{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Supplementary analysis script for 'Cohesin and condensin extrude DNA loops in a cell-cycle dependent manner'\n", "\n", "### Golfier et al. , March 2020\n", "\n", "\n", "This script is a supplementary material to the article 'Cohesin and condensin extrude DNA loops in a cell-cycle dependent manner' by Golfier et al. , eLife 2020. To execute this script, please download the supplementary data file as indicated in the article.
\n", "The supplementary data file contains '*_output' files in python data format, that resulted from the segmentation of loop extrusion events on individual DNA molecules. All analysis was done in python. This script reads in the looping data from these files and performs the following tasks in individual blocs: \n", "\n", "#### 1. Plot of the dynamics of loop extrusion \n", "#### 2. Analysis of relative DNA extension and the tension on the DNA molecule\n", "#### 3. Symmetry score of each looping event\n", "#### 4. Determining the initial extrusion rate from the fit to the loop data\n", "#### 5. Analysis of loop movement \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# import relavent packages\n", "\n", "import time\n", "import matplotlib.pyplot as plt\n", "import os\n", "import numpy as np\n", "from scipy import signal\n", "from PIL import Image\n", "import pickle\n", "import csv\n", "\n", "from PIL import Image\n", "from PIL.TiffTags import TAGS\n", "\n", "import glob\n", "\n", "import pickle\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0. General data structure\n", "\n", "All '*_output' data files are contain the following entries: \n", "\n", "0 - summed intensity in region I for each time point
\n", "1 - summed intensity in region II for each time point
\n", "2 - summed intensity in the loop for each time point
\n", "3 - initial relative extension of the DNA molecule in kb (dye-corrected)
\n", "4 - initial relative extension of the DNA molecule in um (dye-corrected)
\n", "5 - relative position of the maximum intensity for each time point
\n", "6 - start frame number of loop extrusion in original microscopy data
\n", "7 - end frame number of loop extrusion in original microscopy data
\n", "8 - time step between two subsequent frames
\n", "9 - pixel size in um
\n", "10 - dye corrected contour length of the DNA molecule
\n", "11 - symmetry score for the looping event
\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10,\n", " ['/Users/golfier/Desktop/ReviewerResponse/data/inter/inter10_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter1_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter2_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter3_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter4_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter5_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter6_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter7_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter8_output',\n", " '/Users/golfier/Desktop/ReviewerResponse/data/inter/inter9_output'])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# define path that contains the python data-files from the loop analysis from all strands\n", "path = '/Users/golfier/Desktop/ReviewerResponse/data/inter'\n", "\n", "# define output path to save ensuing data-files and plots\n", "out = '/Users/golfier/Desktop/ReviewerResponse'\n", "\n", "\n", "# find all output files in folder\n", "paths_tiff = glob.glob(os.path.join(path,'*_output'))\n", "\n", "len(paths_tiff), paths_tiff" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Loop extrusion dynamics and DNA tension\n", "\n", "First lets estimate the stall force of loop extrusion (or any other DNA-compacting event) by quantifying the level of DNA extension and converting it to an absolute tension on the strand using the worm-like chain (WLC) model (Marko 1995). \n", "\n", "The idea is that during loop extrusion the slack in the system is redistributed into the loop region which tenses the DNA residing outside of the loop. As the distance between the endpoints of the DNA (l_biobio in kb) is constant, tension builds up on the DNA strand as the loop grows and DNA gets more and more stretched. The ratio of end-to-end distance (l_biobio) over the remaining slack in the system (contour length - loop size) for each time-point gives a dimensionless measure 'relative extension' of the DNA molecule. The relative extension of DNA can be related to a force using the known force-extension relationship of the (WLC) model (Marko 1995): \n", "\n", "# $\\frac{F P}{k_{B} T} = \\frac{1}{4} (1-\\frac{x}{L_{0}})^{-2} -\\frac{1}{4} + \\frac{x}{L_{0}}$\n", "\n", "P - persistence length of DNA = 51 +- 2nm (from Bouchiat et al. 1998)
\n", "L0 - contour length (0.34 nm per bp for B-form DNA)\n", "\n", "\n", "The first bloc is based on the looping quantification which returns a python data file ('filename_output'), containing the absolute size (in kb) of each region for every time-step and the dye-corrected end-to-end distance (l_biobio in kb). " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "inter10_output\n", "End-to-end distance: 10.03 kb\n", "Final loop size: 33.74 kb\n", "stall force: 0.23 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter1_output\n", "End-to-end distance: 14.47 kb\n", "Final loop size: 24.31 kb\n", "stall force: 0.16 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter2_output\n", "End-to-end distance: 11.76 kb\n", "Final loop size: 17.58 kb\n", "stall force: 0.06 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter3_output\n", "End-to-end distance: 11.89 kb\n", "Final loop size: 22.25 kb\n", "stall force: 0.08 pN\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter4_output\n", "End-to-end distance: 9.88 kb\n", "Final loop size: 19.61 kb\n", "stall force: 0.05 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter5_output\n", "End-to-end distance: 10.59 kb\n", "Final loop size: 30.94 kb\n", "stall force: 0.18 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter6_output\n", "End-to-end distance: 5.27 kb\n", "Final loop size: 35.21 kb\n", "stall force: 0.07 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter7_output\n", "End-to-end distance: 4.84 kb\n", "Final loop size: 36.32 kb\n", "stall force: 0.07 pN\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter8_output\n", "End-to-end distance: 16.39 kb\n", "Final loop size: 16.06 kb\n", "stall force: 0.1 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter9_output\n", "End-to-end distance: 15.23 kb\n", "Final loop size: 16.16 kb\n", "stall force: 0.09 pN\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# define the force-extension relationship as in Marko 1995\n", "\n", "def force(e):\n", " f = (1/4*(1-e)**(-2)-1/4+e)*1.380649e-23*293/51e-9\n", " return f\n", "\n", "# define global arrays to store final stall force values & relative DNA extension\n", "stalForces = []\n", "DNA_RE = []\n", " \n", "#initialize local arrays to store extension and tension values for each time-step\n", "extension = []\n", "tension = []\n", " \n", "n = 0\n", "################################## reading in data #########################################\n", "\n", "\n", "# each *_output data file contains the following entries: \n", "\n", "# 0 - summed intensity in region I for each time point\n", "# 1 - summed intensity in region II for each time point\n", "# 2 - summed intensity in the loop for each time point\n", "# 3 - initial relative extension of the DNA molecule in kb (dye-corrected)\n", "# 4 - initial relative extension of the DNA molecule in um (dye-corrected)\n", "# 5 - relative position of the maximum intensity for each time point\n", "# 6 - start frame number of loop extrusion in original microscopy data\n", "# 7 - end frame number of loop extrusion in original microscopy data\n", "# 8 - time step between two subsequent frames\n", "# 9 - pixel size in um\n", "# 10 - dye corrected contour length of the DNA molecule\n", "# 11 - symmetry score for the looping event\n", "\n", "\n", "#loop over folder containing \"filename_output\"data files for each analysed strand & read data into array\n", "\n", "for filename in os.listdir(path):\n", " data = []\n", " if filename.endswith(\"output\"):\n", " print(filename)\n", " end = (filename.split(\".\",1)[0])\n", " with open(os.path.join(path,filename), 'rb') as r: \n", " data = pickle.load(r)\n", " else: continue\n", "\n", " \n", "# improve readability: assign data (size of one region for all time-steps) to new arrays \n", "\n", "\n", " sum_I = data[0]\n", " sum_II = data[1]\n", " sum_lp = data[2]\n", " l_biobio = data[3]\n", " position = data[5]\n", " timestep = data[8]\n", "\n", " \n", " print('End-to-end distance:', np.round(l_biobio,2), 'kb')\n", " print('Final loop size:', np.round(np.average(sum_lp[-10::]),2), 'kb')\n", " \n", "############### quantify DNA extension and calculate tension ###################\n", "\n", " sum_lp = np.array(sum_lp)\n", " \n", "#### calculate the extension using total slack from DNA - DNA in loop & apply WLC model\n", " e = l_biobio/(48.5-sum_lp)\n", " f = force(e)\n", "\n", " extension.append(e)\n", " tension.append(f)\n", "\n", " \n", "########################## save the mean of the last 10 time-steps as the stall force ##########################\n", "\n", " stal_force = np.mean(f[-10::])\n", " \n", " # check that the final extension values did not exeed 1 -> otherwise exclude \n", " if all(e[-10::] < 0.98):\n", " stalForces.append(stal_force)\n", " print('stall force: ', np.round(stal_force*1e12,2), 'pN')\n", " else: \n", " print('!!! Extension exceeds physical limit !!!')\n", " continue\n", " \n", "########## save extensions, forces, staling force & end-to-end-distance\n", " \n", "# relative_extension = l_biobio/48.5\n", "# DNA_RE.append(relative_extension)\n", " \n", "# outputs = [extension, tension, stal_force, l_biobio, relative_extension]\n", "# pickle.dump(outputs, open(out+'/'+end+'_FE', 'wb')) \n", "\n", "# with open(out+'/'+end+'_FE.csv', 'w') as f: \n", "# f.write('relative extension, tension [pN], initial extension'+ '\\n')\n", "# writer = csv.writer(f, delimiter = ',')\n", "# writer.writerows(tuple(zip(extension, tension,)))\n", "\n", "\n", "#################################### make final plots ###############################\n", " \n", " t = np.arange(len(data[0]))*timestep\n", " \n", " plt.figure(figsize=(12,12))\n", " \n", " plt.subplot(221)\n", " plt.title('Looping dynamics '+filename)\n", " plt.plot(t,sum_I,'g-', label='region I')\n", " plt.plot(t,sum_II,'c-', label='region II')\n", " plt.plot(t,sum_lp, 'r-', label='loop')\n", " plt.grid(True, color = 'grey', linestyle='--', linewidth = 0.5)\n", " plt.tick_params(direction='in')\n", " plt.xlabel('Time (s)')\n", " plt.ylabel('DNA size [kbp]')\n", " plt.legend()\n", "# plt.savefig(out+'/'+ filename + '_dynamics.png')\n", "\n", " plt.subplot(222) \n", " plt.title('Relative DNA extension '+filename)\n", " plt.plot(t,extension[n], 'g.', ms = 3, label = 'Relative extension')\n", " plt.grid(True, color = 'grey', linestyle='--', linewidth = 0.5) \n", " plt.ylim(0,1)\n", " plt.ylabel('extension')\n", " plt.xlabel('Time (s)')\n", " plt.legend()\n", "# plt.savefig(out+'/'+ filename + '_f-e.png')\n", " \n", " plt.subplot(223) \n", " plt.title('Tension [pN] '+filename)\n", " plt.plot(t,tension[n]*1e12, 'r.', ms = 3, label = 'Tension')\n", " plt.grid(True, color = 'grey', linestyle='--', linewidth = 0.5)\n", " plt.ylim(0, np.max(tension[n])*1e12)\n", " plt.ylabel('Tension [pN]')\n", " plt.xlabel('Time (s)')\n", " plt.legend()\n", "# plt.savefig(out+'/'+ filename + '_f-e.png')\n", " plt.show()\n", " \n", " n+=1\n", " \n", "# with open(out+'/'+'Force_Extension_all'+'.csv', 'w') as g: \n", "# g.write('relative extension, stal w/o area under loop, stal force w area under loop'+ '\\n')\n", "# writer = csv.writer(g, delimiter = ',')\n", "# writer.writerows(tuple(zip(DNA_extension, stalForces[0], stalForces[1])))\n", " \n", " \n", "\n", "#final_outputs = [DNA_RE, stalForces]\n", "#pickle.dump(final_outputs, open(out+'/stalForces_all', 'wb'))\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Plot stall forces" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.75, 5e-13, 'Mean stall force: 0.11 pN')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (7,5), dpi = 100)\n", "plt.boxplot(stalForces, labels = ['stall Forces']) # Or you can use the boxplot from Pandas\n", "y = stalForces\n", "x = np.random.normal(1, 0.02, len(y))\n", "plt.plot(x, y, 'b.', alpha=0.5)\n", "plt.ylim(0,0.6e-12)\n", "plt.ylabel('Stall force (pN)')\n", "plt.text(0.75, 0.5*1e-12, 'Mean stall force: '+str(np.round(np.mean(stalForces)*1e12,2))+' pN', fontsize=14, verticalalignment='top')\n", "# plt.savefig(out+'/Fstal.png')\n", "# plt.savefig(out+'/Fstal.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Symmetry analysis\n", "\n", "This script loops over the individual 'output' files for each looping event and calculates the symmetry score for the extrusion process by comparing the change in DNA size of the two regions outside of the loop. \n", "\n", "(Honestly the symmetry score is already saved in position 11 in each output file, because I calculate it right away when I analyse my microscopy files. But for the purpose of showing how we do it, lets calculate it again.)