEhTv4w7ep\no5nChiJCvUMI8QrCQ+Ph0PMLA0ujVjMkNpCsfOvOhZyiepHQhQsme1HcwoULueaaa0hNTbV3TILg\n1HoWlEl2cIW4goYi3j68GoCMoDTuyvylQ8/vKtq62siuy+NwzTEWpMx16vK46XEBtoSeXVTP9EvE\nQEm4MLIS+qZNm+wdhyC4BEmSOCFKvjq9/3f4fXLr8wFICUjisqhxCkfUv1513YvrxXV04YL1m9CX\nL1/OQw89REJCAsuXLz/rk6hUKt56660BD04QnE1tQxuNLdY6DHpPDZEhPg49f3WvPegiofdnWPAQ\nW0I/XHPMqRN6TJgBg96D5tZO2jvM1Da0ERKgVzoswQX1m9BbWlowm822Y0EQ6FXuNSHCD7WDR1I1\nPfagh3qLojL9GRkylE/z/wtATl0uHeZOdE663kCtUnHLFWkEGDxJjPTDQytK+QoXpt+E/sEHH/R5\n3BeLxTJwEQmCEztR2uP6ebRjp9tBTLnLFeYdSrh3KJWmajosneTW5zM8JEPpsPo1PiNc6RAENyDr\nq+CsWbPIycnp875Dhw4xceLEAQ1KEJyVqa2T04PypEjHNWQB6LJ0UddmBECFimCvIIee39WMCOlu\nfnKo5piCkQiCY/Q7Qv/73/9Oe7u1R29paSlr164lKurMKkb79u0TI3Rh0PjFNUO5+Yo0iiqaiA1z\n7Mrp2rZ6JCTA2i5UbFk7uxEhQ9lUvBWAIzXZWCSLU3emM7V1cvyUkZwiI1NHRRIdalA6JMHF9JvQ\n6+vref311wHrore+pt3VajW+vr7cc8899otQEJyMl07LkLjAc//iAKtrq7cdi+n2c0vyj8fHw5uW\nThMNHY2caip16up6H36dy85jlQAE+nqKhC6ct34T+p133smdd94JQHp6Ov/85z8ZOXKkwwITBKG3\njKA0Xp76DLVtdZgls9LhOD21Ss3w4AxONhYzImQoPh7OXbAlPT7QltBziuuZMyFO4YgEVyNrH3p/\n188FYTD5clcR7R1mkqL8SI0JQO953q0QLpqX1pNoQ6TDz+uqbhxynctcmkiPC7AdHz9lpMtsQatx\n3ksEgvOR/Yn07bffsnv37l690CVJorW1lYMHD/Lf//7XLgEKgrPYeqCMKmMrAI/dOtbhRWWE8+cq\nyRwgNEBPsJ8ntY3ttHeYKapoIjnasQsvBdcmK6GvWrWK1157DT8/Pzo7O/Hw8ECr1VJXV4darWbh\nwoX2jlMQFNVk6rAlc61GRWyY469vflf6Az4ePoTqQ4jyCUej1jg8BlfWYe6gqaOZYL1z7g5QqVSk\nxwWy/UgFYC0DKxK6cD5kzed88sknXH/99ezatYvbb7+dqVOnsmPHDtauXUtQUBBJSUn2jlMQFNWz\nfntcuK/Di3+YLWb+mfsf/nbkQ1bueYUucQ1dtvKWSt46+C4PfPck/zi+TulwzuqnZWAF4XzI+lSq\nqqrimmuuQaVSMXToUA4cOADAsGHDuPPOO1m7dq1dgxQEpRUoWL8doL7diEWybg/11/niqdE5PAZX\n5anRcaQ2m05LF7n1J2jtalM6pH717I+eV9JAZ5fYEizIJyuh+/r60tXVBUBiYiJlZWU0NzcDkJKS\nQklJif0iFAQn0LNlqhIJvbpHydcQsWXtvAR5BRJjsNbQMEtmsutyFY6of0F+XoQF6gkL0DNxWARt\nHV1KhyS4EFkJfdy4cfztb3/DaDQSHx+PwWDgiy++AGD37t34+jpva0JBuFgWSaKgvMl2OznK8dc1\nezdlETXcz1fPqnGHnbxq3OO3jWPl8oksuyodX28xEyPIJyuh33vvveTn53PXXXeh1Wr5+c9/zhNP\nPMHMmTN54403WLBggb3jFATFVNSaaG23jpR8vT0I8fdyeAy9arh7u8cIPfeXy2z/s7cRPeq4H63J\nwWxx3jUI3l6O3w4puAdZ75zExES+/vprCgsLAfjNb35DZGQkWVlZjBgxguuuu86uQQqCkiRgXHoY\nBWWNxIYZFOlVLdqmXpxY32j8dX40dDTS0mWioKGI1EDnX8xrsVhL/arVoj+6cG6yvwp6e3szbNgw\n2+0FCxaIkbkwKESH+PCbBcMBFFukJKbcL45apWZ4SAbby3YBcLw+36kT+q5jlezOriT3lJHlC4Yz\nLME5t9oJzqXfhP7ss8+e1xM99thjFx2MIDg7JXpVS5KEJFlQoUJCEoviLlBaQJItoZ9qcu6FvHkl\nRg7kWS+z5BTVi4QuyNJvQt+8ebPsJ1GpVCKhC25JkiRFpth7UqlUPH7p7+i0dFHXWoe3h17ReFxV\nWlAKi9MWkByQSKSPc/cfT48LZPP+UsCa0AVBjgFJ6ILgrnJPGfnr+mMkRfmTmRrCxGERisXiodYS\n7hOm2PldnZ/Ol6kxlykdhiw9C8wUljfR2t6lSO8AwbWc1/xhWVkZn376KW+//TbV1dUcOnTI1jNd\nENxRQVkjtY3t7MmpEiMlwWEMeg9beWGLJJFXYlQ4IsEVyPrKZ7FYeO655/j4448xm82oVComTZrE\nK6+8QmlpKe+//z7h4c49hSUIF0LpCnEA+yoPUmWqJlQfTHJAIoFeAed+kNAnSZKoa6sn31hIm7md\naU48Ys+ID+RUlbWAV06RkZHJYjGkcHayRuhvvPEG69at44UXXmDHjh1IknUrxQMPPIDZbObll1+W\ndTKLxcLjjz/O4sWLWbp0KUVFRX3+3u9//3teeuklmX+CINjPiR4V4pQoKAOwv+oQ6wu/5t1j/yDP\nWKBIDO6iylTN4z+s5P3sNfy34GtbOV1nlB7XPe2eLeq6CzLISuhr167lvvvuY/78+fj7d3+opaen\nc/fdd7N9+3ZZJ9u0aRMdHR2sWbOGFStWsHLlyjN+5+OPPyY313lLMwqDR11jG8Zma7tgT52GqBAf\nReLoVVRGrHC/KGHeoRg8rP8dW7pMVLRUKRxR/9JiAzi9HrO4oomWtk5lAxKcnqwpd6PRSGJiYp/3\nBQUF2eq6n8u+ffuYMmUKAJmZmRw5cqTX/fv37+fgwYMsXryYggIxEhGU1XO6PTHCV5HiHpIkiT3o\nA0ilUpHsn8DBmqMAnGgoJMqg3ELHs/H20jLjkmj8DZ5kxAfipRPtcoWzkzVCHzJkCJ9++mmf923c\nuJG0tDRZJ2tubsZg6O4jrdFobE1fqqqqePPNN3n88cdlPZcg2Fvv6+fKTLc3tDfRYbbOEui1Xvh4\neCsShztJDugenJwwnlQuEBluuWII8y5LICXaH43a8TUQBNcia4R+9913c8cdd1BZWcm0adNQqVR8\n8803vPvuu3zxxResWrVK1skMBgMtLS222xaLBa3WGsKGDRuor6/njjvuoLq6mra2NpKSks5aVjYw\n0But1rm+tYaGikY1cjn7a1Vc3T3zlJkerki8OdUnbMeRvmGEhSmzMM/eF8EG6rWV8zxj1cNYl78e\ngMKmIqd/H9rLYP27z5crvU6yEvqkSZP461//yiuvvML//d//IUkSq1atIj09nTfeeIPp06fLOtno\n0aPZsmULc+fOJSsrq9fI/tZbb+XWW28FYN26dRQUFJyzRnx9vUnWeR0lNNSX6uqmc/+i4BKv1VXj\n40iJ8uNEWSMhBg9F4q1o7r7GG+gR6PSv2YUaiL9L7nvKYAlAp9HRYe6gxlTH8VPFBHkFnvNxSmpu\n7eR4cT1D4gIx6D0u+vlc4d+fM3DW16m/LxmyEvr+/fsZO3Ysa9asoa2tjYaGBgwGAz4+57dIaPbs\n2Wzfvp0lS5YgSRLPP/88n3/+OSaTicWLF5/XcwmCvQ1LDGJYorIlNyuaq23HYkHcwNCoNST5xZNT\nnwdAvrGQ8RHOm9Df+W822w+XIwG/WTCccemiuJDQN1kJ/de//jWPPfYY1157LV5eXnh5XVj7SLVa\nzdNPP93rZ8nJyWf8nujeJghWXlpPQvXB1LbVE+ItFsQNlOSABI7X5xPjG4VW7dwV2AJ8PZF+PM4u\nqhcJXeiXrHeyr68vOp3O3rEIgtMor20h0NcTL52yH/