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "inter10_output 0.22709712875733729\n", "inter1_output 0.27364516994933985\n", "inter2_output 0.28495198654282605\n", "inter3_output 0.382190275342169\n", "inter4_output 0.0940508799116493\n", "inter5_output 0.03987640379597508\n", "inter6_output 0.017562110879738132\n", "inter7_output 0.08155170535334483\n", "inter8_output 0.29226993444550925\n", "inter9_output 0.38389250427483435\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# define the funciton for scoring symmetry \n", "\n", "symmetry = []\n", "\n", "def symmetry_score(regionI,regionII): \n", " if regionI > 0: \n", " regionI = 0\n", " else: \n", " pass\n", " \n", " if regionII > 0:\n", " regionII = 0\n", " else: \n", " pass\n", "\n", " s = -(min(regionI,regionII)-max(regionI,regionII))/(-regionI-regionII)\n", " return s\n", "\n", "\n", "################################# reading in data #########################################\n", "\n", "for filename in os.listdir(path):\n", " data = []\n", " if filename.endswith(\"output\"):\n", " end = (filename.split(\".\",1)[0])\n", " with open(os.path.join(path,filename), 'rb') as r: \n", " data = pickle.load(r)\n", " else: continue\n", "\n", " \n", "# improve readability: assign data (size of one region for all time-steps) to new arrays \n", "\n", " try: \n", " sum_I = data[0]\n", " sum_II = data[1]\n", " sum_lp = data[2]\n", " l_biobio = data[3]\n", " timestep = data[8]\n", " except IndexError:\n", " sum_I = data[1]\n", " sum_II = data[2]\n", " sum_lp = data[3]\n", " l_biobio = data[4]\n", "\n", " \n", "############### quantify changes in DNA content in region I and II ###################\n", "\n", " dRegI = (np.average(sum_I[-10:-1]) - np.average(sum_I[0:10]))\n", " dRegII = (np.average(sum_II[-10:-1]) - np.average(sum_II[0:10]))\n", "\n", "## quantify symmetry\n", " \n", " sym = symmetry_score(dRegI,dRegII)\n", " symmetry.append(sym)\n", " \n", " print(filename, sym)\n", " \n", " \n", "########## save changes in region I, region II, initial relative extension and symmetry score\n", "\n", "\n", "# symmetry_outputs = [RE, regI, regII, symmetry]\n", "# pickle.dump(symmetry_outputs, open(path+'/'+filename.split('_',1)[0]+'_symmetry_output', 'wb'))\n", "\n", " # save final tension data to csv file\n", "\n", "# with open(path+'/'+filename.split('_',1)[0]+'_symmetry_output'+'.csv', 'w') as g: \n", "# g.write('RE, delta region I, delta region II, symmetry'+ '\\n')\n", "# writer = csv.writer(g, delimiter = ',')\n", "# writer.writerows(tuple(zip(RE, regI, regII, symmetry)))\n", "\n", "\n", "#################################### make final plots ###############################\n", "\n", "plt.figure(figsize=(7,5), dpi= 120)\n", "plt.title('Loop extrusion symmetry '+path.split(\"/\",-1)[-1], fontsize = 12)\n", "plt.hist(symmetry, histtype='bar', bins = 5, rwidth=0.95, color='k', alpha = 0.3, label = 'N=' + str(len(symmetry)))\n", "plt.tick_params(direction='in')\n", "plt.xlim(0,1)\n", "plt.xlabel('Symmetry score', fontsize=12)\n", "plt.ylabel('Number', fontsize=13)\n", "plt.legend(fontsize = 12)\n", "plt.rcParams.update({'font.size': 14})\n", "# plt.savefig(out+'/'+filename.split('_',1)[0]+'_symmetries.pdf')\n", "# plt.savefig(out+'/'+filename.split('_',1)[0]+'_symmetries.png')\n", "plt.show()\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Initial extrusion rates\n", "\n", "To estimate loop extrusion rates, we fit an exponential function to the loop data and extract the initial extrusion rate from the first derivative of the fit function at time point 0.
\n", "Other methods, such as fitting a linear slope to the first 15 time points have proven less stable in cases of noisy data. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "inter10_output inter10\n", "[39.0445728 31.01160046 -0.09257421] [1.74621493 1.45364748 0.01148938]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter1_output inter1\n", "Error - gaussian curve_fit failed, right side, in run \n", "inter2_output inter2\n", "[16.90781366 16.25731729 -0.29270062] [0.21332082 0.96828158 0.0296453 ]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inter3_output inter3\n", "Error - gaussian curve_fit failed, right side, in run \n", "inter4_output inter4\n", "Error - gaussian curve_fit failed, right side, in run \n", "inter5_output inter5\n", "[37.55559477 33.57529855 -0.06883218] [1.21572838 1.01111312 0.00632746]\n" ] }, { "data": { "image/png": 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xD06dOkXr1q257bbbGDNmDAsWLOCmm24iPz/fmNP8yy+/8Oijj5KQkMCkSZPsPjd7/f3b3/7Ge++9x6hRo5g5cybh4eHMmjWL8+fPM2PGDJP1/O53v+Pdd9+loKDAbl72nj17GDJkCADPPPMM+/btY9++fcb709PTjeX41q9fz+DBg3nqqad46qmnAH2ZvO+//55hw4bRtm1bKisr+f777/n3v//NNddcYzEhjaG6h6ESypYtW4xnBOyl7pi77rrrWL16NSNGjGDYsGF88cUXJqPv8fHx3HDDDTz55JNERUUxd+5cdu/ebSzjd+rUKdavX29R1u+zzz5j7ty53HLLLXTs2BGlFB999BGnT5+2GPEWQgivycrSB9NCeIMzV0c2hxtSXUSVlJRY3Hf06FE1fvx4FRsbq1q0aKFGjBih8vLyVLt27dTkyZNN2s6ePVt16NBBBQcHW1S0WL9+vRo1apSKi4tToaGh6rLLLlOjRo1Sy5Ytc9i/QYMGqSlTphj/fvrpp43baNWqlXrppZeMlS7uvfdedebMGaeet73+7t+/X91yyy2qZcuWKjIyUg0ePFht3brVYh2TJ09WgDp48KDdbb3zzjsmVUHMb/W3vXbtWgWo6dOnG5f93//9nxo9erRKTU1VYWFhKjIyUmVlZal//OMfqrKy0mJ79rbliKG6SH15eXkqOTlZ9e7d23icAOq+++5Tc+fOVenp6So0NFR169ZNLVq0yPi4t956S0VGRlr0cffu3WrixIkqPT1d6XQ61apVK3XVVVep+fPnO+xfIGrK/z+EEKK5cLW6iKaUjdqQzYymaRlAXl5eHhkZGRb3G0YEG5KPK9yzb98++vXrx9SpU5k1axbBwcFUVlZy6NAhOnbsSHBwsHHGQ3upJ6Lx3Xjjjeh0Oj788ENfd8Wn5P+HEEIEvvz8fMOZ8B5KKYflaSQn29dyc2HiRH0+2MSJMrOUFZ07d+abb75h2bJl9OrVi7fffpuioiI6duzIuXPn+Omnn/if//kfMjIyKC4u9nV3RT1ffPFFsw+whRABSD6bhQdITrYvGWabMlx8t2OH/krnjRvlYgszvXv35pdffmH27Nk888wz/O53vzPeFx0dzZgxY1i+fDmJiYk+7KUQQoiAJ5/NwkNkJNuXZs2yLB0kU7ja1LJlS5566ikKCgooLCzkl19+Yf/+/ZSVlbF48WKy5J+fEEKIhpLPZuEhMpLtS7Zmm5LZ7xxKSkqyW19bCCGEcIt8NgsPkZFsX7JygSUgU7gKIYQQviKfzcJDJMj2pWnT9FO21ucnU7geOnQITdOYP3++r7visvnz56NpmsWkNc744osvLGphCyGEaEb8+LNZBBYJsn3J2mxTcmGFT33xxRc8/fTTvu6GEEIIX5HPZuEhkpPtazLblBBCCOFf5LNZeICMZAuXbNiwgcGDB9OiRQsiIyO55ppr+Pzzzy3a5eXlcfPNNxMbG0tERAS9evXi3XffNWmzbt06NE1j4cKFPPzwwyQnJ6PT6Rg4cCDbtm1zqj8//vgj1157LREREaSmpvL4449TVVVl0W7p0qUMGzaMlJQUdDodl19+OdOmTaOystLYZsqUKcyZMwcATdOMN0PayZw5c7j++utJTEwkKiqKnj178sILL1jdnhBCCCGaNxnJFk5bv349Q4cOJTMzk3nz5hEeHs7cuXMZM2YM77//PrfffjsAe/bs4ZprriExMZHXXnuN1q1bs3DhQqZMmUJRURGPPvqoyXr//ve/07t3b9566y3Ky8uZMWMG2dnZbNu2ze4MeTt37mTw4MG0b9+e+fPnExkZydy5c1m8eLFF23379nHjjTfy0EMPERUVxe7du3n++efZtGkTa9asAeDJJ5+ksrKS5cuXs3HjRuNjU1JSACgoKGDSpEl06NCBsLAwcnNzeeaZZ9i9ezdvv/12g/evEEIIIZoQZ+Zebw43IANQeXl5VuerLygoUAUFBY4ntm8iDh48qAD1zjvvGJf169dPJSYmqt9++824rLq6WvXo0UO1adNG1dbWKqWUysnJUeHh4erw4cMm6xw5cqSKjIxUp0+fVkoptXbtWgWo3r17Gx+rlFKHDh1SoaGh6p577rHbx9tvv13pdDpVWFho0p9u3bopQB08eNDq42pra1VVVZVav369AlRubq7xvvvuu0/p3xb21dTUqKqqKrVgwQIVHBysSktLHT5GNF/N7f+HEEI0RXl5eQpQQIZyIraUdBHhlMrKSn766ScmTJhAdHS0cXlwcDB33nknR48eZc+ePQCsWbOGwYMH07ZtW5N1TJkyhbNnz5qMEgNMmjQJTdOMf7dr145rrrmGtWvX2u3T2rVrGTx4sEm97ODgYOOIen0HDhxg0qRJJCcnExwcTGhoKAMHDgRg165dTu2Dbdu2cdNNN9G6dWvjOu666y5qamrYu3evU+sQQgghRPMg6SLCKWVlZSiljKkT9aWmpgJw6tQp409n2hkkJydbtE1OTiY3N9dun06dOmXzsfVVVFQwYMAAIiIi+Oc//0mXLl2IjIzkyJEjjBs3jnPmM3tZcfjwYQYMGEDXrl159dVXad++PREREWzatIn77rvPqXUIIYQQovmQIFs4JTY2lqCgIE6cOGFx3/HjxwGIj48HoHXr1k61MygsLLRoW1hYSOvWre32qXXr1jYfW9+aNWs4fvw469atM45eA5w+fdru+utbuXIllZWVfPTRR7Rr1864fPv27U6vQwghhBDNh6SLCKdERUVx9dVX89FHH5mM2tbW1rJw4ULatGlDly5dABg8eLAxsK1vwYIFREZG0q9fP5Pl77//viEvHoBff/2VH374gezsbLt9GjRoEKtXr6aoqMi4rKamhqVLl5q0M6SihIeHmyz/z3/+Y7FOQxvzkWlr61BK8b//+792+yiEEEKI5kmCbOG05557jlOnTjFo0CCWL1/OJ598wo033kheXh4vvfSSMRCdPn06oaGhDBo0iEWLFrFq1SruuOMOPv/8c2bMmEGrVq1M1ltcXMzYsWP5/PPPWbx4MUOGDCEiIoLHH3/cbn+eeOIJAG644QaWLl3Kp59+yqhRo0zK8gFcc801xMbG8sc//pEVK1bw2WefMXHiRKvpKD179gTg+eef56effmLLli1cvHiRoUOHEhYWxsSJE1m1ahUrVqxg+PDhlJWVub0/hRBC+EhuLkycqJ9sZuJE/d9CeJgE2cJpAwcOZM2aNURFRTFlyhRycnIoLy/nk08+MbnYsGvXrvzwww907dqV++67j1tuuYW8vDzeeecdHnnkEYv1Pvvss7Rr1467776bqVOnkpKSwtq1a0lPT7fbnx49evDtt9/SsmVLJk+ezL333ktmZiZPPvmkSbvWrVvz+eefExkZyR133MHUqVOJjo62GPEG/UWY99xzD3PnzqV///707duX48eP061bNz788EPKysoYN24cDzzwAL169eK1115zc28KIYTwiQ8+gCuvhCVLYMcO/c/+/SXQFh6n1T9N35xpmpYB5OXl5ZGRkWFx/4EDBwDs1m0Wrlm3bh2DBg1i2bJlTJgwwdfdEcJr5P+HEH4iN1cfYNfUWN6XkyOzPAq78vPz6dGjB0APpVS+o/Yyki2EEEKI5mHWLOsBNsDOnY3bF9HkSZAthBBCiOYh387gY/fujdcP0SxICT/hM9nZ2Ui6khBCiEaTkaHPwzYXHAzTpjV+f0STJiPZQgghhL+SKhieNW0a6HSmy4KDYfFiyMryTZ9EkyUj2UIIIYQ/ys3VV70w1O3fsQM+/hg2bpSA0F1ZWfr9N2uWPge7e3d94C37U3iBBNlCCCGEP5o161KAbXDunH65VMFwX1aW7D/RKCRdRAghhPA3ubmwapX1+6QKhhABQUayhRBCCH9iniZiTqpgCBEQZCRbCCGE8CfW0kQMdDqpgiFEgJAgWwghhPAntmo5t2olFz06QyqyCD8h6SJCCCGEP7FVy3nkSAmwHZGKLMKPyEi2ECKglJSUMGrUKKKioujSpQvffPONW22jo6NNbkFBQbz88stO90MpRcuWLTlx4kSDno8QFqzVcg4Ph9OnZXTWEXsVWYRoZDKSLYQIKPfddx/JycmUlJTw7bffctttt7F//35at27tUtuKigpjuxMnTtC2bVvGjRvndD8OHTpEaGgoKSkpHnleQhiZ13JOSYF16+DLL/X3y+isbbZSbaQii/ABGckWQgSMiooKVq5cydNPP01kZCQ33XQTWVlZfPzxxw1qu2jRIvr370+HDh2c6sfOnTu5/PLLKS8vJzo6miwJdISnGWo55+ZCbCxcuGB6v4zOWpeRYX25nAUQPiBBtjBaunQpGRkZ6HQ6NE1j9uzZaJrGoUOHjG1++OEHZsyYwenTpz2+/e3btzNq1CjS0tLQ6XTExcXRv39/Fi5caNJuypQpaJpm8/bjjz/a3c66detcfuyGDRu48cYbiY2NRafT0blzZ/7xj3947LmD88/f1bbWuLIPtm3bxi233EJqaiqRkZF069aNmTNncvbsWY88b1fs27eP6Oho2rRpY1zWs2dP8q2MXrnS9r333uOuu+5yuh/du3dn5syZ3HvvvVRUVJArH9rCm2R01nnWUm0ADh/WnwFYskSfsy3vWdEIJF1EAPrc1TvvvJMRI0Ywd+5cwsPDSUlJoV+/fianw3/44QeefvpppkyZQkxMjEf7cPr0adq2bcvEiRO57LLLqKysZNGiRdx5550cOnSIJ554AoAnn3ySP/7xjxaPHzNmDOHh4fTt29ep7T377LMMGjTIZFmPHj0s2i1evJg777yT2267jQULFhAdHU1BQQHHjx9341na5uzzd7WtPY72wc6dO7nmmmvo2rUrs2fPJj4+nu+++46ZM2eydetWq6PC3lRRUUHLli1NlrVs2ZKTJ0+63XbHjh3s2bOHW2+91eo2s7OzGT16NH/7299Mlv/yyy8MGDDAnachhGtsXQgp9bItmafanD6tD7Drk1kzRWNRSslNKYAMQOXl5SlrCgoKVEFBgdX7moINGzYoQC1dutRuuxdffFEB6uDBg43TMaXU1Vdfrdq2bWu3zbp16xSgnnjiCYfrW7t2rQLUsmXLHLY9evSoioqKUn/605+c7q+nOfP8XW3r7D74f//v/ylA7d+/32T5vffeqwBVWlrqVL+cccMNN6jw8HCrt2nTpimllPr5559VbGysyePuv/9+9fDDD1usz9m2f/vb39Stt95qs19LlixRmzdvtljeo0cPtXHjRqeeW1P//yG8bPt2pXQ6peDSTafTLxf29exput8Mt8xMX/dMBKC8vDwFKCBDORFb+lW6iKZpvTRN+1zTtMOapp3TNK1U07SNmqbdYdZuvqZpysptt6/6HsimTJnCddddB8Dtt9+OpmlkZ2czf/58k3SRGTNm8MgjjwDQoUMHY3rBunXrvNq/+Ph4QkLsn3SZN28emqYxdepUj277rbfeorKykscee8yj63WFM8/fnbbOCA0NBaBVq1Ymy2NiYggKCiIsLMyp9WzYsIFhw4bRqlUrYmNjGTVqFPv27TNps3r1as6fP2/19txzzwHQuXNnKioqOHr0qPFxeXl5ZFjJw3SmbW1trfFMhS233347ffr0MVl28eJF9u7dS8+ePZ16/kI0iGF0NidHn1eckyMXPTrLVo62nAUQjcGZSLyxbkA28AZwBzAIGA28j/5bwxP12s0HzgL9zG5ZDdh2sx3J3r9/v5ozZ44C1LPPPqs2btyo8vPz1TvvvGMyan3kyBH1wAMPKEB99NFHauPGjWrjxo2qvLzcuC5ADRw4sEH9qampUVVVVaq4uFjNmTNHhYSEqDfeeMNm+9OnTyudTqeGDBni1PoNo7iJiYkqODhYtWjRQg0bNkx9//33Fm1vuOEGFRcXp7788kuVlZWlgoODVUJCgvrDH/5g8rw9yZXn7+q+MnB2Hxw8eFDFxMSoCRMmqIKCAnXmzBn16aefqlatWqkHHnjAqeczffp0FRQUpKZOnao+//xztXz5ctWzZ0/Vtm1b9dtvvzm1jvomTJigfve736mzZ8+qTz/9VMXExKiSkhK32n799dcqISFBVVVVudSHkydPqtDQUKdH8pvy/w8h/JqcBcWQr48AACAASURBVBAe5OpIts8Da6c6CT8Ch+v9PR+o8PA2GhRkV1RUqKKiIqdvp06dsrqeU6dOubSeiooKm31yhbX0AfMgWynH6SLBwcHqhhtuaFBf/vCHPxgOYhUWFqbmzp1rt/3rr7+uAPX+++87tf6ff/5ZPfjgg2rFihXqu+++U2+//ba6/PLLVXBwsPryyy9N2nbt2lVFRESoFi1aqGeffVatXbtWvfDCC0qn06lrr71W1dbWuv08bXHl+bu6rwxc2Qe7du1S3bp1M24HUH/5y18snvvGjRsVoKZPn25c9umnnypAvfDCCyZt9+7dqwC1cOFCp/pbX3FxsRo5cqTS6XSqU6dO6quvvjLeN2LECPXMM8841VYppe68806nvyyYu+uuu1R0dLTq06ePw7YSZAvhQ9u3K5WTo08RycmRAFu4zdUgO1AufDwJJPq6E/Zs3rzZpbSJhIQE7rvvPovl77//PiUlJU6vJzs7m+zsbKfbe1t1dXWD1/H3v/+de+65h+LiYj799FPuv/9+KisrLS48M5g3bx6tW7dm7NixTq3/iiuu4IorrjD+PWDAAMaOHUvPnj159NFHGT58uPG+2tpazp8/z/Tp05k2bRqg3+dhYWE89NBDrF69miFDhtjclvn+CA4ORtM0u/1z5fm7uq9c3QeHDh1izJgxJCUlsXz5chISEvjpp5/45z//SUVFBfPmzbO7naeeeor09HQefPBBk33RoUMHdDodBw4csPt4axISEvjiiy+s3rdq1Sqn2wIsWLDA5e0bvPvuu7z77rtuP14I0UgM5RDdkZurv0gyP1+fejJtmqTpCKf5ZZCtaVoQ+vKCscCtwHDgfrNmOk3TCoEE4ASwEnhKKVXamH0VnpeWlkZaWhoAN954IwCPP/44kydPJiEhwaTtL7/8wpYtW3jwwQcJDw93e5sxMTGMHj2aN954g3PnzqGrKwHVunVr9u3bZxJ4A4wcOZKHHnqIn3/+2WaQfejQIYu6y2vXrnX4pciV5+9KW0es7YNp06Zx5swZtm/fTlRUFADXX3898fHxTJ06lbvuuouBAwcC0KdPH0pKSoiMjASgsLCQbdu2Adh8bTxdoUY0MxIACW+SKdo9r5m9Z/0yyAbmAn+o+/0i8Bel1H/q3Z9bd8ur+3sg8FdgsKZpfZVSFdihaVoi+uC8vvQG91p4xVVXXcUbb7zBgQMHLAJHw0jqPffc0+DtKH3akMlIc2ZmptXa2Ya2QUG2rx1OTU1l8+bNJsu6du3qcr/sPf+GtLXGfB9s376d7t27GwNsA0OZxLy8PGOQHRISQnx8vLHNkSNHAHjllVeMF9aaS0+Xt51wU1MNgJpZEOJVDd2X9qZol/J/rmuq71k7/DXIfhZ4C32KyBjgfzRNi1JKvQSglHrFrP03mqZtA5YDvwfM7zf3Z2C6Jzvct29furtwtbKtChATJ050KeXCPPjxNsOI5DnzfzxetHbtWoKCgujYsaPJ8gsXLrBw4UKuuuoqq/WtXVFWVsZnn31Gr169iIiIMC4fP348b775JqtWrTJJrzCkIPTr18/mOsPCwiyqUrjD1vNvaFtz1vZBamoqeXl5VFRUEB0dbWy7ceNGAJOJXszFxcUB+oDdE/tBCBNNMQBqhkGI11jblytWwKBBcOyYc0G3TALkWU3xPeuAXwbZSqnDgKF6/Bd1o2rPaZr2rlLKVsLyCqASfZURR+YCy8yWpQNuz6wRFRXlkYDXEJj4K0PJsldffZXJkycTGhpK165dadGiBaD/8jBw4EBWr17t8rrvvfdeWrZsyVVXXUVSUhInT55k2bJlLF26lEceecRiZHblypWUlpbaHcVev349gwcP5qmnnuKpp54CYNKkSaSlpdGnTx/i4+PZt28fL7/8MkVFRcyfP9/k8cOGDWPMmDHMnDmT2tpa+vXrx5YtW3j66acZPXq0zRFad7jy/J1ta+35u7IPHnroIW655RaGDh3KX//6V+Lj4/nxxx957rnn6N69OyNHjrT5fNLT0xk0aBBPPPEEFRUVXH311SilOHHiBGvXrmXy5Ml+dT2BCDBNMQBqhkGI11jblxcuwJdf6n935guMTALkWU3xPeuIM1dH+voG3I3+as6r7bQJQh9kv+/mNpptCT+lnK8uopRSjz/+uEpNTVVBQUEKUGvXrjXeRwNK+L399ttqwIABKj4+XoWEhKiYmBg1cOBA9d5771ltP3ToUBUVFaXOnDnj8HnVr3jx3HPPqV69eqlWrVoZS/KNHTtWbdq0yeo6zp49qx577DHVtm1bFRISotLS0tTjjz+uzp8/79bztMWV5+9sW2vPXynX9sGaNWvUsGHDVHJystLpdKpLly7qv//7v9XJkycdPqfy8nL1+OOPqy5duqiIiAgVGxursrKy1AMPPKDKyspc20EBrKn///CJnBxldZKRnBxf98x9MnGK6wyVQ3r2NK0cYmtfunK8SPk/z2oC71lXq4toqi4H059pmrYA+C8gWdkYydY07TZgKfCQUupVN7aRAeTZmtjCUAXBndPwQojmTf5/eIF5OgCAThfYqRUTJ8KSJZbLc3JkJNsae8fArFnW96W5zEz9euxtwzBFe/fukiPfEE3gPZufn29IT+2hlLIxNH+JX6WLaJr2JnAG2AQUAfHoq4vcDryolCrRNK0dsBhYAuxH/41iIPAQkI8+l1sIIURTZpgFsSkFQNOm6VMYzIOQuvKhwoy99Bpr+9IaR6kfDSn/J0w1xfesA34VZAMb0aeGTAZigAr0VUTuVEotrGtzBn0A/jCQBAQDvwKvAc8qpSobu9NCCCF8oKkFQM0wCGkQezm+5vsyJQXWrdPnZRs0ly8w/lSxpqm9Zx3wqyBbKfUO8I6DNmXAuMbpkRBCCNGImlkQ0iC2Lkz89Vd96s20aab7sjmmfkjFGp+yXeRXCCGEEMJfTZumH402V16uz8fu398039rwBSY3V/+zOQSZ9lJqhNdJkC2EEEKIwGNICcnJgVatLO+XYNK3ZfNyc/VnFDIz9T8/+MD0b3sXnDYRfpUu4u8CoRKLEML/KKVMZhIVQniIYXQ6M9N66khTrsHsDF/V+raWplK/2kszSVuRkWwnBQUFUVNTI4G2EMIlSilqamoICpJ/t37HfKStGYysNVlWSu8CMnGMtZSaxrjg01qaijk3zzRUVVVx+vRpNzvWuGQk20nh4eGcO3eO4uJiEhMTZVRKCOGQUori4mJqamoIDw/3dXdEfXJBWNMi5Q+t81XFGltpKuZsnGlQSlFZWcnJkyctbuXl5bRu3Zr777/fgx32DgmynZSUlMSFCxcoLS2lvLyc4OBgCbSFEDYZRrBramrQ6XQkJSX5ukuiPpnCvGmR8oe2+aJija00FXP1zjScPXuWr7/+2hhMnz9/3ubDSktLqampITg42BO99RoJsp0UFBREWloaRUVFXLhwgdraWl93SQjhxzRNIywsjPDwcJKSkiRdxN/48oIw4R1S/tB/mJ1ZqAXKgJK6Wwugl9mZhrCwMHJzc51Ky62traW0tJSEhARv9N5jJMh2QVBQECkpKb7uhhBCiIby1QVhzZk/TYoivKKmpobS0lJKQkMp+fe/KfnLXyg5e5ZTQHW9du11OnqZpWaFhIQQFxfHqVOnTNYZEhJCfHy8xS0uLq5xnlQDSJAthBCi+ZEc3sYlOfCBwc0vQlu2bOGnn37i1KlTpmf6O3SwetaopEsXq+vt3r07Z8+eJSEhwRhMt2rVKmDTcyXIFkIIERg8ORIqObyNJzcXbrpJcuD9nY0vQpVr1lCclERRURHFxcUMGDCA2NhYk4fW1NRQUlKi/6OwEDZsgJISaNECgoOhpsbYNjokhITx46mqqiI0NNRkPYMHD/bqU2xsEmQLIYRwT2Oe/rcWACxdCsOH6/vgznYlh9f7zF83c5ID7zeqnn2W4nPnKAaKgSKg+Nw5Ku65ByZMMLZLT0+3CLITExP1vxQWwrx5UF1NSyChuJiE0FASrrqKhLIy4nv0IPKJJ5rNl1kJsoUQQriusU//W6sGohR8+SV88w107AhXXimj0f7GUb3kppADH8C55kopli9fzokTJyhbtw6rlxwaRqjrFBcXk2FWlzw5OZn+/fuT+MorJFRXEw9EGO6sqoJ27eCHH7zwDPybXO4uhBDCdfZK4HmDvbq7NTWwb59+Rrn+/WVSGX9i73VrCjnwhi+bS5ZcmtXQj47BmpoaioqKyM3NZfPmzRb3a5pGUVERpaWlKFuVOuqWh4WF0aZNG6Kjoy2a6HQ6hg8fzhXHj9OGegG2QTM9YyEj2UIIIVzX2CXwnK27606ebwCPRPo9W69bWhp88kng72d366174Zg7f/48RUVFFBYWGm+GybAAoqKi6NOnj8VFhElJSZw8eRKuuw727CGouprWQBKQGBZG0jPPkHj99cTExDi+ANHZqj3N5D0nQbYQQgjXNXYJPGvVQGxxJdCXqhfeZauKS1MIsMG9L5seOuZKS0vJy8vjxIkTFBYWUlZWZtmo3kWIlQkJ/HbNNbS89lqTJpdffjkxMTEkJSWReOutxL/5JiG7d+vfy2PH6kfnn3zSuWDYmao9zeg9J+kiQgghXDdtmv7Dsz5vnv43VAMZPhwcjaa5Eug3dtpLc2N43XJyIDNT/7MpBVNmuclG9o5BF445pRTl5eVUVFRY3FdeXs6aNWvYtWuX7QB73jzIz0crLiYhP5/KIUMsUll69OjB0KFDyczMJHnwYEKWLtW3mTYNpkxxLRXGmde7Gb3nZCRbCCGE63xRAi8rS3+ho+FU89atcOCASXkwNA1On9a3caYvtkYiV63SBwnunMpuJqfCndZUq7jk5kJZmf6Yqz9LoaMvmzaOOZWfz29nznD8+HFOnDjB8ePHOX78OJWVlWRnZ5OdnW3SPikpyep6QkNDSU5OJnntWpKrq0kGEoFQgPPnnU+ncjcVxtHr3YxmW5UgWwghhHt8FTzV325uLjz2GHz9tT7QMVQcWb/euRFTW2kv5eX65a6eym5Gp8JNuPLFoil8CbFWmlDTnCspWXfM/QYcr3c7ERxMxb/+ZfUhJ06csFgWGRlJamoqkZGR+qC67hYXF0dQUBC8+qr17a9cCRMnOt7v3gqGm9Fsq5IuIoQQwrHcXP0Hc2am/qe1U8bOtPG0rCyIjTUdSQTnTz9bS3sx58qpbHdPhfti33mKKxU2rLW94goYOTKwnrOtkpIxMY6/MEybxoqwMF4G3gfWA/tCQqi4+mqbDzl+/LjV5ffeey933HEHQ4YMoUePHsTHx+sDbLCdynL+vHOpH+6kwjijsVPNfEhGsoUQQtjnzOisL0dwGzLiZp728uuv+lFsd9blbF/qj+SmpsJvv+n7YPiiEGij366kFdird+7s2Qd/YOd1rqmpobCwkGPHjnHs2DFGjBiBrn5QmZVF69dfh3/9S1+DOiFBX9kjOdnYpEWLFqSmppKamkpKSgqpqamu9c9WKkt9jlI/nLmI0R3NaLZVCbKFEELY50wQ5W7+pic09PRz/fSTiRP1o3zurstRX6x9GbEmUKYcz83V569bY+2Lib262YHynMH4OiugDDgGHAWOhYdT+NxzVFdXG5tmZmaSnp5u8vCUAQPg8GHgUkBtCKZTU1Ot1qJ2mqNZNuuz9+WxfjC8dStcuADh4fq/GxoUN9U8fTMSZAshhLDPmdFZX17M5MkRt4auy9HjHc2AWJ+/XwjmKJg7fRo++ABWrLiUf33ZZfbrnfv5c1ZKUVBQwNHBgzn24Yccq6rirOHOkBDo3RvqBdgAR48etQiy27Zty6RJk0hJSaFFixae7aQrx5ijL49ZWfpjt/7rvG+f/jUdNAiOHfN+Xn0A5/BLkC2EEE1dQz+knBkp9uXFTJ48/dzQdTl6vL2RXHP+fiGYo2Du8GG4/fZLf+/YoR8JDQ/Xj4pa4+/PGVixYgWVlZUwdaqxBrW1lI+QkBCSk5OtBtERERF06dLF852zd2bBlSoo9f9nlJdbvs4XLuhTfMC76U0BfiGxpmzl6jQzmqZlAHl5eXlk2Er2F0KIQGNttFGnc+1DytE6zCt8uLsda9sN0BEsm2ylo5hr6L5rDJmZzs3CaW74cP1PTx0vHjpOqqqqOH78OEeOHOHIkSOcP3+eu+++26Ld4sWL2bt3r8Xy+Ph4LrvsMi677DLatGlDUlISwcHBLvfDbY7OLAwfrr9I2NGXR1fSTerLyfF8Coit94s3tuWE/Px8evToAdBDKeXwG7OMZAshRFPmiVxpe6OzDSllZo+1EaylSxu+Xl9zNHOlJ/ZdY3F2qntzJ07oX19DcOzOGQPDY7dsgYMHL9VKd2Gk88yZM8aA+siRI5w4cYLa2lqTNufOnTO9aBFo06YNx44dMwbTl112GampqRbtGp29Mws6HTz/vHP715V0k/q8keoT4DW1JcgWQoimzFMfUrYuVGpIKTN7mkoVCnPmX1hSUvSB9fHj/ldlwdEIsStT3ddnSAlx9+I3RyOtNr5EVlZWkpeXZwyqy61VkTFz9OhROnfubLLs2muvZcCAAWiOZh5tbLbe661a6d8zzh5XrqQ01eeNVJ8Ar6ktdbKFEKIp81atWwNvjTQ5U4UiUBmCywUL9Kfvjx3zjwDbUKu7c2d98H/FFfbrWZtPoT18uD7f2h5PlIBzZqTVyvF3/vx5Vq1aRV5ent0AOzw8nPT0dLKzs4mLi7t0R93+Cb7iCrRJk/yvrret9/rIka5fg2FNWprt19lbda4DvKa2jGQLIURT5q1atwaeGmkyHzUN8CoUDvnbBV3O5OFaO5NgPhptngIydqy+EoUn6yFb+QJWhb6M3q91t4SYGEaatYmLiyM6OpqKigqL5W3btjXeEhISLk3oUv95+dPrZY2n3uu21vPJJ6Z18RujznWA19SWIFsIIZoyb39IeeKD3VoA0wSqUNjly7rizvbHFnv9tJYCctttDe9ffRkZXNixg8PAYfRB9TGgxnB/SAjl/ftbPEzTNDp27EhZWRlpaWm0bduWNm3aOFeT2t9eL2s89V53Zj2NWec6gGtqS5AthBBNnTc/pNz9YHemRJi9KhQBcrrYJn+7oMvVPNxG7uf58+c5dOgQhw4d4tdOnSgMCUHVr0etafrUm5QUuO46TkVEUFFRYRFAjx071r1can97vWxpyHu9KVbz8TEJsoUQQjSMvQ92ax/c4FyJME9UofBX/nZBl6uVQhq5n7t372blypX6P4KD4Xe/s1qjOiIigrS0NNq1a2eZ8gHuX6zob6+Xp/ljOkwTCPolyBZCCHGJJz/YbH1wDxzoXGpCQ6tQ2OuXrz+83Umz8Ua/65fCCw6+VArPnvBw/WyOmZm2++FiX6uqqjhy5AgHDx4kLS3NoqJH+/btTR+QnAwTJhAdHU27du2Mt8TERO9U/XDm9fKH48odublw002+SYextc/8Meh3g0xGU0cmoxFCNHueqnlt+OBctUqfCmKuVSvry+vz1sQknpicx91t22rvzAi9N/ptbZ3BwdCmjT49JyJCP014/YsXU1Jg3TrTXHnzfjjR15qaGo4dO8bBgwc5ePAgR44coaYuwM/MzGTcuHEW3X3ttdeoqamhffv2xqA6Li6u8Urp2Xu9vHlceZOjC14zM52vouLO8W9rn82a5VeT0Bi4OhmNBNl1JMgWQjR79mYjdDbYdqZKha0gOzJSH+D17u3eKKAzgY63ZpDzdpDljX67s05bjxk+/NI021baKKDw5ps58MgjHDhwgMOHD1NVVWV1Ey1atODhhx+2CJ6tTQzjN+ztl9jYS4Gn4QuLv4x2O5qB1Nnjy53j397xl59vPT3HlaDfC1wNsqVOthBCCD17F78Zyrf172//Q86ZKhX9+lnWvgU4exaOHHE/8LBXAcLAWxewObPthvBGv91Zp63HfP31pePCrM3PwEvAfzZu5JtvvqGgoMBmgB0ZGUnbtm2t3q/T6S7V8s7M1P/0l1rV9vZL/Vrjt99u+rej95O32XvPu3KBsTvHv73jz9v1/RuJBNlCCCH0nDmL5+4Hp4FheueNG/WTW7i6fnucCRq99eHt7eoT3ui3O+u09RiluPjMM1y8eNGiTThQCfoLFM2Eh4fTtWtXRowYwR//+EceeeQRbrvtNsLCwiy3YRgtbewg1ZnA3s5+scvXEyvZm3jGlbMw7hz/9o6/AJ+ExkgpJTf9myADUHl5eUoIIZql7duV0umU0ocGtm+ZmbbXkZNj/TExMfr7tm+/1LZnT9fXb4+tbefk2H+OOp1pv7y17YbwRr/dWef27UppmlKgakAdBbUe1DugZiYlqU2bNlmstxLUjJAQNf0Pf1D/+Mc/1IIFC9SGDRvU0aNHVU1NjfP99fY+tvV8ndlH1trV7acGvZ+c6V9Ojv69ZP7+8uTzc7TttDTXXxtH2zasPzPTvefmBXl5eQp99lOGcia2dKZRc7hJkC2EEEr/QTZ8uP0AwRMfnPY+mNPS3AsaXAmIrH14NyRg8Vbw7ky/G3GdZ86cUVv791cfgJoFanr9W0aGWrJkidX1blywQBUUFKiqqirbfXC03z39pcwZrgT25vtyxAjngmx3vyR46phz57hy5gu5M30xbLtzZ/37vnNnvwmorZEgW4JsIYSwzpUg0law7coHp7Ug1pmR8oYEDe4Gop4IWBpr5K2ho5cuqK6uVocOHVLffPONev3119X06dPV9D/8QU0PCTENsOtGqp999lnXRqdd2e++GMluSGDvqUDUFl/sD0fbTkvzzXuvkbgaZEt1kTpSXUQI0aS5W/3CUxPBGGrxHj5seV9aGsTE6GsvW7u/Mcp2eavqiKc1cqm4r776io0bN1reUVhonAwmLCmJ9hMn0nHQINLT04mPj3e+rJ4r+90XZfIaelyYv3/ql0Ns6Ptp4EDrVXoaowJHZqbnqn8EynsP16uLyGQ0QgjRHNi7+t/eB5knJoJxVNYvJkbfJjPT+v0NuXjQ2dq9gTJttruvox21tbUcPXqUmJgYWrZsaXJfx44drQbZqb17k37rraSnp9O2bVuCg4Pd2rZL+z0r61IN5caa/dPaJDTOTMZTv8/mr8ttt1363XBRpSsl/Ry9nxqjAocnZ8AMlPeeGyTIFkKI5sCXH2SOyvoZPpg9PXW1K7PGBcq02R56HSsrK9m3bx/79u2joKCA84cOMayggGuKikyCvfbt2xMSEkJISAidOnUy3qKjoz3wZHB9v3t69k9HzAN7w2Q8hprgDZmJ0N1ZDe29nxqrAoc7M5baEijvPTdICT8hhGgOfFl31tlavJ4u2+VK7V5r264/YumJmsyeqPHs5uuolKK4uJgNGzYwb948XnrpJVauXEl+fj7nDx2CefPY9+23FqXxQkNDuffee3n00UeZMGECvXr18lyADc6/5r6sj20I7HNz9RPL1J/tEtwvw+dubXVb76dWrRpvhknDl4+cHP1rkpPj/rabSrk+K/wqJ1vTtF7AM0BPIAE4B+wB5iilFpq17Q28APQDqoE1wN+UUgfc3LbkZAshmi5fTvtsK+cyLQ0++cRy2nNPpQO4mjdaf9vOTB/urNxceOwx/cQk9T9z3VmfC69jTU0Nhw8fZs+ePezZs4eysjLr61y+HPLziQIeBoyJH+Y5sa5Om+3Kc7L3mvvTlOWezEV2d10BlMPsNE++770o0HOyY4AjwPvAMSAK+C/gPU3T2iul/gmgaVo3YB2wHbgNiABmAt9rmtZLKVXig74LIYT/8kU+q4GtU8vmAbahn54KFGydhv71V32gYv7862974kTbI5au9M9e/qw763PhdVy3bh3ff/+99fXUXbiYXFZG5/JyOgNtMDu9XT8Fxd3UBmefk7194IU8dLd5MrXB3XV5MlXDXzR2GlAj8auRbFs0TfsRSFVKpdX9/QEwCEhXSp2pW9YO2Ae8opR6zI1tyEi2EEJ4iy9GqhxdIGZvNNRTI5a2Rh3dXV99dfv0VG4uYd270+LJJ02ey+HDh3n77bdNHhISEkKHoCC6zpxJlwsXaGm+zvrqj4z6cvTUk6PHDeXJUfWGrCtARn6bmkAfybblJJAIoGlaCDAaWGAIsAGUUr9qmrYWGAu4HGQLIYTwosYeqTIEIZddBhcvQlkZ/PabaRt7o6GeGrF0NM28GyOgSilOfPstu0aPZtfFi5wEsnftIvuLL0wCtDZt2hAZGYmmaXTp0oUuXbqQnp5O2OTJlqP05sxHRn154aw/XRjnyTNCDVlXEx35bWr8MsjWNC0I/VmrWOBWYDhwf93d6YAO+MXKQ38BhmqaFqGUOm9n/Ynoc77rS29ov4UQQvgBayOEtuo22woSXT0lbytf2VaA6Gh9Zmprazly5Ai7du1i165dlM+bp//yUGcPkG32pSEoKIh77rmHmJgYgoLqJYLYu3CuXTvrwZ4vA11/S49wJ8C1dXzYW5e3c+A9vV5vC8B++2WQDcwF/lD3+0XgL0qp/9T93bruZ6mVx5UCGvrg/ISd9f8ZmO6BfgohhPC0hn6YWsvhtZUaaa9UnLOjjPbyla0FiJoGw4fr123nedXU1HDw4EF27drF7t27qaysvHRniemlR8XAWSDS7EtDXFyc5YptBcwjR9oO+HwZ6PryegJPcCef3Vs58N7Mrfck8/8BY8fClCn+328z/hpkPwu8hT5FZAzwP5qmRSmlXqrXxl4yuaNE87nAMrNl6cDHrnZUCCGEB3kiCLA1UqtpltU97AWJzo5Y2row77HH9CXfDCkrERHQu7dTAeLOnTv55JNPOH/exknZhATCiovpDHQDOqOvAODUyLI7AbOvA91ATo9w58JNb13s6U8Xkdpi7X/AsmVQU2Pazt/6bYVfBtlKqcOAYW7dL+qmZ31O07R3gVN1y1tbeWgc+gD7tIP1F6P/4m/k9BSwQggRKALxdLMnggBbI7XDhumDXk8HibaCemsl+z74L5vzYgAAIABJREFUwKltxsXFWQ2wdTodXbt25fIrrqBjTg6h9dtomr6ud26u/W24GzAHcqDrS+7ks3srB97fZ1fMzYWbbrL8H2AeYBv4S79t8Msg24pNwB+BjsBW9PWze1pp1xPYby8fWwghmgRHga63Tgt/8AFMmnTpQ8/Tp209EQTYGql9/nnvjLzaCurNU1TqfVk4f/48e/bsIT8/n9TUVLKzs02aJiUlERsbS1lZGS1atKBbt25cfvnltGvX7tIU5j/+aFp/Wyn9TITr1zt+PSRgbjzu5LN7KwfeG+v11JduR9WArPH3WSGVUn5/AxYANUBC3d9LgSKgRb02acAFYJab28gAVF5enhJCCL+2fbtSOp0hrNLfdDr9coOcHNP7DbecnIZtNzjY8+utz1P93r5d/5jMTP3P+vvG06y9Hppm8RzOg8rt3FktXrxYzZw5U02fPl1Nnz5dvfrqq6q2ttZitXv27FFHjhyxep+RN15n4T7Dcdez56Xjzpn3q7X1uPoYZ/vXkPWaP7+lSz3XT1vHsuFm/r/HE/vDRXl5eQp9xkSGciK29KuRbE3T3gTOoB+5LgLi0VcXuR14UV2aZGY6sBn4TNO0WVyajOYk8HJj91sIIRqVMykV3jgtPGuWa6dt3Rnh8tQFdo05Umst/eL0afjySy4Ce4F89BM5VIeFwZ49Jg8vLS2lsLCQlJQUk+VdunRxvG1/P/3vjgCsIgHYP3vkanqOt3LgG7Jeb+dK2yt3qdPB/PmwYkVAXfzqV0E2sBG4G5iMfvbHCiAXuFPVm1ZdKbVb07Rs4HlgOabTqstsj0KIps2ZwMrZ08KuBDT2PgStrdeddBVfX2DnrnpBfVVVFXs/+YT81avZW1VFtaFNSAhcd53Jw5KSksjIyCA6Otq97fpTDWlPCJTqF9Y4+vLratDprS+K7q7X2vPzZK60rWM5Le3S7LC33eb6en3Ir4JspdQ7wDtOtt0KDPFuj4QQwg85E1g5MyLsakBja7vBwZYjzQ25gDHA84XLy8tZtmMHTJ0KGzboy+0lJOgD7ORkEhMTycjIICMjg/j4+IZtzN9qSDdUIFS/sKUpnlWoz9HESvW58yXP1rFsCLADUJDjJkIIIfzKtGn6D5/6zAMrw4hwTo5++umcHMvg2V5A4+x2g4Nh8WLLD8GmHnDk5qJycjidkaGfcrze9N7x8fEkJydDcjJMmAB/+hMJf/oT2Tk53Hffffz5z39m4MCBDQ+wwbnXOZDYOm5WrrTYz34nI8P68kA9q2DO1vMzXIhr4O6XvKZ2LAOaslWgv5nRNC0DyMvLyyPD1oEkhBD+wpDm0ZCUisxM6yPTmZm2gxlntztxIixZYrk8J8f/RyTtUEpRtGYNO268kR0XL6IBDwGaTmcSEHz//fds376dHj16kJGRQUJCgpSKdYat48bAbD/7FWvVMfy5v66y9fwCMFfaXfn5+fTo0QOgh1LK4dC+BNl1JMgWQjQ73gyEm1jAUVZWxo4dO9ixYwclr79uMuJ6N9AOTHJHa2pqCAoKksDaVc6UcfPnL2qe+PLrzPrNr6ForItFvf38/JwE2W6SIFsI0ex4OxAO8A/ks2fPkpeXx44dOzhy5MilO15/HYovzWd2NTDS8EcAf5HwG4bjZuVKsDbjpb0zLf7CG0GvvZHk+lOOG5bLcehxEmS7SYJsIUSzZAgGtm6FCxcgPByuvDLgAmJPUUqxe/ducnNz2bt3L7W1tZaNli8nND+fbuhnQEsHTLJS/XmkNZAEasqRt7682tofaWlw+LDlcn/fTwHI1SBbLnwUQojmLCtLH1AfPar/oN63T/9B3r+//48WeoGmaXz33Xfs3r3bIsAOCgqic+fOjJs+nUciIhgPdMEswAbfXdyZm6sPxDIz/f8iQWc4c4GvP3L1gmJztl5HWxeF1jurYqKpXGQcwPyqhJ8QQggfCOSyaQ3w22+/ER0dbZE33atXL06cOGH8u23btmRmZtK9e3eioqL0C7t0gZtusj6C6ItqEoFcX9qWQK2Z3pDKOvZeR1slNBMT3TsOA3XSnwAiQbYQQjR3Tb3cXj1VVVXGdJCCggLuuusuOnToYNKmR48ebN68mR49epCZmUlcXJzlirKy9Bc5WksL8MVIa1P9ohSINdMbMkGQvdfRVh3pF1+0npNt7zhsil/K/JAE2UII0dw1tVkDzSilOHLkCNu3byc/P58LFy4Y78vNzbUIsqOiorjvvvscVwbxp5HWZvRFye81ZIIge6+jveOta1fXjsOm+qXMz0iQLYQQzV1TmzWwTmVlJbm5ufz888+cPHnSaptdu3YxevRoQkJMPw6dLr3nLyOtTfyLUkBpyJcvR6+jrePN1eNQvpQ1CgmyhRCiufOnEdkGqq2tpaCggG3btplevFhYaDLFefyYMfQaNYrMzEyLADsgNdEvSgHL3S9fjfU6ypeyRiEl/OpICT8hhN+SC5SctnnzZj7//HPThYWFMG8eEdXVZAJZQGpEBNqPPzat/RjgdcnlOK/TGK9jE5ssqrF4tU62pmkPu9mv95RSJW4+tlFIkC2E8Eve/DBsgkHN2bNnefnll6mpqTEu6/Dll/T+6Se6AaH1G0sdYf9h7TgPDoaOHZt13XavCvQvZT7gapDt6jmyl9zokwLWAX4dZAshhF/y1gVKAVxdoKSkhK1bt6JpGsOHDze5LzIykm7dunH48GGuuOIKevXqRdxHH1lfkeSf+g9rx3lNjb5u+759AXNsBhR/uZ6gCXMnEW0ssN2F9e9zYxtCCCHAvQuUnBmhDrDqAtXV1ezatYstW7bw66+/AhAaGkp2djbh4eEmbUeNGkVERARBQXXzrUn+qf+ftbB1nBv48bEphC3uBNknlFK/OtNQ0zSLibCEEEK4wNUA0ZkR6txcWLXK+uP9bHS3rKyMrVu3sm3bNiorK03uq6qqIi8vjyuvvNJkeWRkpOlKmvtFgYFw1sLWcV6fnx2bHuPvX4CE21ydVj0W2OJsY6VUTd1jnB35FkIIUZ+rU0s7mtLZEHCVl1t/vB+M7tbW1rJnzx4WLlzIa6+9xoYNGywC7JCQELKyskhJSXG8QkP1lJwc/VTVOTnuB5iBOHV5Q6f5bgzWjnNzfnBsepzh/bhkif5LxpIl+r8D4bgSDrk0kq2UsvFf2bOPEUIIUcfV8nqO0kusBVwGfjC6+/3337N582bOnDlj9f7WrVvTp08fevXqhc5RUFZfQ/NPc3Phscfg66/BUDDAH0eErQmEmsj1j/OtW+HAAX1OtoEfHJte4Uralox4B5wGFwfVNC0C6A20Bk4BPyulzjd0vUIIIeq4EiA6Si+xFXC1agXr1/v8Q/vYsWMWAXZQUBCXX345ffr0oX379s5PFOMp1ipfGARCrrCtY+L0af1z85dArf5x3lwqX9h6P65aZfraBELKj7DgarqIibqSfieA74GVdT8LNU37bw/0TQghhKscpZfYKlE6cmSjflhfvHjRpMyeQZ8+fYy/t2rVihtuuIGHH36YW2+9lQ4dOjR+gA32R//Bv0aErbGVinH4sP+mJhgC7txc/c+mGkjaej+Wl5u+NoGQ8iMsuB1ka5r2APqSfpuAqcCNdT83AS9omvYXj/RQCNG8BWIOrDc4ux8c5R+7muPtYaWlpXz55Ze8/PLL5FsZxUtPT+eKK65g0qRJPPjgg1x//fVER0c3St9sclT5wt9zhQ3HRFqa5X0SqPmWvVz0+q9NIKT8CAsNSRd5CFiolLrLbPm7mqYtBB4EXmvA+oUQzVkg58B6mquniu2ll/hgCnWlFAcOHOCnn35i3759GCZB++mnn8jMzDRpq2kaN998s9f64hZ7lS8CJVc4K0ufEmSNBGq+Y3g/Dhxo/WJkw2sjZSgDUkPSRVKBRTbue6/ufiGEcJ0hqPzqq0sBtkFzHHlz5lSxKyP+jXQq/sKFC2zatIk5c+bw3nvvsXfvXurPMnzs/7N37/FR12fe/19XAoRwkJOctOABRSVIFDyAoiLIyQoUUQ5aulXr7ra2d7vb7q90u1vddg9s7/vedru17t1266kKRgUBFQRFRSuoIAYSBEEFFBQsRzkFEj6/P76ZMJnMJDPz/c7hm7yfj8c8kvkePxlCcs0n1+e6duzgs88+y8i9A1NeDvv2QWyaihmMGxeuN3yJUhMUqOVWaamXrhVP5N8mx3+BkvT4mcl+H+iZYF9vYIuPa4tISxb2HNigNfWn4jxbFLV3717eeust1q5dS1VVVYP9hYWFDBgwgCuvvJJevXplfXxJi7fg0QzGjvW+R8MSXEe09Hrh+aypf5sc/AVK/PMTZN8L/MLM3nHOVUQ2mtmg2n1/63dwItJChT0HNmhN/ak4T7o3fvHFFyxatKheSki0Dh06cNlllzFkyBA6duyYtXGlLd7r6hx07hzO4EaBWv5K5t9GbdBDx0+QfWft+e+aWSXwGdALKAF2AneY2R21xzrnXJ4l2YlI3moOObBBamqWK9kyYBlWXFzMzp07GwTYZ555JldeeSUDBgygVSvflWOzpzkuNlOglr/0b9Ps+MnJHgRUAx8DpwH9az9+DNQAF8c8RESSEy//MIw5sEFpqmJIsmXAAnTixIkG21q1asUVV1wBeCkhgwYN4hvf+AZ33303gwYNCleADcphFhFfLN6f9FoiMysBKioqKihJ9INVRLKnpTSjCEJjzVLAC8oDmiHbt28fq1atory8nL/6q7+iS5cu9fYfOXKEt956KzwpIY2J97oWF7fMN3oi+SKHnS8rKysZOHAgwEDnXBN5jQF0fBQRCVTsD9BHHlFA05Rky4D58Mknn/DGG2/w3nvv1aWDrFq1ivExVRHatWvHiBEjfN8vL4Q1h1ntt6W5yrNF3k3xFWSbWSEwFbieU23VXwaedM5V+x+eiLQoIfsBmheiA6pOneIH2WmmN5w8eZJNmzaxcuVKtm/f3mD/2rVrGTlyJEVFRWldPxTClier/0PSnOXJIu9kpR1km9npwBJgMF5u9h68QPsbwA/MbKxz7s+BjFJEWoaQ/QDNuabSRCCthaLV1dWUl5fzpz/9ib179zbYX1BQQElJCcOGDWveAXYY6f+QNGchW4zsZyb7F8AFwO1AmXOupnZmexrw37X7Z/ofooi0GCH7AZpzieqJ9+3rlZlLMb2hqqqK1atXs3LlSg4dOtRgf1FREUOGDOHKK6+kU6LugZJb+j8kzVnIOl/6CbInAP/gnKt7a+ycqwEeN7MewH0+xyYiLU3IfoDmXKKAqnPntCqK7Nu3j2XLljXY3qlTJ4YOHcrgwYM1c53v9H9ImrOQNVTyU8LPgEQrKytq94uIJE+tg1MTcIm5Xr16cf7559c979mzJ1OmTOG73/2uUkPCQv+HpDlrqpxpnvEzk/0icEPtx1ijgVd8XFtEWqKwVnPIlTRndXbt2sXatWsZM2YMBQX151qGDx/O8ePHGT58OOeddx5mmi8Jldj/Q717ezXmZ85UpRFpHkK0GDmlOtlm1jXqaV9gHvA08DinOj7eDtwM3Oyceze4oWaW6mSLSCilUE/8k08+YcWKFbz//vsA3HLLLZGar9Icqc63SKAyXSf7z0B0VG7A94G/jdkGsAYoTPH6IiKSiiRmdbZt28aKFSv44IMP6m1//fXXKSkp0Wx1c6VKIyI5lWqQ/VPqB9kiIpKHnHNs3bqVV199la1btzbY36pVK/r27Ut1dTWtW7fO/gAl81RpRCSnUgqynXP3ZWgcIiISAOccH3zwAa+++ioff/xxg/1FRUVcccUVDB06lPbt2+dghJI1qjQiklN+mtFc5pxb3cj+O51zf0j3+iIikpq9e/fy9NNPs2PHjgb72rZty9ChQ7nyyispjq0+Ic1TyMqdiTQ3fkr4LTKzs+LtMLPpwP/zcW0RkfxTXg4zZnilo2bMSKsWdSZ17NiR/fv319vWrl07Ro0axfe+9z1GjBihALslCVm5M5Hmxk8Jv3XA82Z2tXOu7qe6mU0EHgHu9zs4EZG8EVupYf16b5Ywj4KW1q1bc9VVV7Fs2TLat2/PVVddxeWXX06bNm1yPTTJlRCVOxNpbvzMZN8C1ADzzaw1gJmNBp4AHnXOfS/VC5rZSDP7g5ltNLPDZrbDzBaY2ZCY4x4yMxfnsdHH1yMiklhjlRqyyDnH5s2b+cMf/sDBgwcb7L/88ssZP3483/ve97j66qsVYIuI5EjaM9nOuS/M7EZgFfCgmf03MB9Y4Jy7K83LfhPoBvwnsAHojlcicJWZjXXOLY869igwMub8mN+AIiIByXGlBuccH330ES+//HLdgsbXXnuNL3/5y/WOa9OmDVdeeWVWxiQiIon5SRfBOfeJmd0ErACmAovxmtGk6x7n3O7oDWa2BNgC/D0QHWSfdM6t8nEvEZHk5bBSw7Zt21i+fDnbtm2rt/2dd95h+PDhdOrUKeNjkJCJNCmqrFSnR5EcSSnINrObE+yaC0zCSxWZFGls4Jybl8r1YwPs2m2HzGwD0CeVa4lIlrSUX+Y5qNTw8ccf8/LLL/Phhx822Ne+fXuGDx9Ou3btMnZ/CakQrB+QFLSUn7HNUKoz2U/hNaNJ1B7s0ah9jgA6PppZJ2Aw9WexAYrN7DO8lJJPgWeAnzjn9vq9p4gkKUy/zP3+oopUakiyhbkfn376KcuXL2fz5s0N9rVr146rr75aCxolMXV6bD7C9DNWGkg1yL4+I6No3P1Ae+BforaV1z4qap9fB/wNMMrMLnfOHWrsgmbWAy84j9YvmOGKtCBh+WUe1C+qDFdqqK6u5plnnqGioqLBvrZt23LVVVdxZXExRf/xH5rVksTU6bH5CMvPWIkr1Y6Pr2ZqIPGY2c/wcry/45xbEzWOX8QcuszM1uLNtN8NxO6P9S3g3iDHKtIiheWXeUh+UbVq1YqjMeMsKipi6NChDBs2jLabNmlWS5qmTo/NR1h+xkpcfkr4ZZSZ3Qv8A/Bj59yvkzhlPnAYGJrEsb8BBsY8JqU5VJGWq6Qk/vZ0fplnstFLiH5RjRo1CvBqXg8fPpzvfve7XH/99bRt2zZvyghKnps1y1svEE2dHsMpyJ+xknWpLnz8FfB/nHPbkzze8Mrx/dw590kK97kXuA+4zzn3r6kMETjZ1EG1Cyxjq5ikcBsRAYJbDJjpvMM8m9k7ceIEb731Fj179uS8886rt++MM85g4sSJnH/++XTs2LH+iSF6syA5lMX1A5JhOVhwLcFJdSb7HqBnite/B+iR7Alm9o94AfY/O+f+KYV73QK0w6vbLSLZEFTb5kzP0ObJzF5NTQ1r1qzhV7/6FcuWLWPp0qWcPNlwXmDw4MENA2zQrJYkL7J+oLzc+6gAO5yC+hkrOZHqwkcDfmJmn6dwfPIXN/s+8FNgCfCcmdVL/XDOrTKzs4DH8coGbsGrYnId8D2gEvh9KvcUEZ+CWAyY6RnaHM/sOed47733eOmll9izZ0/d9t27d1NRUcGgQYOSu5BmtURangwvuJbMSTXI3o6Xv5zqOVVJHjuh9uO42kcsAw4Cu4C/xZtVLwS2Ab8C/tU5dzjF8YlIrmUjnSNHv6g++eQTXnjhhboujdG+9KUv0aVLl+QvpjQAEZHQSLW6yNkZGkfk+iOSOGYfkKgpjoiEUTOcod27dy8vvfQSlXFm6bt3786oUaO44IILUl8PolktEZFQ8NVWXUQkEM1ohvbo0aOsWLGCt956i5qamnr7OnbsyMiRIyktLaWgIG+LO4mISAAUZItIfmgmM7RvvfUWK1eurLetTZs2DB8+nKFDh6pLo4hIC6EgW0QkQMOGDePtt9/m0KFDmBlDhgxhxIgRdOjQIddDExGRLFKQLSKSpkOHDjUIntu0acP111/Ppk2bGD16NN27d8/R6EREJJcUZIuIpOjgwYO8+OKLbNq0iW9/+9sNaloPHjyYIUOG5Gh0IiKSD7TyRkRyL5Mt1QN04sQJVqxYwX/913+xbt06qqqqeOmllxocpw6yIiLieybbzMYCI4DTgZ8557ab2eXAVudcsk1rRCTsysu96iCVlV7d62Srg2S6pXoAIs1kli5dyv79++vt27BhA6NHj6Z9+/Y5Gp2IiOSjtINsM2sHLABG4XVdBHgAr/nMD4CPaz+KSHPnJ1BurKV6HlQb+eyzz1i8eDHbtm1rsK+0tJRRo0YpwBYRkQb8zGT/C3AZMAVYhteJMWIp8B0f1xaRMPETKGe6pXqaDh8+zPLly3nnnXdwztXbd+aZZzJ+/Hi+9KUvZXYQ6f51QEREcs5PkH0r8I/OuflmVhizbzvQ18e1RSRM/ATK2WipngLnHKtWreLVV1/l2LFj9fZ17NiRG264gUGDBmU+7zoEaTQiIpKYn4WP3YEEv1k5CRT7uLaIhElJSfztyQTKs2Z5LdSj5bil+ubNm+sF2K1ateKaa67hO9/5DqWlpdlZ2NjYXwdERCTv+QmydwAXJ9g3CPjIx7VFJEz8BMqRlurTp3vVRaZPz+xsbROVTMyMcePG1bU9v+iii7jnnnsYNWpUw26NmayKkqdpNCIikhw/6SLzgB+b2WvAutptzszOAv4GeNDv4EQkJCKB8uzZXhA4YEBq+cOZbqkeyW1evRo++ghqagCoWb+eQ888Q6dVq+qNtUePHtxwww307t2bc845J/E1M5nOkWdpNCIikhqLXdCT9IlmHYEVwECgAm/2ej3QD9gEXOOcO5r4CvnFzEqAioqKCkoS/elbRMInNhiutRV4Du/PeX81bRoFc+emdt0ZMyDeOdOnB/OGId64i4uVky0ikiOVlZUMHDgQYKBzLlHKdJ2000Wcc18AVwH/CBwCPgCOAP8GXBumAFtEQiDd1IyY3OYv8P4M9xDwObALeHvNmtTvk+l0jmyn0YiISKB8NaOpDaRn1z5ERDLDT2pGbTB8EngLeBmoij2ka1eucA5bty75+2QjnSPTaTQiIpIxac9km9lPzGxKgn1nmtlP0h+WiEgUP5U2SkrYDvw/YAn1A+w2wNg2bfiLBx7wKoakcp88rIoiIiL5w091kfuAMjP7aZx9XwLu9XFtEZFT0kzNOHr0KIuGDeMPrVqxK3qHGRf37s13pkxh2FtvUTh4cOr3UTqHiIg0wle6CPAYXoWRPsA3nHM1AYxJRFqKZDsappia4ZyjoqKCJUuWcPjwYbjrLnj9dfj8c7r36cONP/0p59x4o+/7KJ1DREQS8TOTDfBrYHrt4zkz6+B/SCLSIkTyrOfO9QLbuXO95/EWGiZKzZg8Oe4ixePHj58KsAF69aL1jBmMnjePv37zzfgBdmP3UQqIiIikyG+QjXPuSWAccAWwwsx6+R6ViDR/qeQ/x0vNeOgh+PrX4wbpRUVFjBs3ru70888/n3vuuYerr76awsLCxGNSCoiIiATEb7oIAM65V83sGrx1RSuBeHnaIiKe8nJYvDj+vkR51rGpGTNm1AXpDjA4FaTPmcPAgQPZsmUL/fv3Z8CAAcm3Qo++T7LpLCIiIjECCbIBnHOVZjYMWAz8Nqjrikgzk6A5TJ1kS+BVVnIMeAmvPN+EyPbaIN3MmDx5cnDjbKycn4JxERGJ4Sdd5GG8Xg51nHOfAFcDS4HtPq4tIs1VvDSRiBTyn9/70pe4H3gbWANsi+wIok51eTlMnJhcOksqueUiItJi+On4eIdz7qM42w86577snDvH39BEpNlpLE2kU6ek8p8PHTpEWVkZT/TtyxetTv0xbgng2rb1v0gxEjRvTzBPEJvO4qeGt4iINFu+Fz6KSBak21I8n0SC1wMH4u8fP77RANs5x7p167j//vvZsGED9OrlleYrKaFfnz7cOnkytmqV/zSNxmbaoeFMeabbq4uISCillJNtZsuBbznnNtZ+3hjnnBuV/tBEBPDXUjyf+EgTOXDgAM8++yybN2+ut73duecy7lvf4uKLL05+YWNTEgXNicaZjfbqIiISOqkufIz+LVaAt6g/mWNFJF2J0hEmTvRSLMKy0C5R8NqpE7z6atzxO+dYs2YNy5Yto6qqqt6+kpISbrzxRtq3bx/sOBMFzX37wsKFDcc5a5b3pif630i1tUVEWryUgmzn3PVRn48IfDQi0lCi4DSSMxyWme1EwWuCNJGamhoee+wxPvzww3rbO3TowJe//GUuuuiizIwzUdAcL8CGU7W1Z8/2UkQGDAjHmx4REcko5WSL5LuSkqaPCcNCuxS7KRYWFnL66afX23bJJZdwzz33ZC7AhsSNb2bPTpwTH6mtXV7ufVSALSLS4qVdJ9vMBgGdnXMrap93AH4ODMYr4Xevc66xdBIRSUa8mdV48n2hXRozvqNGjeL999/HOceECRM477zzsjfW6IY0zSEnXkREsspPM5r/AN4BVtQ+/xfgbmA98CO8Gtr/5Wt0ItIwON2/P355uTAstIvt2ljr5MmT7Nu3j27dutXbXlRUxIwZM+jcuTNFRUXZGmV9jZXoi/O1iIiIgL90kYHAGwDmLeu/HW/2ejDw78Cd/ocnIkD9dISFC1NKu8h3+/bt4+GHH+Z//ud/OHz4cIP9PXv2zEyAnWxZRJXoExGRNPgJsjsDf679vBToApTVPn8JONfHtUUkkXg5wyFMXXDOsXr1ah544AG2bdvGkSNHWLRoEVnJMkulS2OinPgw/OVARERyxk+6yB6gT+3n1wO7nHNbap+3QSX8RDInQdpFWBw8eJCFCxeyZcuWett37drFkSNHgi/LFyuVFBCV6BMRkTT4CbJfA+4zs9OBvwGei9p3PvCxn4GJSBzl5V4gWFkZnvrYUZxzrF+/nueff55jx47V23f55ZczevRo2rRpk/mBpJICohJ9IiKSBj9B9o+AxcB/Ah8AP43adyuwyse1RSRWyKtcHD58mGeffZb33nuv3vbTTjuNSZMm0a9fv+wNJtUujSH/y4GIiGRf2kG2c+4j4EIz6+qc2xuz+9vAZ74iIDi9AAAgAElEQVRGJiL1hbjKxcaNG1m0aFGDhY2lpaWMHz+etm3bZndA8VJAzLzKLeXloXjTIiIi+c13M5o4ATbOufXOuc/9XltEooS0ysXLL7/M3Llz6wXY7du3Z9q0aUyePDmzAXaiCiKRFJCxY73gGsA5WLIk8QJIERGRFKjjo0hYJKpysX9/02XoMiHJEngXXnghhYWFdc8vuugivvWtb2W2a2NkfI1VECkthS5dvOA62tGjMHGiAm0REfFFQbZIWMRrSw5eY5qmytAFLYUSeL1792bkyJG0bduWm2++malTp2a+egg0nl4TkeivA9u353ZGO9ka3iIikrcUZIuERWx97L59Gx4TG0RmSoIA9uDPfha3zvVVV13Ft7/9bQYNGoRZlqp7JpNek+ivA9D4a5nJIDiVGt4iIpK3FGSLhEl058dOneIfk40c7ZgA1gHvAr/+0594++23GxxuZnTo0CHz44qWTBOZRH8diIj3WmY6CE5mBl5ERPJeXgXZZjbSzP5gZhvN7LCZ7TCzBWY2JM6xg83sRTM7ZGb7zWyemanLpLQcuexEGHXvo8BTwDPA8W7dWLp0Kbt37878GJoSL4CObSIT+etAvL8KQPzXMtNBcEgXuIqISH2+g2wz62Fml5vZtbGPNC73TeBsvNrbNwLfBXoAq8xsZNQ9LwRewessORW4E+gPvGZm3X19QSJhkUwQCZlJbai991bgAaASoFUrGD6c6upqNm/e7P8efiXbfr60FBYuTO61hMwHwWrjLiLSLFi8/MmkTjTrDTyK11K9wW7AOecK4+xr7Jo9nHO7Y7Z1ALYAFc65G2q3ldXet59z7mDttrOAzcAvnHM/TOPrKQEqKioqKGksT1Mkn0Q6QEZ3IoRTXSHPOANeeQWqqk6dU1zsu4FNTU0NL//+9/zp17/G7d4N3bvD8OG079ePSZMm0b9/f39fVy7Eey3jvUYzZngpIrGmTw+mXnls0yEI5N9MRET8qaysZODAgQADnXMJZlxO8RNkPw2MAP4NWAdUxR7jnHs1rYs3vNdy4Ezn3AVm1go4CDzinPvrmONeAM5xzqX8G15BtjQL8QK0eHwEhHv27OHpp59m586d9bafd955fOUrX8l+7nW2ZSMITjbgFxGRrEk1yPbTVv064AfOuQd9XKNJZtYJGAwsr93UDyjGC+xjrQNGm1lb59yxTI5LJOMigVZlpZdCkEygFS9fOJ40UxvWr1/PokWLOH78eN22Vq1aMXr0aK644orsVQ7JpUgaSiaDYLVxFxEJPT9BtgM+DmogjbgfaA/8S+3zbrUfG3SarN1mQBfg00QXNLMeQGzudj9/wxQJUOxs6fr1XhvwpmZL16xJ7vop5vdWV1fz3HPPsXbt2nrbe/bsyZQpU+jRo0dK1/MlnTcfQVMQLCIiTfATZD8J3AS8GNBYGjCznwG3A99xzsVGD43luTSVA/Mt4F4/YxPJqMYqWCQK7srL4cMPm752ogV9jSgoKGDfvn31tl1++eWMHTuWVq38/BhJUbpvPkRERLLMz2/HMuB3ZlYALAL2xB7gnHsn3Yub2b3APwA/ds79OmpX5D7dGp5FV7wAe38Tl/8N3puEaP2ABWkMVSR46VSwmD0bamoabi8ogDFjYOfOtFMbCgoKmDJlCg888AAnT55k4sSJDMhFtYt03nyIiIjkgJ8gO5Ij/W3gnph9hhfsplRdpO5kL8C+D7jPOfevMbs/wCvNe3GcUy8GtjSVj11bwSS2ikk6QxXJjJISb5Y2VmOBbaLAvF8/WLzY95A6duzItGnT6NSpE507d/Z9vbSohrSIiISEnzrZd0Q97ox5RLalzMz+ES/A/mfn3D/F7nfOVePNnN9sZh2jzuuLV9ZvXjr3FckrydbAjpaoKs6QBr2cGrVjxw6eeOIJqqurG+w766yzchdgQzhqSGey5bqIiIRG2iX8MsHMvg/8H2AJEC/AXlV73IXA28A7wGygLfBTvHSRS5xzn6dxb5Xwk/ySahk3n6XlnHO8+eabLFu2jJqaGq644gpuvPHGAL6QAOV7Del8H5+IiKQta3WyM8HMXsErDRiXc86ijh0C/DswDKjGS1/5gXPugzTvrSBbwi86MO/dG8xgx44mq3BUVVWxYMECNsSkXXz961/n7LPPzsLAU5DPNaSTaVSTD9VRREQkZRkNss3sJ8DvnXM7az9vjHPO/Szpi+eYgmzJS+kGZCnMqO7atYuysjL27Dm1dtnMGDFiBNdccw0FBX6yylqYQYPi59IPGuT9m2imW0QktDLdjOY+vFSOnbWfN8YBoQmyRfKOn3J1SVbhWLt2Lc8991y9/OsOHTowZcoUzjnnnKC+kuzJ9SxxUwtWVR1FRKTFSCnIds4VxPtcRDIglYAsNrhM1JSmNh3kxIkTPP/88w2ay5x99tlMmTKFjh07xjs7fdkIfvOhhvasWd49Y2eqIwtWVR1FRKTFyGIXCRFJSbIBWbzgsjBB9cwBA9izZw9lZWXs2rWr3q7hw4czcuTI4NNDshX85sMscVMt19MpzSgiIqGk2WiRfJVsubp4wWVNTcNAu7iYA/fcw29/+9t6AXZxcTG33XYbN9xwQ2byrxsLfv2ILZXXxOx91kRarpeXex+j30g0VZpR5f9ERJoNzWSL5KumUg8iEs14n3uuVyM7aka1U2kpA/ftY01tQHrGGWcwderUzNa+zkSKRIqz91kRmxIzeTLMn98wRSZ6pjtSAWbmTDjjDHjlFaiqOvU1qWW8iEhoKcgWyVdNpR5EJEpBGDIkbprE+PHj2bFjB3379mXMmDG0apXhHwOZSJFobPY+urV8Uw18ghIv6I8u5RcbMEdmumPPiaVFkSIioaUgWySfRQKyxjQy411TU0NhzAxvq1atuPPOO2nTpk0GBpza+NKWwux9VmaB4wX9sWID5mTOAS2KFBEJKeVki4RdZMZ7+nQvl3f6dFi5kndqarj//vs5fPhwg1OyFmA3Mj5fwW+ifPXdu72PjzzSMB86kxIF/bGiA+Zkz9GiSBGRUAokyDazC8zsajNrH8T1RCRFUSkI1Y8+yqLt21m4cCF79+7lqaee4uTJk3kzvkCC33gLCAEOHPDSNIYNy+6iwWQbWEUHzMmck610FxERCZyvINvMvmZmnwAbgBXABbXby8zs7gDGJyIpOHjwIA8++GDdwkaArVu38tFHH+VwVBkQPTveqVPD/UFUL0lFoqA/WmzAHO+coiIYNy64GX8REcmZtHOyzexW4CHgWWAxcH/U7neAqcDv/AxORJK3detWnnzyyXrpIW3btmXKlCn069cvhyPLkMjseKJW5tnMZY63SDVSXSRRfniyC1tFRCSU/Cx8/BHwoHPuLjMrpH6Q/R7wHV8jE5GkOOd48803Wbp0ab20kJ49ezJt2jS6du2au8Flo9NjvjR4ibdIderU1M8REZFmwU+QfRHwwwT79gLdfFxbRJJQXV3Ns88+y7vvvltv+8UXX8yECROyu8AxVrY6PWaieomIiIhPfnKyjwBxkiEBOBPY5+PaItKEQ4cO8fDDD9cLsAsKChg3bhw333xzbgNsyFynx1jxqpc89JB3H3VOFBGRHPEzk/0n4Ntm9nScfV8HXvFxbRFpxIkTJ/jd737HgQMH6ra1a9eOW2+9lXPOOSeHI4uSiU6PiUSnXWRrBj1ZyaTMZCOtRkREssrPTPZPgaHAW8D/Ahxws5ktAq4F/sX/8EQkntatWzN06NC65z169ODuu+/OnwAbEpeoy3SudLZm0JMRCfjnzj3VBTK2vGAyx4iISOikHWQ751YD44EOwP8FDPh7oD9wo3OuIpARikhcQ4cO5ZJLLuHCCy/krrvuokuXLrkeUn3xStRlI1c6mzPoTUkm4M+nNwUiIhIYX23VnXMvAxeZWT+gJ/Bn59z7gYxMROo45zCzetvMjAkTJlBQUNBgX05Fpz5cey2Ywc6d2StRly/VRiC5gD+f3hSIiEhgfAXZEc65D4APgriWiNS3Z88e5s2bx8SJE+nZs2e9fYWFhTkaVQLx8qGLi7ObD51P1UaSCfjz6U2BiIgEJu10kdpuj4keXzWzm8zsjCAHK9IilJd7FTEGDeKjCRP4/c9+xo4dO5g7dy5HjhzJ9egalw+pD/GqjeRq0WO8lBkz2L//VM51rtJqREQko/zMZD+Et9gRvHzsiOhtJ83sUeBu51y1j3uJtAxRM8HvAM+uX8/JVq3grrvYB7z++uuMGTMm16NMLF9SH/KlyUsk4P/hD2HpUnDOeyxZAsuWwbnnwpAhXsnBxrpDiohI6PgJsq8AngCWAnOAXUAvYAYwBvgmMAT4CbAV+Cc/AxVpEWbPxh09yot4NTIBqK6G119nyL/9G6NGjcrh4JKQKPUhMnPbEgPH0lLo0sULrqPV1MDmzd4jlyUGRUQkI/yU8PsuMN85903n3Arn3Cbn3KvOub8G5gN3Ouf+Ffgv4PYgBivS3B1fv54niAqw8f4kNPbYMW666ab8y8GOFS/1AWD79pZdli7RDH+EqomIiDQ7foLsm4AlCfYtBsbWfr4c6OvjPiItwsGDB3mwuJiNUdvaANOBYZdfnj8VRKJyxht0U4ykR/SN81++JQeSiWqGR1M1ERGRZsVPkF0I9Euw7zxO5WkfB6p83Eek2du5cye/+93v+HTIEGjlZXGdBtwJXJBPi+CSaZxSWgqdOsU/v6UGkolm+KOpmoiISLPiJ8heCvyzmY2O3mhmY4Gf1e4HuBAvJ1tE4ti4cSMPPvggX3zxBfTqBXfdxRmXXcbdJSX0ymVljHiSrR6Sq26P+Sq64sn550Ns2k8+vZESEZFA+M3J3g8sMbP9ZrbJzPYDzwP7gO9FHftLH/cRCb9GUiwKCgqorj5VfOei66/njjfeoGNFhVchI18CbEi+eojK0jUUqXjy/vuwZk1+lBgUEZGMSbu6iHNuh5mVAl8HrgW6AWuBV4GHnXNHao+7P4BxioRXvAYtUdUk+vfvz5gxY3jhhRe45pprGDlyZP7kX8dKtnFKZOZ29myVpYsnX0oMiohIxpiLLSvVQplZCVBRUVFBSTKLlESSNWOGl7sca/r0ukDLOccnn3xCnz59sjy4FMW+YYDsd3QUERHJgcrKSgYOHAgw0DnXRNkof+kiIpKMqBSLQ8DHkSdRKRZmlv8BNuRXN0UREZE8lna6iJm1Bn4I3AacBbSNOcQ55/w0uxFpHmpTLD4HHgOO4VUN6RHWRYBKdRAREWmSnyD434C/wauJ/Qwq0yfZVl7u5fxWVnqBbL7m/M6axbb585lTVcWx2k2PtW7NN77zHTrmdGAiIiKSKX6C7KnAT51zapcu2dfEYsJ8UlFYyPy77qLm1Vfh88+he3d63n47RZddluuhiYiISIb4CbK7ACuCGohIShqr15wnqQzOOd544w2WLVsG3bvDLbcAcNlll3HjjTdSUKAlESIiIs2VnyB7BXAJ8HJAYxFJXrL1mnPk5MmTLF68mLfffrve9htuuIGrr746f0v0iYiISCD8TKX9L+AuM7vZzNoENSCRpORxR8ETJ05QVlZWL8AuLCxkypQpDB8+PPcBdiONcURERCQYfoLsd4HzgCeBI2Z2MOZxIJghisQRVEfBgAPOY8eO8cc//pGNGzfWbWvbti0zZ87k4osv9nVt38rLYdw4uPRSr273+vXex2HDoKxMgbeIiEiA/KSLPA2ok41kX6SqyJlnwvHj0LYtDB6cenWRgBdPOud49NFH2bFjR9220047jZkzZ9K9e/eUrxeoeE1kIo4ehdtug5oa73keLyIVEREJCz9t1b8e4DhEkhMvWCwqgnPPhZkzUyvlF/DiSTPjmmuu4YknnsA5R/fu3Zk5cyannXZaytcKXLyvNVokwI7Is0WkIiIiYaNmMRIu8YLFqipYssT7PNlZ2PJyWLw4/j4fiycvvPBCJkyYwLvvvsuMGTMojk1pyZVEC0UbkyeLSEVERMLId5BtZgOBi4AG0YRz7hG/1xepJ5lgsalZ2MZSJ8D34snBgwdzySWXxC/Rl6sGOrVdJ+MyAxcn8ysPFpGKiIiElZ+26u2AhcBIvNzsSMmE6N/WCrIlWI0Fi9Eam4VtLHUihcWT69ato2PHjpxzzjkN9tUF2NFB9RlnwCuveDPvkN3c51mzvHvFft0FBXDyZMPj01lEKiIiInX8VBf5R+Bs4Dq8APtmYDQwD9gMDPY7OJEG4lUViaexWdhEs+GdOiUd8K5cuZJ58+Yxd+5cPv300/gHRWbMI5U8XnjhVIAdEZl1z7TSUu9rmz7dqyAyfbpXaSRegN23rxY9ioiI+OQnyJ4E/DvwRu3z7c65l5xztwLvAN9M56Jm1tHMfm5mS83sczNzZnZfnOMeqt0X+9gY57LSXMQGi2PHegsfozU1C5uoxvb48U0Gls45XnzxRV544QUAqqqqeOyxx6iKDZ6h6cWGEdnKfS4t9VJoysu9j1FVUOrp3FkBtoiIiE9+guyzgY3OuRq8FJF2UfseA76S5nW7AX8JFAHPNHHsUWBYzGNamveVsIgOFpcsgTffrD9D29QsbJo1tp1zPPfcc7z++ut12woLCxk7dixFsYE+JL/YMFe5z3nc0EdERCTs/Cx83A+0r/18N3A+EIk+WkftS9U2oItzzpnZ6cA3Gjn2pHNuVZr3kTBKtHAwlVJzkdnw2bO9WeQBA5pcgFhTU8MzzzzD+qh88DZt2jBt2jT69esX/6Rk8sejg/tsL4qMl6etXGwREZFA+Amy1wP9gSXAy8Dfm9lm4DjwEyCtlnHOxStzIEKwzWNSCMyrq6t58skn2bRpU922tm3b8tWvfpUvfelLiU+MF8QWFcH118POnfWD+4Ab4yQljTcbIiIikhw/Qfb/4M1eA/wYbxb71drn+4EbfVw7WcVm9hnQHfgUL73kJ865vY2dZGY9as+JlmA6UvJGwM1jklFVVcXcuXP56KOP6rZ16NCBmTNn0rNnz8QnptqVMgdfG5D6XwFEREQkKX46PpZFff6RmfXnVDm/N5oKdANQXvuoqH1+HfA3wCgzu9w5d6iRc78F3Jvh8UnQEuU4RxYOBpxucfToUf74xz/Wa5PeuXNnvva1r9G1a9fEJ8arw11cDGVlicfT1NcmIiIioRJYx0fn3GFgUVDXS+J+v4jZtMzM1gJPAXcDsfuj/QZ4MmZbP2BBcCOUwCXKcR4wIPB0C+dcgwD79NNPZ+bMmXTq1Knxk9OZlW7saxMREZHQ8VNdBPBSL8zscjO7NvYRxABTNB84DAxt7CDn3G7nXGX0A/ggKyOU9DVWFaSxwDYZ5eUwY4ZXoWTGDGzdOq677rq6pjK9e/fmjjvuaDrAhvRmpdOseCIiIiL5Ke0g28x6m9mLeLnQq/AWP0Yer9R+zAUD4nTYkNCL11AlMlPtJ90itmnM3LkwbBj9jx7l5ptv5qyzzuIv/uIvaN++/anjowJyymPW+KZTGq+xr01ERERCx0+6yK+BS4EfAuuAON04su4WvHrdKuvXXCVaqOcn3aKRWfCBc+ZQUlKCmXnbk0lLSbc0nhYhioiINBt+guzrgB845x4MajARZjYer852x9pNA8zsltrPn8erDPI4MBfYgrfY8jrge0Al8PugxyR5zk/N58pKdgIngLOit9fOgtcF2JBcvrVK44mIiLR4foJsB3wc1EBiPED9eOfW2gfAOcABYBfwt0BPoBCvic2vgH+tXYQpLYmPwPbjs8/mj+vX44CZQJ/Ijniz4MmmpWhWWkREpEXzE2Q/CdwEvBjQWOo4585O4rCbg76vhFwage22bdt47KyzON6qFVRX80fgr4EuiWbBVQVEREREkpBSkG1mg6OelgG/M7MCvNJ9e2KPd8694294Ipnz4YcfMmfOHE506wZ33QWvv86lR47Q+Yor4Ec/ij8LrlbkIiIikoRUZ7JX46WJRBjwbeCemOOs9rjC9Icmkjlbtmxh7ty5VFdXext69eLqX/yCG264oX4OdqzmlG8dcPMeEREROSXVIPuOjIxCJIs2bdpEWVkZNTU1dduuu+46RowY0XiAHdEc8q0Dbt4jIiIi9aUUZDvnHs7UQEQaFdCs64YNG3jqqac4efJUKfWRI0dy7bW56J2UQ+l0pRQREZGkpb3w0cxaA23iVfIws/bAcefcCT+DEwECm3Vdv3498+fPrxdgjxkzhquuuiroEee/RFVS1qzxGuwohURERMQXP23Vf0/ietS/xSvDJ+Kf35bpwLp165g3b169AHv8+PHBB9hNdYPMF4m6Un74YYPOl3n7NYiIiOQxP0H2CGBhgn2LgFE+ri3pCkuQ15Tor2Px4vjHJNMyvVZRUREFBae+3SdMmMCVV17pd5T1JWjPnpf/BrNmeVVRohUWQlSeOpDymxkRERHx+AmyewKfJtj3GdDLx7UlHWEK8hoT+3UcOBD/uBRqU19wwQVMmzaNVq1aMWnSJIYMGRLQYKMEMOOeNZEqKdOne29kpk+Hc8+Nf2wKb2ZERETE4yfI3g+cl2DfecAXPq4t6QhTkNeYeF9HrDRqU/fv35/vfve7XHrppT4G14hku0Hmi0iVlPJy72OiNx5qtCMiIpIyP0H2y8CPzKxr9Mba57OA5X4GJmkIW