YLMq5kUshlmC1mLLaPdeFiTYuZxMzYKXhp\nHd/b/nxlxAeyfsdJQNR1F85O1qfVsmXLePrpp8nKyiIhIYHg4DOn/q644ooBD04QlPL62sNU1puI\nDjHwv9ePIDRA2YYoGrUG51r+6dpcabdASrQfWo2aLrOFijoT9U3tBPp6Kh2W4IRkJfTnn38egNWr\nV/d5v0qlIjs7e+CiEgQFtbR1UlFnXXBZXttCgEHMTgnK8dBqSIn2I6fYWs89p7he0SZBgvOSldC/\n+eYbe8chCE6jsMf+87hwAx4KbY0sa67go/x/4qf2J8EvlhEhQxWJw11VtlSxpzKLE8ZCkgMSuSbJ\neWcZ0+MDbQk9u0gkdKFvshJ6dHS0veMQBKdxomdBmUhlCsoAlDaXs6N4LwCZocNFQh9glaZqvjy5\nCYAOS6dTJ/SM+ED+/V0hIK6jC/0TpYcE4Sd6VYiLVqaQC/y0hrtY4T7QkgISbMfFTSW0/1iRzxkl\nRvqh87B+XHto1ZhEXXehD869X0MQHEySJAp6dFhTqmUq8JMa7mIP+kAzePgQ4RNORUslFslCUWMx\naYEpSofVJ61Gzd3XjyQi2EcsiBP6JUbogtBDVX0rLW3W/gIGvQdhCq5urzb1SOjeIqHbQ4p/gu04\n31ioXCAyZCQEiWQunJWshN7Q0HDuXxIEN1BY3rMhix8qleM7rJ1W02OEHiJG6HbhSo1aBOFcZE25\nT548mRkzZjB//nymTZuGh8fF1xIWBGc0YWg4SdH+FJQ1YPBS7n3e2tVGU6e1OYxWrSXA0/GL83J/\nuczh53S0lB4JvaCxCLPFjEbtvDv+S6qaOXqyjpyiepbMSiU8yHX20wv2J3sf+vr167nnnnvw8fHh\nqquuYsGCBWRmZto7PkFwKJVKRViAXtGpdvjJ6NwrCLVKXB2zhyCvQAI9A6hvN9Jh7qCkuYx4v1il\nw+rXum0FZOVbF0uOTAkRCV3oRVZCnzdvHvPmzaOuro4vvviC9evXs2TJEuLi4pg/fz7z588nLi7O\n3rEKwqChQsWIkKHUd9QT6hWqdDhuLTNsOI3tTSQHJBLgGaB0OGeVHh9oS+g5RfXMuERsKRa6ndcq\n96CgIG655RZuueUW8vLyeOqpp3jjjTd48803GT16NMuWLWP27Nn2ilUQ7KqizkROUT1JUX5Eh/qg\nUSs3Ko7xjWL5yGVO277RnSxMna90CLKlx3V/4cgprsdikVCrlVvnITiX80roLS0tbNy4kfXr17Nz\n5068vb1ZvHgxU6dO5bvvvuPee+9l6dKlPPjgg/aKVxDs5mB+DWs25wMwZWQkt8/NUDgiQegtJsyA\nQe9Bc2snTaZOdhypYPLISKXDEpyErIT+9ddfs379erZt20ZXVxeTJ0/mpZdeYubMmbYubLNmzUKj\n0bBmzRqR0AWX1LNCXEKkcvvPBeXUttaj13ri7aTNW9QqFTNHR/PZ9pMArNt2gnEZYXh6OO9CPsFx\nZCX03/72t2RkZHDvvfcyb948goKC+vy9oUOHYrFYBjRAQXCUwh4FZZIVLCgD8PqBv+Cl9SQuOIpp\nYVPw0or9x/a0uXgbm099T327kZuGXM+k6AlKh9SvORPi+DarjMaWDozNHXy9u5h5kxLP/UDB7clK\n6J999hlpaWn93l9ZWUl4eDjXX389119//YAFJwiOYmxup7axHQCdh5roUB/FYukwd5BTnwfA4Zpj\nXB4xQ7FYBguzZKG+3dr85ETDSadO6F46LQumJPL+huMAHC6o45rLEhStmSA4B1mrfq699loOHTrU\n53179uxhzpw5AxqUIDhaz/rtCRF+ii6Iq2mtsx2H+gQ79b5od9FzP7qzV4wD6xqPYQmB3H5VOg/d\nPFokcwE4ywj9lVdeobnZWthCkiTeeecdQkLObBBx5MgR9Hpl9+wKwsXam1NlO1ayfjv0bsoSYRBb\n1hwh1jcaD7UHnZZOatvqMLY3KFLMRy6NWs2KJZcoHYbgZPpN6NHR0bz11luAtdjG3r17bQvgTtNo\nNPj6+vLkk0/aNUhBsCeLJHH8lNF2W+nr5z2bskQYwhSMZPDQqrUk+sWRazwBWEfpY8Ndq3BWtbGV\nUIULIgnK6jehL1q0iEWLFgEwc+ZM3nzzTTIyxDYewT1IkmSbplSrVPzy6gxe/DgLg96D9PhARWOr\nNvUYofuKEbqjJAck2hL6CRdK6PVN7Xz6XQHbD5Vz/5JMMhL6XrQsuD9ZFwo3b94skrngNk6UNfDc\nB/sorW62/SwjIYgls1J5/Lax+ChYwx16j9DDxZS7wyT36I/uCtfRT/vP9wV8f6gcCVizJR+LJCkd\nkqCQfkfo8+bN4+WXXyYtLY158+ad9UlUKhWfffbZgAcnCAOpydTB2q0n2HawHICPNubyuxsvsY3U\nrxjnHDW8e0+5h0K7gsEMIol+8ahVaiyShQpTFW1dbXhpvZQO65zmT0rkh6OVdHZZKK5sZufRCi4b\nLorNDEb9JvThw4fbFrsNGzZMrKIUXJbFIrHtYBlrt56w9ToHayGZspoWokMNCkbXmyRJjAu/hCpT\nNTWttYT5BGNsb1M6rEHBS+vJ9anzCNWHkOQf7xLJHCDIz4srx8eyfkcRYG3gMnZIGDpRbGbQ6Teh\nv/DCC7bjlStXOiQYQRhoheWNfPDVcU5W9K6HnpkSwo2XpzrdIiKVSsX85O5toB4aD0AkdEeZHjNJ\n6RAuyFUT4tmWVUajqZO6xnY27j3F1RMTlA5LcDDZtdwLCgowm82kpqZiNBp59dVXKS8v54orruC6\n666zZ4yCcEEq6kw8u3ovPa8ohvh7cdPsNDJTztyCKQiuSu+p5dopSXzwlbXYzH9/KGLKqCj8vHXn\neKTgTmQtitu4cSPz5s1j3bp1ADz00EOsXbsWk8nE448/zocffmjXIAXhQkQEeTMuw7rtS6tRc+3k\nRJ795QSRzIWzajd3kFOXx38LN9Jh7lQ6HNmmjookMthag76tw8xn37vOwj5hYMgaob/11lvMnTuX\nFStWUFVVxbZt27j77rv59a9/zdtvv82HH37ILbfcYu9YBeGsCssb2XG4gptmp9rWfCyemYpFgoXT\nkwlzsun1vnyS9xnHanMJ1QczK24KoaGieIijvbj3dcpbKgFIC0gmNTBJ4Yjk0ajVLJqewmtrD5Ec\n7celQyOUDklwMFkj9BMnTrBo0SK0Wi3ffvstkiRx5ZVXApCZmUlZWZldgxSEs2lu7eT9DTk8u3ov\n3+wvYdexStt9gb6e/M+C4S6RzDvNneypOEClqYojtdmYRaMjRST6xduOTzS41ih3VEow9y/J5JFb\nxpAS47yV7gT7kJXQfX19MRqtlbS2bNlCTEwMCQkJgPXaenBwsN0CFIT+WCTr6vVH3t7Jt1lltmvl\n67YVYLG43l7c/VWHaO5sASDQM4AhQSkKRzQ4uVpd955UKhVDE4LErqRBStaU+7Rp03jxxRfZvn07\n3377LXfeeScAq1evZtWqVcyfP9+uQQrCT52saOSDr3IpLG/s9fMRScHcNDsVtdr1PtC2lu6wHU+N\nnohapVyDmMEsuUdCL2wowiJZXPa/xYnSBrYfLueWK4egFkne7clK6I899hjPPvssu3fvZuHChdxx\nxx0AfPLJJ1x++eWsWLHCrkEKQk+fbitg/Y6TvVavB/t5cdPlqWSmhrjk6KSo8RRFjacAa13xiVHj\nFI5o8Ar2CiTA0x9jewNt5naKGktI9I9TOqzzIkkSf/tvNjuOVACQFhcgrqkPArISul6v57nnnjvj\n5//5z39QK9hmUhh8LBYJrVaNTqehvcOMVqNizoR4rp4Yj6cLF9LYWtI9Oh8TNgpfnfMUuxlsVCoV\nQwJT2FWxD4BtpTtcLqGrVCoCDJ6222u/LWBMWigeWtf9NyKcm+x96BaLhZycHEwmE1IftYLHjRMj\nCsH+1GoV8y5LYOqoKDbsKmJ6ZjThQd5Kh3VRmjqa2Vd10HZ7WsxlCkYjAEyJnmhL6Hsrs5ifNIdA\nrwCFozo/cy+NZ9vBMppbO6ltbGPTvhKumhB/7gcKLktWQj9w4AD33HMPVVVVfSZzlUpFdnb2gAcn\nCP3x99GxeGaq0mEMiLq2eoK8Aqgy1RDvG0u8n3PUlB/MEv3jSPZPpNJUxdSYy/DUuF6BFm8vLddO\nTuSjjbkArN9RxOQRkfiKYjNuS1ZCf+655/Dz8+OJJ54gIiJCTLMLDtfeYWbj3lPMGhOD3lP2xJJL\niPeL5fcT7ud4fT4aF1185Y5uG7oYX50BnQsm89OmZUaxaV8JlXUmWtu7+Hz7SW6anaZ0WIKdyPpk\nzM3N5fXXX2fatGn2jkcQ+vTVnmL+/V0hm/aeYsmsVC4d5l4LfNQqNRlBg/eDNveXy2zHaX99T7E4\negrWu35fca1GzQ3Tk3l93WEAthwoZdaYGEJDfRWOTLAHWcOByMhIWlpa7B2LIPSpobmdL3cWA9Bo\n6qSjy30KrjR3iH9XrsDU2cqWU9/TZek69y87mczUENJirdf/LRaJY0X1Ckck2IusEfpvf/tbXn31\nVeLi4hg+fLi9YxKEXv79fSHtnWYAokN9mDzCPXo9V7RU8dzuPzEqZBjTYiY5RYnRniNlweqrk5v5\numgLbeZ2vLV6JkSOUTqk86JSqVg8M4V12wpYND2ZuHAxOndXshL6O++8Q01NDYsWLUKj0aDT9b6m\npFKp2Ldvn10CFAa30poWth3sLi28eEaKSxaN6cu20h+wSBYOVB/GLFmcIqELZ5KQaDO3A7CpeCvj\nI0a7XK2DxEg/VizOVDoMwc5kJfQZM2bYOw5B6NO/tuRzemPFsMQghie5R5nhtq42dpV3fwkWW9Wc\n15ToiXx1cjMdlk7KWirIrstlaPAQpcO6KGaLRI2xlRAX6HEgyCcrod911132jkMQznDsZB2HTtQC\noAJumOE+tc13VxygzdwGQLh3KEMC3edvczc+Ht5MjBrP1pLtAHxTvM2lE/rRwjrWrt5Ls6mD5351\nKR5asbPCXcj+L9nU1MSqVatYunQpV111FXl5ebz99tt899139oxPGMS27C+1HU8aEUlsmHtUT5Mk\niW296rZf5nJTuIPNzNgpqLD+N8qpz+NUU+k5HuGc2jq6+PN/jnCyvJGahjY27y9ROiRhAMlK6CUl\nJcybN4/33nsPg8HAyZMn6ejo4Pjx4yxfvpytW7faO05hEPr1tcO48fJUgvw8+dlU97m+nGcssPXb\n9tToXG6R1WAUog/ikrARttvfFG9TMJoL56XTMn9yd/OZz7efpLm1U8GIhIEkK6E/99xzhIaGsmXL\nFl5//XVbtbiXX36Zyy+/nFWrVtk1SGFw0mrUzB4byx+WTyTQ1/PcD3ARPeu2j48Yg17rpWA0glyX\nx3XX4dhXdZC6Ntfc/jXjkmgiQ3wAMLV3sX7HSWUDEgaMrIS+c+dOfv3rX+Pj43PG1OCSJUvIzc21\nS3DC4NTW0Xuvr8aNKhOaLWZaOrv3nk+NnqhgNM4p95fLbP9zJvF+saQGJBGqD+aGtGsxeLjmJSCt\nRs2yq4fabn+zr4SqepOCEQkDRdaiOJ1OR3t7e5/3GY3GM7axCcKFamjp4LG/7GTi8Ag2C0URAAAg\nAElEQVTmT0rEoPdQOqQBpVFruGf0ck41lZFTl0uUwb0q3rm7nw+/GYOHj8v2Rz9t4ohIUmL8yS9p\nwGyR+GRrAf+zQNQYcXWy3pXTpk3jlVde4eTJk7afqVQqjEYjb7/9NpMnT7ZXfMIg89n3hbS0dbFp\nbwmvfXJI6XDsJtY3itnx05UOQzhPfjpfl0/m0F1s5rS9OVXklzYoGJEwEGS9Mx966CF0Oh3XXHMN\n8+fPB+DRRx9l9uzZNDU18cADD9g1SGFwKKtpYWtWdxGZay5zr1aP7eYOpUMQBlBdWz2fF3zlkuVg\nAZKj/BmfEYZGreLyMTGEB4o96a5O1pR7UFAQ69at49NPP2X37t2Eh4djMBhYsGAB119/PQaDvGtJ\nFouFJ598kuPHj6PT6Xj22WeJj+/+0F6/fj2rV69Go9GQlpbGk08+KTq7DSKffHsCy48LLjPiAxnh\nJkVkTnv9wF/QqNVMi5nEqJBhaNQapUMSLtDavM/5tmQ7FslCiD6YiZFjlQ7pgtwwI4WfTUkiPMhb\n6VCEASC7D6WnpydLlixhyZIlF3yyTZs20dHRwZo1a8jKymLlypW89dZbALS1tfHKK6/w+eefo9fr\nue+++9iyZQuzZs264PMJriO7qJ6s/Bqgu4iMO+3NLm4qobCxCIDChmKenfQIfjpRU9tV+XoYsEjW\nJkHfFG/l0ogxLvl+DfITOyzcyTkTelNTExs2bGD//v3U1lqrdkVERDB69Ghmz56Nj4+P7JPt27eP\nKVOmAJCZmcmRI0ds9+l0Oj7++GP0euu0T1dXF56e7rNVSeifRZL45+Z82+2JwyOIj3CvZLet5Afb\n8SVhI0Qyd3GToyfwZdE3dJg7KG+p5FjdcYYFpysd1kXpMlvYcqAUs1lizoQ4pcMRLsBZE/oXX3zB\nk08+SWNjIxqNhoAAawu+HTt28M9//pOVK1fy1FNPceWVV8o6WXNzc6/peY1GQ1dXF1qtFrVaTUhI\nCAAffPABJpOJSZMmXejfJbiQXUcrKapsAsBDq+Y6NyoiA9Dc2cLeygO229NixPva1Xl7eDMpajxb\nTn0PwKbibS6d0CvrTfzfPw9SVd+KSgUp0f6kxPgrHZZwnvpN6D/88AMrVqxg7Nix3HnnnYwfP952\nPbujo4M9e/bw9ttvs2LFCkJDQxk9evQ5T2YwGHr1VbdYLGi12l63X3zxRQoLC3n99dfPOYUVGOiN\nVutc1yFDQ8XIS67Tr1VSXDsJkX6cLG9kwbRkhiSHKhzZwNp29Ds6f1w4lRgQy/jkYec1PevI95Sz\nVZQ437/dka/VQu85bC3ZgUWykFufT5OmnqQg1xnZ9nytgoINhAZ6U1XfiiTB377I5rUV0/H2cq9t\noxfClT7T+03o77zzDhMmTOC999474z6dTsekSZOYNGkSy5Yt4y9/+YvtWvjZjB49mi1btjB37lyy\nsrJIS0vrdf/jjz+OTqdj1apVshbD1TtZMYTQUF+qq5uUDsMl9Hytwv08eWzpGH44WsHotFC3eg2b\nOpr5T/bXttuTIidSU9Ms+/GD/T11Pn+7418rHaPDRrK3MguATw59ye3DbnLg+S9cX6/VsiuH8Pg7\nu2lt76KyzsQrf9/Pr+YN7ecZBgdn/ffX35eMfrPm4cOHZS2Au+GGGzh48KCsIGbPno1Op2PJkiW8\n8MILPPzww3z++eesWbOGo0eP8sknn5Cbm8ttt93G0qVL2bhxo6znFVyfWq1i0ohI9J6y12m6hC9P\nfmPrpR3uHcb48EsUjkgYSLPiptqO91cdoqG9UcFoLk6wvxe3zenuIvfD0Qp2HqtQMCLhfPX76dnU\n1ERo6LmnPsPDw2lokFeQQK1W8/TTT/f6WXJysu04JydH1vMI7uHbA6UkR/u7TRe1vujUHmhUGsyS\nmQXJVznlVjVnK7HqSuJ8Y0gPTEWj1jAiJAOdxrWnqMdnhHPoRC07jlgT+Qdf5ZIS7U+Iv9ij7gr6\nTehmsxkPj3O/ObVaLRaLZUCDEtxfSVUTH23MxWKRmDQikqVXpuHhZOshBsKClLlMjr6U3RX7GBEy\nuKcv3dVdmb90yS1r/bl5dhp5JUaqjW20tnfxt/XZPHDTJW71N7orUbVFUMTq/x7DbJGQgGpjK1qN\n+74VQ/RBzE2cLT4Q3ZS7/XfVe2q5Y94w1CoVQX6eLJiS6HZ/o7s66wXLP/zhD/j6nn2FX1OT8y0Y\nEJxb7ikjO490X5u7YaZ7FZGRJIl9VQcZFTocD7V7rQkQzq7aVIuERJh3iNKhXJTkaH9+s2AY6fGB\n+IiV7i6j30+bcePGAfTaZtYXtVrN2LGuWfZQcDyLJLFmc57t9qXDwkmM9FMwooF3pDabd4/+nWCv\nIBakzGV02EilQxLs7Fjtcdbmr6eipZKJkeO4JWOR0iFdtDFDwnrdtlgkuswWdB7ud2nMXfSb0D/4\n4ANHxiEMEnuyqygst87qaDXuV0TGbDHz7/wvAKhtqyPfWCgS+iCg13pR0VIJwJGabCySxS26sp1W\n09DKXz4/Rlignl9cLdaCOCv3eccJTq+zy8wn356w3Z49NsbtVs/uLN9LhakKAC+NJ1cliF4Eg0G8\nXyy+HtbdGk2dzRQ1nlI4ooFT19jGE+/sIa+kge2HK9idXal0SEI/REIXHOZIQR21jW0A+HrruHqi\n+7VHXV/YXURmdvwMfHXuuyVP6KZWqRkekmG7fajmmILRDKwgPy8yU7o7H76/4Ti1DW0KRiT0RyR0\nwWEuSQvlkaVjSIn258YrhrhdWcnNxdto7LBeTvDX+TEzdrLCEQmONKJHQj9Sk61gJAPv5tlDCPG3\ndmYztXfx1/XHsFgkhaMSfkokdMGhUqL9efiW0cydlKh0KAOqqaOZjcXf2m5fk3QFOo1OuYAEh0sP\nSkP7466GspYKalprFY5o4Hh7Wbeynd6McvyUkS93FSkblHAGkdAFu2tt70KSur/Nq1QqNGr32aYG\nsKl4K+3mDgAifcKZEDFG4YgER/PU6EgPTLHdPuxmo/SUGH/mXZZgu/3v7wopLHfdUrfuSCR0we7e\n+SKb5z/cR36JvBLBruiqhMuZm3A5Oo2OBclznbLEq2B/w3+sBqhRaVy6rnt/5k1KIDnaus3UbJFY\n803eOR4hOJKoeiHYVV6JkX3HqwF4/sN9vHDHpYQHeSsc1cDz0npyddIVTIuZhI+H+/19gjyjQofh\nrdUzNDgNvda9dnAAaNRqfjVvGE++s5v0uECWzXXdHvDuSCR0YcBJkkRLWxfGpnbWbM63/Xx8Rpjb\nJXNJknpVuTPofBSMRlCan86XMeGjlA7DrsIC9Dy+bBzhgXq3qvDoDkRCF2SzJermdozN7TQ0d2Bs\nbmfGJTF4e1nfSkcL63j1k4N0mXuvgNVqVFw/Lbmvp3VZkiSx6uA7JPrHMTN2Kl5aT6VDEgSHiPjJ\nF/P6JmuL4EBf8W9ASSKhC4A1OVXVt1LT0EZSlJ+tL3lJVTOrv8r5MXl30GU+s7PeiKRg4rysNf99\n9NozkjnArDExhAa41xTkoZqjHKs7zrG64+wo28MTl/4ODxdvnylcPEmSKG4q4VDNMfLqC7j7kjvc\nek3F/txq3v0im9gwA/cvuQS1my14dSUioQsAfLQxl837SwFse8UB1GoVJ0rPvrjH2NxBXLj1OMBg\n/Yau99Tg7+NJgEFHQoQfP5vqXtvUzBYz/znxpe12ZthwkcwFm78c/oD6diMAJxoKSeux+t2dVNab\nePPTw0gS5BQb+Wp3MVdd6l4Fo1yJSOgC3x0ssyVzAOOP02fQnaBP89JpCDBYE7X1/z0J8uv+HT8f\nHavum4qXzn3fWp3mTt49+ncqTdbFfnqtF3NEiVfhRyqVihEhQ9lWugOwVo1z14QeHujN1RMTWL/j\nJADrthWQkRBIQoR7NVxyFe77qSvIUlzZxIcbc223o0N98NJ1Tw/qPTU8eNMlBBg88Tfozpmo1SqV\nWyfz1q5W/t+h1eQZC2w/m5MwC4OHWAwndBvZI6Efrj7G9Snz3HYB2fxJCRw7WUdBWSNmi8T/++wY\nTy4bh6fOfS8zOCuxD30QM7V1serTI3R2Wa+LR4f48NjSsQxP6q7brFKpGBIXSHiQt1snajka/397\n9x0W1ZU+cPw7MDRBBKmCilGKIqCCgphYo8Gua2xBcTWWTTHGsqTaNlGzq9FoDLoaoxKjkcQYY8km\najbKxgI2xESwoIJgFBARBqUM3N8f/LgwAoqIM8NwPs/j83Ar7z2M951z7rnnFOay8vQ6jWT+fIse\n9GnRXYdRCfrI3bY15salLVeZ+VnyhD2GSGlsxLQh3nICv5V1j+3/Fe+n64JI6A2UJEl8se886dn3\nATAzNea1v/iIb9UPUSKVcF99X14e3mYgIzwGG9Q0mULdMDFS0q6pp7x8LsNwJmupiqNtI8b1Lb/e\nw3E3OH0xQ4cRNUziTtRARZ+9wZlLmfLypAFtaWYnmo0fxsasCdM7TqGJaWPGtx1FP7deug5J0GO+\n9uXzhhvS7GvVedbXmS5tHeVlMc2q9jXsNtQGLMjbiYTkO8QmpNM3oDmB7Zx0HZJeupx9FXuLptiY\nlfb6d2zkwILgtzETE68Ij9Devi0KFEhIXMtJIbdQZdDT6SoUCib09yL5Vi59OrnSt0sLXYfU4IiE\n3kCZmyr529D2+Hs64O/poOtw9NLZjD/Y+MdWHCzsmOX/qjykq0jmQk1YmVjS3q4tJsYm+Nl7N4jZ\n9yzNTVg0JQilsWj81QWR0BuQ4pISMu/m42RbmpgUCoWomVfj6I0TbEvcgYTEn3m32Jq4g2m+E3Qd\nllDPvNphkq5D0LoHk/m5K7exNDehtYt4le1pEwm9Adn1v6scOHmdif3b0rW9s67D0VsHkg+xK+lH\nednewo4R7oN0GFHDdXHKRPlnzw2bdRaH8PiK1MV8+2sSB0+lYqo0Ykwfd3p1cjXY1/f0gWgXaSDi\nLmey71gyhUUlrN9znvikzEcf1ADtuvyjRjJvbuXCbP/XsLewe8hRgvBwkiSRpvpTHoyoIcjKLeC3\nc38CUKguYcv+i6zaEc/dvEIdR2a4REJvADKy77NhT3kvW59nmmq8ay6USsy6xIGUQ/Kyh01rZvr/\njSZmjXUXlFDvnc34nXlHP2JJ7Cf8NyVa1+FojZNtI94dH4CrQ/nbM/FJt5n/RQxnLjWcLzbaJBK6\ngStSF7Nm1+/cK1AD0NTajKlDvDESzV6VHEo9Iv/sbefF6x0mG+Sc1oJ2WZpYyuO6n8tMQJIqT15k\nqFo4WjH/r515oUKP99x7Raz+7hyb/5NIfqFah9EZHpHQDdzXv1wm+WYuAMZGCl4d7kPjRobf27Y2\nnnUJpK2tBwoUjHQfIiZbEerEM9Yt5Tck7hbmcD037RFHGBYTpTFjn/dgztiO2FiV33tOX8wgv7BY\nh5EZHtEpzoAd+/0mh86U3zzGPu9BG5cmOoxIv/nae+Nr782d/GxszW10HY5gIIyNjPGxa0fMzVNA\n6SAzLa2b6zgq7WvfqikfTA7iy58vcDIxnb/2b1tp8ifhyYiEbsAupWbLPwe2c6SPv6sOo6k/GkIy\nr9h7XHj6fOzLE/q5zPMMbv2CjiPSDSsLE14d1p6kzi1wb15eucjJK2TzfxIZ87y7/Fqt8PhEk7sB\nCwvxYkKIFy0crfhr/7bidZFqXM6+yrWcFF2HIRgw76aeKBWl8ySkqm6QlX9HxxHpjkKh0EjmkiSx\n+T+JxF3OZOHGE0SfvdGg+hnUJVFDN2AKhYJenVzp3qEZxkbiu1tVJEniu0u7SclNw61xC8a1G4mr\nVTNdhyUYGHOlOR62bUjIKp2q+PfMBHo076bjqPTD9XQV567cBqCgqJjN/0nk7OVM/jqgLdaiv89j\nEXd5A/PrmTSO/v6nxjqRzKt3Lec6Kf/fSSkt70+amIrRrISno2yyFlMjE/KK7uk4Gv3R0qkxcyd0\nppldeVP7mUuZzP8iVoyX8ZhEDd2AJKXdZduBixSXSFxKvUtoXw9MlGI61IeJTjsq/9zZsSNWpmLG\nOeHp6OToi525LZ627pj+/xsUF+9c5m5BLh0c2jeIsd6r4+bcmAUTu/DtoSR+OZUKlD5XX/ltPL39\nXRnbxwMTpaiYPIpI6AYi914ha3b9TnFJ6bOn0lfVxDPzh8ktVHH61ll5uUfzYB1GIxg6a9PG+Ni3\n01i3P/kQCVkXMTM2pZODH0HN/HG3aY2RouElL1MTY8b188SvjR0b9yXII8rdyMjD2Ejcy2pCJHQD\nUFIisX7Pee7kFgBgaa7kteE+4hvtIxy9EYtaKn0PtpV1S9ysxXSPgvbcLcghMesSAAXFhRy/eZLj\nN09ia2ZDF+dOBDkH4Gzp+IizGB7f1nZ8MDmQyJ8ukJCcxeTB7TCqkNAlSRIdfKshEroB2HP0Gn9c\nzZKXpwz2xt5GjHD2MMUlxfwv7bi83MPV8Gvn4lU1/WJsZMzg1iHE3jylMcb7nYJs9if/yv7kXxnj\n+ZcG2XLUuJEpr//Fh4y7+dg3Kb+XJSTf4Yf/XWHyYG8cxD2uEpHQ67nfr95m929X5eXB3dzo4G6v\nw4jqh3O3E+ThOK1MLPF39NNxREJDY2ViSf9WfQhx601y7nVib57m5K04jQ5z7Zp66jBC3VIoFDhW\nSNp5+UVs2FvaEjl/Yyyje7vT3a+ZmHu9ApHQ6zHV/SLW7z5P2Rub7dxsGf5ca53GVF84WNjRxakT\np9PjedYlSAzzWg+UtTAY2jSqCoWCVtYtaWXdkhHug/nj9gVib57mnvo+Do3KJ1FKv5eBBDg1ctBd\nsDp0ISWbu6rS5+oFhcVs+fkC/zmezJBurQj2cRaJHVBI9fgN/oyMXF2HoMHBobFWY5Ikif/F/8lX\n+y9iZaFk4aRArC3rR09ZbZdVdXIKczHCSG97t9dlORlKk3t1CV1fPlN1pUQqkTvHFZWo+fjkZ6Tf\nz2Ss518IahbwROeur2V15UYOn+/5g1t37must29i/lQSu76Wk4ND1TNAihp6PaZQKOjRwQU3p8YU\nFZfUm2SuT6xNxdSogn6q2NN9d9J/SFXdAODLhCgS71xijOdwzJXmugpPJ1q7WLNwUiAHT13np5gU\n8vJLZ2vLvJvPt4eS6NzWsUHX1BvulddTkiTJs6eVcXNujLurmHSlJvLV+ZzLPE+JVKLrUAShxgKd\n/XFsVN43Jvbmaf514lNSclN1GJVumJkaMyi4FUtf7caLPVtjaV5aLw0JbIGFWXkdNeVWLurihvX/\nXNTQ64EidQkXrt/h7KXbnE3KJPNuPt39mjGunyemJmLgmMcRe/M0URd3YWfelEHP9HvipktB0IYW\njV15u/ObfHNxlzzJS/r9TD4+GcFf3AfRq/mzDe5VLgszJYOCW9HHvzmHzqTRq1P55FN5+UX8a9tp\nGluYMrhbK4J9nBrEiJkioesp1f0izl7OJO5yJr9fzaLggXmD/xf/J/cK1Lz+F18dRVj/SJLE4dTS\nkeFu52dxvzhfxxEJQs2ZK82Y4D2Gtk092H5hJwXFhRRLxey4tJtiqZi+LXvqOkSdsDBTMqCrm8a6\nAyeuc7+gmPsF99n4YwJ7j15rEIldJHQ9UdY3sexb9oWUbL7Yl1DlvhZmxnRoY8+LPdtoLT5DcPFO\nEjfvpQNgZmxKkLOonQv1T6CzP62sW7Dpj22k5KZhb96UZ10CdR2WXrE0N8HSXCk/Y0/PLk/sQ55t\nRdf2hpnYRULXIXVxCReuZ3P2UmlNfOoQbzyal87F3f4ZW5TGCtTFpYnewcacDu72dHS3x7OFTYPu\n+FFbhyuM2x7k3BmLBtahSDAcjo0cmBPwOruTfiLAqQMWSjHISkX9urTgOb9mHDyVyv7YFI3E/sW+\nBI79cZO/j+2k4yjrnkjoWpZ7r5D4pNucTbrNH1dvc7+gvCk97nKmnNDNTZX07dwCKwsTOrjb42LX\nqME9I6tLWfl3iM/4Q17u2QBH3xIMi9JIyQiPwboOQ29ZmCkZ0q0VfQOaV0rsge2cNPY1lOFkRULX\nok93xHM2KZPq3vxPTM7WWB7d210LUTUMv6XFIP3/EDyetu44Wzo94gjDYCjvngtCbZUl9uf9m/PL\nqeucvphJNx9neXtWTj6ffHuWAUEtCfKu303xWk3oJSUlLFy4kAsXLmBqasqiRYtwcyvvzPDf//6X\niIgIlEolL774IqNHj9ZmeByOS+O7w1eq3W6iNGL5689Wu7+RkYKSEqna/c1NjSslc/sm5U3pXi1t\n6uAq6rcbqpscTDmMq1Uz+V9jU6snOmdRiZojN2Lk5Z7Nuz1pmIIg1DONzJUMefYZBndrpVEb33ss\nmbSMPDbsTeCr/Rc1HmcaGSkIaufES3095HUfbz9Dyi1Vtb8nuL2zxv5pGSpcHZ7sHlZTWk3oBw8e\npLCwkKioKOLi4vjnP//J2rVrASgqKuKjjz5ix44dWFhY8NJLL9GnTx/s7bU3LnmhugTV/aJqtz/4\n3Ppx9+/oYU/M+Vu0drWmo7s9HdztcbW3NIimnrpyLSdFfi2nTBPTxrhaueBq1YzmVs3o6OiL0qjm\nH92i4iICnf059ucJzI3N8bVr9+iD6jFDr5VXvD5DGwZWePoq3m8Li4o5fSFdXs4vLAY03ygqKFJr\nLN/LVz/0vv/g/iVaHItVqwn91KlTdO/eHYCOHTvy+++/y9uSkpJo2bIlTZqUDpASEBDAiRMnGDBg\ngDZDfKo6uNvzyRvPiRHdHiJV9WeldXcLc7mbdYHzWRcwMTLB36mDvO3na//lXOb5as/nZOlIWLvR\nvOgxhMGtQ0i/l4mxkXh3XxCE0jnYl0zrysGTqRw4eV1+xl5faTWhq1QqrKzKmx6MjY1Rq9UolUpU\nKhWNG5cPw2lpaYlKVX2zxtPQo4MLQd41f7b64P72dlZk3q4+ZjMTY8zEQDAPFdysC44W9qSpbpCm\nusmNvD8pKin/T+Zi6awxJGbm/Syu5qRUe77iCiPCmRmb0qKxy9MJXBCEeqmRuQlDn3uGQd3cKiV0\nezsr7mbf01g3Z2xHih9S7TZ5oGXWxb5R3QX7CFpN6FZWVuTl5cnLJSUlKJXKKrfl5eVpJPiqVDdA\nvS41sTLTdQj1RlV/PwcHL/zxqvE5ZjpMYiaT6jIsvfO4n3OHH757SpHoP328J+grUVY18+A9XZ/n\nutNqdz5/f3+io6MBiIuLw9OzfK7fNm3akJycTHZ2NoWFhZw8eZJOnQzvPUFBEARBeBq0On1qWS/3\nixcvIkkSS5Ys4fz589y7d48xY8bIvdwlSeLFF19k3Lhx2gpNEARBEOq1ej0fuiAIgiAIpervG/SC\nIAiCIMhEQhcEQRAEAyASuiAIgiAYAJHQa+nAgQPMmTNHXj558iSjRo1i9OjRLFu2rNrjkpKSCAgI\noKCgQBth6tzjllNubi6vvPIK48ePZ8yYMZw5c0ab4erU45ZVfn4+b7zxBqGhoUydOpWsrCxthqtT\nD5bVsWPHGDNmDOPGjWPGjBncv39fY//c3FymTJlCaGgoEydOJCMjQ9sh68TjllNxcTGLFi1i7Nix\njBgxgl9//VXbIevM45ZVGX26p4uEXguLFi1i+fLllJSUD1qyZMkSVqxYwTfffEN8fDznz1cevUyl\nUvGvf/0LU9OGMVJcbcpp06ZNdO3ala+++oqPPvqIDz74QNth60Rtyurrr7/G09OTbdu2MXz4cNas\nWaPtsHWiqrJauHAhERERbN26FTc3N7799luNY3bu3CmX1cCBA/niiy+0HbbW1aacfvjhB9RqNdu3\nb2ft2rUkJydrO2ydqE1Zgf7d00VCrwV/f38WLlyose6bb76hRYsW5OXloVKpaNRIc3QgSZKYN28e\ns2fPxsKiYcxdXJtymjhxImPHjgVKawtmZg1joJ7alFXFoZR79OjBsWPHtBWuTlVVVlu2bJHnfVCr\n1ZU+N56envLAVSqVSh7QypDVppx+++03nJycmDZtGnPnzqVPnz7aClenalNW+nhPN/xP9RP49ttv\niYyM1Fi3ZMkSBg4cSExMjMZ6pVJJXFwcs2fPpk2bNjg7O2ts/+yzz+jZsydt27Z96nFrW12Wk7W1\nNQAZGRmEh4fz3nvvPd3gtawuy6ricMmWlpbk5uY+3eC17HHKytHREYD9+/cTExPDzJkzNbbb2tpy\n5MgRBg4cyN27d9m6devTDV6L6rKc7ty5Q0pKCuvWrePEiRO8++67oqyqKSu9vKdLQq0cP35cmjlz\nZpXbVqxYIa1atUpjXd++faXx48dL48ePl3x8fKTQ0FBthKlzj1tOkiRJiYmJ0sCBA6VDhw497fD0\nyuOW1euvvy6dPXtWkiRJysnJkQYNGvTUY9QXVZXVpk2bpDFjxki3b9+utP/rr78uff3115IkSVJC\nQoI0ePBgrcSpa49bTjNnzpR++ukneblbt25PPUZ98bhlpY/3dNHkXgckSSI0NJS7d+8CpbUlIyPN\noj1w4ABbtmxhy5YtODg