5CXSKKvA8AMxo1rctHjsWPH4m7v2LGj39EllijPOSxBarwUEjXaERERSYufIPs+oDuw2cx+Y2Y/NrMHgPdrt98bwPgkFWEP8iISfR0AzkHnzo0G2JWVlfzyl79k+/btGRhclNj898mTwx2kxkshUd1sERGRtKRdws85t8nMrgH+A7gbr7tjDfAq8LfOuU3BDFGSUl4O+/Z5M70uqilnmIK8iHity6M1MjNfWVnJ0/ffz8kVK/jjL3/J7VdcwVk/+9mpQDGoLoeJygo+9BDMnx/ebpDNodGOiIhIHkg7yAZwzpUDo8ysGOgC7HXOxf87vWRObMAHXrA9dqwXUIYpyINTM6oTJ0K82egEM/MbNmzwAuzf/Q6qqzkO7Fm0iLNefNG7HgTX5TBR/vv8+QpSRURExFe6SB3n3FHn3E4F2DkSL+BLIq0ir5WWwsKFSadfvPfee14nxxUroLoagJuAwXBq8WeQC0ObS/67iIiIZEQgQbbkWHMN+JLMEd60aRNPPvmk12jm888B+DJwWfRBGzYE+zo1l/x3ERERyQhf6SKSJ0pKvNSHWM0h4GsiR3jLli2UlZWd6uTYvTtf3r2by2MPjLwWQb1O8fLGw5j/LiIiIhmhmezmoIWWXtu6dStz586lJqpL4fhZs7g80Wvh93WKriYye7a3yDEyyz52LFx3HcycmXqnzXzs0pmPYxIREQkRc9GVKFowMysBKioqKihprIRcvopUzQhrVYsUffzxxzz66KMcP368btuYMWO46qqrGn8t0n2d4i0uLS6Ov6Ayel9T127surn698vHMYmIiORYZWUlAwcOBBjonGukqYdH6SJhFlQ5upA5fvw4c+fOrRdgX3/99V6ADY2nmKRboq6pRZOJ9jV1r8aum6sqJfk4JhERkZBRkB1Wieo0t4DZxjZt2jBp0iTKysqorq5m+PDhXHvttZm7YXk5LF4cf9+GDfXrksfua0o+LlrNxzGJiIiEjHKywyrIcnQh1L9/f2677TauvvpqRo0ahZll5kaRNzMHDsTfP2CAv0oj+VilJB/HJCIiEjIKssNKs42ce+65jB49OnMBNsR/MxMRxILKfFy0mo9jEhERCRkF2WGVydnGPKsscfDgQT755JPc3DzRm5lOnU4tepw9G848E/r2hf79E9bzjivJWuBZlY9jEhERCRnlZIdVpuo0J5vrnaVFl4cOHeLhhx/miy++YMaMGZxzzjmB36NRiWqQjx/vfYxXhaOsLLXXIt3FmJmUj2MSEREJEc1kh1UmZhvLy2HixKZzvSOB+Ny5XgA6d673POAZ72PHjvHoo4+yZ88ejh8/zmOPPZb9Ge3GUidaeF68iIiIJKaZ7DALcrYxXm3kaNG53lko8RYJqnft2lW3rW/fvvTq1SuQ6yct8mYmXm1t5cWLiIhIAgqyxdPYAj+on+ud4eCypqaGsrIyPv7447ptffr0Yfr06bRqlYNv2URvZppzO3sRERHxReki4kkUOEPDXO8MLro8efIk8+fPZ8uWLXXbevbsyW233UabNm18Xz9QqsIhIiIiCSjIFk+iwLlv34a53hkKLp1zPP/881RUVNRt69KlC1/96lcpjr1fPkg3Lz7PqreIiIhI8BRkNwdBBG2JAueFCxsGjRkq8bZ8+XJWr15d97xjx4587Wtfo2PHjr6um5JUX8tIKkl5ufcxmQA7C4tGRUREJLfMJWoJ3cKYWQlQUVFRQUmiWd18FG/BYnFxekFvpCxf7AK/LHjjjTdYunRp3fPi4mLuuOMOevTokZX7A8G+lonMmOEF1rGmT1fJPBERkTxWWVnJwIEDAQY65xrJs/VoJjvsgiwjl+qsbED279/PSy+9VPe8devW3Hbbbf4D7FRnpbNRkk8VSURERFoEBdlhF0TQluMc4c6dOzNjxgxat25NYWEh06dPp0+fPv4umk5aRjYC4Ex26hQREZG8oSA77PwGbXmSI3zeeefxta99jVtuuYV+/fr5v2A6s9LZCIBVkURERKRFUJAddn6DtjzqWtinTx8uuuiiYC6Wzqx0NgLgDC0aFRERkfyiIDvs/AZtOcgR3rdvHzt27MjY9YH0ZqWzFQDnKPfdN5UeFBERSZo6PjYHftqrZ7lr4eHDh3n00Uf54osvmDp1Kueff35G7sOsWbBgQf1ZejPYv98LDhMFtkG2qm8OIhVnVq+Gjz6Cmhpv+/r13uurWXgREZG4NJPd0jWWIhFv5tLHbObx48d5/PHH2bt3LydOnGDOnDls3bo12K8nIjIrPXasF1wDOAdLlqgudbKi8/W3bDkVYEfkKK1IREQkDDST3dJFgo0jsFcAABwaSURBVNHY+thQv2b0+vUwf773eVXVqW1JzmbW1NTw5JNP1ksTOfvss/1XEWlMaSl06eIF19EiwWGuZ6wjs8SVld5fFLJYlzwp8fL1Y6n0oIiISFwKsiV+isSMGQ0DrEhwHe3oUZg4ETp1ShgoOudYtGgRmzdvrtvWu3dvpk2bRmFhYVBfRXz5Wpc6tvFNPqZfJHrtoqn0oIiISFxKF5H4kgmwIrZvb7T83/Lly3n33Xfrnnfp0oXbb7+doqKioEabWL7Wpc6jqi4JNdX5VKUHRUREElKQLfGl21o+JlB86623eO211+qet2vXjq9+9at06NAh/vlBV7CIl3NeWAiTJ/u7rl/5OsMeLdFr17+/Sg+KiIg0Ie+CbDPraGY/N7OlZva5mTkzuy/BsYPN7EUzO2Rm+81snpmdm+UhN0/xAqyCglOLCBtTGyhu2LCBxYsX121u3bo1t99+O926dYt/XiYa45SWwkMPecFhRE0NfP3ruV38mK8z7NHilTRcswY2bQpX6UEREZEcyLsgG+gG/CVQBDyT6CAzuxB4BWgDTAXuBPoDr5lZ98wPM4tyUZ84OsA6/3wvSD158tQiQjPo1Sv+uQMGsHXrVp5++mlc7fEFBQVMnTqVM888M/E9M5VCMX9+/lXGCEvnx7DW9BYREcmxfAyytwFdnHPXAT9q5LifAlXATc65551z84AvA92BH2R+mFmS7uxuEIF5JMAaMqRhkOqctz9OoHj8+9+nrKyMmqhzJk6c2HRN7EylUKR73Uy+uVHnRxERkWYt76qLOBdbb60hM2sF3AQ84pw7GHXuNjN7GZgM/DBzo8yixmZ3E5WgC7pyRaIg9dNP45b/a1NaypQuXSgrK6OqqopRo0ZxySWXNH2fTDXGSee62aj+ocY3IiIizVY+zmQnox9QDKyLs28dcJ6Ztc3ukDIknVnYoNMuGssfTpBO0K9fP+68805GjBjB8OHDk7tPplIo0rluGKp/iIiISN4Ka5AdWTm3N86+vYABXRKdbGY9zKwk+oEXuOefdBbIBZ12kWbw27NnT0aMGIEls1gSMpdCkep1y8shasFmPflU/UNERETyVt6li6SosdSSxvZ9C7g34LFkxqxZXppC9KxqUwFu0GkXibpCRgWpBw4coFOnTuldHxp2P3zkkWDzk5NNzYhNE4mVT9U/REREJG+FNcjeU/sxXi24rngB9v5Gzv8N8GTMtn7AAv9DC1gSAW4D6QTmyYwjQZC6atUqXnrpJW655RYuuOCC1K9dVga33XZqcWUuux821ko8H6t/iIiISF4Ka7rIB8BR4OI4+y4GtjjnjiU62Tm32zlXGf2ovWZ+igS4jzziPZ85s/FqF1msXLFx40ZeeOEFTpw4wdy5c1m9enVqFygvrx9gR+Qq/zlRqk2nTi27+kcuykiKiIiEWChnsp1z1Wa2CLjZzP4/59wXAGbWF7ge+EVOB5gJqVa7yELlih07dtSrhW1mdOmSMBU+vtmzGwbYEbnIf06UajN+fMsOsDNdaUVERKSZycuZbDMbb2a3ABNqNw0ws1tqH+1qt90LtAOerT1+MvAc8Gfg/2Z/1BmWZ9Uu9u3bx+OPP86JEyfqtt10003065fi+tFEM8eQm/znsDSJyaY8+94TEREJg7wMsoEH8HKm/1D7/Nba508CPQCccxuBEcAJ4CngIWALcK1z7vPsDjcLMtWoJQ1Hjx7l8ccf5/Dhw3Xbrr32WgYPHpz6xRJVTykszE1gqyYxDeXR956IiEhY5GW6iHPu7CSPWwPckNnR5IlMNWpJUU1NDU888QSff37qfczFF1/M9ddfn94F4y3SLCyExx/PXWCrJjH15cn3noiISJjk60y2xMqDNAbnHM8++yxbt26t23bWWWcxadKk5Gthx4o3c7xmDUydGsygxb88+N4TEREJm7ycyZZasbWjH3oI5s/3gtCqKigq8vY3VdIvIKtWrWLt2rV1z7t168b06dNp1crnt5FmjvNbOmUkRUREWjgF2fkqUUWHhx6qn16xeXNWKj28//77LF26tO55cXExt99+O8WxM5zSPOmNkIiISEqULpKvElV0+Lu/S63SQ0D1jQsLCykqKgKgoKCAadOm0bVr17SuJSIiItLcaSY7XyWq6LB7d/zt8So9BFjfuF+/fnzjG9/g8ccfZ/jw4Zx99tkpnS8iIiLSkmgmO18lKm3Xo0f87fEqPQRc3/j000/nm9/8Znql+kRERERaEAXZ+SpRRYf//b+Tr/SQgfrGrVu3TvtcERERkZZCQXa+StQUZerU5JulJJoNT6K+8cqVK9m4caPPL0JERESkZTLnXK7HkBfMrASoqKiooCRRcBo2sTnZ4M16R4Ly2BKBtWXZ3nvvPZ544gnMjFGjRnH11VenXwdbREREpBmorKxk4MCBAAOdcwnSBU7RwsfmrLH6xgkWRX66cCHz3nwT8JrPvPzyy1x44YWcfvrpOfxCRERERMJF6SLNXaS+8SOPeM9nzvRK+c2a1WBR5BdHjzLn7/6OEydO1G2bMGECp+/YEUgZQBEREZGWQjPZLUG8WeuY9I9q4Ang4M6ddduGDx/OJWaBlQEUERERaSk0k90SxCvlF5WL74DngU8AuncH4MILL2TUqFGBlwEUERERaQkUZLcEiUr51c5mvw28A9CqFQwfTo8ePZg8ebK32DEDZQBFREREmjuli7QEJSVemkesMWPY2ro1S95+G04/HYYPp/icc5g+fXpdC/WE5yZRBlBERESkpVKQ3RLMmuXlUceU8tv/4x9TtnIlJ4cMAcDMuPXWW+natWuT58ZtfiMiIiIigNJFWoY4jW3cG28wf8sWjhw5UnfYmDFjOPfcc5s8t9FFj+XlqkQiIiIiLZ6a0dRqls1omvD5558zZ84c9u7dy6BBg07lYaerqeY3IiIiIiGVajMazWS3YN27d+fuu+9m2LBhTJgwwX9Xx0SVSH74Q3/XFREREQkZBdktXHFxMWPHjqV169b+L5aoEsnSpUobERERkRZFQXYLUl1dndkbJEqzcU51tUVERKRFUZDdQlRVVfHb3/6WP/3pT2QsD3/WrAadJOuorraIiIi0IAqy81WAVTqcc8yfP5/du3ezbNkynn76aU6cOBHgYPHGN3s2tG8ff7/qaouIiEgLojrZ+Si2Ssf69V6t6jSrdLz++uts3Lix7vnBgwcpKAjw/VW8qiLRVFdbREREWhjNZOejRFU60shr/uCDD1i+fHnd89NOO42pU6dSWFjod5SnxBsvQOfOTdfVFhEREWmGNJOdjxJV6Ugxr3n//v08/fTTdTnYhYWF3HrrrXTo0MHvCOtLNN6+fWHOnGDvJSIiIhICmsnOR4mqdKSQ11xdXU1ZWVm9jo7jxo2jT58+fkfXUADjFREREWlOFGTno1mzvDzmaCnmNS9evJidO3fWPS8tLeWyyy4LaoT1BTBeERERkeZEQXY+Ki318pinT/eqi6SY1/zOO++wZs2auuc9e/bkpptu8t/RMUPjFREREWlulJOdr0pL08pn3rlzJ88//3zd87Zt2zJt2rRgOjo2Js3xioiIiDRHmsluZl544YV6nR1vvvlmunbt2vDAAOtwi4iIiEh9CrKbmWnTptGvXz8ArrvuOvr379/woEhd67lzvRrcc+d6zxVoi4iIiARCQXYz065dO26//XYmTZrEddddF/+gAOtwi4iIiEhDysluhgoKCrj00ksTHxBQHW4RERERiU8z2SF3/Pjx1E9SXWsRERGRjFKQHWLV1dU89NBDLFy4kBMnTiR/oupai4iIiGSUguwQW7ZsGTt37uSdd97h97//PQcOHEjuRNW1FhEREcko5WSH1IYNG3jzzTfrbWvXrl3yF1BdaxEREZGM0Ux2CO3du5cFCxbUPW/Tpg1Tp07NfMOZVKkWt4iIiLRQmskOmerqasrKyqiqqqrbNnHiRLp165bDUcURqcUdKRW4fj0sWKC0FBEREWkRNJOdL5Kc9V2yZAmfffZZ3fPLLruMgQMHZmuUyVMtbhEREWnBFGTnWnk5jBsHl17aZAfG9evXs3r16rrnvXv3Zty4canfLxspHKrFLSIiIi2Y0kVyKTalIlpk1rd2ceKf//xnFi1aVLe7qKiIW2+9lVatUvgnzGYKR0mJd/1YqsUtIiIiLUBoZ7LNbISZuQSPobkeX1LipVREq531PXHiBE8++WS9xjOTJk2ia9eu/u+XqRQO1eIWERGRFqw5zGT/PfByzLaKXAwkZYlSKiJqZ31XrVrFrl276jZfeeWVDEhnRjibKRyRWtyzZ3vXHzDAC7C16FFERERagOYQZG92zq3K9SDSkiilAurN+l511VUcPnyYVatWceaZZzJ69Ohg75epFA7V4hYREZEWKrTpIs1CvJQKM28hZFSedGFhIePGjWPatGnccsstqeVhN3U/pXCIiIiIBK45BNn3m1m1mR00sxfMbHiuB5S0eO3N166FxYvjplVcdNFFdOnSJdj7qW61iIiISODCnC5yAPhP4BVgD3Ae8HfAK2b2ZefcC4lONLMeQPeYzf0yNM7GJUipcM5hZlm7n4iIiIgEJ7RBtnNuLbA2atNrZjYfWA/8HEgYZAPfAu7N4PB82bhxI2+++SaTJ0/mtNNOy/VwRERERCRFzSFdpI5zbj/wLDDIzIobOfQ3wMCYx6TMj7BpBw8eZMGCBXz00Uf893//N++//36uhyQiIiIiKQrtTHYjIjkWLtEBzrndwO56J2UiNSNFJ0+e5Omnn+ZobS3rI0eO1H0uIiIiIuHRrGayzawLcBPwrnPuWK7Hk6rXXnuNbdu21T0vLS2lVIsSRUREREIntDPZZvY4sB1YDfwZOB/4PtAT+HruRpaebdu28corr9Q979q1KzfeeGPuBiQiIiIiaQttkA2sA6YBfw10APYCrwMznXNv53JgqTp69Cjz5s3DOS/DpbCwkFtuuYWioqIcj0xERERE0hHaINs5NxuYnetx+OWcY8GCBRw4cKBu2w033MAZZ5yRw1GJiIiIiB/NKic7jFavXs3GjRvrnp9//vkMHTo0hyMSEREREb8UZOdKeTm7Jk/mhQkT4Kmn4LPP6NChA1/5ylfyotKJiIiIiKQvtOkioVZeTvXQoTx17BjVALt2YZs2cfMzz9C+fftcj05EREREfNJMdi7Mnk3hsWNcwal3OVdXV3PuH/+Yy1GJiIiISEA0k50LlZUYcDnQF1gJXA+wYUMuRyUiIiIiAdFMdi6UlNR92hP4ClAIMGBAjgYkIiIiIkFSkJ0Ls2ZBcXH9bcXF3vbycpgxAwYN8j6Wl+dmjCIiIiKSNqWL5EJpKaxcCbNneykiAwZ4ATbAsGFw9Kj3+fr1sGCBd6zaq4uIiIiEhoLsXCkthTlz6m+bMeNUgB1x9KgXjMceKyIiIiJ5S+ki+aSyMv52LYgUERERCRUF2fkkakFkPVoQKSIiIhIqCrLzSWMLIkVEREQkNBRk55PIgsjp073qItOna9GjiIiISAhp4WO+ibcgUkRERERCRTPZknmq/S0iIiItjGayJbPKy1X7W0RERFoczWRLZs2enbj2t4iIiEgzpSBbMku1v0VERKQFUpAtmaXa3yIiItICKciWzIpX+xvglVfgrLO8R//+WhApIiIizYqCbMmsSO3vsWPB7NT2zz6D7du9x+bNMHeut0BSgbaIiIg0AwqyJfNKS6FLF3Cu8eO0IFJERESaCQXZkh2JFkDG0oJIERERaQYUZEt2JFoAGUsLIkVERKQZUJAt2ZFoAWS04mLvOBEREZGQU8dHyY7IAsjZs2HNGqiq8hZCOgdt28LgwV6ArS6QIiIi0gwoyJbsKS2FOXNyPQoRERGRjFO6iIiIiIhIwBRki4iIiIgETEG2iIiIiEjAFGSLiIiIiARMQbaIiIiISMAUZIuIiIiIBExBtoiIiIhIwBRki4iIiIgETEG2iIiIiEjAFGSLiIiIiARMQbaIiIiISMAUZIuIiIiIBExBtoiIiIhIwBRki4iIiIgETEG2iIiIiEjAWuV6AHmkDcCWLVtyPQ4RERERyTNRMWKbZI4351zmRhMiZjYRWJDrcYiIiIhIXpvknFvY1EEKsmuZWSfgOuBj4HiWbtsPL7CfBHyQpXu2ZHq9s0+veXbp9c4uvd7Zpdc7u/R6N9QG6AO86pw70NTBShepVftiNfmuJEhmFvn0A+dcZTbv3RLp9c4+vebZpdc7u/R6Z5de7+zS653Q2mQP1MJHEREREZGAKcgWEREREQmYgmwRERERkYApyM6tz4F/qv0omafXO/v0mmeXXu/s0uudXXq9s0uvt0+qLiIiIiIiEjDNZIuIiIiIBExBtoiIiIhIwBRki4iIiIgETEG2iIiIiEjAFGTngJl1MLNfmtlOMztmZu+a2fRcj6s5MrMRZuYSPIbmenxhZ2YdzeznZrbUzD6vfV3vS3DsYDN70cwOmdl+M5tnZudmecihluzrbWYPJfie35iDYYeWmY00sz+Y2UYzO2xmO8xsgZkNiXOsvr99Svb11vd3MMzsEjN7zsy2m9lRM9trZivN7KtxjtX3dxrUVj035gGXA7OA94HbgDlmVuCcezynI2u+/h54OWZbRS4G0sx0A/4SKAeeAb4R7yAzuxB4BXgXmAq0BX4KvGZmlzjnVCIqOUm93rWOAiPjbJPkfRPvNf9PYAPQHfg+sMrMxjrnloO+vwOU1OtdS9/f/nUGPgbmADuA9sDtwKNmdrZz7p9B399+qIRflpn9/+3deawdZRnH8e9PQCmCCrIYEnY0oJLIogQ0EZCIuINgg0sIRCJBWYyyxI0SZVFIILEYJUXBKBAE+QMhFIipwQQQpGwCBoqlIQiE1ra2itDy+MfMDdeT2+3cuefce/v9JCfTed+ZOc+dPDl9zpx33snHgVuAL1TVtaPabwfeA+xcVauHFd90k+QQmuL62Kq6YcjhTDtJAlBVlWRb2nlVq2pWz3bXA4cCe1TV8rZtF+BJ4NKqOnuggU9RG3C+rwKOqaotBx7kNJJk+6p6sadtS+Ap4NGqOrxtM787sAHn+yrM7wmT5B5gx6rauV03v/vkcJHBOwpYAfy2p/2XwI7AgQOPSOpTtda2TZJNgU8CN458QLf7PkPzBeioiY1y+lif863u9BZ8bdsKmqusO4H53aX1Od8aiJeAVWB+j5dF9uC9F3i8qlb1tD88ql/duzzJqiTLk8xN8qFhB7QR2QOYwes5PtrDwJ5JNh9sSBuFGUmeT7I6ybNJZifZZthBTXVJ3grsB/y1bTK/J9AY53uE+d2RJG9IsmmS7ZKcAhwB/KjtNr/HwTHZg/d24Okx2peM6ld3ltGM75sHLAb2BM4E5iX5RFXNHWJsG4uRnF4yRt8SIMDWwD8GFtH091D7Grnv4MPAN4CPJHl/e3VQ/bmcZuzq+e26+T2xes83mN9d+ynw1fbfrwCnVdXP23XzexwssodjbT/3+lNwh6pqPjB/VNNdSW4CHgF+DFhkD455PyBVdWlP0x1J5gM3ACcBvf1aD0l+QHNj2KlV9ZeebvO7Y2s63+Z35y4A5gDbA58CZid5c1VdMmob87sPFtmDt5ixr1aP/Mw11rdFdaiqlib5PXBykhlV5R3pE2txu1xT3hewdHDhbLRuAlYCTl3ZhyTnAt8FvlNVs0d1md8TYC3ne03M7z5V1SJgUbt6a3t/9YVJrsb8HhfHZA/eI8De7c0Eo+3TLp1WbjDSLv0GPvEW0Eyttc8YffsAT1XVy4MNaaMV4LVhBzHVtAXfLGBWVV3Q021+d2wd53utu2J+d+HPNBdhd8f8HheL7MG7CdgS+FxP+/HAc8C9A49oI5Nka5q7pR/0w2HitTf53gwcnWSrkfYkO9NMC/W7YcW2kTkG2AK4Z9iBTCVJvkdT8P2wqs7r7Te/u7Wu870W5nd3DqX5svK0+T0+zpM9BO2c2AcAZ9PM/3kczTiyL1XVb4YZ23ST5Bqan8Hup5mW6J00DzfYAziyqu4cYnjTQpIjaW5M2gr4Bc30lNe33bdW1b/bhxncBzwAXMTrDzPYBvBhBhtgXeeb5gEe1wDX0Xy+FM2NYWfQXJU6sKpWDjjsKSnJN4FLgNuAsQrse9rtzO8OrM/5budnNr87kOQKYDnNlesXgG2BY4GZwMVVdVa7nfndJ4vsIWgn1z+f5slJ2wBPABdW1XVDDWwaSnIOzQfGbjS/ICwB/kRzvu8bZmzTRZKFwC5r6N6tqha22+1PMy3UQTRzsP4B+FZVLRhAmNPGus43zYw6VwL7AjsAmwDP0PyKdkFVLRtAmNNCknk0BdyYqiqjtjW/x2l9znf7S6T53YEkJwAnAHvTPP1xBc2sLXOq6tc925rffbDIliRJkjrmmGxJkiSpYxbZkiRJUscssiVJkqSOWWRLkiRJHbPIliRJkjpmkS1JkiR1zCJbkiRJ6phFtiRJktQxi2xJkiSpYxbZkjSJJTk4yawkbxujb177KOpJoY2z2teKPvZfOmr/2RMRoyQNyqbDDkCStFYHA+cCVwFLe/pOGXg06+cgYHUf+x1O8//S3d2GI0mDZ5EtSVNUVT027BjGUlX39Lnf/QBJug1IkobA4SKSNEklmQVc3K7+fdRQikPa/v8bLpJk17b/zCRnJ1mY5D/tdu9KslmSi5I8l2RZkpuSbD/G+85McneSlUlWJJmbZN9x/i2HtXEsbmNalOTGJFuM57iSNFlZZEvS5DUH+En776NphmEcBDywjv2+BnywXX4F2Au4GbgS2A44ETiLZnjGnNE7Jvk2cC3wGPB54MvAVsBdSd7dzx+RZFfgFuCV9r0/BpwDrATe2M8xJWmyc7iIJE1SVfVskkXt6vyqWrieuy4FPltVrwEk2Ra4DHiiqj4zslGSvYAzkrylqpYn2Qk4D5hdVaeN2u4O4EmaseEz+/hT9gc2B86sqodGtV/Tx7EkaUrwSrYkTT+3jhTYrcfb5S09242079wuj6C5+PKrJJuOvICXgT8Ch/QZz4M0V7GvSHJ8kt37PI4kTRkW2ZI0/SzpWX9lHe2bt8sd2uV9wKs9r5nAtv0EU1ULaIamvAhcDixIsiDJ6f0cT5KmAoeLSJJGvNQujwGe6fLAVXUXzbjuTYADgFOBy5K8UFXXdflekjQZWGRL0uT233Y5YwDvNRdYBexRVTdOxBtU1Wrg3iRPAF8E9gMssiVNOxbZkjS5PdIuT09yNc3Qjb9V1b+6fqOqWpjk+8D57bjp24B/0gwj+QCwsqrO3dDjJjkZOIxmTPgimuEpJ7bdd3YRuyRNNhbZkjSJVdW8JBcCxwMn0dxLcygwb4Le78IkjwGnA8cBbwKepxmn/bM+D/sg8FGamUveAawAHgU+XVW3jztoSZqEUlXDjkGSNA20D885F9gMqHZoyIbsvwkQmqv1l1fV1zsPUpIGxNlFJEldexVY1sd+i9t9JWnK80q2JKkTSXYEdmxXV1fV/A3c/328PozxxapatLbtJWkys8iWJEmSOuZwEUmSJKljFtmSJElSxyyyJUmSpI5ZZEuSJEkds8iWJEmSOmaRLUmSJHXMIluSJEnqmEW2JEmS1DGLbEmSJKljFtmSJElSx/4HzJ5n1at/uu4AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pylab import *\n", "import scipy\n", "from scipy.optimize import curve_fit\n", "\n", "# get looping data from favorite files with 0 - I, 1 - II, 2 - loop, 3 - l_biobio in kbp \n", "\n", "fit_outputs = []\n", "relative_extension = []\n", "\n", "RE = []\n", "\n", "fit_a = []\n", "fit_b = []\n", "fit_k = []\n", "\n", "err_a = []\n", "err_b = []\n", "err_k = []\n", "\n", "rate = []\n", "\n", "for filename in os.listdir(path):\n", " data = []\n", " if filename.endswith(\"output\"):\n", " end = (filename.split(\"_output\")[0])\n", " print(filename,end)\n", " with open(os.path.join(path,filename), 'rb') as r: \n", " data = pickle.load(r)\n", " else: \n", " continue\n", " \n", " \n", "################### reading in metadata #########################\n", "\n", " timestep = data[8]\n", " px_size = data[9]\n", " cl = data[10]\n", " RE.append(data[3]/48.5)\n", " \n", "############### define exponential fit function ####################################\n", " \n", " def exponential(t, a, b, k):\n", " return a - b*np.exp(k*t)\n", "\n", " # get x values by making array with number loop values * timestep\n", "\n", " t = np.arange(len(data[0]))*timestep\n", "\n", " try: \n", " popt_exponential, pcov_exponential = scipy.optimize.curve_fit(exponential, t, data[2], p0=[1,1,-0.1])\n", " perr_exponential = np.sqrt(np.diag(pcov_exponential))\n", " print(popt_exponential, perr_exponential)\n", "\n", " \n", " r = popt_exponential[1]*popt_exponential[2]*(-1)\n", " rate.append(r)\n", " \n", " plt.figure(figsize=(7,5), dpi= 120)\n", " plt.plot(t, data[2], 'ro', ms = 3, label = 'rate @ t0: %s kb/s \\n loop data'%(str(round(r, 2))))\n", " plt.plot(t, exponential(t,popt_exponential[0], popt_exponential[1], popt_exponential[2]), 'k--', linewidth = 2, alpha = 0.5, label = 'fit: ' + str(round(popt_exponential[0],2)) + ' - ' + str(round(popt_exponential[1],2)) + '$\\cdot e^{%s \\cdot t}$' %(str(round(popt_exponential[2],2))))\n", " plt.ylabel('change in size [kbp]')\n", " plt.xlabel('time [s]')\n", " plt.legend()\n", "# plt.savefig(out+'/' + filename.split('_',1)[0] + '_loop_fit.png')\n", " plt.show()\n", "\n", " #calculate relative extension\n", " rel_ext = data[3]/48.5\n", "\n", " # write DNA extension, parameters & errors to array & save as python pickle\n", "\n", " relative_extension.append(rel_ext)\n", " \n", " fit_a.append(popt_exponential[0])\n", " fit_b.append(popt_exponential[1])\n", " fit_k.append(popt_exponential[2])\n", "\n", " err_a.append(perr_exponential[0])\n", " err_b.append(perr_exponential[1])\n", " err_k.append(perr_exponential[2])\n", " \n", " except RuntimeError: # if n = 800 rounds of fitting are not enough to get a good fit\n", " print(\"Error - gaussian curve_fit failed, right side, in run {0}\".format(f))\n", " # pass\n", " continue\n", " \n", "# fit_outputs = [relative_extension, rate, fit_a, fit_b, fit_k, err_a, err_b, err_k]\n", "# pickle.dump(fit_outputs, open(out+'/inter_loop_fit_output', 'wb'))\n", "\n", "# with open(out+'/'+'inter_extrusion_rates'+'.csv', 'w') as g: \n", "# g.write('relative_extension, rate [kb/s], fit_a, fit_b, fit_k, err_a, err_b, err_k'+ '\\n')\n", "# writer = csv.writer(g, delimiter = ',')\n", "# writer.writerows(tuple(zip(relative_extension, rate, fit_a, fit_b, fit_k, err_a, err_b, err_k)))\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(rate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Loop movement\n", "\n", "Last, we analyse the movement of the loop along the DNA strand during loop extrusion. The '*_output' data files contain the loop position for every time point relative to the length of the DNA molecule. This bloc plots the movement of each loop along the DNA strand and analyses the loop displacement from the starting and end position of the loop. " ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "inter10_output inter10\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "boundary mover -0.17278244631185813 \n", "\n", "inter3_output inter3\n" ] }, { "data": { "image/png": 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\n", 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\n", 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IAyvGslH/IcaybGfFZXkpn/Xki7GU1Q4xlpD6VESekRhLu2k0Go1GEwaZGsnpnzGiqlRg9Ov3TLQCEWmGMXBhHIZf4WWMuK0PAJ8XkRuUUrGinmg0Gk3aEZEfklhM3llKqVmpkkcTnEw1sA9iTDjeLyI/AJ4MUMdXMIzrC8AXleUtF3kAY03Qn1G/IK9Go9FkCpeTWOCLZakSRJMcGT/IyWZgH1BKzU6g3DsYC3b3Ukrtd6RtBfoAn1PGiicajUaj0YRKRvpgk0VEWgE3ANudxtVkKcYixF7RQTQajUajSYpM7SJOlhKMPw87PdKt/f2oX6+zAWbIMGfYsI4Yc8s0Go1G07RpB3yiYnQD56qBLTQ/vZY8qnLkc+MR4NHQJNJoNBpNrtENI5CHK7lqYMPgSepje4Lxb+XjgwcP0r6914IQ/jh+/DgdO3ZMqg5N+tF6yz60zrKTTNdbVVUV3bt3B/clPuvIVQNrtVy9WqjtHfkaoZQ6ixHSDAAr/nf79u2TNrALFy5kxowZSdWhST9ab9mH1ll2kit6y8lBThiriVzE8LG6Ye338tFqNBqNRpMUOWlglVJnMFZq6C8ibkEqxmK0TsvSKpjJDTfcEMVhNUmi9ZZ9aJ1lJ7mit6w3sCJymYgMEBFnd/B/mp9P2dd3NANNXAHMUUpVEQGnTp2K4rCaJNF6yz60zrKTXNFbRhpYEXlQRGaLyGxgmrm7bp+ITLJlfxJjKarJjmr+jLFE1L3AWhF5SkReBJ7BWErsH4mILVu2RHVoTRJovWUfWmfZSa7oLVMHOY2kcRjDEdSHD9sHvBqrAqXUBRGZiGFI78NYiPsExhqO/6TjEGs0Go0mlWR8qMRMQUTaA5WVlZVJjyKura0lLy8vHME0aSNb9FZbW8uFCxeiFiMjyBadaRqSbr01b948oeNVVVVRWFgIUBjL1ZipLdicZunSpdx1111Ri6FJkEzXW1VVFRUVFZw9ezZ+5ibC6dOnad26ddRiaBIkCr3l5+dTVFSUdAPKjjawEVBVFcnYKk2SZLLeqqqqKC8vp23bthQVFZGXl4dtbF+T5cSJE3To0CFqMTQJkk69KaWora2lsrKS8nIjKFNYRlYb2Ai49NJLoxZBE4BM1ltFRQVt27alW7du2rDaaNOmDa1atYpaDE2CpFtvrVu3pl27dnz88cdUVFSEZmAzchRxrjN06NCoRdAEIFP1Vltby9mzZyksLNTG1UGbNm2iFkETgCj0JiIUFhZy9uxZamtrQ6lTG9gIWLhwYdQiaAKQqXqzBjTpwTyN+eyzz6IWQROAqPRmPUNhDRLUBlajyRF061WjSY6wnyFtYCPguuuui1oETQC03rIP3UWcneSK3rSBjYCw+vc16UXrLfvQ8/yzk1zRmzawEfDBBx9ELYImAFpv2UdNTU3UImgCkCt60wZWo9FoNDGZPXs2IsLs2bN9l1m5ciUiwsyZM1MmV6ajDWwETJo0KX4mTcah9Za57Nu3DxHh9ttvb7BfB5lILSJCaWlp6PXmit60gY2A1atXRy2CJgBab9nHyZMnoxYhJ5g8eTIfffQRkyc7Fy3zZtiwYXz00Ud885vfTPh4uaI3HckpAo4fPx61CJoAaL1lH+fPn49ahJygsLDQCm7vm4KCAgYMGBDoeLmiN92CjYBOnTpFLYImAFpv2UeLFu5tiJqaGmbOnMmAAQNo1aoVHTt25K677uKdd95JOv/MmTMREVauXMkf//hHrrzySlq1akWPHj145JFHOHPmjG/5rS7YgwcPMn36dDp16kSbNm0oLS31lPXYsWN85zvfoXfv3uTn59O5c2emT5/O1q1bG+WtrKzkJz/5CQMHDqRt27YUFhYyYMAAHnjgAQ4ePFiXz+mDtfyrAKtWrUJE6jZnHjcf7JYtW5g+fTqdO3cmPz+f3r17853vfKfuT6xdb7169aJXr15UV1fz3e9+l+LiYvLz8xk8eDDz5s0LfE7pQLdgI2DkyJFRi6AJgNabQU0NbN4MgwZBQUHU0sSmbdu2jfadPXuWMWPG8O677zJkyBC+/e1vc+TIEebMmcPSpUuZM2cOU6ZMCZzf4pe//CUrV65k+vTpjB8/nkWLFvHUU0/x3nvv8frrr/sOanDixAlGjBjBZZddxte//nXKy8uZM2cOt9xyC0uWLGngAz127Bg33ngju3btorS0lHvvvZd9+/Yxb948Fi5cyBtvvMHw4cMBYyrMuHHjKCsrY8SIEdx+++00a9aMffv28corr/CVr3yF7t27u8rUq1cvHn30UR577DF69uzJ/fffX5d2zTXXxDyfd955h7Fjx3L27FmmTp1Kr169ePfdd/nNb37DwoULWbt2LZdcckmDMrW1tYwdO5bjx48zZcoUampqeOGFF7jnnntYvHgxY8eOTfqcUoJSSm8+NqA9oCorK1WyPPfcc0nXoUk/maq306dPq61bt6rTp0+n/FjV1Ur166cUGJ/V1Sk/pC/27t2rADVu3LgG+ysqKhrlffzxxxWgvvSlL6mLFy/W7X///fdVfn6+6tChg6qqqgqc/9FHH1WAatWqldq8eXPd/traWvX5z39eAerPf/6zr/MCFKDuu+++BsdeuXKlEhHVt29fdeHChbr9X/3qVxWgHnnkkQb1LF68WAGqX79+dfk/+OADBajJkyc3Ou6ZM2fUyZMn634/++yzClDPPvtsI/lGjx7tKvuKFSsUoB599NG6fRcuXFD9+vVTgFq8eHGD/I888ogC1Ne+9rUGeuvZs6cC1MSJE9XZs2fr9i9btqyRzhM5Jzf8PkuVlZWWbtqrGHZDdxFrNBrfbN4MO3ca33fuNH5nG7NnzyYvL4+nnnqqQSty8ODB3H///Zw4cYL58+cHzm9x3333ceWVV9b9btGiBU888QQAf/rTn3zL27x5c3760582OPbo0aO588472bVrV11X8blz53j++efp1KkT//RP/9SgjnHjxjFu3Dh27tzZqGvZbd3V/Px819Z/srz99tvs3LmTO+64g3HjxjVI+9GPfkSnTp147rnnOHfuXKOyv/71r2nZsmXd7zFjxtCzZ0/Wr1/fKG86zykW2sBGQLwuFE1movVmdAv362d879fP+J3JFDj6sKuqqtizZw99+/alW7dujfJb3a2bNm0KlN/OzTff3Gjf0KFDad26tWt+L3r27OnarWnVb9W1bds2Tp8+zbBhwxqdt5usV1xxBVdddRXPPfcco0aN4le/+hXr168PLdC9G++9914DWey0adOGoUOHcvr06bp1WS0uueQSevfu3ahMt27dGiwMEMU5xUIb2Aho1kxf9mxE683wuW7aBGVlxmem+2Cdfs6qqirAe23fLl26AMZAmSD57XTu3Nm1TOfOnV3ze+FVjyVTUFlbtGjB8uXL+cY3vsGuXbt4+OGHGTZsGF26dOHxxx9PiVHyK6OVz8JrBHOLFi24ePFig9/pPqdY6DdGBGzcuDFqETQB0HozKCiAYcMy37gCVFdXN/htLaR9+PBh1/zWfitfovntHDlyxLXMkSNHEpry4lWPdWyrriCyFhUV8fTTT1NeXs7WrVt5+umn6dSpE48++ig///nPfcvoF78yJrP0YrrPKRbawGo0miZD+/bt6dOnD7t27WrUDQnGlBOodwckmt/OW2+91Wjfhg0bOH36dELuhv3797tOL7Hqt+qyphCtX7/eNZZvLFlFhCuuuIJvfOMbvPHGGwD8z//8T1zZmjVrllCr8NprrwWMKTxOampq2LBhA61bt6Zv376+6/Qi6DmFiTawETB+/PioRdAEQOst+3BO9wD4yle+Qm1tLY888kiDVVs2b97Ms88+S2FhYYOwmInmt/jLX/7Cli1b6n6fP3+eH/7wh3V1+uXChQv86Ec/anDsVatWsWjRIvr27ctNN90EQMuWLZkxYwYVFRU8+eSTDepYtmwZr7/+On379mXEiBEA7N2713VurNWKdBso5KRjx458/PHHvs9lxIgRlJSU8Prrr7Ns2bIGaU8++SQVFRXMmDHDs1s8HmGcU5joebARsG7dOsaMGRO1GJoE0XrLfD788MMGczJra2vruhuHDBnCQw89xPe//30WLlzIX/7yFz766CPGjBnD0aNHmTNnDrW1tfz5z3+mXbt2dXUkmt/itttu48Ybb+Tee++lY8eOLFq0iM2bNzNu3Di+/OUv+z6nwYMHs3LlSm688UZuvfVWPvnkE1544QXy8vL44x//2GBswM9+9jNWrVrFP//zP/POO+9www031M2DLSgo4Nlnn63L//777zN58mSuv/56Bg0aRJcuXSgvL+fVV1+lefPmPPzww3Flu/XWW3nxxReZOnUq1157Lc2bN+euu+7iqquucs3frFkzZs+ezbhx47jzzjuZNm0aPXv2pKysjOXLl1NSUsJTTz1FdXW1a7d7PMI4p1CJNYdHb3oerKaeTNVbOufBZirWPNhY28SJE+vynzp1Sv34xz9Wl19+uWrZsqW65JJL1B133KHeeust1/oTyW/Ng12xYoX6j//4DzVw4ECVn5+vunXrpn7wgx+ompoa3+eFOc90//79atq0aapDhw6qdevWatSoUWrNmjWuZY4ePaoeeugh1bNnT5WXl6eKiorU1KlT1Ycfftgg38GDB9UPfvADdeONN6rOnTurli1bqh49eqipU6eqsrKyBnm95sF++umn6p577lFFRUWqWbNmDfK4zYO1+OCDD9TUqVNVUVGRysvLUz179lQPPfSQOnr0qFJKNZoH27NnT9dzHT16tDLMWOLn5EbY82BF2bodNN6ISHugsrKyMtA/KzuLFi3izjvvDEcwTdrIVL2dOXOGvXv30rt3b1q1ahW1OBlFZWVlwjF0k2XmzJk89thjrFixIumVZkSE0aNHu/osc5ko9Ab+n6WqqipLvkKlVJVXPu2DjQDdzZidaL1lH25dt5rMJ1f0pg1sBLz88stRi6AJgNZb9nHixImoRdAEIFf0pg2sRqPRaDQpQI8ijoBBmR5fTuOK1lv2ke5pGWD4YN2WaAtCUx0jE4XeUoFuwUaAW5xQTeaj9ZZ96PCW2Umu6C03ziLLWLduXdQiaAKg9ZZ9OEMlarKDXNGbNrAaTY7QVLsTNZqwCPsZ0gY2Au64446oRdAEIFP11rx5c8CIWqRpSBRzKTXJE5XerGfIeqaSRRvYCHj//fejFkETgEzVW15eHvn5+VRWVupWrIPTp09HLYImAFHoTSlFZWUl+fn5Sa3mY0ePIo6ATz75JGoRNAHIZL0VFRVRXl7Oxx9/TGFhIXl5eY3WQm2KnDp1KrSXpSZ9pFNvSilqa2uprKzk1KlTFBcXh1a3NrAR0LZt26hF0AQgk/Vmhe+sqKhwXVatqVJTU8Nnn30WtRiaBIlCb/n5+RQXFycdCteOjkXskzBjEV+4cCG0Pn5N+sgWvdXW1ia0Rmcuky060zQk3Xpr3rx5Qi1mv7GIdQs2Al588UVmzJgRtRiaBMkWveXl5eluUZPnn38+LTqrqYHNm2HQINDTpZMnXXpLNXqQk0ajSRk1NbBunfFp/55L1NTANdfADTcYn7l2fvHIVb2GQVItWBHpAlwHXAK4tueVUn9O5hi5yIABA6IWQRMArTdv3FpwluHZuRNKSox9u3dDv36waVM4Lb14Lcd06GzzZuMcwfjcvBmGDUv5YeMSZqu6pgY2bDC+Dx3qruMw9Zorz1ogAysirYA/AjMAr6GKgrEgrTawDjp27Bi1CJoAaL254/WStRue3bvr8+/cCXPmwPTpwV7GluHo0wduuin2yz0dOhs0yDi+JUcmhKyuqIAhQ+DgweQNX00NDB5cr8OSEvjgg8Y6DvPPRa48a0G7iH8GfAnYBTwOfB34qmN7wPzUOHjnnXeiFkETAK03d9xeslBveMB4KVut2Lw8+OpXg3Wn2rtjhwxxP66ddOisoMAwYGVl4bXgkqGmpt64gve18cvmzQ3/IO3e7a7jMP9c5MqzFrSLeBqwFbhOKXU2RHk0Gk2W4dWCswyP1U0JRsv1q+bf7iAtHrsxP3gQunevb6VF2XIsKMiMbmEwrpFlXMG4Rslcm0GDjD9H9hasl46j/nORaQSapiMiNcC/K6W+F75ImUmY03QqKur0z6gAACAASURBVCooKioKRzBN2tB688avvy9Zn52z/DvvwJ493sdtijqzX6Pu3WHjRkj2Enj5YFNFpuvN7zSdoF3EHwGXBizb5Nm2bVvUImgCoPXmjdWC83rx2keaPvMMrFoVrDvV2R1bVBT7uE1RZ/ZrtG1b8sbVqnPUKGOzD3BavdrYrK7+sEYU54rekvHBThSRvmEKY0dErheRRSJyQkSqRWSdiHwxwTq6ishvRWSrWcdhEVkjIveJSGSzzw/a+280WYPWWzDsftOuXWH0aHjwweD1xTPmdtKtMzejEy9PKqa5OK9RmMeoqYGlS40ehNGjjW3wYGNgVVjTlXLlWQvqgz0ELAbWichvgPeASreMSqnViVYuIqXAEuAc8IJZ9xTgryLSSyn1hI86+gBlQCezrgVAe2ASxsjmWzEGYqWd1q1bR3FYTZI0Nb2FNc3D7je1FvyJ5X8Nc3pJUJ0FkSHWaFuvPL17Q7Nm9dOX4nV5xzr2hg1w5ozxu1Wr+q7cWN3qUF/OWcbqEh44sGF+u/wWu3fDggXhjSjOmWdNKZXwBlwELpif1nfXLUDdLTBGJ58BrrXtbwdsBmqBfj7q+XeMaUIPOfZfAuwz03omIFd7QFVWViqNJteprlaqXz+lwPisrg6nrry8+jqPHlWqrKxh3WEeNwx5E5GhrMwoY9/KyuLnsW/duyd+3OpqpUpKGtdVUmKkOY9pHaOkRKnevRuXOXq0YX12na1a5S63VS5q3aWLyspKZdqQ9iqW3YiV6FkIZgKP+tkC1D3WFHyWS9p0M+0JH/UsNvP2dUn7q5k2NAG5QjOwzz//fNJ1aNJPU9Kb86XsNBSJYr3oLaPq9TIO+7hBdOY0In5lcBo6y8DFytO7d/1vy/AletxYRtv6A2Nda+cx3LZZs7zTVq1qKP9llym1ZEn9eVp6Tta4+tFbdbUhz5IlxrZqVfqMul8DG6iLWCk1M0g5n5San0td0qx9o33UswUYB9wOPG3tNEcDjwAOY0w1SjtK6QUWspGmpLdEgid4RXGyT8+xpxcVGf5At+7EsIM2JKqzmpr6aUTQcEpKPAoKjC7hWKNt3fKAe+AMv8d1TqNxym6fSmM/RnGxMSd5376GZSZMaFhfXp7Rtd+vnyFvrHMMa7pSPL05u9oteveG2bMbdmtHOXUoE4P9m9OW2elMUEqdEJEKW55Y/AvwBeC3InIH8CFGK3QiRjfz3UopTze8iOQD+bZd7fyJH59+/fyIr8k0cl1vdj9eq1b+/IFu/r2tWw0jtXu3d4hEv3Nnk305JqozZ1CFWbMSk8EabZtoHssoBTl3u9F288FaeaxjvPNOfSCKkhJYsqRxGbsRdTNW8c4xWeLpzakni717jUFX9j8FUQb/SDYWcRsMg3UNUAhUAZuAV5VS1QGrLTQ/XQdNmcfoFq8SpdQhERmO0R18p7mB4dv9OcbArFg8gtHN3YC5c+dSUFDAlClTePPNN6msrKRz584MGzaM1157DYAhQ4Zw8eJFNm3aBMDEiRNZs2YNx44do2PHjvTt25fnn38egMGDB5OXl8ff/vY3AO666y42bNjA4cOHad++PWPHjmXevHkAXHnllbRt25aysjIAxo0bx+bNmykvL6dNmzaMHz+eOXPmANC/f3+Kiop4++23AbjtttvYsWMHBw4cID8/nylTpjBnzhwuXrxISUkJxcXFrF5tjEcrLS3lwIED7NmzhxYtWjBt2jReeuklzp07R8+ePSkpKWH58uUAjBw5kiNHjrBjxw4AZsyYwfz586mpqaFbt24MHDiQpUuNjofhw4dTWVnJ1q1Gx8G0adNYvHgxJ0+epEuXLgwZMoRFixYBcP3113PmzBk+/PBDACZPnszKlSs5ceIERUVFDB8+nAULFgBw7bXXAvDee4ZKJ0yYwNq1a6moqKBDhw6UlpbyyiuvAHDVVVfRqlUr1q9fD8Cdd97Jxo0bOXToEO3ateP2229n7ty5AAwcOJDCwkLWrl1bp6u33nqLjz/+mIKCAiZOnFinx8svv5zOnTuzZs0aAG699VZ2797N/v37admyJXfffTdz587l/Pnz9OnThx49erBy5UoARo0aRXl5Obt376ZZs2ZMnz6dl19+mbNnz9KjRw8uv/xyli1bBsCIESOoqKhg+/btAEyfPp3XXnuN6upqiouLGTRoEEvMN+YNN9zAqVOn2LJlCwBTp05l6dKlVFVVcemllzJ06FAWLlxonutQJkzowcGD9f8pO3U6zU9/uojPPmvHyJEjmT9/PgDXXHMNzZo1Y+PGjeza1ZGdO8cBhrG84orTVFTUD1Bxhkhcu/YkLVpsZO/ewzzwQDE33ngj+/e/xPz5FxgwYAAdO3asi+LTp8/n2bhxGwcPHqR169ZMmjSJF154AaUU/fr1o0uXLrz11lsA3HLLLezbt4+9e/eSl5fH1KlTmTdvHidPnuT8+fP06tWLFStWAHDzzTdz6NAhdu7ciYhw77338uqrr3L69Gk+97me9OkzjD17WtClSxWdO3/Ge+8dq5s2cs8997Bo0SJOnTpF165dufrqq3n11aUcPFjI5Mn9UKqazWaYo2TeESKjeP75V+vuu3jviPnzG78jysvd3xG///0bHDw4rk4/ZWVL6Nv3OLfddhvvvdf4HVFebrwjTpwoZv789LwjPvzwQ3bu3On5jjh7tjk9ekziwIGWuGEfTPfkk29w1VX96NfvLNu2bQTCe0fEJVb/cawNYzRuBQ0HO1kDno4BUwLWuxQP36mZvhs466OeEoz5uuuBm4G2GIb5+xgt2DIgL0b5fIwWr7UVE5IP9rnnnku6Dk36yWW9efnxuneP7deK598rKan32Vm+1liDiJw+vGR9enadWT67eL66RI6ZCYOyYuF2zk6dHT1av9/uJ0/kXPxcM7/XXyl/z5rTB7tkSf29Zg3Mcrv/wiDVg5yGY0yhOQ38HmPw0WjgHozRuzVm+vAAdc81Bb/OI/0ocMRHPatNObq4pD1lHuOBBOQKbZBTLr+oc5lc1pvXSFQ/g22sl+v+/Q1HqFovUufL12sgk/3FX1LS8IUZ9OVo6czvAKREDUvYg7LCJNY5Hz3acMSyfdCZfdRwWH8yjh5Vqrg49vW3E/RZc/5JCDpgLR6pNrCvASeBQR7pg8z0BQHqfsIU/F6XtA5m2ttx6mhn5vubR7o1UvnpBOQKzcB++umnSdehST+5rjerRTB/vlLdugV/ydpbRfHyxhpBnKihd8PSWbwpNEFboulswSb6ByDWOTvTvEYO+7nm8f5kVFe7927EqjusZy1V+vFrYINGchoOzFFKua7RYO5/EbgpQN2rzM+xLmljHXm8sDrmvYKEfc78jGShgn32YXuarCHX9WYNvvnCF2D79vpwhNA4CpAzMpAzCP+ePbGP47b6jH1lFidBRxRbOrNG2lo4Rwd7rQgUj3StpBNkUfdY5+xcBWfChPrfeXn1+/1c83gr6jgXH3DK4sa+ffs8o2IlEpUq8pWOYllfrw2jazjmXFTgSeB0gLpbYPhZzwDX2PbbA01cbtt/GTAAI+iyvZ5tGP8wHnTsbw+8b6aNT0Au3UXcxGmKenNrAfjdF/R49rmWVldx0DmOfn2wUfhS/fgkrTx/+EOw1ny8c3bzd4ftg7Vf2+LihvNmvXj22Tmu3duJ+u/9+nwTJdVdxB8B6+PkWQd8FLD+WzB8uCeB/wR+AewxT+hHjryzzf33O/bfbhpjBbyJMW3njxhhHhVG6ERJQKbQDOzcuXOTrkOTfpqi3ty6/7z8WmEFGbDqsgawBPHDWrL893+/nNAxw5Lfz7ESDUqRqG80k3C7trGu9xNPLHPtUvbjv7d8yvGubzKkI5LTReBPQFdH2mWm0bsAzAxSv1nPMOB14DOMwUrrgS+55HM1sGbadcAc4BPT2J4yDf+3gBYJyqNDJWpyFq+XXZAXVxiGyn5c+7Zqlb/RqpnqF7UIGlZx1qzkegfS9QfCjyyxWqJLlijVtWvj+8zL1+/HpxzmALRUG9jWwFrTyJ4xu27fND/PmPvfBVoHqT8TN92C1eSS3uwv23gGyZ7X+SJbtapx3jCMm5tx8TvlIqyRvfEMUjLnGqQFm0wrzK+sYRthr/pitURjhWJUqvEIaLd7OKtbsMowOC2BH5v+Uvs82F3m/vygdWfipn2wTYNYL5hc0ZvzZZTIVIZ4L+owjZt9yo7lS/NTt71sly6VgV6sfv50OFtJbqNn4xlovz5Y55SnRP2kfvQSdss/XivV70jyeC17LxdF1vpgG1ViDEAqBtqFUV8mbmEa2LVr1yZdhyZ84r1gckVvbq3QRF6sfge0hLEKj/OF6bduq+yKFf4svPNYsQySXQ4vv2gquqn9HNdPWa8yYc/p9TN9x80v66dlH3Vwj7Qa2KawhWlgc30+ZbYS74WQK3pze0H56Rr0232YSl9fLF+xW2vFj868rofXS9zN3+e8hs7WtrMrPch5e81V/cMf/BvZVHV5h1lfdbVSL79c0Sj6VJgRvpJFG9gMNrC50tWYa8R7IeSS3hJ9QWVCq8GLWK0ePzrz2+VoP14sg+y1zmoY/lOr5dqiRXj1O4+VDh9sPJzTqzLt3gs10ISI7BGR3SLS2/bbz+ay3oFGk5kkMyk9kcnvUWLJCcbqKn7PMWgghnTgXFll9+7E5PMKlGCtQOO25JzzPrFfn927jVVd7CQqkx173bW1xgo/5hoNodRvx+uco6wvk++9ePiN5NTMkbcZID62oJGicpqbb745ahE0HsR6IXjpLUiUnShIRs540XqiJFbEIj/PWpA/Vs77xH59Skrq5Uk0KpIbzms/fTqMHBk7MlW2Y9dbJt978fC1XJ1Sqles35rEOHToEN26xV1xT5NheOnN7R92GItOh00ycoa9TmuiuC3qbmfWrPp1bO3roPp91pJdKNx5faB+gfNkF/72uvbxFnfPRiw9nzt3pE5vYd578e6j