4sHHjRl2EqlM1KafLly/z5ptvsnz5cnr27KmLMPVCTcrK39+fw4cPAxAd\nHU1AQIDW49QXa9eu5eTJk2zevJmmTZtW2m5tbS23ZtjZ2WnMG9GQPKqcAgIC5M9UYmIizZo103aI\neuNRZaWP93SR0OuAQqHg5ZdfZurUqYwfP56EhAQmTSqdMOTll1+msLBQxxHqh5qU0/LlyyksLGTx\n4sWEhYXx6quv6jhq3ahJWb300ktcunSJl156iaioKKZPn67jqHUjMzOTiIgI0tPTmTp1KmFhYWzb\ntg0oL6s333yTXbt2MW7cOKZPn86HH36o46i1ryblNHr0aCRJYvTo0cybN49//OMfOo5aN2pSVvpI\nDP0qCIIgCAZA1NAFQRAEwQCIhC4IgiAIBkAkdEEQBEEwACKhC4IgCIIBEAldEAThCYm+xYI+EAld\n0Ft9+vTBy8tL/uft7U337t2ZP38+OTk58n47d+7Ey8vriScnCQsL429/+xsAqXfKT34AAA5XSURB\nVKmpeHl58dNPPz3ROWviyJEj9OvXD19f3wb5OtXTlJCQwKBBgygqKqqzc65evZpOnTrJywcPHmTB\nggXVbn/aJEli1KhRlUY6ExoeMfSroNdCQkJ4+eWXASgsLCQ5OZlVq1aRlpYmT7DRq1cvoqKi5GFj\n64KjoyNRUVG0atWqzs5ZneXLl2Nubs7nn3/eoAfyqGtqtZr333+fGTNmYGJiUmfnHTVqlMagR5GR\nkZXG2dcmhULB3//+d+bNm8fu3bsxNzfXWSyCbomELug1e3t7OnbsKC8HBgaiVCp55513SEtLw9XV\nlaZNm1Y5ktOTMDU11fi9T1N2djY9e/aka9euWvl9DcXevXvJy8vjhRdeqNPzOjs7VxpXX9eCgoJo\n0qQJ27dvZ+LEiboOR9AR0eQu1DtlQ3iWPbd8sMm9T58+fP755yxYsIDAwED8/f15++23UalU8jny\n8vKYO3cuQUFBBAUFsX79eo3f8WCT+zvvvMOMGTOIjIykd+/e+Pn5ERYWRlJSksZxW7dupV+/fvj5\n+TFx4kS+//57vLy8SE1NrXQdZb8jLS2Nbdu2yfuFhYUxb948Jk+ejJ+fn9wMf/v2bd566y0CAwPp\n1KkTr7zyCtevX9c4Z3JyMq+99hqdOnWic+fOhIeHP/JRhFqtZtWqVfTq1QtfX19GjBihMXNbTEwM\nXl5enDx5krFjx+Lr68vzzz9faTrJR8W3evVqRowYwZIlS/D392f48OFA6Rea8PBwunTpQlBQEMuW\nLePdd98lLCwMgDfeeIPBgwdXijskJIR//vOf1V7Xpk2bGDBgAAqFQuM6zp07p7Ff586dWb16NVD6\nWQoKCuLYsWMMGzYMHx8fBg4cyC+//KJxHWVN6mFhYcTGxnLo0KFq/85Q+uViyJAh+Pj40LdvX7Zs\n2aKx/ezZs4wbN45OnToRGBjIjBkzSEtLq/F2gEGDBvHll1+iVqurLRPBsImELug1SZJQq9Wo1WoK\nCgq4ePEi//73v+nRowfNmzev9rh169aRk5PDihUrmDlzJvv27WPt2rXy9tmzZ3PgwAHCw8NZvHgx\n+/bt48yZMw+N5ejRo+zatYv333+fZcuWkZyczDvvvCNvj4qK4sMPP6Rv375ERETQsmVL5s+fX+35\nypr1HRwcCAkJISoqSp7haefOnTzzzDOsWbOGYcOGkZ+fz4QJEzh16hRz585l6dKlZGZmMn78eHm8\n98zMTEJDQ7lx4wZLly7lH//4B3FxcUyePPmhQ1XOmzePTZs2MWHCBCIiImjdujVTp07l9OnTGvvN\nmjWLkJAQ1q9fj7e3N3PnzuXy5csANYoP4MKFCyQmJhIREcHMmTORJIlXXnmFY8eO8f7777No0SKi\no6PZu3evfMywYcO4dOkSFy5ckNfFx8dz7do1+UvBgy5fvkxiYmKtaud5eXm89957jBs3jnXr1mFr\na8usWbPIzs6utO+CBQvw9vbG399f4+9X0ffff8+cOXPo0qUL//73vxk+fDgfffQRGzZsACA3N5dp\n06bh5OTEmjVr+PDDDzl//jyzZ8+u0fYy/fr1Iy0tjbi4uMe+ZsEwiCZ3Qa9t27ZNHkO5jI2NDUuX\nLn3occ7OzqxYsQKFQsFzzz1HbGws0dHRhIeHk5iYyKFDh/jkk08YOHAgAH5+fjz//PMPPWdeXh7r\n1q2Tb9q3bt1i8eLF3LlzB1tbWyIiIhg+fDhvv/02AN27dyc9PZ1ff/21yvOVNeubmppWerRgaWnJ\ne++9J0/Isn37dq5evcqePXto06YNAMHBwfTu3ZstW7Ywffp0IiMjKSgoYOPGjfIjCD8/P0JCQvjx\nxx+rTH5JSUns3LmTRYsWMWrUKKB0bvWMjAxWrlzJl19+Ke87YcIEeTz59u3bc+DAAaKjo3F3d2fX\nrl2PjA9KWwPeeecdvL29gdIOgWfOnOHLL78kKChIjrlv377y7+3Zsye2trbs3bsXLy8vAPbs2YOn\np2e1U1fGxMRgYmKCh4dHldsfpqioiPDwcPmzYWdnx7Bhw4iJiSEkJERjX3d3d6ysrGjUqFGVj2hK\nSkpYsWIFQ4YMkb/cPffccygUCtasWUNoaChJSUlkZ2cTFhYm1/xtbW05fvw4JSUlj9xe9hlxdXXF\nxsaG48eP07lz58e+bqH+EzV0Qa8NGDCAHTt2sGPHDrZv386KFStwcnIiNDSUlJSUao/z9fWVm1qh\nNMHfu3cPQK559ujRQ97u6Oj4yGfmLi4uGjWwsueo9+/f59q1a9y6dUsjEQH079+/hleqqWXLlhqz\nq8XExODm5oabm5vcYmFubk5AQADHjx+X9+nYsSPW1tbyPs2aNaNNmzYaTegVxcbGAqVlUXaMWq2m\nZ8+enD59WqNmX7F8rK2tadSokVymNYmvTMWOhrGxsVhbW8vJHMDJyUmjl7iJiQmDBw9m3759ABQX\nF/Pjjz8ybNiwassvNTUVe3v7WneGq3itFf/Oj+vq1aukp6fTq1cvjfLt0aMHeXl5xMfH4+7ujo2N\nDa+88goffPABhw8fpmPHjsyYMQMjI6NHbq/IxcWlUlO80HCIGrqg15o2bYqvr6+8XPZsuHfv3mze\nvLnaJm0LCwuNZYVCIT9zz8nJwcTEBCsrK419HBwcHjqt5oPnLLuZlpSUcOfOHaC05lSRnZ3dwy6v\nWg8el52dzZUrV2jfvn2lfcsSZHZ2NmfPnq1yHwcHhyp/T1kzcsUvNxWVXRdQqfe0kZGRXKY1iQ+g\nUaNGGj3Cy1o3HmRvb09GRoa8PHz4cLZs2cKZM2dQqVRkZWUxZMiQKmMGUKlUT9Tbu+KxFf/Oj6us\nfOfMmcOcOXMqbc/IyMDKyoqvvvqKiIgIvv/+e7Zu3Yq1tTXTpk1j6tSpj9z+YNwV+4oIDYtI6EK9\n4+TkRJMmTUhOTq7V8TY2NhQVFZGTk6Pxqlt2dnata3ROTk6AZgIEnvjd+DKNGzembdu2LFq0qNI2\nU1NTAKysrOjRowczZsyotI+lpWW151UoFGzfvh1jY+NK221tbbl27VqdxFcVR0fHKsvowXU+Pj54\neHjw888/k5eXR9euXeUyr4qNjU2lxFbWYlNxEBhJkmpV866psg6c8+fPx8/Pr9L2sn4gHh4erFy5\nksLCQk6dOkVkZCQff/wxgYGBdOjQ4ZHby+Tk5ODu7v7UrkfQb6LJXah3UlNTycrKws3NrVbHBwYG\nArB//3553d27d5+oM5GzszOurq4avaGBSsu15e/vT2pqKq6urvj6+uLr64uPjw+bN2/m0KFDAAQE\nBHDlyhW8vLzkfTw9Pfnss884depUlecNCAhAkiRUKpV8jK+vL8eOHWPz5s0olTX7zl+T+KrSuXNn\ncnNzOXHihLwuKyuryr/F0KFD+eWXXzh06NBDm9uh9O9x584djUcGZS0y6enp8rq4uLgn7hX+YLN3\nRa1bt8bGxoZbt25plG92djarVq1CpVIRHR1NcHAwWVlZmJqaEhwczLx58wC4cePGI7eXkSSJ9PR0\nMZZBAyZq6IJey8zM1Li5p6enExERgZmZGaGhobU6Z+vWrRk6dChLliyhoKAAFxcX1q1b90Q3diMj\nI1577TXmzZuHnZ0dwcHBHD58mIMHD8rbn8TIkSPZsmULL7/8MtOmTcPGxoaoqCj279/P0KFDAZg0\naRI//PADU6ZMYcKECZiYmLBx40bi4uKYOXNmledt164dISEhhIeHM336dNq0aUNsbCxr165lypQp\nNY67JvFVpWvXrnTu3Flukra0tGTt2rUUFBRo9IGA0t7un3zyCWZmZvTr1++h8QQHB6NWq4mPj5c7\niHl5eeHk5MSqVatQKpWoVCo+/fRTuRZdW9bW1iQkJBATE6NRWwZQKpW88cYb8ut1wcHBpKamsnz5\nclq1akXz5s1p3LgxkiQxffp0pk6diomJCZGRkXLfgrJHG9VtL3PlyhVycnJ49tlnn+h6hPpLJHRB\nr/3888/8/PPPQGmTqbW1Nb6+vixYsOCJmhYXL15M06ZNWb16NUVFRYwcORInJyfy8/Nrfc6RI0ei\nUqmIjIwkMjKSLl268Oqrr/LZZ5898UhiVlZWbN26laVLl7Jw4UIKCwvx8PBgzZo18qhlLi4ubNu2\njWXLlhEeHo5CoaB9+/Zs2rSJdu3aVXvujz/+mFWrVrF+/Xpu376Nq6src+bMYfLkyXUaX3U+/fRT\nPvzwQxYuXIipqSljx47F3Ny8Upk5OTnh5eWFu7t7tY8QyrRu3Rp3d3eOHDkiJ3RjY2NWrlzJ4sWL\nmT59Os2bNyc8PFzjdcbamDhxIrNmzWLKlClERkZW2j5+/HjMzc3ZvHkzGzduxMbGhv79+zNr1iwU\nCgU2NjZs2LCB5cuX89Zbb1FUVISfnx+bNm2S31Z41HaA3377DWdn5yqb9oWGQSGJWQUEoU7s2bOH\njh070qJFC3ndihUriIqKEuNsV+P69eucO3eOF154QW7eLy4upk+fPvTv3593331X3rest/iGDRvo\n1q3bI8+9c+dOVq9ezS+//PLELST1wdChQxkxYoQYKa4BEzV0Qagj3333HevXr2f69OnY2toSHx9P\nZGTkY9V0G6K33nqLo0ePypOo7Nixg6ysLEaPHg1ASkoKu3fv5uDBg7Rp04bg4OAanXfo0KF88cUX\n/PTTT/I75Ybq6NGjqFQqxo4dq+tQBB0SNXRBqCMZGRksW7aMI0eOkJOTg6urK6NHj2bSpEmVngcL\n5aKjo1mzZg0XL14ESscQmDVrlvwueHJyMiNHjsTOzo6VK1dWO5hMVc6dO8dbb73F7t2763SCFn0i\nSRIvvvgi4eHhNf6yIxgmkdAFQRAEwQAY/oMlQRAEQWgAREIXBEEQBAMgErogCIIgGACR0AVBEATB\nAIiELgiCIAgGQCR0QRAEQTAA/wfMvAcr34htdAAAAABJRU5ErkJggg==\n", 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kxYoVZG9vz7s/WVlZ5ODgQCtWrCCiCoUuEokoJiaGS/PXX3+RSCSi2NhYIiLy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\nhC4IgiAINcD/B0IsbKlI6/SQAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -416,7 +473,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "In the above, each distribution has been scaled to it's maximum value." ] @@ -445,7 +505,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, @@ -460,11 +520,11 @@ "P_totals =10 ** (np.linspace(-10, -1, num=20))\n", "\n", "# Number of times the fitting procedure will occur\n", - "nposterior_samples = 50 # The number of parameter draws from the posterior\n", - "nsamples = 50 # The number of repeated fluorescence draws for each posterior sample\n", + "nposterior_samples = 5 # The number of parameter draws from the posterior\n", + "nsamples = 20 # The number of repeated fluorescence draws for each posterior sample\n", "\n", "# Predict the coeffecient of variation, variance and bias for the ligand and protein concentrations \n", - "(CV, Var, Bias2) = predict_assay_error(data, L_total, P_totals, nsamples, nposterior_samples, t_equil=t_equil, inner_filter=True, geometry='top')" + "(CV, Var, Bias2) = predict_assay_error(data, L_total, P_totals, nsamples=nsamples, nposterior_samples=nposterior_samples, t_equil=t_equil, inner_filter=True, geometry='top')" ] }, { @@ -485,7 +545,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, @@ -494,9 +554,9 @@ "outputs": [ { "data": { - "image/png": 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+/PJL7qRla2uLIUOGYPDgwVwGsqGhodb3eePGDQgEAkyaNIn7MU5OTsY///zDuzopfWXT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\nR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LlbKystDFXmX++usvdO7cGZ07d672/aqqqnj27FmF5SkpKRUSc22oqqqiqKgI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\n8uWaDoMQQgjROVpblieEEEJIx1ByJ4QQQvQMJXdCCCFEz1ByJ4QQQvQ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -527,7 +587,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, @@ -536,9 +596,9 @@ "outputs": [ { "data": { - "image/png": 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6ODhgypQpiIqKQnJyMmJiYhAbG4uoqCgEBgZi/fr1WLt2LeLi4rj7ODk5ISUl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VdpXnQHmFpfA/EoXM3GKpxEMIIYSIotm9CqejowMvLy94enpi+vTp8PX1Fbpt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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -577,7 +637,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "The above example looks at how the coefficient of variation varies as a function of protein concentration. However, this is for a pretty low affinity ligand. What happens if we look at a higher affinity ligand? Will our optimum protein concentration decrease?" ] @@ -586,7 +649,9 @@ "cell_type": "code", "execution_count": 15, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -611,7 +676,9 @@ "cell_type": "code", "execution_count": 16, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -637,7 +704,10 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "deletable": true, + "editable": true + }, "source": [ "Pretty close, now let's try multiple Delta G's." ] @@ -646,7 +716,9 @@ "cell_type": "code", "execution_count": 17, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -669,7 +741,9 @@ "cell_type": "code", "execution_count": 18, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -681,7 +755,9 @@ "cell_type": "code", "execution_count": 19, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -731,7 +807,9 @@ "cell_type": "code", "execution_count": 20, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -742,7 +820,9 @@ "cell_type": "code", "execution_count": 21, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -776,7 +856,9 @@ "cell_type": "code", "execution_count": 22, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -810,7 +892,9 @@ "cell_type": "code", "execution_count": 23, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [ @@ -824,7 +908,9 @@ "cell_type": "code", "execution_count": 24, "metadata": { - "collapsed": false + "collapsed": false, + "deletable": true, + "editable": true }, "outputs": [ { @@ -847,7 +933,9 @@ "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": true + "collapsed": true, + "deletable": true, + "editable": true }, "outputs": [], "source": [] diff --git a/experimental_design/assay_simulator.py b/experimental_design/assay_simulator.py index 982911e..1f5ff4c 100644 --- a/experimental_design/assay_simulator.py +++ b/experimental_design/assay_simulator.py @@ -173,26 +173,33 @@ def generate_deltag_estimates(self, nsamples=100): ------- estimates: numpy.ndarray Binding free energies estimates, where each has been fitted using least squares regression + intensities: numpy.ndarray + The fluorescence intensities that have been fitted to + """ + intensities = np.zeros((nsamples,len(self.l_total))) estimates = np.zeros(nsamples) for sample in range(nsamples): # The fluorescence data that will be fit to. Random noise is added the fluorescence data with noisy=True. - target = self.simulate_fluorescence(noisy=True) + intensity = self.simulate_fluorescence(noisy=True) def sum_of_squares(g): """ The sum of squares between model fluorescence and the target """ guess = self.simulate_fluorescence(DeltaG=g, noisy=False) - return np.sum((guess - target) ** 2) + return np.sum((guess - intensity) ** 2) # The initial guess within about 10% of the "true" value #initial_guess = self.DeltaG + np.random.normal(loc=0, scale=0.1 * np.abs(self.DeltaG)) initial_guess = self.DeltaG - fit = optimize.minimize(sum_of_squares, initial_guess, method='BFGS', gtol=1E-4) + fit = optimize.minimize(sum_of_squares, initial_guess, method='BFGS', options={'gtol':1E-4}) + + # Save estimated free energies and intensities estimates[sample] = fit.x[0] + intensities[sample,:] = intensity - return estimates + return estimates, intensities def predict_assay_error(pymc_data, l_total, p_total, DeltaG=None, nsamples=10, nposterior_samples=100, t_equil=0, **kwargs): @@ -273,7 +280,7 @@ def predict_assay_error(pymc_data, l_total, p_total, DeltaG=None, nsamples=10, n simulator = AssaySimulator(pymc_data=pymc_data, l_total=l_total, sample_index=ind, p_total=p_total[p]* np.ones([12],np.float64), **kwargs) simulator.DeltaG = DeltaG # Generate fitted DeltaG estimates with stochastic noise added before each fit. - estimates_per_posterior_sample = simulator.generate_deltag_estimates(nsamples=nsamples) + estimates_per_posterior_sample, intensities = simulator.generate_deltag_estimates(nsamples=nsamples) bias_squared.append(np.mean((estimates_per_posterior_sample - simulator.DeltaG)**2)) estimates.append(estimates_per_posterior_sample) # Collect the bias, variance, and coefficient of variantion