0InVf6w37YPV1OOlt0z0EbmRLXI6CTLdw0I/a9lDGNOr/Naf7P2f0mD/IrJcRP4uTp4ZIrI8SP25johELYImAF56S3VA8bD8u9nqY47lg4vnn/PzrMU6t2zxrecCdl0eOtQ+dF9rJL7cWNbXa8MIKPGTOHn+EbgQpP5M3NChEjUREHWr05pykopFqxORwW8L1h6AwT6C1e370aOxzy3qa9/USPX1jqIF68sHG5A2GPF/NQ5effVVJk2aFLUYmgRJhd7i+YRS4d/164eyBkVZxw9ThkSI5YOzp/XpAzfdZMhoDQDavdv7e16eMSrXwnluzmu/YYPh443CB90UsOty794FFBRMaJCerP80inEEvg2siPRw7LrEZR9Ac6AbMA3YF1y03OX06dNRi6AJQNh6sxuwfv3cu22tEZRWnmRHUPo5poXdwFhENYqzoMA4rpeRHTbM6Mq1T5Wx8Ppe6/j77zw3+7UvKYGvftUoH++6aYJj6XL37lMN9idy3/qpP10k4oPdB+w1N4WxIs1el20XsBLoj7E8nMZB9+7doxZBE4Cw9ebWQnIStn83ET+Uc+rJqlXRGRY/U4yc03WsKTL2aTMlJdC7d8NyvXu7n5v92s+aVW+cs20uZrqx/NYVFcH9185nLVvnwooy/IvxM4rMxjCsAvwdxqLlm1yyXgCOA8uVUovDETN6RKQ9UFlZWUn79u2TqquiooKioqJwBNOkjbD1VlMDgwfXv7hLSoypF/G6bS1DPHAgbN3qPj0lVvlEWgJpn9bgwbp1hnG1KCtzb4msXg2jR9f//u1vT/Lgg+2A+vPYsKFhnlWrYNSo2Me3X7fiYsPgjhwZ3Z+NTNCJG/brZHXBB2lxOp+1sFqwYVFVVUVhYSFAoVKqyjNjLAet14bRUn0oSNls3dDTdJo8qdBboivZ2EMCBg2XF3Uc1yD4HaDizPfss3MC12XPv2qVUvPnu69Rmk4yfeCV22o4QRYOcHvWMum+Tek0HaVUb6XUvwYpq9FkOolOzQiSf/VqYxs40H+UGmdIwPPnG6b7DZdn90NlyxQUv13lznz5+RcC1wX1vQyjR8PEifDJJ/VpYYUnTIRM7yq1uxXsXfRnzoQzzSzMMI5pIZb11VtqWrD79u1Lug5NaojVQnDTW5DWkDMwvd+1PcNqwQaRO1tJ9lnzapEFbcEm2wrLBr35nQYVi0x/R4Y6TccMGKGAryilPk4ggIRSSo0JYvhzmePHj9OzZ8+oxdC4EGtajJveEp1G4xaYfs8efyMbCwoahscL4oP1knvOHCPGbVa1DnyQ7LNmDZyydNa7N/zhD4lfbwjHjxh1yEo/2HtIWrVqPDjM6163+5a99JbJ/mdXYllfa8MILHEBuNz228+mA024oH2w7nit6ZluGbxaCF5+Ia9AB171x1tQOh24LYGWqS2iZHj22TlJ++3Cui/DXtA8G4jSd55KQvXBKqWaKaWaK6V22H772ZqH9k9Ak9PYfV2jRxvfo/ANJjotxp7/nXeMQAexppJYrdBVq4wt3qjhMLH7ii25Z82qnw+aiT69ZKipgUceuT3pVY4KCoxRxqNGJaerbF4VxiLR8QZuz5NbHc4elYMHCxvVlen+Z1diWV+9paYFe/78+aTryDXcfF2Z9g8/nt7CaKEE9dHFK+f17z+TWgVhk4ktxkwaCZsoYdwrfu/DqqrGz1om3aspHUXshRj0ExG9FlsMFi1aFLUIGUesNT2jwO1fdjy9JdtCqaiAAQMSX6/VTxAGr3//qV6oIEoGDYKuXY2IQJnSYvQzEjaMQA2pIIwWpN/7cOXKxs9aNt6rQVfTmSgis0Skg21fL+BDYBuwX0T+KiJ6wXUXTp06FT9TEyPKrlMnXgYrnt6SXa1myBA4eND4ncgLzM+LL5bxz8rpDz4oKICf/nRRVr2Q7fde166J/9lKJWF0cfu9D72etWy7V4MG+/8/QDel1Anbvt8AA4HlQCfgXvP7fyUlYQ7StWvXqEXISCxfV9R4jQz2o7egsU43b643rgDdu/t/gfmJV5wNo09TQe/el6Y19mxQrAhdH31Uf+85feNRn0cY95DfOnLlHek7VGKDQiIHgDeUUl8zfxcCR4GXlFIzRCQPeA+oUkrdFKbAURFmqMTPPvuMSy65JBzBNKHjNZ0ilXqzH7N7d9i4ERKJyph10xfSRDY8a86QmVaIwWRCDWY7ma43v6ESg3bhfg741PZ7JEZr+HkApVQt8AbQN2D9Oc3rr78etQiaGHh19aZSb/ZjbtuWmHG1ymdT11m6yIZnzTk3urbWGN39ySfZ5W8Mk2zQmx+CdhFXYXQDW5RizHt9y7avFmNNWI0mLpnWAkv3slZRHVMTPc5gFiUl9UE/9Jog2U3QFuw2YIKIdDS7h+8FNjp8sj2Bw8kKmIsM02/RBvgZBZsJZJPeEp2vmKtkg84yaYBfppANevNDUAP7r0BXoBw4aH7/g5UoIs0xuo3fT1bAXKSmqb/1HGTLBPJs0Vu2/GFJB9mis7CCWeQK2aK3eARdTecl4BvAFmAH8IhSapYtyxigAMiZ9WDDZHOmWpCIyIQIN/YVbrye7c2bN/vKF6T16CwTr45Y6W5/WFLRos2GVrJ+1rKTXNFbUB8sSqnfA7/3SFsKdHBL02icRD2FxO/C52fPNo+bL0hAd2cZK+SiVx3xjuGcttOnT/iLVWfaAtgaTUYSK8yT3lITKvHMmTNJ16EJD79hGt9662zcfEHC8znLzJqV/DHsIflSETIwE8MQuqGftWhINiRkpustLaESReQmEflPEVknIttFZL35e2QItj9nefPNN6MWIesJs3vSb5jGI0eWx81n7+72u9C0s4t8woT638XF8NlnDevw6lJ3BvO3pu2kogs+E7r1/aCftfQTxhiAXNFbYAMrIr/AmJbzIDAUKAGuM3+vEpFfhSJhDlJZWRm1CFlNKgbxzJoFS5bEHsV59uyJuKM9re7uVauM36NHx5fROe+2qMjoJi4uhvJyGDeu4epCXiuUeF2TVMRwzZa4sPpZSz+JDFr0irucK3oLGov474DvAtuBGcBlSqkWQBeMKTvbgG+Z+TQOOnfuHLUIWU2Yo44twzR6NHzzm7EX0e7cubOv0Z4FBe4LTcfCGShizx7DuFrs3t2wDmf+eNckFYEosiG4hX7W0o/f3o1YcZdzRW9BQyWuxZiaM0gpddIlvT1G4P9PlVI3Ji1lBhBmqMTDh0+yfXs7IPYLPZ1kWqCHWHgNsLHiuZ45Yxg4P9d23TrjwbYoK/MO9nDy5EnatWuXlIx+cRt49e67huF101G8awKZc6+lk0R0pgkPP+8T57NnUVYGV1yR2XrzGyox6ICfk8Cv4uT5NXAySP2ZuBHSIKfqaqUuvbSybnBISUn0a0Nm0jqLfnEOoqiuNq6lfeCNn2ubyLk/99xzScmYKNXVSq1aZWxHj8aXM941yYR7Ld0kqjNN+oj1zGa63tIxyEnipCfeNG4CbN4Mhw/Xt4CdXX9RkC2BHuy4dZHa47mCv2ubSl9isl2o9u7oPXvi6yjeNcmEe60pkg3zhaOgoMAY+2Bn1qzc6mUJamA3A3eLSFu3RBFpB9yNEYhCY2PQIOje/Vzd76gXFofsGREaC+dIYIh9bb1G3MZiyJAh4QgbgCA6yrRF7KMgSp2BjqoVj6FDG97XQ4ca36PWW1gEDTTxB+BZYK2IzARWKaUqRKQII/D/o0A34CdhCJlLFBTAq6/u4dSpAXW+Qi/8+M/cfB2J+lPtgR769Kn/9PL3ZSJWPFc/Ptig/tGLFy82qCOWbsL2aQcNxjFrVmI+6VzDrrMo8FpbWGPgdV9HrbfQiNV/HGvD8LFeBC6YW63t+0Xgt0HrzsSNEANNPPfcc3F9f378Z251JONPtZfNy8sun2wiBA2SYPmF4ukmE3zamSBDJhC1L0/rIRhR6y0eKffBKqW+A4wCZgObgH3m57PAaKXUt4LW3RSI5/f04z9zqyMZf6q9bG1tsDrCwK/Pyk9cYDeS7RKPpxsvHQSVNwjp8quH6V/MRV9ltswX1qSIWNZXb6lpwVZXV2dUC9YafWofqWq1YLt3N/anC7/y+2lFxhrBG2SEb7WZOUgLNl0jet10maqWU5its1S19Kp1kzEryXS9+W3BRm64smUL08AuWbJEKeXPCFjTNBIxFIkYD+eL7ehRo+z+/YZxTXfXlt/u21jxg1P1srb0Zh0jlm6cOvAb7zgZvHSZKt2FGY84VbGN7TrTZA+Zrrd0xSIe4YhFvE7HIo7PsWPHgPo4sdZyYnasQTJDh3pHDXIOpLG62KB+VGy8bjdnV+KePUbZQ4fg4MH6/Rs2GF2bS5caWyLdnIl0/fntvo01QtZv96jfLltL/k8++axuX7yITtbIZDDKdulihD50kzcsvHSZqm7JMEefB6nLz31lPWua7CJsvaXTPdOAWNbXa8OYA/t76gc0XQTO275fMNMlSP2ZuBFiC3bx4sVKKe+Wlp8WmFtrJUh3sR8ZSkqU6t27cQss7EAO9jJ+Wl5erUi/5+2ny9ZeV9eup5IeNFZcrNSSJZnfZZvIMcNqJSfT8+JVxnrWoibM69QUCFNvqXDPpLSLGPieaUjfx5jv2tnc3xmYCnxgGtmHg9Rv1nU9sAg4AVQD64AvBqinM/ArYCdwBjgGrAX+vwTrCc3A1tTUKKW8u8X8dJf5WeLMb7eb18Nv7V+1qrFx9duVl45lzRLpJo91Tn6ucyLyu3ULp+oaWDSVF7lfvVjPWpTokcSJE6beUuGeSbWB3QHsBgo80tsCe4AdAesvBc5ihGT8I/ALsz4F/DCBeq4BjmBMIXoVeBL4HbAMWJSgTKFO01EqM1qwfnD+A0x1CzZR2fzWH6tV7qcF26VLZdItWP2CDQe/es+E6R7ZsnZuJhGm3qJswQYNNNEdeFop5dqbrZQ6JSIvA99ItGIRaQE8Ywo/Sin1nrn/MYyW52MiMlcptTNOPe2A+ebP65RSH7gcJ+3U1MCuXR3rIgi5TbJ27gfD1+SVp08f2LoVnn66YUCBmhp45hkjv1cwBL+BLN591zjGmTPGfr+BC9zOZfXq2MeMh933HG8ivz3vhg31eXfvrl9SLpYslvwbNsDrr29gw4ZbG+SNFVDCqSO/gTuyaeGFZAl6rkEDb4R1/ESw/MtWYJOmFk0rauxBaCDNAVdiWV+vDaO79Xdx8vwO2Bmg7rEYxnWWS9p0M+0JH/X8o5n3q0HO0aW+pFuwQf2RQabzBC2XrLzxziXZf5J+Wu5uef22WBOROxWt86bUnZiOc928eXOkx7cfqyl03YdFLL1lAqnuIn4EOAxc6pF+GUbX7D8GqPsJU/B7XdI6mGlv+6hnI4afuBDoD/wD8H3gC0DLAHIlbWCDdBXFK+PlXwhaLlaeVasCn3rMYyby8nE7L6/yXj7QRM8l6DUOQlPqTkzHuW7fvj3S42uCEUtvmUCqDWxv4H+AT8yW4gign/n5A3P/fDNfD/vmo+65puDXeaQfBY7EqaMlxqjmw8CPMAZcKdu2G7gqTh35plG1tuKm2IIN03fhVl+iARESuYZHj9bP5b3sMmMEb5DWim7BpoZ0nGssX15TutbZRib4zmPh18AGXXD9olm5mJ+NsnjsV0qpmL5PEVkKfB7op5Ta5ZK+G+imlMqPUUcX4FPqpxE9AvwFyAP+N/BPwAFggFLqjEcdMzEWLWjAM888Q0FBAVOmTOHNN9+ksrKSzp07M2zYMF577TXAWAni4sWLbNq0CYCJEyeyZs0ajh07RkFBEZs2nadnz5Pk519g8ODB5OXl8be//Q2Au+66iw0bNnD48GHat2/P2LFj+etfX+HgwULGju3K5z7XhrKyMgDGjRvH5s2b2bPnEJ980pWbbrqJffvmkZ9/gf79+9Omzed48cWtdO9eyV133cKOHTs4cOAA+fn5TJkyhT//eR47dxbSrVs3xowpZP16wylZWlrKgQMH2LNnh9vkAAAAIABJREFUDzt2dGHmzFvqzv+Pf/yACRMuZfny5QCMHDmSI0eOsGPHDgBmzJjB/PnzqampoVu3bgwcOJClS5cCMHz4cA4dqmLhwsOICN/7XinPPPMuDz9cP2368ceX0Lfvca6//nrOnDnDhx9+CMDkyZNZuXIlJ06coG3bzrRrN5x9+14jP/8C1157LQDvvfceABMmTGDFijK+/vXrOXSoPc2bKy5cMFZX7Nz5HAsWfMzu3cY1vPPOO9m4cSOHDh2iXbt23H777cydOxeAgQMHUlhYyNq1azl7tjk7drTjssu60q7ddjp0yGfixInMnv0iBw8Wcuutn6NHj8+xZs0aAG699VZ2797N/v37admyJXfffTdz587l/Pnz9OnThx49erBy5UoARo0aRXl5Obt376ZZs2ZMmDCd3/1uBZdeepR+/Yq5/PLLWbZsGQAjRoygoqKC7du3AzB9+nRee+01qqurKS4uZtCgQSxZsgSAG264gVOnTrFli7Go1dSpU1m6dClVVVVceumlDB06lIULFwJw3XXXUVtbywcfGEMVJk2axOrVqzl+/DidOnVi5MiRzJ9vDGm45ppraNasGRs3bgRg/PjxrFu3jiNHjlBYWMiYMWN4+eWXARg0aBAFBQWsMydo33HHHbz//vt88skntG3bltLSO/nNb5bRvXslV1/dj44dO/LOO+8A8PnPf55t27Zx8OBBWrduzaRJk3jhhRdQStGvXz+6dOnCW2+9BcAtt9zCvn372Lt3L3l5eUydOpV58+axb98+Ro4cSa9evVixYgUAN998M4cOHWLnzp2cO9eCK66Yxt69C7h48RTdu3dnwIABvPHGGwDcdNNNHD9+nG3btgFwzz33sGjRIk6dOkXXrl25+uqref311wEYNmwYNTU1bDYnXgd9R3Ts2JFRo0bx6quvAvh6R8ybNw+AK6+8krZt2zZ6R5SXl9OmTRvGjx/PnDlzAOjfvz9FRUW8/fbbANx2222N3hFz5szh4sWLlJSUUFxczGpzAIX9HdGiRQumTZvGSy+9xLlz5+jZsyclJSWB3xGVlZW88cYbFBcXM23aNBYvXszJkyfp0qULQ4YMYdGiRQAx3xFFRUUMHz6cBQsWALi+I9auXUtFRQUdOnSgtLSUV155BYCrrrqKVq1asX79es93xJ/+9CcefPBBiLPgelADOxt3AxoXpdQDceoOw8B2BcrNn79VSn3bkf4Chj/3PqXUf3vUkY/RirVoB3xcWVlJ+/bt3Yr4pqqqKuk6vLAGbQRZDcdrZZ4gK8/4WW3GWvnm7//eGHTkrD+ZASjr1hlLhLlRVuZvRRPn8VOpN01q0DrLTjJdb1VVVRQWFkIcAxuoiziVG+F0Ebehvjv4Vpf0L5lpv0lArtCm6bz55ptJ1+FGMtNCYnWXJTpAI17XsjO9d+9gwSL8nk+LFol3c7sdP1V606QOrbPsJNP1lpZQiSnCmn7Tz5kgIh2AIlseV5RS1dS3YD9zyWLtax1QxqQ4fPhwSupNZjWcWOEF/S5Ibq8r3moz9vS9e41pP/b6k10Nxr6KyaefGlNyVq0yhuv7OQ+346dKb5rUoXWWneSK3jLRwFqzE8e6pI115InFcvNzoEuatW+ff7HCI1VdH/Z4rnl5xqffeXdhx5X1ihPsJz0seaw/BkVFseMGe52D8/iZ3GWlcUfrLDvJFb0F8sGmEjMAxHaMUbs3KqU2mfvbYQSa6A9cqZTaYe6/DGMqzqdKqUpbPTcBbwNbgJFKqc/M/V2ADRhTia6w6vEhV3ugMgwfbG1tLXmWBfSJ3WcZK8iDXx+sl781rIn7VvALS96BAxvKk0iQi6gCLjiPH0RvmvikUs9aZ9lJpusta32wpsG/BTiHESrxP2kYKvFHjryzzf33u9TzSzPtAPBvZl2HzX2PJChT6KES/eIWqjDRKTOWH/XoUcPfadUX7tqb3kEgvHzC2TQBP9OnDmQjqZ4qo3WWnWS63rLZB4tSagUwElgD3AP8PUaQ/i8rpX6aQD0PAw9gGNX7gS9ixFGeopR6MmSxU4bTZwmN/ZqxsEYC33ADdO0Ko0fX1xfEvxlLTrvfcsGC2D5hu1zXXJPmZaQ0GUGyvnaNJpPJSAMLoJRap5S6Qyl1iVKqQCl1vVLqry757ldKiVJqtkc9s82ybZRSbZVSNyulXkn5CcTgyiuvTCi/02cJia0n6jb4ySLM2KhOv+WECbF9wtn2ck1Ub5r4hOn7d0PrLDvJFb1FEvC+qdO2bduE8tuDVcfzwbphDzael2cY2ZISmDUr3MDXbgHYYwW7z7Yg6InqTROfsIL2e6F1lp3kit6SNrAiUgxcjTHQqBJ4XylVHrtU06asrIw+ffq4pnkN+CgoMEbBBiHoqi5+iTUAyxrJC8ZoXi+5smHlmFh60wTHfo+EjdZZdpIregtsYEWkP/A0cKtL2pvAPyiltichW5MjaNQkP8QydMlQUwODBzf0EZeU+J9vmsqXq0aj0URJ0FCJV2AMQOoAbDa/HwYuxQj4fxVwAmN6zEehSRshYU7TOX78OB07dmy03xnez29IvyjxCkmYDbInipfeNJmL1ll2kul68ztNJ+ggp59hdAl/RSk1WCn190qpx8zPqzFG7BYCTwWsP6fZ7DGaJ9UDPlJBsgOwsgkvvWkyF62z7CRX9Ba0i3g08LJS6i9uiUqpP4vIFzCC9msclJe7u6jT5ZMMc2J/sgOwEsFPcIpU4qU3TeaidZad5IreghpYRZx4wBjRmG4LWH9O06ZNG8+0VPskw/LzOo100AFYiRzP7utNxM8bFrH0pslMtM6yk1zRW1Af7OtAM6XUuBh5lgK1Sqm7kpAvYwjTB3vx4kWaNYtmCnIYft5UDsbyws3Xm24/b5R60wRD6yw7yXS9pdoH+z3gBhGZKSINVqQRkdYi8jhwPfD9gPXnNNaCx1EQhp83igARfhYISDVR6k0TDK2z7CRX9Ba0i/hh4H3gx8A3ReQ94AjQGbgWY3TxW8DDImIvp5RSXwsuriZZwvDzRhEgwu7rhWh8sBqNRpMIQQ3s/bbvHYExLnlGmZsdBTR5A9u/f/9Ij5+sn9cy0paxSweWzzdKwxq13jSJo3WWneSK3oIa2N6hStHEKAoz0kOEPPhgevywUfh83cgVvTUltM6yk1zRWyAfrFJqf9At7BPIRt5+++2oRUiadPphM2VRgFzQW1ND6yw7yRW9Ze4wLU1Gk86gGNkYgEOj0WiSMrAi8kURWSoiR0TkrIgcNX9/MSwBc5Hbbms4PbimxpiGYq2H6vztJF66F0HLuWH5YcvKGnfZhnkci2eegVWrousehsZ602Q+WmfZSa7oLZCBFZFmIjIX+AtGMIk2wCdAgfn7LyLykojoFrILO3bsqPvuXHS8oiL2IuRBFylPxeLm1mApp3EN8zhWfaNHGz7fKLHrTZMdaJ1lJ7mit6AG8B+Au4HVwHBzMfPeSqk2wI3AKmCSmU/j4MCBA3Xfnf7FBQti+xuD+iPT5ccM+ziZ4n+FhnrTZAdaZ9lJrugtqIG9HyMU4ueVUmX2BKXUOmCsmf5AUtLlKPn5+XXfnf7FCRNi+xuD+iPT5ccM+ziZ5H+1602THWidZSe5oregoRJrgKeVUp6RmkTk58A3lVI5EQ4gzFCJTpxxfeMF4w8arD/MIP/pPE665NZoNBo/pDpU4jkMv2ss2pj5NA6cYcAKCgzjsXmzYUzcfJvO/LHSvQhaLlHCPE4mGddcCd/WlNA6y05yRW9BDex7wD0i0tUtUUQuA+4BNgYVLJe5ePFig9+pGICUC2TadXHqTZP5aJ1lJ7mit6AG9pdAJ2CDiDwsIkNFpLv5+T3gbxghFH8VlqC5RIljhfJMGsiTSWTadXHqTZP5aJ1lJ7mit0ChEpVSr4nId4B/AX7uSBbgPPA9pdRrScqXkxQXFzf4HUXw/Gwg066LU2+azEfrLDvJFb0FnqeqlPot0B+YCbwKLDc/fwIMUEr9OgwBc5HVq1c3+B0raENTJtOui1NvmsxH6yw7yRW9BQ32D4BSai/w/0KSpUmT7Ao3uYq+LhqNJlvRkZYioLS0NGoRNAHQess+tM6yk1zRWypiEb+hYxHHJleilDQ1tN6yD62z7CRX9JaKWMRj0LGIY7Jnz56oRdAEQOst+9A6y05yRW86FnEEtGiRlOtbExFB9ZaK1YU0/tDPWnaSK3oLGirxPaAVcJVS6rxLegvgA+CcUuqapKXMAFIZKlGTu1jBMqypRpkwGlqj0SRHqkMl9gcWuBlXAHP/a8DlAevPaV566aWoRdAEIIjeMi1YRlNDP2vZSa7oTccijoBz5/RlyUaC6C2TVgNqiuhnLTvJFb3pWMQR0LNnz6hF0AQgiN4yLVhGU0M/a9lJruhNxyKOgFyJs9nUCKq3dK1ipGmMftayk1zRWyADa8YY/g5QhBGLuAzYZ37+3NyvYxF7sHz58qhF0ARA6y370DrLTnJFb4HHQiulfisi/wN8GbgGaA9UYXQfP6eUyo2JTBqNRqPRBEDHIo6AkSNHRi2CJgBab9mH1ll2kit605GWIuDIkSNRi6AJgNZb9qF1lp3kit58tWBFZFTQAyilcmPdoRDZsWMH1113XdRiaBJE6y370DrLTnJFb367iFcCiYd8MmgesJxGo9FoNFmLr1CJIjKTgAZWKfVYkHKZhg6VqNFoNBrwHyrRVwtWKTUzJLk0wPz585k4cWLUYmgSROst+9A6y05yRW96kFME1OhlVbISrbfsQ+ssO8kVvWkDGwHdunWLWgRNALTesg+ts+wkV/SmDWwEDBw4MGoRNAHQess+tM6yk1zRW8YaWBG5XkQWicgJEakWkXUi8sUk6rtERMpFRInI4jBlTZSlS5dGeXhNQLTesg+ts+wkV/SWkcvGi0gpsARjubsXgEpgCvBXEemllHoiQLX/ChSGJqRGo9FoNDHIuBasiLQAnsGYFjRKKfW/lFLfA64GtgCPiUi/BOucANwHPBK2vEEYPnx41CJoAqD1ln1onWUnuaK3jDOwwK1ACcaCAe9ZO5VSJzHiHrcAHvBbmYh0BP4TeA5YEK6owaisrIxaBE0AtN6yD62z7CRX9JaUgRWRliJyp4h8V0R+bNvfSkQ6i0iQ+kvNT7dOeGvf6ATqexojmtRDAWRJCVu3bo1aBE0AtN6yD62z7CRX9BbYBysiX8BoGX4OEIwuXWtlncHAWoxu2ecSrNrq/t3pTFBKnRCRClueeDJOBmYA05VSx0SknV8hRCQfyLft8l1Wo9FoNJpABlZERgDzgE+BbwE3YhgyAJRS60RkF3A3iRtYayCSVx9BFRB3kpSIFAF/AF5VSr2YoAxg+Gsfde6cO3cuBQUFTJkyhTfffJPKyko6d+7MsGHDeO01Y335IUOGcPHiRTZt2gTAxIkTWbNmDceOHaNjx46MHz+e559/HoDBgweTl5fH3/72NwDuuusuNmzYwOHDh2nfvj1jx45l3rx5AFx55ZW0bduWsrIyAMaNG8fmzZspLy+nTZs2jB8/njlz5gDQv39/ioqKePvttwG47bbb2LFjBwcOHCA/P58pU6YwZ84cLl68SElJCcXFxaxebazLUFpayoEDB9izZw8tWrRg2rRpvPTSS5w7d46ePXtSUlJStyDyyJEjOXLkCDt27ABgxowZzJ8/n5qaGrp168bAgQPrRgQOHz6cysrKun+n06ZNY/HixZw8eZIuXbowZMgQFi1aBMD111/PmTNn+PDDDwGYPHkyK1eu5MSJExQVFTF8+HAWLDB6/K+99loA3nvP8ChMmDCBtWvXUlFRQYcOHSgtLeWVV14B4KqrrqJVq1asX78egDvvvJONGzdy6NAh2rVrx+23387cuXMBY6pAYWEha9euBWDMmDG89dZbfPzxxxQUFDBx4sQ6PV5++eV07tyZNWvWAHDrrbeye/du9u/fT8uWLbn77ruZO3cu58+fp0+fPvTo0YOVK1cCMGrUKMrLy9m9ezfNmjVj+vTpvPzyy5w9e5YePXpw+eWXs2zZMgBGjBhBRUUF27dvB2D69Om89tprVFdXU1xczKBBg1iyZAkAN9xwA6dOnWLLli0ATJ06laVLl1JVVcWll17K0KFDWbhwIQDXXXcdtbW1fPDBBwBMmjSJ1atXc/z4cTp16sTIkSOZP38+ANdccw3NmjVj48aNAIwfP55169b9/+3debhU1Znv8e+LTCKIDEEERVQwBFERBUSGIAiKQ8QJ1JhEE9NDntu56dtmsBMTzWRMdyfp7juko0lM0hEQREgQFVQQVBQVJzCIooCCiAxh5sjw3j/2Li2LOpw6+1SdXWuf3+d56inPrl2rFv6eOu/Zw1qLDRs20L59e0aPHs306dMB6NevH23atGHx4sUAjBs3jpdeeol169bRtm1bLrzwQu69N/p69unTh44dO/LUU08BMGbMGJYvX87bb7/N4Ycfzvjx45k8eTLuTu/evenatSsLFy4E4Nxzz2XVqlW89dZbtGjRgiuvvJJp06bh7jz99NP07NmTefPmATB8+HDWr1/P66+/jplx9dVXM2PGDHbv3s1xxx1Hnz59mDt3LgDnnHMOmzdvZvny5QBMmDCB2bNns2PHDrp168bpp5/Ogw8+CMCgQYPYtWsXS5cuBWjQ74gRI0YwY8YMoGn+jnB3Jk2aVPW/I+pS0lzEB73J7EHgTOAUd3/fzL4HfNfdD8vb5x5gkLv3qmfbc4AxQG93f6PI6yuBY9291UFv/vh+9wLnAX3dfX28rSfwFvCwu19Qx/uLHcG+U465iGfNmsXFF1/coDak8Sm38CizMFV7bmWdi7iIs4Fp7v7+IfZ5G/hMgrZzR661Dak5ktqPbgEws0uBq4Drc8W1vty9BqjJazNJM0Vt3769bG1J41Fu4VFmYcpKbklvcmpFHUWOqEAeSNB27trrQddZzawD0Jki12cLnBE/3x1PLOFm5kRHrwDnx9teTNC/BuvatWsaHysNpNzCo8zClJXckh7BvgmcVcc+Q4DlCdp+nOj651iiSSbyjc3b51CWAL8usr0tMBF4h2giizUJ+tdgAwYMSONjpYGUW3iUWZiyklvSI9j7gOFm9vliL5rZTUA/YEqCth8lKuDXmln/vDbbAbcA+4C787YfY2Z9zOzDU8ru/id3v7HwAXwr3mVZvO37CfrXYLmL9BIW5RYeZRamrOSWtMD+C/AX4LfxTUmjAczsp2a2ELgDeJFoDGq9uPs+4Ma4bwvN7Fdm9q/AS8ApwK3uviLvLbfHfbks4b9FRESk7BKdInb3HWY2nKiATiCayAHgJqLxsPcCX4lvFErS/jwzGwbcFrffkmiaxFvc/Y9J2qwmAwcOTLsLkoByC48yC1NWcks80YS7bwE+a2ZfBQYCHYnGqD7r7u81tGPuvhgYV8J+1wPXl9jmKqJJMVK1Z8+etLsgCSi38CizMGUltwbPRezum9z9IXe/x91nlaO4Zl1uYLSERbmFR5mFKSu5JSqwZjbXzD5nZkeUu0MiIiJZkHQmp/3xf+4GZgB/AOa6e5Jxr0EwsyOBreWYyWnPnj20bt26PB2TRqPcwqPMwlTtuZU6k1PSU8Q9gH8mHk4DzAbWmtm/mVk2BjBVUG4OWgmLcguPMgtTVnJLVGDdfa273+HupwH9gZ8D+4F/BJ41s2Vm9k0zO66Mfc2MLVu2pN0FSUC5hUeZhSkruZXjJqeX3f0m4DiimZb+QLTazY+JjnClQOfOndPugiSg3MKjzMKUldwSXYM9ZINmxwNfBr4ONM9fYSdk5bwGu2PHDtq2bVuejkmjUW7hUWZhqvbcKn0N9mPM7Cgz+xszWwCsJJpLeDd5UxrKR3JrFEpYlFt4lFmYspJb4okmzKwlcAlwHdGEEC2IrsM+RHSaeKa7Z2O0sIiISD0lKrBmdidwBdGSdAY8R1RUJ9exRqwAZ5xxRt07SdVRbuFRZmHKSm5Jj2C/BKwC/g/wh4LJ90VERJq8pNdgP+3uJ7r7LSqu9ffCCy+k3QVJQLmFR5mFKSu5JR0Hu7DcHREREcmSkobpmFmP+D/Xuvv+vJ/r5O5rknaummiYjii38CizMFV7buUeprMKeAs4qeDnuh6aaKKIRYsWpd0FSUC5hUeZhSkruZV6k9PviRZS31rwsySwcePGtLsgCSi38CizMGUlt5IKbLyoea0/S/106NAh7S5IAsotPMosTFnJrexTJWaVlqsT5RYeZRamas+tolMlmtl+M7uljn2+mbdurOS5//770+6CJKDcwqPMwpSV3JKOg7X4ISIiIkWUZbL/WnyCaMJ/KXDqqaem3QVJQLmFR5mFKSu5lTxVopl9vmBT/yLbAA4jWg/2BmBpA/qWWdV8bUFqp9zCo8zClJXc6jMX8d18NDTHgUvjR6HcqePdwK1JO5Zlzz77LL169Uq7G1JPyi08yixMWcmtPgX2hvjZgN8AM4CZRfbbD2wGFrn7loZ1T0REJEyJhumY2W+B+939T+XvUnUq5zCdrVu35m7xloAot/AoszBVe24VHabj7jc0peJabkuWLEm7C5KAcguPMgtTVnJLuh7sh8zsMKAz0KrY61mZ7L+c1q9fn3YXJAHlFh5lFqas5Ja4wJrZmcCPgRFAy1p284Z8Rla1a9cu7S5IAsotPMosTFnJLek12P7AU8A+YB5wCfASsB4YQDQGdj6w2t1vqKWZoJTzGuy+ffto3lx/d4RGuYVHmYWp2nOr6DVYIDdN4mB3zw3Vud/dxwE9gV8C/YDbErafaVOnTk27C5KAcguPMgtTVnJLWmCHAX9y97/kbTMAd98N/A9gHdEpZBERkSYnaYFtz8cXU98LfLj8vLsfIDpFPDpxzzKsb9++aXdBElBu4VFmYcpKbkkL7AYgf8G+9UDvgn1aA20Stp9p1Ty+S2qn3MKjzMKUldySFthXgU/m/fwkMNbMzgYws08BE4DlDeteNi1atCjtLkgCyi08yixMWcktaYF9ABhhZsfEP99BdA32STN7H3gFOApdgxURkSYq6TCdFkBHYIu7fxBvOwf4NnAisBr4T3d/oIx9TVU5h+ls2rSJTp06ladj0miUW3iUWZiqPbdKT5W4193fyxXXeNtT7n6Ru3/K3S/IUnEtt1dffTXtLkgCyi08yixMWcmtkguuSy3eeeedtLsgCSi38CizMGUlt5KmyjCzHkk/QHMRH6xNG91cHSLlFh5lFqas5FbSNVgzO8BHi63Xh7t79c53VQ/lvAYrIiLhKvUabKnF7/ckK7BSxKRJk7jmmmvS7obUk3ILjzILU1ZyK6nAuvv1Fe6HiIhIpugmpxScfPLJaXdBElBu4VFmYcpKbg26PmpmLYHzgD7AEe7+g3h7a+BIYGM8L7Hk6dKlS9pdkASUW3iUWZiyklviI1gz+wywBvgz8K/ArXkvnwa8C1zdkM5l1RNPPJF2FyQB5RYeZRamrOSWqMCa2VBgGlAD/E/gnvzX3X0x8AZwRdKOmdlAM5ttZlvMbKeZLTaza0t8r5nZODP7f2b2spltNbNdZvaSmf1zfIQtIiJSMUlPEX8H+Ctwlru/b2bF5rR6HhiUpHEzGwk8DHwATAa2ApcDfzSznu5e1xzHrYDZRH8AzI/bag2cD/wIGG9mn47Xrm10o0aNSuNjpYGUW3iUWZiyklvSU8RnAzPd/f1D7PM20LW+DZtZc+AuomFBI9z9y+5+E3A6sAy4zcwKl8YrtJ9oXuSu8bSNX3f3fwBOITqlPZBoUfhUrFy5Mq2PlgZQbuFRZmHKSm5JC2wroqPKQ2kPJLnBaRRwEnCPu7+Q2+ju24EfEB1133CoBuK5kn/s7n8t3A7cHv/46QR9K4vVq1en9dHSAMotPMosTFnJLWmBfRM4q459hpBsPdiR8fOcIq/ltjWkOO6Nn/c1oI0GadmyZVofLQ2g3MKjzMKUldySFtj7gOFm9vliL5rZTUA/YEqCtnOnf18vfMHdtwAb8/ZJ4ovxc7EC/iEza2VmR+YeQLsGfObHXHFF4nu/JEXKLTzKLExZyS3pTU7/QnSH8G/N7DqiG4gws58SHbmeA7wI/O8EbbePn2s7Bb0NODZBu5jZBcDfAn8Bfl3H7jcD3yvcOHXqVNq0acPll1/Oo48+ytatW+nSpQuDBg1i1qxZAAwYMIADBw7w4osvAnDppZfyxBNPsGnTJjp27MiWLVvIzQF92mmn0aJFC55//nkALrroIp577jnee+89jjzySMaOHcu0adMAOOWUU2jbti3PPPMMAOeffz5Lly5l7dq1HHHEEVx88cVMmRL9TfPJT36Szp078+STTwJw3nnnsWLFCtasWUOrVq24/PLLmTJlCgcOHOCkk06ie/fuLFiwAICRI0eyZs0a3nzzTZo3b85VV13FfffdxwcffMDxxx/PSSedxGOPPQbAsGHD2LBhAytWrADgmmuuYebMmezatYtjjz2Wvn37MmdO9LfMkCFD2Lp164dLUV111VU89NBDbN++na5duzJgwABmz54NwMCBA9mzZw+vvPIKAJdddhnz589ny5YtdO7cmSFDhvDnP/8ZgDPOOAOAF16IrihccsklLFq0iI0bN9KhQwdGjhzJ/fffD8Cpp55K69atefbZZwG48MILWbJkCevXr6ddu3ZccMEFTJ06FYC+ffvSvn17Fi1aBMD+/fs5/vjjeeedd2jTpg2XXnopkyZNAqKB8V26dPlweMGoUaNYuXIlq1evpmXLllxxxRVMnTqVffv2ceKJJ9KjRw/mz58PwIgRI1i7di0rV66kWbNmTJw4kenTp1NTU0OPHj04+eSTeeSRRwAYOnQoGzdu5LXXXgNg4sSJzJo1i507d9K9e3f69evHww8/DMDgwYPZsWMHy5YtA+DKK69kzpw5bNu2jaOPPpqzzjqLBx6IVpU888wz2bt3Ly+//DIA48ePZ8GCBWzevJlOnTowsZGbAAAToklEQVQxbNgwZs6cCUD//v1p1qwZS5YsAeDiiy9m8eLFbNiwgfbt2zN69GimT58OQL9+/WjTpg2LFy8GYNy4cbz00kusW7eOtm3bcuGFF3LvvfcC0KdPHzp27MhTTz0FwJgxY1i+fDlvv/02hx9+OOPHj2fy5Mm4O71796Zr164sXLgQgHPPPZdVq1bx1ltv0aJFC6688kqmTZvG6tWrGTp0KD179mTevHkADB8+nPXr1/P6669jZlx99dXMmDGD3bt3c9xxx9GnTx/mzp0LwDnnnMPmzZtZvjw6GTdhwgRmz57Njh076NatG6effjoPPvggAIMGDWLXrl0sXboUoEG/I0aMGMGMGTOApvk74pFHHqFbt25V/zuiLokWXAcwsw5EBXQCcFjeSw7cC3wlPuKsb7tzgDFAb3d/o8jrK4Fj3b1VPds9C3iU6Aao4e6+rI79WxFda85pB7xTjsn+szLPZlOj3MKjzMJU7bmVe7L/g8TF87Nm9lWiu3I7Eh1dPuvu7yVtl4+OXNvX8vqR1H2D1ceY2RlEp4QdOL+u4grg7jVEw3xybdTnIw/pxBNPLFtb0niUW3iUWZiykluDl5Jz903AQ2XoS07u2mtvorG0H4qPmjsDT5XamJkNAOYSHWWPdfdny9TPxHr0SLy8rqRIuYVHmYUpK7lVbLJ/MzvBzO5O8NbH4+exRV4bW7BPXX0YADwCtAAucPdnEvSn7HLX3iQsyi08yixMWcmt7AXWzHqY2Z1EQ3Q+l6CJR4mGAV1rZv3z2m0H3EI0vObuvO3HmFkfM/vYKeWC4jrO3Rcl6IuIiEgi9TpFbGbDiCZ7OJOo0C0EvuHur5lZG+CHwFeAlsA6PprUoWTuvs/MbiSa3nChmU0iurZ7OXAC8B13X5H3ltuBLxBNPnF33M+ORMW1A9Hp6zFmNqbgo/7q7r+ob//KYcSIEWl8rDSQcguPMgtTVnIrucCa2ZlERSt/BPAlwEAzGwHMAPoSFdY7gF/FNwrVm7vPi4v5bUR3KbckmibxFnf/YwlNHElUXAEuiB+FVgOpFNi1a9fSvXv3ND5aGkC5hUeZhSkrudXnFPE3iArdzUCX+PFdovmGFxKtCftDoJe7/2fS4prj7ovdfZy7H+Xubdx9YLHi6u7Xu7u5+91521bF2w716NmQ/jVEVubZbGqUW3iUWZiyklt9ThEPBR5z9zvytv3QzEYDI4Cvu/vPytq7jGrWrGL3lkkFKbfwKLMwZSW3kieaMLMPgJ+7+zcLtv8U+CegSzxkJ5Pi6RK3lmOiCRERCVepE03U58+E5sDOItt3wofjYaUEuWnkJCzKLTzKLExZyS0bx+GBqalp0OVpSYlyC48yC1NWcqvvTE7XmdnZBdt6AZjZ7CL7u7tflKhnGZaVWUqaGuUWHmUWpqzkVt8C2yt+FFNsKEyylQQy7uSTT067C5KAcguPMgtTVnKrzyniExI8sjFjc5nllh6TsCi38CizMGUlt5KPYN19dSU7IiIikiW6ySkFQ4cOTbsLkoByC48yC1NWclOBTcHGjRvT7oIkoNzCo8zClJXcVGBT8Nprr6XdBUlAuYVHmYUpK7mpwIqIiFRAyVMlNnXlnCrxwIEDmZlrsylRbuFRZmGq9twqMVWilMmsWbPS7oIkoNzCo8zClJXcVGBTsHNnsSmdpdopt/AoszBlJTcV2BRkYSHhpki5hUeZhSkruanApqBfv35pd0ESUG7hUWZhykpuKrApePjhh9PugiSg3MKjzMKUldxUYEVERCpABTYFgwcPTrsLkoByC48yC1NWclOBTcGOHTvS7oIkoNzCo8zClJXcVGBTsGzZsrS7IAkot/AoszBlJTcVWBERkQrQVIklKudUiXv37qVFixbl6Zg0GuUWHmUWpmrPTVMlVrE5c+ak3QVJQLmFR5mFKSu5qcCmYNu2Wv/gkSqm3MKjzMKUldxUYFNw9NFHp90FSUC5hUeZhSkruekabInKeQ1227ZtDW5DGp9yC48yC1O156ZrsFXsgQceSLsLkoByC48yC1NWclOBFRERqQAV2BSceeaZaXdBElBu4VFmYcpKbiqwKdi7d2/aXZAElFt4lFmYspKbCmwKXn755bS7IAkot/AoszBlJTcVWBERkQrQMJ0SlXOYzu7duzn88MPL0zFpNMotPMosTNWem4bpVLEFCxak3QVJQLmFR5mFKSu5qcCmYPPmzWl3QRJQbuFRZmHKSm4qsCno1KlT2l2QBJRbeJRZmLKSm67Blqic12B37dpFmzZtytMxaTTKLTzKLEzVnpuuwVaxmTNnpt0FSUC5hUeZhSkruanAioiIVIAKbAr69++fdhckAeUWHmUWpqzkpgKbgmbN9L89RMotPMosTFnJLRv/isAsWbIk7S5IAsotPMosTFnJTQVWRESkAjRMp0TlHKazfft22rVrV56OSaNRbuFRZmGq9tyCH6ZjZgPNbLaZbTGznWa22MyurWcbrczsu2a2wsz2mNm7ZnaXmXWtVL9LsXjx4jQ/XhJSbuFRZmHKSm7N0+5AMWY2EngY+ACYDGwFLgf+aGY93f3HJbTRDJgJnA88A0wHTgJuAMaY2WB3X1+Zf8GhbdiwIY2PlQZSbuFRZmHKSm5VdwRrZs2BuwAHRrj7l939JuB0YBlwm5n1LqGpLxAV18nAEHf/lrtfBdwI9ADuqMg/oATxqQUJjHILjzILU1Zyq7prsGY2lujo9bfu/sWC1yYSFczb3f2f62jnKWAI0NPdVxe89ipwIvAJd99eYr/Kdg22pqaGVq1aNagNaXzKLTzKLEzVnlvI12BHxs9ziryW2/bpQzVgZq2BwcBrhcU1r51WwNkJ+9gg06dPT+NjpYGUW3iUWZiykls1XoPNnf59vfAFd99iZhvz9qnNSUR/PBzURkHbvYG5xXYws1ZERTinHUR/uTTUrl27ytKONC7lFh5lFqZqz63kvrl7VT2Iji4d6FXL6yuBmjraOCdu479ref1z8es3H6KNW+N99NBDDz300KPYo/uhalE1HsFWi9uBnxVs6wg0dCXgdsA7wLFASdd/pSoot/AoszCFkls7YN2hdqjGArs1fq7tNrIj8/ZpSBv5+x3E3WuAmoLNDT5nYWa5/9x+qIvjUl2UW3iUWZgCyq3OvlXjTU7510c/xsw6AJ2p/dpqzkrgQLE2Ctquqx0REZFEqrHAPh4/jy3y2tiCfYpy9z3AYuCTZnZ8Le3UEE1AISIiUnbVWGAfBd4ErjWzDxcFNLN2wC3APuDuvO3HmFkfMys8Hfyr+PknlnfOwcxuAD4FTEnp9EMNcBsHn36W6qbcwqPMwpSZ3KpuogkAMzuXaLKJGmAS0bnuy4ETgO+4+4/y9r2baNamG9z97rzthwEP8NFUifOJJpe4AlgLDEprqkQREcm+ajyCxd3nAcOAJ4AJwFeATcB1+cW1jjb2A5cC3wM6Af8IjCA6+k1tHmIREWkaqvIIVkREJHRVeQQrIiISOhVYERGRClCBbSTlWEBeKsPMrjOz/zKz58ysxszczK4/xP5dzewuM3vXzPaY2Qoz+66ZtWzEbjdZZtbdzL5mZnPMbI2ZfWBm683sPjMbXMt7jjSzn5nZ6jjj1fHPDVsaS0pmZkeZ2X+Y2aI4rxozW2tmj5nZFfmjPfLeE/R3TddgG8EhFpA/Afh2KQvIS+WY2SrgeGAjsDP+74/dlZ63b1eiu9KPA2YAK4huyBsKPARc5O4HGqXjTZSZ/QT4JtGEMo8DG4gmjxkPGHCNu9+bt/8RRDdM9ida3GMJ0frSFwAvAsPcfWdj/huaIjPrRfT/+2ngDaJpZ7sAl8TPd7r73+TtH/53Le3J/bP+IJqO8g1gD3BG3vZ2wFJgL9A77X425QdwHnB8/N/fIprE+/pa9v1d/Prf520zorvTnagwp/5vyvKD6I/T4UW2Dyf6I3YT0Cpv+21xNncU7J/bflva/6am8AAOA5oX2d4OWBZncUre9uC/azpFXHmjiJbPu8fdX8ht9Gih9x8QFeAbUuqbAO7+iBdfN/hj4slOJhJNhPLLvPc7cDPR9JxfrlQ/JeLu0919YZHtC4F5RItynAoQn3a8EdgBfL/gLbcDW4AvFTs9KeXl7vvdfV+R7duJzvAB9ILsfNdUYCtvZPyceAF5qRpDiNYInht/0T/k7u8CrwCDzax1Gp0TIDojBNGMbxCdOu4GPOkFp4E9mlJ1AdCd+Be7NL74+zKK6Kj01XhzJr5rKrCVd8gF5Imu+9W1gLxUh7oWiXid6Dt1YuN0R/KZWQ+i0/3riX4BQ2mZ5e8nFRbf7HSrmX3fzH5JdG31dOD77l6YR9DftWpcri5rcnMk17Y03jaidQ+l+pWSZf5+0kjMrAXwB6Kjnm94NJMbKLNqdBTRDHs5e4GvA/+Wty0TuekIVkSCZmbNgN8QTYV6p7v/IeUuySG4+yp3N6IDvBOA7wI/Au4zs0wd9KnAVl45FpCX6lBKlvn7SYXFNyfdCVwH/DfwdwW7KLMqFd/0tMrdfwJ8B7iMj25cykRuKrCVV44F5KU61HW9rjfR3Y1vNk53mrb4yPXXwBeJVt263g8eF1lKZvn7STpyN3yOjJ8z8V1Tga28Bi8gL1XjaaIlFMcUDusws2OIhoY8E9+dKhUUF9e7iIa4TQE+l3fdNd/rwDpgaDzhRH4brYlOK68jGqsu6ekWP+fu/s7Ed00FtvLqtYC8VC9330b0y/xE8k5Fxr8Abif6Pt2ZTu+ajrwj1xuAqUTLWBYrrrlxk3cBbYmu9eW7GegA3FU4FETKz8z6m9lBp3zNrCOQm83uQcjOd01TJTaC+iwgL43PzG4kmoINor+MBwBP8tFRzQx3nxHvewzR9G3HAvcTDTEYTjR928PAhUVOU0oZmdmtRHeh7gD+nY+OevLNcPcX4/0Lp0p8nmhYyDg0VWKjMbNfEE36MQ9YzUfTkl5E9AfQfcCE3PcnC981FdhGYmaDiKZmGwK0JJoa7Bfu/sdUOyaY2d3AFw6xy23ufmve/scAPyT6xdABWEM0ROQOd6+pXE8FSsoLCuaSjo+cvgdcCXQlGis7jSjbqr5RJivMbBjwJeBsolPCbYjmI14C/B6YXHgmIfTvmgqsiIhIBegarIiISAWowIqIiFSACqyIiEgFqMCKiIhUgAqsiIhIBajAioiIVIAKrIiISAWowIqIiFSACqyIiEgFqMCKZICZ9TQzj6cRDIKZXRn3eXCC9x5lZn81s59Wom8i5aACK1Jl4qJT8iPt/iZhZi2IVkWZ7e7P1Pf97v5Xoon+v2pmPcvbO5HyaJ52B0TkILcV2fY9YCvwi1resxb4VLxPCK4HegFfbkAb/w58C/gO0SotIlVFk/2LBCA+Ul3t7j3T7ks5mNnzQGegZ0PWYjWzGcAYoJtWxZFqo1PEIhlQ2zVYM5sfb29lZj82szVmttvMnjez8+J92pnZf5jZWjPbY2aLzOysWj6ni5n93MzeMLMaM9toZveZWb969DW35u59xYqrmV1hZo+b2Ya4P2+b2UNmNr5Ic/cSLXs2odTPF2ksOkUs0jRMIVpM/k/A4cBngVlmdg7wX0BrovVRPwFMBB42sxPcfVuuATM7CZgPdAfmADOALsAVwPlmNrrE66mj4+enC18ws78H/i/wLtEi25uAY4BBwPj4M/Mtip9HAXeW8NkijUYFVqRp6Ayc5u47AcxsDjAZeBSYC1zr7vvi114E7iBaHPvneW38nmix8vPdfW5uo5n9EHiOqMCdVkJfzomflxR57UbgA+B0d38//wUz61S4s7u/ZWab89oUqRo6RSzSNHw7V1xj04C9wFHATbniGpsUP5+e22BmZxAVsd/lF1cAd19BVFxPLfFU8bHx83u1vL43fnyMu2+qZf8NQHczsxI+W6TR6AhWpGl4If8Hd99vZhuAI9x9TcG+78bP3fO2nR0/dzWzW4u03yfveWkdfekE7Hf37UVeuxf4CbDUzCYTnZJ+Ih6WU5vNwGFEfyxsqeOzRRqNCqxIE5B/LTXPPooM63H3ffHBYIu8zR3j54viR22OKKE7u4HDzKyFuxceqf6U6Lrr3wH/C/gnYJ+ZzQa+5u5vFWnv8Ph5VwmfLdJodIpYREqRK9D/4O52iMfvSmgrd221Y+ELHrnL3c8iuuHqMmA68BngATM7rEh7HYHt7l5T/3+WSOWowIpIKXJ3Bw8pQ1uvxM+9D7WTu29y9xnuPhF4jGgijV75+5hZG6Jruq8UaUIkVSqwIlInd19MVGSvMbOJha+bWTMz+3SJzT0ePw8q0s75Zta8YFsLPjra3V3wlrOIrr8+jkiV0TVYESnVNcA8YLKZfQ14HtgD9CA6sv0E0XjaujwKbAfOA35W8NoUYJeZPQGsJroOPAboC0wpckPWmPi5cHysSOpUYEWkJPGY0zOIbj4aD3wR2E901/ECoqE/pbSzw8zuAb5kZl3cfUPeyzcDFxAd3V4C7ATeAP4W+E2R5q4FXoyPsEWqiuYiFpFGZ2afIrpu+m13vyNhG6OIjoa/4O6/L2f/RMpBBVZEUmFmvyI6Ej6hYBKMUt8/H2gPnOnuB8rcPZEG0yliEUnLLcA6oCewrD5vNLOjiCah+LOKq1QrHcGKiIhUgIbpiIiIVIAKrIiISAWowIqIiFSACqyIiEgFqMCKiIhUgAqsiIhIBajAioiIVIAKrIiISAWowIqIiFTA/wfuUGyHgMtZaAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "boundary mover -0.16615108044089388 \n", "\n", "inter6_output inter6\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "boundary mover -0.23722199787619092 \n", "\n", "inter7_output inter7\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "boundary mover -0.14707602339181286 \n", "\n", "inter8_output inter8\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "movement = []\n", "new = []\n", "center = []\n", "boundary = []\n", "RE = []\n", "\n", "for filename in os.listdir(path):\n", " data = []\n", " if filename.endswith(\"output\"):\n", " end = (filename.split(\"_output\")[0])\n", " print(filename,end)\n", " with open(os.path.join(path,filename), 'rb') as r: \n", " data = pickle.load(r)\n", " else: \n", " continue\n", " \n", "########### reading in data ###############\n", " \n", " RE.append(data[3])\n", " timestep = data[8]\n", " peak_position = data[5]\n", "\n", " t = np.arange(len(data[0]))*timestep\n", " \n", " plt.figure(figsize = (5,4), dpi = 100)\n", " plt.title('Loop movement '+filename)\n", " plt.plot(t,peak_position, 'b.', ms = 3, label = 'Loop positions')\n", " plt.grid(True, color = 'grey', linestyle='--', linewidth = 0.5)\n", " plt.ylim(0,1)\n", " plt.ylabel('Relative loop position')\n", " plt.xlabel('Time (s)')\n", " plt.legend()\n", " plt.show()\n", " \n", "####################### now analyse loop displacement #####################################\n", "\n", " init_pos = np.mean(peak_position[0:10])\n", " \n", "# depending on where loop starts make decision how to calculate change in position d_pos \n", "# d_pos quantifies the change in loop position and is always positive for center mover & negative for boundary movement\n", "# if loop starts very close to center, the decision can be flawed -> if distance btw. center 0.5 and initial\n", "# position is very small, loop starts at center and always moves to boundary = boundary mover -> d_pos :< 0 \n", "\n", " if init_pos-0.5 >= 0.04:\n", " d_pos = np.mean(peak_position[0:10]) - np.mean(peak_position[-10:-1])\n", " elif init_pos-0.5 <= -0.04: \n", " d_pos = np.mean(peak_position[-10:-1]) - np.mean(peak_position[0:10])\n", " else: \n", " d_pos = (-1)*np.abs(np.mean(peak_position[-10:-1]) - np.mean(peak_position[0:10]))\n", "\n", " if d_pos > 0 and np.abs(d_pos) > 0.08: \n", " print('center mover', d_pos , '\\n')\n", " elif d_pos < 0 and np.abs(d_pos) > 0.08: \n", " print('boundary mover', d_pos, '\\n')\n", " else: \n", " print('stationary', d_pos)\n", "\n", " movement.append(d_pos)\n", "\n", "\n", "################# now analyse loop displacement with respect to DNA center and nearest boundary\n", "\n", "\n", "for n in movement: \n", " if np.abs(n) > 0.1:\n", " new.append(n)\n", " else: \n", " continue\n", " \n", "\n", "for n in new:\n", " if n > 0: \n", " center.append(n)\n", " else: \n", " boundary.append(n)\n", "\n", "z = len(center)/(len(RE))\n", "print(z)\n", "\n", "y = [0.3125,z]\n", "\n", "plt.figure(figsize=(5,5), dpi = 100)\n", "plt.bar(0.5,y, width = 0.4, color = 'k', alpha = 0.3)\n", "plt.xlim(0, 1)\n", "plt.ylim(0,0.5)\n", "plt.tick_params(direction='in')\n", "plt.ylabel('Probability to move to center')\n", "plt.text(0.2, 0.48, 'Center-mover: '+str(len(center)) , fontsize=10, verticalalignment='top')\n", "plt.text(0.2, 0.45, 'Boundary-mover: '+str(len(boundary)) , fontsize=10, verticalalignment='top')\n", "plt.text(0.2, 0.42, 'Stationary: '+str(len(RE)-len(center)-len(boundary)) , fontsize=10, verticalalignment='top')\n", "\n", "plt.show()\n", "\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }