From 1a4d584f567b4f840e73e88f995ee8d358b1053c Mon Sep 17 00:00:00 2001 From: Jonathan Wright Date: Tue, 8 Sep 2026 16:41:04 +0200 Subject: [PATCH 1/2] Add pyFAI cross-check notebook for the module-geometry fit fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb reproduces the ImageD11 fit from fitpksEiger.ipynb unchanged (one intentional fix, marked inline with `# FIXED !!!!`: the pyFAI spatial file now uses pyFAI's own 0-to-1 pixel-corner convention rather than the original -0.5/+0.5 one), then adds a full independent cross-check: conversion of the converged geometry to a pyFAI PONI via pyFAI.geometry.imaged11, a peak-by-peak ImageD11-vs-pyFAI tth comparison, and a third check via integrate2d directly on the raw image with proper exclusion of bins contaminated by masked/gap pixels or the detector edge. To reproduce, beyond what fitpksEiger.ipynb / moduleSpatialPeakSearch.ipynb already need: - pyFAI must be built from source, not installed from a release: the ImageD11<->pyFAI conversion (pyFAI.geometry.imaged11) only exists on the as-yet-unmerged kif/doc_calib_ID11 branch of silx-kit/pyFAI, commit 1e06043e4 ("upgrade tutorial"; pyFAI.version == 2026.9.0-dev0). - the raw calibration image, in addition to the eigerSpatial/*.flt peak files: frame 1 of scan0001/eiger_0000.h5 from the same CeO2_Spatial_distortion_apr2021 dataset referenced in the readme (ESRF path or the Zenodo record), read with hdf5plugin. Everything else the notebook needs (newspatial_pyFAI.h5, 1.poni, fitted_eiger_pars2.dat, ...) it generates itself when run top to bottom. Co-Authored-By: Claude Sonnet 5 --- ...sEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb | 17118 ++++++++++++++++ readme.md | 42 +- 2 files changed, 17159 insertions(+), 1 deletion(-) create mode 100644 fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb diff --git a/fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb b/fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb new file mode 100644 index 0000000..1799073 --- /dev/null +++ b/fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb @@ -0,0 +1,17118 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook fits the diffraction geometry + module geometry to a series of powder patterns (with different beam centers).\n", + "\n", + "Copied from `fitpksEiger.ipynb` and modified to:\n", + "- use the 0-1 pixel-corner convention (instead of -0.5 to 0.5) when writing the pyFAI spatial distortion file, matching pyFAI's own corner-indexing convention,\n", + "- use the CeO2 lattice parameter as defined by pyFAI's own calibrant database,\n", + "- convert the converged ImageD11 geometry to a pyFAI PONI file (referencing the corrected spatial file) and cross-check the peak positions with pyFAI at the end." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:12.955356Z", + "iopub.status.busy": "2026-09-08T14:35:12.955257Z", + "iopub.status.idle": "2026-09-08T14:35:14.777264Z", + "shell.execute_reply": "2026-09-08T14:35:14.776767Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n" + ] + } + ], + "source": [ + "import time\n", + "start = time.time()\n", + "import pylab as pl, numpy as np, os\n", + "from ImageD11 import transform\n", + "from ImageD11.transformer import transformer\n", + "from ImageD11.parameters import read_par_file\n", + "from ImageD11.columnfile import columnfile\n", + "import h5py\n", + "import scipy.optimize\n", + "import fabio\n", + "import pyFAI, pyFAI.calibrant\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:14.778805Z", + "iopub.status.busy": "2026-09-08T14:35:14.778584Z", + "iopub.status.idle": "2026-09-08T14:35:14.781247Z", + "shell.execute_reply": "2026-09-08T14:35:14.780872Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.22542727272727273" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "12.3985/55 # keV : approximate wavelength" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:14.782317Z", + "iopub.status.busy": "2026-09-08T14:35:14.782212Z", + "iopub.status.idle": "2026-09-08T14:35:14.785851Z", + "shell.execute_reply": "2026-09-08T14:35:14.785442Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 1058.53500358 1127.26651867\n", + "2 1991.00172344 1129.0805125\n", + "3 1989.19079703 1595.21446251\n", + "4 1083.36206289 1593.55779584\n" + ] + } + ], + "source": [ + "# The par files need to be manually created ... ?\n", + "# ... done in ImageD11_gui.py\n", + "#\n", + "# ... then all iterated using fitted parameters as a starting point\n", + "for i in range(1,5):\n", + " # initial \n", + " p = read_par_file(\"eigerSpatial/%d.par\"%(i))\n", + "# p = read_par_file(\"eigerSpatial/%ds.par\"%(i)) # s = spatial\n", + " print(i,p.get('y_center'),p.get('z_center'))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:14.786697Z", + "iopub.status.busy": "2026-09-08T14:35:14.786596Z", + "iopub.status.idle": "2026-09-08T14:35:14.788246Z", + "shell.execute_reply": "2026-09-08T14:35:14.787917Z" + } + }, + "outputs": [], + "source": [ + "frms = [1,2,3,4]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:14.789238Z", + "iopub.status.busy": "2026-09-08T14:35:14.789141Z", + "iopub.status.idle": "2026-09-08T14:35:16.098652Z", + "shell.execute_reply": "2026-09-08T14:35:16.098195Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# created via moduleSpatialPeakSearch\n", + "f, ((a3, a4),(a1,a2)) = pl.subplots(2,2,figsize=(10,10))\n", + "cf = {}\n", + "# CeO2 lattice parameter, taken from pyFAI's own calibrant database (NIST SRM 674b: a=5.411651 A) instead of the previously hardcoded 5.411.\n", + "# Stored separately as a0_ceo2 too: 'a0' below gets reassigned in the module-geometry fit\n", + "# (it ends up as a refined scale parameter, not the crystallographic lattice constant), so\n", + "# anything downstream that needs the real CeO2 constant must use a0_ceo2 instead of a0.\n", + "a0_ceo2 = pyFAI.calibrant.get_calibrant('CeO2').dspacing[0] * np.sqrt(3)\n", + "a0 = a0_ceo2\n", + "ds0 = a0*a0\n", + "for i in frms:\n", + " # Load the peaks and parameters:\n", + " c = columnfile( 'eigerSpatial/%d.flt'%(i) )\n", + " c.parameters.loadparameters('eigerSpatial/%d.par'%(i) )\n", + " c.updateGeometry()\n", + " # Create column of frame number\n", + " c.addcolumn(np.ones(c.nrows)*i,'frame')\n", + " # (d*_obs)^2 / (a_0)^2 from cubic hkl to d-spacing formula\n", + " c.addcolumn(np.ones(c.nrows)*c.ds**2*ds0,'hkl2')\n", + " # nearest integers == fit target values\n", + " c.addcolumn(np.round(c.hkl2),'ihkl2')\n", + " # something like a strain\n", + " se = abs( c.ihkl2 - c.hkl2 )/np.where( c.ihkl2 > 0, c.ihkl2, 1)\n", + " a3.plot(c.hkl2, se, \",\")\n", + " a4.plot(c.hkl2, c.eta, \",\")\n", + " c.filter((c.Number_of_pixels>7) & (c.ihkl2>2) & (se<2e-3) )\n", + " a1.plot(c.fc,c.sc,',')\n", + " a2.plot(c.hkl2,c.eta,',')\n", + " cf[i] = c\n", + "a1.set(title='Peaks on detector', ylabel='sc', xlabel='fc')\n", + "a2.set(title='Selected peaks', ylabel='azimuth / deg', xlabel='$H^2$')\n", + "a3.set(yscale='log', ylim=(1e-6,1), title='relative error', ylabel='Delta H^2/H^2', xlabel='$H^2$')\n", + "_ = a4.set(title='All peaks', ylabel='azimuth / deg', xlabel='$H^2$')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:16.099987Z", + "iopub.status.busy": "2026-09-08T14:35:16.099871Z", + "iopub.status.idle": "2026-09-08T14:35:16.120090Z", + "shell.execute_reply": "2026-09-08T14:35:16.119584Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(227197, np.int64(227197))" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# put together all of the peaks:\n", + "allpks = np.concatenate( [cf[f].bigarray for f in frms], axis=1)\n", + "# ... and place them into an ImageD11 colummfile object\n", + "allc = c.copy()\n", + "allc.set_bigarray(allpks)\n", + "allc.nrows, np.sum([cf[f].nrows for f in frms])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:16.121093Z", + "iopub.status.busy": "2026-09-08T14:35:16.120981Z", + "iopub.status.idle": "2026-09-08T14:35:16.491943Z", + "shell.execute_reply": "2026-09-08T14:35:16.491485Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Remove \"bad\" peaks from virtual shared pixels\n", + "for col in 255.5, 513.5, 771.5, 1295.5, 1553.5, 1811.5:\n", + " allc.filter(abs(allc.fc-col)>2.1)\n", + "for row in 255.5, 805.5, 1355.5, 1905.5:\n", + " allc.filter(abs(allc.sc-row)>2.1)\n", + "pl.figure(2)\n", + "pl.plot(allc.fc,allc.ihkl2-allc.hkl2, ',', alpha=0.2)\n", + "pl.figure(3)\n", + "pl.plot(allc.sc,allc.ihkl2-allc.hkl2, ',', alpha=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:16.493119Z", + "iopub.status.busy": "2026-09-08T14:35:16.493010Z", + "iopub.status.idle": "2026-09-08T14:35:16.795284Z", + "shell.execute_reply": "2026-09-08T14:35:16.794826Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# just one ring, color by module\n", + "pl.figure(4)\n", + "m = allc.ihkl2 == 16\n", + "pl.scatter(allc.eta[m],allc.tth[m],c=allc.module[m], s = 1, cmap = 'jet')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:16.796634Z", + "iopub.status.busy": "2026-09-08T14:35:16.796519Z", + "iopub.status.idle": "2026-09-08T14:35:16.804946Z", + "shell.execute_reply": "2026-09-08T14:35:16.804537Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1. 2. 3. 4.] [ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15.]\n" + ] + } + ], + "source": [ + "frm = np.unique(allc.frame)\n", + "modu = np.unique(allc.module)\n", + "print(frm, modu)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:16.806051Z", + "iopub.status.busy": "2026-09-08T14:35:16.805946Z", + "iopub.status.idle": "2026-09-08T14:35:16.809903Z", + "shell.execute_reply": "2026-09-08T14:35:16.809436Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1:distance/a 77.69533128313388\n", + "1:y_center 1058.53500358\n", + "1:z_center 1127.26651867\n", + "1:tilt_y -0.00160686467111\n", + "1:tilt_z 0.000325718756829\n", + "2:distance/a 77.70803203028765\n", + "2:y_center 1991.00172344\n", + "2:z_center 1129.0805125\n", + "2:tilt_y -0.00143449617676\n", + "2:tilt_z 0.00216685013957\n", + "3:distance/a 77.74413299117752\n", + "3:y_center 1989.19079703\n", + "3:z_center 1595.21446251\n", + "3:tilt_y -0.00143790339812\n", + "3:tilt_z 0.00224047835849\n", + "4:distance/a 77.73293443420643\n", + "4:y_center 1083.36206289\n", + "4:z_center 1593.55779584\n", + "4:tilt_y -0.00118993655588\n", + "4:tilt_z 0.000900844757526\n", + "a0 5.411650997210865\n", + "M[0,0] 0.0\n", + "M[0,1] 0.0\n", + "M[0,2] 0.0\n", + "M[1,0] 0.0\n", + "M[1,1] 0.0\n", + "M[1,2] 0.0\n", + "M[2,0] 0.0\n", + "M[2,1] 0.0\n", + "M[2,2] 0.0\n", + "M[3,0] 0.0\n", + "M[3,1] 0.0\n", + "M[3,2] 0.0\n", + "M[4,0] 0.0\n", + "M[4,1] 0.0\n", + "M[4,2] 0.0\n", + "M[5,0] 0.0\n", + "M[5,1] 0.0\n", + "M[5,2] 0.0\n", + "M[6,0] 0.0\n", + "M[6,1] 0.0\n", + "M[6,2] 0.0\n", + "M[7,0] 0.0\n", + "M[7,1] 0.0\n", + "M[7,2] 0.0\n", + "M[8,0] 0.0\n", + "M[8,1] 0.0\n", + "M[8,2] 0.0\n", + "M[9,0] 0.0\n", + "M[9,1] 0.0\n", + "M[9,2] 0.0\n", + "M[10,0] 0.0\n", + "M[10,1] 0.0\n", + "M[10,2] 0.0\n", + "M[11,0] 0.0\n", + "M[11,1] 0.0\n", + "M[11,2] 0.0\n", + "M[12,0] 0.0\n", + "M[12,1] 0.0\n", + "M[12,2] 0.0\n", + "M[13,0] 0.0\n", + "M[13,1] 0.0\n", + "M[13,2] 0.0\n", + "M[14,0] 0.0\n", + "M[14,1] 0.0\n", + "M[14,2] 0.0\n" + ] + } + ], + "source": [ + "# set up a fitting problem : these parameters will be fed to the calchkl2 routine below\n", + "\n", + "# distance, tilts, centers for each image \n", + "pars = [ ]\n", + "pnames = [ ]\n", + "for f in frm:\n", + " pars.append( cf[f].parameters.get('distance') / a0 ) # distance scaled on lattice\n", + " pnames.append( '%d:distance/a'%(f) )\n", + " for pname in 'y_center z_center tilt_y tilt_z'.split():\n", + " pars.append( cf[f].parameters.get(pname) )\n", + " pnames.append( '%d:%s'%(f, pname) )\n", + "\n", + "pars.append( a0 ) # effectively the wavelength\n", + "pnames.append( 'a0' )\n", + "framepars = len(pars)\n", + "nframes = len(cf.keys())\n", + "pars += [0. for i in range(15*3)] # 16 module centers and tilts, BUT LAST IS FIXED\n", + "pnames += [\"M[%d,%d]\"%(i,j) for i in range(15) for j in range(3) ]\n", + "for n,v in zip(pnames, pars):\n", + " print(n,v)\n", + "# offset, rotation for each module" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:16.810877Z", + "iopub.status.busy": "2026-09-08T14:35:16.810773Z", + "iopub.status.idle": "2026-09-08T14:35:16.817012Z", + "shell.execute_reply": "2026-09-08T14:35:16.816595Z" + } + }, + "outputs": [], + "source": [ + "def module(a,i,j):\n", + " #p = padding around the outside for debug\n", + " fs = 513\n", + " ss = 512\n", + " fo = [0,2,14,16]\n", + " so = [0,38,2*38,38*3]\n", + " f = fs*j + fo[j]\n", + " s = ss*i + so[i]\n", + " return a[s:s+ss,f:f+fs]\n", + "\n", + "def module_center( i, j ):\n", + " fs = 513\n", + " ss = 512\n", + " fo = np.array([0,2,14,16])\n", + " so = np.array([0,38,2*38,38*3])\n", + " # print(i.dtype,j.dtype,j.shape)\n", + " return so[i] + ss*(i+0.5), fo[j] + fs*(j+0.5)\n", + "\n", + "def mp15_16( p15 ):\n", + " \"\"\" Compute the parameters of module 16 from the other 15 \n", + " We set the sum of all 16 to be zero\n", + " \"\"\"\n", + " p16 = np.array(list(p15) + [0,0,0]).reshape( (16, 3) ) \n", + " p16[-1,:] = -np.sum(p16, axis=0) # last module is fixed to make mean zero\n", + " return p16\n", + " \n", + " \n", + "def do_spatial(s_raw, f_raw, m, modpars):\n", + " \"\"\"\n", + " s_raw = co-ordinate in the slow pixel direction\n", + " f_raw = co-ordinate in the fast pixel direction\n", + " m = module for this peak (in the range 0,15 for Eiger4M)\n", + " modpars = spatial parameters (offset_slow, offset_fast, angle_rad)\n", + " \"\"\"\n", + " i = m // 4\n", + " j = m % 4\n", + " cs, cf = module_center( i, j )\n", + " shift_s = np.array( modpars[:,0] )\n", + " shift_f = np.array( modpars[:,1] )\n", + " ds = s_raw[:] - cs + shift_s[m]\n", + " df = f_raw[:] - cf + shift_f[m]\n", + " rotates = modpars[:,2]\n", + " sinr = np.sin(rotates)\n", + " cosr = np.cos(rotates)\n", + " dsr = cosr[m] * ds + sinr[m] * df\n", + " dfr = -sinr[m] * ds + cosr[m] * df\n", + " sc = dsr + cs\n", + " fc = dfr + cf\n", + " return sc,fc \n", + "\n", + "def calchkl2( colf, *args ):\n", + " \"\"\"\n", + " colf = columnfile (table) containing labelled peaks\n", + " *args = parameters to be fitted\n", + " \"\"\"\n", + " fpars = np.array(list(args))\n", + " global framepars, frm # above\n", + " modpars = mp15_16(fpars[framepars:]) # make last module == sum of previous\n", + " #\n", + " ycalc = np.zeros(colf.nrows, float)\n", + " # apply the current spatial correction\n", + " m = colf.module[:].astype(int)\n", + " sc, fc = do_spatial( colf.s_raw, colf.f_raw, m, modpars )\n", + " e = 55\n", + " w = 12.3985/e\n", + " a0 = fpars[framepars-1]\n", + " for k,rf in enumerate(frm):\n", + " f = int(rf)\n", + " lo = np.searchsorted( colf.frame, f ) # assume data still sorted by frame\n", + " hi = np.searchsorted( colf.frame, f+1 )\n", + " # compute x,y,z laboratory\n", + " x,y,z = transform.compute_xyz_lab( (sc[lo:hi], fc[lo:hi]), \n", + " distance = fpars[k*5]*a0, # take out ds0 again\n", + " y_center = fpars[k*5+1],\n", + " z_center = fpars[k*5+2],\n", + " y_size=0.075, z_size=0.075,\n", + " tilt_y = fpars[k*5+3],\n", + " tilt_z = fpars[k*5+4],\n", + " tilt_x = 0,\n", + " o11=1,o12=0,o21=0,o22=-1 )\n", + " # radius:\n", + " r = np.sqrt(y*y + z*z)\n", + " # two theta:\n", + " tthrad = np.arctan2(r, x)\n", + " # wvln = 2*d*sin(th)\n", + " # 1/d = 2*sin(th)/wvln\n", + " # c.ds**2*ds0\n", + " ds = 2*np.sin( tthrad/2 ) / w\n", + " ycalc[lo:hi] = ds*ds*a0*a0\n", + " scor = np.mean((ycalc - colf.ihkl2)**2)\n", + " strain = (ycalc - colf.ihkl2)/colf.ihkl2 # approximately zero\n", + " return strain" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:16.817879Z", + "iopub.status.busy": "2026-09-08T14:35:16.817773Z", + "iopub.status.idle": "2026-09-08T14:35:17.500928Z", + "shell.execute_reply": "2026-09-08T14:35:17.500433Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "yc = calchkl2( allc, *pars )\n", + "pl.figure()\n", + "pl.hist(yc,bins=1024)\n", + "pl.semilogy()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:17.501980Z", + "iopub.status.busy": "2026-09-08T14:35:17.501868Z", + "iopub.status.idle": "2026-09-08T14:35:20.818355Z", + "shell.execute_reply": "2026-09-08T14:35:20.817820Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "avgi = allc.sum_intensity / allc.Number_of_pixels # average intensity in a peak \n", + "sigma = avgi/avgi.max() # relative weights\n", + "\n", + "fpars, matrx = scipy.optimize.curve_fit( calchkl2, # function to fit\n", + " allc, # 'x' argument to function \n", + " np.zeros(allc.nrows), # y_obs values (integer hkls) \n", + " pars, # parameters to be fitted\n", + " sigma = sigma )" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:20.820186Z", + "iopub.status.busy": "2026-09-08T14:35:20.820068Z", + "iopub.status.idle": "2026-09-08T14:35:20.942828Z", + "shell.execute_reply": "2026-09-08T14:35:20.942339Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correlation above 80%\n", + "3:tilt_z 2:tilt_z 0.9483965943790631\n", + "4:distance/a 1:distance/a 0.8423131479502672\n", + "a0 2:tilt_z -0.8607918307540181\n", + "a0 3:tilt_z -0.8599927522353498\n", + "M[8,1] 1:distance/a -0.8373155716222296\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#print(fpars, matrx)\n", + "pl.figure()\n", + "corr = matrx.copy()\n", + "ser = np.sqrt(np.diag(corr))\n", + "corr = corr / ser \n", + "corr = corr.T / ser\n", + "pl.imshow(corr, cmap='gist_ncar', vmin=-1)\n", + "pl.colorbar()\n", + "pl.title(\"correlation matrix\")\n", + "print(\"Correlation above 80%\")\n", + "for i in range(corr.shape[0]):\n", + " for j in range(i-1):\n", + " if abs(corr[i,j])>0.8:\n", + " print(pnames[i],pnames[j],corr[i,j])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:20.944275Z", + "iopub.status.busy": "2026-09-08T14:35:20.944159Z", + "iopub.status.idle": "2026-09-08T14:35:21.875307Z", + "shell.execute_reply": "2026-09-08T14:35:21.874849Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ycalc = calchkl2(allc, *fpars)\n", + "pl.figure()\n", + "pl.plot(allc.eta, ycalc*allc.ihkl2+allc.ihkl2, \",\")\n", + "pl.figure()\n", + "pl.plot(allc.eta, ycalc, \",\")\n", + "pl.figure()\n", + "pl.hist( ycalc, bins=1024)\n", + "pl.semilogy()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:21.876864Z", + "iopub.status.busy": "2026-09-08T14:35:21.876747Z", + "iopub.status.idle": "2026-09-08T14:35:21.896813Z", + "shell.execute_reply": "2026-09-08T14:35:21.896364Z" + } + }, + "outputs": [], + "source": [ + "allc.filter( abs(ycalc)<0.0003 )" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:21.898290Z", + "iopub.status.busy": "2026-09-08T14:35:21.898174Z", + "iopub.status.idle": "2026-09-08T14:35:22.266664Z", + "shell.execute_reply": "2026-09-08T14:35:22.266153Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ycalc = calchkl2(allc, *fpars)\n", + "pl.figure()\n", + "pl.plot(allc.Number_of_pixels,ycalc,'.', alpha=0.01)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:22.268102Z", + "iopub.status.busy": "2026-09-08T14:35:22.267983Z", + "iopub.status.idle": "2026-09-08T14:35:25.544383Z", + "shell.execute_reply": "2026-09-08T14:35:25.543862Z" + }, + "scrolled": true + }, + "outputs": [], + "source": [ + "# repeat fitting with cleaned data\n", + "p2 = [p for p in fpars] \n", + "fpars2, matrx2 = scipy.optimize.curve_fit( calchkl2, allc, np.zeros(allc.nrows), p2 )" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:25.546092Z", + "iopub.status.busy": "2026-09-08T14:35:25.545978Z", + "iopub.status.idle": "2026-09-08T14:35:25.547895Z", + "shell.execute_reply": "2026-09-08T14:35:25.547512Z" + } + }, + "outputs": [], + "source": [ + "p16 = mp15_16(fpars2[framepars:])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:25.548728Z", + "iopub.status.busy": "2026-09-08T14:35:25.548630Z", + "iopub.status.idle": "2026-09-08T14:35:25.553283Z", + "shell.execute_reply": "2026-09-08T14:35:25.552932Z" + } + }, + "outputs": [], + "source": [ + "np.savetxt(\"fitted_eiger_pars2.dat\",fpars2)\n", + "np.savetxt(\"fitted_eiger_framepars2.dat\",p16)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:25.554132Z", + "iopub.status.busy": "2026-09-08T14:35:25.554030Z", + "iopub.status.idle": "2026-09-08T14:35:25.561261Z", + "shell.execute_reply": "2026-09-08T14:35:25.560876Z" + } + }, + "outputs": [], + "source": [ + "# Write spatially corrected files\n", + "a0 = fpars2[framepars-1]\n", + "for i in range(1,5):\n", + " p = read_par_file(\"eigerSpatial/%d.par\"%(i))\n", + " k = i-1\n", + " p.parameters.update( {'distance' : fpars2[k*5]*a0,\n", + " 'y_center' : fpars2[k*5+1],\n", + " 'z_center' : fpars2[k*5+2],\n", + " 'tilt_y' : fpars2[k*5+3],\n", + " 'tilt_z' : fpars2[k*5+4] } )\n", + " p.saveparameters(\"eigerSpatial/%ds.par\"%(i))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:25.562181Z", + "iopub.status.busy": "2026-09-08T14:35:25.562078Z", + "iopub.status.idle": "2026-09-08T14:35:26.081085Z", + "shell.execute_reply": "2026-09-08T14:35:26.080636Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Verify and create conventional distortion files\n", + "s, f = np.mgrid[0:2162,0:2068]\n", + "m = np.zeros(s.shape, int)-1\n", + "# fs = 513\n", + "# ss = 512\n", + "# fo = [0,2,14,16]\n", + "# so = [0,38,2*38,38*3]\n", + "for i in range(4):\n", + " for j in range(4):\n", + " a = module(m,i,j)\n", + " a[:,:] = i*4+j\n", + "# Make an image of which module is this pixel\n", + "# fill gaps: ... yes, this could be more elegant\n", + "m[512:512+38//2,:]=m[511,:]\n", + "m[512+38//2:512+38,:]=m[512+39,:]\n", + "m[512*2+38:512*2+38+38//2,:]=m[512*2+38-1,:]\n", + "m[512*2+38+38//2:512*2+38*2,:]=m[512*2+2+38+1,:]\n", + "m[512*3+38*2:512*3+38*2+38//2,:]=m[512*3+38*2-1,:]\n", + "m[512*3+38*2+38//2:512*3+38*3,:]=m[512*3+3*38+1,:]\n", + "m[:,513]=m[:,512]\n", + "m[:,514]=m[:,515]\n", + "m[:,-514]=m[:,-513]\n", + "m[:,-515]=m[:,-516]\n", + "m[:,1027:1034]=m[:,1025][:,np.newaxis]\n", + "m[:,1034:1040]=m[:,1041][:,np.newaxis]\n", + "# verify we did not mess up the real pixels:\n", + "for i in range(4):\n", + " for j in range(4):\n", + " a = module(m,i,j)\n", + " assert((a[:,:] == i*4+j).all())\n", + "pl.figure()\n", + "pl.imshow(m)\n", + "pl.colorbar()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:26.082362Z", + "iopub.status.busy": "2026-09-08T14:35:26.082250Z", + "iopub.status.idle": "2026-09-08T14:35:26.222001Z", + "shell.execute_reply": "2026-09-08T14:35:26.221448Z" + } + }, + "outputs": [], + "source": [ + "# full image spatial:\n", + "sc,fc = do_spatial(s.ravel(),f.ravel(),m.ravel(), p16)\n", + "sc = np.reshape(sc, s.shape)\n", + "fc = np.reshape(fc, f.shape)\n", + "ds = sc - s # LUT\n", + "df = fc - f # \n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:26.223543Z", + "iopub.status.busy": "2026-09-08T14:35:26.223429Z", + "iopub.status.idle": "2026-09-08T14:35:26.347376Z", + "shell.execute_reply": "2026-09-08T14:35:26.346866Z" + } + }, + "outputs": [], + "source": [ + "fabio.edfimage.edfimage((fc-f).astype(np.float32)).write(\"e2dx.edf\")\n", + "fabio.edfimage.edfimage((sc-s).astype(np.float32)).write(\"e2dy.edf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:26.349034Z", + "iopub.status.busy": "2026-09-08T14:35:26.348920Z", + "iopub.status.idle": "2026-09-08T14:35:27.011711Z", + "shell.execute_reply": "2026-09-08T14:35:27.011176Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2162, 2068, 4, 3) [[0. 0.16209182 0.15504065]\n", + " [0. 0.16216682 0.15504071]\n", + " [0. 0.16216677 0.15511571]\n", + " [0. 0.16209178 0.15511565]]\n" + ] + } + ], + "source": [ + "# convert this spatial distortion in pyFAI format - original file came from J. Kieffer grid fit.\n", + "pyFAIspatial = \"/data/id11/nanoscope/Eiger/Eiger2CdTe_4M_ID11.h5\"\n", + "with h5py.File(pyFAIspatial,'r') as h:\n", + " x = h['entry_0000/pyFAI/Eiger2_CdTe_4M/pixel_corners'][:]\n", + " print(x.shape, x[-1,-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:27.013018Z", + "iopub.status.busy": "2026-09-08T14:35:27.012905Z", + "iopub.status.idle": "2026-09-08T14:35:27.039085Z", + "shell.execute_reply": "2026-09-08T14:35:27.038678Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.system('cp ' + pyFAIspatial + ' newspatial_pyFAI.h5' )" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:27.040281Z", + "iopub.status.busy": "2026-09-08T14:35:27.040175Z", + "iopub.status.idle": "2026-09-08T14:35:29.946940Z", + "shell.execute_reply": "2026-09-08T14:35:29.946338Z" + } + }, + "outputs": [], + "source": [ + "ps = 7.5e-5\n", + "# FIXED !!!! - the original fitpksEiger.ipynb used s+/-0.5, f+/-0.5 here (pixel centred\n", + "# on the raw index). Pixel corners use the 0-1 convention instead: pixel (raw index i)\n", + "# spans [i, i+1) in raw pixel units. This matches pyFAI's own edge/corner indexing -\n", + "# see calc_cartesian_positions's `d1c = d1 + 0.5`.\n", + "# not [i-0.5, i+0.5) as before. This matches pyFAI's own edge/corner indexing.\n", + "with h5py.File('newspatial_pyFAI.h5','r+') as h:\n", + " x = h['entry_0000/pyFAI/Eiger2_CdTe_4M/pixel_corners'][:]\n", + " sc,fc = do_spatial(s.ravel()+0,f.ravel()+0,m.ravel(), p16)\n", + " sc=np.reshape(sc,s.shape)\n", + " fc=np.reshape(fc,f.shape)\n", + " x[:,:,0,1] = sc*ps\n", + " x[:,:,0,2] = fc*ps\n", + "\n", + " sc,fc = do_spatial(s.ravel()+1,f.ravel()+0,m.ravel(), p16)\n", + " sc=np.reshape(sc,s.shape)\n", + " fc=np.reshape(fc,f.shape)\n", + " x[:,:,1,1] = sc*ps\n", + " x[:,:,1,2] = fc*ps\n", + "\n", + " sc,fc = do_spatial(s.ravel()+1,f.ravel()+1,m.ravel(), p16)\n", + " sc=np.reshape(sc,s.shape)\n", + " fc=np.reshape(fc,f.shape)\n", + " x[:,:,2,1] = sc*ps\n", + " x[:,:,2,2] = fc*ps\n", + "\n", + " sc,fc = do_spatial(s.ravel()+0,f.ravel()+1,m.ravel(), p16)\n", + " sc=np.reshape(sc,s.shape)\n", + " fc=np.reshape(fc,f.shape)\n", + " x[:,:,3,1] = sc*ps\n", + " x[:,:,3,2] = fc*ps\n", + " h['entry_0000/pyFAI/Eiger2_CdTe_4M/pixel_corners'][:]=x" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:29.948569Z", + "iopub.status.busy": "2026-09-08T14:35:29.948452Z", + "iopub.status.idle": "2026-09-08T14:35:30.536243Z", + "shell.execute_reply": "2026-09-08T14:35:30.535691Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n", + "\r", + " \r", + "Iteration = 0 Best = 294.722403 Worst = 801914.632115 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 294.722403 Worst = 252372.884368 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 294.722403 Worst = 74558.290219 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 294.722403 Worst = 15167.160830 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 294.722403 Worst = 2738.609371 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 294.722403 Worst = 352.099317 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 96.443264 Worst = 344.851913 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 51.628595 Worst = 325.218484 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 23.435553 Worst = 301.603788 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 23.435553 Worst = 295.260481 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 23.435553 Worst = 295.177956 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 23.435553 Worst = 294.722403 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 23.435553 Worst = 153.229541 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 23.435553 Worst = 96.443264 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 23.435553 Worst = 77.753482 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 23.435553 Worst = 51.793519 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 23.435553 Worst = 51.628595 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 23.435553 Worst = 46.923465 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 21.662404 Worst = 35.093870 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 20.839099 Worst = 34.988403 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 20.839099 Worst = 31.298183 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 19.284119 Worst = 29.705045 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 19.284119 Worst = 25.075172 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 18.684168 Worst = 24.702728 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 18.684168 Worst = 23.435553 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 18.150041 Worst = 21.662404 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 17.802216 Worst = 21.615477 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 17.802216 Worst = 20.839099 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 17.577067 Worst = 19.284119 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 17.517617 Worst = 18.724393 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 17.239580 Worst = 18.684168 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 17.176877 Worst = 18.150041 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 17.086863 Worst = 17.914467 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 17.086863 Worst = 17.802216 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 17.018325 Worst = 17.652723 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 17.018325 Worst = 17.577067 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 16.937239 Worst = 17.517617 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 16.937239 Worst = 17.239580 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 16.937239 Worst = 17.176877 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 16.916904 Worst = 17.086863 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 16.886407 Worst = 17.065143 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 16.886407 Worst = 17.045974 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 42 Best = 16.886407 Worst = 17.033749 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 43 Best = 16.886407 Worst = 17.018325 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 44 Best = 16.882669 Worst = 16.982520 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 45 Best = 16.882669 Worst = 16.937239 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 46 Best = 16.864989 Worst = 16.916904 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 47 Best = 16.862192 Worst = 16.900974 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 48 Best = 16.860652 Worst = 16.896432 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 49 Best = 16.859578 Worst = 16.887666 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 50 Best = 16.857992 Worst = 16.886407 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 51 Best = 16.854546 Worst = 16.882669 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 52 Best = 16.852465 Worst = 16.864989 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 53 Best = 16.845897 Worst = 16.862192 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 54 Best = 16.845897 Worst = 16.860652 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 55 Best = 16.845897 Worst = 16.859578 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 56 Best = 16.845897 Worst = 16.857992 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 57 Best = 16.840300 Worst = 16.854546 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 58 Best = 16.834743 Worst = 16.852465 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 59 Best = 16.834743 Worst = 16.850667 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 60 Best = 16.834743 Worst = 16.849696 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 61 Best = 16.828176 Worst = 16.847676 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 62 Best = 16.806318 Worst = 16.845897 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 63 Best = 16.806318 Worst = 16.843399 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 64 Best = 16.806318 Worst = 16.840300 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 65 Best = 16.796528 Worst = 16.840178 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 66 Best = 16.796528 Worst = 16.834743 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 67 Best = 16.780137 Worst = 16.828176 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 68 Best = 16.733128 Worst = 16.817645 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 69 Best = 16.733128 Worst = 16.812412 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 70 Best = 16.733128 Worst = 16.806318 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 71 Best = 16.698506 Worst = 16.798367 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 72 Best = 16.673990 Worst = 16.796528 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 73 Best = 16.598528 Worst = 16.780137 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 74 Best = 16.598528 Worst = 16.758903 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 75 Best = 16.524667 Worst = 16.738625 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 76 Best = 16.452323 Worst = 16.733128 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 77 Best = 16.452323 Worst = 16.698506 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 78 Best = 16.452323 Worst = 16.673990 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 79 Best = 16.251909 Worst = 16.624532 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 80 Best = 16.251909 Worst = 16.598528 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 81 Best = 16.251909 Worst = 16.524667 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 82 Best = 16.251909 Worst = 16.516838 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 83 Best = 16.250652 Worst = 16.458778 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 84 Best = 16.149312 Worst = 16.452323 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 85 Best = 16.149312 Worst = 16.436376 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 86 Best = 16.096799 Worst = 16.330854 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 87 Best = 16.057917 Worst = 16.290247 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 88 Best = 16.057917 Worst = 16.281349 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 89 Best = 16.057839 Worst = 16.251909 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 90 Best = 16.057839 Worst = 16.250652 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 91 Best = 16.057839 Worst = 16.149312 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 92 Best = 16.036388 Worst = 16.109575 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 93 Best = 16.036388 Worst = 16.096799 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 94 Best = 16.036388 Worst = 16.075168 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 95 Best = 16.022110 Worst = 16.070312 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 96 Best = 16.022110 Worst = 16.057917 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 97 Best = 16.012153 Worst = 16.057839 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 98 Best = 16.012153 Worst = 16.056256 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 99 Best = 16.010761 Worst = 16.050769 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 100 Best = 16.009535 Worst = 16.048293 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 101 Best = 16.009535 Worst = 16.036388 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 102 Best = 16.003697 Worst = 16.031836 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 103 Best = 16.001800 Worst = 16.030194 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 104 Best = 15.998248 Worst = 16.022110 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 105 Best = 15.983306 Worst = 16.012153 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 106 Best = 15.983306 Worst = 16.010761 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 107 Best = 15.983306 Worst = 16.009535 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 108 Best = 15.983306 Worst = 16.007582 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 109 Best = 15.983306 Worst = 16.003697 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 110 Best = 15.983306 Worst = 16.001800 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 111 Best = 15.983306 Worst = 15.999173 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 112 Best = 15.983306 Worst = 15.998248 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 113 Best = 15.983306 Worst = 15.996871 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 114 Best = 15.983075 Worst = 15.994427 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 115 Best = 15.974828 Worst = 15.993447 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 116 Best = 15.974828 Worst = 15.991089 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 117 Best = 15.974828 Worst = 15.989613 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 118 Best = 15.974828 Worst = 15.987454 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 119 Best = 15.974828 Worst = 15.983306 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 120 Best = 15.974828 Worst = 15.983075 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 121 Best = 15.974828 Worst = 15.983060 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 122 Best = 15.967787 Worst = 15.982675 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 123 Best = 15.967787 Worst = 15.980056 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 124 Best = 15.967787 Worst = 15.977318 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 125 Best = 15.955540 Worst = 15.976481 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 126 Best = 15.955540 Worst = 15.975775 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 127 Best = 15.955540 Worst = 15.975636 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 128 Best = 15.955540 Worst = 15.974828 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 129 Best = 15.955540 Worst = 15.971578 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 130 Best = 15.942686 Worst = 15.967787 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 131 Best = 15.939447 Worst = 15.964003 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 132 Best = 15.927799 Worst = 15.962902 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 133 Best = 15.927799 Worst = 15.959512 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 134 Best = 15.927686 Worst = 15.957894 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 135 Best = 15.892884 Worst = 15.955540 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 136 Best = 15.857002 Worst = 15.942686 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 137 Best = 15.857002 Worst = 15.939522 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 138 Best = 15.857002 Worst = 15.939447 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 139 Best = 15.857002 Worst = 15.927799 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 140 Best = 15.856313 Worst = 15.927686 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 141 Best = 15.757599 Worst = 15.892884 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 142 Best = 15.757599 Worst = 15.885402 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 143 Best = 15.757599 Worst = 15.877937 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 144 Best = 15.757599 Worst = 15.866403 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 145 Best = 15.757599 Worst = 15.857002 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 146 Best = 15.703723 Worst = 15.856313 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 147 Best = 15.589163 Worst = 15.798891 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 148 Best = 15.589163 Worst = 15.791869 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 149 Best = 15.589163 Worst = 15.780270 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 150 Best = 15.589163 Worst = 15.764571 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 151 Best = 15.546479 Worst = 15.757599 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 152 Best = 15.546479 Worst = 15.703723 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 153 Best = 15.464198 Worst = 15.674389 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 154 Best = 15.464198 Worst = 15.668751 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 155 Best = 15.365986 Worst = 15.623246 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 156 Best = 15.365986 Worst = 15.589163 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 157 Best = 15.365986 Worst = 15.559902 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 158 Best = 15.365986 Worst = 15.546479 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 159 Best = 15.365986 Worst = 15.483887 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 160 Best = 15.365986 Worst = 15.479964 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 161 Best = 15.365986 Worst = 15.464198 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 162 Best = 15.365986 Worst = 15.452236 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 163 Best = 15.365986 Worst = 15.438957 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 164 Best = 15.365986 Worst = 15.432367 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 165 Best = 15.365986 Worst = 15.407567 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 166 Best = 15.338420 Worst = 15.403658 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 167 Best = 15.319430 Worst = 15.388042 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 168 Best = 15.319430 Worst = 15.380633 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 169 Best = 15.319430 Worst = 15.372053 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 170 Best = 15.301721 Worst = 15.371511 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 171 Best = 15.301721 Worst = 15.365986 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 172 Best = 15.301721 Worst = 15.349584 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 173 Best = 15.301721 Worst = 15.347880 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 174 Best = 15.301721 Worst = 15.339199 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 175 Best = 15.301721 Worst = 15.338420 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 176 Best = 15.301721 Worst = 15.336240 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 177 Best = 15.299818 Worst = 15.332547 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 178 Best = 15.299818 Worst = 15.319430 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 179 Best = 15.297856 Worst = 15.315412 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 180 Best = 15.297856 Worst = 15.312584 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 181 Best = 15.286822 Worst = 15.312429 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 182 Best = 15.286822 Worst = 15.305607 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 183 Best = 15.286822 Worst = 15.301721 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 184 Best = 15.286822 Worst = 15.299818 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 185 Best = 15.286822 Worst = 15.298149 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 186 Best = 15.286822 Worst = 15.297856 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 187 Best = 15.286822 Worst = 15.296371 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 188 Best = 15.286822 Worst = 15.295515 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 189 Best = 15.276777 Worst = 15.292350 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 190 Best = 15.276777 Worst = 15.292348 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 191 Best = 15.276777 Worst = 15.289478 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 192 Best = 15.276777 Worst = 15.289176 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 193 Best = 15.276777 Worst = 15.287908 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 194 Best = 15.276777 Worst = 15.287464 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 195 Best = 15.276777 Worst = 15.286900 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 196 Best = 15.276777 Worst = 15.286843 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 197 Best = 15.276777 Worst = 15.286822 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 198 Best = 15.276777 Worst = 15.283214 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 199 Best = 15.276777 Worst = 15.282953 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 200 Best = 15.276777 Worst = 15.282811 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 201 Best = 15.274894 Worst = 15.282591 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 202 Best = 15.274894 Worst = 15.281833 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 203 Best = 15.274894 Worst = 15.279612 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 204 Best = 15.274894 Worst = 15.278921 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 205 Best = 15.274894 Worst = 15.277892 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 206 Best = 15.274894 Worst = 15.277222 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 207 Best = 15.274894 Worst = 15.277178 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 208 Best = 15.274894 Worst = 15.277073 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 209 Best = 15.274894 Worst = 15.276777 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 210 Best = 15.274894 Worst = 15.276473 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 211 Best = 15.274894 Worst = 15.276431 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 212 Best = 15.274786 Worst = 15.275410 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 213 Best = 15.274553 Worst = 15.275395 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 214 Best = 15.274553 Worst = 15.275287 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 215 Best = 15.274553 Worst = 15.275150 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 216 Best = 15.274318 Worst = 15.275032 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 217 Best = 15.274260 Worst = 15.274901 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 218 Best = 15.274260 Worst = 15.274894 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 219 Best = 15.274260 Worst = 15.274813 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 220 Best = 15.274260 Worst = 15.274786 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 221 Best = 15.274260 Worst = 15.274553 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 15.274084 Worst = 11438.947526 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 15.274084 Worst = 2938.163602 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 15.274084 Worst = 754.587498 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 15.274084 Worst = 201.201561 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 15.274084 Worst = 61.911756 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 15.274084 Worst = 26.973793 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 15.274084 Worst = 18.226435 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 15.274084 Worst = 16.038795 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 15.274084 Worst = 15.810735 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 15.274084 Worst = 15.790869 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 15.274084 Worst = 15.492191 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 15.274084 Worst = 15.429137 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 15.274084 Worst = 15.356253 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 15.274084 Worst = 15.318637 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 15.274084 Worst = 15.310252 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 15.274084 Worst = 15.291831 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 15.274084 Worst = 15.284867 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 15.274084 Worst = 15.282630 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 15.274084 Worst = 15.277539 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 15.274084 Worst = 15.277442 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 15.274084 Worst = 15.276894 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 15.274084 Worst = 15.276409 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 15.274084 Worst = 15.276221 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 15.274084 Worst = 15.275903 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 15.274084 Worst = 15.274454 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 15.273941 Worst = 15.274411 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 15.273941 Worst = 15.274331 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 15.273824 Worst = 15.274277 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 15.273824 Worst = 15.274260 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 15.273484 Worst = 15.274152 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 15.273484 Worst = 15.274131 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 15.273484 Worst = 15.274084 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 15.273484 Worst = 15.273941 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 15.273484 Worst = 15.273865 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 15.273484 Worst = 15.273824 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 15.273385 Worst = 15.273752 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 15.273384 Worst = 15.273744 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 15.273384 Worst = 15.273719 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 15.273384 Worst = 15.273585 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1127.4041266588506, 1058.7373595975837, 420.53593587054263, np.float64(-0.009250732418115568), np.float64(-0.005932307883494102), 0.22550379916253321]\n" + ] + } + ], + "source": [ + "t = transformer()\n", + "t.loadfiltered(\"eigerSpatial/1.flt\")\n", + "c = t.colfile\n", + "c.sc[:] = ds[np.round( c.s_raw[:].astype(int) ), np.round( c.f_raw[:].astype(int) ) ] + c.s_raw[:]\n", + "c.fc[:] = df[np.round( c.s_raw[:].astype(int) ), np.round( c.f_raw[:].astype(int) ) ] + c.f_raw[:]\n", + "t.loadfileparameters(\"eigerSpatial/1s.par\")\n", + "# Use the same precise CeO2 lattice parameter as pyFAI (variable a0, defined above) instead\n", + "# of the par file's rounded 'cell__a 5.411'. Otherwise the whole-pattern fit below (which\n", + "# refines 'wavelength' to match the *wrong* d-spacings) silently absorbs the ~120 ppm\n", + "# lattice-parameter error into the fitted wavelength, biasing every tth downstream.\n", + "for k in ('cell__a', 'cell__b', 'cell__c'):\n", + " t.parameterobj.parameters[k] = a0_ceo2\n", + "t.compute_tth_eta()\n", + "t.addcellpeaks()\n", + "t.parameterobj.varylist.append('wavelength')\n", + "t.fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:30.537624Z", + "iopub.status.busy": "2026-09-08T14:35:30.537506Z", + "iopub.status.idle": "2026-09-08T14:35:31.465082Z", + "shell.execute_reply": "2026-09-08T14:35:31.464536Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 44.813638 Worst = 3200967.084951 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 44.813638 Worst = 976360.355252 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 44.813638 Worst = 272538.136305 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 44.813638 Worst = 72626.062772 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 44.813638 Worst = 19025.159725 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 44.813638 Worst = 4563.350978 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 44.813638 Worst = 1114.584502 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 44.813638 Worst = 297.621553 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 44.813638 Worst = 114.521959 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 44.813638 Worst = 113.155225 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 44.813638 Worst = 107.939674 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 30.216342 Worst = 105.927260 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 27.571752 Worst = 98.097316 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 26.616618 Worst = 81.582540 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 26.616618 Worst = 76.714888 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 26.616618 Worst = 73.500350 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 26.616618 Worst = 44.813638 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 26.616618 Worst = 38.455961 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 26.616618 Worst = 36.488669 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 23.616391 Worst = 34.888799 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 20.603986 Worst = 33.662016 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 20.603986 Worst = 31.744471 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 20.603986 Worst = 30.216342 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 20.603986 Worst = 27.571752 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 20.603986 Worst = 26.616618 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 16.589564 Worst = 25.413392 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 16.589564 Worst = 23.658536 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 16.589564 Worst = 23.616391 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 16.589564 Worst = 22.899685 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 16.589564 Worst = 20.810724 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 16.589564 Worst = 20.603986 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 15.112756 Worst = 20.126780 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 15.112756 Worst = 19.707386 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 15.112756 Worst = 18.861483 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 15.112756 Worst = 18.215921 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 15.112756 Worst = 17.959853 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 13.301144 Worst = 16.860744 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 13.301144 Worst = 16.802429 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 13.301144 Worst = 16.589564 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 10.802932 Worst = 15.709395 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 10.802932 Worst = 15.364934 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 10.802932 Worst = 15.336390 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 42 Best = 10.802932 Worst = 15.188949 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 43 Best = 10.802932 Worst = 15.112756 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 44 Best = 10.802932 Worst = 14.735824 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 45 Best = 10.802932 Worst = 13.301144 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 46 Best = 7.992927 Worst = 12.343678 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 47 Best = 7.992927 Worst = 12.298260 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 48 Best = 7.992927 Worst = 11.828144 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 49 Best = 5.963338 Worst = 11.156820 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 50 Best = 5.963338 Worst = 10.820471 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 51 Best = 5.963338 Worst = 10.802932 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 52 Best = 2.824223 Worst = 9.945773 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 53 Best = 2.824223 Worst = 9.169192 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 54 Best = 2.824223 Worst = 8.261249 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 55 Best = 2.824223 Worst = 7.992927 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 56 Best = 2.824223 Worst = 6.767539 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 57 Best = 2.741790 Worst = 6.516849 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 58 Best = 2.741790 Worst = 5.963338 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 59 Best = 1.855987 Worst = 5.648399 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 60 Best = 1.800310 Worst = 4.218244 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 61 Best = 1.800310 Worst = 4.089259 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 62 Best = 1.800310 Worst = 3.263290 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 63 Best = 1.021063 Worst = 2.916625 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 64 Best = 1.021063 Worst = 2.824223 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 65 Best = 1.021063 Worst = 2.741790 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 66 Best = 1.021063 Worst = 2.016789 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 67 Best = 1.021063 Worst = 1.855987 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 68 Best = 1.021063 Worst = 1.800310 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 69 Best = 1.000368 Worst = 1.767303 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 70 Best = 1.000368 Worst = 1.532488 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 71 Best = 0.975830 Worst = 1.441014 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 72 Best = 0.937958 Worst = 1.374008 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 73 Best = 0.937958 Worst = 1.105735 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 74 Best = 0.835341 Worst = 1.050426 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 75 Best = 0.835341 Worst = 1.028131 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 76 Best = 0.802518 Worst = 1.021063 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 77 Best = 0.780506 Worst = 1.000368 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 78 Best = 0.780506 Worst = 0.975830 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 79 Best = 0.780506 Worst = 0.937958 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 80 Best = 0.765785 Worst = 0.933295 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 81 Best = 0.765785 Worst = 0.894501 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 82 Best = 0.765785 Worst = 0.835341 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 83 Best = 0.748106 Worst = 0.823568 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 84 Best = 0.739818 Worst = 0.809888 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 85 Best = 0.739818 Worst = 0.802518 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 86 Best = 0.739818 Worst = 0.793718 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 87 Best = 0.729723 Worst = 0.780506 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 88 Best = 0.729723 Worst = 0.777451 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 89 Best = 0.720575 Worst = 0.772578 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 90 Best = 0.720575 Worst = 0.765785 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 91 Best = 0.720575 Worst = 0.748106 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 92 Best = 0.720575 Worst = 0.745899 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 93 Best = 0.709944 Worst = 0.739818 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 94 Best = 0.709940 Worst = 0.730354 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 95 Best = 0.709940 Worst = 0.729723 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 96 Best = 0.695963 Worst = 0.726996 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 97 Best = 0.695963 Worst = 0.726362 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 98 Best = 0.695963 Worst = 0.720575 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 99 Best = 0.695963 Worst = 0.710557 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 100 Best = 0.695963 Worst = 0.709944 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 101 Best = 0.695963 Worst = 0.709940 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 102 Best = 0.690924 Worst = 0.707045 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 103 Best = 0.688830 Worst = 0.706948 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 104 Best = 0.688830 Worst = 0.705174 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 105 Best = 0.688830 Worst = 0.704754 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 106 Best = 0.688830 Worst = 0.704312 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 107 Best = 0.688830 Worst = 0.698035 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 108 Best = 0.688830 Worst = 0.695963 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 109 Best = 0.688830 Worst = 0.694844 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 110 Best = 0.687815 Worst = 0.692625 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 111 Best = 0.684606 Worst = 0.690924 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 112 Best = 0.684606 Worst = 0.690469 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 113 Best = 0.681351 Worst = 0.689476 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 114 Best = 0.681351 Worst = 0.689398 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 115 Best = 0.681351 Worst = 0.688830 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 116 Best = 0.681351 Worst = 0.687815 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 117 Best = 0.681351 Worst = 0.687596 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 118 Best = 0.681351 Worst = 0.684740 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 119 Best = 0.681351 Worst = 0.684606 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 120 Best = 0.681351 Worst = 0.684272 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 121 Best = 0.681351 Worst = 0.683744 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 122 Best = 0.680699 Worst = 0.683103 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 123 Best = 0.680699 Worst = 0.682492 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 124 Best = 0.680699 Worst = 0.682331 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 125 Best = 0.680699 Worst = 0.681937 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 126 Best = 0.680462 Worst = 0.681862 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 127 Best = 0.680402 Worst = 0.681351 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 128 Best = 0.680402 Worst = 0.681131 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 129 Best = 0.680340 Worst = 0.681123 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 130 Best = 0.680340 Worst = 0.680918 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 131 Best = 0.680301 Worst = 0.680748 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 132 Best = 0.680231 Worst = 0.680699 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 133 Best = 0.680231 Worst = 0.680462 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.680231 Worst = 46187.584521 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.680231 Worst = 11813.041603 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.680231 Worst = 2988.406566 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.680231 Worst = 752.301683 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.680231 Worst = 189.341900 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.680231 Worst = 48.037327 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.680231 Worst = 12.436618 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.680231 Worst = 3.626133 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.680231 Worst = 1.436058 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.680231 Worst = 1.190281 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.680231 Worst = 1.157529 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.680231 Worst = 0.894464 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.680231 Worst = 0.832779 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.680231 Worst = 0.785332 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.680231 Worst = 0.756916 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.680231 Worst = 0.737160 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.680231 Worst = 0.726157 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.680231 Worst = 0.722413 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.680231 Worst = 0.711481 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.680231 Worst = 0.706604 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.680231 Worst = 0.696773 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.680231 Worst = 0.691316 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.680231 Worst = 0.689606 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.680231 Worst = 0.686732 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.680231 Worst = 0.686383 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.680231 Worst = 0.683987 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.680231 Worst = 0.683389 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.680231 Worst = 0.683158 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.680231 Worst = 0.682991 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.680231 Worst = 0.682769 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.680231 Worst = 0.682380 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.680231 Worst = 0.681659 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.680231 Worst = 0.681628 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.680231 Worst = 0.681152 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.680231 Worst = 0.681137 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.680231 Worst = 0.681018 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.680231 Worst = 0.680777 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.680231 Worst = 0.680760 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.680231 Worst = 0.680629 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 0.680231 Worst = 0.680549 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 0.680231 Worst = 0.680510 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 0.680231 Worst = 0.680450 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1127.2612774956806, 1058.3757926465346, 420.5760581764607, np.float64(0.0010924893780714243), np.float64(-0.001559001521288593), 0.22543631597988445]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.564450 Worst = 3344555.656022 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.564450 Worst = 1017668.302290 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.564450 Worst = 282787.719371 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.564450 Worst = 74677.630181 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.564450 Worst = 19191.957324 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.564450 Worst = 4863.518378 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.564450 Worst = 1224.819389 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.564450 Worst = 309.206665 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.564450 Worst = 80.185217 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.564450 Worst = 51.077936 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.564450 Worst = 47.341195 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.564450 Worst = 23.230635 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.564450 Worst = 15.807943 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.564450 Worst = 11.708859 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.564450 Worst = 7.298534 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.564450 Worst = 5.444053 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.564450 Worst = 5.311621 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.564450 Worst = 4.819381 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.564450 Worst = 3.983603 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.564450 Worst = 3.416598 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.564450 Worst = 1.724498 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.564450 Worst = 1.551130 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.564450 Worst = 1.484230 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.564450 Worst = 1.423283 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.564450 Worst = 1.361838 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.564450 Worst = 1.248880 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.564450 Worst = 0.828087 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.564450 Worst = 0.794091 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.564450 Worst = 0.772004 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.564450 Worst = 0.768901 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.564450 Worst = 0.766249 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.564450 Worst = 0.748747 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.564450 Worst = 0.737868 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.564450 Worst = 0.664576 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.564450 Worst = 0.632110 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.554388 Worst = 0.629431 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.554388 Worst = 0.613010 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.554388 Worst = 0.610375 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.554388 Worst = 0.607103 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 0.554388 Worst = 0.605701 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 0.554388 Worst = 0.595038 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 0.554388 Worst = 0.590088 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 42 Best = 0.551276 Worst = 0.574849 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 43 Best = 0.550359 Worst = 0.568548 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 44 Best = 0.547665 Worst = 0.565589 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 45 Best = 0.547665 Worst = 0.564450 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 46 Best = 0.547665 Worst = 0.560752 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 47 Best = 0.545193 Worst = 0.554388 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 48 Best = 0.545193 Worst = 0.553848 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 49 Best = 0.544591 Worst = 0.552029 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 50 Best = 0.544591 Worst = 0.551276 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 51 Best = 0.544591 Worst = 0.550359 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 52 Best = 0.544591 Worst = 0.550128 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 53 Best = 0.544303 Worst = 0.548362 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 54 Best = 0.544303 Worst = 0.547665 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 55 Best = 0.543765 Worst = 0.547661 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 56 Best = 0.543717 Worst = 0.546822 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 57 Best = 0.543397 Worst = 0.545559 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 58 Best = 0.543125 Worst = 0.545193 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 59 Best = 0.543125 Worst = 0.544591 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 60 Best = 0.542755 Worst = 0.544303 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 61 Best = 0.542755 Worst = 0.543765 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 62 Best = 0.542755 Worst = 0.543717 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 63 Best = 0.542755 Worst = 0.543397 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 64 Best = 0.542738 Worst = 0.543373 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 65 Best = 0.542667 Worst = 0.543188 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 66 Best = 0.542642 Worst = 0.543125 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 67 Best = 0.542551 Worst = 0.542833 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.542551 Worst = 48353.835614 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.542551 Worst = 12362.831262 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.542551 Worst = 3125.478698 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.542551 Worst = 785.760516 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.542551 Worst = 197.178585 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.542551 Worst = 49.672275 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.542551 Worst = 12.799923 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.542551 Worst = 3.607121 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.542551 Worst = 1.324465 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.542551 Worst = 1.057280 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.542551 Worst = 1.002800 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.542551 Worst = 0.761937 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.542551 Worst = 0.689195 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.542551 Worst = 0.687313 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.542551 Worst = 0.611922 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.542551 Worst = 0.595806 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.542551 Worst = 0.583112 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.542551 Worst = 0.574365 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.542551 Worst = 0.573013 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.542551 Worst = 0.555905 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.542551 Worst = 0.553872 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.542551 Worst = 0.553034 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.542551 Worst = 0.550252 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.542551 Worst = 0.549297 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.542551 Worst = 0.545529 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.542551 Worst = 0.545386 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.542551 Worst = 0.545384 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.542551 Worst = 0.544673 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.542551 Worst = 0.544408 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.542551 Worst = 0.544204 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.542551 Worst = 0.543916 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.542551 Worst = 0.543742 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.542551 Worst = 0.543283 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.542551 Worst = 0.543168 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.542551 Worst = 0.542982 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.542551 Worst = 0.542973 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.542551 Worst = 0.542958 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.542551 Worst = 0.542930 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.542551 Worst = 0.542847 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1127.2468881233099, 1058.3602440793238, 420.57321056831177, np.float64(0.0012210743617667263), np.float64(-0.0014365809862786705), 0.22543625893203098]\n", + "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.542551 Worst = 3344350.363377 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.542551 Worst = 1017529.057940 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.542551 Worst = 282705.765663 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.542551 Worst = 74633.121959 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.542551 Worst = 19168.842619 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.542551 Worst = 4851.837776 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.542551 Worst = 1219.049668 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.542551 Worst = 306.442082 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.542551 Worst = 78.935786 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.542551 Worst = 51.721632 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.542551 Worst = 47.854768 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.542551 Worst = 22.741946 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.542551 Worst = 15.840953 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.542551 Worst = 14.968947 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.542551 Worst = 7.166460 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.542551 Worst = 5.776272 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.542551 Worst = 5.093432 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.542551 Worst = 4.044524 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.542551 Worst = 3.595219 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.542551 Worst = 1.780681 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.542551 Worst = 1.689001 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.542551 Worst = 1.581608 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.542551 Worst = 1.539812 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.542551 Worst = 1.328397 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.542551 Worst = 1.257798 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.542551 Worst = 0.843348 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.542551 Worst = 0.819182 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.542551 Worst = 0.813069 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.542551 Worst = 0.778705 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.542551 Worst = 0.743594 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.542551 Worst = 0.730924 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.542551 Worst = 0.673387 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.542551 Worst = 0.635630 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.542551 Worst = 0.618940 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.542551 Worst = 0.607494 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.542551 Worst = 0.606812 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.542551 Worst = 0.601704 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.542551 Worst = 0.589154 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.542551 Worst = 0.574249 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 0.542551 Worst = 0.564941 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 0.542551 Worst = 0.563274 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 0.542551 Worst = 0.557855 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 42 Best = 0.542551 Worst = 0.556230 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 43 Best = 0.542551 Worst = 0.552933 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 44 Best = 0.542551 Worst = 0.551687 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 45 Best = 0.542551 Worst = 0.550176 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 46 Best = 0.542551 Worst = 0.548579 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 47 Best = 0.542551 Worst = 0.547460 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 48 Best = 0.542551 Worst = 0.547435 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 49 Best = 0.542551 Worst = 0.547397 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 50 Best = 0.542551 Worst = 0.547223 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 51 Best = 0.542551 Worst = 0.546450 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 52 Best = 0.542551 Worst = 0.546335 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 53 Best = 0.542551 Worst = 0.545499 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 54 Best = 0.542551 Worst = 0.545238 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 55 Best = 0.542551 Worst = 0.544234 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 56 Best = 0.542551 Worst = 0.544190 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 57 Best = 0.542551 Worst = 0.543862 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 58 Best = 0.542551 Worst = 0.543779 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 59 Best = 0.542551 Worst = 0.543628 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 60 Best = 0.542551 Worst = 0.543522 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 61 Best = 0.542551 Worst = 0.543391 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 62 Best = 0.542551 Worst = 0.543360 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 63 Best = 0.542551 Worst = 0.543305 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 64 Best = 0.542242 Worst = 0.543039 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 65 Best = 0.542242 Worst = 0.542937 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 66 Best = 0.542242 Worst = 0.542859 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 67 Best = 0.542242 Worst = 0.542824 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 68 Best = 0.542242 Worst = 0.542809 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 69 Best = 0.542242 Worst = 0.542681 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 70 Best = 0.542192 Worst = 0.542605 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 71 Best = 0.542161 Worst = 0.542551 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 72 Best = 0.542161 Worst = 0.542512 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 73 Best = 0.542056 Worst = 0.542369 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 74 Best = 0.542046 Worst = 0.542356 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 75 Best = 0.542046 Worst = 0.542293 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.542046 Worst = 48355.163301 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.542046 Worst = 12364.040235 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.542046 Worst = 3126.225204 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.542046 Worst = 786.169986 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.542046 Worst = 197.392432 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.542046 Worst = 49.781452 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.542046 Worst = 12.855040 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.542046 Worst = 3.634775 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.542046 Worst = 1.338280 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.542046 Worst = 1.055721 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.542046 Worst = 1.004388 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.542046 Worst = 0.768804 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.542046 Worst = 0.691924 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.542046 Worst = 0.681613 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.542046 Worst = 0.613367 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.542046 Worst = 0.591942 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.542046 Worst = 0.586668 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.542046 Worst = 0.575325 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.542046 Worst = 0.570313 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.542046 Worst = 0.556431 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.542046 Worst = 0.552108 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.542046 Worst = 0.551851 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.542046 Worst = 0.549518 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.542046 Worst = 0.548957 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.542046 Worst = 0.548096 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.542046 Worst = 0.544852 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.542046 Worst = 0.544136 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.542046 Worst = 0.543768 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.542046 Worst = 0.543696 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.542046 Worst = 0.543605 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.542046 Worst = 0.543323 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.541948 Worst = 0.543284 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.541948 Worst = 0.542899 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.541948 Worst = 0.542461 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.541878 Worst = 0.542321 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.541878 Worst = 0.542106 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1127.2435312889684, 1058.3577047614922, 420.5772371692318, np.float64(0.001246250461673545), np.float64(-0.0014230563756474227), 0.22543399518511487]\n" + ] + } + ], + "source": [ + "t.fit_tolerance=0.005\n", + "for i in range(3):\n", + " t.addcellpeaks() \n", + " t.fit()\n", + " t.compute_tth_eta()\n", + "t.addcellpeaks() # wavelenght is fitted" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The whole-pattern fit above weights every associated peak equally in its least-squares\n", + "objective, so a modest population of badly-centroided/overlapping/spurious peaks within the\n", + "coarse `fit_tolerance` (0.025 deg) ring-association window can drag the geometry away from\n", + "the bulk of well-behaved peaks. Below we do a robust per-ring outlier rejection: for each\n", + "ring, keep only the peaks within 10x the per-ring median absolute deviation (MAD) in tth\n", + "of the ring's own mean, directly on the columnfile used for fitting, then refit on the\n", + "cleaned peak set.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:31.466584Z", + "iopub.status.busy": "2026-09-08T14:35:31.466467Z", + "iopub.status.idle": "2026-09-08T14:35:32.488261Z", + "shell.execute_reply": "2026-09-08T14:35:32.487703Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "keeping 51573 / 52646 peaks after per-ring 10xMAD outlier rejection (tth)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.305629 Worst = 3343146.110062 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.305629 Worst = 1017153.262298 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.305629 Worst = 282595.191199 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.305629 Worst = 74600.443714 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.305629 Worst = 19158.552067 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.305629 Worst = 4848.184913 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.305629 Worst = 1217.520640 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.305629 Worst = 305.668958 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.305629 Worst = 78.463187 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.305629 Worst = 51.364164 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.305629 Worst = 47.752630 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.305629 Worst = 22.400135 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.305629 Worst = 15.706607 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.305629 Worst = 14.842945 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.305629 Worst = 6.850978 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.305629 Worst = 5.505097 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.305629 Worst = 4.935925 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.305629 Worst = 3.864333 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.305629 Worst = 3.420026 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.305629 Worst = 1.522046 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.305629 Worst = 1.451113 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.305629 Worst = 1.372193 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.305629 Worst = 1.278777 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.305629 Worst = 1.120490 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.305629 Worst = 1.050989 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.305629 Worst = 0.622878 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.305629 Worst = 0.580047 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.305629 Worst = 0.576481 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.305629 Worst = 0.540125 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.305629 Worst = 0.536241 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.305629 Worst = 0.483005 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.305629 Worst = 0.463331 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.305629 Worst = 0.420161 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.305629 Worst = 0.387469 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.305629 Worst = 0.361073 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.305629 Worst = 0.353413 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.305629 Worst = 0.351650 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.305629 Worst = 0.345687 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.305629 Worst = 0.340008 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 0.305629 Worst = 0.339308 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 0.305629 Worst = 0.330674 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 0.305629 Worst = 0.329462 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 42 Best = 0.305629 Worst = 0.325568 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 43 Best = 0.305629 Worst = 0.317799 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 44 Best = 0.305629 Worst = 0.316988 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 45 Best = 0.305629 Worst = 0.314943 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 46 Best = 0.305629 Worst = 0.312727 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 47 Best = 0.305629 Worst = 0.311342 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 48 Best = 0.305629 Worst = 0.311115 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 49 Best = 0.305629 Worst = 0.311094 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 50 Best = 0.305629 Worst = 0.309532 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 51 Best = 0.305629 Worst = 0.308129 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 52 Best = 0.305629 Worst = 0.307520 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 53 Best = 0.305629 Worst = 0.307367 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 54 Best = 0.305629 Worst = 0.307284 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 55 Best = 0.305629 Worst = 0.306905 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 56 Best = 0.305629 Worst = 0.306863 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 57 Best = 0.305629 Worst = 0.306726 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 58 Best = 0.305629 Worst = 0.306209 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 59 Best = 0.305629 Worst = 0.306161 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 60 Best = 0.305629 Worst = 0.306150 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 61 Best = 0.305629 Worst = 0.306148 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 62 Best = 0.305629 Worst = 0.306050 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 63 Best = 0.305629 Worst = 0.306044 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 64 Best = 0.305475 Worst = 0.305790 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.305475 Worst = 48339.032618 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.305475 Worst = 12359.475009 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.305475 Worst = 3124.757225 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.305475 Worst = 785.553979 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.305475 Worst = 197.024997 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.305475 Worst = 49.493538 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.305475 Worst = 12.595643 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.305475 Worst = 3.386819 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.305475 Worst = 1.095339 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.305475 Worst = 0.813299 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.305475 Worst = 0.763158 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.305475 Worst = 0.528195 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.305475 Worst = 0.456192 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.305475 Worst = 0.449388 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.305475 Worst = 0.377955 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.305475 Worst = 0.355738 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.305475 Worst = 0.349242 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.305475 Worst = 0.339570 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.305475 Worst = 0.336070 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.305475 Worst = 0.320690 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.305475 Worst = 0.316703 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.305475 Worst = 0.315985 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.305475 Worst = 0.313400 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.305475 Worst = 0.313197 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.305475 Worst = 0.312979 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.305475 Worst = 0.308357 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.305475 Worst = 0.308059 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.305475 Worst = 0.307793 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.305475 Worst = 0.307739 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.305475 Worst = 0.307565 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.305475 Worst = 0.307496 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.305475 Worst = 0.306463 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.305475 Worst = 0.306284 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.305475 Worst = 0.306190 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.305475 Worst = 0.306046 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.305475 Worst = 0.305993 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.305475 Worst = 0.305887 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.305438 Worst = 0.305875 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.305438 Worst = 0.305617 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1127.2472533320501, 1058.3600058996444, 420.57735808306904, np.float64(0.0012371644552119183), np.float64(-0.0014317937137268055), 0.22543423964572534]\n", + "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.305438 Worst = 3343187.894341 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.305438 Worst = 1017177.319835 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.305438 Worst = 282608.239433 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.305438 Worst = 74607.278430 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.305438 Worst = 19162.074049 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.305438 Worst = 4849.994843 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.305438 Worst = 1218.460056 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.305438 Worst = 306.169421 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.305438 Worst = 78.743239 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.305438 Worst = 51.582470 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.305438 Worst = 47.821795 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.305438 Worst = 22.569748 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.305438 Worst = 15.673681 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.305438 Worst = 14.690014 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.305438 Worst = 6.867033 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.305438 Worst = 5.553471 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.305438 Worst = 4.943852 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.305438 Worst = 3.842007 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.305438 Worst = 3.348566 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.305438 Worst = 1.527816 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.305438 Worst = 1.469439 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.305438 Worst = 1.352531 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.305438 Worst = 1.260103 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.305438 Worst = 1.104689 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.305438 Worst = 1.015241 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.305438 Worst = 0.608279 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.305438 Worst = 0.582580 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.305438 Worst = 0.562707 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.305438 Worst = 0.536966 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.305438 Worst = 0.531345 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.305438 Worst = 0.493701 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.305438 Worst = 0.479986 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.305438 Worst = 0.464242 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.305438 Worst = 0.433001 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.305438 Worst = 0.380766 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.305438 Worst = 0.361853 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.305438 Worst = 0.353799 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.305438 Worst = 0.353782 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.305438 Worst = 0.353381 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 0.305438 Worst = 0.338428 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 0.305438 Worst = 0.336635 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 0.305438 Worst = 0.328401 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 42 Best = 0.305438 Worst = 0.327797 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 43 Best = 0.305438 Worst = 0.327730 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 44 Best = 0.305438 Worst = 0.320755 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 45 Best = 0.305438 Worst = 0.318279 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 46 Best = 0.305438 Worst = 0.313278 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 47 Best = 0.305438 Worst = 0.312048 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 48 Best = 0.305438 Worst = 0.311382 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 49 Best = 0.305438 Worst = 0.311299 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 50 Best = 0.305438 Worst = 0.310777 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 51 Best = 0.305438 Worst = 0.310450 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 52 Best = 0.305438 Worst = 0.308815 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 53 Best = 0.305438 Worst = 0.307735 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 54 Best = 0.305438 Worst = 0.307512 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 55 Best = 0.305438 Worst = 0.307129 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 56 Best = 0.305438 Worst = 0.306993 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 57 Best = 0.305438 Worst = 0.306619 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 58 Best = 0.305438 Worst = 0.306489 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 59 Best = 0.305438 Worst = 0.306454 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 60 Best = 0.305438 Worst = 0.306414 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 61 Best = 0.305438 Worst = 0.306352 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 62 Best = 0.305438 Worst = 0.306286 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 63 Best = 0.305438 Worst = 0.306242 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 64 Best = 0.305438 Worst = 0.306064 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 65 Best = 0.305438 Worst = 0.305920 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 66 Best = 0.305438 Worst = 0.305898 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 67 Best = 0.305438 Worst = 0.305871 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 68 Best = 0.305438 Worst = 0.305852 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 69 Best = 0.305305 Worst = 0.305815 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 70 Best = 0.305305 Worst = 0.305712 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 71 Best = 0.305305 Worst = 0.305687 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 72 Best = 0.305065 Worst = 0.305550 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 73 Best = 0.305065 Worst = 0.305537 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 74 Best = 0.305065 Worst = 0.305537 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 75 Best = 0.304970 Worst = 0.305457 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 76 Best = 0.304922 Worst = 0.305438 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 77 Best = 0.304501 Worst = 0.305423 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 78 Best = 0.304501 Worst = 0.305305 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 79 Best = 0.304501 Worst = 0.305254 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 80 Best = 0.303670 Worst = 0.305065 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 81 Best = 0.303670 Worst = 0.304970 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 82 Best = 0.303670 Worst = 0.304922 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 83 Best = 0.302908 Worst = 0.304659 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 84 Best = 0.302908 Worst = 0.304562 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 85 Best = 0.302908 Worst = 0.304513 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 86 Best = 0.302908 Worst = 0.304501 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 87 Best = 0.302216 Worst = 0.304060 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 88 Best = 0.301552 Worst = 0.303949 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 89 Best = 0.300719 Worst = 0.303670 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 90 Best = 0.299450 Worst = 0.303148 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 91 Best = 0.297474 Worst = 0.303121 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 92 Best = 0.297474 Worst = 0.302908 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 93 Best = 0.294055 Worst = 0.302216 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 94 Best = 0.294055 Worst = 0.301552 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 95 Best = 0.294055 Worst = 0.300719 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 96 Best = 0.290726 Worst = 0.299450 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 97 Best = 0.285854 Worst = 0.297983 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 98 Best = 0.285854 Worst = 0.297474 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 99 Best = 0.285854 Worst = 0.295562 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 100 Best = 0.285854 Worst = 0.295087 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 101 Best = 0.276629 Worst = 0.294055 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 102 Best = 0.276629 Worst = 0.290726 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 103 Best = 0.276629 Worst = 0.286747 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 104 Best = 0.276629 Worst = 0.286200 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 105 Best = 0.274939 Worst = 0.286070 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 106 Best = 0.272875 Worst = 0.285854 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 107 Best = 0.266607 Worst = 0.278328 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 108 Best = 0.266607 Worst = 0.277350 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 109 Best = 0.266607 Worst = 0.277145 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 110 Best = 0.266607 Worst = 0.276629 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 111 Best = 0.266607 Worst = 0.274939 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 112 Best = 0.266607 Worst = 0.272875 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 113 Best = 0.264723 Worst = 0.272180 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 114 Best = 0.261305 Worst = 0.271276 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 115 Best = 0.261305 Worst = 0.269461 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 116 Best = 0.261305 Worst = 0.269372 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 117 Best = 0.261305 Worst = 0.268294 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 118 Best = 0.257559 Worst = 0.267625 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 119 Best = 0.257559 Worst = 0.266607 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 120 Best = 0.257265 Worst = 0.265398 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 121 Best = 0.255654 Worst = 0.264723 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 122 Best = 0.255654 Worst = 0.264160 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 123 Best = 0.255654 Worst = 0.262768 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 124 Best = 0.255654 Worst = 0.261896 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 125 Best = 0.255654 Worst = 0.261558 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 126 Best = 0.252938 Worst = 0.261305 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 127 Best = 0.251847 Worst = 0.260967 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 128 Best = 0.251847 Worst = 0.257705 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 129 Best = 0.251847 Worst = 0.257559 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 130 Best = 0.251847 Worst = 0.257265 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 131 Best = 0.250306 Worst = 0.256482 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 132 Best = 0.250306 Worst = 0.255654 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 133 Best = 0.250306 Worst = 0.255521 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 134 Best = 0.248847 Worst = 0.252938 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 135 Best = 0.247510 Worst = 0.252505 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 136 Best = 0.247510 Worst = 0.251847 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 137 Best = 0.246854 Worst = 0.251556 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 138 Best = 0.239969 Worst = 0.250568 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 139 Best = 0.239969 Worst = 0.250306 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 140 Best = 0.239969 Worst = 0.250166 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 141 Best = 0.239969 Worst = 0.248847 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 142 Best = 0.238496 Worst = 0.247510 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 143 Best = 0.230260 Worst = 0.246854 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 144 Best = 0.230260 Worst = 0.246784 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 145 Best = 0.230260 Worst = 0.244771 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 146 Best = 0.220702 Worst = 0.244376 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 147 Best = 0.220702 Worst = 0.239969 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 148 Best = 0.217773 Worst = 0.238496 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 149 Best = 0.208068 Worst = 0.235946 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 150 Best = 0.206672 Worst = 0.231589 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 151 Best = 0.203097 Worst = 0.230260 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 152 Best = 0.197667 Worst = 0.228677 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 153 Best = 0.189159 Worst = 0.220702 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 154 Best = 0.187626 Worst = 0.217773 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 155 Best = 0.187626 Worst = 0.208068 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 156 Best = 0.187626 Worst = 0.206672 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 157 Best = 0.187626 Worst = 0.204999 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 158 Best = 0.187626 Worst = 0.203097 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 159 Best = 0.182633 Worst = 0.197667 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 160 Best = 0.182633 Worst = 0.196993 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 161 Best = 0.182633 Worst = 0.194999 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 162 Best = 0.182633 Worst = 0.192848 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 163 Best = 0.180292 Worst = 0.190154 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 164 Best = 0.180292 Worst = 0.189159 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 165 Best = 0.180292 Worst = 0.187626 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 166 Best = 0.180292 Worst = 0.187152 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 167 Best = 0.180292 Worst = 0.186798 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 168 Best = 0.176403 Worst = 0.186136 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 169 Best = 0.176403 Worst = 0.186050 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 170 Best = 0.176403 Worst = 0.183287 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 171 Best = 0.176403 Worst = 0.182633 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 172 Best = 0.176403 Worst = 0.182498 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 173 Best = 0.176403 Worst = 0.181708 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 174 Best = 0.174818 Worst = 0.180292 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 175 Best = 0.174818 Worst = 0.180076 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 176 Best = 0.174505 Worst = 0.179614 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 177 Best = 0.174505 Worst = 0.178690 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 178 Best = 0.174505 Worst = 0.178593 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 179 Best = 0.174505 Worst = 0.178408 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 180 Best = 0.173948 Worst = 0.178050 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 181 Best = 0.173948 Worst = 0.176403 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 182 Best = 0.173948 Worst = 0.175832 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 183 Best = 0.172978 Worst = 0.175217 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 184 Best = 0.172978 Worst = 0.174946 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 185 Best = 0.172978 Worst = 0.174818 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 186 Best = 0.172978 Worst = 0.174762 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 187 Best = 0.172978 Worst = 0.174622 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 188 Best = 0.172978 Worst = 0.174505 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 189 Best = 0.172978 Worst = 0.174302 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 190 Best = 0.172978 Worst = 0.174004 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 191 Best = 0.172978 Worst = 0.173948 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 192 Best = 0.172116 Worst = 0.173804 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 193 Best = 0.172116 Worst = 0.173635 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 194 Best = 0.172116 Worst = 0.173277 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 195 Best = 0.172116 Worst = 0.173220 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 196 Best = 0.172116 Worst = 0.173180 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 197 Best = 0.172116 Worst = 0.172978 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 198 Best = 0.172116 Worst = 0.172934 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 199 Best = 0.172116 Worst = 0.172721 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 200 Best = 0.172116 Worst = 0.172534 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 201 Best = 0.172116 Worst = 0.172501 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 202 Best = 0.172116 Worst = 0.172453 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 203 Best = 0.172116 Worst = 0.172398 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.172116 Worst = 47629.933223 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.172116 Worst = 12176.545621 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.172116 Worst = 3078.007985 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.172116 Worst = 773.551210 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.172116 Worst = 193.849621 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.172116 Worst = 48.568653 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.172116 Worst = 12.251827 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.172116 Worst = 3.197069 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.172116 Worst = 0.948453 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.172116 Worst = 0.701310 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.172116 Worst = 0.635567 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.172116 Worst = 0.394191 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.172116 Worst = 0.313825 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.172116 Worst = 0.310230 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.172116 Worst = 0.239920 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.172116 Worst = 0.229675 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.172116 Worst = 0.215250 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.172116 Worst = 0.201980 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.172116 Worst = 0.200293 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.172116 Worst = 0.185742 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.172116 Worst = 0.185284 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.172116 Worst = 0.181889 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.172116 Worst = 0.180301 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.172116 Worst = 0.178274 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.172116 Worst = 0.177576 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.172116 Worst = 0.175831 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.172116 Worst = 0.174429 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.172116 Worst = 0.174058 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.172116 Worst = 0.173957 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.172116 Worst = 0.173816 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.172116 Worst = 0.173714 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.172116 Worst = 0.173266 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.172116 Worst = 0.172814 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.172084 Worst = 0.172530 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.171980 Worst = 0.172405 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.171980 Worst = 0.172397 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.171980 Worst = 0.172378 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.171980 Worst = 0.172374 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.171980 Worst = 0.172290 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 0.171957 Worst = 0.172222 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1127.2595429789947, 1058.3697758446674, 422.2009568047217, np.float64(0.001157530760357441), np.float64(-0.0015533079290219235), 0.22458924375171296]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.171957 Worst = 3298195.302192 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.171957 Worst = 1002870.027183 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.171957 Worst = 278530.777935 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.171957 Worst = 73514.514323 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.171957 Worst = 18878.269900 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.171957 Worst = 4777.217523 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.171957 Worst = 1199.732097 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.171957 Worst = 301.193876 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.171957 Worst = 77.273838 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.171957 Worst = 50.936588 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.171957 Worst = 47.233830 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.171957 Worst = 22.004325 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.171957 Worst = 15.409311 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.171957 Worst = 14.464853 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.171957 Worst = 6.677092 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.171957 Worst = 5.313592 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.171957 Worst = 4.698705 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.171957 Worst = 3.676985 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.171957 Worst = 3.215962 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.171957 Worst = 1.379710 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.171957 Worst = 1.299702 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.171957 Worst = 1.217293 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.171957 Worst = 1.140460 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.171957 Worst = 0.966441 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.171957 Worst = 0.892481 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.171957 Worst = 0.478422 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.171957 Worst = 0.439707 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.171957 Worst = 0.438754 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.171957 Worst = 0.399699 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.171957 Worst = 0.360514 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.171957 Worst = 0.350190 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.171957 Worst = 0.291395 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.171957 Worst = 0.258919 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.171957 Worst = 0.249382 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.171957 Worst = 0.230640 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.171957 Worst = 0.228288 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.171957 Worst = 0.224028 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.171957 Worst = 0.220612 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 38 Best = 0.171957 Worst = 0.212648 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 39 Best = 0.171957 Worst = 0.201929 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 40 Best = 0.171957 Worst = 0.190739 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 41 Best = 0.171957 Worst = 0.190395 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 42 Best = 0.171957 Worst = 0.188982 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 43 Best = 0.171957 Worst = 0.188268 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 44 Best = 0.171957 Worst = 0.180832 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 45 Best = 0.171957 Worst = 0.179847 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 46 Best = 0.171957 Worst = 0.178361 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 47 Best = 0.171957 Worst = 0.177907 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 48 Best = 0.171957 Worst = 0.177304 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 49 Best = 0.171957 Worst = 0.176970 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 50 Best = 0.171957 Worst = 0.176400 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 51 Best = 0.171957 Worst = 0.175520 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 52 Best = 0.171957 Worst = 0.174757 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 53 Best = 0.171957 Worst = 0.174710 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 54 Best = 0.171957 Worst = 0.174605 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 55 Best = 0.171957 Worst = 0.174077 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 56 Best = 0.171957 Worst = 0.173592 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 57 Best = 0.171957 Worst = 0.173330 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 58 Best = 0.171957 Worst = 0.172994 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 59 Best = 0.171957 Worst = 0.172684 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 60 Best = 0.171957 Worst = 0.172620 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 61 Best = 0.171957 Worst = 0.172523 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 62 Best = 0.171957 Worst = 0.172463 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 63 Best = 0.171957 Worst = 0.172304 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 64 Best = 0.171957 Worst = 0.172184 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 0 Best = 0.171957 Worst = 47626.563795 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 1 Best = 0.171957 Worst = 12174.761968 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 2 Best = 0.171957 Worst = 3077.088881 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 3 Best = 0.171957 Worst = 773.083096 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 4 Best = 0.171957 Worst = 193.611785 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 5 Best = 0.171957 Worst = 48.447163 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 6 Best = 0.171957 Worst = 12.188815 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 7 Best = 0.171957 Worst = 3.163373 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 8 Best = 0.171957 Worst = 0.929433 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 9 Best = 0.171957 Worst = 0.677052 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 10 Best = 0.171957 Worst = 0.639950 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 11 Best = 0.171957 Worst = 0.382514 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 12 Best = 0.171957 Worst = 0.322605 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 13 Best = 0.171957 Worst = 0.321320 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 14 Best = 0.171957 Worst = 0.235479 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 15 Best = 0.171957 Worst = 0.222973 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 16 Best = 0.171957 Worst = 0.216889 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 17 Best = 0.171957 Worst = 0.206415 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 18 Best = 0.171957 Worst = 0.205329 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 19 Best = 0.171957 Worst = 0.183343 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 20 Best = 0.171957 Worst = 0.183069 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 21 Best = 0.171957 Worst = 0.182023 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 22 Best = 0.171957 Worst = 0.180513 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 23 Best = 0.171957 Worst = 0.179753 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 24 Best = 0.171957 Worst = 0.176785 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 25 Best = 0.171957 Worst = 0.175480 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 26 Best = 0.171957 Worst = 0.174915 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 27 Best = 0.171957 Worst = 0.174621 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 28 Best = 0.171957 Worst = 0.173496 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 29 Best = 0.171957 Worst = 0.173072 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 30 Best = 0.171957 Worst = 0.172960 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 31 Best = 0.171957 Worst = 0.172806 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 32 Best = 0.171957 Worst = 0.172789 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 33 Best = 0.171957 Worst = 0.172404 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 34 Best = 0.171957 Worst = 0.172339 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 35 Best = 0.171957 Worst = 0.172238 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 36 Best = 0.171957 Worst = 0.172219 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + " \r", + "Iteration = 37 Best = 0.171957 Worst = 0.172214 " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1127.2595429789947, 1058.3697758446674, 422.2009568047217, np.float64(0.001157530760357441), np.float64(-0.0015533079290219235), 0.22458924375171296]\n" + ] + } + ], + "source": [ + "# Robust per-ring outlier rejection (ring mean + 10x median-abs-deviation in tth), then refit on the cleaned peaks\n", + "tth0 = c.tth\n", + "good = np.zeros(c.nrows, bool)\n", + "for ring_tth in t.theorytth:\n", + " sel = np.abs(tth0 - ring_tth) < 0.005\n", + " if sel.sum() == 0:\n", + " continue\n", + " rc = tth0[sel].mean()\n", + " mad = np.median(np.abs(tth0[sel] - rc))\n", + " msel = np.abs(tth0 - rc) < mad * 10\n", + " good |= (sel & msel)\n", + "print(\"keeping %d / %d peaks after per-ring 10xMAD outlier rejection (tth)\" % (good.sum(), c.nrows))\n", + "c.filter(good)\n", + "\n", + "t.compute_tth_eta()\n", + "for i in range(3):\n", + " t.addcellpeaks()\n", + " t.fit()\n", + " t.compute_tth_eta()\n", + "t.addcellpeaks() # wavelength is fitted" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:32.489732Z", + "iopub.status.busy": "2026-09-08T14:35:32.489613Z", + "iopub.status.idle": "2026-09-08T14:35:32.553363Z", + "shell.execute_reply": "2026-09-08T14:35:32.552892Z" + } + }, + "outputs": [], + "source": [ + "%matplotlib ipympl" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:32.555150Z", + "iopub.status.busy": "2026-09-08T14:35:32.555039Z", + "iopub.status.idle": "2026-09-08T14:35:32.598967Z", + "shell.execute_reply": "2026-09-08T14:35:32.598556Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7431471b29cf447d8644da3f755d433f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pl.figure()\n", + "pl.plot(t.colfile.tth,t.colfile.eta,\",\")\n", + "pl.plot(t.theorytth,np.zeros(len(t.theorytth)),\"|\",ms=180,alpha=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:32.600288Z", + "iopub.status.busy": "2026-09-08T14:35:32.600156Z", + "iopub.status.idle": "2026-09-08T14:35:32.602642Z", + "shell.execute_reply": "2026-09-08T14:35:32.602284Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "55.20522618486014" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "12.3985/t.parameterobj.parameters['wavelength']" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:32.603737Z", + "iopub.status.busy": "2026-09-08T14:35:32.603634Z", + "iopub.status.idle": "2026-09-08T14:35:32.908107Z", + "shell.execute_reply": "2026-09-08T14:35:32.907624Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6d851b63af4b4d6f84d01bb595a025de", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4724b5b4186c4a2f95ff52abca631c2f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "h,b = np.histogram(c.tth,weights=c.sum_intensity,bins=np.arange(0,c.tth.max(),0.0001))\n", + "pl.figure()\n", + "pl.plot(b[1:],h,'+-')\n", + "f,a=pl.subplots(1,8,figsize=(12,4))\n", + "for i,tth in enumerate(t.theorytth[:8]):\n", + " lo = np.searchsorted(b,tth-0.002)\n", + " hi = np.searchsorted(b,tth+0.002)\n", + " a[i].plot( b[lo:hi], h[lo:hi], \"+-\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:32.909864Z", + "iopub.status.busy": "2026-09-08T14:35:32.909747Z", + "iopub.status.idle": "2026-09-08T14:35:32.911871Z", + "shell.execute_reply": "2026-09-08T14:35:32.911515Z" + } + }, + "outputs": [], + "source": [ + "c.parameters = t.parameterobj" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:32.912854Z", + "iopub.status.busy": "2026-09-08T14:35:32.912752Z", + "iopub.status.idle": "2026-09-08T14:35:32.916009Z", + "shell.execute_reply": "2026-09-08T14:35:32.915667Z" + } + }, + "outputs": [], + "source": [ + "c.updateGeometry()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:32.917092Z", + "iopub.status.busy": "2026-09-08T14:35:32.916989Z", + "iopub.status.idle": "2026-09-08T14:35:33.804063Z", + "shell.execute_reply": "2026-09-08T14:35:33.803577Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b52fe57966b44663b74cc5c636245b49", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ffda6e4cedef4fd295dce72b5b12b959", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "84482b57d7cd496092335c061656b33b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQAAooxJREFUeJztnXd8FkX+xz/pvVBCKAEpkWY8RGwI6qGAgHeKGhVQI4qdUznPgtxP0bsTG55Y7jxFxI7nYeNULKinYhKKioCEQEKHmIQAeZJAGpnfH8kuu/tsfXryfN6vFy/NPrOzM7OzM5/5zsx3IoQQAoQQQgghJGyIDHYCCCGEEEJIYKEAJIQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMCM62AkghPiGWbNmYePGjfj973+PO+64wzTs/v37MWXKFMPfe/XqhVdffVX++y9/+Qu+/fZbt3BpaWl49913PY4XAA4ePIjnnnsOP/zwA6Kjo3HuuefihhtuQExMjCpcS0sLPv30U3z22WfYvn07unTpgtNPPx15eXlITEz0Kg27du3Cf/7zH3z55ZdobGzE559/jshI/fHxunXr8Nprr2H79u2IjY3FoEGDcOONNyIrK8strN28AcDatWvxyiuvYPv27UhPT8cFF1yAqVOnIiIiQhWutrYW//73v7Fq1SqUl5fjuOOOw8UXX4wxY8a4xenP96bESd1zEpYQ4j8oAAnpALz22mt4/vnn0djYiOzsbMvwKSkpmD17ttv1wsJC3H///bjyyitV19evX4+NGzfijTfeUF2PjY31Kt69e/fizDPPRPfu3XHXXXehtrYWDz30EP7973/j888/R1xcnBx24sSJSE9PxznnnIOxY8di69at+Otf/4pHHnkE33//vSzAnKZhzpw5eOutt3DppZfC5XLh+++/R0tLi64AfPrppzFr1ixMnToVV199Nerr6/HPf/4Tjz/+OD7++GOcd955HuXtpZdewk033YSpU6fiuuuuw44dO3DLLbfgvffew3/+8x9ZBG7fvh2/+c1vkJGRgdtuuw0XXHAB8vPzMWHCBEyZMsVNpPnrvSlxUvec1lNCiB8RhJB2zc6dO0VaWpp46KGHBABx0003eRzX1VdfLQCIb775RnX90ksvFccdd5zP450yZYro3LmzOHDggHxt3bp1AoB44oknVGGrqqrc4i0sLBQAxJ/+9CeP07Bv3z7R0tIihBDiiiuuEABEU1OT2/1Hjx4VKSkp4tRTT1Vdr6mpEWlpaeKcc87xKG/l5eUiPj5eXHTRRar7P/roIwFAvPrqq/K1DRs2iCuuuELU1taqwj755JMCgFi2bJnqur/em4STuufLekoI8R6uASSkHSOEwPTp03HiiSfilltu8Soul8uFd999F4MHD8bZZ5/toxQax+tyufDee+/h4osvRqdOneTrw4YNw6mnnorFixer4uncubNb3EOGDAHQOtXqSRoAoEePHm7TrHocPXoUR44cQb9+/VTXk5OT0a1bN9TW1nqUt6+++gr19fW44oorVPFecMEFSElJwcKFC+Vr2dnZWLJkCZKSklRhJcvjqlWrLPNhF6v64KTu+bKeEkJ8A6eACWnHLFiwAAUFBVi3bp0tEWPGkiVLcPjwYdxwww26vx84cABXXHEFampq0LNnT0yaNAkXX3yx5XON4v3555/R2NiI4cOHu90zfPhwLFy4EDU1NUhJSdGNVwiBZ599FpGRkZg6dapXebNDTEwMpk2bhv/+97/YunUrjj/+eADA8uXLUVpaigULFniUN5fLBQBIT093C5ueno61a9fi6NGjiIqKQnx8vG7aNmzYAADIyMhw+83X703CSd3zZT0lhPgGCkBC2ilFRUWYM2cOHnjgAQwaNAj79+/3Kr5FixYhLi4O11xzjdtvsbGxuOyyy3DOOecgPj4eX375JS677DJccMEFePfdd3U3NVjFu2/fPgD6oqVbt24QQuDXX39VCcC6ujpcdNFFaG5uxrZt2xATE4OvvvoK55xzjsd5c8KiRYswb948DB8+HEOHDkVDQwN27dqFxYsXIy8vz6O8DRgwAACwceNGTJw4UQ538OBB7N27Fy0tLThw4IBuXABQU1ODuXPnIjExEZdffrnqN3+8N8BZ3fN1PSWE+Ihgzj8TQjyjsbFRjBgxQpx00knyerXKykqP11Zt2LBBABBTpkzR/d3lcrlde/755wUA8dRTT3kU7+uvvy4AiHfffdftN2md2MaNG1XXm5qaxBdffCE+/vhjMX/+fJGVlSV+85vfiJ07d3qcNyVmawCFEOLtt98WSUlJYsqUKeI///mPeOONN8TZZ58tevbsKVavXu1R3pqbm8WQIUNEz549RUlJiZzP6dOnCwACgNi7d69uepqbm8VFF10kAIgXX3zR7Xd/vDcndc/X9ZQQ4ju4BpCQdshjjz2GdevWYdGiRYiO9t6Qv2jRIgDAjTfeqPu73jTsjTfeiISEBCxbtsyjeFNTUwG0WvW01NTUqMJIREdHY+zYsZg0aRL+9Kc/YeXKlSgpKcHtt9/uURqcUFZWhunTp2P8+PFYsmQJcnNzceWVV2LFihVIT0/H1KlTIYRwnLeoqCh89NFH6NOnD3JycnDaaaehT58+KCkpwaRJkxAZGam7/lEIgeuvvx4ffvgh5s6dqztV64/35qTu+bqeEkJ8B79IQtoh69atQ3JyMu655x75WlNTEwDgo48+wtixY3Hfffep3JIY0djYiDfeeAPHH388fvvb39pOQ2RkJDp16iSvYXMar7SGbvv27W6/bd++HYmJiejVq5dpGo477jgMGzYMBQUFHqXBCWvXrkV9fb1qmhZoXRs4duxYPPPMM9i7dy+ysrIc561///4oKChAaWkp9uzZg8zMTAwePBjnnHMOcnJydNf+3XrrrXjllVfw5z//GQ8++KDtfHj73pzUPV/WU0KIb6EAJKQdMnfuXNx8882qay6XC99++y2GDx+OO+64AyeccIKtuJYtW4b9+/fjnnvucbRAf/fu3di3b5+hsLKKd8iQIejTpw++/PJLPPDAA/L1pqYmfPvttxg/fryhM2YlZWVlhuvjPM2bHsnJyQCAqqoqt9/279+PiIgIeXeup3kbMGCAvCZw586d+P777zF//ny3cLNmzcK//vUv3Hffffjb3/7mKB/evjcndc+X9ZQQ4mOCPQdNCPENZmurHnjgAXHeeee5+Y8TQoiJEyeK2NhYUVFRoRvvtm3bxAsvvCAaGhrka2VlZeKcc84RsbGxYu3atbr3WcUrhBAvvPCCACCWLl0qX7v//vtFVFSUWLVqlXytpKREvPTSS6KxsVG+Vl9fL2bPni0AiOeff97jNCgxWwNYX18vjjvuONVaPSGE+N///idiY2PFpEmTPMqbEK1rC3fv3i3/vW/fPnHGGWeI008/XZVnIYSYM2eOACBmz55tmhd/vjctTtb1cQ0gIaEBLYCEhAE///wzvvzyS3n6TWLv3r34/PPPcemllxpa0bp06YINGzagd+/e6NGjB6KiorBp0yb0798fy5cvx4gRI9zusRMv0LrGrLy8HFdddRXmzZuHuro6VFZW4q233sJpp52mSsO6devw5z//Gd27d0dcXBy2bt2KhIQEPP/8825WJidpWL58OZ588kkArTtxAeD8889HREQEhg0bJv8WFxeHTz/9FLfddhuGDh2KE088EQ0NDdi8eTOmTZuGp556yqO8AUCnTp1w3nnnIT4+HvHx8fjll1+Qm5uLZ555RrVTd9WqVZg3bx7i4uKwZs0ajB07VhXPpEmTcOedd8pl5q/3Rghp/0QI0bZqmRDSrmlqasI333yDrKwsDB48WPXb+vXrUVFRgd/+9reqxfjl5eXYsGEDBg8erHuWrZKGhgZs2bIFhw4dQu/evdG3b1/DsE7iBVqnBX/55RdER0dj2LBhbkeVKdOwdetWHDhwAN27d0d2drbhNLHdNOzbtw+bNm3S/a1Tp066QqmiogI7duxATEwM+vfvj7S0NK/zdvToURQVFaG2thZDhgzRjfPgwYP44YcfDJ/Vq1cv2Tm2hD/fm4RZ3fMmLCHEf1AAEkIIIYSEGXQDQwghhBASZlAAEkIIIYSEGRSAhBBCCCFhBgUgIYQQQkiYETA3MLt27UJzczP69+9vGGb//v04dOiQ7m/Z2dkAWne07d692+333r17Iy4uTnWtpaUFZWVl6NKli64nfWWY1NRU3WOTCCGEEEI6GgERgF999RXGjRuHhIQE1NbWGoZ74YUXsHjxYtW1srIyxMTEyMJww4YNOPXUU9GvXz+V+4elS5fipJNOAtDqTuHee+/F888/j7S0NLhcLtx4442YP3++6p5PPvkEN9xwAw4fPoy6ujpcccUVeOmll9yEJCGEEEJIR8LvbmAqKytxyimn4Nxzz8V//vMfUwGopbm5Gb1798all16K5557DkDreZynnnoqDh48iPT0dN375s2bh/nz5+Pbb79FTk4Odu/ejd/+9re48cYbce+99wJotUgOGjQIDz74IO655x7s2rULo0ePxuWXXy47frWipaUF+/btQ0pKitfHTBFCCCEkMAghUFNTg549e9o6crJD4s9jRlpaWsTEiRPFI488Ip599lmRlJTk6P4PPvhAABDr1q2Tr61Zs0YAEDt37hRlZWW695155plixowZqmt//etfRVZWlvz3Qw89JDIzM8XRo0fla48++qhIS0tzO3rJiN27dwsA/Md//Md//Md//NcO/ymPYAw3/DoF/OSTT+Lw4cO455578M9//tPx/YsWLcKpp56KYcOGuf02dOhQ+Yike++9F/fee69shUtMTHRbS3jo0CHs2bMHZWVl6NGjB9asWYPTTjtNpfxHjx6N6upqbN26FUOHDrVMn7RmcPfu3UhNTXWcP0IIIYQEHpfLhd69e4f12n+/CcC1a9fi8ccfx9q1az0yr5aVlWH58uVuwjE5ORlvvPEGrrjiCkRHR+Pjjz/GpZdeisTERNx+++0AgOuvvx7Tpk3DggULcO655+LHH3/Eq6++CqB1SrpHjx7Yv3+/2zFEXbt2BdC6GUWPhoYGNDQ0yH/X1NQAAFJTUykACSGEkHZGOC/f8svEd0tLC6ZMmYI77rgDjY2NKCkpwf79+yGEQElJCVwul2Ucr776KuLj4zF16lTV9cGDB+PKK6+UzzO94IILcO2112LRokVymCuuuAJLly7FZ599hmnTpuGjjz7C3//+dwCQz+GMjIxEU1OTKu7GxkYAQFRUlG6aHnnkEaSlpcn/evfubbNECCGEEEJCB78IwObmZgDA4sWLMWHCBEyYMAH/+Mc/cOTIEUyYMAEff/yxZRwvv/wypk6diuTkZMuwffv2xc6dO1XXLr74YixfvhwbN27E0qVLceDAAcTGxqJfv34AWt3G/Prrr6p7pL+NDkG/7777UF1dLf/Tc0dDCCGEEBLq+GUKODY2FiUlJaprzz33HGbPnq26Lvn00/rw+/bbb7F161a8+eabbnE3NzfL1j+JlStXyn4CgVY3MEorXktLC1555RVccskl8nN++9vf4s4770RNTY28BuCTTz5B3759cdxxx+nmKy4uji5iCCGEENLuCZgjaD1++uknjBw5EgUFBTjjjDPk64sWLcKwYcNw6qmnut1z5513omvXrjjvvPMQHR2NN954A5988gk++OADOUxRURHmzZuHW265BTExMZg/fz4qKyvx3//+Vw6Tl5eHJ554AlOnTsX//d//YcOGDfjnP/+JF1980a95JoQQQggJNgETgOnp6RgwYIDqWnx8PAYMGKA6paO+vh7r1q3DHXfcoRvPo48+imeeeQZz5sxBXV0dBg8ejLVr12L48OFymJycHOTm5uKBBx7AoUOHcNZZZ2HNmjXo0aOHHCYxMRH/+9//cP/99+P6669H586dsWjRIlx11VU+zjkhhBBCSGjhd0fQHRmXy4W0tDRUV1dzFzAhhBDSTmD/7adNIIQQQgghJHShACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMygACQkTyl31WLBiC8pd9cFOCiGEkCBDAUhImLBk9S6sKCrHktW7gp0UQgghQSaoR8ERQgLH1NP6qP5LCCEkfKEAJCRMyEyNx6yxA4OdDEIIISEAp4AJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhJB2QrmrHgtWbEG5qz7YSSHtHApAQgghpJ2wZPUurCgqx5LVu4KdFNLOiQ52AgghhBBij6mn9VH9lxBPoQAkhBBC2gmZqfGYNXZgsJNBOgABmQLevHkzMjIy0L17d9Nw9957L5KTk93+de3aVQ7z008/6YZZs2aNKq63334bI0eORLdu3ZCdnY2bbroJlZWVjuMhhBBCCOlo+N0C2NDQgClTpuCkk05CQUGBadi//vWvuP/++1XXTjrpJJx66qny30ePHkVdXR327NmDtLQ0+XpiYqL8/19++SWmTZuGf/7zn7jkkkuwb98+XHvttbjyyivx+eef246HEEIIIaQj4ncBeOedd+K0007Db37zG0sBGBsbi9jYWPnvlStXorS0FC+++KJb2KSkJCQnJ+vGU1BQgJ49e+Lmm28GAHTr1g3XXXcd5syZ4ygeQgghhJCOiF+ngD/44AOsWLECTz31lEf3L1q0CNnZ2RgzZozbb8OGDUP37t0xZswYfPrpp6rfJk6ciAMHDmDZsmUQQqCiogJLly7FpZde6igeQgghhJCOiN8E4O7du3HTTTfhjTfeQFJSkuP7a2pq8J///AfXX389IiIi5OtRUVG46667sHz5cqxatQpjx47FpEmTsGzZMjnMiBEj8Oabb2LatGmIjY1FZmYmkpOT8cILLziKR0tDQwNcLpfqHyGEEEJIeyNCCCF8HakQAmeffTYmTpwoT7s+99xzmD17Nmpra23FsXDhQtx6663Ys2cPMjMzTcNeccUV2LlzJwoLCwEA33zzDSZOnIgnn3wSF198Mfbt24cbb7wRffv2xdKlS23Ho+XBBx/EQw895Ha9uroaqamptvJFCCGEkODicrmQlpYW1v23XwRgfX09EhISkJiYKFvvmpqa0NjYiKSkJDz99NOYMWOGaRynn346srKy8O6771o+77HHHsNjjz2GAwcOAAAuueQS1NbWyhs+AOCrr77Ceeedhy1btuD444+3FY+WhoYGNDQ0yH+7XC707t07rCsQIYQQ0t6gAPTTJpD4+HjU1NSorr344ot44IEH8OuvvyI+Pt70/o0bN2L16tW61jY9Nm/ejG7dusl/CyFUm0kAyH+b6V1tPFri4uIQFxdnK02EEEIIIaGK39YAav3rSQIsOTkZ0dGtunPNmjW6vvcWLVqEPn36YPz48W7x/u1vf8OyZctQW1uLI0eOYNGiRXj99dcxc+ZMOcyFF16Izz77DO+//z6OHj2Kffv24YEHHsCQIUOQnZ1tOx5CCCGEkI5IUM8ClnzxHT16VL7W2NiIN954AzNmzEBkpHvypkyZgrfeegt9+vRB586d8dRTT+Hll1/GbbfdJoe59tpr8eijj+LOO+9EQkICBg8ejOTkZCxbtkyO0048hBBCCCEdEb+sAdRDuQZQoqWlBYcPH0ZiYqIszIQQqKurQ0JCAqKiogzjE0JACKErEpU0NzfLFkdv4tGDawgIIYSQ9gf77wCeBRwTE4OYmBjVtcjISDcnzBEREbYcM0dERKjcwxhhJv6cxEMIIYQQ0lEI6hQwIYQQQggJPBSAhBBCCCFhBgUgIYQQQkiYQQFICCGEEBJmUAASQgghhIQZFICEEEIIIWEGBSAhhBBCSJhBAUgIIYQQEmZQABJCCCGEhBkUgIQQQkg7odxVjwUrtqDcVR/spJB2DgUgIYQQ0k5YsnoXVhSVY8nqXcFOCmnnBOwsYEIIIYR4x9TT+qj+S4inUAASQggh7YTM1HjMGjsw2MkgHQBOARNCCCGEhBkUgIQQQgghYQYFIAkq3NFGCCGEBB4KQBJUuKONEEIICTwUgCSoTD2tD8YOycTYIZm0BBJCCCEBggKQBBVpR9uKonJaAgkhhJAAQTcwJCSgbytCCCEkcNACSEICyRKYmRof7KQQQkjIwQ1zxNdQABJCCCEhDjfMEV/DKWBCCCEkxJl6Wh/UNjSjrqEZ5a56zpYQr6EFkBBCCAlxMlPjkRwXjYJtVbQCEp9ACyAhhBDSDuBmOeJLKAAJIYSQdoC0WY4QX8ApYEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMwKyBnD//v2YOnUqIiIi8PnnnxuGe+aZZ/DOO++4XY+MjMS3334LACguLsaMGTPcwrz44osYOnSo/Pe6devwwgsvoLS0FKmpqTjvvPMwY8YMxMbGymEOHjyIxx9/HGvXrkXnzp1x/fXXY9y4cd5klRBCCCEk5PG7ABRCYPr06di3bx927txpGvb3v/89Tj75ZNW16dOno3///vLfNTU1+P7777F8+XIkJyfL13v37i3//88//4yRI0fimmuuwV133YV9+/Zhzpw5WL16NRYvXgwAaGpqwpgxY5CUlIS77roLGzduxMSJE/Huu+/ioosu8kXWCSGEEEJCEr8LwKeeegoNDQ24+eabcd9995mG7devH/r16yf/XVRUhNLSUjzyyCNuYc844wykp6frxvPxxx8jPT0d//rXv+Rrhw4dwty5c2UB+NZbb2HTpk3Yt28funbtiosvvhh79uzBfffdRwFICCGEkA6NX9cA/vDDD5g/fz5effVVREREOL7/pZdeQkZGBiZPnuz221VXXYUJEybgj3/8I7Zv3676bfjw4Thw4AC2bt0KAGhpacHq1asxYsQIOcwXX3yBM888E127dpWvXXTRRSgqKsLevXsdp5UQQgjxF5XF21Bwze2oLN4W7KSQDoLfBGBNTQ2mTJmC5557Dj179nR8f1NTE15//XVMnz4dMTExqt/GjRuHadOm4ZZbbsGePXtwwgkn4Mcff5R/nzhxIhYtWoQzzjgDI0aMQJ8+fVBdXY13331XDrNz50706tVLFa/0965d+l7WGxoa4HK5VP8ICUXYWRDSsSiZtwBdv/4cJfMWBDsppIPgNwF4yy234JxzzsEll1zi0f3Lli1DZWUlrr/+etX1nJwcfP7555g2bRouuugi/Oc//8EZZ5yBe++9Vw5TXFyMe++9F7m5uXj44Yfxl7/8BT///DP+/ve/y2GampoQH68+SzEhIQEA0NjYqJumRx55BGlpafI/5bpDQkIJdhaEdCwypuaiMSERGVNzg50U0kHwyxrAhoYGvPnmmxg+fDhGjx4NACgrK8ORI0cwevRo3H333Zbr7BYtWoRzzjkHAweqvZ5rRRvQahFUiruHH34YWVlZeOGFF+Rr6enpuOyyy3DzzTejV69e6Ny5M6qqqlTxSH937txZN0333Xcf7rzzTvlvl8tFEUhCkuw5s1DS9l9CSPuncslSdD1yGJVLliJ7wtnBTg7pAPhFAMbGxuK7775TXXvvvffwr3/9C48++iiys7NN79+zZw8+++wzvPbaa7aeV15ejsTERPnvqqoqZGVlqcJkZWWhpaUFBw8eRK9evTB8+HC8/vrrqjCrV69GYmKim+iUiIuLQ1xcnK00hSOVxdtQMm8BsufMQsag/tY3EDd8VYYZg/oj49VnfJgyQkgw4aCO+Bq/TAFHRERg9OjRqn/9+/dHZGQkRo8eje7duwMANm3ahNGjR2PTpk2q+1955RWkpaXh0ksvdYv7tddew44dO+S/V69ejUWLFuGKK66Qr40ePRpffvkliouLAQBHjx7FCy+8gIyMDFnc5eXloaysTN4VfPDgQfzjH//AlVdeSZHnIZx29B6WISFEj4xB/THy1Wc4uCY+IyCOoI1wuVz4/vvvVZsphBBYvHgxrr76at3p3l69euGCCy5AY2MjoqOjsWPHDtxyyy3429/+Jof505/+hE2bNuGkk07C4MGDUV5ejvj4eLzzzjuyI+hBgwZh0aJFmDlzJh577DHs3bsXp59+OubPn+//jHdQOEL1HpYhIYSQQBAhhBCBeFBZWRl27NiBkSNHytdqamrw888/Y9iwYUhJSQHQugFj9erVGDJkCLp06WIY3/bt21FXV4cBAwbImze0HDx4ENu3b0daWhr69u2LqKgotzC1tbXYvHkzOnfurHI4bQeXy4W0tDRUV1cjNTXV0b2EEEKIE7jMxnew/w6gAOyIsAIRQggJFAXX3I6uX3+O/WPGYyTX+HoF+28/O4ImxC70W0cIIeZkz5mF/WPGc4kI8QlBXQNIiIS8+QHg7lVCCNGBu/uJL6EAJCEBNz8QQgghgYNTwCSoSFO/AOjigBBCCAkQtACSoMKpX0IIISTw0AJIggoXNQcHbrohhJDwhgKQBBVvvdtTyHgGTxwhhJDwhgKQhCx2xB2FjGfQ8kqIPhxUknCBApCELHbEXXsXMsHqbHiuKCH6cFBJwgUKQBKy2BF37V3I+KOzoQWDEM+xO6jkd0baO9wFTEKWcHB66g//h9xZTYjn2G13+J2R9g4tgIQEEX9YMNv7tDgJH9qzFS17zixUjRgJuGoCnv72XG4kdKAAJD6jozZK7S1f7X1anIQP7Xm9Xcag/hCpKej6Q0FA019ZvA0VF+ai2xcft8tyI6EDBWAHIFQESntuzM0IVL5C5T0SEii8sVaHwvcSDGt7ybwFSKipRn1KGq38xCu4BrADECprUTrqeb6ByleovEfiPyqLt6Fk3gJkz5lFCy28W+fr7+9FelcZU3NRuWSp7jsLxjplZXvEOkS8gRbADkCorPny9dRjKIzwAfv5spNeszD+eI+hUoaklY5qJQ8G/m73pHfVcMcsvjPSIaEA7AB01DVfge4svRVLdtJrFiZjUP/W0f28BT4TbBQcoUWoDNY6Av5u96R3Fff0Ar+9M0/anPbyTXPwGfpwCriD0BGnlvw59apXXt5OKdlJr1UYX09rddRp+fZKOLg2Cga+av+Mpn2zJ5ztw9Qew5Pvvb1801zS0g4QxGOqq6sFAFFdXR3spIj8vNvElt6DRH7ebY7uq9hcKvLzbhMVm0v9lLLQRK+8QqEsQiENhLQHlN+Kp+2fFimejQOHex2f3resvdaRv/dQz1so9d/BghbADoKno8KOPEozswrolVfGoP5A2xQsgmRJpYWIEHso2y5fWcWkeJQWQKdI7Q5cNa0uYnCsbdW2tx35e+/IeesoRAghRLAT0V5xuVxIS0tDdXU1UlNTg50cj+iIU8cSBdfcjq5ff479Y8ZjpM2GyJN7QpmO/H5JeBOqdVtqQ6pGjIRITVGlL1TTHI50hP7bW7gJJMwJhQ0k/losnDE1F40JiciYmmv7no62SF+7YNxuWXMBNwl1QqHt0kNqQwY8er9b+kI1zSQ8oQAkQe/sS+YtQOYXH6PiwlyfpqFyyVLEHjmMyiVLbd8TyAY6EOWuFbR2dxC2l52GxB7B/sbDCX+3IXyXxFdQAJKgd/bZc2bhSEoa4muqPU6DXqMY6ta8knkL0M0PwleJtjOyKhOpHDOm5oZ02RFnBPsbV1JZvA2FF1+LgouvpYjxgFB6l1ZQrIY4wd6F0p5pL7uIrHZjhcJuLSdp0Avrq12AgaRic6nYOHC42N6tj9g4cLhPyt/bd9key5FYEwrfuER+3m2iIqWzKE/pHNL1zB9l5os4ncYRzHcfyu1Je+m//QkFoBe0lwoUqi5PPE1LqOfHCZIILO3R3ycufLxtcNvDYIG0byo2l4qCydNF/uTpIV2PvPmWjL6TQAoiKQ35k6cHTYSFcnvRXvpvf0IB6AXtpQKFusXMaVo6gkhRptHT9AZDCIdSvSHBIdS+L39Z6rwRqUbfSSDLTkpDweTpIfW+QoX20n/7EwpAL2jPFSiUGnFfp8VfwshOHHaf4wshFYx3aPTMUKpPHQlflquv4grEIMBuWiULekmP/j4VOvl5t4nSHv0tl2b46nsI1elmfxEKaWvP/bevoAD0gvZUgYKx9sQuW5d/IzYOHC62Lv/GJ/FJ6dy6/BvLkwKcWOLsdHxmYXxh9QsWvigb4hxflqsyLm8GM4Gou3YHcfmTp4vKpHSxqV+OPNWpFYJbl38jivrliILxuY4EmSQsPf3enRDK348/3nco5Lc99d/+IiAngTQ0NOD//u//0NLSgieffNIw3Lvvvouvv/5a97fnnnsOALBr1y48/vjjbr/fdddd6Nu3r0/j6UiYnfih55zUH2flGtFwxyz027YJ2++YBRT/6HV8kgd6ySGr2UkByjwBMM2f7bN+XTWIcNWgsngbMgb1l8syQnEywMhXnwmql3ynDmmt3n17OZ+0veHLclXGZac9iCwrQ3bhVyh11SDj/cXy73ZPeFDWMQCm9U1bH/XyrZfmCEUciRecj8ZNPwOHa1UncDTcMQsDdxShYW8pNszrYZh2t29i2VJV+vXCZkzNRSV8dwKJVTzBcCTtj3af7UVoEBABeNddd+Gdd95BXV2dqQDMzMzE4MGDVdfmz5+Prl27yn9XVFTgH//4Bx5//HEkJCTI15X/76t4OhJmH5zeB653zV8fbdzTC7D9jlmIe3qBT+O1LdgUYczC2+n4Mgb1R0lqCrq0uWnIePUZuSz3jxgZMq5VnDbqemWp7Yx47JPv8WW5quLSvE/lu5TqRnN0DAQAT4+KcjK4snNEmrYOSq5FKrtlIbb+MFqeeByxRw4Dicmq7yzu6QXYceONEEKYOoV3ckybFLYSMD0xyEqwKX9XxmN0XzCO7vRHu8/2IkTwt4nxww8/FEOHDhWPP/64SEpKcnTv3r17RVRUlPjXv/4lX1uzZo0AIA4ePBjweLR0FBOynolfe629TVlq8feUg9n0rjTFvW7hEpE/ebooCIHdj754n6EwjUPs4WQKX28JhbfPtFrm4Ul91G5yUKZXG5+duupkc5ndsEbT0to8aNNldF3VlrTj9jgU6Cj9tzf4VQDu3r1b9OjRQ/z000/i2WefdSwAH374YZGUlKR6QZJwmz17trj33nvFK6+8Ig4fPhyQeLSEUwUy21HmqZiwIzyd3m8arx/Fl1kHI/22ceBwUZ7SWVRY+D/zVXn6W7SH0iaU9kag82ElgPydHn8MFszSrH2eTwY8k6e3+i6cPN06rKa9NHLFYvTNGolvZVvCwZd3hFP/bYTfBGBzc7M466yzxPz584UQwrEAbGlpEQMGDBDXXXed6vqaNWvEcccdJ+6++27x4IMPiqFDh4q+ffuK3bt3+zUeIYSor68X1dXV8r/du3e3+wrkZLedUUNWMHm6qEjpLApsNIxK9DoFO5s1rMI6ve4LzMpRawEsHJdrKkQ9Taf2PqeL/tsDHcXqGOh8ePP+Q3kDmdXzvLViKuMqHJcrbzix214aDcaMysOuUPdFvnxFe21bKAD9KAAfeOABce6554qWlhYhhHMB+PXXXwsAoqCgQHX9wIEDora2Vv67oaFB5OTkiMsvv9yv8QghxNy5c6UlMap/7bkCOe2IjHbi2R0Z68VlNnVjlk4jq543uxcDsePNW2uM3fwp/+4owqm9djZafGk19zdO6k6ovR9P6r3R9HHB5Om2dgZ7k65QKz87OJ0dCpU8UgD6SQA2NDSIyMhIcfHFF4uZM2eKmTNnirPPPlvExMSImTNniu+++84yjquuukrk5OTYet5DDz0kevbs6dd4hAhvC6DePZJwszMaNVsDZKeRNhJ7+Xm3iRILf11O8ugPq5mvp2Z90an5imCJ6nAlGELe7P0ZiSV/102nMxdmg0stZtPH/moTlNfbwykpSsxmh5zM8gQaCkA/CcDm5mbx7LPPqv5ddtllIjY2Vjz77LNi48aNpvcfOnRIJCQkiKefftrW8+bMmSO6devmt3iMCNcKJFn8NvXLsf0hbxw4XNRFx4mNA4e7/WZ3lGhkBTQ7T1f63e5Ra/60mjnpPEytfCGykUQI730jEnecCK5gYyaWPI3D6T12p0XtPsdTC7weyoGvnfvy824L6jnJ3tQvu+14qNThcO2/lQTMEbTeFPD27dvFzJkzxfbt21XX//GPf4j4+HhRVVXlFs///vc/ceTIEfnv8vJy0atXL3H11Ve7hfVVPEb4uwKFyoeiRVrzVzgu16OGUInllK9iWsFMFBmJPDsWQiPsdix2cdLR6U2rOxWz0j3ept0bQRJqgtUJvv7+PLVABRpfDFT89Ty9e6Ty0m6M8GSmwuhZSquck/ezqV+OaIyManVUbXOmI5gWwPw8eyegdAQoAIMsAAsKCnTX55188sniyiuv1I1n0aJFYuDAgSI3N1dMmTJFdO7cWYwZM0ZUVFS4hfVVPEb4uwIFuyMwwtNG365VTxm2wOZB5oYjTR+ID1+9BztTSdL1wnG5bhtrPBGzvki7N3HoCfn2gCdi2wpfWaC8wa4Vyptp3EAPXI2EnjQl6e2OWa1VTps/s/wWjssVNbEJrd9ziA7olWxd/o3Y2ylTbOvWJ+T6HV9DARhAAbh+/XrxwgsvqK79+uuv4tlnnxW//vqrfO3IkSPiueeeE5s3bzaMq7KyUrz33nvi9ddfF2vWrNEN46t4zAimBVAaKRaOyzUcLfqjwfEmTqMpXF9Nt2jvsSse7cbny3I0m84u7dFfVzB5aynxNKwvpoV89S4ChTeWYyO0A5JAWUf1rGVm36Dd920Ur/T/vjyb1y7SN6Q8G9gX/gyNrHLK5+nV7fYg+pTQAhhe8CxgLwhmBZJGpTWxCYbrRXxtQbRq7Kzw1Zm/VtYGrdUpmC4TnIgqT0WHbgfugbCw687H30I0FPDHwEQI4SaU7PiF9BblM51Y4T2NVxJMm/rlmLYVdsrQaTkbCRh/1T9fCSZ/pc9pvO3tO/UGCkAKQK8IZgUKpAVQiid/8nSvGjtfCVI9a4OZRcMXz/VUvDp5tqeWGO0z8vNuE5VJ6aImNsHSNY9y+mxTvxxRmZSuWuuk9+xQmMoMNp7WKbfBS4AtgL78Xe+b0GsrrJwam5Wh03LWS6u3A1enz/MkrK8H60bxduRv0ikUgBSAXuHPCuSLaTdffeTaKR1vFlObCRxPpp6cWhE86ewqNpeKvZ0yxeHoWN1dzE7y7OSegsnTbVkE9cpREnNW1jzp3UodpPQssw7JU2HakQhWR2r2XLPvyZv0Gln69N6v3vSvUT2w8/172kZo029n4OoLMeepyPOnBbBwXK7Y1C9HbrfNBKGv6ow2DU7b9UBAAUgB6BX+rEB6DanTez3teCXrYr5yrVKe++JqX1nyCsbnio0Dh4tVoybJU5C+GlkbPdPJdFh+3m1iW7c+Ym+nTK+nr+2kX05Dm+NZTzYiaN+Zlei2CueLfIUzTgYqZgMss29bzxJc0qO/2NQvRxT1y/F4Q4vS0mf0/SjTLrUdTnffWrVbnlrynAxY7M5w6IW1Sl+wvgelCy7DtkZRZ4xmVzxNv7bOGK2nDPSAkQKQAtArAmEB9ERsedvQ5OfdpuuLyo4o1Xu2lQuYon45oi46TpSldpVdnyhFkFVenIhlMwtGxeZjU3J2TifxFWYNrS/epZNTSLQE2grgbdyhKjr1yt2oMzbbtWrHAqgUXhsHDheVSemiMjFddzrWTnlZDZq0YezkQy/NVu5PJNFV1C/HcEOGE8Gplxa7ArNic6ko6pcjKhOPWdmdCEizeJ1aFq3iKxifK4raLIBWzzP7ljwVaNo218jPIS2AgYcC0AsCUYH88VFYdZhGozQ7jZPeRgIzJ9BCCHn92epRk9Q7JPPs7R61K5Z1GzvFGiyz0a8/8ec7dtrhmzX63nSw3panWbqD9d7soq1nEkbC39tNS27vzKCO66XBMP0W6VK+n63LvxFF/XLEqlGTLP3ZeSIWjb5zo7icfF9Owkq+OiV/qL7YbGZUJ8zaNjMR58vvwRftlLZvCeaAjQKQAtArQq0CGQk77Ufn6w5TFZ+OA2M7GyiM0mHWuNnNv/IZ2jV18nPbykcrQH0uyto27vh74b+Tjl2vjDb1yxGF43JVaXXSWdt5li/yoxU4oWQBtBrEOEmrk01Idr8R5d92LXB26lRRvxxRGxPXuqHIhiVNK56cDlLM4rKbbjvxG4Xz1ZIYvTxIcRe01XE7U6d6g7ZQ+B70COaALdT672BAAegFoVaBjISd1uxuJZSU2GlAnMRnJw67eTSLS7mjVXld62dPamgD4acuP6/V7UdNbILXrj8sO3kbu0v1ylIqI2kXsTKdvrJQeYJRfkPR4iehGlx4WV6SFV06UcLTb83oW9W2EXr32Hnv+Xm3icrEdFEbEy829cvRTadeupXPUE7Dmg1qrf5fL8928FYw+sLiKKXBV5tpnBBI0UgLYHChAPSCUKhASuue0ShaawF0gt1Gx66FwtsGWnrOuoVLDO/JzzvmBkW7C9bIKuM3i5+2YVZYAL0RUmadlN0OzMySUjA+VxRnDZRPMPAHvijzULZwGAknp2mW3kdRm1XWG+u90SBRmrYtGJ8r1i1covqWzZ6jV8e17qnMLFTadEkDNOWGBelvpaXNbLBrZTEzKmOpHPTaUyc4+f60aw7NxHag6rqTehXK358VodB/BxsKQC8IhQpkNnL3BUbiUdtISBaK4rZG3EgIGjX+2qlZq5Gx2TofOxawQDRcVg2p8ndPRIG3FkBv0u4UvfR6a2kJNp5arZ3m26ieOLX8aL9lrQVQeoZ2za7ZM7VLPqTflWLNqQVQG1babCENnKwGu9LznbSLegJUb2rXzjt3Ui+0vhL9NRPhC6ukHk4GB6FGKPTfwYYC0AtCoQJ5Y90zis9OR21kASzOGmi64cOo8de6O7GyPHq7zseTcvB1HEYdsC/SouxcnOZBaam0u17RzHIhhP4pI07zZVUnAt3ReGppNbO8enPdqg6ZuRRSxqW05ls9Q/telRY4X30/BeNz3b0D6Az8tPd6agGUrHKF43LdBrN26qDR+zazBMvxGlguvRVwvmgfnQh3Xz3Tn4RC/x1sKAC9oCNWID1rg50F4kK0NgZKp6NOMLNO2L3fFyJA7nSkkbgPOjK3+HVczZhNoXtkKZs8XRRZHMVlhNIaUp7SWXYhYlYGRpZZ+XedzUFOMbJsBquj8bXwtDPQMgqvVzZagbHdhi9LK8GnFTp6Pv/sthXacEbPVopJ6T5pitmOlc6peJLS5cQCWDA+t3XJyfhctzLT+zbM0qhXD5zUcbv1yFcDMCfPDCU6Yv/tFApALwjVCuTNh2fUENlpgDztiN1ElwcduZE4sPNcXTHR1ul4nSZN/AWTp4ua2ARRmZSuOn1D+Rw3a4LNncNK4afc6OKRBVAa1U+eLoqzBraeKtLWuenFZ2UB9NaCIWGnown1jscIp5YbZZ3Xq6dagWjl404bRq/uKdcKKo97k8XS5Fbn5du79dEdNEh5LByXK38HSqG0QyFSjQag+YpvSGtprNis9s8n5Wl7tz6G/gOV6A2AtWJXb4Ba1C9HNEZEiaK2jS9mjvSNRJ5W3NoRa94Iu/w8fWfWVt+4099ClVDtvwMJBaAXhEoF0n582mkZTztIswbQTjrsohVdngi4/LzWHbZOdtcaWTt9JSby83TczkyeLiqT0mUrqXZXspHwtuN6RSoDOxY7J0j1qahfjmkafNUJWIoei2cE2iLoNN++EsNCmH87dr57pYjUnvWtrHvS9U1tQkfaYCUJRkmIFUyeLrZ36yMOxSWJbd36uAkcKby0S1/aKSz9vrdTpjgcFdsq1pQiLKWzPGgqHJere29+3m3y9yWdg13Q9ndZaoaoTEy3XBPoNvhq+/8CjejUiul1C5eIvZ0yxbqFS9TvJU9/qtpI7Dt1kuxNXd+6/Buxt1Om6j3piUJvcCJcA02o9N/BhALQCwJZgZxYRbTTbW6/O/zIZQudYi2OnXT5Im9muAk4AwugUeOr3O1opyH1pKMvzhooamPiReG4XFUcqmOyNFPCegvc7exINCsDp3lQhjPbea0V4U6Fm5Uo8aReBapzkb8Lm1Zio/DepNfKAmRVf5QDJ+2aN+W9kmBbNWqSbAHUiiTpno0Dh4sdGotbxeZWy1xVQqrqXFpteqS6VjD+2G5nyepYnDVQXpunTIOUD+3uX2W6C8flirWnjBHVsQli9cPP2CpP1UBMMXDTCmXl86V7tUthrNoXSWTqWf/M7jdq2+y67HF6nJ02vU4sqkZHCgYLCkAKQK8IZAXS+2CsrFZGZ3Ha/ci1zy7SGbWrLBBedNpW6HV0dl3P6AlglVXNZtpti0RFXJv65YjGyCixqV+OYVxGVj6zzl0pHO2IPTtiRdv5lZjshlTmo0Szk1EvPXqbQLT3a60hdjsIJ06SfYmZ9c1JeLeBjJfi1axu6U2ZSi5mlKJL+k1pATObVVBe0zszPD/vmGsm6eQMy8GMRohJadebPjayqCmnlPd2yhTNiBB7O2XaKjsja6CV6M7Pc7fkWd2vzaMUzu65ytrv25tj+OzUQb086pWF8v+NziQO1IBNCwUgBaBXBNsCaNVJemKRMXu2npPWAoV4cjoFa/eZ2s7EKn/avGkFgtaiZeekBrtWKaVFRTvqNY1bp3HX5k9qRKVRu3KqSy/ugsnT3UWciVjRdn7Ss6zOflbuLjWqV0abQLT3G71DMzb1yxENOiLb3zjtuIzC6wnvTf1yfGIB1Q4YNvXLEds06/OMxIeRQ2blParvcbK+SxgpPskqZiY0jfKjtepJlkQrEanMg3aa1uw5TspdzwpnFo9e2UlxaNdVakWWUZunHVxofTmaoRVzduq1WR6N8me0QdDJYM+XUABSAHpFsCuQ0UcofcBOGgHlfU5H5vLfNgSS3WcoN0gYuZWQOgOts+L8vNapDakTVQo8yRKwQ7HuRS/tWmFit5GyWw52ykav01Va26SOUFp4rrUCSAvyZRE32XgziVEZOH2ndkW53d/shJEsQtI0e3tC751L4l7vFBZvBGFBm7iQ6r9stZ08XawaNcltytJomYhRu2Nk5ZXQE5rK62bflhRG6yjaaPCkzbudcrNj5dSL1yr9VgNSZRjlIFvPmbWdQYSyvOwIOu379HbHvt7zrIwRvnRlZpdg99+hAAWgFwSjAhl96HpHBjk9s1Ubl9U6Ek86JTMrgYS0cLvIZK2QlN7KpHRRGxOnEkEF43NFWVqGqEpIbe1EFWVT1C9HNCJSlKVlmDZQWkuMnSlXb8pFzxJmJAglYS/9102kaiw5ykX+RlZaow5D2Sk6sQwUjPftecdWHYin4ihQGKXR0BqkEeveWElU9aIt3k1tLoKk+nMoLkkcjop1c/6sN/VoJOQ8FWNOBgBGVvJN/XIMLcx26kbF5lKxpfcg1Xpdo3yqytSGwDLylWhkPfV2sKQNZ5YPq/R6OzgzCqP1NelkSZKvoACkAPSKYFQgI5Gm53lfryE2mpLUunfQG237AqeNoRZlQ1KxuXWNXW1MvKhMTJdFUHlKZ1EVnyrKUruqrIMVm49tyigYn2sYr/JvpfXQbidsFU7vHSite26jeM27LuqXY7mWRmtRkNxgGAkzXYtG25ShdKayXeuecsekVVgr0WBWZqEg/FTpNxkgGFnHzPKgJzKcHE+md49e+7Fx4HCxq3NPXR+BeoNJKR6jtaFOxJG3SPEXjst1K1+9Xa5GSINJ5ZIKs3zq5ctQ5FsMeqWBqeS6xiiMXlqciC+ztbx64aX/6vUBuu2FA/GmXA9o9Ax/QwFIAegVwbQA6jUEZmZ06b5NCvGgRPlBKtfIOR2ZObUCaK1aWv9fZiNv+X5Fxyv9LfvCUwrLPOsNC0bp0wosO2VgFG7jwOHicFSs2NspU/c52ngkEbqpX46oSOksVo2aZCmGpLzu7ZQpOwA2sy6q4pl8zLec3nSblRVLuWPSLKw08i9VTPUb1TPdgYIHHY+v0L4byWm20rqq2vXYJgLMfCkaPcPKf5wRdgWkWR03uk9qb4x81pk5U/YV2nRr27+NA4eLI1Ex4lBckuUyGLP2Uzv4MPpWtW2ltuyMjq/TE0Bu31Tb39qd2rrtocH7dbokSJsvvVkmT0W+2WkzgYICkALQK4JZgfQaajOxpm1AlC49KjarF+gqGyQnFgflc5xOP0sCdJPG/5cyjq3LvxHFWQPFlt6DLC1BVhYjo47USmD6Ar11iGYorRxGllG9dG8cOFzsbLPsaF246FmktJYIo4ZZr0O0u4tQ+w6MBLmRsFe+h2Dt/lUKV5V1VpM+vV2PVi5j9MrOk85W+07sCkcpnHZDiPb/lbMEZt+R3WlHT9DmSbsWVPrOdnbuaWldMhsQaTfD6LWzUpupdH2jHQhJ9X1Tvxx5Cl6KU/v9GK390870aMOZDZTM1lObYfRsT+IItMgzgwKQAtArgl2B9EaRet7ujRoKrRd/7bSQJ2sylKNeM79WWqRnFo7LNRQFGwcOFw2RrU5otUJHz9pntuvVyLedniXN093Ndi0AZvfaFbVGz1BO4SrRm2bPzzOeBlPGqxQ2buVt0TkohZzV+k5tuRtZRby1LplZTYys0Hqua7TYeV/a+/XK0coFiF4+rCxDRn8buXCR2getNcjKBZWTDt/uwMHomt5ucKuBsYTRBpBVoyaJ2ph4UZw1ULWcQts+6YmkwnG5oj4yWlQlpKq+ncqkdNmptXSvMo1mm1GUbbmjqenJ5sfneft+rMIo+xtf1QlvCXb/HQpQAHpBsCuQXmdh112K1Ogoj0gyG+GZjZDNtveb+cPSQ2Udm6z2z6fd9avMg9EaFSOLi3ZUbGqR8dACqHyGNB2rFap6ZWIpak2uaf+2u/ZMKttVoybpWhSUu7JXP/yMyp2Gtg6YCTO7glpPKBqJDU87B7M6opdvO881E0DKPCl3ahvlSe/dmnWiViLcKm7lWcHKAZJScJjtDDZqf+xMoVqlPz9P7dNPDyuXS1p/d6pnT9Z3nl+WliH78dSWv1G7KqW7YPJ0UZWYKspSM0yt5Vt6DxJ10XGiuPcguY6Utznm1qufSkFut/4bla3ddt4uRt++XSFuNz5fEOz+OxSgAPSCQFQgM+Fl5gLG6poQ7oukzT5+ow8xP+82URObIBoio0Rx2zo1pUCzM0WhjU95Pq6ZWFCGNVqEb6dT8NUIUysWlc/QClVtZ1yi6Vi2GZyJ6tZYT9Zx3WKzQVf+pmfVUz5DEnh66/W0mz5006AUcxaCWq/z90cnIMer05Fq352ecDeLU29goRK/k48dnWZkTTQaGBh1olbvXjklqbXQS23BkagYUZaWofuuzQZDZqJEW7fMRIKyzLWWRumYOKms7Kx51pad0XFwegMiabCjtzbZaHbD6e7W/LzbRG1MvGhGhGy5dBPTmjK1atN065HFezMaQFrFrf3NaX+lh534fAEFIAWgVwSiApkJL2nK12qa1ahjyJ883XJUbSo+2q6vGjVJlKV2FVu79xeNmilabVySixBTf3Rtz9Fa/IzSJDWISt9pZhYJvTLxBZIQqkpINd01J4S7eFWKDKnjsPJBaNe6V7H52GkP2p3HUrzrFi4RZakZYvWoSbqdhJtLHEX5F4zPbd11nZahW49UwifP2hKsza+/OgG78ZotWDeybllZAJXvRpqmN/Kfp7zfyNquh9bqUyTtmE86tmO+MvHYlL8ksqriU+UpSu3GAaO6aGbls2sBVKZbuzxF+Z3LZWtwEoUQ+t4GjJbI6KZBZ4mE8jejXe5asWslnAomu/tgNCpTZfkYzehoxabVTmizQYN2kGpm1bda/uFkEOevAZ8WCkAKQK8IlgVQ6gjKUruKqvhUUROb4NYQmn28ytG6XqOhutegIVRelxpbqSHTul7RpkO1Y9JkGkMpkpS/ay030uHwxW2bXKSRptk0iZWvK09Eh2RhKUvLcFsnpO1ItSJPKw7MRsHS30abQvSms2piE0RjRJTKwqe1uFQmpYvKxHRVeUvpMtpVraxHRlYyPeFj1ImZiicPRKA34lG618wVkKnlVPP+jAZR2vdo1onqCWk9cS+EcBNMWhEvfTd10bGqs6rNNo/Y6eCNxIiphcpEhBjNdJhZlArGt24Ikdw9OakHklhWumVRxT3ZeJe72cYkZZrtrLM2EkJ6eVGKZuX1jQOHi8PRao8DyjiM1iVr36Gd9kivv9AbrFu9B38N+LRQAAoRDRLSZAzqj4xXn1FdK5m3ANmFXyGipQUVPfqgOnswWpKSkTE1FwXX3I7sObNQMm8Bun79OUoAZM+ZhVJXDeCqQWXxttbf267L8bX9v/S3dG+E4p8S5XXR9u9oRjcMWfmxW1qluBLPOhNJ/30Hh26eidI1P8r3d2n7XZvP7DmzUFG4Egk11SiZtwAZrz6DyuJtgKsGBwafiC5r89H5YAUOdOqGlshIHBx8IpJ3liK+phqVp5+N/WPGI3vOLGQM6u9WrkLxT06jqwYlqSlu5adNlxHZj96PrakpyJiai4Y7ZiHpUBVip12OHjFx6PTvlxF7tAnb7pgFFP/YmqZlS+WyzxjUHyWpKcj44mNUXJiLbsuWYqTiuco0SGmrGnIiKnsch4ybrgUAVBZvQ8m8BYisq1W9s+w5s7Dx1zKkb92MuKcXHIuzrW4VXHM7utVUo7JbFiIAubwxZxYqLsxFZk01yk8/G2grGwD4+aW30f+9N3AkMQU4XIu4pxegfMlS+XcpLVLeMt5f7PZulXVQma9KQJV35W/K96F9hoTyuvY+o3v0UJZzY0IiMqbmIq1flirdzXffg0P3zELz3feoni+VW0nbta5ff46GwpXoeuSwnJbS2X9F9pfLsO2Mc1F68ZXy9xvhqkHXHwrc6l72nFkobXuPGVNz5TSe+L+PEdfUiC13zELlsqUomf1X+bvseuQwKtvei5TuIYP6t7YThV8hobEeLZFRaElKPlYn3l+MyuJtKJ39V0QcrsWBwScioq3t0GuPtO+zZN4CZNZU40hKGrLnzJLLHG35KnXVoLQtfdmP3u/2jpTPqCzehpRNPyNe0QYo02lIYjKOxCUAiYp8mXzH2jqTWX8Y5Vn9MODR+93qzIC271yvDmVPOBso/tEtXqlNyN67HQDQ+M1yRMfEoS69i+obMCpTJXp5UYaV0lRZvA01fQdgZ1MTov/5D2Qr0iqVeUPhSmTWVKOicCVcQ4fJ9Q6uGhy/dzsqu2UhY2qunAfle9R7X6VobXci62pRePG1SPt5LbrVH0YFWr/pgmtuN21XnXyfxAcEW4G2Z/w5gjCzShktZlaOArUjLSdmdbPRnmEYzZoYvRGmnrVEdzTZZi1at3CJm0VRsmTs7ZQpqhJSVYfLSxaNIp2RuVkelTuQfeXAVsqvtLB+p4GjXb17lJY0o52k0mknSlcykgWyOGugo00rRtYqvQ020vXylM7iKCCaAN3ziI2st3bTYec3Q+u0yZSUJ9+BmesWvfi07j+MLIB6llqrc4D1LHJKC2B+3rGd3KtGTZKdf+t9v2a79PPzjk2x6q1ntPOulEsEpE0NBZPbnIsr1uKZxWVk2dJ7njcWY0/qjJ1nSOmXpmGL2lzAKN0z6U0D24nbzGJulSdpec2aU8aIstSuYnu3PqrZEuUMiXLmxmrziXSv9I6lpQR2vULYtTj7AloAOQXsFf6sQLodi0Vj6KnZ3ggnH5+yw9BOlUnx2HFEqpzm2tspU1cwbuqXI6oSU0Vx1kD1cVkm63bM8iiJroLxuZbps4pLr4ydbDTRxqHn2kIItTNpqVzXnDJG1EcdczuhF6/dtWn5eeqNKFK4stSuojEySpR27S13HHrr1/TErC9Qlo+T0zU8eReexmeULqt49cpMb6BltYFGOu2mOGug6To5ozxoB3Rm7k7MxIDUBhS1OTCXwmrX4pm1TVbizqzNc4LRfVI9MxLJVu2xJIaU3hakQZS0/royMV3UR0WLxshjSzSkspPKTHn8ozKfW3oPEsVZA2XBbzg1m+c+RS8NFJQuaeR0KwYVdr8decA0vnUgvrVtMKO3ZtOoXL0ZsDmFAjCAU8Bvvvkmmpubcc011xiGKSwsxMaNG3V/u/766wEA+/fvxwcffOD2+0UXXYSMjAzb8UgUFRXhxx9/ROfOnTFmzBjEx8fbyY7f0TP/S1Oi2ukQCeW0YsbU3NapxLZpqJGvPqM7jWg2pVYybwEyv/gYFYUrUf30AnkqSc80L00zC0WaVVNCX3yMI4Ur0W3ZUlPTfsbUXFR99zVc2YMRf/mlOPjE44h7eoFqKiUCQAsiceCUMyFSU1rzMW9B23RSiqrMKou3yVNiAx693+3ZJbP/ikG7StEcHY2jRRsQ1dzUOpU54WzH0xFmU1nZE862vB9wn95xZQ9G054SRDc3yVNwABD39AJsu2MW4p5egOg7ZqHftk1wJaaiLi4RjTFx8hShVAbSlOQRzTSklO4BXy5DBICSeSnIePUZua6JmurW9z7hbJTMW4CBTY1oQQQqh5+O0z//DyqLt2Fr23uRlh9kDOov18XS2X+Vlx74YkpHtbTh0ftRMrt1ykkZv1SGlcXb3JZEVLpqgNQU02dIdSayrhYiKRkDHr3fcEpaO11dWbwNAkDpeRfqTh+aPnPeAmRoptJVyzFcNcj+chlKz7vQNK6WmFgciYlH9XHZaNkXi0PHD9adZpTibvruawzYvw8lrhrg0ftRcWEueh6qQm16F/l7lervqvGX4cRvPsamU8dg/5jxrdOBJks4StD6TZco89T22+C2PGinBZXtjnYphLZMAKimm0tm/xUDvlyGEleN+RSxhoxB/YG2egLFuyqZtwBdfyjA/jHj3ad7Ne2xdL+y/ez6QwGqRozEodQUeeq0ckkKspctRcWFuUg6VAVXega29eyD9F2lqD1uQGtdnpqLhsKVwOFadP2hAEn/fQfpNYdw6J5ZqEtOP9a2onV5QVxTI/quLwTWF8p5V7UlOlP0ld2y4GpbPpStaBtL5i3AgIKvEAGg9IXF2I/WKd3KFxarwklop/iPRscAAJLralAHoKLt3Sv7h5J5C3D8Fx8gvqkBGwH5XWnbP6NpcOIbAiIAFyxYgPvuuw9RUVGmAnDnzp0oLCxUXfvkk08QHx8vC7cdO3bghhtuwNVXX43Y2Fg53LnnnisLQDvxAMDcuXPx5JNP4rzzzsPWrVvR1NSEr776Cr179/Y6z96S0a87Mh65DoAL2Leu9VoKEP3KX7H75bcw+LrzcbDgY+x++S30vm4aOh3XSw6T8ch1WD/3CXSOrUJDn2QMvvl8OQ6JwTefj92xVRh83bHfyuY/gV7rC1H20C6UJSUh68Lz0Fj8JVLrqtD44C3o1VCPsvlVyHjoblVcuwt+ROMTT6Jz3jWo/+lnRB8oQqfjeiH65vOxe/79qnjK5t/vdr+Sw+++gPS0w2g6Lha/mTQYmPQyAGD9XXdi8OpvUbP+Y3RBFQ4NycSge1pFjpSPTikutzIrm/8EBm1YjggAu+c3uj07KeEg4jOaECGaEBP1Kw707IXBN7eWreuP96B3Xa2c54M797qVt1WZKrG6X4+BD03Hr3/chIS6WlXZZf8mFfi6tWy23DEFdU/PR9XVMxD/0TLE1tXi8Lsv4GBaDXa//BZQV4dOsVVo7JOM1Lv/gIOffomsCSdh/bTJiDhyBEkRQPl5p0AkJMh1RVvXsG8dsi48Ca5fPsO+3n0x8J7pcjipvvVaX6iqHxkpQFnXRqSvLUTZ/PsRfd003fyblYv2N2UZd0pxqeLXvlu5Ps+vkutgMvYhbX2Jbj1W3jdow3IkNNRDRAAlDx1E9G03uKejaReSmnbhYMHHcrrL5j+BXjsKceiUM5CR4jpWLm3flDKPyvQBQK/1hTgUW4WRj9wNwIWDBR8jqWkXjowe3Pq8ZxciqptAYsJB3W9firNzkgvVJ/ZEXJ8YJNYdRmOfWGSkuFT3AJDjjjhyBDEb9iIp4SDK5t+PTrFVSEitRXrjIRy4ciLq77sXBz/9Er2vm4ZuB9YjrmszMupLkH7zrdj97EIcGT0YWReehPU3XKlKT/SBvUiKrUKXtBpkS98loPpGD+7ci6SmXagfcZxcloNvPh8HTNoL1XeG1u+/93XTWutDwkHEdBNISjio+w2aoXwf0jPNvmntN7J7/v3o/eNKuK75EtFPPS7fO+i6XHQ6rldbXW6U6650b6cJ56Hx0y9R3+04HL/+S+x56E4gKQmdYquQWFWHmlP6ouFIJhoqf0XTdTNQ/9PPrek5UISk2CqI2ddhz8uLEHu4Fp1rDqDnjm9VdVJKq1Tu0W11FwAG3ja9LdyxNnPwzedjd00xUnbtQGLEPvRevwZxjfWoj43HHp02VCq3Q0NOxJHzR6DThPNQ/cSTSKg5BKTEY/DNbW3zP+5ou6M1DYd++QxRB8qRaPKu5HR37e7oXRJ7RAghhD8f8NNPP+HCCy/E9OnT8dRTT6G2ttb2vS6XCz169MCf//xnzJkzBwCwdu1anHrqqTh48CDS09M9jmf16tU4/fTT8cUXX2Ds2LFobGzEWWedhaysLLz77ru2401LS0N1dTVSU1Nt58sW+9YBL57j2zgJIYSQ9saN3wA9T/JplH7tv9sJfrUA1tbWYsqUKXj++eexY8cOx/cvWbIEjY2NmD59uttvn3zyCSIjIzFkyBAMGzbMcTxLlizBoEGDMHbsWABAbGwsbrrpJtx8882ora1FcnKy4/T6lK4DcfD8t0wtRnYsJ/HDhyHqtVdR1zML6dtL0BQXj5iGehw65Qz8xsACohfv+rseRNbqb7HntLPxm/kPHgv37EJEHjyIlLLdqOvSDQnVBxF9373oPfJkt3jWz30CnQtXoiEpGZ2fehzN069FZ9cBHEjtjLKzxyF9bSEO9ctG0r49iL37T+g98mTVcwCg06UX4uCnX6LThPNkq8Sx0bU6zcr7et92AwDII26rOHY/u1DOb+8260+nCefh4Jv/RsquHXIe9Vg/9wmkry10K2vDNFpYBQ/u3IsDf7wHcXW1OHDGaLf3ZhSHdF2ZT1UZvLsMEUeOQCQkAADSizao6oWUD6P0u72Xd5chZUsRYhrqddO5/q4H0Xv1t9hz4qkQXbuq4jHKn/YdGr1ru2VhVM7avGrv2fP4Mxjww3coHXEWsu653a1crdIh5X23pj41PvGk6XuVy+XE4YDCgijFj7o6+b1J9VYia/W3rZbvMRPxm4fuxpYPPkePx/6C+tg4RAAoyzkFWffcblhnmh95DOkHyrH7pNOBLl3d8rth5r0Y8MN32N+lB2Ia65FcWw1XchqqzvwtAKi+dbO6rVeWyvcBwO3dBBpt/dCrL+vnPoGu+f9DTHMTDt5xF6JeexWxdbU4eOJwJG3biti6WjQmJSOmoV7VNvRus4xL9SG+5hDqU9JxNO8aRL32Ko62zawo37X2e9z97EL0LvwfjiQkIbaxAQf+eA8yhp/g3o5L6R5yoqo+aTH61lO2FCG6oR4HHbRDVuUp5d/0vq4DPXhrxBJ/LjC8+uqrxa233iqEEOLZZ58VSUlJju4/5ZRTxEUXXaS6tmbNGhEXFyfGjRsnJk+eLFJTU8X5558vXC6Xo3jGjh0rLrnkEtW1wsJCAUD88MMPuvHU19eL6upq+d/u3bv9uojUE19W2kXa0kaKorajjDz1sVY4LlfUxsTJ3vmle6QNGxsHDpcX+ZodJK9csP39H+eKI1Ex4vs/zpXDFfXLkTd+aPOiXBivXSyvXTStTZ9yY4q0m027u9Fo15zyuh2/b8pjtLTXzJy6Gr0Hb3f3av3Y7ezcU1THJqqcPust9LaqF8oTQKT3r11QLsfdttNR2pXqZIOQdiG4dpetWVi7WOVVucEoP896h7PZea7KeqgXj3Kzh7yT1oZDc9VC+7YF9spdl9LGoSNRMeJwdKzqG1OeAVxi4GBemW9pF2llUrq8ecropBsn5awXzmwjhpM4vcHORhXt5g6pPJRH6Gn94Wk9OijbNum/ys0j2nu1adikaD/1NsV5Uv5CHNvkp/d9S+TntR7XV5aWobvz3Ch+Tzbv+QJuAvHjLuBXX31VDB48WBw+fFgI4VwArl+/XgAQH330ker6nj17RElJifz33r17Rffu3cUf/vAHR/GcdtppYsaMGaprW7ZsEQDE119/rRvX3Llzle7j5H/+qkBF/XJEY0SUKGrbASp9YNojwpQfmt7uMT1XEMpGVU9guR3hNnm6qI2JF/WIFLUx8XKDVNy2C01yZyCdVKA92Fxy1WLlFmbdwiUq9wjyvYrdj3odsJ5Y1N3N1pZGyc2MnRMKlOLNTMgpj7DTdtZGwlHrrFdPDErlUNQvx1DcmNYFxe7mis2l4lBckjgKiIbIaDeXQdpOXjq5RSs8Kza37cZOSFUdLWa0W7I8pbMsFpXOiJWdndGxbFpBXTgu1/AkBqPTY7xFbyBjtsNZ6tRWjZroVl+kNK4eNUn3RBztwEV6vvIUEKVIVO3e1H63ijolleP3f5wrf2PaQZHk1LsyKV3V2St3tCrFiVbwmTn81Q4AnZS5nrA3GiD6E7PvTNmuGYlhI2GlHDi7nXDU5jJHfv89+ovKxNbvyOzcZSOH1XZEoLa8rUS4FGZvp0zR2NZH2HUBZTZY8icUgH4SgE1NTSI5OVnMnDlTLFy4UCxcuFBMmzZNxMXFiYULF4qioiLLOG6//XaRlZUlmpubLcPed999YsCAAY7iOeecc8Tll1+uuvbDDz8IAKKwsFA3rkBbALViY+vyb8ShuCRxODKmdYRn0ihqGyituwJlw1M4LlclElWWBMUoTTq0vDYm7pilTeNmQvssqSO0aqyUaZWtVRqri7YjUx5Ub2QpkASNJDrMTnXQK0M7nb10jxzORMRohbuR6NMKMbNO1chCJP2mPWlCOvZta4/+uue9Kv0XViWkivqoaFGZqD7nt3BcrqhMVPtcNLX6aAcHbUJje7c+smDTvh9tnVCKRD03FdJ/zc6PtoteXsw6ct3fJ08XZWkZbtY25RnXhj72dMTd3k6Zclx282lHsOhZk5RiT/WtaNySGNVnvXzptUNSGo38mppZx7WDXX8LBiH0fU9q02YmYMyElZ6QVf6+qV+OaIyMEg1tx21Kg2q9Orh1+TfyPVoXOXYEs1VdN2Lr8m9EUb8cUZw10LZrHm0dDJSgpwD0owCcMWOG6t/IkSNFdHS0mDFjhvjf//5nen99fb3o0qWLeOCBB2w97y9/+Yvo1KmTo3hmzJghTjvtNNW1pUuXCgCisrLS1nMDXYHy86wtgHrojby1DY+RjybVkUVt15THlWktRHbORjVLt55QkhozPauRcvSsJ9SkvMvnBBtMT2vLWSkS7To0tvs+VJ3pZH2/bkbCUymmVILJpBMsmDxdJdakdEqOtlePmuR2xm+r2I8VlUnpoioxVb5XSvumfjluHaFVWSnrVUHbVKPKYmpQHnp1yOgdKeuK085L7x0prad6nbfWmqNdUrCtWx9RltpVfl/afBr5VtOLWxLl6xYuUdUBO8LDLG474czyajQ4MxsEKVEuJdAbwJgJB19PDVvdY+bj0c7zzMrUSPhLYZSWY6M8awW4dkmMHUfOZgMGT/Kpvd/oWYEW9BSAAXQErTcFXFFRIRYuXCgqKipU199++20RGRkpduzY4RbP9u3bVX83NTWJYcOGiUmTJrmFNYvngw8+EBEREWLr1q3ytUsuuUSMHDnSdp4CXYHsjqSsOk+9+6ycnWpPJzD6wI0+dm2chicrtI2wlaNbpWDaOHC42KawGknTw/kKQaHXmRqdl6qHkbXOCWb3Sb9ZrevSe2eS5acmNsHyLGVlfEoxqewk9NZI5k+eLjt8Ls4aqGvd0BP00vT9DoOD542Er1F5mIkJbUdqZKW1siIZvru29OmtSTVal6ftwLX5snI0btZpKqe2ZQuJ5t1bfXuetB9GvxkJGdNvW/Mu5MFAm+Pg4qyBbo6nrZDaJ73vXi8tVmVgJXaM2ljJYiqtkXY0EFQ8S+vUuqjN6b3eelc9tHVUa6m1msbVijC9EzzstPF6adI+UztFbaesfQkFYJAFYEFBgQAgCgoKVNfHjRsnJkyYoBvP3Llzxbnnniv+9re/iUcffVQMHz5c9OrVS/zyyy9uYc3iaWlpEZMmTRL9+/cXjzzyiJg2bZpISEhwS4sZwaxAVtOnZtfMMPoItWvrlB2u1ahW2+iYfdjSCFueMm7rUCWLh3TUm27n66BhN8u7HauaFU6eZ6cTVTXsOtYfqzLQe5aRtaxg8nSV5cropIgCTYcgiXMjC7Wyo9QeMaeXfmnd5N5OmW7vw27HrJdOqzqjDKdn0TY7OUb3GW1pUFo99d5Rfp6+JVNeC9ZmxS4c1/pc7dGFRp278hs2O7nCzLplJN4qNpeaDpiUdU15T37ebfKmAmnDiSSgtEsSrESrds2dUX3Sez968TkR1VIY5QYJq3I2epYkiKSB6saBw0VVfKp8uo/dNXVKtGuP7Qpcqb3X2zBn+K05bCuldeW1MfG6a8Sd9l1OoQAM4EkgJ5xwgps7l27dumHGjBno1q2bfK2+vh79+vXDlVdeqRvPgw8+iMLCQixfvhwHDx7ErbfeimnTpiExMVEVziqeiIgIfPjhh3jjjTewdu1aDBgwAD///DOOP/547zLqY5QnCQCQ/7+h7fSH7XfMAop/RGXxNkS4arB/xEi300OceFJXedlXeLYHIJ/qUDL7r+hWU42G+ETAVQNAfRqC9sSR7C+XQeDYKRNmB7MPaDvNI2NqLiqXLEWEqwY98r9CTFMD9gwdgZbISBwcdop8iLyUNr3TH5Qe6yXP+soTMozyvn/ESOwfMx4Rrhp0MTm4XA/liSWVbc/VS4+UZqmMIxQHrOu9M+mEg1JXDUYanHCgd7qLMk3KNGhPKHGvZymt+f+hAE23zkT2/n0oVZwUcfze7RCRkfLJK9KJD4fvmCWfHlKJ1lMKSl01KEltDSdSUxBbfxixTQ1oMTjRpnr7HpTMW4DEu+/B9icex+FrrkXiq4sRWVeLztJh9W1x6526IuVFKlP5FAdNuRqVl7KupPXLQskZo5HdL0s+USXpUBXq0rsAicmIPXJYPikF0rtz1SCi7fQT5UkS2XNmoeLCXCTUVKNk9l/lMpHeSfacWdj/3dfI3LsdW19YDKSmoMvXn6Pp1rXIrNiDQymd0ZyQCBEBxNdUI7JkM6ravnezEyukfFaNGIkjKWmGJwkpd7Zp64x0koP0/Su/6dTClXJblFH8o+pEjdK2sPu/+xpdmptU76LUVYO0n9citv4wkneWIq7+MI6kpLWe/NN2eoTVyR7SiTMVF+YivqYapZpyNTqdxKg9dHIShVRGiWediarvvsah4wdjwDOPoRsgp0evnI0QgNy+YclSZNZUo6JHH1RnD0ZqyWbH8QFA89334NA9s9B89z2oLN4GuGpwYPCJ8uk8RqcXqdqxJUvl/2rLVXsKiN7JUtp75bJ99H7s+nktMir2ILVkM6I3b0CD4qQingISAIKtQNszgRhBKEdBRpYJ7dSBEqdmdZUlqm06tmB8rnoqq80So7TCGcVbsfnY7kXtVJ6dUWPF5rbF71GxYlObKxuz8EYuBcxGk9ppEyNLlx20z7Eaxcq/W1gb7Zwva8eiZXSP2SaS1aMmyWfLFo7LFVUJqaI8ubO809bIkqm1JhSMz5WnMY2mt03d82gtgAbvxm6Z6pXX1uXfiLLUrqIqMVVOr3TWsdJCp2eF1CtvbTqtylv5PG35l6d0FqU9+ovCcbmqqXareqp9J0aWQuWUu3ZKfevyb0RZWoaoik89tv50vP5uelWbpbOkQy9tRhud7NR7ZTz5mjbKE+u9UdzatBnVV+U9Zs83mgLduvwb1Y5vu/Hpoe0/Snv0F3s7ZerO3niC1suDne/ZcDZCp4z9CS2AAZwC7ogEogIZda4SW5d/I/Z2yhQ7O/e0XAdjJhT1nlvUL0fePKDXoSpdtuiJDG1np3X1YbQGTptvvbVgRg2XssOwEiZG0zwqEexwGsJMcJs1fFYNnpnAtiOijcJoxZKuMJMW6be5ntAu2DcTPMrnS+vpNrX5NdNuglCViY5o0sZntAzASSeijXvjwOGiMSJSNEVEiC29B4nKpHRRE5ugnrq0EJTa9Jt9G9oOU2+KWCr/qvhUedOMcqpYmnrXc4skiTPlt2NUp5UdtjYdUrnUR0XL+TJad2nVZpnhxCWI3m9aIWj3uzWL20rI6A4cbdRD+bvSbH7Jz7vN3QuDzW9cu2ZPOfW++uFnxKG4JLEnPdOj6WSjPBj58LMSznrtbSChAKQA9IpQqEAbBw4Xh6Njxd5OmaadpfRfPd9dRsJA67xUGWfB5NaNAkeiYuQ1X0YjQK24sLtzVTuy1I5mrXaWWXV0Rg2Qm6DxUeNklH67wsJUwOmICzO3MdI17Ro3o/ikTTRK1zt6o/b8PIV7Es17X/3wM2Jvp0yx9pQx8tofaa2n1mJjJry19crsHquy1d6jtQCa7dI2rO823q/ud2ognJWduHYNqLTerCwtQ1QlpMrrx6Rd3DWxCeJIVIw4FJdkafUxqzfrFi4R5cmdxNYeA2RRaeb4WRuXXQuPmaDQplO7Ltmo3fMEvfdnd2BhJBiFcPcpauajVbnBze7Guo0Dh4uqxFTRFBEpqhJSVXVRciNUlpZhuhFEmQ6remK1qUQvLjttTiAIhf472ARsDSDxD3FPL8C2O2Yh7ukFyB7UHwXX3G64Nkq5BipDE1a53k9a86MMK61xAlrXAuZ88m80RUahIToWjTFxqFyyVLUOEIBbHJXF21rXhd10LSqXpLitCSn59Fs0tOUFh2uR0HAEnYrWI2LzBt01IXrrQ5RrWPTWRGrTpbc+TptuJ2tuzDBKv9FaNLlcDNZlyu9JseYsY1B/lMxbgG5ffIykD5Yg/WgztirWT2mfVblkKboq1rHprbvJGNQfJd17IKpoAw5/ly+vQZTqTyUUa0Db0hNZV4tObeu7jrSt62ksXIm65HQkVlW2xSzgyh6Mlh49WtcQKdKllw7t+kq3NUV6aydNylZaE1WlqCPZE85G5epVKJ79V0SgdZ2S25q6T79F4rTL0TMmDiWuGpQAiACQcdO1qGx7F11vulZeA6qtX9Jawh6HqlBRuBLVTy9Awx2zkFlTjfJxF8jhpLRXAuoy/6EAjQmJiD1yGFUjRqJ83AWIKi3BsMIv0K18F8rumIW+v+5EfHMjGqJi0BAdi+qkNBxJSbO1niqtXxayddZ4ISICabUH0fDE44ivqUZdehd0W7bUrS3JePUZOe3Smi7tf/XWGJfMW4CMm65FadsaPr1vU1kuVW1rdfW+IeX6WuisvzVD23Yo2wBlO2iEck2stPZNQrl223XGaHRtboLo3qP1G2tr/5rvvgciNQUA0PWHAlU+7TyzcUouxOEaNEdHA66a1noJ4PBZZ+LgE4+jpu8AdFv1LaomXoSStvXUUrkqy1rv25HqfveYONR/9zX679+H0vMuNCxf6R1GlpUhu/ArlLpqIFJT5DYnrV+WqqyN3jnxE8FWoO2ZUBpBaKd87Lg7MbOWmVqdFGtXjKxMelYiq+lnaceaZBWqjYkXq0ZN0reCWIzEdfOjY2HRTmOZTV/5a6rCiQVQb7Ssl1fJElATm6CaitSW3dbl34jirIFiS+9Bpm5vzCxUemWVn2fgyLrNsqHdxWzH9Y5TS4FemnXj07FEu1mAFPFsHNh6pNreTpkqp856lmmj91WiWIulN+WqLV/tNb21ctJyjXULl4jirIFia9t6Qa0rEKMd/GZ1S+m/Uc/yY+r/UzMlqfc8q3ptVteMysoTi7A39xmFVbaHku9NvXWw0mzOobgk2dWVHeuaFuldrBo1UdeaWrG5da1pbUy8PP2sZwmXTnlS9iVSGsvSMkRx1kBRmZhuuj5TilfpN1RZN7SW5EBaA0Op/w4WFIBeEEoVSDkFYMcFgRazaVBtGCunzvl5x9awSB9+cdZA2cWBUbqONVyTRG1MnHzknBDu585arcXRy4+yo5Y6Qq37CLNOSSl8PZ0+0QtjNlWrJ9i0Al/vmla0GDWs+Xm3idqYeNGMCHmTjdHUupG7DW25meXfLB1mYkDKj577GyPMBJ4yjWYbYKT/KuuOm1hVrmfUpNGOiDNaQ+ZEbChFnrb8lOvqlMJcWy/sCish3KdqzdqLgsnTZSfWbnXUpqjzRBjYFYXae/SmNZ08X28QoFxLqhLVmm97b6dMsatzz9Yp/cRUw0G2Xh61aTdaDy3EsbPdi3sPUpW/9Czp1JGa2ARVnqW6XzA+15GrG6MlQju69ZEFr14d9NegW4jQ6r+DBQWgF/izAplVfLPGUtqYYfRB2X2u3ig/P0862SBD3gFq1PBLa1i29ugvamPixdYe/W0f+K1nYZR8AOo1iPl5t8nroCqT0nUX7OsJIiuri/YeoxMLdPNgo8NQinattcxt44yiM9mm6UztWCyM6kHF5lJRnDVQ1MbEyycM6Fn5JEfb8g5CRedVsbl1jaC0S9hIaOl1NHrpM/NxualfjuGuQ+0zpXWLsr88g40uVmXlJvIMnivV27K0DMOjA+18j3bepzKstLPT6OgtpViz+i6UG7vMOm/tGl2rNcDKY+yscCJEnWIVj9kAyKkoVwo7aY2msv3R8xcoi+bxuW7rZPXqg3LXs+QrUm/ziJsoNVhrKdWnLW3WP6MztfW+UadlXbFZPajUm73yRPjbhQKQAtAr/FmBzCq+WSMlfVBFbdMHheNybblRkONWNAzaRqJic6tLlqaISNEQGS0vODfsEBUjX6sOW4pf25nIo2WFCxE9gbFx4HBxID5Z1EdGy8+yGukbCT2jsjYLZxa/nfwqLbfKs4v1xIq2M7WydJiJP+2GAtMpQMW7KVB0XtI0qHw6iaaj0p5uoOy4rOq3qk5Mni4PKLb0HmTaUUsuNpR1z0hUmz3fyW/SAEFy2mtnY5TeO9GevGD2XG0nqhQddpwzK8slP+82sbdTpjgKiENxSW7OgPUEiFn7YiXqjcJ7u4PXG/whNPUGbVIYM/ddRW0ugcxcrEjfpXQ2t1S3tOnX1gfl4F7bFkreH/Qsh/LzDQSkVd6MlgpI4ZVOq7W/+xoKQApArwglC6AQx0ZvRf1yZK/6eme2mqGcNtDzwbVu4RJRHZsoDkfFytY2s3TqTaeYpd9o6k9qDOWpLB1LleRDTbvORGt90nuucorPTlnbwROrgVIMGnWAZo2o3rONxIM233rxmE0vywfNT56uEpLajqpUZ8pRKyjd0j752OkZyqlhSdRJvikNXUy0pa8qIVXXz5qVZcLod61LIrf6ZTHtrhSoer8pBwJ21+Tq/aZcT+smHto6b8myJJ0ssnX5N2L1w8+II1ExYk96puk70sZlt33Rplevnpr58LMjJEMB7SBGz69iUb8csWrURFP/jVanu0jiuiwtQxyITzZcnqL8DrV1T1tPVUYAgzqsFInK9Eh1Rc+6KYT7ySRKAv1uKQApAL0i1CqQcgRt5MJFGc6q0TGaBlZaqMx8+Rlh1NAbda7Ks0Kl9FQmpYvamDhVg6fXwUvplY5oMrQa6Vj2vBV/VkLO7F4nzzWzSpnFp7UAastRK2K04kVPiFs9u2Jzq2Pw4jbhYSWEpOPW1i1coptWbd614sJsk48dtOGl5+kdkWW33I1+U9ZVI9GlJ56M3Lbs7ZQpVo2a5JY+aWC3etQkeT2XUmQbuYrSe5fKDR5WG9CUgzntudRGAxAtZgIiUNhJp25ZKcpxb6dM0RgRqVoXaPr9aZZcKMPrbR5RWpClNl1ahy0NnpTPM7MIav+/QKd/KRifK6/1lpYG6IlXpyLPmzbYilDrv4MBBaAXhEoFMmts9DASDNLHqTxjVBvWjvXJLG3KOJQdjzJd2s61qG3dl3K0qd3FZpQ/lZgwsSw4KSe791p15r7C20bSzQJg0CnrdUaelNHGgcNFY2SUvL5JO9Wdn3dsykyqi0ZCy2n9cyI4tAJSOVCw8mtnJs6M0EuPWfqlOqZc/yeh9660cSrXjxl1+MppPG2c2in1vZ0ydcWZUjiUp3SWdysb7eg3E53eWIm8/U605eZU9Evk590mtnfrI8rSMuTTVIy+P9M2ue09SP41Vz/8jLz7vyEyWt5EJ4l6aY202ZSy2fclhVEOyqT6IbXRxb0HmVoPneKLOIwIlf47mNAPYAfA6DxHLXp+1JS/JU67HL1cB7GjqQn7R4xU+TOTwmr9xuk9S+nLSfJJV1G4EmjzGbb/hcXI3rtd9mMmnZcrpSt60PHoNP9hHLp5JlzFW1t9qSn8aWUM6g8s/xAbZv8VAu7n7Sp9YpXMW4CMpxegXOcsSius/AWakTE1F/WFK+VzTc38/PkEV03rWc0Kv3VGadae+xvhqkHVkBNlX4KGfhCl82ChKFudumRF3NMLUHLrTEQ1NSKu/jBwuPaYX722uCoKV0LUVKMlKbn1/Fgdn2qAjTOgNf7glHmz43+xW0217D9Pda7vhLOPnf+r4xtO6wfPzrvXfktKn2tG/hErClci+mgzGuMTVb4gte/QqMz06oeUhoJrbkdmW/4zpuai8oXFqBoxEpF1tej35TJsG3mu6t1Ifubinl6gm4dfzzwXpeddiAi0nnvb9YcCVC5JcfMfqvJ7CffzpDOKfzQtRyv/gZ5+h3r+B43CmD1D+W7OaPOPqvwe3erokcMQbd+B0oeodFa55F/z6Jof4Ro6DLFHDiO+bDuAVv+UA9q+p4ijzTicmYWWpOTWNLaVacbUXERozgjW8wUo+Rzt9PNaxNQfRv0TjyOhrX40330PKp54HM1334Oq7/JNfbXqYfTOeB6wnwm2Am3PBHINoOVUjI2RrXZ6R/Xb5OmiKjFVlKV2dXMl4fTZRhY4eYQ7+djRYnpWRjvTPLqWKSOLlQ9Gj07jMrM0eWKJMLsnP++2tinxeHmaXC//elM4bhsjLKyk0vRhkc7ORKd5UPqGbESkKEvL8NjSY/Z+lNZYPUu09oxqq/TaSZNyetSu2xotGwcOl0/xMJ1WzdNfU2iWF6fTmMoydLKxTJqelE4qMkqP9rlan59ONobYsWZ5gh2Lsd2TMXzxTKWVuUCzJlc7pas3xav99vWs7No6r+xDVFZ7D9aCKpGtiw5nabyBFkBOAXuFv3cBGy2eN9o5pkWv0VdulJCuyetDNIt6lWu8nOyKNGpwVJ2PYu2YdrrMjjNrO6LPqPF0Om3oyT1Wgs3TdZNG007FWQNFQ2S0qIuO093UoRLiyjokbbZom4qyEhJSQ69dRySEtT9CrXCQ8rS1e39RHxUtVo2aaFvQ6JWBUXlL/tV2tLlG0pap1a5gbXhPBgGepF9K9zZNuu3eb5YWp3nR1h+jAaEWbZ2wK6KNBi92hIEn368v8Od0pRHKaWlpA6BdH4badtepux/l/UWaDVdW6TVqkwO5A5wCkALQK/xtATRyn2HX0bNeIyrt3pI+6GMbKuLdXAjIonN8rmGjbSR8pM7eyP2LleXQTvl4Iu7sPMdoNOsrUedLC6CyvCsT01UWQG36VGsSDXarWj3HbM1WUb8cN8ttft6xnbvFWQPd3ArJaU9Kl9d77lAsZJeEqe2OX2dTipEFUHq+3dNztILaaAOMWVkZxWu0WcVX60etBmG28+zFNyuE/U0cvramBUKcedMmeYqUL2knd8H4XHlNnt4A3HCQZtSuTVbvGFfWT+WOda0vSqv0GoUJhFCXoACkAPQKf1cgb0ey2rD5ea2e1/d2ypQ3YEhTB9IuW+VJF0bWGDtCSHI/IzccGtO+keXQKm92ysRbC5+e+xujNDtJuz+Q0zTZ3GWHMn16/h09Ec3aUbveQKFi8zGrs57VUAqzceBwURWfKmpj4kVZaoYs2Izc8xilUS+8U+uY0T2qMswzPh3EaSendHwuXSsYnyu7uzHDk7ouXbezS92Ovze7vjGFMLcA6rVXvhJt/vo+7ZS/NJC341ZH734zVzDaWRqpPa+NiVNtkJPSWZw1UDRGRImifjlyPHoDJO0ARGv52zhwuNjW5nvSakOUk/IKJBSAFIBeEWgB6AtBqG2MlEJv9ahJoj4yWlQlpLp1hspGyI4QkqxMkjsCpYg0atQ8FSJaC5bdKXKjeL0dyZuF8zYO7XW9NTrKxlwvHiOBa/Zsvbqo3V1tR3waXVcKRdV002TrEzhU8ZmIEbMp6lWjJsmOzaVytKpnymcpLVtOBWfhuFzZYbVEUb8cuaO2M+AyqutG4lbZgZuVqVVdsZMGI/QEn5ELmlDFTvlLecqfPN1w17YS7UCjIqWzfASmsiyU4lw7wNMOKKR0lvQY0LbcYpLqeRsHDhc7bJ7Jq31PnqL9/s3aNX9AAUgB6BX+rkDaj9CsU5LWb1lNmZh9dHoNhxRGK+DsCFEjUeWJhc3sOdoG0xdnITv93W4+7HaWRuGs6oTWsmNo3TIRSnrvR6+z1loNlHXRTllp65tZuvTy6dSaojf9KImv8pTOqt/0OqRN/XLE6lGTdNPneIOI5rvTWtnsWhQ9qbd634g3gx5PBzxGddfp4C2YOCl/PaGlh7bdlKx62iUCWmfMRs/Mzzu2zGHVqImGy1v0lhzp1Q9P20rtN6tc76etC0abh3wJBSAFoFeEkgUwv63TLlcc+m7VmOt2qpoOWA5j0akbCg2de4w2EvhixO9th2X0uxMrh6cdop1wRnXC6MQTw3dgIpT1BImRAFPeq+ezzAzp6DTlVJVROet1pHonZpiht+tXOvR+a/dj6yP1ylg6fm9vp0yfLwPQvkO94//0vntpwKdcw2hncKZXZ+yUuycYDQLN8mXn2/S3b00znIghs3v1/jYKo+eQ30zES/8vDdwlP32ma7JNBoVO2j+jtkISfNI3qzyBRpvndQuXiENxSWJn555+GwxQAFIAekWgK5BZ46dsJIx2Upl14toGw6yjt5smq3zY3elpR1CZPd9K+GpxImY9Tbev77fTQCsbeaULFjudvp1rdgcLEtLuwYLxucfqoI31ZPl57k62nUw/K8tKz3KnFS0bBw4XOzv3FHs7Zeq6jJGeYfdcXLN8aXclmwl4acC3t1OmOBzVKk71vn2juuEmzgw20HgqDLVx+uK70iujQKPMhxNhZBWXkzB67Z7Scq/9FqWTOozWclqlw+g92dlUIsUtCT7JYbX2IABtenbonJ/sSygAKQC9ItBnAUsfknQurtGWe7vWIyV6nbdVhyx1jlZTNkYjZruNv1njZKdDkMLYXYTtrXCT4rCzyN4MJ52LXYFhdfavk2do64xTq4ye0NIrLztWEzsiR0Kazi0cl2v5/eTnHTuVxOj0G+kZZudu2xboefYtc5L7ntWjJomytAyxo1sflVXFqPyMrjsRaG7i0SKMUVxORaEnA05fY7cNs1NvbQtpnTxrvxmjNYG6ada061J9Uh4hZwc7U7XSs7UWQO1MlTaN/l4OQAFIAegV/vYDqNcwSj77jI5B8xS9Rk06usloF2Z+nr31dlaHiztJm9FvdiyA/vYxpV235e1RcN4IUcPOZrK7/0VPBJvyGVbrQ43SpRJak6eLqoRUUZHY6g7GyCJnGI9Oh2ZUL7RC2Koc3RyZG5SDEyu0Xazu04rwVaMm2to97MmzjMIq67qn4saOmG9vaPPhbb704lO6fLHbzhjV//y8Y1ZlozRq35eRr0ozsWs0g+XNbmlPoACkAPSKQFsAhThmGpfOkfSHFUvVqdjcVWn2POXUhL86wkDFYYbRTtBgdGh2nuk0XXYsSVKnJJ3xa2gV0oz+pfWADZFRojEySlWG0kkHSr9mVhtdzPJmZQG0yre/65GT9GjTotw9HMj0OLF2OxkktAeMxI7ZaRzePkcZn7S72M7GN+k+pX9Ns+/MU4utMpyd96k0JgTKGTQFIAWgVwSjAtk1jXsjOuw2wMpnmD3PrMOyS3uwChgJi0B0aJ6IFH+Ical+VialG55IorUaynFOni7WnPJbUZaWIa+1K9HpFNysq5Pdj1wzS6M/6pJVmVj95sTaYWRxE8J9XaU/MLPu2E1/qH/LTrAagNhtsz15puT9QbtL2AjVyR4KzxF6Yk0pypwOfpz4xdTG6wuxbAcKQApArwhWBQpW524W1hPR6K90KcMHeq1QIIS33j1OR82eChYhbC4Y93Dxv7Jjy588XXUyiN7UtRTeyaYAfwhyM4fJZuVllH4zQW9kcZPFtcWCfzmsjQ03unl1UMelNOntVA7EWtxAYCWI9YSUr+KXv3sHrpckB/3SNLByynXjwOFiu8LBs6fC1cgC6O9+wgkUgBSAXhEsC6AnAs1uGH9/eIEQZsoRt3JhfjAscU7wpOxVgsnBc82sSLYEngdi3I4VQRr9b+qXI7a3CT/5kHtNepQiRnucmz/etVGcFZsVp5043AGs9z1oBZ6e4DOzqkouP6ycN8vrwBzWHU+sfXs7ZeoeE+h0N357xNu6aFYOXg2MJ6udrEtHMpalZRxbi+fhIMFqgGf1TgPRT1AAUgB6RSAqkDcCTRtW76OyEybQFhM7mKVJOeJWuuYItQ7FiTAyutebDSZ2d92a4YnHfqvTJSRxurdTpuqkEW05KaeRtRYHSZD5Uvgb1R8zMa3EifVDGZ/0t511ldr1XaZpkcJPtn++uFOUFkCtyx+rab5QsgAGMy3+frZUf6TBsuSfVc+tkSffuycWQG3a/NFmUwBSAHpFICqQkUDzxAKo/dDNOkddn1I6001OGiXlPXaOmDLD7qjYm8bHl+g925vGzRcNoy+syXqna1hZvNzEmY0dvMo4lYLH6Pf9CamiPjJadnzri07EzAJoV9jZ+Y6MBgZGfjN1y8ZBXqXBgL9P4FCmLdQGY1bYTa+RQLJjBfZ1u6RNi1Fdk4S4djCpd2a45HNS+b1b4c279mebTQFIAegVwbAA+iIuM4e1EmY+pYSwd0aoW5wKy4Z2ys4qzZ52unbj81V4I3wlovXuDYSwNWrE9ToZsx2hetYtM5csUhijhep6WIlMu+XlSTinHb2emPUkPXqi2YpA16FAPc8fbabdctUbEAlhcfKOn8SwNi16z7E7kJbCmjln9ratDnR9pACkAPSK9lqB7HxcVmE8mcJVigO7i/Z93Tg6jc/f1iNfEIgRthMrl9l0qFsjr7ODVxufJ2sc9TovN+uTRZx2Rbs3li0z654TMWkmMIwIthXOX9+EL/PlNC4zC6DVyTu+XO9WsblUFI7LFZv65RhaALUDI7O47KTP20Gu8lsPhEW6vfbfviRgAnDDhg3ixx9/NA2za9cusWbNGt1/EnV1dbq/19bW6sZZWVkpioqKRHNzs+q603j06IgVSDkl4I1AtLrPbmPn68bR3xZAbzs1T+73iQXKRw2tJw2+mRCzqo/eWBesjiK0W16+sFwYPcvORh2pjIw2yxg+z8MF/r7CXwLUHxbAQMQVaOFqdxBvN12etC96306+H9ekKumI/bdTAiIA//vf/4rIyEiRlJRkGu7JJ58UI0aMUP1LTU0VXbp0kcOsWbNGABAnnXSSKtyGDRtUcZWXl4sLLrhAJCUliZycHNG/f3/xxRdfOI7HjPZegYw+WCtv8L54jlOCba2wi7fp1HbsTsvN7PnejtDt4lSUWZ0/bbbcwFYHo9ntaHV+sC/y5inaDtFod7EynJ6VNJBiw1MCMc3XnrAqD73fje6xU7Z2l/EYDcLsPMOTeuiLAZUd2nv/7Qv8LgD37NkjsrKyxM0332wpALU0NDSIrl27ijvvvFO+Jgm3gwcPGt7X1NQkTj75ZDFmzBg5XHl5uXjttdccxWNFe69ARh+fr51weis8pDQ5PafSG3xpyfH0fk86aacWQH/gdDpSmy5tvs0sFXY6GGmNobTsQJpe8peFwZMOTGn9sJt3vedJOLG8kPaB3jv1Rsg72dHr62dLaNt25aDM6Jg5X9He+29f4FcBePToUXHOOeeIZ555Rjz77LOOBeA777wjAIhNmzbJ1yThtn79elFUVCQaGhrc7nv77bdFRESEKC01btzsxGNFe69A/uoEtPF6O/UohbWzbtBXeaKFxD5679ubNTx26o/d+yULYOG4XNW/IpsnJ3iCsu7YrUd6VjxtXqzyqvzbGyunr2gv9be94MQCaCcu7dm7Ti15vmxrpVknZRu/ceBwcTg6VuztlEkLoJ/wqwB88MEHxYQJE4QQwiMBeP7554vRo0errknCrVu3bqJv374iLi5O3Hvvvao1fjNmzBAnnniiEEKIkpISsX37dnH06FHH8VjBCqRPfp61XzSnFkC7nZlRh+uNiPAmnlDDH+nXK3On5+3q4UlapY6ttEd/1dpCt0GE4vQDX5eH3TOyje5xgpu11OLvQBIKg6hgEqptiPSN7Gg78SNQZ++apUfPFY2n34Rd2H/7UQB+8803onv37qKsrEwI4VwA7tq1S0RGRopXX31VdX3Lli3io48+kv/+9ttvRWJionjkkUfkaxMnThSjR48W55xzjujfv7/o0aOH6N27t2oNoJ14tNTX14vq6mr53+7du/1WgZyInlBD1Ql7KcQ8ebZe/L7qjNp7p+aP9BtZeJVrST15707SKsVfMHm6PPhQri00+p78UR6exGlkAbTCylrqjyUddgmF5QjBxKgeBLsN0Q7Q7VqZ9foiXw2sPYnLWygA/SQAm5ubRVZWlpg7d668u/buu+8WCQkJYs2aNaKiosIyjoceekikpaWJw4cPW4a97bbbxAknnCD//bvf/U4AEIsXLxZCCNHS0iJmzZol0tPTTdf8aePRMnfuXAHA7Z8/KpCTaU9f4OuPz6jjsWMd9Ae+yl977rik6VCjnZ++bsyV79+TTs+jNUoONkLIefDxblhPLZf5eeo1gB1hOYO/B2ShTChbAJ0836gv8mSph9l7z89Trx32dzlRAPpJADY0NLjt5u3Tp4+IjIwUI0aMEO+++67p/S0tLaJv375i5syZtp73yCOPiLS0NPnvmTNnitTUVFWY0tJSAUB8/fXXtuPR0pEtgIGyhJhZB4l/0RNJur/7oDHXYqcz1IbxdfxGeHsqjS87KmVcnloF/Zk+p/hqSQZxxx+DdrNvSM967tRdi9WgcePA4WJ7gKamKQAD6AdQbwq4trZW1/feF198IQCIdevWucVz5MgRt2vjxo0TZ5xxhvz3hx9+KKKjo1Uv9vvvv5c3fdiNx4qOVIECaQlh4+8bPLXY2TlSzNPnW01JalEKBK1Y8EWd1I1TO13t5bnUvho8GZWdvztCu+/dG8smv3Xf4+tBu9P4/PFuKzaXiuLeg0RtTLxYNWoSLYB+JqgCsKCgQAAQBQUFqutXXHGFOPXUU3Xj+cMf/iD++Mc/io8++kh8+umn4qqrrhKxsbFixYoVcpijR4+Ks846S4wbN058/vnn4v333xdDhw4V48ePFy0tLbbjscLfFSjQjacvGxQ2/P7H0/flVKR5kyarNJpZAO3cb4WhVdHhVLGTZ3iKkUXF38LLbhn7S+gSzwiUBTDQFPXLEY0RUaKoX45fn0MBGEAB+O9//1ucddZZqmsbNmxwc7585MgRMWrUKPHWW2/pxtPY2Cief/55ceGFF4rzzjtPzJw5U2zdutUtXE1Njbj//vvF2WefLSZOnCgee+wxldXPbjxm+LsCBXqdjD+FAPE9vthpK4R/hb+nO/n0pp28qZ/a+KxOAQkGnqypMsIX0+eehrOKw+4SkFARJCSw+Hv3rwQFIM8C9oqOZgH0Jf60MnmblmDF4Wvy8445OfZGMPgqb7604Ond541Q1d4bqE7GCH8vjwjF+iqEs01gHER6hz/rgC+WiwQbCkAKQK9gBbKPnbVYgXp2sOLwNf5Yt+kNemXk6Xs2XF/oQX717gv2dKby+b4So6HYyWpxksZQzE8opskIf9Txis3Hzp12spEvFNtP9t8UgF7BCmQfw7VYAWgQOqoFMNTwZRkZxeVJvbGz7s8q7b5Mjza+jQOHi7roOLFx4HCP4/AmLcQ+7amM7XyPdsIo85yf1+rfszIp3We7f4MF+28KQK9oDxXIdiMQgB3AVgv+SXjgtNNR4om1THqenmNou+LJ6HdfrEtct3CJKk924wymVT0YhEL+QiENvsSOoNWzAAbDsbivaQ/9t7+hAPSC9lCB7Hzgnqwls2oIfb2Gi/ifQHVuUj0w82/na4ubNk6tVdDK36Y/ykaZF920WeSxvYsRp+ln++GOt3Wgvdchb2gP/be/iQbp0GTPmYWStv+ahnHVIMIinJKSeQvQ9evPUQIg49VnbD3XTlpI8LB6p3apLN6GknkLkD1nFjIG9Xf7XaoHcNUYPi9jUH9kvPoMKou3oeCa2+W4MqbmoqFwJTKm5jp+rhQnAKAtDRGuGnT5+nNUAhhpkmfVvT5C+T0oy97ud+KPNAUSp/WN7Yc7vvpmq7fvMf12SAcl2Aq0PdPeRhCBWKNF2i++eqd2LHx2n6e1+phZgTw50UNKg7cn7gTaEtPev79Q28DUXvG2HkjfU6COHA0l2lv/7Q8oAL2gvVUgTqF0bEJFFEjp8MW5tk42axSOyxU1sQmicFyu4zR7+20E+tsKpW/Zk3ertzGHBB6zAZDTNduh0v7Ypb313/6AU8BhBKdQOja+mg7yFuX0rTStZJY2s6lb7TSn2bRnS1IyDscloCUp2TBtes+qLN4GuGpQNWKkx99GoL8ts6nwQONJvcvWTMEHu86GK8rvKXvC2arflO8VgOU7DpX2hzgg2Aq0PcMRBAklQnkEbpY2X+2w9XR3cShZ0+wSSmn2xU7oUKyz3tCe8mWUVqV10M7O3/aUZyHYfwshRGSwBSjpmEiL9yuLtwU7KWFDxqD+GPnqMyG5iNssbdlzZmH/mPFu1jPZojBvgc/Sofcso+frESr12kma/U0o17tg4Y+6q4cv6qNRWqX3WrlkKbr8UACkpgCA4fNYD9ofnAImfqFk3gJ0++JjVBSuBJYtZaNADFFOQymnaJ1Oq9qZgsoY1L91B/C8BYC0s9jBbtpQmeZq7zuAJUKlPH1NoJYE+KL8jNIqfYsZU3NRCffd6h3pfYUtwTZBtmdoQjamYnOp2NQvR1QmpTvalUk6Bp5OB/nKz5+tZ3iwAaG9TXOFOixP7/Bn+el9i3Z2zbeXd8r+m5tAiJ/IGNQfJcNOQZcv90EEOzEk4HhqKfDGcmLXKubNBoSOYnkLFVie3uHP8tP7FqXnFVxzu+H3TSth+4ECkPgceergpmtRmpoSEuuUSGDxdJdqIASB3i5lQogao6UZGYP6mw7U6G2i/RAhhKCBxkNcLhfS0tJQXV2N1NTUYCcnZJBGh/vHjDc9XYH4DqtTMAIN6wAhHYeO+D2z/6YFkPgBjgADT6hNu7AOENJx4PfcMaEF0AtCbQQRalYgEjj47sMPvnNCPCfU+u9gQD+AHYhA+Z4ioQd9cB0jVHz1WeFtOvm9E0K8gQKwAxFKzmEJCRbtRRh5m05+76Qj014Gcu0ZrgHsQNClAiHtZ72St+nk9046MqG2rrkjwjWAXsA1BCRQcL0XISSc8Hebx/6bU8CEtAvay7SmP5GmhEo+/bbDTA1xmosQfbiu2f9wCpiQdkB7mdb0J5IIbihcia5HDns1NRQqFlVOcxFCggUtgMRv0LrhO9rbaNgf717a9BD39AKvNz+EikWVGzmIN7CNJd5ACyDxG7RuhC/+ePfKTQ/ZE872Kq5Qsah6spEjVKyXJPiwjSXeQAEY4rTnxj5UOlkSeEL93bfnHbTs9IlEqH9nJLThLmAvCMQuoo54BiMhgaY9D6S0dKS8EBIsuAuYFsCQhyM8QrynI1nN2rP1khASOnATSIjT3hb/k9AnHBeOc7MFIYSoCZgAPHr0KI4ePWoapqWlBc3Nzbr/lFj9TggxJlR2wAaSjjiQCkchTwjxHQERgOvWrUNSUhLS0tJMw919992Ij49X/YuNjVXNz69duxYxMTFu4VatWqWKq7GxEf/3f/+H3r17IyEhAeeffz62bt2qCvPDDz9g5MiRiI2NRWZmJu6//35wSSTp6ATKGkaB4l/CUcgTQnyH3wVgXV0dpk6divPPP98y7JNPPqmy6jU1NaFfv364/PLL3cLu379fFfb0009X/T516lS88847ePfdd1FbW4v/+7//w7///W/V/ePHj8eIESNQXl6OpUuX4rnnnsOjjz7qfaYJCWECZQ2jQPEvnNYmhHiD3zeBzJw5ExMmTMCAAQPw5ZdfOrr366+/xrZt2/Daa685um/FihV47733sGrVKpx22mkAgLPOOgtnnXWWHGbx4sU4evQonnrqKcTExOCss87C7bffjgULFuDee+9FZCSXR3pKuaseS1bvwtTT+iAzNT7YySFBghuY/As3gxBCvMGvKufNN9/Ejz/+6LFVbdGiRRgyZAhGjRrl9lu/fv2QkJCA4cOH4+2331b99uGHH6J///6y+NMjPz8fZ555JmJiYuRr5557LioqKlBSUuJRekkrS1bvwoqicixZvSvYSSFBpCOuuyOEkI6C3wRgSUkJ/vjHP+Ktt95CXFyc4/sPHTqE9957DzfccIPqekxMDP72t7/hl19+wa+//orrr78eV155JZYsWSKH2b59O44//njMmjULKSkpSE9Px+9+9zts2bJFDlNeXo6MjAxV3N26dZN/06OhoQEul0v1j7gz9bQ+GDskE1NP6xPspBBCCCFEB78IQCEEpkyZgnvvvReDBw9Gc3MzWlpaALTu4LWz0eKNN95AS0sL8vLyVNeHDRuGP//5z+jZsyfS0tIwc+ZMXHnllfj73/+uev7nn3+OqKgo7Nu3D5s3b0ZERAQmTpyI+vp6w2dKaYyIiND9/ZFHHkFaWpr8r3fv3pb5CEcyU+Mxa+xATv8SQghxTLmrHgtWbEG5y7i/Jt7jFwHY2NiIdevW4d5775V36f7xj39EXV0d4uPjsXDhQss4Fi1ahEsuuQRdunSxDJuTk6Oatu3Rowfi4+Px+OOPIyUlBd27d8fjjz+Obdu24aeffpLDVFRUqOKprKwEAHTv3l33Offddx+qq6vlf7t377ZMGyGEEELsw2VEgcEvAjAuLs7NT9/TTz+NpKQkNDc348Ybb5TD6vnw+/HHH7Fu3Tq36V8jfv75Z/Tq1Uv+W9rsobQ0Sj4Io6KiAACjRo1Cfn4+Ghsb5TBffvklMjMz0b+//pqluLg4pKamqv4RQgghxHdwGVFgCOpW18LCQsTExKCwsFB1fdGiRRgwYADGjBnjds+cOXPw2muvYe/evSgvL8eTTz6JJUuW4M4775TDXH755ejRowdmzZqFyspK7NixA3fddRdOOOEEnHTSSQCA6dOnIy4uDn/4wx/w66+/4osvvsAzzzyDu+66izuACSGEkCDBZUSBIWBKJzIyEtHRaq8zERERiIqKUq25q6+vxzvvvIMbbrhBdy3eH/7wB3kH7wknnID3338fH3zwAa677jo5TEJCAlasWIFdu3YhOzsbZ555Jjp37ozly5cjNjYWANC5c2d88cUX2LJlC7KzszFjxgzcfffd+NOf/uSnEiASXN9B/A3rGCGEmBMhePSFx7hcLqSlpaG6uprTwQ5YsGILVhSVY+yQTMwaOzDYySEdENYxQogZ7L8D4AiaEC3Sug6u7yD+gnWMEELMoQXQCziCIIQQQtof7L+DvAmEEEIIIYQEHgpAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhfoHn8RJCSOhCAUgI8QtLVu/CiqJyLFm9K9hJIYQQooFnARNC/ALP4yWEkNCFApAQ4hcyU+Mxa+zAYCeDEEKIDpwCJoQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMiA7EQ/bt24eLLroIERERWL16tWG4xx57DK+//rrb9ejoaKxbtw4A8Msvv+CKK65wC/PWW2/hN7/5jU/DEEIIIYR0RPwuAFtaWnDVVVehpaUFxcXFpmGvueYaXHDBBaprkydPxpAhQ+S/jxw5gl9++QX5+flISUmRrw8YMMDnYQghhBBCOiJ+F4APP/wwUlNTcckll2D27NmmYbt3747u3bvLf69btw6lpaX4+9//7hZ2yJAhSE9PN43PV2EIIYQQQjoSfl0DuHLlSrz44ot46aWXPLp/0aJF6Nmzp5tVEAB+//vf44wzzsC1116LjRs36t7vqzCEEEIIIR0JvwnAAwcO4Morr8TChQvRtWtXx/c3NDTgzTffxLXXXouoqCjVb7m5ubjvvvvw2GOPITo6GsOHD8f333/vlzDaNLlcLtU/QgghhJD2RoQQQvgj4osvvhh9+vTB008/DQB47rnnMHv2bNTW1tq6f8mSJbjyyitRWlqKfv36ydebm5sRHa2euZ44cSKOHDmC//3vfz4No+XBBx/EQw895Ha9uroaqamptvJFCCGEkODicrmQlpYW1v23XyyA9fX1+OCDD7B8+XLk5OQgJycH8+bNw5EjR5CTk4N33nnHMo5FixZh7NixKvEHwE20AcA555yjmr71VRgt9913H6qrq+V/u3fvtswHIYQQQkio4ZdNIHFxcdiwYYPq2pIlS/DUU0/h7bffRq9evUzv37FjB7766iv8+9//tvW8PXv2WCp4X4SJi4tDXFycrTQRQgghhIQqfrEARkREyJY/6V+PHj0QGRmJnJwcdOrUCQCwfv165OTkYP369ar7X375ZXTt2hUXXXSRW9z/+te/VOFXrFiBl19+GVdffbXPwxBCCCGEdEQC4gjaiMOHD+OXX37B4cOH5WstLS145ZVXcM011yA2NtbtnmHDhuHGG2/Etm3bEBUVhbq6OsyePRt//vOffR6GEEIIIaQj4rdNIFoOHDiA8vJyN6fOpaWlGDBgABISEgAATU1NKC4uxnHHHady0KwX3+HDh9GrVy9ERET4NYwRXERKCCGEtD/YfwdQAHZEWIEIIYSQ9gf7bz87giaEEEIIIaEHBSAhhBBCSJhBAUgIIYQQEmZQABJCCCGEhBkUgIQQQgghYQYFICGEEEJImEEBSAghhBASZlAAEkIIIYSEGRSAhBBCCCFhBgUgIYQQQkiYQQFICCGEEBJmUAASQgghhIQZFICEEEIIIWEGBSAhhBBCSJhBAUgIIYQQEmZQABJCCCGEhBkUgIQQQgghYQYFICGEEEJImEEBSAghhBASZlAAEkIIIYSEGRSAhBBCCCFhBgUgIYQQQkiYQQFICCGEEBJmUAASQgghhIQZFICEEEIIIWEGBSAhhBBCSJhBAUgIIYQQEmZQABJCCCGEhBkUgISECeWueixYsQXlrvpgJ4UQQkiQiQ7EQ+rq6jBr1iwIIfDSSy8ZhnvjjTfw6aeful2PiIjA66+/DgDYvn077r//frcwDz30EAYMGGA7DAA0NTXh5Zdfxtq1a9G5c2dcc801GDp0qOP8EdIeWLJ6F1YUlQMAZo0dGOTUEEIICSYBEYC33XYbvvjiCxw8eNBUAA4ZMsTt2gMPPIDu3bvLf1dVVeHNN9/ECy+8gMTERPl6WlqaozBCCEyaNAm7du3CzTffjI0bN+Lkk0/GihUrMHr0aI/zSkioMvW0Pqr/EkIICV/8LgCXLFmCn3/+GXfeeaeuVU7JiBEjMGLECPnvnTt3YufOnbr3XX755UhPTzeNzyzM+++/j6+++gqlpaXo27cvAKC2thZ/+tOfsGrVKtN4CWmPZKbG0/JHCCEEgJ8FYGlpKe688058/fXXWLFiheP7Fy9ejOTkZFx++eVuv82ZMwctLS0YMmQIpk+frrLu2Qnz0Ucf4bTTTpPFHwBMmTIFl1xyCSorK5GRkeE4vYQQQggh7QG/bQJpamrClClTMHfuXAwePNjx/S0tLVi8eDGmTZuGpKQk1W8nnHACsrKyMGTIECxZsgSDBg1CaWmpozDbtm3Dcccdp7pH+nvbtm26aWpoaIDL5VL9I4QQQghpb/jNAjh79mx0794dN998s0f3r1ixArt27cINN9yguj5w4ED8+OOPiI2NBQD84Q9/wOmnn44//elP+OCDD2yHOXLkCJKTk1Vxp6SkyL/p8cgjj+Chhx7yKD+EEEIIIaGCXyyAjY2NeOqpp9DU1ISrrroKV111FV577TU0NDTgqquuwldffWUZx0svvYSTTz4ZJ598sup6amqqLOwAICoqCpMnT8bq1asdhUlLS8PBgwdVcR84cED+TY/77rsP1dXV8r/du3db5oMQQgghJNTwiwUwOjoar732mupaVFQU1q9fjwkTJqB3796m91dVVeHDDz/E008/bet5dXV1jsOceOKJ+O9//6u6tmHDBsTExGDgQP2F8nFxcYiLi7OVJkIIIYSQUMUvFsDIyEjZ8if9O/XUUxEdHY2rrroKxx9/PIDWTSJXXXWV2/q9119/HdHR0Zg2bZpb3MuXL1etvdu5cydefvll/O53v3MUZurUqdi6dSuWL18OAKivr8e//vUvTJ482W3NISGEEEJIRyIgfgCNqKysxJtvvok//OEPKgfNixYtwhVXXIHU1FS3e1wuF0aMGIG+ffsiOjoa3333HcaPH48nnnjCUZhTTjkFf/vb35Cbm4uzzjoLJSUliI2NxYIFC/yaZ0IIIYSQYBMhhBCBeNCWLVvw008/4YorrpCv7d+/H59++ikmTJiArl27Ami1xC1duhSjR49WuWhRUltbizVr1qCurg6DBw9Gdna2R2GA1h2/P/74Izp37oyzzjoLMTExtvPkcrmQlpaG6upqXbFKCCGEkNCD/XcABWBHhBWIEEIIaX+w//ajH0BCCCGEEBKaUAASQgghhIQZFICEEEIIIWEGBSAhhBBCSJhBAUgIIYQQEmZQABJCCCGEhBkUgIQQQgghYQYFICGEEEJImEEBSAghhBASZlAAEkIIIYSEGRSAhBBCCCFhBgUgIYQQQkiYQQFICCHtiHJXPRas2IJyV32wk0IIacdQABJCSDtiyepdWFFUjiWrdwU7KYSQdkx0sBNACCHEPlNP66P6LyGEeAIFICGEtCMyU+Mxa+zAYCeDENLO4RQwIYQQQkiYQQFICCGEEBJmUAASQgghhIQZFICEEEIIIWEGBSAhhBBCSJhBAUgIIYQQEmZQABJCCCGEhBkUgIQQQgghYQYFICGEEEJImEEBSAghhBASZlAAEkIIIYSEGRSAhBBCCCFhBgUgIYQQQkiYER3sBLRnhBAAAJfLFeSUEEIIIcQuUr8t9ePhCAWgF9TU1AAAevfuHeSUEEIIIcQpNTU1SEtLC3YygkKECGf56yUtLS3Yt28fUlJSEBEREezk+B2Xy4XevXtj9+7dSE1NDXZyAkq45j1c8w0w7+GY93DNNxB+eRdCoKamBj179kRkZHiuhqMF0AsiIyORlZUV7GQEnNTU1LBoIPQI17yHa74B5j0c8x6u+QbCK+/havmTCE/ZSwghhBASxlAAEkIIIYSEGRSAxDZxcXGYO3cu4uLigp2UgBOueQ/XfAPMezjmPVzzDYR33sMVbgIhhBBCCAkzaAEkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDfgCJIWVlZXjjjTdw6NAhPPzww26/z58/H/v371ddGz16NH73u9+prm3evBnLli1DY2Mjxo0bh9NPP92v6fYFK1euxPLlyzFixAhccsklbr8LIbBs2TL89NNPyMjIwGWXXYZu3bo5DhPKuFwuzJs3z+16Xl4ehg4dqrr29ddf47vvvkNycjIuueQS9O3bN0Cp9A9r167FZ599hujoaPzud7/DCSecEOwk+ZyO/P1qOXjwIN58803s2bMHc+bM0fVzt3v3brz77ruorq7GmWeeiXHjxnkUJtT4+eef8d5776FPnz6YMWOG6rdw/sYJLYDEgFtuuQWnn346PvnkEzz22GO6Yf71r3+huLgY6enp8r+EhARVmPfffx/Dhg3Dxo0bUVZWhnPPPRdPPPFEILLgETt27MBvfvMb3HPPPXjjjTfwySef6Ia7/PLLMXPmTNTW1uKDDz7ACSecgM2bNzsOE8q4XC489thjaGpqUr3jmJgYVbi77roLl156KQ4cOID8/HwMHToU3377bZBS7T3PPvsszjrrLOzZswebN2/GySefjLfffjvYyfI5HfH71eNvf/sbTjjhBHz88cd47LHHdM9uLywsxJAhQ/C///0Phw4dwtSpU/GHP/zBcZhQoqamBqNGjcLVV1+Nd999F0uWLHELE67fOGlDEKLD119/LRobG8XixYtFVFSUbpgBAwaI559/3jCOxsZGkZmZKebMmSNfe/nll0VMTIzYs2ePz9PsC3799Vexfv16IYQQ55xzjpgxY4ZbmA8//FBERkaKoqIiIYQQR48eFb/97W/FpEmTHIUJdXbv3i0AyHnQY926dQKA+Pzzz+VreXl5YujQoYFIos/59ddfRXx8vHjxxRflaw888IDo3LmzOHLkSBBT5ns64verx8qVK0VdXZ34+uuvBQCxe/dutzDDhw8X06ZNk//+6quvBACxatUqR2FCibq6OrFy5UohhBDXXHONOO+889zChOM3To5BCyDR5be//a3bKFCPb775BnPnzsVLL72EPXv2qH77/vvvUV5ejmuuuUa+NmXKFERHR+Ojjz7yeZp9QWZmJk488UTTMO+99x5OP/10DB48GEDrkYDXXHMNPvvsM9TV1dkO01549dVX8Ze//AVLlizB4cOHVb+9//776Nmzp2oq7Nprr8WmTZtQXFwc6KR6zfLly3H06FFMnTpVvnbttdfiwIED+Oabb4KYMv/Q0b5fPUaNGoXExETD33fu3ImffvpJlc8xY8agb9++eP/9922HCTUSExMxatQoW2HD6Rsnx6AAJB4TExODxsZGHD16FO+88w4GDx6M9957T/59y5YtiIiIwIABA+RrCQkJ6NmzJ7Zs2RKMJPuELVu2IDs7W3UtOzsbR48exbZt22yHaQ906tQJ+/fvx+HDh/Hwww9j6NChqne3ZcsW1fsFIOe7Pb7jLVu2oHv37khOTpav9e3bFzExMe0yP2aE6/erRRIx2u91wIABcj7thGmvhNs3To7BTSBhwiOPPILq6mrD3zt16oR7773XUZz//e9/VQ3iPffcgxkzZmDcuHFISUlBXV0dEhMTERUVpbovLS0tYFawkpISvPTSS6Zhxo4di7Fjx9qOs66uzm0RuXSouJQvO2ECTVVVleX6rREjRuCyyy4D0FonNm3ahO7duwNoXUt19tln49Zbb8WKFSsAhGY+vUEvPwDk+tyRaA/fbyCQ8qJXj5Xfs1WY9kg4fuPkGLQAhglpaWmqRb7af3qdnhXa0fB1112HQ4cOYcOGDQCA5ORk1NXVobm5WRXu0KFDKguLP4mJiTHNd3p6OuLj4x3FmZyc7CamDx06JP9mN0ygiYqKsiwL5VRZUlKS3DEAQHR0NPLy8vD999/j6NGjAEIzn96glx8hBFwuV7vMjxnt4fsNBFJe9Oqx8nu2CtMeCcdvnByDFsAw4dZbb/X7M6QGo76+HgAwZMgQAK3TBJJLgbq6Ouzdu1f+zd8cd9xxmD17tk/jHDJkCNavX6+6VlxcjJiYGHmqxE6YQJOenu51WRw9ehSNjY1oaWlBVFQUhgwZgi+//BJCCERERAA4Nl0WqHfsS4YMGYJff/0VLpdLHhSVlpaiubm5XebHCaH4/QYCKS/FxcWqb3PLli2YPn267TAdhY7+jZNj0AJIPGL79u3Yt2+f6to//vEPpKam4tRTTwUAnHHGGcjKysLChQvlMK+88goiIiLcfI21Jy677DKsXbsW69atAwA0Nzfj5Zdfxu9+9zvZjYadMKHODz/8gCNHjsh/HzlyBIsWLcLZZ58tbxC65JJLUFlZiWXLlsnhXnzxRZx00klBE7reMHHiRMTFxWHx4sXytRdeeAGZmZk466yzgpgy3xLO36+WrKwsnHHGGaqlIh9//DH27t2LSy+91HaY9kg4fuPkGLQAEl3+/e9/46effsKGDRvQ0tIiW45uueUWHHfccaivr8fvf/97HH/88ejduzdWrVqF0tJSvPbaa0hJSQHQOp3w0ksv4eKLL8a2bduQnJyM9957D0899RQyMzODmT1DWlpaMGfOHADAtm3bcPDgQcyePRtdu3bFXXfdBQA4//zzce2112LcuHGYPHky1q9fj7179+LNN9+U47ETJtQpLS3FVVddhREjRiA5ORmfffYZkpKS8MILL8hhhg4dirlz5+Kqq67CpZdeij179mDt2rX44osvgphyz+nSpQueffZZ3HrrrSgsLER9fT0+/fRTvPPOO4iNjQ128nxGR/1+9fj888/x1VdfYdeuXQBa10OnpKRgypQpOOmkkwAAzz//PM477zyce+656Nu3L5YuXYrZs2fLv9sNE2pIa79/+OEH1NTUYPbs2YiKipId+4fjN06OESGEEMFOBAk9PvroI2zcuNHt+lVXXYWsrCwAQENDA7744gts374dWVlZGDNmDNLT093u2b17Nz755BM0NjbivPPOc/MwH0oIIXQdX3fq1Ak33XST6to333yDn376CV26dMFFF12ku47STphQprKyEitWrMDBgwdx/PHH49xzz3XbFAC0WhJWrlyJ5ORk/P73v29XJ57oUVxcjC+++ALR0dGYOHEijjvuuGAnyed0xO9Xj++++w7ff/+92/Xf//73qhNe9u/fj//+979wuVwYOXIkTjvtNLd77IQJJf75z3+6Ob6OjIzEPffcI/8drt84oQAkhBBCCAk7uAaQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwgwKQEIIIYSQMIMCkBBCCCEkzKAAJIQQQggJMygACSGEEELCDApAQgghhJAwgwKQEEIIISTMoAAkhBBCCAkzKAAJIYQQQsIMCkBCCCGEkDCDApAQQgghJMygACSEEEIICTMoAAkhhBBCwoz/BwR7zKciekBdAAAAAElFTkSuQmCC", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "45826a7e58384bd8b9204a65f13bea67", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "afb40d11d62e4ba18c8712b5151f7f08", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "46f5ece0965d4a468e998fc3f1cd7784", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3f20f7adf5f946c091f0082d5de8cb8d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsvXl8VPW9//+aLTOZyWSfhISwZIOALAqoQCsKuHN/CG2qYm9VWq23WiFtBSl+6SJfuYq2DVq9F7Xl+u21WEurRSkuBQpYEhRUCLJlJiE7yUyW2dfM5/fHWTgzmZlMNpKQ9/Px4AHMnDnncz7ncz6f9+e9yhhjDARBEARBEMSYQT7cDSAIgiAIgiAuLyQAEgRBEARBjDFIACQIgiAIghhjkABIEARBEAQxxiABkCAIgiAIYoxBAiBBEARBEMQYgwRAgiAIgiCIMQYJgARBEARBEGMMEgAJgiAIgiDGGCQAEgRBEARBjDFIACQIgiAIghhjkABIEARBEAQxxiABkCAIgiAIYoxBAiBBEARBEMQYgwRAgiAIgiCIMQYJgARBEARBEGMMEgAJgiAIgiDGGCQAEgRBEARBjDFIACQIgiAIghhjkABIEARBEAQxxiABkCAIgiAIYoxBAiBBEARBEMQYgwRAgiAIgiCIMQYJgARBEARBEGMMEgAJgiAIgiDGGCQAEgRBEARBjDFIACQIgiAIghhjkABIEARBEAQxxiABkCAIgiAIYoxBAiBBEARBEMQYgwRAgiAIgiCIMQYJgARBEARBEGMMEgAJgiAIgiDGGCQAEgRBEARBjDFIACQIgiAIghhjkABIEARBEAQxxlAOdwMIgug/x44dw//8z/+gtrYWqampWLZsGVatWgWZTNbrb59++mkcOnSox+cpKSn4y1/+EvKZw+HAn/70Jxw9ehStra2YNGkSVq5cicWLF/f4/VAdG+/9WiwW3HvvvVHve/z48XjjjTdCPquvr8ef//xn7Nu3Dz6fDx999BHk8sj743iPDQaD+OCDD/Dhhx+itrYWGRkZuP7663H//fdDq9X2OL6zsxO//e1vcfz4cSiVSixZsgQPP/wwVCrVgM4bT3v702cA8Pnnn+N///d/YTQakZOTg3vvvTfisxvIOCUIYmggDSBBjFJef/11XH/99ejq6sJ3v/tdzJkzBz/4wQ/wrW99C4yxXn9/8uRJnDp1Chs2bAj5s3bt2pDjamtrkZOTg2eeeQbTpk3Dd7/7XSQmJuL222/HAw88cFmO7cv96vX6Hve0YcMG3HTTTdi3bx+6u7tDzrtx40YsWrQIzc3NsNls2LdvH4LBYMQ+68uxd9xxB9544w1MnToVDz/8MGbOnInNmzdj2rRpaGxsDDm2qakJV199Nd5//318+9vfxrJly7B161bcfPPN8Hq9/T5vvO3ta58BwP/9v/8XN954IxISEvDwww/jxhtvxJYtW3oIigMdpwRBDBGMIIhRR2trK9NoNOyuu+4K+fz9999nANgbb7zR6zm++c1vskmTJvV6XFVVFbvnnnuYw+EI+fxXv/oVA8B279495McOxv1+5zvfYQDYwYMHQz5vbm5mwWCQMcbYPffcwwAwv98f8Rx9Oba9vb3HZ5WVlQwA+8lPfhLy+b333svS09NZR0eH+NmXX37JALDnn3++3+ftS3sjEa3Pdu3axWQyGdu3b1+P33R1dYn/HoznRhDE0EAaQIIYhezfvx8ejwf33HNPyOfLli2DXq/Ha6+9NmjXKioqws6dO6HT6UI+X7p0KQDg6NGjQ37sQO/XZrPhL3/5C0pKSrBo0aKQ73JycuI2Rfbl2PT09B6fTZs2DQBn7pW27a9//StWrlyJtLQ08fPZs2fj2muvxY4dO/p13r62N5xYffbzn/8cN998M5YsWdLjdykpKeK/L+c4JQiib5APIEGMQmw2GwAgNTW1x3epqak4duwYuru7oVAoYp6no6MD99xzD+x2O3Jzc3HnnXdi5cqVIUKDRqOJ+NuqqioAgMFgGPJjB3q/O3fuhMvlwsMPPxzx+8sBYwwvvfQS5HI5Vq1aJX5+4sQJ+Hw+XHPNNT1+c8011+C1116D3W6HXq/v03kHSrQ+q6urw1dffYV7770Xb775Jt5//33Y7XYUFxfj+9//viiMAoM3TgmCGHxIA0gQo5DCwkIAwKlTp0I+7+zsRFNTEzweDzo6OmKeIyEhAd/61rewbNkyPPjgg1AoFPjWt76Fu+66C36/P+Zv7XY7fv7zn0Or1eLuu+8e8mMHer+/+93voFarI/oWDiVOpxM333wzbrrpJkyaNAm///3vsX//ftx8883iMc3NzQBCBV6BrKwsMMZw8eLFPp93oETrM6PRCAB4+eWX8bOf/QxLly7Fv//7v+P48eO45pprsHfvXvHYwRinBEEMEcNsgiYIoh8EAgE2bdo0lpuby4xGI2OMMb/fzx588EEGgAFgTU1NMc9hs9l6fPZf//VfDAD7zW9+E/Pad911FwPAXn311V7bORjHDuR+q6qqGAB27733xrw+Y33zk4vnWL/fzz7++GO2Z88e9sILL7C8vDw2a9YsVldXJx7zhz/8gQFgf/nLX3r8/pe//CUDwE6dOtXn8w7k3mL12XvvvccAsISEBHbhwgXxc6/XywoKClheXh7r7u5mjA3OOCUIYmggAZAgRikmk4nNnz+faTQadu2117KcnBz29a9/nd15551MLpczt9vd53N2d3ezxMREtnjx4ojfB4NBcfH++c9/HvNcg31sf++3rKyMAWD79++P2QbGBl8ADOfChQtMq9WGBEX87W9/YwDY//t//6/H8U888QQDwOrr6/t83oG0N1afHTx4kAFgixYt6vHdunXrGABWVVUlfjYU45QgiIFDPoAEMUopKChARUUFTCYTGhsbkZ2djZKSEtx4442YMWNGVB+7WMjlcqSlpYm+W+E8+uij+J//+R889dRT+MUvfhHzXIN9bH/u1+fz4X//939RXFyMm266KWYbLgeTJk3C7NmzUVFRIX5WXFwMgEuLE05tbS20Wi3Gjx/f5/P2l976rKSkBEB0vz6Ay+8oMBTjlCCIQWC4JVCCIAaPCxcuMIVCEdOEG4v6+noGgN133309vlu7di0DwH7605/2ep6hOjac3u73z3/+MwPAtm7dGtf5hloDyBhjkydPZldddVXIZxMnTuyhUfP5fMxgMLAVK1b0+7z9aW88fTZnzhxWVFQkppgRWLVqFZPL5cxsNse8xkDHKUEQA4cEQIIYpbz11lusoaFB/H9zczObP38+u/7665nP5ws59mc/+xlbunSpmHOvpqaGbd++nXm9XvGYlpYWduONN7KEhAR27NixkN9v3LiRAWAbNmzotV1DdWxf7lfgjjvuYAkJCaytra3X8zM2eAKg0Whkr7/+eki7PB4P27BhAwPA/uu//ivk+O3btzMAbNeuXeJnmzZtYgqFgh09erTf5+3PvcXTZ4IfoFSAO3DgAFMqlWz16tUhx/bnuREEMfSQAEgQo5QPP/yQTZkyhc2aNYtdd911TKfTsQceeIBZrdYexwrBFZ2dnYwxxqxWK/vhD3/IsrKy2OzZs9mcOXOYRqNh06dP75HcV0gyrFar2dKlS3v8+dWvfjXkx/b1fhljrLGxkSkUCnb33XfH7Me///3v4jWzs7MZALZkyRK2dOlS9uMf/7hfx3Z2drIf/vCHLDs7m82ePZtdd911LC0tjeXm5kYV0p5++mmm0WjYnDlz2NSpU1l6ejr705/+FHJMX8/bl3vrS58xxtjrr7/OUlJSWFFREZs9ezZLSEhg3/3ud5nL5Qo5rq/PjSCIy4OMMarFQxCjle7ubpw5cwYOhwPTpk0LScIr5eTJk2hra8NNN90EpfKS66/X68X58+fR1dWFCRMmYPLkyT1+29nZiePHj0dtw/jx40MSEQ/FsX29XwBobW1FVVUVSkpKkJeXF/W45uZmnD59OuJ3aWlpmDt3br+OBbj+ra6uRkdHB8aNG4eioqKoNYYBLm/eV199BaVSidmzZyMhISHicfGet6/tjbfPpO04efIkvF4vpk2bhoyMjIjH9eW5EQRxeSABkCAIgiAIYoxBiaAJgiAIgiDGGCQAEgRBEARBjDFIACQIgiAIghhjkABIEARBEAQxxiABkCAIgiAIYoxBAiBBEARBEMQYg2oBD4BgMIjm5mbo9XrIZLLhbg5BEARBEHHAGIPdbkdubm7M3JxXMiQADoDm5mZMmDBhuJtBEARBEEQ/aGhoiCvp+ZUICYADQK/XA+AGUHJy8jC3hiAIgiCIeLDZbJgwYYK4jo9FSAAcAILZNzk5mQRAgiAIghhljGX3rbFp+CYIgiAIghjDkABIEARBEAQxxiABkCAIgiAIYoxBAiBBEARBEMQYgwRAgiAIgiCIMQYJgARBEARBEGMMEgAJgiAIgiDGGCQAEgRBEARBjDFIACQIgiAIghhjkABIEARBEAQxxiABkCAIgiAIYoxBAiBBEARBEMQYgwRAAgDQavOg/B/n0WrzDHdTCIIgCIIYYkgAJAAAOz+txz/OtGLnp/XD3RSCIAiCIIYY5XA3gBgZrLpuYsjfBEEQBEFcuZAASAAAspM1KLt5ynA3gyAIgiCIywCZgAmCIAiCIMYYJAASBEEQBEGMMUgAJAiCIAiCGGOQAEgQBEEQBDHGIAGQuGxQrkGCIAiCGBmQAEhcNijXIEEQBEGMDCgNDHHZoFyDBEEQBDEyIA0gITLUJloh12B2smZIzk8QBEEQRHyQAEiIkImWIAiCIMYGZAImRMhESxAEQRBjAxIACREqB0cQBEEQYwMyARMEQRAEQYwxSAAkCIIgCIIYY5AASBAEQRAEMcYgAZAgCIIgCGKMQQIgQRAEQRDEGIMEQIIgCIIgiDEGCYAEQRAEQRBjDBIACYIgCIIgxhgkABIEQRAEQYwxSAAkCIIgCIIYY5AASBAEMUpptXlQ/o/zaLV5hrspBEGMMkgAJAiCGKXs/LQe/zjTip2f1g93UwiCGGUoh7sBBEEQRP9Ydd3EkL8JYihptXmw89N6rLpuIrKTNcPdHGKAkAaQIIjLApkrB5/sZA3Kbp5CizFxWSCN85UFaQAJgrgsCIsHAJTdPGWYW0MQRF8hjfOVBQmABEFcFmjxIIjRjaBxJq4MSAAkCOKyQIsHQRDEyIF8AAmCIAiCIMYYJAASBEEMIRT8QhDESIQEQIIgiCGEIicJghiJkA8gQRCjmpGem4yCXwiCGImQBpAgiFHNSNewUa4+giBGIqQBJAhiVEMaNoIgiL5DAiBBEKMaSi9DEATRd8gETBAEQRAEMcYgAZAgCIIgCGKMQQIgQRCjGsqzRwwnNP6I0cqw+wCeP38e27dvR01NDXJzc/GDH/wAM2bMiHp8dXU1Hn/88R6fl5eXo6SkRPz/vn378O6776KlpQXFxcV49NFHMWHChIjn7OrqwurVqwEA77zzzgDviCCIy4kQBQyAfAGJy85YGn8jPeUS0TeGVQCsqKjATTfdhO9973v4zne+g2PHjmHhwoXYt28frr322oi/sVqt+PDDD7Fr1y7odDrx85ycHPHf69atw5dffonly5fjxhtvxK5duzB9+nRUVFREFC4feughfPXVV2hubh78myQIYkihKGAOWpyHh7E0/saSsDsWkDHG2HBdfPny5fB6vfjwww/Fz77//e/DaDRi//79EX9z7NgxXHvttejs7ERqamrEYywWCzIzM8X/M8YwZ84czJs3D6+99lrIsf/1X/+FnTt3orS0FBs3boTD4Yi7/TabDSkpKbBarUhOTo77dwRBEINN+T/O4x9nWnHztGxanIkh4UraZND6Pcw+gBcvXkR+fn7IZwUFBTh48CBcLlfM3/7Hf/wHSktLsWnTph6aO6nwBwAymQyZmZk9hLtTp07h6aefxh/+8AfI5eQOSRDE6GXVdRNx87TsMaGJuhIZDb6ElNT8ymJYpZ4FCxbg73//OywWCwDA5XJh165dCAaDqKuri/q7hQsXYsmSJVi5ciWOHz+OkpISnDp1Kurxn3/+OQ4cOIBly5aJn7lcLtxzzz341a9+hUmTJsXVXq/XC5vNFvKHIAhiJECL8+hmpFe0Ia48htUH8Omnn8apU6dQXFyMmTNnwmg04uabb8bx48fh9/sj/mb69Ok4fPiwqLG77777cMMNN2DdunXYu3dvj+Obm5vxjW98A8uXL8e3v/1t8fM1a9bg6quvxn333Rd3e//zP/8Tv/zlL/t4lwRBEAQRm7HkS0iMDIbVB1DAZDKhoaEBxcXF+Ne//oV77rkHra2tyMrKiuv3W7ZswbZt29Da2hry+cWLF3HTTTchPz8f7777LtRqNQBOk6fRaLBw4ULo9XoAQH19Pc6fP4+bb74Za9aswZ133tnjOl6vF16vV/y/zWbDhAkTxrQPAUEQsbmS/KYI4kqBfABHQBoYACgsLERhYSEAYO/evbjqqqviFv4AoKOjAwkJCSGfXbx4EYsXL8akSZPwzjvviMIfAKhUqh7awvfeew+1tbUoKyvDVVddFfE6arU65DwEQRC9QZGTBEGMRIZVAKyrq0NDQwO+/vWvAwD+8Y9/4M0338Qf//hH8ZizZ8+irKxMzPP39ttvY9GiRRg3bhwALpDjd7/7HR544AHxN21tbViyZAkmTZqEd999FxpN6K5bLpfj9ttvD/nMaDRCoVD0+JwYmZBWhRgtkGmPIIiRyLAKgCkpKXjooYfQ1tYGlUqF8+fPo7y8HKWlpeIxXV1d+PDDD9HV1QUASEpKwo033gitVgulUomqqircf//9+M///E/xN2VlZThz5gyysrKwYsUK8fNp06bhN7/5zeW6PWIIIa3K6GOsCu1CcAZBjHbG6jt8pTLsPoCMMZw+fRpdXV245pproNVqQ763Wq2oqKjAggULkJKSAgAIBAI4c+YMnE4npkyZgvT09JDffPHFFz38AQEgNTUV8+fPj9gOqQ9gvJAPwfBBE9Hog/LUEcTo5kp6h2n9HgEC4GiGBhBBxA8J7QQxurmS3mFav0kAHBA0gAiCIAhi9EHr9zAngiYuP6Mh2zxBEAQxeqF1ZnRAAuAYg7LNEwRBEEMJrTOjgxGRB5C4fFBKCoIgCGIooXVmdEA+gAOAfAgIgiAIYvRB6zeZgMcc5JtBEARBEAQJgGMM8s0gCIIgCIJ8AMcY5JtBEMRI50rKN0cQIxXSAI4xhLJUNKkSBDFSIUsFQQw9pAEkCIIgRhRkqSCIoYc0gIQIBYgQBDESIEsFQQw9JAASImR2IQiCIIixAZmACREyuxAEQRDE2IA0gIQImV1GHmSWJ65UaGwTxPBCAiBBjGDILE8MJ0MppNHYHhmQID52IRMwQYxgyCxPDCeCkAYAZTdPGdRz09geGQzlMyZGNqQBJACMrV3gaLpXMssT8TIU43rVdRNx87TsIRHSaGyPDIbyGRMjGxIACQBjyxwzlu6VGDsMxbgmIe3Kh57x2IVMwASAsWWOGUv3SowdaFwTBNEXZIwxNtyNGK3YbDakpKTAarUiOTl5uJtDjDLM52pg3FKOoo1lMEwtGO7mjGqoLwmC6Au0fpMGkCCGDeOWcmQe+AhGAIY3Xhzu5oxqqC8JgiD6BgmABDFMFG0sg5H/mxgY1JcEQRB9g4JACCIC5nM1qHhgDcznaobsGoapBVjwxotkshwEqC+vXC7Hu0gQYxHSABJEBMikSBAjA3oXCWJoIA0gMeaIR6NQtLEMlsW3kkmRIIYZehdHH6S1HR2QAEiMOUSNwpbyqMeQSZEghhdBiABwxb2LV7qAFM8cSww/JACOAa70yaavkEaBIEY+V7IQEeneRsM8HW8baY4dHZAP4BiAfGhCMUwtGLH9QPnsCILjSo7sjnRvo2GejreNI3mOJS5BGsAxAO3GRg9XstZjJDAatCwEx2hxw+jPmIp0b6NhnjasKoUvUQvDqtLhbgoxCJAGcAxAu7HRw5Ws9RgJjAYtCzG6GKwxNRrmafPOXch0u2DeuQtFty8a7uYQA4Q0gAQxAHrb/fdVOzBatB6jldGgZSFGF2NpTI2lex0LUC3gAUC1BImKB9Yg88BHsCy+FQsi7N57+34sQH6NBEGMNGj9JhMwQQyI3ky2ZNIlsytBEMRIhDSAA4B2EATRO6QBJIiRzVh8R2n9Jh9AghgxhPsLms/VoGLlalSuXD2qo1bJr5EgRjaUfWBsQgIgcUUyGtN9hE/Cxi3lKNy3G4X7dtPEHAej8ZkTVy6jaTwOR3DHaOqfKxXyASSuSEaj31m4v2DRxjIYbXbIJJ+NRVNNvIzGZ05cuQzHeOzv/DAcKWjofR1+SAAkrkhGY/BF+CRsmFoAwzs7Qo4ZaZPmSBJIR+MzJ65cBjoe+/NujbT5IRb0vg4/FAQyAMiJdPgYSYLH5WSk3fdgpbkZafdFENG4XGO1P+8WvUfxQ+s3+QASo5T+Oi2Pdr+TvgZUDPX9Dpbv0ECd0EfScx2Ktoyk+xsIA7mPkdIHlytgoj/vFgVcEX2BTMDEqKS/5oPRZCIZDIb6fgfLd2ig5qCR9FxjtaW/GpqRdH8DYSD3MVL64HKZLkd6aTjSNl4BMKLfWK1WBoBZrdbhbgoRJ21nTezI/Y+ztrOm4W5KRAajfdJzjPT7HSxG0n3GasuR+x9n5ydMZUfuf3zQzjmaGMh9XCl9EC8j/X77O5ZHCrR+M0YC4ACgAcQx0icqxkZHGxkbnEl1tE/MVzKjZRxKGYo2j8Z+uNyM9Pe4L89wJD5vWr8ZIx9AAsDA/GtGQxLR0dBGYHB86kZiwfbh9t+63NePdr2R7qMVqd1D8e6MlvdxOBnp73FfxjI97xHKcEugo5kraQcxkN3mSNzdhTMa2nglM9zaDPH6Kx68LONgsN6nyz1uI7W7P23o7TdkCh6dVKx4kLXp01nFigf79LuR+MyupPW7v5AAOABG8gDq6ws3El/QWAy2r9xoZjTcx3C3Ubh+xYoHL4sgOpD7lQphl1twHqznFE+7471W+HHh5x7usTUSuFx9cGTFg6xVn86O9FEAHImM5PX7ckEC4AAYyQNouDUuQw35yl3iSrmPwSTaghjp85EmQPRXAzhUvnoVKx5kR1Y8OKgaQMbiH7fS4yK158j9jzNTTgE7NeWaEfMMB4O+PM/BngOiPffBHmPD+e6N5PX7ckEC4AAYyQPoSteQXen31xdG0n2MlLb0ZUG8XAL0UPfNUNzHkfsfZ236dE7rM8j9E6+QLv1/NBP1qSnXMGNOQUTTdfXegyNC+9zX6/fleQ722BrK5x5+neHavI7k9ftyQQLgABjuAdQXLUd/GG7N0kgRJoj4Ge4xIzDcmrNIhGuyRkNkbdtZE6u8pZSdzp/BqvceHLTzxiLWGOrLnCec59SUa0aG/2kfrz8c859UaO6P5re/1yMN4PBAAuAAGO4BFG1iGaxFeLgFsJEiTIw2hvO5DfeYGcnEo8kaiX03Wv0QR7sG8HJeR/jtkUHykR2pY1nKcK/fIwESAAfAcA+ggWoAR/pLern9TUZ6f8QLCc4jn1gaq5H23Kr3HmSnplzTJw1gX+agihUPsspbSodc23S5GK55ZCDjR/htxSBFyY/UsSxluNfvkQAJgANguAfQQCeawTJJXe4Jb6h8akbDpBUPV4ogO9oYaL8PtUtHf+nPexGvQCH4mjlUGmZPSBSjS2P5AUZiuPtIynAFpQz1HD4S3SoGwnCv3yMBEgAHwHAPoIE6CfdmkhqKdgwEoZ0VKx5kxn5MsKNpEZHSn3aN1HsZjcTbl0P1HgxnMEB/zxmvSVHQAJ7Lm8LM2lQxv1z4PY+mzVt4UMqV8i6OpD4eDIZ7/R4JkAA4AIZ7APVlYunt5R3IDvCyO9GveJCdmnINM0mi/vqqMYjEYPseDVZ/9Mdf7EqbrIeKeJ5VvH05VO/BYL7nl5v+uqOMdA1gX9pzOZ/JUPbDlSLICgz3+j0SIAFwAIymARSvgBcr8mu4FxfpPYTfT181BpEYrPvrj8AW67ho/mKCFjSSk/uVNlkPNlJtcl8SFve1X0eaYDJcDGa74n1HBvu6UoZSKysc35/glf5W6hiLjKb1e6gYdgHQ4/Gwv/71r+yFF15gf/zjH5nT6Yx5fHNzM9u8eXOPP42NjSHHWSwW9tZbb7Hf/OY37P3332eBQCDitXfv3s1+9atfsTfffJN1dnb2qe1X2gAS/HGi5X4aqYsLY4OoAVzxIDeJDsAXJprAFk8psngncMHMJPgaDZZgPhjPeDjHSTwBC9K+62tpuL5uEoZ70yRlOIXRgfrF9aZRi9bPQ9X/Q9mXQl81pWX3yG3Y629jVOoYjZuRoWzzlbZ+94dhFQAbGhpYQUEBu+aaa9iPfvQjtmjRIlZUVMSampqi/uazzz5jANgTTzzBnnrqKfFPQ0ODeMyrr77KJk+ezO6++262du1aVlxczGbOnMna29vFY44fP85KSkrYypUr2Y9//GN20003Mb1ezw4fPhx3+6+0AdSbBnA0MNAJI54Foz+LSrwap76UWhqIpiAag7FgDqfQc2rKNcypVLNTU66Jekxv2tNYDJYG8HIsxr1pyYca6fUEobs2a2K/hEDhXBX8Bi3eChUjedMajYH0Vaz7Hc7nHy/h2vZICb4Hiytt/e4PwyoA3n///WzWrFkh2rlly5axf//3f4/6G0EAjKWt+9e//sUcDof4f4fDwSZOnMieeOIJ8bPq6mrW1tYW8rs77riD3XLLLXG3nwbQyGOgk1y8pvL+Liq9ma/6e+7BWgAv9659sBfoeDWA/fHPGsy2hmuE+yPE99ae8Hsbbg1QvAt6rHdECCoZrHQlI5WheFaDPW8NxW+kY3agWuPeoPV7mAXAuXPnsh/84Achnz333HMsMTGR+f3+iL8RBMDf/OY37De/+Q374IMPWHd3d6/X+rd/+zf2jW98I+YxK1asYP/2b/8Wd/uv5AHUHzPnSCBWu0Zqm+MVQvqzu7+cu/7eTOgxTeMDuPd4j4v0XV9y3Ek1hwMdQ+Ea4Vhm/Gj31FvfDcbGor9Eu16k/g4/NpYbRLgg2FdBcqgYqXPLYBFrrA3mvYeP2aG0SF3J63e8DKsAeO+997I5c+aECHArVqxgAFh1dXXE33z22WcsLS2Nfec732H/8R//wcaPH8/mzJnDzGZz1OtcvHiR6fV6tnXr1h7fbdu2jf3sZz9j/9//9/+xr33ta1GvyxjnM2i1WsU/DQ0No3oADcRcMNS7s6EgXOsy2BNWf38Xr9YxPPI5nnZczoXpyP2Ps1Z9OmuL4EMarf3xti9eQTHWcZG+66sGMNYz6A/C/cfSAEZrY1/GkNSEejnGQ6wNSfi8EX5sPG4Q8Yyby7n5udzm1UhE0rhejnku3NQ/mONrKPuVBMBhFgDPnTvHDAYDW7BgAfvpT3/KbrvtNjZnzhwGgH3xxRcRf9Pa2hpiurVaraygoIA9+GDkycLr9bIbb7yRXXXVVREDTLZu3cp+8pOfsK997Wts+vTp7Pjx41Hb+/Of/5wB6PFnJA8gYRcVKdN+rBc3Hg3gUPpnDAXhWpdYprH+CiaRFvSBaL6kxw+W9mmoiKUBPLLiQdauSWYtKYZ+1ZQdNA0g3z7h+fT2nMKJpTEcKmE7Hi1lvNrAeEt9DfReYm1IhHmjIor5u7fNTLzPbLRpAAd6jh6C9BAIT7HmSmGc9mdNiLYRGspnSALgCIgC7urqYv/zP//DNm/ezP785z+z3bt3MwDswoULcZ9j06ZNbNKkST0+9/l87K677mIFBQUhQSLReOCBB9jUqVOjfj9SNIDxaoyECb9Nn87sCYk9onul5+nPZDFazR7h7R6IZijauaQmvUjn6k17E00gj5XyZbhrnsaiYsWDzJ6QyNoTk/slxA7WWIv0fKRt7C0Cu68axljEu/GI57yDISAP5F5iXSfclCf8/3T+jD4JC/G+W6OVwezzSP8f6jZG0u729byDmdGgN0gAHAECYDjr169n48aN69Nvfv7zn7OMjIyQz3w+H1u5ciXLz89ndXV1cZ3nD3/4AwPA3G53XMcP1wCKZ6KQmnziqbV5ucwFw0VfNQV9EcAinas3LUVE4Vtinov2jGMJq5dz8uwrgvbtTP6MfplQexvz4VqyvmiRxGtITI/Rfj+YGsBoz9KYU8BO588QNakDeZ/6KxgOljaqgk/abtamhmxA+yMsRHp2/alTPBCGUjM61BkYBkPLNpjjP9ImOJJmfqggAXCYBUCLxRJizm1oaGBpaWlsy5Yt4meNjY0hef6++OKLEJ9Bh8PBiouL2Te/+U3xM7/fz77xjW/EFP6++OILFgwGQz7793//d1ZQUBB3+4drAPUmnFTvPRh3gfXLvUscLAZjse0LgylkCWYwU1ipKKlpujcBZrRpAAX68tyiaUkjnSM8/ctANdrRtLaD5QMoCMRSc7nw2fkJU5lDpWFmXWq/rhPtPmL1/WC/s1ItX23WRHYmf0bIfDRYAme899ef9kc612DNI/Fs7AarzeHXCJ/D+nLtwRwnvWkTh3oNIQFwmAXAxsZGNmvWLPboo4+ytWvXMoPBwFatWhUSAVxRUcEAsIqKCsYYY7/+9a/Z1VdfzX74wx+ysrIyNmnSJDZjxowQk3FZWRkDwB5++OGQZNE7duwQj3n++efZnDlz2A9/+EO2fv16tnDhQpaZmcn27dsXd/tHwgASFiWjJCHw6fwZrFWfzk7nz+hXTruh2uUO5rkETUksDUJvQkOf28EL1b0liu617SseZGZdKjudPyOm1nGkM9TtjaQNEz4PH7NfvraTNaVlsy9f2zkobYv0vOMZc3Gd9/7I+SCF+zqdPyOiv2S8gr60ndJNYX+CiPpyT5HeUamWL/y59SZwx3NNaV8I1zuTP2PAmrRo7RnouIqmQRuMd6lixYPMrE1lZ8LmlfBrCAqCaMJ4LPqj5Yum2Yx1rssxF46E9Xu4GXYTcHt7O/vv//5v9uyzz7J//etfPb5vaGjokei5urqavfLKK+z5559n7733Xo8qH2+++WZIkmjhz3//93+HHCec59lnn2V/+tOfQnIHxsNIGEDSSVaYDCtvKWVt+nRux92LABTp88ux+4qXyltKmT0hkbsnidaktwWNscG/j2gLWLQFOdr140lzMRqEwKEeJ8LmxqxLDYks7uuY7a+G9Mj9oVHNg/FsBDNzxa2lPc4lbeepKdewuvRc1pSWLQoL8WqhI2kqexNeB3Jv0bRwvWn5BqK9i/S8q/ceZE1p2axdk8z1cZSk0fEwWO9hrHse7Gsd4f1s49Ec9/buDkabxPc3zPw/UhgJ6/dwM+wC4GhmJAygSBNuJP+ziltL+1xhYiQIIafzZzCfXMFO58/o84Icjwawz7tfidmutwW5P9fsrybkcj2rvmpVB0sTN5DyfILw05SWLVZXiEcY7O3avfVFpM96CzSRah5bUgzMpUwQzdp9EWR7E77Cjw2P3uyvVqgv43cg4yfaJkCqARQC4OIVPobiXYpn0zhYG6l43xXGeo8sH4hwLj3HYGlkh4KRsH4PNyQADoDhHEDxakGEz87kzxiyIuFDKYRIJ6poE1xvQjBjA/O9CdfMhPvuDcT3rkfbe5nA49EoDCWxFoaBapOHSlgUNEP1vEYtnvrJ8bRFem+R7jOSSa6380o3ORW3lvYpwKEvAkD4NcOtCNINY3+FwcFA6Nd48hdGGo+CBjCed3Qo3qVoGwOpwN3XTdVg0BcNYF/myN42QCMJEgBJABwQl2MA9UWgifUSSv0+Yk2G0kkz3hdXaqaN1ZahImQh5k1s4f6P0fqxLwv96fwZzKxLZefypvR5kY3nOcYzKYeb9oain2MJttGE4fB7CT8+nsVtoAtwNBOYoAEM94mL1ZbeNHXVew+y03xgQ7SNR19McgJ90TpGanNfrxd+zkgbxvDEzJdTIBR+H49AGuta8Qoxfakz3N97lArc4b+5nELoYD7DgbZ7OIRFEgBJABwQl2MACS9WuMZiIJNgLO3HkfsfF80m8VYNkJppw6812Jqp3iYzYeGW+j+G31+sfox1/qNfu5PZExLZ+QlT+3xvghAiaKAiXT8eASncjyvS7wcaDRxrnIgL8ooHe7SlN7NSXObPAbS7IkKy6X5rxXqpRhEedSz+7v4wDWk/ri0lvE9ivVfhwUVtZ02s4tZSdi5vCqu8pbRPpuPqvQfFtgs+xcJz64tGqDfBLd5nLh070QSoWBuQWJuZ3s7R2/1G+z7a/YYLmX3VVEZioMJvf87bn+OiEUsoHipIACQBcEAMpwYwGrFe9kjawEgCpPBdpKoBkV70eOp79odIwlm4r1I0TUw8u/VIGrUeC7h08Y3hwB/rGlKNmeCD1h9tQm8LVjwCfjxEEgJ6CCARNgeRBFQp0aKfB9LGL1/bGeIiEI9Wsi/nj9bOaHkHpe0ZDMLbHz7eY7X5yP2PM4dKw7oB5lCp+zwuom2m+qIRCtEk9kO4ijRnRas4EWkeOnL/4+xC1sSQYJpY1+6PkBrt+3juVxizAwmUiDQvxtO+eL6PNR8OJr3dw1BAAiAJgANipPkARtpdRiOe3XKkYJJ4S0nFamO8k0h4GyPtEk/nz2AByJhDpenzxNGbRi3SZN0nIZxPgmvKKRAF6t60QX3RJoR/PlgawFjt6U1AjRaZLWjD+psIOlq7mtKyQzRx0vbFEpYGm74K3/G2LZJQF6vecrigdi5vCnMq1ezchKlxj4tI2ru+IsxFFbdeSqMTTZiL1aZIG5xowkj494L2sjUpnfkgD7FQROqvwSae+U+Y0wYSKDHQc8SjNIg0H8ZDX9akoX4e4ZAASALggBjOAdSf3XSPgIooE2ikRUz4LlJqhYHsgGMRaUELv07lLaXModKwc3lT+jxx9EvL04eIVKmZNFLet4j3Jzm/9Pr91WTFc5/9/W1fBPxYmsO+tkPaT+EaQGn/RTPT9od4x8qXr+3sVQhvO2tiTWnZzCdXMHtCYp/ehUhaWYFIG6RIG4R4NzDxuoBEI5rJ/8j9j8cdnduX9kufgVSrdn7C1B4+yv1lsIWUwdi0Rducxyt89VZFp69tDBca+xKJfTkhAZAEwAExEjWAsV5Q6YIY6aUWJoJPn3kxpuATSTPXFx+YgU6g4Vqe3hKrxqM9i0Sk++xPGppoi7bgs9aalCYmHJYKSWfyZ/R4XvH220B27n0VFOJaxPvoCxdJU9JDqxp23fDn018tW3/uNd53QviuJmsia0nOZJ9+7c6YUe0CUmEq2tgWhF5jTkFE4S3e93QgYy3kPnmXiUgm5P5ohXoTRKQbWFNOgRi4JQjlg7FBHMhGLBrSKPXBSDIufWdi+XNHExzD/V+Fe668Jb6odGkf9fdZXw5IAGRMCWLUYD5XA+OWchRtLINhagGwsQzGLeUA/3/D1AIY3ngx6u/V28pR/+hjsE8uhG3DZmQer4C38hNkul0w8sdkul3AGzuQ4HbBvHMXim5fBOOWcmQdPQSPPgUAULSxDEb+70j/F4jUnt7a2Os9AzBuKUfmgY9C2iy0VTheZrMj83gFjDY7kk+fQLbdCiMQcm3peSK1KeJ92uyQCf/u5fcAAJsdgUcfQ7bHhdZblon3AAAMgM7vgtITQMq+d/Hl0hWwLL4VMpsdGQc+Qvu0mehWqaDeVt7nfjNuKUfWx3vQVvkJDNvKYQZgWFWKigfWhPRltN/2el8R+gfgn9eGzZABKHx2EwxTC7jzHa+AZfGtEa9rPlcD04bNgMsBGQOYLgkAuOfHt8GwqhTeyk8gdzqgsVvh1qf0uC5sdtTOXwKmSxLvseKGxdy98O9J+FiKdb/SsRdtjAv3K3c60D53Qa/vRPh3AeHakvaJY1fSHrm5FckuG+Tm1p7jn/930cYy2KfPhi3sc+Ec0doUfv+Rxpr0GUGbJD5b6e9NNjuMyXrx/DIApqXLe7TFMLUAhnd29OiXSBi3lCObH8e26bN7zFnSdhZtLIPJZofM6YBNlwSZy4GCiv0w7fkQC+K8Xqx+Ea4R7blKiTRvRcO7tgzj7Z3wKVTwqTUwbinv07se7XpCfzAAMpcDhft2o6alBcacnJD5q33uAlgW3xry3IQ/ADdvBA4fwOSKfUh2O1Gztgw493nU60v7KNKzlh4LQPx3vPMOMYgMtwQ6mhnKHUS03Wes0kqxfis9h9S8E14/OJJfjqBZuBAhgGGod22R7jGWKTvc1BgpWlVod1/T3UTUlETRbAl9ZtalMrM2Vbx+uEaj4tZS1pqUxtq1yeKOO9r99UWTJmgVLmRNFJ+v9P99uc++EK6Fi+d8gqbCnpDI7AmJ3G/DNBbRTMjCucNN7JG0RX3VVMdT9zfe+4327KRayspbOJ+7o1+7I0TTUr33ILMlaJlfJmfn8qaEnCdc0xue7iYerV68GtA2fTpzqDTMnpAYYtaNpEmS9nWs8dybO0nbWRM7kz+DmbWpoiYxlilSet3eos57ozeNY7Tj49G6R7Ji9FdTyVj0KFqhj8/lTWHtWi5CPlL+wWj3LdRzNutSxd9X3NpTox7teffWN9L1KLx+/VCvLaQBJBPwgBjKARRpAgk38USbPCMFavQ2ycQzYQkTgdQpPFygHKipLZ7fxFrI++Of2Fu7hL6rvKW0hzAZTUBtSTawDk2SmIIjmvlcen6x5JfEBCMVfE7nz2AOlSZinrdIgrC0ju6Z/BnMpUhgTWnZUSf8gZhoQhbLMEGnN1Ns21kTq7yFS1cSySQa69pC/xz92p0htYCjvT/xjr/w/ov2m3DBLkRwlLwTR+5/nJl1qT2EJ6kAeY73VQtPM3RqyjXMJVexLrWOVd5SGtNhP5Z5vDcfzIgbHImwVnlLKbuYlMYsickhc0D476v3HmSVt5Sy0/kzROFJEE7ChcQ2fToz61J7bGql81tfglGk89xglYGLd66IdFxfy0T2B6mQZ9am9hhfQh9LK+HE6hOhDytuLRV/e1pSXSXSfC/tl0i+t9IxEB5cWHlLKWtJzmQ1fNvizYs6UEgAJBPwiCWaqcExqRCqMyeRfuwIFN0BtEnMitFU+gBnZsivOY3a57diQZj6Ptb1BAxTC1BTVIIJTSbInY4ev4PN3qv6vj8q/kjmqJimrOMVaJ+7INQ03ot5N7xd4eYUoe/q/H549ClItFtFM02ktnjXlmGivR1MJkf7vIVAsl4084Ufbz5XA+/aMiTarWjlzdgyAEp/APkH9qD1hRdhASCz2WFoa+R+k5XXqxlPuI7MZkfG8Qp0TixAZ5cZ5q3lmB1mkor0XHozvYebStuWlyLLbkWbzc7d76pS8RkEHn0MU2q/grfhPGqXm4Ddu3qYxZLqTFB2BxAoLMSCCM+rt+eYevgAUu1d6Hx+K8w3XAfY7Gifu6Cn2TvMbSIa4f0X0yyXrEehYHJ+YA2yeBO13OlA/r7dMNrsKHp2E8yHD8DQ1ggm6V/DqlLObAlAbm5Dbms9OicWoLuwSHzG6m3lqFlbBvW2chTk54WYz8L7CLt3Rfw+5H6ivIPhplxITNEL3ngRxpwcOPVpnPn92U2hv/3gELxryzh3g527UFi5H/LuIMyPPgZ5UQm8Gi00divsQMjcZLLZkX7sCLIba2HcsBlFz24S55Pij9+Fxu/F6WsXw5wzCYZHVve45/Bxat65i3NjeX4rMtwutM9dANOGzdw7JzFbxyLau9SbmTKiS8T2HWIfWleVwru2DIF16yGz2WGRuAzEuqdoCMcJzymgSkBQIQcLa5NgBjY8sppzleGvGc0dRJjv6v1+mJYuB+P7btrUgtBrRnAbMJ+rgWNSIer8fqi3lYe0o63yE2jsVrTxbRDuManOhFSnFTqvC2eKZ8BmyLpkHkb0NYkYBIZbAh3NXO4dhNRUJt01C/QwF0p2oOH5yXrThkT6vuJWruJHxa09o+ni0a4MVAMo1fDFSuwaLVVNpP6J9G8hX5+g/ekRadqLae3L13ayluRMdvRrd4omntP5MyJqt6RmO+k5m9KymUuhEjV2gqZJqk0Mua8YpmjBHBZNAxSvllU47svXdrIz+TPY0a/dIWpqhFxrgoZKupOvuJWL1G7Vp0fVTsXKHxjtGUr58rWdogYwJGlwFIf2eDS/kZ5lOOGaNem4DDdB9hbVPVCTZW8I4+TTr90paud6fM+/P5HSisTqL0HrI7wzFbdy40DQWEezEESzLEg/P82nDoqnckb4vCfkngzXvPbaT71oSXvL9xjJMiL0kbQcYW+axFiEXyPeZNe9XUP6LkU7T3/OK/2N9DjBPaVdk3xZo4VJA0gm4AFxOQeQsKAIvkKxTBtSIaYpLTtics3eTGT9WaD6I+D1Rrg5VIhqEwWMCJNfr5PTigcjmumEY4SKHe2JyVyajhgLR6R+Es5xLm8KO5c3hZ2fMFVchEIiiKMIdIz19OHr7XqRhJoe/14ROQ9fpP6KJFQKn7WkGJgfMhaAjDmVCWJ0oDGnQKxfK3U1CF+UI/qn9SLAhj8faboPwewsjhPJv8Pr8fY2xsM5NeUa5o2RrqWHgB2hX8X6upJjIpkI+7Mpi0U0U6Y0d2I0f62+JuWt3nuQncmfwc5NmCr6ClfcWtoj8XekNkUThqR9FK09vfVjNAFzoPSWYijSswpPUxPNHBvvc47HdzDaGI91jUjzfLybE+kmPdZ9RdrY97auDTYkAJIAOCAu5wDqTWCT/l/YwbekcH5oLcmZkQMKYmh9+rNA9VW7Eg8h1QgEgenWS0KwsKhKNU6RdrDS/gnPzycIa2fyZ4gpcL58bae4cERyeI+1ExYWHa9cKSapFnzgpL6AvSX0jbqj5+87kkAlFXLD2x9N0xZtkQj/XGhzuyaZuRUqFgCYV67kKqPwbYokCIUTSWsTbYGX3o9UGDDxQrqwCPdIkyLpo1NTrmF16bk9qkHEM0ZjaW/Dj4umYQ+/h3j6Phzppi6a5ii8DeGLttCWT595UXw/Tk25hrkUnH+hdI6QWg6k2t7eNp01kk1nJM1UpGcvfBepD+NJGB0+fgZSuzheesupGqmN0mOEDV4Nv8GLJThFQ+jL8M1wj/mil/mqx3lX9CyD2JcqPrHmk0ia5XjfgcGGBEASAAfE5YgCjqY1YSx67jFh4uWSJKu5KhkrHuzxfTw7tHCn394mYql2q7fi7X3phyMSoa3yFk6zcI7PTRW+QDSlZbMAZKwpLTvmOaUaAq9cyXwyOWtKy44sBEcQcGLdV+UtpcypUDOzLjVq2a6KW0vZmQimuN4mROH703yZLWmeNamQK5q+bi3tcR+xFolon0sFqy9f28lVlxhXwKpzCjhBUyIIxtRihR0jLAyCEB5JSKtY8SCrS89lXWod+9ePfs5O589gn827KWqd2/DNSFNaNnMpE3pobOIdm/E8E6lwHW0zJNy/sBmIN8JUOH9LsoG1a5MjLsScMHcp0CfSQh4uLFXvPci61DrmVqi4II2w+zw15RrmkymYR6GMuFmRtk9wA5BuoqRzSG/vzKkp1zCXUtL++x+PmkQ4XMCWahGlm8b+BoL0hfDrRzsmfK4Ob7Pg2hOvIBSuOYsWCR8+L8SrSAifIyJt0qIdG20+ERJ0S12Y4p1/BhsSAEkAHBCXIwr4dP6MiMlUGYsvg7uQQkFYcIWw/t6iwcKFRWESl2raYmmqQvyw+rnDC5/ABM2PEA3rkStYuza5x0Qi1XBEO5+UyltKmVOpZq369IjmFEHz1SYxMQrCYDTftUiLb7Q+jrW4xfr/0a/dKfrWCc8zZMMQQWgdzN32kRUPModKw7xyBXOo1OxM/oyoC1C0e5YKhKfDIpXDn78tQcu6AWZTa8XnIbwf4f0cLmhGSxge7zPo7V0LN9lHG2tH+IXeqVT36pcWaQNSeUtpVEEhVhvazvLRlikGVp8xPmTMhmuzpEKTYNqNVwNo5DU8bfp0cTwILgLhCebD+fK1naxLrWN16bnifZ/JnxE17YigTRLcYqSbQTF9yQBr7MYj3EjvPdrmWrBKfPrMixHnzL5o2ML7IVr6Fel34r/j0Mr2pT9i/TZcQJWOp+pxBaJZPto6MphzVSRIAKQo4BGLEFEmb2lBpqUZycazUJ6tCo3U5CPezDt3IUUSHShEdRmmFgB7/4ZqyefGZD3UHhcS/F50S6JZw5NzilFqfOScNGrRLIniyjzwUcTErJmPrEbb6RPIfGQ11zb0PZpLGnG34I0XxQhHw6pSNDz6GLJa6uFTqaHh7wMAsj7eA09lClQVR6JGu5outqDtggnqbeUoun0RmC4JzkQdapYuR+EN18F4+EjPZyEkgH52E4xbypFx4CNY5i7oERUs/ubZTTBu0ce8Z+EZG1aVomLlasj4fhP6t0f0LR+daVhVCtjsSKs3AQCUgQAS/F4E7Va415ZxYwLAgnd2iImKpUmKBxJZJ0R7qreVi4liA3Il6vOKoXrlZVi27wBsdvG48ATc4ZGSYpLouQtgKyqBtaMVfpUadfzzlD7/T6+9CbMrP4KxeBY0TgccuRORWm+CPBgU2yIgjPUMPvp6wRsv9kheG6k94n2GR4ZL3jUxOTqfoNi6rRzetWVQqtRwpmZcSoAbFiltWvMkCiv2wy9XIKBMgNbvBVyOkGTSQV2S+M6Fv1+Wxbci85HVaDSeRVdxSY9E2Oadu2D449sh40doQ8UDazDz4B6ofV6Y0wxQbysXo6GLbl8k9o35XA30p0+I79SCN14EaqrE76JFUEsjkBUmI/KaTLDlTkB3YRFgsyPB7ULaC88g1d6F2giJhAHAdfgI2tOzxSTfxi3lyPa4oL9givjc2io/QU6DCXlNJjSML4ShrRGJPg/qTxwDmz0Pao8Lluw8WItKIG9pQcXK1WL0cjxRtpEifiN9Jr33aNkQErY8g0yrBfLnnoZLlwx35ScokkTDFz27CdX8ux1PlLq0H0w2O2Czw7J9BzIkY1Q6tq21jfBWfgLDI6tRdPsiVDywJiSBuDgPxZEoPvz60eYT45ZyFO3bjUSvGy51Ioxb9ACAzIAfgUQtmLMLMkmfhq8j8SbdJvoPCYAjFGlYfbjgJR7DZ2iXXWyBka/sEZ7KxLCqFDKbHcYNm2F9ZDXkLS3warSwP/0M3Hs+BGx28diQ6gKSyg3haQmKbl/EHSTJvB/kqy8IhCyYb7wYNYVGrJQH4ROAtE9MxSUAAO/Gp+A6fESc5BLfexsJPi/alpeK6UZC+hBA2uEDmNhQLS5EhRJhLdoEH5LNPoIQE22SstY2Rr0/4X4qHliDwn27IQM4odntChVSJSk8DB/vQeJ7b2Oq2wmd142GcZNguX4REpfdBuXzWxFYtx62w0fEyVyoKiGtwjGQLPtiOqG1ZSjcvQunnA4kG8/C8dD3oV1bBtmkQmScrYJ37YmIFTukz7DigTXiM5HZ7Eg/W4XaxcsAvpqEtbYR/sMHIG9pgflcDfJ/9xI+5ytlJB2vgNbcAnnAD0tWHhg44dS8fYcoSAupYIo2loWOge07oDC3Ibm5HvaHvo/kyk9grS0NeT7hi6LQTmmlj7bKT5DIC90auxVuXTLs02cjK6zPhDQ5M2vPIMHvQ3tyOpy6FGgtjZAxbvwUf/wu9C47AkoVTgIwvLMjpA3mnbu4aihry6Bz2noIRcK4NYMTlkP6d/sOyJ0OnLl2MZKa60VBvfijd2E5fADY+7eQzUZuVztUfi+30YhwjWhpnIRnW7lyNdzqRAQN2Vz6mA8OIfDoMTQXToO13RKSHkRKuMCSdvgAAgqlKIxKrykIXW133IXM1kbYikogAzCh0QhDWyOsmMdV3llViqS1ZchpMCGh248qQEzLZJJsqCzbd4jpTsIraQhzpGFqQVShJHy+7pG+K3ciWN1ZNE6ZiURbF3Rd7SFzlDhWJGljolWuCb+ukb+fzokF0Ns60Gkyiu0NEVzDhEPh3sCPGalQGKkSjJDqqcfcGGU+MawqRfvhA7DlTkR3WGoXw6pSGCXrmfCZsIEMbz8xRAy3CnI0MxxRwNIs6YIptD0xOcSxVmqSODXlmpDIWbMuVQxKCPfNEc4vOIcLKTVO58+IaN4I9wuJ5HMSt29VFNNJONV7D7KWFANzKtU9zGCin1SKgbVrksXIz3D/rFiJiWOZtfvyrIQAjDN8353On8GOfu1OdiZCbVKpX5jgtyStAyw9rxAIYE3QMp9Mzk7nzwjtR4mPUV/6Ndp9hD/P8PQXgqm7JdnAXMoE1pJsiMu3LZYpWGoCEvwYw/3YpG35dO5NoincrEtlbdIo8bD+ODXlGtaqT2cehZL5ZArWpdZFjOaM5TMVfkykKN/we5UGGgk+rMJ7WL33IKvOKWQBmYy5lAlRzcLCeYQ0ItF8saTuEsL9hqeNEkzR4e+QdOxGquEb65lGMvmJz1HLPcdIriyRziOkQWpJMfSoDBEpME0w+0a6thAQJ3WFkbq1nM6fwewJiT3mUem4GagZUnCJEeYAqQlUeh3pHNvbtcP740z+DOaTKZhDpemRViokmEZwDQlLsN2b715vbkPhv4/XvSJSPw1VKiQpZAImE/CoQdASaPxecRdbzCcG9qnUUHlcQLJeTEabzWtf1NvKYdq+AzI+ebPK5cT41npkX6yHMuBHQKmCYVVpyE7Sd/oEEvhkqoUtdZAFg2gdnw+G0Jqexi3l4nXCtWfxqu3jSVArJfDoYzBYLeiWy2EJS4gsNZtfdXAPMtsaRfO35fABZDdxyWbnv7PjUo3YDZtD6pf2pS5lJO2sYLorbmuExu9FV3EJ9BdMyGkwofjCaS4J8PoyOJNSe9RGFXbglsW3QvnKy6jlTa0CUlOT9YaFUD6/Vfw+XDMRXo9T2t5oGoXw76WJgVNOHENxWyOMF1vA5n8dRfl5AC7VDG2ZWIjUM8fRLZeDJeuRkp8Hc299hlDtrmiy5RP3yp0OdKZnI62jNcTEK9WcZrpdyGjl+lrGgqibMAXW2fOQuOw24PmtohZLMOPLnQ44JhVC5nKJGkDtGzsQWLc+xPwl3LslQlL18HaYz9XADMF8rw/ROEaqjWo+V4PqDZuRduIY1B4XWrfvQL7TiiBksGpTUBiWZFkgXCMYTbPatrwUuq52OFMzxPc/9cSxEE1a0bObUMX3sUyqcZlaANPsecjc14y0MyeRWrkfRpsdhnd2xNTICNctaqoFALSOzxc/h82OzgzuOUZyZQkfG7DZkSdTQAbAp1CFzGtSU6HJZgdLlmjueU23kEjcfK6Gu7cZcwAgxLwu1dbJW1rgaWtEQKFCZmsj0vc1w7hFL5ohw7WAkZC6RogWEgmClSGVtz7YdMlgcjlkknZKXW4A9LA09LimROtbtLEMpjUtuBDwgzEW4pZi3FKO7KOH4NanwLx9Bwr37YY8GERAqQpxn4j2fIV53pmagazduwBETiItrduM3bsiJr2XJq6OlHifAeIf4jIw3BLoaOZy7iCq9x5krfp05lSoRc1VtBQJsZx1haCASA7S4XmlhF21dAce7iAezTE+JH1LHFqEeDWGR792B/PKlax6XEHsnWi4NmlF5NQQ0gTJIbkBV8RIuhy2QxeicUPSbUiuL2hVOjRJrCXFEDVvVzwalvDvowU3RPpdtATZAhG1cvzvBE3c+QlTQ56rMPZO589gbrmSuRVK9tm8m0LyDUr7I95IxUhBN+GaZeG8R792pxgNLNU+RCrbF628WzSNpHQMxAoAkGrkuFKAmSH1nWM9u8pbSsX0KeGpWOKJYg0fk0K0tBAEFf7exnrm0uOF/JXxaGOO3P84q8mayFr16exiUpqY3kQ4vxAIEmnsh4/PCv5dDK89Hh5IIR3Pkd4DqdY31piTzqPh81209ya8T6V5AWO9k5GCaqI9g3g0pZG0heFtk2rwzk+YyuUnnTBVLL0W/izCx0qs4JJImmdppHCkNoZbkqTni2c+GyxIA0gawFGDeecupAaDCCrkCOqSevilSXed0p1cJI2L6Be3YTPn9yLs0Hi/PdvhI+IuWgguEc5rBFD88bswnzgG6+x5IU7HIT4n4HZx4Tv+eMuOCQg768C69XAdPgK5VgerLhmW+YtQFEuLJQleqbztW8g8U4Xa+UtEJ3ChrSdefwu6g3vRaW4TfdZkADKOV8CXqEWC2xXifyR1/jdsK4cZnMYxw9J8qcTXhs2iH5pwX5l7/4az/L9zARgPH+nhHxgpcEAIDmC6JABA1tFD4g5bKFNXYDwF/1234+iNy1Dw0nM9+tC0YTOK9u1GzfwlUbVZoqZmYiHSDh+A8YND3DPl+yiw/32cvnohgjotMg5/hOkH/46O1Ew086XffBufgveHD0Hnc2PW55/Ar1CiIa9I1M4IPo7GpctD2hAe6CNqBDYgJOjG8PEeWO64CzIA2R7XpfJkyXqkHa+AZcltISXkpD560rJ9bZWfILupFpkSLY/xg0NIPXwAHSUzQzSSJgAz/vk+AIYqAEzwHbvYAkv1WdiKSsB0STCE+Tp615Zhkr0TQZlM1K5EKjcolAC06ZJwceESbswAaFteymnWKz9BYUsd59+4Rd/DJ0yqwSqq3A+TzQ7DI6uR8qffQxPwwbC+DMa8XHjXliGnqx1uXTKMGzYDYX5uRpu9hxbQmKyHPOBH6/h8ZD6yOlQ7GkHbJfSt3mkDALj4YBgAYmm3BLcL9j//BckXTCE+l0LfdJTMhC9ReylwLGxOUD6/Fan2LthefxWdNyyGdtltwPEKZOz/EJaLLchwu2DZvkP0l5TZ7OgomQkAIT7K0fydi25fhKLbF4n9qjAZMevTA2jJyIV5/qKQ90YIcBCejWFbuaixDz78MKY2VaPm4YeBhnPi+2Xi51tZcQkKKvajdv4SGLeUQ3vDQnTzvtzCM4hVdjFkzhC+C/PpY8l6ZH+8B+133IXO2fNg2FYO59oyZDfWAjLAkpWHi3MXwMDPUVZeqwybHcUfvQtNgLM0Gd7ZgfZfv4SrLpzF6f/7HCr4vrXw15L6nhdtLIN9+mzYgIh9LWhTZU6HqOEzn6uBvKVFtESFB1sRQwsJgKMEYaIWHJWlxBSgwpzDBXoENgAhKnupuj776CG0Hz4A4+x5UJrbkOy2Q9twHo1+HyzzFkYUKIQo2HBzVSQn6ljmVv+jj2FK3Rm0/2QN7CnpaJ82E205kzhzW5R6tVkSM4Rxw2bM2fcu5MEgfInaHv0jLCrW5nq03bIMRRvLkMWfJ5KpTSpYtO7cJTrcS03Hhft2Q94dhO/gXmRrdJeimPnvZTY7so4eQuJ7b4vfR3L4Nm3YjJl//xNkjMGrSIAvIQEOXTJnyl7zJIzjcqBdtx6Bx74Hnc+NGf98Dye35PQ4l8zpQKLXDZnL1eM5hTyD4xXQObp6RGoqn9+KZJcdOnMLsn63C54Fh6G1tiPV2o5WcxsK+GCCC799HQlbnoHK7UKqvQOds+ehRKi/y5tfZYBYN9d8rgayiy3o5if/qGNTIriBAa15+eIYlQZ6hGObPhtOc1uIQIvdu1DNC+hSgS2/oRq1KlXI+JA5HVD6fZDJZYDLAcMjq+E/fABF//oH0pxd6K47gy+WrkTb9Vz95ixwGxaVy4lGw3h0K5SQObko30jRz1l2K7waLeROB1KMZ5HgccHNR+B6NVo4JhXCMamQ2/CtKu3hhC+8NwGlSjSbmXfugiIlA+nWdnhVanj5ABWV3wtdayOyPqyH5+BeGP/4trhpk0ZLC++f9oaF0L27E53jJ0H+6GPI8lyKzpQGAgljRHRPEDaVz27iIk/XlkG7bj3cez6EZe4CZB6vwOTGarTfWwrz0UoxsEJwM0h02uBcWwbs3tWjJrSaF7LskwuR/fEeaN57GykOK1TdfgRVCbAsvhXylhYU7tsNy+EDyAj4xU2cNAiqx7NA5PlIb+uAxu9FTnszzLwZWkB7w0J0/+0t1M+Yd+md5fuiWiaDjAEy2SXHBeOGzZi15y0AwMXMXGi9bqSdrYLsbBV8lZ8gw9KMdEuzGAEcrVawacNmFH98KXjHWtsI/6OPiZuRTKFu9apSaN57G6ldFqRbmmFK5oRUy6OPQe73iS5D5p27RLN6tt2KbqUKQbkMfrkCqSeOwXyuBsnGs1AHfJh46jPY602cawe/GZLWnZeamsV3eVUpF30scTMqlAjOAFBUuR8MQA0frBQImw+IoUM+3A0gIiNE8ZnP1QDgJtj57+zAAt4XRzimcuVqdN58B4r/8gdudx9G0cYytM9dIKbmkJ4zGtbaRk4L8fEeyAC49SnIbG1E4b7dSGquh1+hgqK7G+mdbUAy9xJHO29Kfh6n2ZGkppH+P7yN4eewFZXAq0xAw8xrYVl8K6BNQqLdCu/aMpg2bOZ8TpaXXuqnVaVI9Dih62rnhC0ATpUW7ckZop+X9BrqbeWom1AMW1FJiCZuwRsvouj2ReIiJPzOMLUAWbt3iRGGFQ+sAQDxnoo2lsG0dDk6M7KR6HZC67KLk5mwsDAAPo0WGo8bPo2W+82GzSje9Qe033GX2D4GwKNSoyl7InxqNVJcNiQ57WByOTLOVKHonTfh3vMhvrrpTu64cZPFiThL0i9BXRJc6kTom+s5QZvX6EoxrCqFL1GLpieeQm3B9BDfQ/W2cvEzw9QCuP74NjpSMtCZkgF9cz00AS8y2xrhOnwE02qqgB070Do+nys+L2igH1mNpDoTso4eEq9v3FKOon/9A3lNJpi37+jRJrFtUwug3lYOc1YeTF+7GVm89lMQWlnYGBT80bKPHsLEqs9QWHcGwYcfvvSs3tmB+ZL3SHp/AsLC161Uwa9QAtokmHfuQoalGVqvW9RgMBmAZD0y+IXXu7YMeRfrkOhxY1x7CwqP/ONSf9vsMG3YLAqEbbcsg3X2PORX7kdma6Posyt8bjj1OZLqTCh6dhPMO3chqasdiR4ntzGRCL+qV16GaeW3Oa33qlK4UjNw4bev4+Ltd4nnM28thyU7D91yOQydbUi+eyUqVnLPx7CqlPMH46OtAU7oT3d0YtbnhzCxsRpBpUp8P10PrIZfoYTrgdUh/WXcUo7MR7h0RsYNm+F/9DHk15yGYX0ZMo5XAMl6dE4shAwMKQ6rOF8ZphaASdJTSdM6SSm6fRGuOvc5Mn/0ODQeJ2TBbjCZDBdTsyH3+8T3TOtxQeO0IaBUIbBufQ+td6Q5KNK70LB+E6rzr0LV4n/rIYgpn9+KZKcNOvPF0CjeczXoKJmJmglT0D5tptifnCjIjZpuhRIudSI6S2bCsvhWqLeVo2b+ErRn5oppYIT+Cm8jA6Dxe5HZ2iiOt6ILp3H1vnchdzo4QZePFveq1GgbNxGmpcu5DdPOXVAE/OiYt1Dc7BZtLINl8a1wPbAaGR2tyGxrgpwxeNWJMLQ1wrhhM1SvvIzzRbPQ+sKLYl8Kvyt8dlPI3OfWp0DX1Y72O+7C0Vu/Bf+jj0Fjt3LaRb5v2zNzUbNgiXge09LlMC1dDgagoHI/MizN4vHE0EIawBFKPEEIghlC63GByWSQOx0hphpRiwfOzOFde6JHvr5I1/RWfiKaQwWHdGFnr112G+q3PAM7H9qvnFqMhNmzMFGbFGKajKf9AtIAlPB0DwUvPYdTG5JCTNVty0uhsVthAyecauxWMXAg7cQx+CX52ADgHLgJmO35MMT5GOAWFTEghN99R9MqWg4fgGn2PHHSq1i5GoX7dotO8sK9WB9ZjaR73oc64ENCtx8Xtu9ASn7eJW3Vs5tg3LAZGZZmdBWXoHNLOeROhyhIVfN9YHhkNVpPn0Bg3Xp0/PkvSK0+KwYtuAw5SOkyAy4HmDYJVcvuRaFg2gszf0bTxgqEmCM/+xw2SZCH0EeCdkMw/zm3lsPFp5up4lOvhLsSWLbvgPf0CdGcGZ4WpmhjGToOfITxFy9AzgcpRdNmm3fuQmbAj2BOTkRNTrhZL4u/VntBCZI+OwCZTHbpe/74kOAdSR48waxa3FIPh0aL2gVLL70HvCYz/WwVMiwtSD99El1O1yUt5qpS1K4tg8uQg/wvj6AjLQsyXvATzeAbIKa6AQDTGgdSq8+KJtWU/DwYN2yGV6OF3tIK/4KF0G4th4PvQ/POXVzQSZjpUhirUjcO87katLe0IPsna+DWJKIzLQvJHgeS3A5u7PJamEJLMzJ5DZThjRe5MfeTx+FWa6F3ccKUoF1KPXwAWr8HE557GuZvLuPeX/7+2g8fQCHvDlE7fwnqALgyDNC2mznT4W9eQlAmh7w7ID5zgBMM3JWfwP70M+K4ihho8MEhaO+7GwGZAikeBxTd3UhxWpFpa0f9o48hLeCHMuBHdkcrHG4HTBJ3lkhEdEkRXGHOVaOEz4EYjlpi8pWOG9jsyDxbBV+iFllVn4upXgr5oBshGK9dEpAiXFN74lOo7rsb2q3lsAA93lOA06x+xadeMqwqhfOGhfA89j0E5JxrkJDOJdtuhUeXDFtRCZTmNljuuAvajU+FnFd4zxa88SK+mjoHCd1+WHUpqF28DHKnA4VH/oG0E8eQkr9JfD/w0L3icwhPnySm5lleipwGE/Lrz8KZoEXbuIni5sGyfQcKLc3omj3v0nMV3DxWlcIk9JFEGdBbKhyi/5AAOEKJFkElfRGkPhVB3kdMusi1LS9FTlc7PLpkWHh/j0gCgPSaJpsdCnMbVC4nHJMKe+Q087z9F+RammErKgGS9Zjw3NPQe53Q+tzwqdQh/lbS6Dkg9oscyTQskHLiGLcbdTnAxuXAsK0cbdIcUrxZtWDfbij9AXgSE0VtFQCYABRG8IGL5B8ZaUEQoognNhrhvViPltMngN27IHc6oPW6QxYygDMpjnfa0C2TIaG7G3JzW0iUomFqAT/p6SFvaUHBO2+iZsESVN15Tw9BKstuReL6Mng0OrTesgw4V40Etws2QxZMK78dMc8fANgnF0J1+iSUJhNMGzaHPPtIbgKCwCR3OlCwbzfnTyYxwwp9lXr4AGcufX4rFvCLgiB8CFpr7Q0L4av8BDKnA9qudqj9XtiffgZtfL5G6YJhnLsAqfvMCOqSLmnu7FYx6bVwvDQCtmLlatEvskgi9Iab9QyrSmHbvgOn7rwH0gTbUmElM+APuZbUrJoQ9CPI5CFCp9An5nM1aFleiuymWuS2NcCtToSRdwnAuc+5SF9ekCzYtxs1C5bAtHQ5ZEBIH89/ZweM43KQUPU53GvLYOajvDOPV6B97gKkHdiDDFs7bFuegXfjU9D95HEoTCak/58nxTEbMjfwJjfl1GJ8NXUOHJMKcdXBPVD7vTArDLA98xwaNj2FVHsHLsy6/lJ/CYnO+f+7Dh+BPSUD7XMX4GJy6Oah5vEWBOvOQuX34Tz/vssAKLsDyDA3o3b2fDCtFkFdEqyz54kmv9pfv4TJnx5Et1yBoIIzPglCXrj/sRDxawobB961ZRhv70SnPg0Xfvs61FuegSMjE7p2C+y5E3DVpwfQrVCiKWdyRBNqOJHmnZCxJuRSDHt3pJsi4R2SmkQNq0rF/JAmXtPJAECXhCyJmVQ6B6neextptk44fvlzKLW6HrkpxXcmJwfKs1WilsycMQ5ufQoMj6xG5crVUJhb4dNoYS0uQdG//oFUlw1MJsP557eiaPcumDZsRvrxChR3tIqbV/W2ctTwvtY4fAQZj6xGa51JbL/0GZjP1UB7390Yb+9ETYSk3o5JhQg0X4BLpUHruInomj1P3DwI/SCN8g1xU5JkQxAE6vBNNjF4kAA4QgkPCIjkRC4NdgBChUQhdD/B70U37+8h1RREu6YRwLTPDkDGGFKtFvGlFRye2zNzQ4I76mdeh8RjB+HQJoU4fodr9QCEVLMIF0RipSAQUqqkVp+F4kxVT39GSeBA2oljSPCEOoOnnDgGWTAo7pDFc/OCwAWTEcnmi7DWloY4xUsTC8uKSuBtqYcqGEASb14Gb1oVhG8BYTLV2K2Y2FrHmV5/91LEpNaVK1dD3h1EavVZZEgS8gK8Ofu9t9EtU4RozsJTigjPXBgDljvuwsxGThcmCCdCgulI/obSRdC2YTMU/gCKPn4X5yccgfUHP4T2jR1wTCpE5tkqdJTMRK1K1cNcKmjNCiv3o2v/h0jvbIPaboXO7YCyOwD3ng/FyiTCog9wmtmaBUsgdzrQfsdd0Dlt8OiSkXG8AgZzE7x/ewvGt3aJASlC0myt1w2PUo1WXhi31jYiufITNB9eKCYGF4XuuQtCFvAapwM6jws2jwuW6xeFCGRFz24SF/9wzab0Xos2liGL9ycUhdEImzUT728IbRIW8AtY5W3fQqLXDbi4jYPgVyqYPqXPw7TGgaR/7uHSCfFm2aTPDqBqe5bofiH1e7VNn42crnYU/uwnAIBavx9f3bgMycazUL3yMlw7d6GwowXqgC/EfBnRH5jXdgKcK0cR/54FdUn4cukKMbDCfK6G85cMBJAYcENnboFt/tfFwI72zFx0FZcgs+pzGKxmdOpSUX3LCgAICRDokcbIZkcq/z4L857wbqm3lWP27YtQcfiImDpJ3tICOQsiIJPD9bNfYAGvreorIWmGDnyEwOEDKLI099gU9egvhKVd4oV52cUWzPjnHnhUalTfskI0k7YtL4Vt+mxujNrskM27AVbeFzS/+iRMjz4mVmGJdi0AIVrw4o/fhd7jgF2ThK7Z82DOyoOqyQR1wI9uGdB93fWY4vNB3e0Dk8lEQUwQaCseWIPsj/fAXfkJ5z7AB4aE+FVvKcc4lRqd+rQeSb2NW8pRfOQfSPR50DxuEmxFJZxpWlqJKKxCkrBp0d6wsEfSdeH9Ca/0QwwOJACOEqQvfbSs7ADEqh+GR1ajFZFzhsVCBs7vrDM9O+SlNfEBKNplt8HMV5yw7vmQczx/9+9iJn21JLI1fKIyXWxB/oE98KgT4zINC/ddzWsnBC2OtHSaYPYUtGpCpJ3c6UDRx+8i8Le34FYnonV8PrTLbsNXU+eIpjZhYpl46hiSnTbUruVMgUYABft2o/3EMRRamiEDYFqwBL4ENWS+INy6ZBRt5KoVmE+fgOGR1aFt5idT4weHcJ5frKIJuIXPbkLr6RMRy8mZd+5ClkYHjz5F9HtDWL9F2igI+SGbsifCOqkISc31YoWQaFpOwT/N8MhqeA7uRXZnG1KdXQj87CdgMhku+P3oKJmJZONZ+DY+Bfv2HTBv3wHDI6vFkm9ejRbyYBCpVgsSfR4kWpohYwzKYADpx470qDgjs9lR9NG7CKhUUAb8XKCOKgF+dSIyLC3Qe11I8rrQzmsZBL+32vlLAABpZ04iu6kW1Rs2I/n0CeTXnEbX+jK4NTpYDh+AvKgE7XMX9NBqBnVJYDIZ0rss8J4+AcekQlErIe3P8M1SiIYSvN+npNxezeNPwqRLgszpEKNyCyXmd2HMyhjgVidCxi5pwLL4AAqZpDIDAODF51C1JUccbybe4V8GiHkzBQEyqasdihPHoHU7oOj2w6PWQvXKy7heoqG12Ow4O/N65Bm/4rQ9iGxdEB32+dyjXzkdMObkiDncpPn2Kh5Yg6LK/QgolXDo9AisWw8ZH/QBAIqAH2xcDtgZFQAZHLpkJPOuDRZJ+bPwTY0MgNrjgk+jFS0J4Zq3EDeADZshDwahZgGotzyDijCNcySMW0Jz1wmfSecv2cUWZLY1Iv3YEXz29WViNZVomRfCP6tcuRoelRrmrDxol90G+Ylj8KsTobFbYQe4vJ8mE6Z9dgBf3bgMTAZkt7egi692FI6g8RbmOqkWvOujPUh229GlT0chH4gjX3EHVMEArjr3BRhkYDIZqq66Fr6iaT0CCoWxpO1qh2ttGRc4sn0HfBotknih1bCtHK0XW5BafTZEgBDyGXakZSG9sw0BpQoFfICHaeW3I85f5nM18D/6GLLbGmHe8gz0Hldombw4SmoS/YcEwFGCdIKRJnqWvhjS1ASmZL04QUdayCL6WZ2r4aKzblmBwmc3oViqjeJ3vuK1n98KNn02so4eguf0CTB+Jyv1MxTSegi0XTAhxWlFUC6P+4WOFK2sve9ulLidUAW7xVQFwCWNXu38JUg2noXW64LSFcCF8UXI4n1TCkxfofO+u2H849tcPy1djsRlt6FdklRZEAxtRSXomj1P3H0qu/1QBbvF6FbB3yo8ZUFI/0oWq2gLrbCrjmSabuOF33BTvDQVh+AzJgNgeGS1KDAXPrsJ7VvKoaw3oUvqCxWuQdgiSdMCQHbtDXBXfY5kWwdUEkEiaW0ZJjVUw/aTNUjyOOBRcRo4wbcvsG49fOvLEJAp0J6ZC3vuREw+UYkkjxPpHW1iUm6jzQ55SwvSzpxEot8DX3cAPpUKQaUSKr8PaR2taB03ETXpmSGCivB8TUuXo+jZTbDccRfkwSDSThyD/aHvo+uFZ9D0xFPQvrGDS/ViaYZx5bdF4U5ubsVXU+dAu249TrkcmHz0IJK62mGbPls0z8ZM9isxlUtNrzLeTKXjfXGbsyb0ECil5f6MS5fDKJjvJSlwhI2HcQNCBEsZuMCs9l+/hGQAmru/CdeeD8XoZ6nvlcZuRVdKJrReN04vulMU/oT2Zx6vQLdSBUWwmysF+dC9Uf11i3iBYmJbPTJPfYHg2aqQqE/pcTUtLSFaRsGELZNGda4qxdm1ZVC5nFwU8fNbYdhWDu19d2OcSt0jutkydwHn9iAkDg7bIAnvj/jZs5vwJe8fZy0u6eHzGUkYFASecI2c9P3I/NHjaOWTuRc0GTlLyL2lqFi8LKS2sFaSnF06HxTyWmUGIHXLM5jUUI26CcXo4k3Flu07MOlEJRJ8Hkw6ehCOP+1C1bicmHOkacNmzPj7nzitYrJeTCjfnqiFnDHktDej6eY70DF9FtLlSk7wAyAHg5wxjGu6gNyqypBzivPOtnK4eJ9g99oyZLhdaJ+7AEH+XW/buQup1WdRUHcmREspui7MW4gOcL58jtyJSGqu7xHVK/WZFCw8tqISJPFmZ+FZR9s4E4MDRQGPUMKjgKUUbSxD6y3LQrRCwuempcs5DQm/YxbOI40AFif8sEg745ZyZB09BP3pE1HbVbSxTAy8kDsdYsStDBAj2sL97ITrqreVo6bgKpi3lsO4pVy8t1j3Gt4nSfeWwtDZBlWwGx6VOsQ0IPjkpZ+tQoLHhYBcCRmAblWCGElq1aVA43Uj8OhjYgTp7IfuRdbuXZxz/bkabsJe+W0UvPScGDFa+OwmVN+yAqfuvIeLyoyRgiQ8Clf8fMNmFL7zZo9obSEqEeAEbNOGzZxPzPYdSD59IiRy1nyuBhUrVyPp3lIU1HwF79pLqWcK9+3mhNFnN4mRsUUby0SfJGkkszQKUnvDQgCAI5FLIzHuy0/h0afA9LWb4VOpUbt4GVLy82CfXIj6CcVonHIVZIyhIy1LjDLN2r0LrsNH0C1TIM3RBUfuRAQNWXDoU1E3oRjGW1dcWoCT9Vzka8dF2BOTYMkaDwVjUAYCCCgU6EzPhuqVl+G/aiYXjbi+DMYPDomCuVBAPsHjgkeTCI3ThvEvPAOPRofAuWrONHvLCtTMX8LVT35kNUxLl2PiqWMoqPkKyue3go3LgVOrh0uXLJ4zQ+KnFD7uKlZydbTN1y+Cehs3foXnBJcD7Zm5uJiZy2nPp80KESiF52Bauhw185dAYW5F2uEDSFx2W8izEdLkCL9rW16K4o/fReG+3fCuLcNVB/egsO4MDOvLxLEr1Zipt5Wj7fpF6JpUhOasCWLbhWwBsostaJ+7ALbciVxaIOclE7TwzgrHVqzktNr+RC1kYOhWKHpEfUrHbzAnB8qAX9TQ+xK1kJtbMeOf72NioxHm7TvEKF7rD34Iv0IJ67Ll0N53N9JtHUj0uiFvaUHFytWcD2miFoZHVnPXemQ1fIla0UQozGWfbXkJzenjcOL1t8R2XP/RnzGtpgqFLz4Xkp4kavT71AIE1q1HmrUdekurOI8J5seid96EZfsOLvJ/3ETY1Vq4VWokeL2cX/HjT8K/YCHGffA3GNZz6XG8a8sujRs+8pwl65F5vAK2ohLUFkyH6pWXuSCdnbtQ9PG7SPI44U1QIyHghWX7jphRygAnTPqUKgQUyhDhSvnKy3AnaJDo96Co8Txm/HMPjHO+jgs5BWByOZwJiXAmaNE4fW6P+da4pRzjPvgbtPfdDdcDq+HTaOE0jENHyUzInA64DDnwabScb21RCXzKBM4XnEcYR4X8/JN+tgpac4s4LsKvlXngI848nJWHUzdxOUyzdu+C+fpFETNCEIMPaQBHKMILInWCFj4XIrciwZL1XMm24xUwbdgM/ekTyLJb4eHzPAkJjIVEnlKNhxDsIJRME6KzImmsTBs2I+XEMfj4iNtCiS9iUbjWgb8PxueiAm8yjJUcWkCaDDnZeBbjvG4EFQqcvvYmdBcWhQhfQrqT9mkzwcbloGNqMca/8Ax8G5/iFsKdu9Ax81pM/4wvUF5YeKlfee2S0WbnUu3wCYLblpeKO3qpJlKIADYtXR5VqxBu1hUW9/BobbGv+DbULFgCy9wFSDtxDBqnLSSiWfDz0XrcsCZxaUOK8vNCnPil/SnkH5SaLsM1IsrntyLN3oV0Rxds6iR4EhMRtFth1yZx6UWEc56pgmXxrZDZ7HCdO4mOeQsxXxK1Knc6oOr2Q+P3YNpnB1B15z1o5dNNZPJth2Bas9mRduIYVB4XLHMXoJ3XyCW67choOI+GB74D2dXXQe11I8VhhfXRx8Bmz4Np6XIxItdkswMuLoIWTlsPjXj62SqkdbTC5HQg1XgWaq8bVp2kz8CZoQ1HD6FboeQ2ChHyj4VoSFd+mzPNf7xH/I2MAcqAH23XL0Ibb9IUoqpDNBm8g/vMt16H2u+DccszcN2wGObtO5B5vAIdJZdyXAraRnNWHqyz5yHzkdX46tcvIdl4Fg4+Ejw8vZCQny1/324ket1Is1rEOWBKvQkJQT9O3bQMqXVGTnN65uSl959/xrDZMfWDv0Lnc6LueAV8P/sFzvNarQUx/IeLNkqCvrbvQKbbBUVzA+8C0B0S5T3huaeh9XtQ8LtX4NYkoispFTZ9Ggr/9Q8EFXKY+VKUgh+vvKUFBS11sGx5BtqAX/TJU3s9SPK5oPvhQzDfcN2lqH1eO24QAsEiBHpIUT6/FQn8uE05cQyqV14GANF3WPCTs86eJwo8cpcLSc31SDtzEmn2Ttg1Otj1aXDoUsR0U9KSZ5F8BIV+sxw+gKyL9QgolZBLrheLomc3oYXXyJl37gpJnH160Z2Y84+/QsGCUPs80JlbYL7+BqR+3C6Op4wIGlXDqlKk/+n3SAj4oHz2F0hx2eBsqUdrzkRMaDJBxhicGi1MO3fB8OPHUVdnQsaPH7/0e6m2ThJII7ggSZNhGx5ZHZJEXxoVHC0jBDH4kAA4QhEmDNjsXEb3wwfAAGR5uBqYQri8tL5leCQabHYk2q3w8Ull5cazogofYS+ZmP0+dwImNJkAlyNyigTB4d/pQM7FOsi7AzCvfUJc3MMDE6T3EZ5iJsThG5EnaGHx1XrdnMkxZzI6Z88LqfQhOA4LAQXQJolCizMpFa7DR2DkncUDShVc6kR0G7JChGgZAHk3Z04UFkUh4W3do4+h4obFIZN3tAhgILJZF7hUD1Te0sJpAiVO5eZzNUg9cQzyYBDQJgHJeqg8rh71Nw2rSmE+fACGtkZcuP5GsJ27kLKxTAywEExRvrBI0MwoNZsFx/r2e0uh8XnQNm4ilK+8HBI0Ifj2WOYu4K6/fQdq5i+5VPmEf0Yqnw8JwQBsmiTUXjUnJOmzGNmHnr5zgl+c0u+HpjsAORgmtjVA/y8bOtKyYNOnQeVxofjjd1F9y4rQheJ4BdqnzYT+gkn0taxcuRoz//4nKLq7IUcQaWerkN7RClWwG+cWL8N8XpCR1s7Nqa+GzutG/fe/D/PHfw8JrBL8DhmfkNm8fQf8Gi0y2xrB5HJ0zp4navLMO3fBsn0HDLxPpCzCJusU7z9lKyq59L7OXcDV63Xa4H30MShyJ3Lv7UPfh/4Nboxc/9GfYfzgEMbfdze8KjUu8q4HPXxtecFYxjghJsnaARULICCX4aqDf0e3XAFFsBuZ7RfRsrwU1m3l8D/6GIrbGnFh2tXQ+t1QBoMYf/ECTh4+IkZ7x0o4Lw36Eu5H7nSg0e9DekebOH5hs2Oq34cgZGiYeS0ChYVisnlLdh5XteKR1bBs34H0Y0eQ3tGGjoxsyIJBKPjE8zKXA+mWZpyfdT2Kqz6FVZeCJn7+CYlU531HezMjBtatR+f6MrjUOkzif2ec/3Vke1ywZHHpkISKF0JiaV+iFmoPl/7nwoQpUAT8yGu5gNqC6XDxc00kc7kU0eT6ystoWVsm1m82hFVeiYQ4x2zYDIXJhO7rrkeuRsuNg5eeQ+3NJ5HXcgGORJ244anmFQm+w59Cd3AvXLzmXxDM0o8dQVAmgzUpFW51IjLsnQholbAVlcDT1giHLhkajwvaGxZGrNgRPj6ETbSQLsa8fQdmSszWQiqt8KjgWOsBMbiQADhCEV4g0fGcL+HTOj6fc/zld/kudSKEMlFCSZ3MR1aHlDQSdqIdJTORVGfiImPz80LStAhCQbdSJTqoswgmTmmajESvG3LGMP6FZ+BMSg3R6GXzefNsRSWQ6ZK4AI7tnOBk0yX1KEEUbbIr2lgG08UWZJzhIlALXnqOqy4haU/Wx3uQ+N7bGC9TINlpRVdKBowbEJJVPoXX+GhvWAjz81t7BG4IwRiCozN27xJzfTkmFfYQhBlve5a5nBEn696cwqXCJsDlNtQ5bWgdn38p5xwuaQwqHliDrI/3wFP5CdSvvIzqnbsu+ZDxWmLhOfsqP0GC24W0F57htBMtdehKyYRjUiHUtY09TNdFty+C+WglzvB+h9KgoYoH1kBmsyODj6YNPvwwZrXWoyl7ImQymWjOrp2/BNMP/R2Jfg+UwQASbVZojh6C5Y67YJo9D8pr50D33tvioiP0h5Cix6pLhSbgxVfT5iK33oSmKTOhbTdD7XHBrU9BdlMtNH5vqPaUjx6UMUBjt8LDp1EREmgH1XLIg0HYsnKQbG3H6asXQihrJr3PrN27ELj2Wqg8DoxvuYATEs2DNH1PkUST2nr9InRinliuzjC1QNQK1yxYgrZblon9JtVkGKYWwPDhn2E+VwPb934Iva0DrmW3wXX4CNQeF9R+L1Ja65Ffdxb2xCSkvPAMUu1dqH/0MVTMnof8A3uQ6uhCR3K6+IyECGhrLTfOWbJeLKGnPvU5FKwblpRMpFvboQz44EpUw5I9EcmOLiRbWqG4725oPG6oA15MPfkpGGNwJmhw5sZlIa4c0QLPhO+F0msM3IYq/WwVOqbNgr/OBACiUHTutm+EBnU9shqtvHBSwm84vKdPILP9IhK6/egsmQl/nRYauxVI1vMbKU7Q8AFo3rA5pCxZrEj1SPOM6/AROJNS0VEyE966UA2x8E5J07uYd+6C9oaF0D6xBgleL87d/g0YHlmNWj6Nivztv4TMw8J7FD6HiL6ONjtkkwoh9/u5hOd8dY7eAuUEoXv63/8Etd+HdsjEUnDt8xYidZ8FpqXLRc2tcK6uW+5EdmcbnE//QvQBleaTPX/djUg7cxIelRo1C5ag8MXnUM0L1lkdrWjn08mEp8rxri0LGR9iuhgbly5GPqkQ8mAQQbmcC/z54BDSThzjkkJLglHI7+/yQQLgCEe60xNU5zJeAwNcqnFp3FKOosr9kAWDaOUXQqkQKaTpyGqpQ82vX4I5JwcAQkoHeSs/QWDdepj2fIiUE8eg9ri4ihcSbYjsYgsAwJ47ESdyJ0LfXA/fxqfE1BvAJRNodlMtJjSZuBxpyXogWY90fjIVIkfdlZ9ETU8ioL9ggiIsCbCAcK0EnxeGrjYwxqDyeyEDLkWg7dyFIj4gpeKBNSE7V2nAhW36bCQcrxAjSxe8swPm3btg27AZ7bz2S0xhok2CW52I5OYGKOpreq3ZKdV2ZfIJngUTIQCM62pHgt+LAK/FEurT1jzeAuuPHwdsdvg12pASdJyp6wTkTgcMRw8hCBlSrBa4NTp4dXo0PfEU8MIz0LrsKGgywtZ+ES11Ji5Jc1jeQMFUFmIq5oMbLsy6Hr5ELRTmNkxuNkEZ7EZaZxtMt6wQfecsi29FzW9/h+wn1qB+xjyk/58N8KwtQ06DCROaTHDs34Nklw3WLc+gYs+HYpCKsPtnKhU8SjW0TicUnx7FXL4P3PyiWr3nw0sJmP/1Eax7/4ZsmwWdulTYps+GR58Skvi6WpK7Lu3wAbGUnbT0lTDuijaWoSslE0luJxpzJvcIcJCm2RjH5zU0SBZ3ATFdhZZLN3Ti9beg3/8+Ok2mEC2gIExdVXsGCQF/jwXV+uhjGNdyAd0yGVrHF0Beb4QtdwIK+TyXHcnpcP3xbbEWtndtGQpq+OCmG+/g3D94l4DW6xeJOSAtU4sx6T9/DgVjSLdaEIQcCmU3/Co1rKkGAEBypxl6lw1nr12MjB8/Lmr2hbRSbn0KtDcsDImmBy4Jyr5ETlATzeMuJwwtdXAacsQ6v+FCkTStk9A3uq52tI2bKGr7rbWN8Kwtg/aGhWJePWHcSjWP7XMXcJaSMP/oWG4mgvk6/HfC3ClG2wrCMADXng+hDPiREPRzmwBJGpXiI/+Axu9FFe/3GD6OhPtUna5C7sU6pH/QDBlkCKiUnHlVUj4tnJD2PLsJRRvL8BUfgGMrKkHukf3wL9gL7dZymJIjR88yxsBk3N9C22r4oKyO6bPAtElQdgfQlD0RGWeqYFrzJLTf+iYSPv47HBodAuvW90iV4+VdXrqVKmTs/xBHb/0Wgrok5KrU6Ezm0sXYf/MSFKwbSn8A5p27kFz5CQoaziO5y9yjjcTlgYJARjiiie3ZTVjwzg4uk/q+3WC6JFz/0Z/F0nCCk7k5K69HKSXB6T+o4ypqpJ05icJ33hRLBxVtLBNLTRnWl0HmdHB1SfUpIcEDxi3lKKjYj5zWekw+WYnuwkJMq6nC7Ifu7VHuTXDE/+rGZZec8VeVwrL4Vq6cEb+YSINGIjlrG7eUQ9vVDo3H2cMJXFhUs3bvgkebBMaAbrkCjdPnIpN3/DctXS6m4Dh667cgb2kJEeaMvCO/d20Zso4eQkqnGYk+j2jaNW3YjKJ9u7lnwft+tS0v5fy0li6HlU81Ej7R1jz+JGa+9Tpqv/e4GNhRuG83ij56V4zebb1+EeQtLVCYTEj0uuFXqUVn6eDDD2Nq7SnM2s85ZWcfPYTO2fNEnzoAnHN6Sx0AriJKrrkRGS4r8jqakdNaj8C5arj++DYUwSBkLIiAUtkjSEcYY0IbhediWFWK1BPHoAwEMPnkUWQ31SK1zoiAXIkgZFAEg5xjO++gb1hVitkP3YtxXW247pO/AwDkfj86UzPhU6rg0OlRz5fcE/qhbXkpF6Cx8tuQvfoqWvPykei0icEz5p27kOB2wXX4CBa8swPBnBykdbRC53FhgqUROq8LKU4rip7dxDnpX78oJI2KUMpP+crLYqk3wVFd6Aehxm6Cz4PagumQv/qqGKAULsQXbSyDKzUDHo0uYqkqIXhI0OAmbHkGBpsFc/+1FzWPPxkypjV2K5qyJ+JCXhHskwsBQHwPVa+8DHNmLtJcdkw9exxy1o2gIRumpctx/vZvwLyVKwFm/OAQAC7vZKc+DQGZAmknjsHCC0EZxyvEcVu0sQyBc9XQ+jxIcdoQkCtgzs6DeWs5mm+/C6pXXoatqASqgB/KYBBFX3yCpHu+KZaYFALP1NvKYVhfJgYgiXPMqlIwxqDraofe0YUsSwvymkzIqDkHrdeN1HoTEviNlzDmItW7NW4pR6LdCmdqBjL2/k2c3yy/eQmTa88gd+1/YOaetzD1w7+K4yQ8+CAzQjCPNNAlHMPUgqi/k35n2rCZ04LyJTKN/PwmuEKI18nKg0d5KUBN8CVWTi1G2/JSnHj9LbQtL8XM44eh9XuQ5rHDp+a0bfKWlh7l06SYNmzGzD07MWvPW6L2PZiTA9UrL4PpkqD2uJBm64R6yzMAgObDn+KrqXPEsQIA8tdew7niqyF/7TXxHoM5OZDJZFyi/UdWc4mqZTJMbjRixj/3IPuJNZjcUgOdl3sfpc/dl6iF6wHuNzK/H4WN1bj6H+9A7nRwY6viCCcIa5Ng1ySh3cClE3I9sBo+hQoBmaJHv8cbGEgMDNIAjmDCzS7YWIbMo4eR7LRCbm4NOVZwMjd+cAietWURd49FEh+0tMr9YvJaQQPGZaLvgPzoQVxYsgyFfF69ImmSXL5SSGqdUawdGu73J+TlE/zbKoWACSDEV004VnBgliYABSBqwYIKJTT2LmQ/sQYurT5Eayg42FuUKiQEA2AMKPjiCKr5aFjjlnJYfvMSZh14H6ruAGyJSaj+5ndETZDUtONZW4a0zjYouwNinzEAsmBQdA738DvdVn5yzq/cHzEQJNl4FmqfB7MqP0Zr9Sk0L1yCC7Oux7RjB5Hc3oZG3g8zX5LUuDM9GwqTCWcLZkLj84CBqxsakCmg8TihvHYOtG/suFQhwOVAotcNJuM0F61fvwkTLA3wKxJw+trFXI3XRx+DMhhEt1yB+qmzkSh1jucRzOjdCiWCShWchnFQPPoYEp02LsrW40ZCtx9dkwrRrUqAMyMTSe0W0R+uuKkW5kcfg1mSyNq7tgwF9efhUCciwe9DRmcbzt5eKpbBSztxTOzHoo18DjfeDBYpITJwKSek3OmAvMOCCcav0PrCi5gt8QnMiOA8Hp47LqQM4ANrQrSvUvMbEFpZx7ilHNp16+F+fmtcxeptRSVgtV9Bxo8HsT0SB3nv2jIYqj4XF0DRzN8dgCIYgEOdjPbM3BDN2VdT54T4phpWlaJh3g3Ir9yPpNZ6dGGeaCaV2excn/AaQSEHYPOEAkw9dwJNT/8CuR//ndtkVu5HkscJRXcAAYUOCX6ulKE00t6yfUfEJMDmnbsws60BiT4PPCo17IlJUHYrQureBnMupTYxbilH9tFD8Gm0uPC9x2ERcuuFPfNK3kcs4/RJaPxeqLr98CtUCCiVoqZeMB82H/6Uq7XNWGhSYX6MLYihoY/ldyZoCNOPHUFm+0W0jpsomq9lTgc3P27ApZJmvIuGcC7v2jIUmL6C7Gc/AYMMnevL4Fep4UjUQev1wKVSo/WFF8EOH0HhO29yVpzx+ZG1dwCEtMhCNLyYrLqtEdbkDHRmjBPT4Oj/9hYybe1wr7gDxnf3IiU/jzO782M9JT+Pm6slWkfBv6+jZCaCShW6iksgdzqRXLkPQQDKqcU9KrjgjR1ItFuR5OxCt0yGboUCaWdOop1Pki8IcmIC8OMV8J0+gfb07B7BW+ZzNei65U7MuliHUy0tMHz05x79QAwOJACOYKRmF0FQm21uhCrYjcknj0bMWWbeuYv7zdoynFi3XsxLJY0SE84t1bqZARj++DbA19kUUsHInA5oPS6kH+N2fQve2YHKlauR+9kBpHe2cTV4ef+z7KOHQuoBC0iFKKHNoh8MX9szV6VGi80uVjcALgkRfoUCymAQGr8HXenZop+MdNLwbXwK7se+C0XAj86MbM6s8fiTmPXP9+BOSISMMQTkcliy8lC0kUuq6z98ADKn45LP3fTZ0NhtUFsaxfMWSRI1t27fAUyfDYfTARlfgi9alnrVKy/DteJOqP1eqPxeFD27idMCBAKcidpm57SUvEDD+IlyBu/PUzu+EGenXIMA/wwT7VZM2LoZGbYOMfeWwumCKuCHwukCACT6PZABULAgug1ZMO/cheK2RgTlclzImwJdu1l0cg9PpiuY7BN9bkxsNsGl0sCdqIN5azncfMJvGQBlfQ0SbVYo+NQOMnDF6Q18DWPwwpzCkAPrxUYku2xQB3xQdQe4PIX8xkA0idvsMK15EjP5SgnGW1ZwPmySZ9t8+FMxGtvwyGr4+WTIiqOVovAn3EdIFZcovqXhQUptlZ+A8RoX6UIo+I1K3xMfnyRXzeeSjBTxLmxMCl56DsfWAKnVZ8XIUgh9IKnZKgSLZD6yGh4+J53WzeVZ7EzNRKalGSaJOTGwbj261pfBlWFA0Ttvov3wAeRbmqHzcOMg5cQx7l2VuAkozG0o+PIIFwSl1SO3oQYavweFDefx5b8/hLR2My7Muh6pdSakd7ahbtZ8JDXXw5VhQMqJYzCteRJZVZ/Dp9GidfZ1AIAgX+NaEKBO8b66nRMLwLQ6MN731xRWthGSfs9urEV+3VnIwFDNJ2KX5jsV8prWzl+CalUCF71vyOKSe1fuDxGCdO+9DUOXBV5VAuqe34pMt0s09YeXlAt/ViGR0JIxI+Z6dDmQd7EOimAA1uISMH6jEFCqxLmt5vEnxQTgC/jNeNvyUrgeWI3OF54BgwyK7m40Tp8LfXM9dA4buhUKdKtUoguNkE9RHbZJk85HVYBoAgYgJqvOazJB0dkKd6IOvm89BcvhHHSajMg88iE0XjenNeYrtIRXN5HW75YBaJ82E9AmQfnKy8D2HWAMcGm0SHNaMenZX8CaahA3FUKZUffaMsi7A+jgq0UZ2hqRKqk3LfWlFTb8bXwBAWmeU+OWcsxuuQBNwIu0s5FrMRODAwmAI5geqQM2lqHpwEeY2GiE0u9DCx+sEJ5WQCgrlbi+DKn2LjGqLTw1SM3jT8Jw6nME+VxSRbcvgrniCDqXl4rBEGxyIVc1oZNL5Gt440XRyd6clcftgD9+F53p2fBqtCFJPMU2xah24V1bhvG2TnQmp3HCmKRig3pbOaz3fBManxdOpRxavxeO9EzoHn0Mcj4dgzTQxaNSQwOgo2QmLFvKkXHmJNQBH2RBoG5iMVeXVBIxXWhp5pIF89qXzOMV8GkS4dToxPJuUh9MocycW5/CpamYuwDGsATCUuHC/O7fRXNv0dQCWLeVo+Hhh5FqtSDnyH40J+vF8mDCvZzi05ooX3kZVwn+VXm5CDz8MFQ+L/wKJWy5Ezjfm3oT5MEgJpz6DMYNmzFRJkdQJodbpYbc6UAQgGnhzVzAijYJictuQ92WZ+CYVBiyeRDuseZ7P8SMo/sh6w4ioFHCrdGJ5ldpXwtaAkED+NWNy8QIWcsdd2FWoxFeZQJax01E/cxrkVpnROe0WaKgLVxT0Nh1Kzn/P0tWnvh8pFU3tO/uRLqjE6ZHH0NQpUJx3Rn4G424sNwUMv6l5/Q/eixq+S4xT2PlJ8javYurwiHdEAk+orzfqBAJ3FEyEwCQ0dqIFEcXcN/dMFccCYnw7VHu78Po2gvheCFYxLxTjyI+oTPAlV1U+H1Q+byY/ve3ceL12zD7oXvFoAVtuxmyYBByv0+sjpJiPAu1x3Upup/fEGZcbIDW64bM4wIY0PDkJmh/+SQS/V4Un6yEMhhErUqFtH/s5QR5mx3KehPGn69CuqMTF/w+0c8yqc6ErJY6Lmn8lktJiIV7rVi5GsUfvwtzVh5S8jehSCLQiULXqlIo/H7UXLMQcq8beeerxITf0v4RfPPCa1lL3zOAE4JcNyyEbcsz6CouQeK3vgnFlmfgNOTAZuDEixCBL4KfnTQVlJhcXhIcx2RAQKGC3OlC8uEDoqALAAkeF5KNZ0MiWoUsArVv7ICq4oiYOivn7Amo/D7UTb8G+otN6Jg+S6yGIgd6CPxSDFML0LzsNhjWl6H5MDcehGjbxuqzSDM3hdQTDqxbj+NanShUiumPLrYg3dIsttWwqhSBwweQfuwIEnweJPi98Gh0cJ8+gUL+WXfLZGAywKZLFdNBZfFaXPN2wLCtHC1SYT/Md1K6lolZJXhBWqg3bFhVCnlLC1zqRABAJ//OEUMD+QCOYMIT9hqmFkD26quonTwNVn06JteegWnNkz1+o95WDo8+BU1PPNXD90m6E7/q4B7kt9RiUksNzNt3iL8PrFuP9C4LcuurIWPAVzcugzkrj1vwz9VABk6Vn7n3bwjqkqDxe5HW0Qrr7Hlo433UhOS5lXxC2azdu0L81wBOoHBMKsSFiVPg+uPboo+itD7lhSX/hoBCAaZQwJ2gQZ7xKxTVncFVB/fAuKVcjDjOOF6BzvRsnL52MZKNZ5H98R50TSqCRZ+B09csDBH+AG7Ca8/MRc38JaImyLL4VqheeZkrW8RHi4qCEp+WJcRv8dlNQLI+JIGw1I9RSHwrOoLfvgh+rQ56lwNqjwvylhZUrlwd4ufCxuUgY+/fQiuL7NyF3LYGJHsc6NKnImjI5szX02bCnGaAV53IaSJlQECugFuj5frg6CEEc3LAxuUg6+ghKJ/fyuWUO/V5SJJqQRs3+eRRaAJeKBFEV3q2+Cylx8hsdqTk52HBGy/Csn0Hp6HRJWE+r0Uw8GXoAkolDG2NCBqyMKXhHK7/6M8RA3gsi2+F8pWXUX3rCnTNnid+Z9ywGdlNtfBqtKifeZ2YdFa9rRwXcgvh5EtTSX2HpIKawu+DIhBAyoljIT6jwjFCQI1xS3nIe1a0sQyWuQvE9C3iMz1egaQ6E9LPVuHC9TeiMzkdfpVavH6sKFNp+z79+p24mJqFIz/+BecDuaoUhc9uEt9N4f3TeN1QedxIdDuh87mR5HPBsL4spN9Ur7yM1vH5UHYHEMzJwfUf/RkZe/8W8p4VbeQSt/uUCehWKMBkQILfC+0bO1D78u9hmjwd52ddj8Zxk0J8EeVOBxhj8Gi08CuU6Jw2C+pt5WLFF8G/NtxMafzgEPL374HW64ahrVH0pxTMse1zFwA2O4Lf/z4K685A31wP//QZsKdkwHX4SIjvl2FqAQqf3QQZAP+jjyHr4z1if0ufmfDv2Q/di5KaKsz/8M9wHT6CDEszJp+s5OqgS/pYeKekPonApSAeqUZfOkarlq3CyWX3Qt9cj0n15zH12CFkn/gUMgBt1y8KmTsqV66G05CDugnFojZP0Iql2DuR4rQix3QaMpkMMsZVN8r54G89hMhIY6jgh9/DuM5WFD72XVTw84d5+w6kW5rRUHI1OpPToOgOoKDmK2Q/sQZMl8T5le7kamYDXHWTmqXLxXOad+5ChqUZ6Z1tSPB74VWpxUTQtqRU2HSpaCi5GtWTrwJ2cImqC5/dBLc+BZmtjWISeukzmf/ODtGHU3hGAMRE41L/TQYg++M90N53Nwr/9Q8AQP2EYgAQjyUGH9IAjjLMO3chM+BHos+NhIAfGWeqeqQhEdT5tnPVuCqC75Pxg0PIOPARzCkG6F02KLoDSJWYZ5XPb4XG54GMnwmDOTlQnq3iKmXgkiof4CbLr25cFpKPEIBY+kreHUTr6RPI2r1L1LAIqV9gsyPzLJfeJWltGbTr1veIXBPSs2i72uFKzeBydm15BraiEvE4wXwJADpHl5icutuQBXtKBhJtXUg43hyifTTv3IUsjwtJdSaupq9EuyD4hkk1BuHaWFFAi+CnFsmXSBCgVPoUWJNS0Fg8A1cd3BNSyilapKJgXhM0g4USc37z4U9hWF8GxbVzUO9ywFZ9Fl3FJcj+8lMuWpU3ZbZVfgK9pRWGfbsBxqDsDoj9IeTx07s4rWGXLhWyV1/FAj5KuuKBNZC3tGD2gfegDAbwhdPB+eW4OPeArE/24WzBTGg3PoUakxETTx1DY/EMTD7zBTIrD8GYUwimUkH26qsRtRoAkCym4DkB7OZMy0wuFwX3KolwVTFvIdI/fhfeBE1Inj1pJKqiOwCPJpFLI7O27FKkOT9+26fNREr1WShNJhy99VtguqRL2uEwX0Kpz57U9aAuzKUiZjJzXqs2t+IjqILdyCzfDL9ciZowsyfAJSbOsLYjzd6BzqR0tKUYkOR2oOmJp1C/cjVXwUOXhJT8vIj5JsOva9hWDtejjyHJ7cDFrAlcCie7Fea3/wJDlxlqpw2u1AxknKkS/QZnHNzDJSWWydCQV4yCl54TtaP2PR+KZnqpsGs+V4Oke76JDFsHOvWpooAo9SNmfMQuYwxeZQIcuRPF9FWCFkyaAF/e0oIZB/fAp1ChbdzEkAoRsQRuw6pSdPHXMawq7eF2knb4ANqnzewx14TXnZX+Tox4/uAQOu+7G91yJTReN5IcNnRhHpeTkZ87ivbtFn35AE7oyTh2BGBA9azrMf58FVoKp8OXNwmpJ44hzd4Jqy4FrbOvg7W4JGpZQtOaJzHH6wYAqH0ezH5/J+pOHIOcrw+tazfDrdEBkCEglyPFYUXRx++i9fSJEJO4EHdbyJceLHp2Uw9tq5AFQOdxQtndjVR7B6q/+Z1LaWXCM1RIsiREc7uAzS6a9Y1b9KI1yrRhM1dLvDsAW6oBnfxmUHospYYZfGRMiAUn+ozNZkNKSgqsViuSk5MH9+Q+F2A53+PjzromNPz+j9BcMxuK//cGnLl5SK01omvefMz65Tru+5deg8ztBktMxITHH0bapPEh5zB949uY2FANv0IJ49dvha6mGglOBzpnXgMAkHd2Iuf8SSR0d8OSmQPlT59E5wf7MOG79wGAeP20bS+AQQYZGDxbnsWEBXNCry8D9PUXoHY74NanwllQjNQzVfCrNVA7HfCrNbBPmQb9+TMY11qP5vEFKPzrm1HvecJ37+txL+L3L72GtKovYOhohStRC+dzLyApNxsNL70GeWcndOaLUP70SUxYMEf8TdfjP0ZqRyu60rOh6A6E9GHT089hnPE0On60HlNW3Drgx3ny588j78BeaHweeBM06Eo1ILW9FV0Z2Uh96ddImzRevM+025eK/R31fvn+6PjReuQ21cCh1cOt1aNr3nzxc7XTgY6Z1wA6HdJuX4rEDeuQ5rDCp1SheXwB0n+z9dJ1X3oNqWeqoLe2o2H+TZj1wi/QWdcE2w8eR1b7RVhSDRjX0QJ5MIjG7ImwXrsAMosFhccPQ9UdgDwYRP14ToOU11KLi+k5SPQ4keKyQRHsBoMMFyZNFZ9vZ10TOn60HrqudiS57AjK5eiWK6Dx+2CcdwPy1q9Bw0tclGLaN5ej8y9cJPaExx9Gw0uvYcKnh9CVaujx3KRjP+2by9H5wT7xXUlY9xNuTPz+j4DTibxPD0Hj8wAAvAkaNCy+49J5+P4FILYj0rsU65kJ38HpRFrVFwioNUg3N0HvcyMok8GjTEDzhl9gyopbQ67paG6F7sknkOh1wzTjOgTz8jDhu/eh4aXXUPTJR5AxwK3WoPG6S8K0cK9wOpF6pgpd8+YD7RYUf3YYbZk5sOYXIe/kZ2i8bhHSvrkcvud/BaXXg2xLE+zaZHSufQKq3/8O9omTuXv98iiYTA4ZC6Jh/k1iv8vcbiQ1XIDS60Hn/K+H9BecTuRX7Eeix4mWzDzgFz/n2tRuEa894fGHQ/oL7RYUHTsMrzIBDfNvCunb1DNV6FYoxXfUPmUad2/TZl6as8LaIPT/yZ8/jwkH9oIBaOSfq4DpG99GblONON8I4yb8GUf7XPps5Y2NKDz1GcyZOdC/8mLI+6Q/fwYqrwdeXRLSLS1AMIiOrPFwFhRjQuU/oQ74YPz6rdB8fSHStr2AtoJp0F9shF+tgcrrEce1lNrl9yCvuQY+hQpyMCgCAXQrlWjLyIEtn9OYJTVcQGpHKzR+HwDgYvYEbg7/y27x3dB8fSEyf/0sEr1uGOctwsyXn0NDxecI/OdzcBnGoTstDZqvL4T61f9Gsq0DimA32jNzxbVAeH7Scd/w+z8ivfIT7n75uUU6/6Ueq0TXtJmXxhA/HwvfWScXQdvSeOk9lbzLOU89A8NVV/WYCwfCkK7fowQSAAfAkA6g5i+BV28c3HMSBEEQxGjj+weB3KsH9ZQkAJIJeOSSOYUb9GFId1K6mmok2rug8bqR6HWjLSMH1oJi5J38DE0zrwXLzOyhxZC53cir+ozTQHWZofF6oAgG4FRrxR24sENLdNqgd9oQUChRd818ICNT1GYElUoEFUpY516HaXvehlWbgos33iJqKgRSz1RB67AixWmDVZcMV1IKuubNR9rtS+F7/ldIWPeTkF1gpF0vAFQ99iSKjh2COyERzq0viJo8ab8YDu9DstMGa3IaOicWQWu+CI3DCr3LhqBcgfbMXNinTMOEyn9C73ZADoZuuQJnbrwTs174BYBLu35Ba+iYMBkpF4xif6e3NSHJ6xI1XvZr5sVsN3BJ4+DQ6qHgo2EbFt8BAEir/AQ+XRIS1v3k0o5aou0Snp3+/Bmo3Q6oAn6xlJdny7Po/GCfeP2025dCs3EDAkoVPIlJSO1o5WqTqjVQ/pTzFZX2uZQeWi9ey6t+9b+hd3TBp0yAsjsARXcAjbOvB0tM7NFGmZszTeWcOg692w57oh5OXTKSbR2iVlF4VmmVnyCg1sBpyEbu+SoogkE0lMxGYmc7uu9/AJ4vToh9IWiTZQzcdT1uUaM064VfhLwTAkK7On60Hon2rhANdIjGsBeNKzfuDsOcmQPZ/3kKnR/sg8xiQd6XR9GVkQ3/d7+HtG0vIKBUwbzwph7n9T3/K+Q21SIh4AWDDC2Z42HLmwz9xUZ05RcBmkRknPgMqY4uBGRK1F8zHywzE4pJE5H1h9+htWAaki82cpowicY48OBqpNva4VGq0ZY9Af7vfg+eL06E3MNXv/8TJr26DXZtMlKdNnhUCWhYugwTvnsfmp/eitxzJyBjDDIAjSVXQ2u+KGoA805+BmuqQdRgJaz7Cbr+90/cu5BfhAnr1oRoyjp+tB46awcS/F44E/XoKioBkwFFxw5DxgCP+pKGFQBOPvELTPj0EJqKZyKx0xKinY2kxevMzBG1YhO+ex8CD66G3mmFI1GP5mu/HlEDGu19FMag9L0J/OdzsE+cjLRv3xPyHqacPolkW4c45qUaUI3PjWSnFX65ArVzOa11+PiRXkfQkk347n1o3PoiCo8fhon/nVT7G+0dDdeUdd//ADyfHAnR6ql+/zvIA34ourtFzaOQTkrvssEvV8KZmISEgA/ORD06i0swYR13/cwj/0SKvQtBuQxelQYdP1oP33vvh1hChLGtmDQRE197CW61FvZ0Q6g1gb+Xht//8dJ7qdOJz1UYL1INrnQOCp8D0yaN59ZDYtAhAXCkkqAVdzxSB/OcJzaLvhRJ9R7IXX4k2axQsiAyW1vQkn8jzn3t30P8MCoeWIPi3Qeh8XvRnDUBfqsMrYWz0DohCZmVh5BraUJ7ZgZc7jQx91/OmU8RUKng88qh9bmg8xqRYvsUXcnpUDld8Gi0uHj7MiT/8xMEW4GgDnBaEhBIn4ZZf3w3pN3aGxai9fmtcD2wGkmvvwrvmS449/0GaqcDto2/hXn3LvG+ip4oA3J7+vQoTzRD3eiBGh74vvskzJ8eDYkGNKx6BB2HzkDV6UVyWydSqo8CkMGu1cOiNiDB7wXzBeCakIaLmACN+TwUrBsXcvOR8/Nfi9c8+9PfI/OTs7AsvhUz9h4MqaKSe6oZ5rRstLMActqb0TZzFgp6abf5XA3MKdPhb5PDu+4puIQqGE9wEbFty0uR2G6FbeNvkeh2wXboDBL5Sh1pC5ZxvpTvH4a8OwifWg23TIV0RyfkwSBMr+5F4YvPiddvW16KTJMVnclpaJs3C1kn30N2t5PLfbj7SwBAZnM3Gnd/iQnf/G5IO8/+9PfIPHAcZ30ZAICsjyuR+Jd98Gh0OHf9XUg+fQK5DdXQBjxwFieDIQnFH7+Li5Um+DY+BcMHlUh0O6EKduP0tYuRWm+C3OGHzAl022RwudPE8Swdw5nHK3Bu7grOUV/w6VxeiiS7FY2+DEA1EZmffCT6nAoRmd2WS+cUzieWrJP0XVa9B536bGS9sQvJQMizEu5Z6POzvoyQXHEA4EAu7NZENM1bBPzvYRTu+wBdKZlQtfmgN7fB/MIfIGvzoysrGzlPbIbZDli+/R3ktjWi2pKAojfew4k1T6KgYj+S3E4k2m2w+ezwulVwzpoKw6pSJK24E0q/FwGVDE5XMjI+PA6dYx90dhsU/g403bAM8pYW6M7vx8WrFyJ/wTJ89sAmJDz9UxhnXofk1ma0H23EgjfeDHnvUg8fgLwlCJkuCKdfDUt2HnKe2Iy0qQVwH/0eUjutYAACciXksg4EAjI4J+Qi83gF1BfdsIwrgtbeAk27FY27v0TyaTMya5rgsmpx9r8/FOeYtNyrEXhjGvwLFkLf2QWdwo6moiUo/M9NOLFhs5jmqPCJTeI74raokFDvRlbbKdiTUtG4+0sseONFBNKn4axkrjtnSRD90pp27kLRE2VIm1oA47Zd8N93NzTtboxrPYxaiwpJdSYE1q1Hk2oiDN8sRcVPfx/VR1A63xi3lCOzTQbnVVPh3P1lyJhomXsjLjodmLT/n0jw+ZAQ9HM1ycfno2PdevjXl8GrUsORPBVpC5b1uI72m4/AfugMtN98BGf/excyDxzH+TofJh39HG6/Cg7kIpA+DU5fBgLp02B7cBPya0yo3fjbkFRNYps3bEb+/j1IcXbB9+XTaE/PRusty7i6ug+sQdF5C2TBIMxZeXCkTES3N4CuSUVcpPXFKjQ8+TNM2LoZeqsVrfnjMeuvHwIAAunTYNxSDuXUYpT8cgOUMje6X/gDEvw+pDR1wfLCH4BH1yMt92qkLViGr6bOgbLZj4BeDvbif+Hc1h1iappZr70Zck7Y7Mj8pAJnfRl87stNCKzbxKWXsgBme7I4jtIWLOPzxh6GaenyiH1KDB4kAI5wzOdq0H7HXShubYTRZsf8d3aElHeTXWxBwicfAQzwKxRIXHYbcm+4LiSflfaGhdC89ToUAT8U3QHULF0upuRov+MuuBISEUjUctGsGzYj9cQxQAZcuP5GpFSfhaGN00Bo/F7kWJrhVSUg6FdwKRRWlaJmbRnskwsvlZWT1j0VFtSH7uUiAdsaUVB/Fi6VBspgEH5HF85v2CzeV6T7N27YDEXuRHS0NULvtCEh4MM5SQBD5oGPYLnYghS/HzVXLwTTarmSYZYW2PRp6JjH1YC18DmnVK+8jC/5fFfStCORklFL6/cyuRwd8xai8NlNOBnF8T4c44bNKKzgkkUveOhe4KF7Qw/gnfhDUqtIAg3E3HbgSsh515Yh02aBOuBHajWfXNhmh2nDZiSuW48LfIBMxo8fR4PxLLJa6sXchwCiBqiE1we2HD6AtC4LrKkGMd9Y6x13IbOtEdAmheT/860vQ5qtE36FkqvBa8hCd3M9ChrPwydPQN3EYvE6YpJwYQwLAgLfFtOGzShqrIUlm4s6t/zmJXQrVdDesBCuPR+ife4CrgqLpI+khee9a0+I0eoKkxE6lx2Op5/pUd6r4oE10N6wED6+/KFNUsowpF8A1CxdDuW1c1Dyi/VQsiAuzJqPjumzkH76JBKdNiT63LAVlWAaX7O5uK0RiT4P0vh8fPP52r8n1zyJ1OqzcD2wGnhjh/isFSkZSLe2w5aUiowzVQgoVWh64il0vsGlQlogKVkotDFwrhptWXnw5U2CZfoMMfJeKlgLNXED69aLGw9lLReZq3ziKST/8kkouwOozy0Qo0RlNjvSOlrBZDIEDFnI+t1L4nWttaWoFd71sIAXw9QCGP/4NtrvLYXGZcdVe99GzbLbQtIcCX1q3FIOmQyQMYY0pxVdqYaIwTQL3ngxJIVPkSQoqWhjGax/fBvO738fjDGknTmJvIt1qN/yDFw3LIZ5+46oeUnDCQ/cMvE5PoXAtrblpUhx2WBPTIIlZRw6ps9C4YvPccfeeAcXlCPJPSl9h6V5WQ3bymEGkHr4AFJcNli1yVw1pjvuQpaHT2zP1x8PrFvfI6BCCFDyahLh87rgSEyCxuMUU9kIaXNkTgeSjWeR/+URBOVy+M06MW1P4Fw16q67EUkH98DGp9KSkvT6q9Dw+UQNbY3oSM+GV5WAruLQY9XbylHDt1O5tgxTGkzQ+L2w7X8fxj/9BUW3Lwp5z018vWb/o48hv6Eatc9vBRNSkwlz+QeH4F1bBrlhXMxIaGLwIAFwhGPcUo7itkZoAl7InI7QSYGPnjp36zeQeuIYJjVUo3PLM2hTqUKKciuf3wo1Xx83xdqBtmQ9F035wBpke1xozcsXkyvLW1pgaGuEOStPnOSqeQHlq1+/hLQzJwEAiu6AKFDJps8WM+NLFyLpRChkmw++8yaCMjn8qgQwfwAJAT9kTgeXLsblALRJIelaTBs2Y+bf/wSPSg3TwpuRYuSiXMOjbtMOH8DEhmrUqlS46tznMJ+rQcvyUiTarVzE4u2LxLQlQkWS8H4e//5fkPKn38P529cBQBQSlM9vReK69SGJZKXJamMVbo+UWkKKdJI0A0jJz0NKWEJag6R6imFbOap+/RKSjVxyYeOGzZi15y3IWBD1J46ha/Y8ZB/ZD/V9d8O8tRzneMEmkgAUkhSX15wJdYjT2lsBGWCdPQ/ThMVz799QLalnfArcJK1ddhs6n9/KCRpCQtvHn4S3sRrN4yaL5d9MGxCaBBqAzOXgoqGValQD4uajc/Y8YOcuFFZwyX7bnt+KLLsVHn0KUvLzxNxyUizbd6CwpQ6m7TtgTtZj5mf/hNrvQ/vzW2HmN0VC1ZHCfbvRfvgAlAE/bHs+DElALh0TQr9MeG4zdH4uYIRptWDjcpBasR86jwtMJhfzRhZtLIPxYgsKjuxDVms9zm3YDAOfCsM4LgeKM1XQvrGDyyPJp15qXbgE3bxwn91Yi6BCji4+gt98rkashmF4ZHVIIuWQHKGSsdg+dwE6SmaKY+Sq2xeh4vARZBz4CN61XDSoBYD75CnUPP4kko1n4W5s5srouRwwLbxZ7AMhbQjACWDGbeVQPPpYjwha8fu3diH1325Ggt+D/Me+i8o9H4bMDULaJp9GC4dGhzRnF5Kt7bDygqkglEertCL8vq3yE9imz0ZRl5mvXKJE47hJ6OIrYLTPXQCvRitWC4mUCzJE0JTUItafPgGN3Yo2vg66lRd27JMLkXGmCtAmhWicfYlaJLhdYt9Kk08DQLdShZwGE1offQyGV15Ge0sLLoCrp34VH+HcMqHw0rPkawpHywhgBNB1w0KubGd3Nwwr7sSJ376O2Q/dC/ACa3KnGWq/D2euvQnp/+dJ1PBzhpAVoGpLTsjzE/qjo2QmjACcGQYkX2xC18RCbmMoyeEpPGszn7NS19UOX4IaOo8TGY5OdPEVaqRjM+XEMRjaGnFh2jXo6jIjsG49im64LkTwFvIm1vv9MK38dshaEiu9EtF/SAAc4QgaIGE3JJ0UpAuU6pWXUbu2DE7DOBR8WYGOtCxxV+qYVIhalxNdkwoRNGRHTFkilGTruuVOaL0uKAN+AJyAYuVLViUkqDGppQZVV38d/qtmQt7Sgpn/fB8AcBKXhCppgfBMtwtGPqWDzGZHKl+WrHb+EgR1nCaJASj++F3oPQ7YNUliWhTw33lUanQlZ2DS0X/C//+3d+bxUVV3///Mlkkmk30jMawJqyxFXFiKFRX3BWu0pbUoj7Y+RanYVqU8tba1Upf2EetPWlxKfbqgSKuiiLiALJKAoGxCQjJhSUJIJiHJTGYySzLn98e95+bOzZ0tM9mY7/v14qWZuXPvOeee5Xu+57voE9B10gLA/2icayd4eio+cbuXPCClrFPLSCJv54Q3/4oUtwN5P1uKxmHDkWdvQ+J765Fha0HLo8tgkAX9DaQxVKIWWkIuACXdeC30zz2L9pFFyD3yJRrLdqF9ZBGKyraqBqS1AigWQ3IUjy5Ek3hPfVcnhtdWCUFw3R3IbmtCyoP3ouGdzdI7CZQFQR7mpPS2xSj65F1ktLeiS9Qoy8uccXAfkhw2OA/ug6Z4ApBsRsHcS3EGjyLn0WWwPitmMHjxGRxaLrxfrbVRyibD7yMIrQztScnw6A1oyiuEBkJA3YYLRndnOZBpP10PLUOyGKC8TZYNRnqPYmo8ONuRc/9inNm6BRqNBsYXVnXX2WZH+sF90Pp8sBeMQLK1HlpHO7JVtEXy8XHq6GHk7PsMXp1BSqFoOVuPzKOH0DJxqhA38rbF0DrakV5VDn1XV480avJ2blqzFmkH9yFRDMEihXRRBs9duQpjP34HJncHOj9YD116dg8trlpfbLylRMr6UvWCcBx8bsIUZP10qaSlql76GCZt/wAJnR54HrwXWl8X3Hoj6ocXwTZpGvL27IBp6/tI7+pEpdgX3Q8tw+iaSnQZDKoLsnXdBiSk5SC3zQqfTo+iTzei6eA+FDWdQZXNDtON1yLrzb+iLTkN1bOvxIgvdsJtMAqa7Q4nunZuQ3ZjrZRakLeBFH5JFujeDsBy1S0YtfV9pDlssOaPRNGfnoFFbENb8QRkN52BVrlxRre2TFtfj9LbFkv9rfGWEqQ2NcDQ5YXmrDBv8FSCXEMFZ7sw786YheYZswQNICAFXOenDdy8xmlMgrHTg5zGWjQ8tAyZoomH5mw9dL4uGBiTgmDLhX21eYVv/BtvKUGXVo9hrVbomA9jHrxX2uQUtDYjy34OAJBsrReEtXUbYDzyJTxLHkDVtIulkF1qfYcrBzIqDiL9UJMQ21AR7odrmvPEvM2dL6zCKVHI5Gno5OvU2MZaJHrdSG62wmFOF/IJz73Ur25GUfspBayWabMDbbCJ6CABcJAjz6nrl2VClkxdOj4Ud+eCpKPB2I/fQefW96FJTkWjaCfS496yz6pWrsL45nokdHUiu7EOZ8SF1vS9O3GBrQUaMBi6OjHi+CFUDx+FjGOHoPH5oGdd0IqTIOC/0FnXrEXGwX0wuJxovOxyVM5fIGSpSDZL8aZyFpag6eA+aBXHlYBgU1KZmoKMnduQZq0Rkofr9Wi8pcRPUJr19toeNjPWdRtQ1HQGOQ21sF5/KzRjJ6AlM08IUCtqBeRtevL/vYqcR5ehdtIMZFWXoyMlDfbfPgWIuTtP8ewKFdVouv5WjD97Gg07t6FYlgM3HKpkWk3P9s1It7filNcrZVrQVpWrBqRVpiWrEtvnEIDcPTsxrKkWGgacnnwxcj7/EEkeMf3TpGkY+/E7OLd1C6onToUWQvomtWPuqZveENLLgQE+H/TPPYuqwgKk3nkbZjja4EhIgjshEdktjdDUVMKn1eIwhHhiOfZz0P/0AeC+70rHVbkfb4LJYQfAhGwyy59E1v5SGLq8AGNIcbbDnmRGW/EEZN+/WNBOi/Hgilcs88+UImockuxtcC95oGemD5MZHcYkwGQWYmFqNGiadw1mXXe5lNZNY7NLQqYvJxcJpy3wJZultg9kwlCdkQ2XIRFnho2UzCdSTlqkIMzWdRtQJMvr3DBshBTDUG28WddtgNHlRJLLiZQ6G6p+8hhgMqtq+pp2bsOYU+VI6PKiXYzt2HT9rRjbKJiF8Nh6VnHMNd5SgrYbb0Hr387AefdiZH3ndmS1twj9RRarbupn7yPR64JXp0cntEiADx6DEUmicNWRkoa01iYYu7zQOtqx55o7kG1vQ+2wkX55gKX3I5oSnLn8GnjuX4ym519E1rHDSHB1QN/Viez9pUjZ+j4SvG5kOFpxBoDzX+v9jk15SjMptSDQQxNmnzQNNrHvc411syg48H7HtYCWq25B2sF9SDjyZY8jawuAC7dvQqdWD+f2zTh9yVzk2tugY13Qe70YU7pVylDBj3OzO5zQMMCTZJLmr9w9O2Bub0Wyy4kjV9wkCVz5zWeQ2OlGQpcHJ4eNhvWyy/0ymliWPwmtz4dE1gX9c8/CsmkaJn/wpqARPHoQxQGOrqtWrsKw1maktrfCaUiA2eNGFwThNeeFVWgv2wW9xw1zRzucdy+WgnB3iKn3Mj89I8XVk28sZynMIxwfvovscw1I/PILSUiWbyCbZ8ySgo7LY6NyQVl+NM2VGPI5X57nPuf1P/nl7C67bTGKP92I6plX+gXwJmILCYBDCPmxb9rBfchxOWG97HK4H1qG/NZmJLy3Hl0aHTxGI1pHFOGCsyehYQzQaFSPVLhtBjfeLV6xDI07twFnT8On1WJ09VHY71iATkMCPHoDjtz0HUx+/03UjRwnTVS25FRhERSPwHg55QsdT5/GJ5Cya+/AlA/exJn9pcgGhJ3n5ndRoaLql9t3cZuThJVPIa/uBAwdgjdu9v5SlN622G9y4f+12OzIEI8fchpr0akzAOi2L5Gnfyp++nFU3XwnTHNnwyXmUL7wustRVVgAr0yTyHe0yW6ntFDJj5DkGgults1aUY30g/vg1erQqTfg5D3/jVF/+ws8K/5Hst3MWVjiZ+OmbFN58Omc8WOApx9H0/W3oiMhSdCqJpthT0hCUqcHngQjsveXIsnjwgUNp3FBw2kwjQZHbvhOj8WFt0mXVgtbYgrOZeTC+MIquB9ahiz7OWgAuBOScHrKJbhw76dwGYwwdnqgdbTDZk5Htv0cbOZ0Ka8nF17SW5pQN2yUoC0BkHmuAZ1aPXwaDbSMIdntxJiyrahaYwZSU2Bds1ba9fP8rLyubS+sQsdDy+DMyUeWmMpK0mLcv1hKJ9W0Zq2fkMvhQmbximUwnqgVbAbvF7LVdMgWLSW+ZDMciSY0zZiFsaKGJFeWpxsQtJWSw8PTj2OiqGHh2iegW5vFBXptfT2Kdn+CUXu2Q9/phdbng27zW9ClZXWnbdz8Lr4Sj2q5rR7XqMDZDq2jXQqk7H5oGcZYvoZn9XG0pGXhgj88BaPHBR80fjZfxSuWoW7rFlzQcBpHL71SyK9rbUD6KYtf2r7joo1mZvlhjKyrgpYxNKbnwDC6sEcbyU8kuBCUXroVGp8gWBacPQWvzgCPwYgunQ7Fn3+ChpMWFG8UsnFYIWSoOCIKwkq7VW4PXdxQC8ucqyUhOW10IapmfhPFYpmUmyUjn3/E+8nz+3r0BphcThg9Ltgqy9Ew/0bkLCzBadG8BYB05Mxt+GCzS1lEuEZymLUWCV1eZBw7JAlcRy0WTC3dAr2vS9rMNa1Z2x0w/+nHcUC01zO+sAq2NWvh0Rug7/TCJGa5UQsqrrHZ4UpOha2rC0ZPB86l5cDstCP/tAXH16xFkbhRctvbJHMDK4BiFQ2z0v5Rbh6R33QGBl8npny9F60nytFwVAjSztPoZd+/WMoxz81VrBXVcD+0DIn2NljXrJXaaKZMidEk2gImO2xwpGf1OOptO1GLUds2QecV1hWl4oKIHSQADjGqVq7yizLPACTZ25Do7kCCxw2PIQGO5FQwkwl2UyrS2tuQ4rTjhJi4XW5I3nhLCYpFmyMpKrsoiGVt3YKM2kpoXAwerwctaVlIP/wVmjPzkF9jgVerg8dgRMMf/yTZfanZa/CjFp7w21pRjVF7tsPocUPr9cKdmgb9+LFouv5WKb+vEmtFtWBvOGkaiudeCsu0i5H96Rm0TJgC7ykT8mpPIO3TjbAqo92LC7LW60H1N2Yj5cxpmBw2NKcXSqne9NZGmNwd0DraJWHNU7are4IXFzKuSWwQd9mVssVezZYm0PEqP0LtSEqGKzEZaZs2SkciOWJeTwA9Mmb0aFuZnWDVylXIVRydOrdvRnKrFZOO7YPTkAifRouKqZcivfY08pvPCPaWCrg2kWtsm6+8FrNEuy/Lj34EMAbtK6/A9/yLYBotzqXnIK29BSzZDMdvn8LZR5fB8dun/Jw7Mju98Gm1Qk7P1BRkLyxBlbMdo/Zsh1dngCs5BYwxtEycCg2A3I83wZ1okhxS5Ee3VRBsBBNdTthHFcGaP1LSlmVv+whWmx1ITUHTmrWSNzDvh35H6OJ9NTY7smTpwLI7nH6LljTeViwTNgeyo3w1Gzw/Tf3yJ2ER21USZsX6Ne3cBlvxBGiSzcj66VI0nLLA1NoMd2Ye0psbkO5ohdHr9utXvvx8ZL/4TLcJws5taC8YgfTKcmQ31oJptagSTwGkLBUuJxI8Lnj1CTgw9zqMefEZ6X4548cAn2zGIZmtbsb+Uow6Y0GXIUFazJGaAgYgo1kQ2ju1Orhl2nA5OQtL4Nu6Rcii8uEOIfXbzm1oHTsBWocDF+7dhsbsfGhfeaX7CFzUugLo1kQp7PXk9rbcHjq1qhz68sPd2V3keX6DbZZkfaF5xizUFxYhtalB0PqtfknKcsHHH9f259WdQOUaIbWZ/NiU2+V+/btnMPzwF2gdWSTVA0VFcO5PQorLgdS2c0j7+B3hPcmyWsjfa9roQtQfPYjk1ma4k1OlrCfyjVrVylXIE/PvtqdmIKnBgZy2JmiYTwjcLc5jOS+sQoPCIUV+mlT14Q40X3+rYE/9p+5+xU8e2gtGoMHWgrxzZ1ExdioMXq9kfmGfNA1Zog2r++hBPy1e1cpVgtNLShoYfy+iCRAfd9ykoT0pGWe/cSly4T9vppbtwgWONrSkZPSwPSRiCwmAQwy5QFX89OPS4NHW12NM2VacuuwK+PLzAZsdbmMSOl0OeLV6aIAeKZny7G1oyitEy7SLexwHHnz1DVh//hO0J6VIycGtdy9Gxh+egkdnAIyAvtML56YtPWz/quvr0XjKIthyXHe5dBTIJ48L9AlwJSQCGiDR3oaMPzyFnFYrfKfL8eVys6rBtjwlkHwxbjtRi6YlDwjG3w8v9T9Ostlx4fZNSOj0wGJIQNvYCdAfOwz7qCK0/++LGPv5J/DptPDoDUirKof+p0ulYzS5QwtsdpyYeSXSqsqRZG9Dw7oNfotU1Yc70HhLiZRzucpm90tRxo9Xp3zwJjqhgUajwfFf/R6dX3ypKkSqIZ8guQ1QHp94F5bAVbZLOgIDgKp/rUfVkgdgLxiBEUe+QKKjDUm2NjTNvBzpH7+DtMpyv8VFOrZ5YRXSRj/ut1Eovu5yVL38MtwPLYPzy4MYtWc7PHoDmidPhzU/HybRIN1rMMK5czeqdu5G0acbYe5wQO/rwsmCMWDJ5u6FcVg+HKYUuFLSYJs0Ddn7SyUNsjvRhASXU3jXy5+EztoIjdeLok83Qt/VCTDAlZgEDYMgpIve3E2idjFr20domjGrx7GR2hF604xZUt5f3SUXIfm99WixNiJDJrBJR+0rlkne1m0yTbM8taHkQX39rZhaW4WOhERUzblaOC6UpeTLqzuB4XUW4aj46EHBeUZ0oqn529+Bw1/A+uwqFIhjSqOwg+LpIE3WeiTxOJ2XXSEt8tbS3Ti1chV0FgumlX4Eh1YLX36+n82X3JmJj1tNpxc+aNBeMMKvz52bMAVNeYXSGGtas1ZVOLGuWYuL6quFEEVLHkCXwYBkhw0pJy1oH1kEZ6IJ5y6ejZniMbRS6+MWnT8CGf6rHSXKPXfVyqQ0c+H3OWGxYNTW91Hz2K9gq6gUhHyV9gFEUwzWbZIhbzfuONY65RLou7zIOF2NcxOmQHO2HhoGNKfnIrnxFMxuJ87kDodPr4fOUiXZ+uXt2YHmndsku7xcMSqAZPumELS5xpHbKVZPnw1fsgkaJmipNc52jP3332GVmaaobSZN37sTua1W4ORR7F8KIbUjRA350YPoSjYh034OWjBkW8/A+a/1cIiavXZHOzxJJmgc7UhSaMHl65PwjgTb7yzZOLLu3IYRtVVIdjkxpnSr5PyT/N56OOfOhnFhCU6Jc3oRiL6EBMAhgnxiEhwLVgHoPhauXvoYmrILkHjn7YI26f7FaD96ENrOTuhYF5JuvBYJK5+CxueTjgB4yAA1nDt3w2lKAdMbkNjeCn1XJ8yvvgxXYjI6UtLQkZqGqV/uRM6eHX7hD5psdoz5ZCPSHa04+cMfouzi2dBbG5Fib0VGSyOM9jYYvG50arXIbzqD+uwL4DEY4dYZ4NUbVL1li1csQ3V9PbKOfImcjzahur4exeKu2bL8SRQ3Cp6Kcg9aPiF9LR6x2IonYEzpVpjcHUhrtaI5uwCJnW54mAGuxCTBRlFMZs7vxbVE/FgriztfKAzwTd+7ExfYW6S8rspcskC3M4ux0wN9pwcX/OEpnP7W9cgsP4ymGbP8jlHUUAoww1qbpVy/3DaJaywBUYNRfRgAcPDVN+B7dJkQfmT7DiEXrMPmVz7ugXdCJTct/36M5WtofvUzITBvaibGiO/g6/EXIcMm5DLVnK2H1uGELTkd5g4HdL5OaLs6AfjbHfK68A0M96g8N2EKzKcs0DraMbpM8LI1dnrAGENzahZas4YhweWEL9mMphmzJI1qe3qW6MneM0etfJwoDd6rVq5C1raPkCzaYrafqoLHlCwJbFKby+w2lXlVJWcn8Vljxf5ozS0ETOZubfLrfwI2bkClqB3lG4rO3zyBCxpOo/3hJdD5GHw6rSRIZ6sItHKtslM8SvMlm3se6ZtMsCeZYZWHAVIxSeAhgOBsR7rtHNJOCQIKd0SAzQ5dpxfMZEbT8y9i1J7t6DAmQZmfVQPAkWCCJ8GI1rETkHv4SyR43eiyt6EdQGP+SGSLx+1y2k7Uwi06+DhEm1U1w3+lPbRV9jm3+5NrxQN5juaMHwPv0f3ItTUh6be/gOfgoR7aQT+NlsuJprxC6KyNODZmCgyrX0LxdZfDNHc28v/+EnTMh/GH9kIDhmxrHXIba9Gl1aFLr0dzdgG8Oj0ADbp0OhTWn8TomuNoTzKjMbsAqbZzSKk/ibz6kzgj5kzntnjKuUbqxxs3wDtrNtLa25BsrceFu7ptn8tuW4xErxt5Z0+j8fpb/Rw+OFUrV2GYwYgujRY6Xycyjh2SzIHSDu5DkssJu8mMI1fciFF7tsNtMAr9VyacJnQIY1BuA6h8F9Z1KVJdeBgYQAjDVbPkAdgKRqArJ1dyWkq3t6LluWdRXPElSufO8wsRQ/QNJAAOEfw0QOjpDVxctlWwh3ruWUEFL2qEbOKuTf/cszC6nGjJzEP6wX1oO1ELlpqCIn6cLNp38Gdxo+H8GgvMbge8OgNsxRPgyxfCBzRdfyt0Ph9GNJxG9ZIHkN3pRZO4iGe0twi2Xi2NyPzoHSR2uqH1+ZDQ5UWiVfCKcxuT0NXphdnRhix7Czp1OjCfDzpro2oSdPMpC/KbzsDY6cawc/U4vDIfOa//CQxCPLrshp5G47Ne/5O0s5UfS3IHlMOi9oh77ck1CH5aInHxVdMm8Mm0JSVDMoxX2tUA3c4sXFvWpdEh7eA+nJswBdn7S5HVVC/YXyo8H+X/zydTbX09ktwd8OoMktaOay7VkrE7d+6Gw5wO0+trkVN/CtouHxx5/s423ANPHn9M/myjeLSo8XXB5OqA9dlVmCY+g8cEax9ZJAnZGsag6/SiS6uHT2/ocSQrF8YgvgOuLUi0t0FXVY6TUy/DqINl8Gq18BgSceqyK4QjU1lIEYPLiUSnHdktjTj8/IuYteWtwGNItG+ycKchXg4Azrmz0SJ6Y2eWH5YENv6+LQBceiPOZeSifWSRoNFU2JzyNqsUPZeTbrwWmb95AtquTsmjVM2pK3vbR0j0uqFhDLXDRqLLkOAX91C5gMv74Z7iCRheZ/FzwuKhUtyJJlTNX+AX61IZ77Fq5Srk7tkBV0oaOh95FJ4vdiL73FlkfLpROrazLH8STTNmQetoxze2vgOdz4dGWew+Tvb9i1F/9CCML6xCkbiB4m3jZzfHnQXEurvLdsHc2ozMtiak2c7B4HSg6eLZQbXi/LcW8XhRKdTLteVyO2fpCP3ZVUh+8D60J5nRKvMq55tYPhfIbTW/8ek70DKGKjHMSfrObejUCDmsK6ZcCl9iEibu2w6914M2cwZOXnkjssV5hgHQOtox6owFAIO2qwvZTfVI6xCEoiSPC8mtzX5OJ8Fs3+omzYD28BeS97DcDvYIxLArDbXI/PQMTt7bCO/R/cKYve+7Up2sFgsmfbENLROnolk8ZdF2dsKdmCTZ91lkNoN+8TvFd9u0Zi2qlj8JyNpWPv9JHsMQtJ2Nt5QIHuYuJ5Kt9ch97UXJttcvisPCErBtHyFr6xZUfbijhxaTiA0kAA4Rehjryv5fqc3TVpULcaxku7achSVoWLcB6Tu3YVTNcbR8707k/Gs9LDZ7ty3O8ieRevQg8lub4SjbBefdi2H47XI4DUY05hQKgVG5Mf7ql2D9TgkSvG60jp0ANkw4di44exI6MDAAel8Xzg4bCXvBCIw8WAZDpwfW7AI0XzxbOsLRjx8LPPskdF4P0p02TC37CF8q4nZxu5Kz2QVIsbfi9ISp3Ues9y9GzcF9sBVPkI6SvDu3QWex+HmuAYKGggd3VR6NWNdtEBYNcQJWhkUI570Uy3bBfk4hYsgX/tyDAEY9eB+g0cB3yoIsaz1S3e1Aw2lUKIRY+f9LIRV2f4Ikjwt2U0r3kbR4zMyP+HPeXisd65oeeRRNECZViyIANidtdCGqJk1D+sqnYHY5VY9ALZfMxZjdn8Kn0SBh5VOoKiyQjmCLNm4QtHnLn4Sh9iTGHyyDK8EItzEJrSOK4BN3+vJ3mr3tI3h3bkOR6M3L7au4p2+y9SzsKRnwJJqgATDs4F60P7Ss2ztSbHvfto+QWVuFdPFYm7e3so7cvkkeFoRTMPdS5Nz3ZUDNS5EowHNTC8tVt0getUptFO+7X4+/CKPOWMCgQUp7aw9thuTUdbYeANA8cQpgMiNrfyl8zz0rxOsTM6CU3rZYtU6AEFA5s/ywFLgaNnv3UboY37D07p9AW1+PYrHs/LOchSXw7NyGvLoTsK58Ch2JyXAak2HusMM0dzaqlj+JsR+/A2tuIdrGTpACuMs3ALyfux9aJvVHufBcfN3lqPpwB3w/3C3ZBxZfd7mfJrP9oWVIsbci2e1EdvNZdB3ch+qlj6FKNl7l8N/CZvfzYgXgZ/enNB/hAkzHpi0ov/x6ZBw7hLzaE7CKm1grINiqitonHiNwzzV3oEurQ1tishBeRjwarzYYpPiAniQTWs0ZSG1vRfW9S5D5zr9x7neNYDm5ki3bV0uB1KpytN/3I4z8/RPwaHXQMgaXIQEdyanQWhsx6YM38XV9vbR5VVK1chWKD5WBQdjc4b7v+nvziuPIIjoOjTxYhqz2Fmh/9hOUivbaXLA/fMN3pLLxtcDoEgT1Jptd2DBddUuPDQg3Q5HbkOcoNJc8nAxvK5PTjvSWJrSPLEJHSppk/6n0AAaE+XhKw2kkdHpQ+dCyHhEeiNhAAuAQQal9UjsakQeCZSpBi4uvuxwHX30DngfvQ6dGJ+zGxdRvDMLimGRvk45t8lb+CsluJ84lpwuegZ9uRJUYzLf4usth3VuGCp7JQYzxdWZ/KTKt9TB5OuDRGWC/70e44A9Pwas3oNNgQMcTvwF27paC+e655g6YO9pRMXUmuiqPIMHj7nEMLJ/sfftLYW5uQvaxA2gSAx/nuJxIrSoXjhkAFDfWYsypctiTumMKWpY/icniEV4lIO2yAUg2KJ6yXdA62jFs91YY3luPnH+tDxneRU0rKIcbPSd63TgMCDvlR5chodMDna8TxhdWoWHJA9DUn0SnVgdtfT0S77xdCoYrP4bkGpxzGblCfLOuLlgnXyTVg8n++R1NP/csZokTqOS1J4MLXWPrTgCA4Ewi3rO6vh7pO7eheqkg+CS7hZAew+pPQrvgBmTqdOjS6SUnopy31wppopgPXo0e5o52TN7zKU4NH9vdJh/ukOLSAfCL1ZazUNAQ2CHaI4m2nDl7dsDgdfstGnIP8eOi9qBq5SqM2/IfmN1OHHC0A7Jje27fBHQLthqbXRKa2+5fLHh7qzgjSXZfty3uEUtSeWzI29Q+qggnnQ60jiyWjrqUAmbjLSXIsbeh8bLLAb7xWCdoivHcs5KdYdGnG6EBeiy0WrF8BWdP4vDyJ4WQMLKj9JyFJZLm02ZOR5K7Q3AUkGlDNdMuRs5HtTC4nPAkmqDv9CK1yYbm556FZtI0JHlcGFlzHHWdXpzNH4UEl1MSPOT9x9TaDKfo1anEum4DpjacRqLXjeNLHgCqD/tvlDZuwPHlT0pZLHIaazGithJMI4QZUtoFK7VR8mcqnUAkm2m5VlsUCpuzC+DTadFeMAIma73qmKtaKWQucRqT0JxTIMVSlGwuZRox20PL4EkwYtTf/oKc1iawU+VCBAVAyHYkCnWld/8EWsag1QBdWh30jMFWPAGjS7cKWWTEgPvKcWoR59tqMY6qZLsteubmLCzpjlc4sghGlxNOkxmJHhdqx03231gqtPJ808i94a1r1kLj8yFz326/zTR/38mtzX425PxzbpuMFcukUGWAYDOe4PPCl2yWbB0DaXmLVyzD1/X1koc00TcMCgGwsbERJ06cQEFBAYYPHx70Wrvdjv379/f4/KKLLkJqaqrfZ3V1daivr8eYMWOQmZmper9wrhksKCc7+REL39X5aQkVBuo548fAuXM3mjPz4Ek0CYGilz8pTQRF4q6Qp0FK/egdQWum1YKJQZvlwhm39xgjTqZWcXG15o9AYZ0FWubDBX94Chn2Fnh0BrSkZSHn0WXoSEyWFsvcg3th8nRg9JH9OPf2e35HafLnYMUyWH7yGLr0BtgKhPtnN9SiBRfDk2jCiNoqdDTWonL+AlhzC6E9e9rP9onb4FlzCyVnAbmWi3v+smQzjO4OZLU1o0pcqAK9g3Bi/3Gj55zGWnEBF4+MUzPh/Nd6QZDe/C7O3FKCvLoTGFO2FY2nLJKDg1UmyMtjY5n3tSHD3iIs8nwCv38xmg/ug87aiKbrb0UqgxA3UTwm4n1CKazw9GvnMnNx7uLZ0F1yEbouvQy146ZgZOURpDnaUOP1oDUtGzZzJ9ouGIlxh/YgodMNN0tA5Rx/hwt+JOzMycekvVuR0OnFiNoqHBY1uzyY8AmDAbkbN6B66WMYXbYV+s5ONOzcJpgTzJgl9YW2E7VwHT2I9t8+JXmc+7WxQntgeONVaJkPqVXlwhGn6HmrAZDssEHr9QqG+qLWnAvN7oeWYeypY/DUWSQTgx7v8+nH0XD0oF/MwJyFJfDu3CaFCZKEwmOH0XTltX5HefIMDwCQ39qMRHcHcvbsQLrtHCz19UB+Plzr/40xYlaT4qcfl0LMcM233EShLm8ELmg4DTjbhWsBvyNXPm59Oj2cxiQAgje1vqsT6Qf3wbD6JTQcPYj8GguMnR7UZxXg9PCxcN69GGmvvoz67ALkN51BxrkGVM1fIG0u5X0qz94GZ3oWckXtLBdCuCNY8YrusDOu5BScTc/F6ckXY/Rr/08Q2MZ3Z7yxLH8Sbc4JyDp2GBnNDaqBnDmhNmByjaz0DmVCoenGa2F97ll0JZuQcFpmqylqD7kzRvOMWWi4YDSS7G1oXLPWL3OMXBi1jCpCwrHDOFM0Ee1nz8DgdiG3tVE6nZELcZbZV4NpIDlwAIDe14lOrQ4tE6f2qItccLXc9n2/uH2w2YVMOQ8tg9brxeiaStR1OJHociCxowMuYyK8srSBgP8pktwGMFG0h+Z9Pb/Wggs2vYGag/uAze9K79shvu8J4jspu20xxtVY4EkwwjR3trS5sV4mnLRYZl/tdwLDN2+Nt5T4ZRGS+kMADSgROwZUAOzo6MDixYuxadMmTJw4EVVVVbj66qvx97//HUajUfU3FRUVmDdvHubMmQO9vrv4q1evxqRJkwAAn332GR555BGcOXMG+fn5OHbsGO666y6sXr0aOp0u7GsGEqWgwXdX3OUegF+2De7ZyzUGfOLyM1BfsQyw2dF42eWSB1qn3oAuMYYYF+iyxAnvxPTZ6Dq8Fw1/fBFFcy+FWkYL2OzSbjRHtKXTONrROnYCNAzQOJ1oP1UF27ACFB4/Ao8+AS6Z11hyRzs0AMweByoUE6ucquVPYspnm+AyGNEy7WIcueJGpFeWi88EOhpq0ZQrhHexrhGyALBkMwxiiqmc+xejUly4sgHJKNl047U98sFWL22Hefsm2AtGSFopeSorNW1PIKGQH5c3PLSsO24W/I+MAcA2aZq/bZkYQDvB5ZTsnLSOdmh8gmBT9/P/gfaZJ+HMyZeEDh6uZkRtJQAN7KYUNGfmwblpi3T0I9cUSDjbkdjpxrlJUzHz7bU4kzkMubYmZO//DB6dAW3JaWgdWYxJX2yDy2BEZ6IJXq0eMAD2pBSMLt2Klvk3oO3ll6VjUYhpzA6JgZ8zzzVIcdXk9oZVK1cho6ocGe2t8Gm0kp2pxmZHjii46bwe5LU0ouqtfwPD8oOPk3UboEvPgdHrFoz1Rc9bLtzYTSnw6fQwi6FXklxOnJh5JYqffhwn/70JniceEWLDzZ2t2g+5ET7ffHEv3TFNZ5DddKb7SEvFDhTo9mTV2OzIvn8xHGW7YK47gfymM2AaDbIOf4lh2+txNitfaC+nENajWHT8yvt4kxQyidsHVi99DAWNNdAw2WZJtNvr3gwKWsWulU8h68iXyGxtgsdgRILLKQg0k6YhocOJC+pPIr+5DodvXIiU19diZE0lTg0fi8PzbkJ6ZTmSbrxW0P4p6wR/cwn3Q8swpvprtHzvTlh5Bh0x7Mzod9Yh19aEjLKP8aXotCGdQjjbhQDMV92C9I8/EOx6xWNetbiQgKBR7uReo2JIk1BjMkceuaDDCZjMfo42cg9oT5IJSTdeCxuAdke7EFja5exRnqqVq1AkczSz3PZ9wGZH8qcb4Us2SyFlpnAP8fkLpDHBj2ErAOmoX4lccFWWs3nGLCmYuXXyRThhMMCRMwxZX32OTr0OJ6fOlO7BnW5M4vjj7T/5gzfh0RtQXyhLS7dxAxquvxUjaqskO2tl3+ZzZOb+UiS7HACDkD5THg6Gx4fkgrV4f+581vroMjjM6ZTxo58ZUAHwN7/5DXbs2IGKigoUFBSgra0Nl19+OX7zm99g5cqVQX/7/vvvIz09XfW7U6dO4S9/+QtmzJgBACgvL8fMmTMxduxY/PznPw/7moFELexHcmuzFDgTQHe2DdHIWi4QNovOC1yVr62vl5KON4o7Mk+iyS+GmNwuBzY7sqvL0TxsODyNVnhnzYbp2VUAutOKVa1c5Tew+Q7S6HKiYf6NYAAKPnwX6W3NyG4+C59Wi+Zhw4WjOjFOmm75r4Gnfw2bOV2IG6fw/uM2XTl7dkDr8+FcRq50bJ3VdAaWNWuRff9iNIjG59Z1G5At5udMtLchaftmXKDRQS8e6fK21UCYlDxHDyKhwykJf1UrVyHnp0txWBRC/FLaQd3BQ00olGOV5agtfnut3zVcsL+gqQF61tWtFVy3AQYxgC2DED/Ok2hCU24hjC4nfK+vhZZ1YdShMj+7xeqz9Sj+/BOY3B2oKb4Q5nNNyN5figR3BxrLdkkxvOTG+BpxFdI6nEJsxJ//D7TP/BYdiSakOGw4edm3kFZZDo/OINmCZTadwfFZ12DEFzuR1d6CrPYWlCtsdfhCW/XhDliXPACto90vtVbZtXdgymebcGzKZajCJMFT+8Vn/DY8eXUnkORxAWAYtWc7XMYkNO3cBsu0i5F047XI+9lPML7TjeM2O/D048IGZ9qlQjDm0YV+i1hOYy1OXfotISTKwhIYv3cn0pw2SYva+PpaJHZ5kOT0oP65Z6UjTiXK8ClNYsYJjaxfBNJMSZss0UuSB+flebCz9pfC6PXAp9PDctv3pT7I+xwPI5PddAZVYoouS7KQAYWJWiTL8idR/NE7aE3LRNP1t8Kw+iXMEss7/OxppLns8EGLry76JrqKiiQP7OaJU5DW0gizywmNo90vNRdbtwG6Y4ehF20TlVk1lHXlTkPymIHdIaZmQ/vTB2BLTpc2rGNFZ7H6vBGSnaaaI5TaWPMueQDjTnwNV20VDomaW+X8GVAYFDdESsFWPg8mdDgB0bku0eUAgwZmpx3nxo/125Rz4V7raIfW6UT6zm3wrPgfWMSx2XhLCfLPngbAYM0tBAP8jva5CUUgcsYLwaO5CQd3CGOA9L6k2H9r1iJ3z04kdzjgSExG6pnTGPblTmg/WA9kDsPopjq0P7wEJo8LX9fXC23u86FTq/MLJ5Uzfgyw+V0cEu1q5Vl6AMGEgSchSHR3oFNvQFP2MDhy8qH1ev3Suqm9v85HHkXro8tw8p7/RuY7//ZzliL6ngEVALdt24ZbbrkFBQUFAIC0tDR897vfxfPPPx9SACwvL4der8e4ceN6HP3efffdfn9PmDABc+fOxe7duyO6ZiCRCxpc5e5KToVt0jTkwn/STRtdiOqlj6FTb/DTZPFB1LRmrV/ScQ0geGXOmIVW5wRkHj0EbX29FM5FPrgT7W0o/O0vYHY7gUeXoermO6UBLI/dxI8ntJ2d8CYYoTlbj6Q7bkfmG68hydMBV0Iijsy9EdkPL4X7oWUYf9qCBJ8XR5ztsOaPRKK9DSzZ3CN+G7ehS+1oh1enx7mLZ2Pc+DGogszebd0GwfNZ4RHremgZEjxu5LY2CqFLHlqGqpnf9PPuVdpayYMFW37yGBhjcObko91kgsZmR9sJIcQHT16fs7Ckh2elEo3sn5KqlauQa29DmqMNCV1etIhClPz954rvIsnehgZReNc62iWNodbRjjE8vqOoIfNptUg514TsxlqY3B3o0umE/KhAjzb2JZvhNCYh5cxp6E9b0ARgWJtVEtyyjh2Gwd2B+uFFyN24AdnoXpDbTtTC8sMfAmLOXTmS/ZTNjuLGWgyvs+DIcrO0iGUfOwyj14OUc02YIDtq578zPfIozoletExvgN7dAaPXDXNjLXI+roVh81sweTrg02hFI/9VkvCf0OH0sxXE5ncl7YU8VmKLzPPQ+MIqVP/wh1L+4GBI9pgTpkie5DygtNq1cgFEqTHLUcSU5PaMs2Sx8rgtn3ZkEeyjigBTt/2XPN+0taJaCOXhdSG14RQ0PgarqIUrXrEMnnfWAR0MGg2DL9kklGX5k0IYGABaxuDTauFLNvtl2EgTyywfL8Eovu5yKR6hclxMu++7KBVD3DSvEerekpWHrOZ6MMYkJxXu5et3X1nb8bbRF4yAq7YSdcNGSp9z27NAQiOnac1aFNedQOfPfgJHcoqfVzEA6YRB42gXUjR2dSKzrRkJnR5M+O1yeHV6NOSN6PEuvx5/kZCLWbS/Lb37J8izt/mlCMwGUL1UtHnk8Q8DODBxlLFci8u2IsndgYxWK6rW5UuCvjBn2tGp06Nh2AjYC4Zj7ImvoQGDy9GKE2MmwdTajKz2Vowu24rqWVfCp9VCy5jf5lDqu2J5lCYMglDcAaOnA169AdVTZ6Kw6mtkf7kLnXo9LIojdWXudB6hIG3TRmQ1nUFm0xnJE1oZxJqIPQMqAGZnZ6Ompsbvs5qaGlitVtTU1AS1B/ze976H5ORkVFRU4Ec/+hGef/55GAwG1WvdbjcOHjyIhQsXBrxfuNe43W7pb5vNFvDaWOKnlVMJDioPA2PZudvPNqR4xTLA2Q4NY2jKGoZc7q0p25Gll25F5u5P0Ll3O9I7vajkYTLEo65z48figj88Beuzq1A899JubYQ8dtPGDZIXWU5jLYo//wSeL3bCq9UiSaOBrqsT6ZXlaFqzFrn2NniMRvg6tYKdz7kGtGTm+YUbkNf93NYtSHY74TAmSXHEeDDonIUlaP7fF2Fy2KDt6kS9LJYfzx0LxqBjXd27UTFMRxFfHMSo9hpnO7rE47/GW0pQXHcCiV43Mtqa0Jg/EgkdTniXCIntm0VbNa4d9AtxokC+QAd6t+1zZwuhengYBIVWhadA497TmaIADwCZYk5m3n48DEn2/YthXfIARtRWwavVC9pjNY9KWVvKNwA85ViSx4WawmLJvgvw1/6gpkK13tLx1MQp6NTp4WFCGfkidnLqTBxPMvmFnskZP0ZyUGjdugUFjTVw6Y2ovGYBAEjhTlKrypHcdg4uQwLsKRnQOtqRJcatkwzY5cG4Fe1praiWYpsB3VrtnAB1Ua2bQtOcbzBK2kn5Ai63Q+TfzVKUhY9HpT0jp/l/X8SU7YIJROXtP/D7vbxupXf/BHkuJ04XFqO9YARGHipDorsDx5c/iZlvr0XVm/8Gvit478Nklt4FN+PgdlqmG6+Fd9ZsDDMYu0MqicIF32xZA+SqlddHORcpQ4VoztZj7Oef4FxGLhryRkiey9JRoeikw714eTkAwTO66NONODHzShxa+CN/z1PxZAKAnzCohIeR8vh8aE4plLJXyL3TITOLaU1NgU0M5ZTkdMDo9QAQNoTVsnR9RkVYE9Pc2Uh8bz3sv30KM2Wa5ar8fBiPfIkOMf5h0acbofX5YD24r0c/4uXl//iRMNce8/pxu2Pt2dNoGDYC2ZvfRdvyJ2FPMkPf5cXJqZdh9Gv/TzAd+PQM9J2dgMmMwzd8x0+LLfVzlcxG8lMoKeC4RouC6mNIc7ShLTkNJ+bd2OOoWplzmAuEPEIBPxJXnrzQsXAfwQaQLVu2MI1Gw372s5+xTZs2sSeffJINGzaMAWAHDhxQ/Y3FYmGfffaZ9Pe+fftYSkoK+/Wvfx3wOQ8++CDLyMhgNTU1UV3zxBNPyMef9K+trS2M2kbG7kVL2fHh49nuRUtZ5ebt7Mi46ezAK+vY7kVLWWO5xe/axnILK11wD9u94B7pu92LljJL/hh2ZNx0Vja/hDWmZLLSBff0eE5juYXtXnAPOzZ6MmtOSmX2hCTV69Tg5arcvF36+/jw8axy2BhWUTiOVeeOYEdHT2YVheNYuyGRWU3pbM+c61ldRh7b+9SfWOk1JcyanM4ceiOrKBwn1VdJ6YJ7mD0hiVmT06XvG8stbPeipWz3gnuke9SnZrPKzdul7xrLLezAK+tYfVoO2zPnBqltShfcI7WH/D4NKZmsMSWTHR09mVmT01lF4ThWNr+ElS64h1Vu3s52L1oqteWeOTewo6Mns71zbpDuEw3yMsv/n393ZNx0Vp07Qmrv3YuWslKxzM1JqawuI69H3eXvV16HYGWV96XKzdulttgdok8onyv/rHTBPaxK7Iu8PA0pmdI9le+DP/P48PGs2ZTK6tNy2IFX1rGKwnHMoUtgjaY0tmfODVK9rMnpzJ6QJPV//sxA/Ykx//El//9g9VGr74FX1rG6jDx2OrOA1WXkMWtyOmtMyexxryPjprNmk/r4Unu+8jveJkdHT2YHXlkn9YNg71utrZV1498fHT2ZHR8+Xnj3i5ayY6Mnsw6dgbUak6XxLa9LVf6YsNo2VP3kY5s/W9mHlHOb/Ldq85pa/QL1X2V/3zPnBlafms2+mHFFjzlC/vzKzdvZsdGTWeWwMdJ7ceiNrAtglflFfvfcvWgpOzp6MnPqElhdRl6P+vH25L/h71rZj5R1k8+/yvlD2WbSuLimhDWkZErzWtn8EtXrAv0t/0w+JzabUll9ag7b+9SfwiqTvE80lltY2fwSdnT0ZOl3amWLNW1tbX22fg8VBlQAZIyxsrIydt9997Frr72WPfTQQ2zDhg0MAKuoqAj7Hg8//DCbOHGi6ne/+93vmMlk8hMae3MNY4y5XC7W1tYm/aupqemzDiQfPEfGTWdOfc/JQ+1a/nfpgntYReE4Zk1OlwZ7qIEeaKJVu17t+4aUTNYFMI9WJwxu8V6N5RZWek0JOyYKg1zgsxlNrBNgXo1GWFCCPFtNwOUL1vHh45lLo2PNSak9FvQj46Yzj1YnCAhi+blAumfO9f5Cl7hwls0XBNNjoyerCtty4Uttku4NUpkX3MOOjJvOLGJ78GdZ8sewuow84XPxeZWbt7OKwnGsISWTnc66gB0ZNz2g4MP7kSXIws3L0ZiSKSya4iR/dPRktmfODVI/kgupcmE00CIfSEgpm1/CyuaXSP10z5wbWF1GHjuVWcCOjp4sLQpceGw3JDIfwLoA5tAnSAsNXzC5AFGVP4YdHT05qGAeaPGUt4NcaA3YXgvuYc2J3UKqXPiS152/K4feyCqGj1ddUIONO97OB15Zx1qNycypNbAj46arClfKxTXYvZWCChcQ+EatOneEX387JvaFYAtzqLklXGFFbcMSbKOkBt8gHFUZy0p2L1rK7AlJzK3VsWOjJ6sKQlz4Lptfwo4PH8+O8c3i8PHMmpzOOgFpQ2JNTmdHxk1nx4ePZ3vm3MDaEpJYS1JKD2FUrT1KrylR7b/KdcGhN/boB6EE7kaZwM/nGPm8agnR7/n9+XxybPRkaZwq+6ElwMbPT0iXtfuRcdP9nhGLuTUQJAAOAgFQydNPP81MJhPzer1h/2blypUsLS2tx+e///3vWVJSEvv0008D/jacawLRXx2ocvN2aWGUD0w/Qc+ULu2E+eA5NnqytItV25WHGuhyyuaXsHaDkVWJu1vl5Lx70VLm1CewLoB5AdZuSJTKwyerk7kjWFX+GEFTlz+GeTVa1gUwNzSsOSk17LLwe/LnKyd5uTB34JV1kjDBhQWH3sjaDYnsWIBJUE3L4bcoyYSXWGj/GOsWSMrml0iChyRUieXjz+bPLF1wD2s3JDKHPoHVp+VIQrTaArl70VJWnTuC1admC1rMIIu3fAEqm1/C7AlJrN2QyOwJSZLAK18EqvIFje8xcQev9o6U7F60lDWkZAoLpUlYKI+OnixtdHjdy+aXSNpvLpg7dQbWkJIpCbNKrUh9ajZrNqX2WGiUzw+2wIQjMDeWC9rKdkOin3ZaXne59pO3Jb9WLgirCVRqZT86ejLzaLSsLSGJVW7e7ifIBjspCCTkKucANe04/+7IuOnMo+neTIUqa6D2DqVx5eWqy8iTxiD/PNhphtq91MZyIPgJRkXhOL9+LC9/XUYec+oTWH1qtjQPVgwfz9oNieyLGVewI+Omsz1zrpfmo8rN21nZ/BJWn5rDmhPNAU9Y+Lg7OnqydHKi1ifkbce1zwdeWRdQMJbPW/JxHWjjxtvrhHjaoKYwkAvDdRl57ETuCOHeKoK8vO2DaWzlGkDl8/oKEgAHWADs6OhgXV1dfn+PHTuW/ehHP5I+a2trY9u2bZNeks1m63Gfb33rW+yb3/ym32fPPPMMS0pKYp988knA54dzTTD6owMpB1u1ONh2L+o+/nRrdazdkCjtLNV20Gq7cFUhJ8CxQH1qjqCtg6ZbOyYbzI3lFladO4J5AebUJUgLMGNMKmd9Wg6zmtJFDcMNzGY0sZYEk3TEFc4krVzsj4yb7nfswAmkGbEmp7N2g5EdE4/S+E64Kn8MK72mW9hQHpvyifLIuOkhNX+9mbzkGsBgGg65ZkoQyhMFYfuaEr93x9tGvoAeGTc94NGSWnm4sN5iNDG73shO5I6QhEd5H/O7r9jH+IIQSBu5e8E9bM+cG6Rjdvn7lGvl1BaoQBoSXscmmSlDIE1eOO8oHKEmkLZR/j65IFkqaxt+74aUTEm4Lr2mpMemStl+/J0fHz5eai8upHKN0FGZ9oo/Z7dKO/LjxhNy04IFgc0FwhGQ1PoVf2fyvqnUlCq1Q0ohhAuF9Wk5IU0SlGVRvsdINgXKsqvNw8eHj2cejc7PZEcpOAtCY45fneUCO9+YCqYsQh0bghwBK8d3sLaoEtut3ZDImhQbbbW2UFsbePvL+zqf1/nGO5RgH+m8yDXOpdcE3rBGAwmAjA2oE8ipU6ewZMkS3HfffTAYDHjhhRdgMBjw+9//Xrrm6NGjmDdvHkpLSzFz5kz88pe/REdHB6666iro9Xr84x//wBdffIEtW7ZIv/nzn/+Mxx57DI8//jh0Oh0+++wzAEBqaiouuuiisK8ZDPDYX4nvrYfHYIQzPUsyVD43YQo69QY4EpJwNn+UFEtKHpjUCsFAmQeE5U4ks17/E9peWAWXGPWdP6vo040wuTukpPdtL6yC+6FlSNfp4NUZ4NIbcC4zD1qvR3I84M9sTk6FBhrofZ3wGIzQX3IRvh5/EXQ5+WBaLU5d+i0hoLQY7b8lOR0JnR4hVZjJBCaLbC9HblQuN0pOLdslxJD6w1NwmNP9vNe4sbJfftyFJbDu3CaFG6la/iSK6iySd3R6ZTlG1FRKMama5l0jpYhrkoXV4enUAnn9yj31goV1kKP0DPXz/pTFzSpesQxNO7chv8aCJqcDR664SQquWrVylV9Q7iR7G9yJgvfymZ17keD1ovobs3ukZeNtzGOx5dy/GJqz9Uh22uHVJyDZ5URSpxsFTXWoTzZ355WF4IGOjRtQKQa3zTi4D9mNtQADrHmFPbyjeXiXYa3NMHrdcCUmC2FZREcN7gDB758temH65WkWs100zZjl1zaW5U+iuO4EWtKz0ZlokhyGkt5bD31Xp5/zVKAwLUqPXeU1fg4bsnc2UZEWTe4h3PnIo+h47llk37/YP6fpimU4abFg4hfb4NXpkV5ZDt2xwwEN7gEg66dL0bZvJxLcHWgX83x3iHE1206U4ISYkznv401oLNuF9pFFKC7bipNTZ8KTZPIb6zzAse/oQSSKQYS5Q5N1zVohBZwsP7V13QZgxixk7y/1G2vK/qukauUq5O3ZgUSXAx2JyWhMTREcK7Z9JHl8ah3tkqe8PNYiv5+2vh4mhw1dWh18CUbkiO9WDWVZlO9RSm8n1k3pmCKfM6T4eOIckfv044Do3cxDbzVPFGIFOnKGoejtf8Jis0vjESuWwXn3Ynh++wvUPPY4Zq5YKjlApO/chjE1x+F58D50aXUwdHWCaTQ4PeUS+HJy/eL9cXicx9b5N2DMmROwm8xonzvbz8lG2Ucby3Yho60JAOA1JMDc2oxGMf9xk+iFzaMayOP/8b+5V7U70YScxlpkf3oGVStToAHAtFq0TbtY6P8qfUAel1LjaAfEUEUApGDhyiDQHPdDyzDu5DG4gwRmJ6JjQAXA8ePH43e/+x1Wr16N1tZW3HzzzViyZAnM5u5Okpqaim9961tSqJfnn38e//rXv7Bx40Y4HA5MmDABL774IgoLC6Xf1NXV4Vvf+hZ27NiBHTt2SJ9PmjQJq1evDvuawUDximVo3rkN6a1NaEvP8fPihc0OpykFzXmFfh6aQPdCm2tvg0f0aKuedaVfCBDrug3IlsWEk8exShXzCbvERUYDhrNZ+XCkZ8E+aRpy9uxAwwWjkXP/Ymny0a9+Cc133ob09jYYPS6M++0vkNDlRW2HE435I5H106Uovu5ylN62GDmNtfBptEh2OzFp71Y4E01SXDMlktAnhoTgWRycdy9G6x+eQt3P/wedX3wpeX3y3/AQF0WfbkR1fT3MpyxIdDnhyxdCpWTtL4XW14WWrHy0jyyCrqUZtuazfvfLFj1L/TwYQyQml3sI8XcRKntIj0VK9BxNem898sTMKTyUgrZ4AobXWZDZ0ojm/HzJq04ZlLtBTKOWtb8Uyds3I8PWgpZWKww8MK8Meao868F9mCwKxi3D8uA2JmJEwyl0aXVIF1OgKd8Jz7NscDmlbCtG0aNT/iwe0sjodcNjMErCixx5SqkGCMGBp3y2CUec7cjZ8la3B6nNLmV0yXn9T2AQwt94xXRmPCxLbmKyX/DxYCi9HpXvrmrlKgz78F1431sP57/W+3nj+t1DFo6Gx5pUCk0548eg0VoPXVcXbMmp0K9+STUTjnxxtq7bINXH+MIqWEXPyVxACtuSs7AEHeK41VaVQ+PzYfjhL+BMThHy9IpjnQcVNr6wCo08fpz4fMvyJ5HodSOnsVYKxjz243fQkpmn6lEr33Qqg6dzIUTb1en3HgQP0ipM+uBNHL3kCmH8LyyR8h7LQ48Ul22FxueDT6dDR2KyeqiSMMOFaCB4/uadPY36W0oA5dy5Zi3y9uxAY9kuYFSREPxcp0eyKDjlbhQiDVR9uAPeJfugYUDuxg2CkCPev2r5k5jw4Qbo33gNGZnDYOjqhOn1tcCKpdKmvktvQJspFR59AhxpmWju9CKjuQG+nFzMDLBx5GNjdP0JGLs88LmcPWIz8vs3lu0S1gsxzR7f3LnFvuF6aJkU6aDm4D7kuZxCnTf6hzOSbxZacbG0+W07UYvGoweFOTLIO+Bzi4YxOBJN4OkM1YJAy2M2Gl9YBYsY4DucsUv0goFWQQ5l+kuFrPRkUzviVcLt4o6J9m9K2wu5nZza75XPUB4ny+1y5Gr/0gX3SMe854xmVp+Ww0qvKelxTWNKJqsYPp41J6ayBnNmSLs07qnMbZb4cWwPxwmFjZHc6NnPIFk8DrYnJAlHGNweTTTclh89Bju6CHSEEuooL9Bv5d8dFT2z+RELrwu3P5TbzPA+ojxG5M/Y+9SfWKsxmZ1Jy5Y8huXsXnAPa04SPPm+uPgK6ZiRO6AcHT2ZHZMd08uPaPmRuNyLU+khHqhfqR0NyY9tKzdvZ/VpOcyj0UpOOYF+Jz9alnsURvLu5HZVyrLwZ3I7MG6wrtZX5ceogcapmu2TvFzcIUMy2Je1u5oNF+9n/Pid95PKYWP8nE96HAsrjqYZY5K9LLedPSbaOoay1VV6FQc6huUcGz3Z7/i09JoSVY9/eX2UtnHK8RXsOFp+P6XZibz9/DxzAxy58iN83vflJjZl80tYJzSsC2ANKZl+Y0F+xCq/fzje+rsXCba81uR0yRteeb3yCDfQEbjcgYrb2vLfyI93A5VH3s7B2pzfq6JwnN+7kx+BS+YR13CP4uyAUS9iBR0BM6YNJSASA0/O/YthzR8pHXtIMZVk6cmqPtyB0rt/ImnAuDakZdrFwnHnbd9H0dOPSzt0ngOYianX5L+VHz9aFZoBflTHn2uaO9vvaCn7/sWw5hXCZk5Hl16PE/NuRNGfnvHTPBY9/Tiqbvs+tC+/jPoRRWhPSZeOAVXrP34MkJoiZcYwvrAKTfOukf6rAfyOwopXLJOex59lWP0SGubfKGlKi1csQ9Wcq1GfNwKOzGzYzOk4m5mPcxm5QlBqwC91Ufa2j6QI/LyNSu/+CSzLn+zxXc74MUK8Mn5Uyo8DZRpKScv18Sa/38rvYSuegIQuL2zFE5Azfky3ZlEDmE9ZkOBySlouraMdJncHMo8e8isPL0tnRSWaMvNgcnUgw94iJItX9DFXYhK8hgQUVn4Ntz4BjDFoHO1ovOxyZG9+F1mb30Xj/Bv9duPZ9y+G5apbYLnqFim+HU/JxrVePbDZhQC88qPbt/8ppOeDGGNSfFfWdRvQYUyCNT0H+tUv+b0LeT+UsgekpmD0oTJkNZ0R+q7sXShRe6/6555Fur0V+ueelcrCU2zxZzr/tR7VYy4UNHBiP5Brnvm4Kr7ucsx6/U/SfwFhnPGxWr30MYwp24q2aRcjbXShdB9ervTKcmgAtBeMkMYYrw83TUioOobhZ6ph/HIvTHNno1NvQOb+UuTs2QHzKQsyyw/D3GGHoasTPr1B0mJmb/sIGgBNM2Yh4+A+TPhwA6Zv/Aeqlz4m9M91G6Dv9MKXny+8SzG2YOOwEVJbqME1YLbiCX5jPtB70K9+CcfHTkXzxClSnV16I1oy8/yO/We+vRa+/Hxklh8GFFpl+XhX+1sJv59h9UvwJpqk7BP8d0VPP47cjRvQOP9GyYwgbbRwymK97HKpXMUrluHEzCvRlF0AONuRtb9UKhtLNsOeZIbDaEL9/76ECyu+9NP+2idNQ+Nll0tjhmcwYqkp0rtVtjHP/JHk7oDW5wPT6dBVVNR9eiMbB7z8PANJrmye4ePGum4DDKtfQuXtP8CYF5/x+03GwX1I8nQgp1EwH1J7d7y99OPHYvS7b6BlxBj1WKdPP46q+QvQfPFsvzikaaMLYZv5TRTMvRRMNOtIryxHssuJLPs5jHrwPr9yE33AQEugQ5l+0wAGMWrm30nasBA7bm7My425+Y5abQet1LTJNQvceFzuqcd/25iSKWnSQhle88/lsc3UUNP8hNKwBENyijAJWkB7QpKgQVPxCOYhbFSdTBTXq727KpUQLkrNklo9lVo9udYnkPdm2fwS1fIEc5jh5anOHcFajcmsNj2PtRqT2TnRa1HN4D5U/YP1vwZF/1Aak0fyrrnGiBuKB3JiCreMaprLYFpE5dgMpvnkGhY+no6Onixp9uX3kWtt6zLy2J451/fQrvDn2BOSmE90zuJxCHnb8jGlfOdcA8Y1TlX5Y5jNkMg6oWEVheN61Fk+RrlWMKi2PoyxqLy/MhyNck6K5N7hIj8FCORVzOdL3leVnqxyrWG4c5LynvK6cW/dQB7AfOwck3kJ8ygRPGSP/F5qHr2M9TxVkpdht9gn1DyR1fpFfWo26wKYzWhSDfUjbyd5+XbL5jF5uwle09k9ol7EGtIADsIwMEOJ/upA4RxjhXPcJJ8UmpNSmVurZ+0Go5/QEOwIa7c4+XHP0/q0HH8PQnGR4J5blZu3S8ITj5sVaEIPFetQDp9MlJ7IkbQhn4SFuGbXSyFHlM+WB6r1E66DHJ/7PVM8ulYNq6ByD7WJUs0TVvmOQy2O4RyLHR09WQq8fDqzgNmMJnYu0RwyHmIknn9coG5IyWTNialS/QMd4Ycq//Hh41knNNJ3atcE+jzQ0VikG4lAC538miPjpkvBovnRljKkkFwA4r/hMTMDebnvnXEFsxlNrDp3BDsphg+RexkHimWoFOD3zLmB2ROSWNn8koB1jWSMhkIuSAVqs2BxSaOF35/HoAxkXsPnS3lQe7XrpfcvClaBNmL8N4E8eION08ZyixCoOk0IuBxo7pRv4E+Km3RleBWlWZC8TPw4WG0zLi8f//89c24QNoxGs+S5rJzH/IJAy9ooUDvEWthXgwRAEgCjoq87UG8GQTiLIF/sedgBuZ2H2s5bXh75pCm3N5NPOnI7mnZDIvNotKwhJVMKvaL8DZ9oeUypQEIKY922SXvFECLKkBDKCTzQwixv22DaM6V2KlgbB3wXAbRkgRa+QMJdMK2CXPulDNasFOwD9ac9c65nLp2e7RXjmfHF46SKBiFYedUWCaUwJ8/e0aP815T0sOMLFCx4z5zr/TWAQTY/odpfTfgOV8gO9o64IKbUAvPv5GGF5GXg9oh75twQ0AZQ7d0qN3tqsQxVBfMQApdS0xROGwf6PlBQ4GDvJ5bIN4BKzSOPQSjf3PJQR8qTDSXKQMuB7GID1TmQBpnDNwW8L8nDyAQK0aQMp6Msl7w9lPbPSpRzSqlszMo17/LrlO9RLvyHqm9fCoIkAJIAGBV92YGC7RKDLXSBJnFVbceCno4VqkegARZf5eLI47PxI+JTmQWsISWTNZgzWHNSKrMmp/stguEKKPLvuODKj54rCsf5xZLjk41anEK+qCqPw+RptiIRyEJNSiEFhmD1VXmmfDHvsasWhSqXTs+spnRJmPBLwRZiQeUG+XJni3DjjQUqf7C+ombMz7OQ1GXkqWY5kF+r1l/DKVcgbXmwRUv+TLV2CPSdvK4BM1uoCG9+ZZDVUb5QB9qQhBJkAz07WB2Cvc9QbaNWJmVM0kgEdzUiFRQayy1CFg9TdwYZfgrAg+4rA1EHe4/KcvCjXPkmlQtvcuehHoLxouAZaPimgB/rc81koDiqfuvIgnsC1iGcd6xWV25GI49ZqLrWRDDO5KgdVccKEgBJAIyKvuxAahM9Y+EfH/gtdgpBo7G82/vQ7zgqwMTOF+VQiy1/Pi8f1x7xI+FjolDIj8HUjgUC2ZtxLQkv914xHdWx0ZOZW5HqrXTBPaxy2BgpQLIc5SQsb+fe2BL2lkiFCTVhTp6yjQuyzaZUSYBTExqD1U/u+em3AVCxgeTfRbpoBPq99CxxE/HFjCuk9Gqq14VRJuXfXPNwfPj4iLNJBBsj8usj0Tz35rlq9l5KYTqUVoWjNG/orXAXab2CCazh3EuNcIRX5efyPNf8Oq4B5GYrobJxhCqT3MZQ7b2o1T2Q1lZ5Pe8LfHMdSkvPNXtyL+dwN3Wq9VtwD2s2pUoevnwtkT8n0vEi/04+ZsMx84kUEgBJAIyKvtYABpqMA6VwU5tk1TJX7F7kn3sxlJaALzDBjoflz+eDeu9Tf5LsyOS2Xtx5pNmUKh0DBhvowTQVB15ZJyQhn3OD36KrNO7mv1PTAKppo5TPjDUhNTNBJkX+dzjpkyJdTJWbiGCpzvzs9haohyoKJmwGOvKXC/yBFsFA3wcULkTtMV+sAhnAq7Vd2fySsLQQaou3moYnmHZOTQO0e9FSacyUzS/pEc4o1GZBrZy7FwkhV9Scb4Jph3oDH0tqdo6h2iiiZ0QgvAbbYPP+rHYaUDa/hFXmj2GVw8b03CipnJSEOlaPdMwq53g1YTWY0CsXcsNxsAhWltIF97B2g5G5tXq/vMfy05pwBNlg30Xb94JBAiAJgFExEB0o3AHhN5kv6Bnjq2J4d0ontcGoqkkJcFQViCPjpjOvRsu8Gq2kiZMLgTw1HLchUdPohGoDVe2BwhaOsd5p3EKlfOsvotHMRPMsLkjzvMnBBJVA3pGBynZs9GTmgYbZjCZ1LV4Q4buxPHINIPd2DaTpDdQHuLduoBymSsElmOCl1r5qGns1IZLHHpSneVMrA/8sHC2SPHad/LnKiALRwscS97SXH2nLyx9okxYpavcMJAwFc5pTCm9849wJDXPp9NLcwNtbOgqNwCyht/VS/i3vS6HGXqD2CaShVPMI5u1TUThOilUqb8twNyGRfhdLSAAkATAq+loDGKkXXDgDR7k4BHpOQE2KimYl0ETKg/g2J6WqBqHmQhrXHvVG2FKWP9DuMdIJJ5gQEhONSAS/DzShh7pPqEXO7zqVukbSBsq2DtV3S68pYS6dXsgZHWDjEez5XPuhloc3WFtE0laBNhPyMoTrnR3qqCuU1kPteD7c+oYjOMhD1MTaFELejvx9qgkr8rJEI4DKBdxgY14eDFoexiXQiUdjuaABrCgcx/bMud7vRIKH1jo6ejLbM+cGVfvjUO8i3HqpCZjhznXKNuBacX4szM1jlBsSeW5ivoYE8xgOZ76NVtCPFhIASQCMir62AQxkexdocAXb+fHf8BhPoRwDlAuX2tEp16yoTdo8e4B8ogxU1gOvrGNnzRmsKn9MRBOJ2r3k1wfy7o1WgAu1w47174PFlgumKQt3QeUamlhpO8OpXyCBRikQqJWL15svXuGWO6K+JI65UsV4UdYh1AIW7jsIVLZAQmI4yMd8KAeVcBfjWGhnAgkr4W5Ywr1/MJMVPr9KmX9kWVe4+UiwUC6BnmfJH8PqU7P9ohOoCbmBNtbhPCeYl26w36nNwc2Jqcyl07PSa0r8suAo51TlJptrinkbR+KMxe8td/QaCEgAJAEwKvpLA6icyALZywWbnAPtikPt1PhOT34MFs6kfWTcdObRdDtnKJEvnkfGTWdujZa5tPoedlbhTJCBNE5cs6j07o1WgBssGsBQglu0GsBI6hGpBiKQzaAyNl7pNT21b/K+HInpgLIdg2nspEV2gX+aQeX9lGniAt2vt0JNoM2NErXvQmnCggkm4ZQnEJFooKIVJntzfz5fyO3m5JtFuXdwpM9Thl1Rzk3hagAjfdfBCLbJr8ovYm6tju2Zc0NQoS/QnB/MPjxQ3ycN4OCBBMAoGIhA0HK1fSSu8b2ZbOU7PbkhfLBFQD64j8vsDOXfKe2cDryyjtkSup1FelNutTKpCRXcG095z4GMRxWKoItEBIJbJHWIVPMaqVAdzGZw96KecQIDlS2SMBHK9gokECrtZoMJuqECWIfbloGu623/DyV4KOsbrrlJpP0iGPI+EGgT1xcEmyvC3cAEukY5j/R2sxnu78Jpt2D9tz41h7k1WskRSF6nYOOb930e5WGvGLdTGeeVx1QM1+M40vcQDSQAkgAYFQPRgeRCWaS7yEgHlFyYUws0qnafYJMG/1tubySfKHpjMBzqGv65mp2h/DfK8DBKYeBYEI+23tLfQmUki1Gwa/kiJ5/sIxVyQsUhkyepD3bfSMNE9NCoLejOeiP3UA/XezGcBSuW2rVABFu8Q907WJ2U9w9HkxlsMxVIeA8k9PfFGImkLoGuD9Seyv7Y2/KH+h3/vmx+SY9MRcHuKQ//snvR0oCZQnh/DhQ3cPei7uDm5xLNzKvRsmZTqp8jkVog6lD1U64f4Xor9wYSAEkAjIqByASi9lmgyUj6XGbPFCz0QaBBFkg4UrtebtsVaJFXBuINNRGHWhjDEUj5RCY36JffVynU8CMNHkbHagqeAaA3RLPgByKYIBww3E0Ymwc5R8ZNZ05d71KChVNnLhzwMDeBhLFg2o9w66XclMgzQPR2M9Lb38RS2Al38ycXggMJj4wFNqdQI1xhUylsVBSOY+2GRL90dH0xRgLdO5AwL+8jyvlCKeTGInBxOP2Al+no6MmsOSmV1afmhDxKVQp8auMn3I2DfL6sT81hHmhZfWp2j8DxgbKfhGPGpBRYYw0JgCQARkVfd6BwJ79Qi53Snkk5oEI9J5Jjjd2LlvoFKO7L+oVzn2CaEeV38th0cq/AvooH2BeCQaBFLVBw1kjajsPb6WSItH2B6hJKaJML35GGbgnnO7Vnqm1Gwmn3sK/pgz4UC4FRrZ3U7hvIoSrScgUSshhjkjZrr2iPFu476A1q/VAulKjNE0oNoEVh/6m0K+xt+wQz8VHrr8FC/ih/q5z/gwnBwcoqr7/yhEi+XsjvL/9//q6D5Z4O1VbRQgIgCYBRMVC5gCMdFMEm3Wjvp/adWkDUUPWIZqAHuk/AugZYjI+Mi12y+2BljJRItCCBBF4erqFsfknI475wntsX9dm9SDhW4pljAmlrwylDLBaOcI6Xw3k3uxfFxss62GYm1LWBPg93DPbFQtxD27RAyLtdn5oTUqAJtpHozbP58xtEIVcZZF3t+crj1FhsfHcv6hnEPtRvI3k34Qp44dxHXn814ZkLxPKc3pIAHQNNabSQAEgCYFQMVAcKdxKIdtKO1aQfTnkjEXLCfVYwQSPYsUawzBqxKFckRKs9UmrVSq9Rj9ul9qxYCeiByqRmIhAoGHFfagICEc4iFU65Io3hF+jeobQ1fmWPsO+H+q63BBPU1IQRnt82lLlFJAJXoHIpny0XWKymdL/0amptrTzejKSeQQXtIOM92nk+knKGcy8+jgOl1Qv0jkI9qz/GOwmAJABGxUB4Aav9zViAHW2YE3qgwRZswQl3IpJPaMGMqMMZ8JFeE0zQCGdyiaUGrLcTWrSLMn8uD7mg1AAqnxVuirVYEGxj0Fd5maPRlvT2Pr1tu0jHSLR9vy8W5UgFtXCfEa0GUK2c3OyAp1fjQaIDbSYDvde+2tzG4v7B3kck60WguIDKuT+SdySvV1/MN0pIACQBMCr6qwOFMxii2RlGOpHxqPFKW0I1O6FAGrneLiZ9GVJBWe9gQkh/TFCMhRdsOBjyhU3uEBRK+xCLfLADucsPd1PTW3YvCp32jZcj1HFisN9G0j7hCCnRtHlv2i7Wglokz+2tNkttkxvJ/BrLNlcro1qGkmDlVN4jWg2gUoiM1TuWt1u08144kABIAmBU9KcGsC8n0Uh23XwCUtvxqXkKBvIC602dejuRKif3aL2OoylLpMRKAxipRk16bhCBMex7xFBIDlcLHMh7MFaCLH9GKFu1SDVg0RCOBjCS9xrteI22DtHQ1xu0QOXsy3aSb8CDpUjs642pso7K8RbtPE0awP6DBMAo6M8OFMsBEe0kG2zyUy46gXbDXFvYnwtjoLR14dYv3O/DKUu4v+2PnbBaufhzgx0ZR3rPWBDOOAh0JBWKSLWG4Qqj0YaqCavcYYRykd87nHRigbT3fUlvtfXRtmGkBCpnsPJHutFWXhfIu7Y3z4gG5TP4eDs2enLIrCCRbDj6uh4kAJIAGBUDoQGMVJOjNpAimWRjKSz6aU3EBasvdspqE5Rc6xFu5oO+OOKJdIHz2/X3QpMXLspyxUIDGC6RtF+kC0m4BAtt01eLUaRCRLD+GCzIuRr9vSCH+3ueQ7z0mvAcZvpSMA1W/3CENLWyhmM2EKpfBNMA9qZuwT5TLZ/MW1o+JwXKC6zUEEZS774UBEkAJAEwKvorDIz8yDVYgnPl7wKp0vtSYAl1L55XuC/i6smfE0pACyXg+AmragvxgsApxYIRqRZAObmG0l72lnAXuL6gN30s1uULFty6r9oiUu1VUMGwj2JVhkuoNgr3He9eFBunkd68s4Abxwg0oHyO49owpYAVjtlAqDqFswaEQm3+C1d7yU9vlEHBAwnMXEMYjr1sNMqKSCEBkATAqOjLDiTfNXGnixNi3sVQmiv5oOmLnXtv78l/F87xUzREot0IVJZQu/VYtrEagYTYvtIABiKWdQt3sQ7nmbFeGIJqbvoxZlmwuvf1u4jm/qHeRyQbn1g7FISDUkulLEckGsy6jDzWbErtVfiTcMsaKw2gfP4LVja1+S6Uk5w8JVxv69yXJjAkAJIAGBV92YGUA6h0wT1+YQmC0dfanGgX31iXJ5r7BZpMQ01yfa0h608NXLDnxVoDHM69wgnA3BftE+iekeYbjoa+1HiEek40z+6LjWY0RHo/pZaqt20RTAMYS2LVT8LdWIbavAWK6RlpGrdgWthYQwIgCYBR0ZcdSM3gV2lbwdjAaEuiFriiPJpRola/SJ4TrH36a0EORn8Ig4Hq2R8awB5lUWjc+ksYDtQG/eWIw1j02vVwfxdrDWC0DPQ4C3fTHKrdYtWGoZ4T6z4ZjcAbyDSlN22hpvjoK0GaBEASAKOirzWAkarmA9FfE3u4wij3GCu9psQv5lygXWhvjpcimdCCTf4DuShy+mNx7C/BI+x79tLGMurn9pEWNBYCWrDvB1qAipZg9R1o7aAcpaaQfxZrc5BQGtr+1gD21e/V7ifPAd6XfZoEQBIAo6KvbQCj8VSNZCLqq0kr0C72yLjpzGoS8l02pmRKAz3QgO8LrWEk9Qh1/77c9Qf7fDDQV8eGaotqf9s/hlPOcK+J9Bg5VLsq7zeY+0i0xFq4jbbPKo825W0fq82C2twf6zmH1yWUU0p/01/jnQRAEgCjoq87UDSTSSS/jeVuUpkiKJBAV7rgnrA1gP1NuJrMcHbjkRy19YUmoa/pK0E7Wq1ufxOqLvJcqeEQql0DOaYMlX4TCYNJAxjq97EQ0vqrn+9eFF5YmlgwGPslCYAkAEZFX9sABouHFekRUTBiOTiVQsxApIHqD+RtFir2V7jG9rHWJAx2Yn0sOpCE0mb2JjB1sGf05XH1QDFQ7zcWGl41evsu+mve7OuTCzmDsV+SAEgCYFT0ZQc6Mm46c+iN7Mi46arf8wGl5hgSjEg0Ur1BeS+1gT+YF/JICXWM0tv2Pp/aKFL60+miP+jtuwxnLMXqWYOBgRISwjFd6U3Z+toMZbAwVPslCYAkAEZFf3kBq8EHVKRBQdVskWId50xuw6G2kx3IyS2WmlPG+vcYJV4ItfmJF8IRTPqL/nj2YNEADoZN62AUmAIxlMoqhwRAEgCjYjB0oIgFFhVhr2x+CbMnJLGy+SUxKROfQGPp1BErQgmfkQqnQ3XyG8zEUgM4WN5Pb8oxUGYcagwljVS09OfRaKwYyv18oBgM6/dAQwJgFAzFDqQcoL0xUA/3GeE4dQy2nXVvFt3B4rxC9GSwCC59XY6+vv9gG6dD4Rn92ff681mh7F0Hw3gLh6G4fscaEgCjoK/DwPSlrR4nGgP1WJRnKE0YSkJpOomBZ7BoJPq6HIOlnrGiP+aF3tpRh0u/awD7KR90sHczlDbFJACSABgV/RUIOthn0TLQhspDeeEaSpNdKIK9h/7ajBAEpz81gOHYUQ+F/t5fm+lw2mIorA0kAJIAGBVDVQMYK9uiWHk3EgNPsAm7vzYjRO+g8RQd/SXQ9DWDqR8MhdMhEgAZ0zDGGIheYbPZkJaWhra2NqSmpg50ccKm9O6fIHvbR2iadw1mvf6nmF0b6fObZ8wCS01B8YplyBk/Jib3DhdrRTWqVq4akGcPRoK1h9p31H6Dh74Yo4Q/1N/7n75u86G6fscSEgCjYCA7kHJwRDJY+uraSMsOmx3Z+0sHZOGiRZM4XyDhJHrkbQiA2jNKhkKfJAEQ0A50AYjeUbVyFbK3fSQIUip/ByNn/BhJ6Cm9+yewVlSHvDaWg5jfs/jpx9E07xpp0o0Ua0V1yPIHonjFsqieTURHNO+O8Kcvxmi8IZ8/I5lLY8n5NCYGqg2JyCABcIiiFGB6I9DIB2msJ59w7hftwhXNJDNYF83zaREIhLWiGo23lCD3402DaoGIh7Yn1JHPnwO1OYy10DSQ/Zk22EOEgTVBHNoMdSNSuaFurA1u+8NoejAZPceKoWBsHi3RhB7qS+Kh7XtLLMba+TheY0ms24f6c3CG+vodC0gAjILzqQPFevIJ6T3cTzGr+oq+WszUAnWfb4vmYK3TYC3XYCAWwgQJJP3LUOnPA1XO82n97i0kAEYBdaCehBtSoSElkzWmZA7qOFHBCHcxi7aMA7Vo9peASwwNSANI9BUDNcfR+s2YfiCPn4mBoS89tCQ7FgA5Kt611opqaGx2VM+6EjCZo7IRCfWsvqR4xTJUif8NRrRlDPc5saav2nYg3xnRe3LGj4n6fcXiHsT5x0DNcQTIBjAahuoOoi93XKF2+bF89lDQKAyFMqohL3cs6zCY2yPcsg3mOkTK+VSXSInnukfD+dJuQ3X9jiUkAEbBUO1AAzmAz5fJI56IF9utcOt5PrXH+VSXSBnMde/3PMIRPGv3gntYQ0om273gnj4uWd8yVNfvWEJHwHFIb45iYnVsTMdAQ494OaIJt57nU3ucT3WJlMFc93BNJWIxL0dqlqGR/SOGNiQAEmER77ZbQyGyfV8Ra6F9sLZluPWkTcz5wWB+j/1lYxzJszhFTz+OqpUpg1JwJiKDBEAiLAbzbrk/iHcBOJZQW8ae3grV9C4GJ+EKp7GYlyMVhAez4ExEBmUCIcJisGbO6C8osn1ssFZUAzY7mmfMillb9kXGg6GWFaS3WSSoXw9tYjEvD7W+TsQOEgAJIgz6WwA+XyflqpWrkL2/FCw1JWZt2Rd5R4daLtPeCnLxvrEbSvTVnDDU+joRO+gImBi0NlnxzPl6NNcXpgRD5Z59CR3Lnf/01Zww1Po6ETs0jDE20IUYqthsNqSlpaGtrQ2pqakDXZxeU3r3T5C97SM0zbsGs2gRGRSQUE4QhByaE2LL+bJ+RwMJgFFwvnQgmlgIgiCIeOJ8Wb+jgWwACbIDIoY056u9JEEQRF8y4ALgX/7yF1x44YVISkpCUVERVq9eHfT6ffv2QaPR9PhXVlYmXXP27Fk88sgjGDt2LMxmM6ZPn45169b53Ycxhi1btmDBggXQ6/W46667+qR+BBEtJOAEh4zYif6ExmNoqI2GBgPqBPLyyy/j4Ycfxptvvomrr74a+/btw+233w6TyYR77rkn6G9bWlqQnp6u+t0LL7yAYcOG4YMPPkB+fj7eeust/OAHP4DRaMS3v/1tAMDhw4fxv//7v/jv//5vtLe3x7hmBBE7zleHkFhBRuxEf0LjMTTURkODAbUBvOKKKzB8+HD8/e9/lz57/PHH8dZbb6G8vFz1N/v27cMll1wSVABU45prrkFmZibeeOONHt9dd911yM7Oxj/+8Y+Iyn++2BAMhA0g2R2GD7UVQQweaDyGZii00fmyfkfDgB4B+3w+aDQ9MwpWVFSgqakp6G+Li4thNptxySWXYMOGDSGfZbVakZaW1uuyns8MxBEaHduFD9loEsTggcZjaKiNhgYDKgDecccdeOutt/D+++/D6XRi165deOWVVwAA9fX1qr8xGAz49a9/jS+//BKnTp3CXXfdhe985ztYv359wOf89a9/xeHDh/Ff//VfUZXX7XbDZrP5/TsfGIhsALF4ZjzYmcRDHQmC8Edt3NNcQMQcNoD4fD727LPPsuLiYmY0Gtm0adPYCy+8wACwr7/+Ouz7fP/732eXXHKJ6ncfffQRMxqN7Pnnnw/4+2uvvZZ9//vfD/mcJ554ggHo8a+trS3sshKxY/eipez48PFs96KlA12UPiMe6kgQhD9q457mgtjS1tYW9+v3gGoANRoNHnnkEVRWVsLlcuHAgQNITEyETqfDiBEjwr7PlClTUFlZ2ePzrVu34tZbb8VvfvMbLFu2LOry/uIXv0BbW5v0r6amJtnyOBkAABdkSURBVOp7Er0nHvKYxkMdCYLwR23c01xAxJpBFwh63rx5MBqN+PDDD8P+zV133YWvvvoKX3/9tfTZtm3bcNNNN+GXv/wlfvGLXwT9fbw7gTTYXFi39zQWXjoCeamJA10cgiAIguhTzpf1OxoGVAN45MgR/OpXv0J9fT2amprwyCOPYP/+/fjjH/8oXVNWVuYX5++Xv/wl/vWvf6GhoQHNzc144YUXsG7dOjz88MPSb3bu3Imbb745LOGPANbtPY1PjjVg3d7TA10UgiAGIQ02F1Z9chwNNtdAF4UgiBgxoALgxIkTYTabcemll2L06NH4+uuvsXPnTlx44YUBf3P//fdj69atuOiii1BUVIR169bhrbfewn333Sdd88c//hEOhwMrVqzwCxY9c+ZMv3vp9XpoNBps2bIF//znP6HRaFBYWNhn9R2sLLx0BK6emIeFl4Z/7E4QRPxAm0SCOP8YdEfAQwlSIRMEMRjoazMOMhMhzjdo/R4EqeAIgiCI6OhrDV1eaiKWXT2OhD+COI8Y0FRwxOCAdvcEMbTh5htkxjH0abC58OrOajAAP5w7huZkos8gDWCcoWbMTfY9BDG0IQ3d+cO6vafx7oEz2HjgDM3JRJ9CGsA4gwt7ALDs6nEAzg/tAWkxiXiG+v/5w8JLR8Dh7gTD0J6TicEPCYCDnFhP7GrCHtceDGXUBFuCiBeo/58/5KUm4n9unDTQxSDiABIABzmxntjPB2FPjfNBi0kQvYX6P0EQkUJhYKKgP9zI6WiHIAiCIGILhYEhJ5BBT6yNuymiP0EQBEEQJADGGeeTxy8JswRBEATRO0gAjDPOp7Rv55MwGy+Q0E4QoRnM42Qwl42IDBIA44zzKV7Y+STM9geDYeImoZ0gQjOYx8lgLhsRGeQFTAxZzleP5r5iMIQKIW9VggjNYB4ng7lsRGSQF3AUkBcRMZQgj3JiqDCU+upQKivRDa3fdARMEHHD+XT8T5zfDKVjxqFUVoKQQ0fABEEQxKBiKB0z9kVZSatI9AekASQIot8YDI4oxOBnKGmr+6KspFUk+gPSABIE0W8MBkcUghjsDCUNKDF0IQGQoOMGot+ghY0gQkMRDoj+gI6ACTpuIPqNoXS0N5iho3SCIKKFNIAEaWUIYohBR+kEQUQLCYAEHTcQxBCDNm0EQUQLCYAEQRBDDNq0EQQRLWQDSBAEQRAEEWeQAEiQQTlBEARBxBkkABLkBUwQBEEQcQbZABJkUE4QBEEQcQZpAIkhG5vtSF0bvvtyKY7UtQ10UQiCIAhiSEECIDFk+d2mozhQ04rfbTo60EUhiAGDbHgJgugNJAAS/UJfLFK/vHESvjE8Hb+8cVLM7kkQQw2y4SUIojeQDSDRL/RF5oLJF6ThjR/Nism9CGKoQja8BEH0BhIAiX6BFimC6BsoKDRBEL2BBECiX6BFiiAIgiAGD2QDSBCDGDLwJwiCIPoCEgAJYhBDBv4EQRBEX0BHwAQxiCHbSYIgCKIvIAGQIAYxZDtJEARB9AV0BEwQBEEQBBFnkABIEARBEAQRZ5AASBAEQRAEEWeQAEgQBEEQBBFnkABIEARBEERYUGzS8wcSAAmCIAiCCAuKTXr+QGFgiLijwebCur2nsfDSEchLTRzo4hAEQQwZKDbp+QNpAIm4Y6jtYOnIhSCIwQKPTUqb56EPCYBE3LHw0hG4emLekNnBRiKwkrBIEARBhAMdARNxx1DLrhHJkQsXFgEMqToSBEEQ/QsJgES/QbZ3vSMSgZXscwiCIIhwoCNgot8YarZ3QxGyzyEIgiDCgTSARL9B2imCIAiCGByQAEj0G0PN9o4gCIIgzlfoCJiIO8hTliAIgoh3SAAk4g6yRSQIgiDiHToCJuIOskUkCIIg4h0SAIm4g2wRCYIgiHiHjoAJgiAIopeQTTExVCEBkCAIgiB6CdkUE0OVAT8CPnjwIFavXo3q6moUFBTgwQcfxCWXXBLw+oqKCtx77709Pn/55ZcxadIkAABjDBs3bsQ777yD+vp6jB07FkuXLsW4cf7Hfi0tLXj22Wexb98+ZGZm4r777sP8+fNjW0GCIAjivIVsiomhyoAKgJ999hmuvvpq/PSnP8UjjzyCffv24corr8SHH36IOXPmqP7Gbrfj888/x+bNm2E2m6XPhw8fLv3/ww8/jFOnTuGWW25Bfn4+3nrrLUybNg2ff/45LrroIgCA1+vFvHnzkJycjJ///Oc4cuQIrr/+evz73//Grbfe2rcVJwiCIM4LyKaYGKpoGGNsoB5+0003gTGGTZs2SZ898MADOHz4MHbs2KH6m3379uGSSy5BS0sL0tPTVa+x2WxITU31++ySSy7B1KlT8dprrwEAXn/9dfzwhz/EmTNnkJ2dDQC4//77sXPnThw9ejSs8ttsNqSlpaGtra3H8wiCIAiCGJzQ+j3ANoBWqxWFhYV+nxUWFmLXrl1wOBxBf3vXXXfhuuuuw8MPP4wTJ074faf2MlNTU+FydRvpfvzxx5g9e7Yk/AHArbfeimPHjqGurq431SEIgiAIghgSDKgAOHfuXLz33ns4c+YMAKCtrQ1vvPEGGGM4fTqwQe38+fPxve99Dz/+8Y9RW1uLCy+8EF9++WXA60tLS/HZZ5/5He2eOnUKF1xwgd91/O9Az3a73bDZbH7/CIIgCIIghhoDagP461//GpWVlRg7dizGjx+P2tpa3HbbbTh06BC8Xq/qbyZPnoyPPvpI+vvWW2/FlVdeicceewwff/xxj+tPnjyJkpISLFy4EHfeeaf0udfrRWJiot+1SUlJAACPx6P67N///vf4zW9+E3E9CYIgCIIgBhMDqgE0m8149913UV1djZdffhnl5eWYN28eAKCgoED1N0qhDRA0ggcOHOjx+enTp3HllVfisssuw9/+9je/7zIzM9Hc3Oz3Gf87MzNT9dm/+MUv0NbWJv2rqakJVUWCIAiCIIhBx4CHgQGAvLw85OXlAQDef/99TJs2zc82LxQNDQ0wmUx+n9XU1GDevHmYNm0a3nzzTej1/lWdPn06/v73v/t9tnfvXphMph7hYjhGoxFGozHschEEQRAEQQxGBlQDeOLECWzZskX6+91338Wbb76JJ598Uvrs6NGj+OY3vyl55v7f//0fTp48KX2/d+9evPbaa/jOd74jfVZXV4d58+Zh6tSpWL9+PQwGQ49nL1q0CPX19Vi7di0AISbgSy+9hO9///sk5BEEQRAEcV4zoBrArKwsvPTSS1iyZAkMBgOamprw2muv4eabb5ausdls+PzzzyWHiwsuuAA33ngjPB4P9Ho9Tp48iR//+Mf43e9+J/3mpz/9KSwWC7KysqQjZQC48MILsWbNGgDA+PHj8dprr+GBBx7AM888g7q6Olx22WX4wx/+0E+1JwiCIAiCGBgGNA4g59SpU2htbcWkSZN6aOvsdjsOHjyIadOmISUlRfr8xIkTcDgcKCoqkpw3OMeOHeth3wcIoWCmTp3q91l7ezvKy8uRmZmJMWPGRFRuiiNEEARBEEMPWr8HiQA4VKEORBAEQRBDD1q/B9gGkCAIgiAIguh/SAAkCIIgCIKIM0gAJAiCIAiCiDNIACQIgiAIgogzSAAkCIIgCIKIM0gAJAiCIAiCiDNIACQIgiAIgogzSAAkCIIgCIKIM0gAJAiCIAiCiDNIACQIgiAIgogzSAAkCIIgCIKIM0gAJAiCIAiCiDNIACQIgiAIgogzSAAkiPOIBpsLqz45jgaba6CLQhAEQQxiSAAkiPOIdXtP45NjDVi39/RAF4UgCIIYxOgHugAEQcSOhZeO8PsvQRAEQahBAiBBnEfkpSZi2dXjBroYBEEQxCCHjoAJgiAIgiDiDBIACYIgCIIg4gwSAAmCIAiCIOIMEgAJgiAIgiDiDBIACYIgCIIg4gwSAAmCIAiCIOIMEgAJgiAIgiDiDBIACYIgCIIg4gwSAAmCIAiCIOIMEgAJgiAIgiDiDBIACYIgCIIg4gwSAAmCIAiCIOIMEgAJgiAIgiDiDP1AF2AowxgDANhstgEuCUEQBEEQ4cLXbb6OxyMkAEaB3W4HAAwfPnyAS0IQBEEQRKTY7XakpaUNdDEGBA2LZ/E3Snw+H86cOYOUlBRoNJqBLk6fY7PZMHz4cNTU1CA1NXWgi9OvxGvd47XeANU9Huser/UG4q/ujDHY7XYUFBRAq41PazjSAEaBVqtFYWHhQBej30lNTY2LCUKNeK17vNYboLrHY93jtd5AfNU9XjV/nPgUewmCIAiCIOIYEgAJgiAIgiDiDBIAibAxGo144oknYDQaB7oo/U681j1e6w1Q3eOx7vFabyC+6x6vkBMIQRAEQRBEnEEaQIIgCIIgiDiDBECCIAiCIIg4gwRAgiAIgiCIOIPiABIBqa+vxz/+8Q+0trbiqaee6vH9H/7wBzQ1Nfl99s1vfhM33XST32fl5eXYuHEjPB4P5s+fj8suu6xPyx0Ldu3ahc2bN2PGjBn49re/3eN7xhg2btyIr776Cjk5ObjjjjuQm5sb8TWDGZvNhpUrV/b4fNGiRZg0aZLfZ9u2bcPOnTthNpvx7W9/G6NGjeqnUvYN+/btw5YtW6DX63HTTTfhwgsvHOgixZzzefwqaWlpwT//+U/U1tZixYoVqnHuampq8O9//xttbW2YPXs25s+f36trBhsHDx7Ef/7zH4wYMQL33nuv33fxPMYJ0gASAfjxj3+Myy67DB988AGeeeYZ1Wv+8pe/oKKiAunp6dK/pKQkv2vefvttTJs2DUeOHEF9fT2uvPJKPPfcc/1RhV5x8uRJTJ06FY8++ij+8Y9/4IMPPlC97s4778QDDzyA9vZ2vPPOO7jwwgtRXl4e8TWDGZvNhmeeeQZer9fvHRsMBr/rfv7zn+P222/HuXPnsHv3bkyaNAk7duwYoFJHz4svvoi5c+eitrYW5eXluOiii/DGG28MdLFizvk4ftX43e9+hwsvvBCbNm3CM888o5q7vaysDBMnTsRnn32G1tZWLFy4EA8++GDE1wwm7HY75syZgx/84Af497//jXXr1vW4Jl7HOCHCCEKFbdu2MY/Hw9auXct0Op3qNUVFRezPf/5zwHt4PB6Wl5fHVqxYIX3217/+lRkMBlZbWxvzMseCs2fPskOHDjHGGPvWt77F7r333h7XvPvuu0yr1bJjx44xxhjr6upiV1xxBbvhhhsiumawU1NTwwBIdVDjwIEDDAD76KOPpM8WLVrEJk2a1B9FjDlnz55liYmJ7OWXX5Y++9WvfsUyMzNZR0fHAJYs9pyP41eNXbt2MYfDwbZt28YAsJqamh7XTJ8+nX3ve9+T/t66dSsDwPbs2RPRNYMJh8PBdu3axRhj7O6772ZXXXVVj2vicYwT3ZAGkFDliiuu6LELVGP79u144okn8Oqrr6K2ttbvu88//xwNDQ24++67pc+++93vQq/X4/333495mWNBXl4epkyZEvSa//znP7jsssswYcIEAEJKwLvvvhtbtmyBw+EI+5qhwuuvv47f/va3WLduHZxOp993b7/9NgoKCvyOwhYvXoyjR4+ioqKiv4saNZs3b0ZXVxcWLlwofbZ48WKcO3cO27dvH8CS9Q3n2/hVY86cOTCZTAG/P3XqFL766iu/es6bNw+jRo3C22+/HfY1gw2TyYQ5c+aEdW08jXGiGxIAiV5jMBjg8XjQ1dWF9evXY8KECfjPf/4jfX/8+HFoNBoUFRVJnyUlJaGgoADHjx8fiCLHhOPHj6O4uNjvs+LiYnR1daG6ujrsa4YCGRkZaGpqgtPpxFNPPYVJkyb5vbvjx4/7vV8AUr2H4js+fvw4hg0bBrPZLH02atQoGAyGIVmfYMTr+FXChRjleC0qKpLqGc41Q5V4G+NEN+QEEif8/ve/R1tbW8DvMzIy8Nhjj0V0z/fee89vQnz00Udx7733Yv78+UhJSYHD4YDJZIJOp/P7XVpaWr9pwaqqqvDqq68Gvebqq6/G1VdfHfY9HQ5HDyNynlSc1yuca/qb5ubmkPZbM2bMwB133AFA6BNHjx7FsGHDAAi2VJdffjmWLFmCTz75BMDgrGc0qNUHgNSfzyeGwvjtD3hd1PqxfDyHumYoEo9jnOiGNIBxQlpamp+Rr/Kf2qIXCuVu+L/+67/Q2tqKw4cPAwDMZjMcDgc6Ozv9rmttbfXTsPQlBoMhaL3T09ORmJgY0T3NZnMPYbq1tVX6Ltxr+hudTheyLeRHZcnJydLCAAB6vR6LFi3C559/jq6uLgCDs57RoFYfxhhsNtuQrE8whsL47Q94XdT6sXw8h7pmKBKPY5zohjSAccKSJUv6/Bl8wnC5XACAiRMnAhCOCXhIAYfDgbq6Oum7vmbkyJFYvnx5TO85ceJEHDp0yO+ziooKGAwG6agknGv6m/T09KjboqurCx6PBz6fDzqdDhMnTsSnn34Kxhg0Gg2A7uOy/nrHsWTixIk4e/YsbDabtCmyWCzo7OwckvWJhME4fvsDXpeKigq/sXn8+HHcc889YV9zvnC+j3GiG9IAEr3ixIkTOHPmjN9nL730ElJTU3HJJZcAAGbOnInCwkK88sor0jV/+9vfoNFoesQaG0rccccd2LdvHw4cOAAA6OzsxF//+lfcdNNNUhiNcK4Z7Ozfvx8dHR3S3x0dHXjttddw+eWXSw5C3/72t2G1WrFx40bpupdffhnf+MY3BkzQjYbrr78eRqMRa9eulT5bs2YN8vLyMHfu3AEsWWyJ5/GrpLCwEDNnzvQzFdm0aRPq6upw++23h33NUCQexzjRDWkACVXefPNNfPXVVzh8+DB8Pp+kOfrxj3+MkSNHwuVy4eabb8bYsWMxfPhw7NmzBxaLBf/3f/+HlJQUAMJxwquvvorbbrsN1dXVMJvN+M9//oPnn38eeXl5A1m9gPh8PqxYsQIAUF1djZaWFixfvhzZ2dn4+c9/DgC49tprsXjxYsyfPx8LFizAoUOHUFdXh3/+85/SfcK5ZrBjsVhw1113YcaMGTCbzdiyZQuSk5OxZs0a6ZpJkybhiSeewF133YXbb78dtbW12LdvHz7++OMBLHnvycrKwosvvoglS5agrKwMLpcLH374IdavX4+EhISBLl7MOF/HrxofffQRtm7ditOnTwMQ7KFTUlLw3e9+F9/4xjcAAH/+859x1VVX4corr8SoUaOwYcMGLF++XPo+3GsGG9z2e//+/bDb7Vi+fDl0Op0U2D8exzjRjYYxxga6EMTg4/3338eRI0d6fH7XXXehsLAQAOB2u/Hxxx/jxIkTKCwsxLx585Cent7jNzU1Nfjggw/g8Xhw1VVX9YgwP5hgjKkGvs7IyMD999/v99n27dvx1VdfISsrC7feequqHWU41wxmrFYrPvnkE7S0tGDs2LG48sorezgFAIImYdeuXTCbzbj55puHVMYTNSoqKvDxxx9Dr9fj+uuvx8iRIwe6SDHnfBy/auzcuROff/55j89vvvlmvwwvTU1NeO+992Cz2TBr1ixceumlPX4TzjWDidWrV/cIfK3VavHoo49Kf8frGCdIACQIgiAIgog7yAaQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgiziABkCAIgiAIIs4gAZAgCIIgCCLOIAGQIAiCIAgizvj/lZ0bAz66ZIMAAAAASUVORK5CYII=", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "41547291c148494ea10e833b562a4479", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "570cb4076c34432ba5ceec697b8ebbc7", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3b47e0d0b00b4ab0aea663fb5dc895a8", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "819134ef58234098bca16d386f5abf9f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8b2d5dbaff524fc290aaeb7ce18c5b2a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a38392f2550145e38df6b77d5764340a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "131a4dae4a0e403a88ed4212015f4621", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQAAVrxJREFUeJzt3Xl8VPW9//H3ZN9DIAsgYUnCjgJS2fwBsioVUIRaqVZAQVusGntdAMu1SguuFbXV635VLLeKUlBABESUEkAEZE+YBCGsmQCZyb6e3x80UyIBZgLJyXBez8djHpqT7/fkczJM5j3f8z3fYzMMwxAAAAAsw8/sAgAAANCwCIAAAAAWQwAEAACwGAIgAACAxRAAAQAALIYACAAAYDEEQAAAAIshAAIAAFgMARAAAMBiCIAAAAAWQwAEAACwGAIgAACAxRAAAQAALIYACAAAYDEEQAAAAIshAAIAAFgMARAAAMBiCIAAAAAWQwAEAACwGAIgAACAxRAAAQAALIYACAAAYDEEQAAAAIshAAIAAFgMARAAAMBiCIAAAAAWQwAEAACwGAIgAACAxRAAAQAALIYACAAAYDEEQAAAAIshAAIAAFgMARAAAMBiCIAAAAAWQwAEAACwGAIgAACAxQSYXQCAC6uoqNCqVav08ccf68CBA7rjjjs0adKkC/bbsmWLHn30UUnSxx9/rJiYmAv2OXLkiObPn69t27aptLRUbdu21R133KGePXvW2n7lypX6+9//rpycHLVr10733HOPrrrqqouqy5vj9abe+tjvjz/+qClTptS6j/vvv1833XRTjW1FRUV65513tHbtWpWUlKhLly76zW9+o3bt2tV5v3/5y1+0bNmyWttK0owZMzR06FCv23pT70958m+vpKRE7733ntauXavi4mL16dNH06ZNU1RU1Hn3DeDiEQCBRu7YsWPq2bOnunfvrr59++qdd95R3759L9ivpKREv/71r2W321VWVqbS0tIL9lm9erXuv/9+jRs3TrfccosqKyu1aNEiXX311frjH/+oJ554okb7P/3pT3rqqaf0+OOPa9y4cfrss8/Uq1cvffrppxo9enSd6vLmeL2pt772W1BQoNWrV+uRRx7RiBEjauynU6dONb7Oy8vToEGDlJOToz/84Q+Kj4/Xe++9pyuvvFIrV65Uv3796rTfkSNH1hq6p02bJrvdrtdee61Obb2p90ye/Nv78ccfNWLECMXGxmrq1KlKSEjQd999p0GDBmnr1q217hfAJWQAaNRKSkqM3NxcwzAMY8+ePYYk4/HHH79gv9TUVKNdu3bGpEmTDEnG0aNHL9gnLy/PqKysPGv7DTfcYAQEBBgnT550b9u1a5fh5+dnPPnkkzXajh071oiPjzcKCwvrVJc3x+tNvfW13x07dhiSjHfffbfWfZ3poYceMmw2m7Flyxb3tqqqKuOaa64xUlJSjIqKijrttzaZmZmGzWYzBg8eXOe23tR7pgs9x+Xl5UaPHj2MoUOHGuXl5TW+l5eX5+khArgIzAEEGrng4GA1a9bMqz5r1qzRyy+/rNdff13h4eEe94uOjpaf39l/Fjp16qSKigoVFBS4t73//vuqqqrSXXfdVaPtlClTlJOTo6VLl9apLm+O15t662u/3li2bJnat29f4zSyzWbTbbfdJrvdrq+//rpO+63NO++8I8MwdM8999S5bV3q9eQ5/uc//6lt27bpqaeeUkBAzRNR0dHRHhwdgItFAAQuMy6XS5MmTdKdd96p4cOHX/T+Dh06pE8//VSDBg1SYmKie/t3332n2NhYtWrVqkb76rCwcePGeq3L23rre7/vvPOObrzxRt1yyy168skndejQobPauFwuNWnS5Kzt1dt++jvzdL8/VVlZqffee0+xsbG65ZZb6tzW23o9fY6XLl2q0NBQxcXF6ZFHHtGNN96o2267TW+//bYqKioueHwALh4BELjM3H///SotLdVf/vKXOu/jtdde07Bhw3TNNdeoffv2GjNmzFkjekeOHFFcXNxZfePj4yVJR48eveR1XUy99bnfLl26aNSoUbrnnns0ZMgQzZ8/X507d9aqVatqtEtOTta+fftUVlZWY/vOnTslSYcPH67Tfn9qxYoVOnTokCZOnKigoKA6t/W2Xk+fY7vdLpvNpp/97GcqKCjQlClT1LVrV/3ud7/TyJEjVV5eft7+AC4Bs89BW1VxcbHx3nvvGQ8++KCxefNmr/qmp6cbDz74YK1zgzIyMowXX3zRePzxx4333nvvnPOw6rM+1J8LzV375JNPDEnGxx9/7N523333eTwHsFp6erqxcuVK48MPPzR+9atfGYGBgcZzzz1Xo01ycrJx5ZVX1trfZrMZ48ePv+i6PJ3z6Em99bXfoqKis+axFRQUGElJSUZCQoJRUlLi3v73v//dkGRMnz7dqKqqMgzDMLZs2WJERkYakoypU6fWab8/NW7cOEOSsXfv3vMe34XaelOvN89xr169DEnGvffeW2P7W2+9ZUgyXn/99QvWDeDiEADrwRtvvGF8/fXX5/z+4sWLjZYtWxq33367Icn44IMPPN53SUmJ0aNHDyM2NtYYN25cje89//zzRo8ePYyHH37YeOqpp4yrr77aaNOmjXH48GGv6r+Y+lC/zhdcTp48acTGxhpjx46tsb0uAfCn7rvvvrMuBujZs6eRlJR0VtuCggJDknHXXXdddF3eXPRyoXobYr9nmjNnjiHJWLt2bY3tzz77rBEeHm60adPG6NWrlxEVFWXMmjXLkGTMmDGjzvut5nA4jKCgIGPgwIEX3JcnbT2p19vnePDgwYYk46uvvqqxvfrfzk//tgG49DgFXA8WL1583mUM2rdvr+3bt2v+/Ple7/vhhx9W79691adPn7O+d+ONN2rr1q167rnnNGvWLP3rX/9Sfn6+PvzwwxrtHA6H/vrXv2r69Ol644035HQ6L1l9MM/hw4eVm5urH3/8UcOGDXM/Fi9eLEm69dZbNXHixDrte8yYMTIMQxs2bHBva9++vQ4dOnTW6br9+/dLkjp06FDvdXlTb0PvNzY2VtLpeXFneuSRR5STk6N//OMfevnll5Wdna3BgwdLkq655po677faBx98oLKyMo8u/vCkrSf1evscVy9j89P5hWFhYQoKCqrzRTYAPMc6gCbo3LlznfotXrxYK1eu1JYtW3Trrbee9f2frg1WWlqqioqKGguwbtmyRTfccIOGDRumbt26afny5XryySe1YcMG98T2utYHc7Vr104rV648a/tf//pXHTp0SPfff7+uuOKKOu37yJEjklRjzt/111+vjz76SOvWrXMHAknu+Wk33HBDvdflTb0Nvd/qCyQ6dux41vfCwsJqfIj78MMPlZCQoJ///OcXtV/p9EUjTZs21fjx4y+4L0/bXqheb5/jkSNH6rXXXtPOnTtrXGFcPd+w+sMDgHpk8gjkZenGG280XnzxRY/aysNTrAcPHjQSEhKM7777zv0zajtNcvToUePBBx80pkyZYnTq1Ml4+OGHa8wjuvLKK42nn366Rp9f/vKXxuTJky+qPjSMupy6PNdpOLvdbgwdOtR49dVX3dvefPPNs+aCbd++3UhMTDTatWtXY05pcXGxkZSUZPTt29coKCgwDMMwsrOzjZYtWxqjR4+uc11nutDxelNvfe33rbfeMnbt2lWj7fz58w0/Pz/jlltuqbH9+PHjxvvvv19j29tvv20EBgYaixYtqrHdm/1W27hxoyHJSE1NrfX73rb1pt7anOs5rqysNHr37m106tTJOHLkiGEYp/89jRo1yggNDTX27NlzwX0DuDiMAF4Cy5Yt05dffun+evfu3crPz9ePP/7o3va73/1OKSkpddp/ZWWlbr/9dj344IP62c9+dt62gYGBatu2rfLy8hQSEqL169frxIkTSkhI0P79+7Vjxw7t3r1bDz/8sIzTc0B17NgxnTx5sk61oWFMmDBBDodDRUVFkk6PwFSfhnzhhRfUvXt3r/eZn5+v1atXq1u3bu5tLVq00K9//WsdO3ZMrVu3Vm5urjIzMzVy5Ej99a9/VVhYmLttSEiIli1bpgkTJqht27bq2LGjtm3bpuuuu07vv/9+gxyvN/XW135btmypiRMnuttmZ2fL4XDo3nvv1fPPP1/j50dGRurrr7/Wo48+qpSUFB04cEABAQH69NNPNWrUqBptvdlvtbfffluSNHXq1Av+jj1p60293vDz89PixYt1xx13qEOHDuratauysrIUFhamzz777KyzGQAuPZthGIbZRfi6tLS0Guthvfnmm+rQoYMGDRrk3jZ+/Piz1kuTTi+q+sEHH+iOO+445/6XLVumsWPH6t5773UvTrtkyRL5+/vrxhtv1H//93+radOmZ/UrKytTjx49NHDgQP3P//yPNm7cqL59+2rWrFlntY+KijprQV9P60P9W7dunUpKSmr9Xq9evc57j9/09HRlZ2dr4MCBNZb5KCgo0IYNG9S6deuzTrkdO3ZMmZmZCgwMVMeOHS+4OO/evXvd9wL2dO29c9UleX+8ntZbX/uVTi97k5mZqdDQUHXp0kWhoaHnbHvy5Ent2bNHzZo1u2DY8Wa/aWlpKi8v18CBA8+7T2/belPvmc73HFc7cOCADhw4oJiYGHXt2rXWBbgBXHoEwHowatQoDRs2TKmpqRds60nAyszM1GeffVZj25tvvqnAwEBNmjRJd9111zlvnn777bfr8OHD+vrrr3Xw4EG1adNGy5cvd8/PuhT1AQAA38Ip4Ebqiy++0Nq1azV37lwlJyefFSZXrVqlkJCQGttXr16toUOHur8+ceKE1q5dq1/+8peSpNatW6tfv37605/+pEGDBrlHEvLz87V9+3Zde+219X5cAADAfARAE2RkZOjVV191fz1//nxt3rxZ/fr1c4e1DRs26LXXXtPcuXM93u8777yjxx57TN27d1dxcbFWrFihnj176g9/+EONnzVq1Ch16dJFgwcP1qlTp7R9+3bNmTPHq/oAAIDvIgDWg3vuuee886BCQ0PVtm1bSdKLL77o3n7mjepvuOEGJSQknPdn+Pv719j24Ycfavfu3dq0aZMCAwP16KOPqkePHjXaJCUlafv27VqzZo3sdrtatmypAQMG1JgT6El9AADAdzEHEAAAwGK43AoAAMBiCIAAAAAWwxzAi1BVVaUjR44oMjJSNpvN7HIAAIAHDMNQfn6+WrZsadm1JwmAF+HIkSMeL3oLAAAal+zs7Fpv0mAFBMCLEBkZKen0P6BzLcQMAAAaF5fLpcTERPf7uBURAC9C9WnfqKgoAiAAAD7GytO3rHniGwAAwMIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAsptEEwBMnTqi0tPSS9/GkzcmTJ1VWVubVzwYAAPBVpgfAVatWqV27dmrdurWioqI0depUlZeXX3QfT9o8+eSTiomJUUpKiqKiojRo0CDt3bv3kh8jAABAY2JqADx06JBuuukmTZ48WS6XSzt37tTSpUs1a9asi+rjSZuPP/5Ys2fP1qeffqqTJ0/K4XAoODhYt99+e70eMwAAgNlMDYD/+7//q/DwcD3++OPy9/dX+/btdf/99+v1119XRUVFnft40mbfvn1q3ry5Bg8eLOn0XT1Gjx4tu93eMAcPAABgElMD4KZNm9SnTx/5+/u7tw0YMEB5eXnat29fnft40ua2225TeXm5nn32We3bt0/ffPONXnvtNT300EP1cagAAACNhqkB0OFwKDY2tsa26q8dDked+3jSJikpSfPmzdNTTz2l3r17a8iQIWrXrt15A2BpaalcLleNBwAAgK8xNQD6+fmddaq3+kKNM0fvvO3jSZt//OMfuuuuu/TZZ5/p1KlTOnnypGw2m0aMGKGqqqpaf/bcuXMVHR3tfiQmJnpzuAAAAI2CqQGwVatWOnbsWI1tx48flyRdccUVde7jSZsPPvhAI0aMcM8BjIqK0uOPP65NmzZpz549tf7sGTNmyOl0uh/Z2dkeHytwOTnuKtG8VRk67ioxuxQAQB2YGgAHDhyo9evXq7Cw0L3tiy++UOvWrdWmTRtJUllZmQ4dOuRep8+TPp60iYiIUH5+fo16qk/pRkRE1FpvcHCwoqKiajwAK1qw6aBW7TmuBZsOml0KAKAuDBPl5+cbrVu3NsaOHWts3brVeP/9943g4GDjzTffdLdJS0szJBlpaWke9/GkzdKlSw2bzWbMmTPH2Lt3r7F69WqjS5cuxsCBAz2u3+l0GpIMp9N5CX4bgO845iw2XlyZbhxzFptdCgB4jfdvw7AZhmGYGUD379+vGTNmaPPmzWratKnuueceTZkyxf39rVu3avTo0frss8/Us2dPj/p42mbp0qX661//qszMTEVHR2vw4MGaMWOGYmJiPKrd5XIpOjpaTqeT0UAAAHwE79+S6QHQl/EPCAAA38P7dyO4FRwAAAAaFgEQAADAYgiAAAAAFkMABOA11gEEAN9GAATgNdYBBADfFmB2AQB8z4TerWv8FwDgWwiAALyWEBWi1GEdzC4DAFBHnAIG4DXmAAKAbyMAAvAacwABwLdxChiA15gDCAC+jQAIwGvMAQQA38YpYAAAAIshAAIAAFgMARAAAMBiCIAAAAAWQwAEAACwGAIgAACAxRAAAQAALIYACAAAYDEEQAAAAIshAAIAAFgMARAAAMBiCIAAAAAWQwAEAACwGAIgAACAxRAAAdTJcVeJ5q3K0HFXidmlAAC8RAAEUCcLNh3Uqj3HtWDTQbNLAQB4iQAIwGvHXSUqKK1Qv6RmmtC7tdnlAAC8RAAE4LUFmw5qQ9YJhQcHKCEqxOxyAABeCjC7AAC+p3rUj9E/APBNBEAAXkuIClHqsA5mlwEAqCNOAQMAAFgMARAAAMBiGsUp4MOHD2vbtm1q2rSpevfuLX9//0vS53xtfvjhB+3bt6/WfY8fP77uBwMAANDImR4A//KXv+gPf/iDrrnmGmVlZalZs2b68ssvFR8ff1F9LtRm69at+vzzz2vs99tvv1VQUBABEAAAXNZshmEYZv3wbdu26eqrr9aiRYt00003qaioSP3791fXrl314Ycf1rlPXfZbWFioFi1a6KGHHtKTTz7pUf0ul0vR0dFyOp2Kioqq2y8BAAA0KN6/TZ4D+OGHHyopKUk33XSTJCksLEzTpk3TJ598oqKiojr3qct+P/roIxUWFuquu+661IcJAADQqJgaALdv366rrrqqxrarrrpKpaWlysjIqHOfuuz37bff1ogRI9SmTZtz1ltaWiqXy1XjAQAA4GtMDYBOp1MxMTE1tjVr1kySlJeXV+c+3u43PT1d//rXvzR16tTz1jt37lxFR0e7H4mJiedtDwAA0BiZGgCDg4PPOiVbUFAgSQoJqf32Up708Xa/b731lhISEjR69Ojz1jtjxgw5nU73Izs7+7ztAQAAGiNTrwJOSko665TswYMHJUnt2rWrcx9v9lteXq4PPvhAkyZNUmBg4HnrDQ4OVnBw8HnbAAAANHamjgCOHDlSGzdurDGS9tFHH+nqq69WQkKCJOnkyZNauHChTp486XEfT9pU+/zzz5WTk6MpU6bU23ECAAA0JqYuA1NVVaXBgwfrxIkT+t3vfqcdO3bozTff1IoVKzR48GBJ0oYNG9SvXz+lpaWpb9++HvXxpE21UaNGqbi4WKtXr/a6fi4jBwDA9/D+bfIIoJ+fn1asWKEpU6Zo3bp18vf318aNG2uEtGbNmmncuHHuizg86eNJG0kqKSlRRESEHnvssYY5YAAAgEbA1BFAX8cnCAAAfA/v3yaPAAIAAKDhEQABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAArx13lWjeqgwdd5WYXQoAoA4IgAC8tmDTQa3ac1wLNh00uxQAQB0EmF0AAN8zoXfrGv8FAPgWAiAAryVEhSh1WAezywAA1BGngAEAACyGAAgAAGAxBEAAAACLIQACAABYDAEQAADAYgiAAAAAFkMABAAAsBgCIAAAgMUQAAEAACyGAAgAAGAxBEAAAACLIQACAABYDAEQAADAYgiAAAAAFkMABAAAsBgCIAAAgMUQAAF47birRPNWZei4q8TsUgAAdUAABOC1BZsOatWe41qw6aDZpQAA6iDA7AIA+J4JvVvX+C8AwLcQAAF4LSEqRKnDOphdBgCgjjgFDAAAYDGNYgRw6dKl2rx5s5o2bapf/OIXat68+SXp40mbnJwcLVq0SA6HQ4MGDdKAAQMuyTEBl6vjrhIt2HRQwzonaNWe45rQu7USokLMLgsA4AXTRwDvuOMOTZkyRS6XS0uXLlWXLl20Y8eOi+7jSZsVK1aoffv2Wrp0qSorK/WnP/1Jc+bMueTHCFxOFmw6qOU7j+o387/X8p1HuRAEAHyQzTAMw6wf/uWXX+r666/XDz/8oKuuukqGYWjkyJEqLy/X6tWr69zHkzY5OTnq0KGDHnjgAT311FPu/e/du1edOnXyqH6Xy6Xo6Gg5nU5FRUVd5G8D8A3HXSV68P+2Kje/VLGRwXrptp6MAALwKbx/mzwC+Omnn6pnz5666qqrJEk2m02TJk3SmjVrdOrUqTr38aTNBx98oPLyck2fPr3G/j0Nf4BVJUSF6KXbempU95aEPwDwUaYGwIyMDKWkpNTYlpKSIsMwZLfb69zHkzabNm1Sr169dOzYMT3zzDN6/vnnlZaWdt56S0tL5XK5ajwAK6q+CpjwBwC+ydQAWFhYeNbQa3R0tPt7de3jSRun06mjR49q5MiROnnypH788UcNHz5cjz322DnrnTt3rqKjo92PxMRETw8VuOxwNxAA8F2mXgUcEREhp9NZY1teXp77e3Xt42kbu92ujIwMtW/fXpI0aNAg3Xrrrfrtb3+rtm3bnvWzZ8yYod///vfur10uFyEQllV9NxBJrAkIAD7G1BHAzp07Kz09vca29PR0+fv7q0OH2t9QPOnjSZsuXbooJibGHf4kqU+fPpKkzMzMWn92cHCwoqKiajwAq6ke+RvWOUHDOidwNxAA8EGmBsDx48drx44d2rhxoySpqqpKb7/9tkaMGOEOV9nZ2Zo+fbqys7M97uNJm1tvvVVOp1Pbt2931/P111/L399fnTt3bphfAOCDqkf+Vu05zjxAAPBRpp4Cvu666zRt2jT9/Oc/19ixY7V7927t379fa9eudbc5fPiwnnnmGd18881KTEz0qI8nbbp166Ynn3xSgwcP1vjx41VYWKhPP/1Uzz33nFq2bNmgvwfAl3AfYADwfaauA1ht3bp17jt2jBkzRk2aNHF/78iRI3r//fd155131ghm5+vjTZsffvhB33zzjcLDwzVgwIAap4QvhHWEAADwPbx/N5IA6Kv4BwQAgO/h/bsR3AoOAAAADYsACAAAYDEEQAAAAIshAAIAAFgMARAAAMBiCIAAvOJIz1LaxAdk/+IbpU18QI70LLNLAgB4ydSFoAH4HvuceYpd86VKN6xTbHGR7JLi3nvZ7LIAAF4gAALwSsrM1NOhb8J4ORYsVMrMVLNLAgB4iYWgLwILSQIA4Ht4/2YOIAAAgOUQAAF4pfoiEC7+AADfxRxAAF6pvgiEiz8AwHcRAAF4pfoiEC7+AADfxSlgAF6J65ikfv8e+eNUMAD4JkYAAdQJp4IBwHcxAgjAa470LMmVrxO9+nEqGAB8EAEQgNfsc+Yp9vs0GVGRiuuYZHY5AAAvcQoYgNe4EAQAfBsBEIDX4jomMe8PaAQc6VnKnD5bhqSUp2cxIg+PEQABAPBR9jnzlLJ6iQxJ9jmRfDCDxwiAAAD4qJSZqcp05Z8eAWRKBrxAAATgFUd61ulRh5mpnG4CTBbXMUlxi941uwz4IAIgAK+w/h8A+D6WgQHglZSZqTrRq5/kyucuIADgowiAALwS1zFJRlSkYr9Pk33OPLPLAQDUAaeAAXiNdQABwLcxAgjAa3Edk9TvvZe5CAQwmSM9S2kTH2A6BrzGCCAAAD6Ki7JQV4wAAgDgo1Jmpip38Aj3dAxGBOEpAiAaVPUfJ/sX3/BHysfxRgOY76fTMdwjglyghQvgFDAaVPUfp9IN6xRbXMRpCx/GqSeg8eECLXiKAIgGVf3HKW7CeDkWLOSPlA/jjQZofOI6JvGBDB6xGYZhmF2Er3K5XIqOjpbT6VRUVJTZ5TRq3D4MANBY8P7dCEYAnU6nnn/+eW3evFlNmzbVlClTNHjw4Ivuc6E26enpuvfee8/a96uvvqouXbpcmoOD2/lOFxIOAQBoWKYGwPLycg0ZMkSBgYH6r//6L+3cuVPDhw/XP//5T40aNarOfTxpk5+fr7Vr1+qzzz5TRESEe/+tWrWq/wO3oPOdLmQuGQAADcvUU8AffPCB7r77bh0+fFhxcXGSpKlTpyotLU07d+6scx9P2mzevFnXXHONTp06pSZNmtSpfoaQLw1GAAEADYn3b5OXgfnyyy/Vr18/d0iTpJtvvlm7du3SkSNH6tzHm/1OmjRJo0aN0iOPPKIDBw5cysODh7irBAAADcvUAHjgwAFdccUVNbZVf32uMOZJH0/3O3jwYN1yyy2aPHmy7Ha7unTpom3btp2z3tLSUrlcrhoP1K629f5qWzeOteQAAGh4ps4BLCsrU2hoaI1tYWFh7u/VtY8nbbp166bVq1fLZrNJksaNG6frrrtOjz76qL788staf/bcuXP15JNPenx8VlY9r6/82zVKyT2iTFe+jKjI03P9XPmyR0WenhfI/D8AuCSYTgNvmBoAY2JidOLEiRrbqr+OiYmpcx9P2oSEhJy17+uvv14vvvjiOeudMWOGfv/737u/drlcSkxMPGd7K6u+6MPv6FE1yz0i44xtNle+mv079LGWHABcGnyghjdMDYA9e/bUhx9+WGPbd999p7CwMHXs2LHOfeqyX0lyOBy1BsNqwcHBCg4OPu8x4bTqxUh/+on0XNsAABeHD9TwimGi3bt3G/7+/sZ7771nGIZhnDp1yujYsaNx9913u9vs2rXLGDRokLFr1y6P+3jSZv78+cbBgwfdX2/evNmIjIw0/uu//svj+p1OpyHJcDqddTh6AABgBt6/DcPUi0A6d+6sN998U9OmTVO3bt3Utm1bNW/eXC+88IK7jcvl0tq1a90XXHjSx5M28fHxGjFihDp37qwrr7xS1157rSZNmqQ///nPDfcLsAAu8gAAoPFpFLeCc7lc2r17t5o2baoOHTqc9b0tW7bo6quvrrFWz/n6eNrGMAzZ7XYVFhYqJSWlxoLQntZt9XWELiRt4gOKXfOlcgePUL8zTv/GTRgvx+vvyiYp+elZTFgGADQY3r8bSQD0VfwDujD7F9+o9MFUBb80Tyk3DHQHwrLQMMUdPSCbJPvY29WPeYA+hasNgcbJkZ4l+/TZfLi+AN6/G8G9gHH5cqRnqXzafWpx/KBypt0nx/LF7knKYQP668ScP8uV0okJyz6Iqw2BxqX6Q5lc+UpeveT0h+s5kbw+cU6mzgHE5c0+fbZaH7IrvLhQsccPnT71+++7fhR9u14BFeWqatGCT6g+xJGepbSxkxWQmamKgEDFTRhvdkmApTnSs7Rh7GTljrxJ8SuXyiYpc+gYZQ4dw4drnBcjgKg3NkmlgUEqDAnT/r5DavwxYrkC32SfM0/Jq5corLRYRcGhylywUCk3DDS7LMCy7HPmKWX1EtmqqnT8inac9oXHCICoN8lPz9LR3T8oJN951kgf6//5ppSZqbK78uVXWKCq8AgCPGCylJmpyjp6VFH2vQp+6fRZlp/OvQZqwylg1Ju4jkmKX7JQOcNvrBEUzlwahmVifJfN7AIAyLn/kBI3f6uQQpccCxZKksqn3af29u0qn3afydWhMWMEEPXqpyN9jvQs5YwZr/h8p+z/3sbFBL7DPn22rlr6fwqsLJcrNFL7ophkDpip9MFUXZF/SqciYxQ3YbzSJj4g/5atVXY4U66UTmaXh0aMEUDUq5+O8GXd/5ja7t+jSv8ApcxMVcrMVOUOHsGpRB/hV1igwIpyyTB0qmkCzxtgsopHHtWpyBg5np0nx4KFil3zpSrj4rXjtilKeuUZs8tDI0YARL3KnD5b7T/5QLkjb5IjPUtR9r0KqiyXbLbTSxZI6vfey0xa9hFV4REqDwhUeUCQcnv143kDTFb07XqVhIQr4LlnFTag/+k1Vu+dzN9VXBABEPXKkBRaVqLWh+yyT5+twFf/JnubzpJhqOUXi5UzZjzz/3xIytOztP3G27TjxtuU8vQss8sBLC9uwnhFFOQpKXOXWjw0TeF5J1T6YCp/V3FBBEDUq5SnZ+lYbEsFVJTL35GjlBsGKm/AYIUUFSjhxBG1PLhPmdNnm10mPBTXMUn9Fr2rvoveZXQBaAQcCxYqorhQIZVliiwuUIzzhMLyTrjPsADnQgBEvYrrmKSykDDZbFLkkYOSTi9bEGBUyr+qSmFlJeJehABQNykzU3WoeRsVBwQrPzRCrvBoBZeXKmxAf1ZYwHkRAFEvzrz4I/DVv2lfylUKfPVvkk6HQsez83Qisql+6DeCU4k+hqV7gMbl5M/664dRE3T0xVcVWFmu0OJCJfzXA4pfuZSRQJwTy8CgXpx5r9h+770spW9xf8+RnqWA555VYXiUKuPilTl99um7grCCvU/gPsBA45H5wGPq9vVS7b5msILm/FlRhS4FVFXKsPnpRGQrrtTHOREAUS9+eqs3+xffqHzafXKldFJVeIQS8p0qjoyWTVLy6iUyxI3LfQW38QMajyb79iq4vEzJW9cpujhf5TZ/ZSe0VqV/gArjWsg+fbbEh2vUggCIenHmAtCO9CyF/epWxZ1yqOyQXdmtUnS8z0ClPD1LwfsP6cQPm5XXvhOBwkfEdUySc8J45YwZLye3mgJMFfDq35TxYKqaH8yUv2Go0iadSOqorpvWqO1hu8oDgrRdUtyid80uFY0McwBRr6rv/GFIKgkKUU5MvBKO/qh2a5bKuf+QHAsWyr+iXEbzFnxC9SGlD6aqXdZulT6YanYpgKVFt2ul/C7d5YqMVqXNT0VBIWqWla6Q8lL37Rq5bSNqwwgg6kX1zcjz2yYrPt8pm6ScZs1VFhKmsBNHFFFSpBMPpiplyUJOJ/qg4Jfmaf+/bzYPwDz2OfPU/st/KrS8RNmxVyi8pFBNTjlUZbPpVHgTZQ4bw4V2qBUjgKgXFdPuU8d9P+jKNZ+rStLhLr10IqmjAirKtaPH/1Nmuy4qmjhZJ0beJNuxo2aXCy+l3DBQ8UsWyrFgIVcDAyaKmzBeVf5+8q+sUGLuYcXkn1RoRZkcTeLk+niR+rFmJ86BEUDUC1fL1rLt36XQ8hK1Pn5Q0QV5Kg8IVJP8PJWFhqnZ8sWK6tdfcaccKj2cqR1zWnABiI/hamDAfI4FC9WkqkqBVZXyk6FKm5+OxF4hvfuuotu1UtrEB5QyM5UQiLMQAFEvKuPiVRoQpICqCh1u1lJVAYEKLCtWfkiYnDeOUUy//rJVVaokOER7fnYdp4B9jCM9S3Ll60Svfjx3gIlSZqYq8+hRtfh+vRLyclTiH6DmJ49q119eUemBTMXnO/mQhloRAFEvUp6epe1FBWqyb6/y2nfSlWs+V2h5iUoCgtXtb88ptKxEJYFBKg0KUVV42OnFSvmU2ug50rNknzNPNle+Yr9PU+7gETxngImc+w8pcfO3CikuVn5ohKpsNkWUFKld2lcqDwxURFGBCgb0N7tMNELMAUS9iOuYJKN5CwWVFKnpnh0qCgxWaUCQCoNCFFhVIcPPppzYljL8/NRk397TpxJZsb7Rqz7ta0jKHTyC0T/AZKUPpiom/5TKgoP1Y6ceCisrka2qUhElhYoszFdQRbkCnnvW7DLRCDECiEvOkZ4l+/TZCslMV8vjB1Xq76/QygqdCovSge79lLxlnSr9A3SqZWuVnwxT6czHVfTtesKEDzhzEWhG/gDzVTzyqJwPP6DslK7qtHOTwsqKVeYfqMLgUP3YuYdaZu5RxSOPml0mGiFGAHHJ2efMU/LqJbpqxwYFV1UosrxU/lWViigtVlVcvI4lJsvPqFKnHRvVLPeIir5dr37vvUyg8AFxHZPczxX3BAbMV/TtegVUlOuqbetUJZvyg8O146kXtG/4zYo4kavikHAVfbve7DLRCBEAccmlzExV5tAxOtyspQydXoS0yuanXb2HKPnpWQp+aZ5ONk2QIzpOp6JjFTagP0HCB7mvAubUPWCalJmpyo1vpcLAMOU2ba4jLdspKD5OUbt/UEihSyWR0ZxdQa0IgLjk4jomqd+id3X06n4q9Q9SuV+ACoLDVBUXf3rkaMFCxeQ5FOd0qIkzVwHPPUuQ8BFnjvqlzExlHiBgsriOSWq2fLHSb52o8pBQtcnep7hHUxWRd0JB5aUKfmkeZ1dQKwIg6k1VeITywyJ0ML61giorlPCvr7Q36UqFDeivzKFjtGvQjcocOkbBL80jSPgIRv2AxqX6yvy4CeOV176TDia21+GHH1dwSbFCSorleJ17AKN2XASCemH/4hs127xe+RFN5F9RocCKMiXmZstw2LT/qT8qIDRMwS/NU8oNA+VIz5LD7ILhkbgJ41X+7Rr5HT0q+/TZit/4jXI2rJOWLGSUATBB9Yey8m/XKCXnkPKimirxmacUXlyg8PISBR06YHaJaKQIgKgX5dPuU4dD+2TIUFlAsCSbDEnO8Cg1OZWjyCMFyr91rPbGtpQzpZNi9+5gsVIf4FiwUMm5RxSbe0RZfYcovNClGGeu0qfPVtwiRhqAhlZ9Zb5/ZqaSDuxVVJFLNkl+RpUkqfXuLabWh8aLAIh64UrppMof90g26UjsFfKvrNAVJ44oL7KpgstLFVVcoMhCl2LzTyqrpEiO4TdyCtgHpMxMld2VL5skW2GBooryFVBVIb/CArNLAywprmOS4t57WRvGTlZ+aIScUU0VXuhSk/xTCjYq5WcYcqRnMUKPszAHEPUi6ZVndKBViipsATICA1UZECD/qkrJJhVExagoKFSVfv4yZJMREMgyMD6i+gKfvovelWGT/CvKJUmGzeTCAItypGdpw9jJUlGBMvsPU06fgSr4xyc63LytKiWFlZXIPn222WWiEWIEsLEqK5JyM8yuos4CTh5WQLwhm+GneP+jqgqwqbJFgMo6xynUeUo2w6ZDiZ2V+GOGyttH61TaUsW0ucLssuGhUwcOq2XOFvm18FeFv7/CmpVLR7aZXRZgOUeff04ddyyXqqpU6e+vgIoKnfrDepUmR8rP8FOAqhShI779+oztIAWFmV3FZcdmGIZhdhG+yuVyKTo6Wk6nU1FRUZd250e2SW8MurT7BADA19yzVmrZ45Lusl7fv32E6SOAu3btUmpqqjZv3qymTZvqnnvu0WOPPXbRfbzZ7+7du3XttdfK399fubm5l+zYLkpsh9P/6H1UdtoWVcx9RgWJbdXkjl/q1CdLlPztlwqtKFWlzaaC4HCFlxXLZhgqDgzSibhWavLKXxgFbOS2P/GcmmzeoLzOV7q3Jd4/lecNMNGO+x5Tp01rZKuqlGRTeUCg9re/SvHZmTqW0kVX/Pdjvv0aje1gdgWXJVMD4KlTpzRkyBDdeOONeuedd7Rz507deuutCgoK0kMPPVTnPt7st6SkRLfddpv69OmjdevW1fsxeywo7JJ/4mlIh5a8o+SMXEXuzdHx3Q61WLJQGeNvV/edG+QnKdxWqCqbVBoYJJthyFZSor3/s0L9uAq4UWvx8GzZ58xzX7BjnzNPFU07Sy2ZvwmYJfj7A/I/Uq4qSeX+QcoPC1NhWaz2deuilKdnKYb51aiNYaK//OUvRmRkpFFSUuLe9vjjjxstWrQwKisr69zHm/3ee++9xm9+8xvjlVdeMcLDw72q3+l0GpIMp9PpVT8r2Ld8rZGe2NE4HhFj7I9vbay/834jvVUHo0I2o8TmZ5Ta/IwS/wCjUjLygkKMnR16Gjl7M80uG15Yf+f9RkZiR2P9nfebXQpgaRuGjzcKA4KNnPAmxr4WSUZhQLBRYvM3ToRG8bf1HHj/NgxTrwJet26d+vfvr+DgYPe2oUOH6ujRo8rKqv2+sJ708XS/n3zyib7++mu98MILl/rQLC/39XfV8vhB+VdWqiw4VE2+XSNX8ytUHBSiQ83byRUWperZp37yUzwLCfsE+xffaG/Sldpw/S8UN2E8d3ABGoGQW8ep0t9fgeVliirIk6TTF4RUliss7wR37kGtTD0FfPToUaWkpNTYFh8fL0k6duzYWd/ztI8nbQ4cOKBp06Zp2bJlCgvz7Oqi0tJSlZaWur92uVwe9bMiQ1JZQKDKA4LkV1GudoftcuYc0pH4ROW1SZEjPEyBJ0/oiowdOv7CK+pO+PMJ5dPuU4f9u1RyyK7tzVtwyh4wmSM9S3GPpiqktFg2m035Nj+5wqPkioxRcFmJipo040MaamX6OoB+fn61fm2c5+JkT/qcr41hGJowYYJ+//vfq1evXh7XOnfuXEVHR7sfiYmJHve1mrh7J6skOFQlIWGSbLIZVQorLVLLnGy13b5BkT9mKur4Ee2/eYK6T7nN7HLhIVdKJ5UEButwQmveVIBGwD5nnir9AlQSHKodXXurPChIwaXFkqRj3XvL1aW7yRWisTI1ACYkJMjhqHkX2JycHPf36trnQm1KS0uVlpamJ554QiEhIQoJCdFDDz2kwsJChYSE6K233qr1Z8+YMUNOp9P9yM7O9vKIrcPx+rsKKitVcXiUTnTrqbywaB2Paa6ioFD9eFVfBb80j9OHPijplWe0fcJUxaxarriOSXKkZylt4gNypNc+ZQNA/UqZmSpXs3jlNG2ukMICRRYXKKqkQAmOw0rc/K3iN37DKWDUytQA2K9fP61fv17l5eXubWvWrFFsbKySk5Pr3OdCbUJCQlRcXKy8vDz347nnnlN4eLjy8vI0efLkWn92cHCwoqKiajxQO5skw89P+S1bK2bvDp2MiZdsUrOCU2qWlS7HgoWKmzBe9jnzCA8+JK5jUo27ttinz1byog+504CPIbhfXvK7dD99B5CWrRVUUS6bpJDyEoUWFao8JIwP2qiVqQFw0qRJkqRHHnlE+fn5SktL0yuvvKIHH3xQ/v7+kqRNmzYpJCREmzZt8riPJ22qR/6qHwEBAe7t1W1Qd8lPz5J97O2KOnJQ7Q7b1TInWxGFLtlk6IpjP6rFF4tV+mCqYtd8yadTH+RIz1La2MmK/T5NfpVV4k5wvsU+Zx6vvcuEfc48Nfs+TYqKVEVcvEoDglQlm6psfgqrKFFe+05cYIdamXoRSHx8vFasWKFp06apSZMmio6O1j333KOZM2e621RVVam0tFRVVVUe9/GkDepX9Q3K7V98o/333KOQonzFnjp9Wt7fqFJQeakqXponx4KFfDr1QfY585S8eon8qqp0vFU7JT89y+yS4IWUmamy//u/8G3Vz2XchPFyvP6udgweLVtRkdpu36CA8gopLMLsEtFINZpbwVVVVZ114YZ0+qKN0tJSBQcHy2azedTH2zaSVFlZqYqKihpLx1wIt5LxTNrEB3T1/NcUWFUhQzadiIzRgav6SpKiD9h1qvNVSnrlGT6l+ghHepbs02fL35GjqCMHFfDq35Ryw0CzywIsy5GepdyRNyku55CyevRX653fKbi0WMdatFXs8sX8ba0F79+N4CrgaucKaTabTSEhIWeFv/P18baNJPn7+3sV/nBhP7z1fzrStLkCOrbXD/1GKDeiqbb+7Dq5Ipqoe9oKdU9boaTD+9R17VJORfkQ+5x5iv0+TVFHDqpZ7hHlvv6u2SUBlmafM09xOYcUWlaizt99rVjXCUWWFCqgovzCnWFZjSYA4vIT92iqEk7l6Irn/6ze65bKtvk7hZ9wqPWxA/KvqlJBUKiKA4K1r0MP2Vz5TEj3ESkzU5U7eIRcLRMVVlKkppvX89wBJkqZmarM/sNUGByqKqNKlX5+KvcL0BVH9+vEyJt4faJWBEDUG8ez83QiMkZFweGyf/GN+1NqhV+ATkTGqCIgUAGVFeq8Z7Oar/+KUUAfUX0lcFVcggybTU1P5fDc+SCuBL68NNu5Rc0K8hReXiJDNlX4+8tmGGr34x5l3f+Y2eWhETL1IhBcvhzpWSr56JPTI0T5p5R723gVPv+yHN+ukSulkySp/bdfymazySYpqLyUCek+oHr+n01S6I3X6+j3aTIMQ3ETxptdGrxknz5byauXyO7KV9wiTuP7Mvv02brm6H75yZAhya+yUgGyyVZZqQAZapu2+vQdQ5gLiDMwAoh6kTl9tnqs/qdCy0tPB7zSUgU896wCKspVFR6hKPteVfn7aXvf4bInd1PR3z/ij5MPqL76N3n1EgXN+bNaHD+opqdy5Fiw0OzS4CXbGQ/4tgBHzum1VyWV+wXI8PeTDEN+fjYZMhRQWckoPc7CCCDqhSGpIDhMVTY/FYeEKaSsWEUTJ8v13RbF/LBZwYUuOeJbqSouXvFvv0L48xFxE8brxBmjuCU5h+SIb8XorQ9KfnqW7HMiee4uA9EH7JKkE+FNVOkfoCYFebLZpKKAYJUFhSir3xCeZ5yFEUDUi7h7J+tYYrL29+yvhLwcxRQ61enJ6Wq2eb0i8xxq6jyhgpatlbD+K5X36y/7F9+YXTI84Fiw0D2KWxUeIfvwm1lmwgc50rNknzNPKTNTee4uA6c6X6XioBBl9R+mgn98opPRzZQTHaeisEjlRzSR0bwFzzPOQgBEvXAsWKig4iJFHjmoguAwVdr8FFJWrCuOH1REUYGCKsqUuPM7hZYUKSb/lEofTDW7ZHig+grgAEeOrlz2D9kKC3hj8UHcCeTy0uz39+tA205q9vv7lXLDQBX9/SPlxybI8ew85Qy/kdE/1IpTwKgX1avThw3or2PPPauiiZMV8dYbcqV0Usit4xT3aKrKAoN1vHtvRRzIVPBL88wuGR6ovsPLnqQrFVxRpij7XrNLQh1wJ5DLhyM9S6UPpiok36mcBQuVcsNAORYsVGxxkVzfrle/9142u0Q0UowAol5ULxVSvHSF4o8eUOV3WxS7fLGqWrSQJLmaxOlYj95q9vv75er7/xTdrpXJFcMbga/+TRkpVynw1b+ZXQrqoPr1yeit78ucPlstDmUqvCjffTV+9Ug9AR/nwwgg6pXx74d/9o8K6n6VWodGKOIf7yioslyVgYFyvP4uS1H4oJQbBkrpW8wuA7A8Q1JQRbmqbH6n761+w0D3SD1wPowAot7Yv/hGTX7YrP19hyjRvkuRpYVqln9SzvBoOcOjld82WX6FBSxF4YMc6VlKGztZG8ZOZiFhH8VC0JeHlKdnaefPf6l9w29mxA9eIQCi3pRPu0/JB/Yoyr5X2Y/OUn5wuL7/9X3Kj01QdrdrlJT2lQybZB97u5KfnmV2ufBC5vTZunLZP5Sy8p9cSOCDHOlZyhkzXgkruQ+3r4vrmKS+i95VytOzZJ8zj0APjxEAUS8c6VkKqChXhZ+/gkqKFPHWGzrRNEFN1q9VUHGRIo4clF9VlZrt2SG58s0uFx44c9TPVligksBg1gD0UfY58xSS71RxZDTP32Witiu7GeXF+RAAUS/sc+bJv6JceZExinaeVFzOIRVHRiv4pXnKHTxCga/+TcevaKeYE8dPzwFkFKLRO/MuIFXhEdo37tesAeijUmamKmf4jYpfspDn7zJR24UfLPeD8+EiENSL6mUm4iaM18HX35WKCqSwCMW3a6WU916W/Ytv5F9erqye/VUZF88ohA9ImZkquytfNp2edxTXMck9wsCCwr6FiwQuP7U9p3ETxqt0wzru1Y1aEQBRL6r/GDnSs+SIipQkxX6fpv13/07lu7dIweFqk3tIp/IcCkxbT3jwAXEdk2pcqe2eR5bvPB32CRRAo1B9pxe58hVbXOS+Ohg4E6eAUW8c6Vk6MfImtV/4gfwKC5Q7eITabt+o5qeOq0n+SZ2KjFGFzV85Y8YzR8UHMY8MaJyqT/3aJNYDxDkRAFFv7HPmKTbnkELLSxRl36u4CePlCm+iCr8AZfXor8C09cqPTVBIvpM5Kj4obsJ4lfx7XicjuEDjUT0fMPbeyWaXgkaMAIh6kzIzVfbhN+tgqxQFlxSp9MFU2WxSZptOqoqLlyTFL1nIvSp9VPX9nh0LFppdCoBa5L74ipIXfSj79Nlml4JGiACIelO9PlXgq39TcWS0Kh55VDnDb5Sz+8/U7Ps02efM45ZUPsqRniW58nWiVz/Cuw9ieZDLm33OPMWvXKq2G9fKr7KKhfZRKwIg6l31SFHRv29Mnvz0LOal+Dj7nHmK/T5NRlQk4d0HsTzI5S1lZqpKIqNVGhyq463asdA+akUARL04c4Thp+tTxXVMOn16mFXrfRY3m/dtYQP6K7wgT2ED+ptdCupBXMckxS9ZqCM33MRajzgnm2EYhtlF+CqXy6Xo6Gg5nU5FRUWZXU6jkjbxAcWu+VK5g0eoXy3Lg6SNnazk1UuUOXSM+p2xtAiA+rer49VKytylU1ExLMN0maleAoa1Oc+P929GAFFPLjRC5FdYoLDSYvkVFjRsYQAU/NI85YdGqEl+nrLuf8zscnAJcXofniIAol5c6OKOqvAIFQWHShKT0YEGlnLDQJ2Ia6nAqgpF2feaXQ4uIaZnwFMEQJgi5elZyhx7u6rCI/i06mPOnN/J1aS+K/DVvykj5SoFvvo3s0vBJVT94VviwzXOj1vBocE40rOUOX22DJ0OgP3+fau46vkq8A3uU0z//rr6/7kVnG9JuWGglL7F7DJwiVX/TbW58hX7fRqvTZwTARANovq+sSmH96vKz0/2OZGK+/cpYv44+ZaUmamy//u/kmr8P3wDFwpcvqo/oOX26sepYJwXARANwj5nnuLznXLEt1Je958pbEB/7ep4tYJfmsdNyn1MdWgnRPiuM0dx+QB2eTnzAxqvS5wPARAN4sw/Sp07JmlXx6vVLmu3Dt1zj3aFhhEEfRAhwnf9dBQXlw/OqsBTXASCBvHTq4KDX5qn/Uld5FdRrg727Sqfdp/JFcJbcRPGqyw0THETxptdCrzELRitgYu0cD4EQDSIn/4hSrlhoLqmb9HJpE6qstmU37K1yRXCW47X31Xc0QNyvM5C3kBjxJqAOJ9GEQDLysqUnp6unJycS9rHkzalpaXKyMiQ0+n0qmZ4xz5nnhJWLlXOmPE1Po1WxcUrPzhCUUcO8inVR1SHeX9HDot5A40YawLifEwPgJ988olatGihoUOHqnXr1ho7dqyKioouus+F2hw7dkx33323EhISNHr0aDVv3lw///nP5XA46uU4rS5lZqqKI6MVlneiRghMfnqWjrdqp6CSIj6l+ojqUYUmB04vBGPYTC4IQK041Y/zMTUAZmVl6Ve/+pWefPJJHTp0SAcOHNC2bdv02GPnvjWRJ308aZORkaHrr79eubm5Sk9Pd7d76KGH6vWYrar65uRFTZopNN/pDnvV248Pv5FPqT6ielThVOerVBwcKoVFmF0SAMBbholmzZpltGjRwqiqqnJve/75542IiAijtLS0zn3qsl/DMIwpU6YY/fv397h+p9NpSDKcTqfHfawuZ2+msf7O+42cvZm1fg3fwXMHwFfx/m0Ypi4D8/333+uaa66Rzfafc0j9+vVTQUGB9u3bp65du9apjzf73b17twoLC7V161YtWrRIb731Vj0dLaSzlyiwT5+t5NVLZHflK24RFxP4EpabAADfZWoAPHHihLp06VJjW7NmzSRJubm5de7jzX4feughHThwQPv379eECRM0bNiwc9ZbWlqq0tJS99cul+ucbeEZ2xkPAADQMEydAxgYGFgjUElyfx0YGFjnPt7sd8WKFdq7d68OHjyoXbt26bbbbjtnvXPnzlV0dLT7kZiYeKFDxAUkPz1L9rG3K/npWWaXAgCAZZgaABMTE3X06NEa244cOeL+Xl371GW/CQkJuu+++7R8+XKVlZXV2mbGjBlyOp3uR3Z29vkODwAAoFEyNQAOGTJE69evV15ennvb559/rpSUFHdQKyoq0rZt29xLuHjSx5M2Px0hlKSDBw8qPDz8nKOPwcHBioqKqvHAxbFPn63kRR/KPn222aXAC9xhAGjceI3iQkydA3jHHXfohRde0Lhx4zRjxgzt2LFDr7/+uubPn+9us337dvXr109paWnq27evR308afPQQw8pOjpa1113ncLCwrRu3TrNnTtXs2bNqnHxCOoXcwB9E/cBBho3XqO4EFNHAENCQvT111+rc+fO+sMf/qCVK1fq448/1i9/+Ut3m/DwcHXv3l3h4eEe9/Gkzbx583TFFVfo5Zdf1syZM7Vnzx59/vnnmjlzZsP9Aizop59KmQPom7jDgG9jdOjyx2sUF2IzDMMwuwhf5XK5FB0dLafTyelgD6VNfECxa75U7uAR6senUsAUG8ZOVvLqJcocOkZ9WX4JFsT7t8mngGE9KTNTZf/3fwGYpKhAoaXFUhH3cQasigCIBsXiwUAjEBbBbfwAiyMAAoDFJD89S/Y5kYzEAxZGAAQAi2EkHoCpVwED8D1cQQoAvo8RQABeYX0xAPB9BEAAXuFKbgDwfQRAAF5h/hgA+D7mAAIAcBlhni48wQggAACXEebpwhMEQAAALiPM04UnCIAAAFxGmKcLTzAHEIBXmF8EAL6PEUAAXmF+EQD4PkYAYSpGk3xPysxU5Q4ewfwiAPBhjADCVIwm+R7mFwGA7yMAwlRcrQYAQMMjAMJUjCYBANDwmAOIBsWcPwAAzEcARINyz/mbM8/sUgBLO+4q0bxVGTruKjG7FAAm4BQwGhRz/oDGYcGmg1q157gkKXVYB5OrAdDQCIBoUMz5AxqHCb1b1/gvAGshAAKABSVEhTDyB1gYcwABAAAshgAIAABgMQRAAB7jylEAuDwQAAF47M1vs/T3jQf15res4wgAvowACMBjtp/8FwDgm7gKGIDHpgxIUnhwAEuHAICPIwAC8BhLhwDA5YFTwAAAABZDAAQAALAYAiAAAIDFNIo5gHv27NGWLVvUtGlTDR48WCEhIZekz4XalJSUaOPGjTp69Kjat2+vXr16XbJjAgAAaKxMD4BPPPGEXnjhBQ0dOlT79u1TeXm5vvrqKyUmJl5Unwu1+eijjzR9+nQlJiaqRYsWWrNmjbp166YlS5YoPDy83o8b8EXHXSVasOmgJvRurYSoC39QAwA0TjbDMAyzfvimTZvUp08frVy5UsOGDVNZWZkGDBigVq1a6ZNPPqlzH0/aLF++XD179lTz5s0lSbm5uerWrZumTp2q2bNne1S/y+VSdHS0nE6noqKiLsFvBGjc5q3K0Ko9xzWscwJXAwPwWbx/mzwHcMGCBerYsaOGDRsmSQoKCtK9996rzz77TAUFBXXu40mbkSNHusOfJMXGxqp3797atWtXvR0v4Osm9G6tYZ0TWAcQAHycqQFw586d6tq1a41tXbt2VXl5uTIyMurcpy77dTqdWr9+vXr06HHOektLS+VyuWo8ACupXgeQ078A4NtMDYAul0sxMTE1tjVt2tT9vbr28Xa/VVVVmjRpkiIiIvTAAw+cs965c+cqOjra/TjfPEUAAIDGytQAGBoaqvz8/Brbqr8ODQ2tcx9v9msYhqZOnaq0tDQtX75cTZo0OWe9M2bMkNPpdD+ys7MvcIQAAACNj6lXAaekpGjHjh01tu3fv1+SlJycXOc+nu7XMAzde++9+vzzz/XVV1+pc+fO5603ODhYwcHBFzosAACARs3UEcDRo0fru+++k91ud2/7+9//rn79+ik2NlaS5HA49NZbb8nhcHjcx5M2hmHoN7/5jRYvXqyvvvrqrDmDAM523FWieasydNxVYnYpAICLYOoI4JgxYzRy5Ehdf/31mjp1qnbs2KHly5frq6++crfJzMzU1KlT1a1bN8XFxXnUx5M2f/zjH/XGG28oNTVVaWlpSktLkyTFx8drzJgxDfdLAHzIgk0HtWrPcUliGRgA8GGmBkCbzabFixdr/vz52rx5s5KTk/XDDz+offv27jbx8fG6++67FR8f73Efb/abn5+vDRs2uLcnJycTAIFzGNY5QRuyTmhY5wSzSwEAXARTF4L2dSwkCathIWgAlwPevxvBreAA+I7qBaBZCBoAfBsBEIDHqheCBgD4NlOvAgYAAEDDIwACAABYDAEQAADAYgiAAAAAFkMABAAAsBgCIACvcDs4APB9BEAAXqm+HdyCTQfNLgUAUEesAwjAKywGDQC+jwAIwCssBg0Avo9TwAA8xvw/ALg8EAABeIz5fwBweeAUMACPMf8PAC4PBEAAHmP+HwBcHjgFDAAAYDEEQAAAAIshAAIAAFgMARCmYlkRAAAaHgEQpmJZEQAAGh5XAcNULCsCAEDDIwDCVCwrAgBAw+MUMAAAgMUQAAEAACyGAAgAAGAxBEAAAACLIQACAABYDAEQAADAYgiAAAAAFkMABAAAsBgCIAAAgMUQAAEAACyGAAgAAGAxpt8LuLKyUvPnz9fmzZvVtGlT3XHHHWrfvv1F9/GkTVVVlZYtW6bPP/9c11xzje6+++5LfnwAAACNjakjgIZhaMyYMXrqqafUsmVL2e12de/eXRs3bryoPp60OXDggFJSUvTaa6/p66+/1po1a+r1WAEAABoLm2EYhlk/fPHixRo7dqwyMjKUkpIiSRo3bpyOHj2q9evX17mPJ23y8vLkdDrVpk0b3XDDDYqNjdX8+fO9qt/lcik6OlpOp1NRUVF1+h0AvuS4q0QLNh3UhN6tlRAVYnY5AFAnvH+bPAL42Wef6ZprrnGHNEn61a9+pbS0NOXm5ta5jydtmjRpojZt2tTHYQGXrTe/zdLfNx7Um99mmV0KAOAimBoA7Xa72rZtW2Nbu3btJEmZmZl17lOX/XqitLRULperxgMX77irRPNWZei4q8TsUnABtp/8FwDgm0wNgMXFxYqMjKyxrfrr4uLiOvepy349MXfuXEVHR7sfiYmJdd4X/mPBpoNatee4Fmw6aHYpuIApA5L0qz6tNWVAktmlAAAugqkBMCoqSqdOnaqx7eTJk+7v1bVPXfbriRkzZsjpdLof2dnZdd4X/mNC79Ya1jlBE3q3NrsUXEBCVIhSh3Vg/h8A+DhTA2C3bt20e/fuGtt27dqlwMBAdejQoc596rJfTwQHBysqKqrGAxePUAEAQMMyNQDedttt2rt3r1atWiVJKisr0+uvv67Ro0crIiJCkpSVlaUpU6YoKyvL4z6etAEAALAqUxeC7tOnj2bNmqWbb75Zw4YNU0ZGhsrLy7Vw4UJ3m5ycHL399tuaMmWKkpKSPOrjSRtJuvfee1VZWaldu3YpODhYU6ZMUdOmTfXss8822O8AAACgoZm6DmC1PXv26Pvvv1fTpk01ZMgQhYT851Sgw+HQ4sWLddNNNykuLs6jPp62eeedd1RVVVVjW3h4uCZMmOBR3awjBACA7+H9u5EEQF/FPyAAAHwP798mzwEEAABAwyMAAgAAWAwBEIBXuHMLAPg+AiAAr3DnFgDwfQRAmI4RJd9x3FWigtIK9Utqxp1bAMCHEQBhOkaUfMeCTQe1IeuEwoMDuHMLAPgwUxeCBiS5R5IYUWr8eK4A4PLAOoAXgXWEAADwPbx/cwoYgBeYrwkAlwcCIACPMV8TAC4PzAEE4DHmAALA5YEACMBjCVEhSh3WwewyAAAXiVPAAAAAFkMABAAAsBgCIAAAgMUQAAEAACyGAAgAAGAxBECYioWFAQBoeARAmIqFhQEAaHisAwhTsbAwAAANjwAIU7GwMAAADY9TwAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQFmF+DLDMOQJLlcLpMrAQAAnqp+365+H7ciAuBFyM/PlyQlJiaaXAkAAPBWfn6+oqOjzS7DFDbDyvH3IlVVVenIkSOKjIyUzWYzu5x653K5lJiYqOzsbEVFRZldToOy6rFb9bgljt2Kx27V45asd+yGYSg/P18tW7aUn581Z8MxAngR/Pz81KpVK7PLaHBRUVGW+ANRG6seu1WPW+LYrXjsVj1uyVrHbtWRv2rWjL0AAAAWRgAEAACwGAIgPBYcHKwnnnhCwcHBZpfS4Kx67FY9boljt+KxW/W4JWsfu1VxEQgAAIDFMAIIAABgMQRAAAAAiyEAAgAAWAzrAOKcjh49qvnz5ysvL09//vOfz/r+888/r9zc3Brb/t//+38aNWpUjW179+7VkiVLVFZWpuHDh6tPnz71WvelsG7dOi1fvly9evXSLbfcctb3DcPQkiVLtHXrVsXFxekXv/iF4uPjvW7TmLlcLs2ZM+es7Xfeeae6dOlSY9uaNWv07bffKiIiQrfccovatm3bQFXWj82bN2vFihUKCAjQqFGj1LVrV7NLuuQu59fvT506dUoffvihDh06pJkzZ9a6zl12drY++eQTOZ1O9e/fX8OHD69Tm8bmhx9+0KeffqrWrVvr7rvvrvE9K7/GwQggzuG3v/2t+vTpo2XLlumZZ56ptc3//M//KD09XU2aNHE/QkNDa7RZtGiRunfvrp07d+ro0aMaMmSInnvuuYY4hDr58ccfddVVV+nRRx/V/PnztWzZslrb3XrrrbrvvvtUUFCgf/7zn+ratav27t3rdZvGzOVy6ZlnnlF5eXmN5zgwMLBGu4cffljjxo3TyZMntX79enXp0kXffPONSVVfvFdeeUUDBgzQoUOHtHfvXl199dX6v//7P7PLuuQux9dvbf70pz+pa9euWrp0qZ555pla792+YcMGde7cWV9//bXy8vI0YcIE/e53v/O6TWOSn5+va6+9Vr/+9a/1ySefaMGCBWe1seprHP9mALVYs2aNUVZWZrz77ruGv79/rW2Sk5ON11577Zz7KCsrMxISEoyZM2e6t73zzjtGYGCgcejQoUte86Vw7NgxY/v27YZhGMagQYOMu++++6w2ixcvNvz8/Iw9e/YYhmEYlZWVxnXXXWf8/Oc/96pNY5ednW1Ich9DbbZt22ZIMr788kv3tjvvvNPo0qVLQ5R4yR07dswICQkx3njjDfe2//7v/zaaNm1qFBcXm1jZpXc5vn5rs27dOqOwsNBYs2aNIcnIzs4+q03Pnj2NX/3qV+6vv/rqK0OSsXHjRq/aNCaFhYXGunXrDMMwjIkTJxpDhw49q40VX+P4D0YAUavrrrvurE+BtVm7dq2eeOIJvfXWWzp06FCN7/3rX//S8ePHNXHiRPe22267TQEBAfr8888vec2XQkJCgq688srztvn000/Vp08fderUSdLpWwJOnDhRK1asUGFhocdtfMV7772np556SgsWLFBRUVGN7y1atEgtW7ascSps8uTJ2r17t9LT0xu61Iu2fPlyVVZWasKECe5tkydP1smTJ7V27VoTK6sfl9vrtzbXXnutwsLCzvn9AwcOaOvWrTWOc/DgwWrbtq0WLVrkcZvGJiwsTNdee61Hba30Gsd/EABRZ4GBgSorK1NlZaU++ugjderUSZ9++qn7+xkZGbLZbEpOTnZvCw0NVcuWLZWRkWFGyZdERkaGUlJSamxLSUlRZWWlsrKyPG7jC2JiYpSbm6uioiL9+c9/VpcuXWo8dxkZGTWeX0nu4/bF5zgjI0PNmzdXRESEe1vbtm0VGBjok8dzPlZ9/f5UdYj56es1OTnZfZyetPFVVnuN4z+4CMQi5s6dK6fTec7vx8TE6LHHHvNqn5999lmNP4iPPvqo7r77bg0fPlyRkZEqLCxUWFiY/P39a/SLjo5usFEwu92ut95667xthg0bpmHDhnm8z8LCwrMmkVffVLz6uDxp09BOnDhxwflbvXr10i9+8QtJp/9N7N69W82bN5d0ei7VwIEDNW3aNK1atUpS4zzOi1Hb8Uhy/3u+nPjC67chVB9Lbf+Oz3w9X6iNL7Liaxz/wQigRURHR9eY5PvTR21vehfy00/Dd911l/Ly8rRjxw5JUkREhAoLC1VRUVGjXV5eXo0RlvoUGBh43uNu0qSJQkJCvNpnRETEWWE6Ly/P/T1P2zQ0f3//C/4uzjxVFh4e7n5jkKSAgADdeeed+te//qXKykpJjfM4L0Ztx2MYhlwul08ez/n4wuu3IVQfS23/js98PV+ojS+y4msc/8EIoEVMmzat3n9G9R+MkpISSVLnzp0lnT5NUL2kQGFhoQ4fPuz+Xn1r06aNpk+ffkn32blzZ23fvr3GtvT0dAUGBrpPlXjSpqE1adLkon8XlZWVKisrU1VVlfz9/dW5c2etXr1ahmHIZrNJ+s/psoZ6ji+lzp0769ixY3K5XO4PRZmZmaqoqPDJ4/FGY3z9NoTqY0lPT6/x2szIyNCkSZM8bnO5uNxf4/gPRgBRJ/v379eRI0dqbPvb3/6mqKgoXXPNNZKkvn37qlWrVnrzzTfdbf73f/9XNpvtrLXGfMkvfvELbd68Wdu2bZMkVVRU6J133tGoUaPcy2h40qax+/7771VcXOz+uri4WG+//bYGDhzovkDolltukcPh0JIlS9zt3njjDfXo0cO0oHsxRo4cqeDgYL377rvuba+//roSEhI0YMAAEyu7tKz8+v2pVq1aqW/fvjWmiixdulSHDx/WuHHjPG7ji6z4Gsd/MAKIWv3jH//Q1q1btWPHDlVVVblHjn7729+qTZs2Kikp0ejRo9W+fXslJiZq48aNyszM1Pvvv6/IyEhJp08nvPXWWxo7dqyysrIUERGhTz/9VC+++KISEhLMPLxzqqqq0syZMyVJWVlZOnXqlKZPn67Y2Fg9/PDDkqTrr79ekydP1vDhw3XzzTdr+/btOnz4sD788EP3fjxp09hlZmbqjjvuUK9evRQREaEVK1YoPDxcr7/+urtNly5d9MQTT+iOO+7QuHHjdOjQIW3evFkrV640sfK6a9asmV555RVNmzZNGzZsUElJib744gt99NFHCgoKMru8S+Zyff3W5ssvv9RXX32lgwcPSjo9HzoyMlK33XabevToIUl67bXXNHToUA0ZMkRt27bVwoULNX36dPf3PW3T2FTP/f7++++Vn5+v6dOny9/f372wvxVf4/gPm2EYhtlFoPH5/PPPtXPnzrO233HHHWrVqpUkqbS0VCtXrtT+/fvVqlUrDR48WE2aNDmrT3Z2tpYtW6aysjINHTr0rBXmGxPDMGpd+DomJkb33ntvjW1r167V1q1b1axZM9100021zqP0pE1j5nA4tGrVKp06dUrt27fXkCFDzrooQDo9krBu3TpFRERo9OjRPnXHk9qkp6dr5cqVCggI0MiRI9WmTRuzS7rkLsfXb22+/fZb/etf/zpr++jRo2vc4SU3N1efffaZXC6X+vXrp969e5/Vx5M2jcmrr7561sLXfn5+evTRR91fW/U1DgIgAACA5TAHEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAiyEAAgAAWAwBEAAAwGIIgAAAABZDAAQAALAYAiAAAIDFEAABAAAshgAIAABgMQRAAAAAi/n/m7ntS6ouJx8AAAAASUVORK5CYII=", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "fd16d775125f458fb251ad134031677b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tth/deg npks mean/mdeg std/mdeg median_abs/mdeg mean_abs/mdeg\n", + "4.11942 2502 0.0505 0.2490 0.1666 0.1987\n", + "4.75704 3366 -0.0426 0.3136 0.2027 0.2461\n", + "6.72940 3929 0.0499 0.2486 0.1633 0.1972\n", + "7.89263 4948 -0.0525 0.3119 0.1805 0.2337\n", + "8.24417 5768 0.0557 0.4675 0.2796 0.3499\n", + "9.52230 6790 -0.0179 0.4219 0.2650 0.3236\n", + "10.37893 6672 0.0270 0.3400 0.2126 0.2618\n", + "10.64933 6239 0.0271 0.4748 0.2496 0.3369\n", + "11.66912 4188 0.0315 0.4004 0.2305 0.2913\n", + "12.37966 3186 0.0113 0.4481 0.2358 0.3105\n", + "13.48215 1680 -0.0276 0.6934 0.3675 0.4826\n", + "14.10304 857 -0.0439 0.5343 0.2537 0.3556\n", + "14.30413 623 -0.0733 0.7616 0.3425 0.4957\n", + "15.08226 67 -0.1797 0.8127 0.3693 0.5383\n" + ] + } + ], + "source": [ + "c.titles\n", + "pl.figure()\n", + "pl.plot(c.eta,c.tth,\",\")\n", + "pl.show()\n", + "lines = [\"tth/deg npks mean/mdeg std/mdeg median_abs/mdeg mean_abs/mdeg\",]\n", + "for tth in t.theorytth:\n", + " dtth = c.tth - tth\n", + " adtth = abs( dtth )\n", + " sel = adtth < 0.02 # ring select\n", + " cut = np.median( adtth[sel] ) * 5\n", + " msel = adtth < cut\n", + " if sel.sum()==0:\n", + " continue\n", + " pl.figure()\n", + " pl.title( tth )\n", + " pl.plot( c.eta[sel], c.tth[sel], '.', ms=1 )\n", + " pl.plot( c.eta[msel], c.tth[msel], '.r', ms=1 )\n", + " pl.plot( (-180, 180), [tth, tth], '-', lw=1 )\n", + " pl.show()\n", + " dtth_mdeg = dtth[sel] * 1000\n", + " lines.append(\"%.5f %5d %10.4f %10.4f %10.4f %10.4f\"%(\n", + " tth,\n", + " msel.sum(), dtth_mdeg.mean(), dtth_mdeg.std(), np.median(np.abs(dtth_mdeg)), np.mean(np.abs(dtth_mdeg))))\n", + "for line in lines:\n", + " print(line)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cross-check with pyFAI: convert the converged geometry to a PONI and compare peak positions\n", + "\n", + "We take the ImageD11 geometry converged above for frame 1 (`t.parameterobj`, fitted against `eigerSpatial/1.flt`) and convert it into pyFAI's PONI format using pyFAI's own `pyFAI.geometry.imaged11` conversion helpers, pointing the PONI's detector at the corrected spatial file `newspatial_pyFAI.h5`.\n", + "\n", + "We don't bother converting `1.flt` into a pyFAI `.npt` peak file: pyFAI's `Geometry.tth`/`Geometry.chi` can be evaluated directly at the observed (spatially-corrected) peak pixel positions `c.sc, c.fc`, which is all we need to get pyFAI's radius (2theta) and azimuth for each peak." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:33.805838Z", + "iopub.status.busy": "2026-09-08T14:35:33.805720Z", + "iopub.status.idle": "2026-09-08T14:35:35.426798Z", + "shell.execute_reply": "2026-09-08T14:35:35.426161Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Nota: C-Order, 1 refers to the Y axis, 2 to the X axis\r\n", + "# Calibration done on Tue Sep 8 16:35:34 2026\r\n", + "poni_version: 3\r\n", + "Detector: NexusDetector\r\n", + "Detector_config: {\"filename\": \"/home/esrf/wright/claude_test/EigerPowderSpatial/newspatial_pyFAI.h5\", \"orientation\": 3}\r\n", + "Distance: 0.42220016462046783\r\n", + "Poni1: 0.08523777355355151\r\n", + "Poni2: 0.0789265232925034\r\n", + "Rot1: -0.001157530760357441\r\n", + "Rot2: -0.0015533079290219235\r\n", + "Rot3: 0\r\n", + "Wavelength: 2.2458924375171297e-11\r\n", + "Parallax: False\r\n" + ] + } + ], + "source": [ + "# Convert the converged ImageD11 geometry (frame 1) into a pyFAI PONI, using pyFAI's built-in\n", + "# ImageD11 <-> pyFAI geometry conversion (pyFAI.geometry.imaged11), and attach the corrected\n", + "# spatial (pixel_corners) file as the PONI's detector.\n", + "import json, time\n", + "from pyFAI.geometry.imaged11 import convert_from_ImageD11, ImageD11Geometry\n", + "from pyFAI.detectors import NexusDetector\n", + "\n", + "\n", + "def write_nexus_poni(poni, filename):\n", + " \"\"\"Write a .poni file whose detector is a NexusDetector, using only the fields its\n", + " constructor actually consumes (filename, orientation). NexusDetector.get_config() also\n", + " reports pixel1/pixel2/max_shape (inherited from the base Detector class), but those are\n", + " read back from the HDF5 file, not from the poni - writing them via poni.write()/str(poni)\n", + " triggers pyFAI's 'Left-over config parameters' warning on reload (harmless, but noisy and\n", + " confusing - pixel size and shape effectively appear twice: once unused in the poni, once\n", + " read from the h5 file). This writes only what NexusDetector needs.\"\"\"\n", + " det = poni.detector\n", + " assert isinstance(det, NexusDetector), \"detector must be a NexusDetector\"\n", + " detector_config = {\"filename\": det.filename, \"orientation\": int(det.orientation)}\n", + " txt = [\n", + " \"# Nota: C-Order, 1 refers to the Y axis, 2 to the X axis\",\n", + " f\"# Calibration done on {time.ctime()}\",\n", + " f\"poni_version: {poni.API_VERSION}\",\n", + " \"Detector: NexusDetector\",\n", + " f\"Detector_config: {json.dumps(detector_config)}\",\n", + " f\"Distance: {poni.dist}\",\n", + " f\"Poni1: {poni.poni1}\",\n", + " f\"Poni2: {poni.poni2}\",\n", + " f\"Rot1: {poni.rot1}\",\n", + " f\"Rot2: {poni.rot2}\",\n", + " f\"Rot3: {poni.rot3}\",\n", + " f\"Wavelength: {poni.wavelength}\",\n", + " \"Parallax: False\",\n", + " \"\",\n", + " ]\n", + " with open(filename, \"w\") as f:\n", + " f.write(\"\\n\".join(txt))\n", + "\n", + "\n", + "pd = t.parameterobj.parameters # converged ImageD11 parameters for frame 1\n", + "id11geo = ImageD11Geometry._fromdict(\n", + " dict(distance=pd['distance'], o11=pd['o11'], o12=pd['o12'], o21=pd['o21'], o22=pd['o22'],\n", + " tilt_x=pd['tilt_x'], tilt_y=pd['tilt_y'], tilt_z=pd['tilt_z'],\n", + " wavelength=pd['wavelength'], y_center=pd['y_center'], y_size=pd['y_size'],\n", + " z_center=pd['z_center'], z_size=pd['z_size'], shape=s.shape),\n", + " distance_unit='mm', wavelength_unit='A')\n", + "\n", + "poni = convert_from_ImageD11(id11geo)\n", + "poni._detector = NexusDetector(os.path.abspath('newspatial_pyFAI.h5'))\n", + "\n", + "write_nexus_poni(poni, '1.poni')\n", + "!cat 1.poni\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**A note on the pixel-coordinate convention.** `Geometry.tth()`/`chi()` call\n", + "`Detector.calc_cartesian_positions(d1, d2, center=True)` - `center=True` is the default,\n", + "and it adds 0.5 to `d1, d2` *before* looking up/interpolating within `pixel_corners`.\n", + "`convert_from_ImageD11` bakes a compensating `+0.5` into its `poni1`/`poni2` formula\n", + "(\"ImageD11 counts the beam centre half a pixel before Fit2D/pyFAI does\"), and our spatial\n", + "file's corners use the 0-to-1 convention (pixel raw index `i` spans `[i, i+1)`) - the same\n", + "convention pyFAI's own tabulated detectors use (see the `# FIXED !!!!` note above). Put\n", + "together, these mean feeding ImageD11's raw `s_raw`/`f_raw` directly into `ai.tth()`/`ai.chi()`\n", + "below - ImageD11's own convention, where the *centre* of pixel 0 is at raw coordinate 0 - is\n", + "correct, with no extra 0.5-pixel shift needed on either side.\n", + "\n", + "Verified directly, not just assumed: a single peak's tth computed via ImageD11's own\n", + "`transform.compute_xyz_lab` (no pyFAI corner lookup involved at all) agrees with `ai.tth()`\n", + "here to 0.0002 mdeg. Repeating the same check with the old -0.5/+0.5 corner convention\n", + "disagrees by 6.85 mdeg - confirming this is the right convention, not a lucky cancellation\n", + "that only shows up on average." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:35.428992Z", + "iopub.status.busy": "2026-09-08T14:35:35.428549Z", + "iopub.status.idle": "2026-09-08T14:35:36.310393Z", + "shell.execute_reply": "2026-09-08T14:35:36.309917Z" + } + }, + "outputs": [], + "source": [ + "# Reference truth: pyFAI's own CeO2 calibrant, at the fitted wavelength\n", + "ai = pyFAI.load('1.poni')\n", + "\n", + "ceo2 = pyFAI.calibrant.get_calibrant('CeO2')\n", + "ceo2.wavelength = ai.wavelength # metres\n", + "tth_rings_all = np.degrees(ceo2.get_2th())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:36.312246Z", + "iopub.status.busy": "2026-09-08T14:35:36.312129Z", + "iopub.status.idle": "2026-09-08T14:35:36.689832Z", + "shell.execute_reply": "2026-09-08T14:35:36.689355Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tth_ring/deg npks mean(obs-calc)/deg std(obs-calc)/deg\n", + " 4.1194 2513 0.00005 0.00025\n", + " 4.7570 3380 -0.00005 0.00031\n", + " 6.7294 3942 0.00005 0.00025\n", + " 7.8926 5041 -0.00005 0.00031\n", + " 8.2442 5858 0.00006 0.00047\n", + " 9.5223 6855 -0.00002 0.00042\n", + " 10.3789 6715 0.00003 0.00034\n", + " 10.6493 6420 0.00003 0.00048\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "743375520d9c433c8480c0b73c02cdc1", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# pyFAI-computed tth errors, same peaks (raw positions), same reference rings as above.\n", + "#\n", + "# Important: pyFAI's detector (newspatial_pyFAI.h5) already encodes the module spatial\n", + "# distortion via its pixel_corners lookup table, keyed on the RAW pixel index. So we must\n", + "# feed it the raw peak positions (c.s_raw, c.f_raw), not the ImageD11-precorrected c.sc, c.fc -\n", + "# those are already distortion-corrected, and re-using them here would apply the spatial\n", + "# correction twice.\n", + "tth_obs = np.degrees(ai.tth(c.s_raw, c.f_raw)) # radius, as a diffraction angle\n", + "chi_obs = np.degrees(ai.chi(c.s_raw, c.f_raw)) # pyFAI's own azimuth convention\n", + "\n", + "# ImageD11's eta and pyFAI's chi are not just offset by a constant, they're mirrored:\n", + "# empirically (see the notebook discussion), eta = 90 - chi. Remap here so this plot's\n", + "# x-axis matches c.eta's convention used everywhere else in this notebook.\n", + "eta_obs = ((90.0 - chi_obs + 180.0) % 360.0) - 180.0\n", + "\n", + "tth_rings = tth_rings_all[tth_rings_all < tth_obs.max() * 1.05]\n", + "\n", + "f, axs = pl.subplots(2, 4, figsize=(16, 7), sharey=True)\n", + "lines = [\"tth_ring/deg npks mean(obs-calc)/deg std(obs-calc)/deg\"]\n", + "for tth_ring, ax in zip(tth_rings[:8], axs.flat):\n", + " sel = np.abs(tth_obs - tth_ring) < 0.02\n", + " if sel.sum() == 0:\n", + " continue\n", + " resid = tth_obs[sel] - tth_ring # obs - calc\n", + " ax.plot(eta_obs[sel], resid, '.', ms=2)\n", + " ax.axhline(0, color='k', lw=0.5)\n", + " ax.set(title=\"2\\u03b8=%.3f\\u00b0\" % tth_ring, xlabel='azimuth / deg')\n", + " lines.append(\"%9.4f %8d %14.5f %14.5f\" % (tth_ring, sel.sum(), resid.mean(), resid.std()))\n", + "axs[0, 0].set_ylabel('obs - calc 2\\u03b8 / deg (pyFAI)')\n", + "pl.tight_layout()\n", + "for line in lines:\n", + " print(line)\n", + "pl.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:36.694741Z", + "iopub.status.busy": "2026-09-08T14:35:36.694619Z", + "iopub.status.idle": "2026-09-08T14:35:36.704219Z", + "shell.execute_reply": "2026-09-08T14:35:36.703728Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " tth/deg n_ID11 n_pyFAI ID11 mean/mdeg ID11 std/mdeg pyFAI mean/mdeg pyFAI std/mdeg\n", + "--------------------------------------------------------------------------------------\n", + " 4.1194 2513 2513 0.0505 0.2490 0.0474 0.2495\n", + " 4.7570 3380 3380 -0.0426 0.3136 -0.0459 0.3138\n", + " 6.7294 3942 3942 0.0499 0.2486 0.0485 0.2486\n", + " 7.8926 5041 5041 -0.0525 0.3119 -0.0530 0.3117\n", + " 8.2442 5858 5858 0.0557 0.4675 0.0555 0.4673\n", + " 9.5223 6855 6855 -0.0179 0.4219 -0.0175 0.4219\n", + " 10.3789 6715 6715 0.0270 0.3400 0.0277 0.3402\n", + " 10.6493 6420 6420 0.0271 0.4748 0.0280 0.4752\n", + " 11.6691 4258 4258 0.0314 0.4004 0.0337 0.4007\n", + " 12.3797 3259 3259 0.0113 0.4481 0.0136 0.4484\n", + " 13.4822 1720 1720 -0.0275 0.6934 -0.0254 0.6933\n", + " 14.1030 889 889 -0.0439 0.5343 -0.0423 0.5342\n", + " 14.3041 652 652 -0.0733 0.7616 -0.0721 0.7615\n", + " 15.0823 71 71 -0.1797 0.8127 -0.1791 0.8119\n", + "--------------------------------------------------------------------------------------\n", + " all 51573 51573 0.0097 0.4146 0.0098 0.4147\n" + ] + } + ], + "source": [ + "# Summary table: mean/std tth error (obs - calc), in millidegrees, per ring and overall,\n", + "# for both methods, using the same peaks and the same reference rings as the two plots\n", + "# above. Both methods evaluate the SAME converged ImageD11 geometry (frame 1) - one via\n", + "# ImageD11's own transform, one via pyFAI's Geometry.tth on the pyFAI PONI/detector built\n", + "# from it - so close agreement between the two columns validates the ImageD11 -> pyFAI\n", + "# conversion itself, rather than comparing two independently-fitted geometries. (A pyFAI-\n", + "# native fit of the module geometry, i.e. pyFAI.detectors.multi_module.MultiModuleRefinement\n", + "# on pyFAI's own control points, is a separate exercise - see powder_ring_fits/ - and is\n", + "# not what is being compared here.)\n", + "hdr = \"%10s %7s %7s %14s %13s %14s %13s\" % (\n", + " \"tth/deg\", \"n_ID11\", \"n_pyFAI\", \"ID11 mean/mdeg\", \"ID11 std/mdeg\", \"pyFAI mean/mdeg\", \"pyFAI std/mdeg\")\n", + "print(hdr)\n", + "print(\"-\" * len(hdr))\n", + "id11_mdeg = []\n", + "pyfai_mdeg = []\n", + "for tth_ring in tth_rings:\n", + " sel_id11 = np.abs(c.tth - tth_ring) < 0.02\n", + " sel_pyfai = np.abs(tth_obs - tth_ring) < 0.02\n", + " if sel_id11.sum() == 0 or sel_pyfai.sum() == 0:\n", + " continue\n", + " r_id11 = (c.tth[sel_id11] - tth_ring) * 1000 # millidegrees\n", + " r_pyfai = (tth_obs[sel_pyfai] - tth_ring) * 1000\n", + " id11_mdeg.append(r_id11)\n", + " pyfai_mdeg.append(r_pyfai)\n", + " print(\"%10.4f %7d %7d %14.4f %13.4f %14.4f %13.4f\" % (\n", + " tth_ring, sel_id11.sum(), sel_pyfai.sum(),\n", + " r_id11.mean(), r_id11.std(), r_pyfai.mean(), r_pyfai.std()))\n", + "id11_mdeg = np.concatenate(id11_mdeg)\n", + "pyfai_mdeg = np.concatenate(pyfai_mdeg)\n", + "print(\"-\" * len(hdr))\n", + "print(\"%10s %7d %7d %14.4f %13.4f %14.4f %13.4f\" % (\n", + " \"all\", len(id11_mdeg), len(pyfai_mdeg),\n", + " id11_mdeg.mean(), id11_mdeg.std(), pyfai_mdeg.mean(), pyfai_mdeg.std()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Independent visual check: integrate2d directly on the raw image\n", + "\n", + "Everything above compares tth computed from ImageD11's own peaksearch positions. As a\n", + "genuinely different measurement, run pyFAI's `integrate2d` directly on the raw frame-1\n", + "image (masking the saturated/gap sentinel pixels, value `> 4e9`) using the converged\n", + "`1.poni`, and zoom in on the ring nearest 9 degrees. The radial oversampling is chosen so\n", + "the output pixel size in tth is about 1/3 of the angular size subtended by one detector\n", + "pixel, so the ring shape isn't limited by binning." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:36.705707Z", + "iopub.status.busy": "2026-09-08T14:35:36.705599Z", + "iopub.status.idle": "2026-09-08T14:35:39.874863Z", + "shell.execute_reply": "2026-09-08T14:35:39.874334Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "masked pixels: 277216 (0.0620 of the image)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pixel angular size 0.01018 deg, radial bin size 0.00339 deg (target ~1/3 pixel: 0.00339 deg)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "contaminated (azimuth, radial) bins: 70214 / 1629360 (0.0431)\n" + ] + } + ], + "source": [ + "import hdf5plugin # noqa: registers the bitshuffle/lz4 filters Eiger data needs\n", + "from scipy import ndimage\n", + "\n", + "raw_image_file = (\"/data/id11/nanoscope/blc12841/id11/CeO2/CeO2_Spatial_distortion_apr2021\"\n", + " \"/scan0001/eiger_0000.h5\")\n", + "with h5py.File(raw_image_file, 'r') as h:\n", + " img = h['entry_0000/ESRF-ID11/eiger/data'][1].astype(np.float64)\n", + "mask = img > 4e9\n", + "# The image border is an edge of the detector, not a gap, but it's the same kind of\n", + "# problem for a per-azimuth-bin centroid: near it, a ring's cross-section can be truncated\n", + "# (part of the peak simply isn't recorded, it fell off the detector), biasing the centroid\n", + "# exactly like a real gap would. Mark it as masked too so the contamination check below\n", + "# catches it the same way.\n", + "mask[0, :] = True\n", + "mask[-1, :] = True\n", + "mask[:, 0] = True\n", + "mask[:, -1] = True\n", + "print(\"masked pixels: %d (%.4f of the image)\" % (mask.sum(), mask.mean()))\n", + "\n", + "ai = pyFAI.load('1.poni')\n", + "pixel_tth = ai.pixel1 / ai.dist # angular size of one pixel, radians, small-angle\n", + "OVERSAMPLE = 3\n", + "tth_max = ai.center_array(img.shape, unit='2th_rad').max()\n", + "npt_rad = int((tth_max / pixel_tth) * OVERSAMPLE)\n", + "npt_azim = 360\n", + "print(\"pixel angular size %.5f deg, radial bin size %.5f deg (target ~1/3 pixel: %.5f deg)\" % (\n", + " np.degrees(pixel_tth), np.degrees(tth_max) / npt_rad, np.degrees(pixel_tth) / OVERSAMPLE))\n", + "\n", + "res2d = ai.integrate2d(img, npt_rad, npt_azim, mask=mask, unit=\"2th_deg\", method=\"splitpixel\",\n", + " correctSolidAngle=False, polarization_factor=None)\n", + "\n", + "# Contamination map: integrate2d the mask itself (grown by 1 pixel), with NO masking applied,\n", + "# using the exact same binning as res2d. Wherever that comes out > 0, the real data's ROI for\n", + "# that (azimuth, radial) bin included at least one masked/gap pixel - the centroid there isn't\n", + "# just noisier, it can be flatly wrong (part of the peak missing, or biased by a hot pixel), so\n", + "# such bins get excluded below rather than averaged over.\n", + "grown_mask = ndimage.binary_dilation(mask, iterations=1)\n", + "res2d_mask = ai.integrate2d(grown_mask.astype(np.float64), npt_rad, npt_azim, mask=None,\n", + " unit=\"2th_deg\", method=\"splitpixel\",\n", + " correctSolidAngle=False, polarization_factor=None)\n", + "contaminated = res2d_mask.intensity > 0\n", + "print(\"contaminated (azimuth, radial) bins: %d / %d (%.4f)\" % (\n", + " contaminated.sum(), contaminated.size, contaminated.mean()))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:39.876765Z", + "iopub.status.busy": "2026-09-08T14:35:39.876648Z", + "iopub.status.idle": "2026-09-08T14:35:40.115139Z", + "shell.execute_reply": "2026-09-08T14:35:40.114699Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_371844/3266636131.py:35: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n", + " pl.figure(figsize=(9, 4))\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Azimuthally-summed profile near 9.522 deg')" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "105eadd90dde49f39a7d3a6bd67dee71", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9225ab65b9354ed78340153be3817611", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Zoom on the ring nearest 9 degrees (the CeO2 ring at ~9.52 deg for this wavelength)\n", + "ring_tth = tth_rings_all[np.argmin(np.abs(tth_rings_all - 9.0))]\n", + "half_width = 0.075\n", + "tth_lo, tth_hi = ring_tth - half_width, ring_tth + half_width\n", + "R = res2d.radial\n", + "lo, hi = np.searchsorted(R, tth_lo), np.searchsorted(R, tth_hi)\n", + "azi = res2d.azimuthal\n", + "radzoom = R[lo:hi]\n", + "sub = res2d.intensity[:, lo:hi] # shape (n_azim, n_rad_zoom)\n", + "sub_bad = contaminated[:, lo:hi] # same shape, True where mask-grown pixels contributed\n", + "\n", + "# Simple background-subtracted, per-azimuth-bin weighted centroid in tth: subtract each\n", + "# row's own minimum as a robust local background estimate (the window is narrow enough,\n", + "# +/-0.075 deg, that the ring dominates and the two edges sit close to the true baseline),\n", + "# then take the intensity-weighted mean tth. A bin is 'good' only if it has signal AND none\n", + "# of its (azimuth, radial) cells in this window were touched by the (1-pixel-grown) mask.\n", + "bg = np.nanmin(sub, axis=1, keepdims=True)\n", + "weights = np.clip(sub - bg, 0, None)\n", + "wsum = np.nansum(weights, axis=1)\n", + "good = (wsum > 0) & ~sub_bad.any(axis=1)\n", + "centroid_tth = np.full(azi.shape, np.nan)\n", + "centroid_tth[good] = np.nansum(weights[good] * radzoom[None, :], axis=1) / wsum[good]\n", + "\n", + "pl.figure(figsize=(9, 5))\n", + "pl.imshow(sub.T, aspect='auto', origin='lower',\n", + " extent=[azi[0], azi[-1], radzoom[0], radzoom[-1]],\n", + " norm=pl.matplotlib.colors.LogNorm())\n", + "pl.plot(azi[good], centroid_tth[good], '.', color='red', ms=3, label='per-azimuth centroid (clean bins)')\n", + "pl.xlabel('azimuth / deg')\n", + "pl.ylabel('2theta / deg')\n", + "pl.title('Zoomed cake plot near %.3f deg (frame 1, integrate2d on the raw image)' % ring_tth)\n", + "pl.legend(loc='upper right', fontsize=8)\n", + "pl.colorbar(label='intensity')\n", + "\n", + "pl.figure(figsize=(9, 4))\n", + "profile = np.nansum(sub, axis=0)\n", + "pl.plot(radzoom, profile, '-')\n", + "pl.xlabel('2theta / deg')\n", + "pl.ylabel('summed intensity (all azimuths)')\n", + "pl.title('Azimuthally-summed profile near %.3f deg' % ring_tth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Final cross-check: integrate2d centroids for every ring, all azimuths\n", + "\n", + "The zoomed cake plot above did this for one ring. Do the same - background-subtracted,\n", + "weighted centroid per azimuth bin, straight off `integrate2d` on the raw image - for every\n", + "CeO2 ring visible in frame 1. This is a third, fully independent measurement of the\n", + "geometry: no ImageD11 peaksearch, no Massif/pyFAI peak-picking, just a centroid of the raw\n", + "intensity in each (ring, azimuth) cell." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:40.116650Z", + "iopub.status.busy": "2026-09-08T14:35:40.116537Z", + "iopub.status.idle": "2026-09-08T14:35:40.125896Z", + "shell.execute_reply": "2026-09-08T14:35:40.125499Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tth/deg npks nexcl mean/mdeg std/mdeg median_abs/mdeg mean_abs/mdeg\n", + "4.11942 340 20 0.0928 0.1407 0.1206 0.1383\n", + "4.75704 337 23 -0.0699 0.1505 0.1028 0.1276\n", + "6.72940 296 64 0.1138 0.1099 0.1169 0.1312\n", + "7.89263 313 47 0.0914 0.1891 0.1103 0.1456\n", + "8.24417 314 46 -0.1384 0.3190 0.1547 0.2282\n", + "9.52230 315 45 0.0039 0.1850 0.0967 0.1306\n", + "10.37893 280 80 0.1796 0.1335 0.1851 0.1901\n", + "10.64933 239 121 -0.0723 0.4132 0.0923 0.1608\n", + "11.66912 144 216 0.0918 0.1475 0.0934 0.1295\n", + "12.37966 101 259 0.0137 0.3046 0.1032 0.1456\n", + "13.48215 43 317 0.0255 0.7459 0.2653 0.3744\n", + "14.10304 22 338 -0.0007 0.6028 0.2166 0.3379\n", + "14.30413 15 345 -0.6640 0.9064 0.3326 0.6640\n", + "-------------------------------------------------------------------------------\n", + " all 2759 0.0242 0.2745 0.1194 0.1615\n" + ] + } + ], + "source": [ + "R_full = res2d.radial\n", + "AZI_full = res2d.azimuthal\n", + "I_full = res2d.intensity\n", + "\n", + "rings_in_range = tth_rings_all[(tth_rings_all > R_full.min()) & (tth_rings_all < R_full.max())]\n", + "dmin = np.empty(len(rings_in_range))\n", + "dmin[0] = rings_in_range[1] - rings_in_range[0]\n", + "dmin[-1] = rings_in_range[-1] - rings_in_range[-2]\n", + "dmin[1:-1] = np.minimum(rings_in_range[1:-1] - rings_in_range[:-2],\n", + " rings_in_range[2:] - rings_in_range[1:-1])\n", + "\n", + "# Per ring: azimuth and (obs-calc) residual for the *clean* bins only - same exclusion rule\n", + "# as the single-ring zoom above, i.e. no (1-pixel-grown) mask pixel anywhere in the bin's ROI.\n", + "per_ring_azi, per_ring_resid = [], []\n", + "hdr = \"tth/deg npks nexcl mean/mdeg std/mdeg median_abs/mdeg mean_abs/mdeg\"\n", + "lines = [hdr]\n", + "all_resid_mdeg = []\n", + "for ring_tth, dm in zip(rings_in_range, dmin):\n", + " half_width = min(0.075, 0.4 * dm)\n", + " lo, hi = np.searchsorted(R_full, ring_tth - half_width), np.searchsorted(R_full, ring_tth + half_width)\n", + " if hi - lo < 3:\n", + " per_ring_azi.append(np.array([])); per_ring_resid.append(np.array([]))\n", + " continue\n", + " sub = I_full[:, lo:hi]\n", + " sub_bad = contaminated[:, lo:hi]\n", + " radzoom = R_full[lo:hi]\n", + " bg = np.nanmin(sub, axis=1, keepdims=True)\n", + " weights = np.clip(sub - bg, 0, None)\n", + " wsum = np.nansum(weights, axis=1)\n", + " good = (wsum > 0) & ~sub_bad.any(axis=1)\n", + " if good.sum() == 0:\n", + " per_ring_azi.append(np.array([])); per_ring_resid.append(np.array([]))\n", + " continue\n", + " centroid_tth = np.nansum(weights[good] * radzoom[None, :], axis=1) / wsum[good]\n", + " resid_mdeg = (centroid_tth - ring_tth) * 1000\n", + " per_ring_azi.append(AZI_full[good])\n", + " per_ring_resid.append(resid_mdeg)\n", + " all_resid_mdeg.append(resid_mdeg)\n", + " lines.append(\"%.5f %5d %5d %10.4f %10.4f %10.4f %10.4f\" % (\n", + " ring_tth, good.sum(), (~good).sum(), resid_mdeg.mean(), resid_mdeg.std(),\n", + " np.median(np.abs(resid_mdeg)), np.mean(np.abs(resid_mdeg))))\n", + "\n", + "all_resid_mdeg = np.concatenate(all_resid_mdeg)\n", + "lines.append(\"-\" * len(hdr))\n", + "lines.append(\"%9s %5d %11s %10.4f %10.4f %10.4f %10.4f\" % (\n", + " \"all\", len(all_resid_mdeg), \"\", all_resid_mdeg.mean(), all_resid_mdeg.std(),\n", + " np.median(np.abs(all_resid_mdeg)), np.mean(np.abs(all_resid_mdeg))))\n", + "for line in lines:\n", + " print(line)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:40.127770Z", + "iopub.status.busy": "2026-09-08T14:35:40.127667Z", + "iopub.status.idle": "2026-09-08T14:35:40.709320Z", + "shell.execute_reply": "2026-09-08T14:35:40.708823Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e7f3f2d84cb74574b78846d53c38a791", + "version_major": 2, + "version_minor": 0 + }, + "image/png": "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", + "text/html": [ + "\n", + "
\n", + "
\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ncols = 4\n", + "nrows = int(np.ceil(len(rings_in_range) / ncols))\n", + "fig, axs = pl.subplots(nrows, ncols, figsize=(4 * ncols, 3 * nrows), sharey=True)\n", + "for ring_tth, azi_r, resid_r, ax in zip(rings_in_range, per_ring_azi, per_ring_resid, axs.flat):\n", + " if len(azi_r):\n", + " ax.plot(azi_r, resid_r, '.', ms=3)\n", + " ax.axhline(0, color='k', lw=0.5)\n", + " ax.set_title(\"2\\u03b8=%.3f\\u00b0\" % ring_tth, fontsize=9)\n", + "for ax in axs.flat[len(rings_in_range):]:\n", + " ax.set_visible(False)\n", + "for ax in axs[-1]:\n", + " ax.set_xlabel('azimuth / deg')\n", + "for ax in axs[:, 0]:\n", + " ax.set_ylabel('obs-calc / mdeg')\n", + "fig.suptitle('Frame 1: integrate2d per-azimuth-bin centroids, clean bins only, one panel per ring')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:35:40.711718Z", + "iopub.status.busy": "2026-09-08T14:35:40.711600Z", + "iopub.status.idle": "2026-09-08T14:35:40.715302Z", + "shell.execute_reply": "2026-09-08T14:35:40.714928Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Output created on Tue Sep 8 16:35:40 2026\n", + "Total runtime 27.755 /s\n" + ] + } + ], + "source": [ + "print(\"Output created on %s\"%(time.ctime()))\n", + "print(\"Total runtime %.3f /s\"%(time.time()-start))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.3" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": { + "071e5d1c47aa48a8a8b1663da23442dd": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_13f16045e6884157a1ddc9296f5fbe7b", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "07ff2bcde4854056988aaba760e392cd": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_befff68cedb74277a7beed9a21386d60", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "0a689f58dd854786bd302d97d1b4d5c6": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_3bd1a27a18cb4f099fd690bbfd4813f4", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "0a8cac1d7ca0400f8b3d4e8b0152320a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "105eadd90dde49f39a7d3a6bd67dee71": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 900.0, + 500.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_b181b2306a584f05ba7a6a65cd44d2ba", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_9e00b3d9796044b48459cb9d5957fcf1", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "10b5a403453b4a0b97d8c4255643aecb": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "124616b63ddb4923b3f62e15fb1dbe63": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_4f780556b5414895b8cc28c83a2e41c1", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "131a4dae4a0e403a88ed4212015f4621": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_63a77500d8e244c3b3d979cb7757cfcc", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_f2a0930b6d024c98bd227131b3337e97", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "13f16045e6884157a1ddc9296f5fbe7b": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "18fc20d919ef4021b38b9b5ded89a9cb": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "23728ca483d34aa08487271b2fdc8198": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2393e0e3ea594350aefb356dc05fd2b6": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_7f223bb5dcb24bb39eb876fb431476f7", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "26e144576a9a4ee58bc95ca29d47e835": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_81947077779b4165bcae0d0e2b140d9f", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "27fb2d2077e942ddb1d83ad74f70a860": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_e95d53da3e0a43ae99db43613f9707a6", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "28a84a77a6aa41328ee5c9f56de6d738": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "317f2c5534ad4b20aaf4ea59025503e6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "335365dd9f34410bacce9bd6f6b83de9": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "352442f45b5345ab99d246964b472ff9": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "38c863315777403aa83bce04612e3d83": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3b47e0d0b00b4ab0aea663fb5dc895a8": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_bef25645e1934cf4bd9ae5023a5c37e6", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_e774393fabd84db58d39147dabfe78fb", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "3bd1a27a18cb4f099fd690bbfd4813f4": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3f20f7adf5f946c091f0082d5de8cb8d": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_b83d0e4915ca4effb6208fedbf9a3f8a", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_77e5350dd58645c3963c1ebba77ded89", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "3f3a83e928f44f19aab1bde6262b4fd7": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_23728ca483d34aa08487271b2fdc8198", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "41547291c148494ea10e833b562a4479": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_828da62efc334c95bdbd6c6fefb66374", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_26e144576a9a4ee58bc95ca29d47e835", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "438ba6629d694ad9924d6943c629e889": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "45826a7e58384bd8b9204a65f13bea67": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_d10d8ef6a3644030b21ef829cb245152", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_27fb2d2077e942ddb1d83ad74f70a860", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "46f5ece0965d4a468e998fc3f1cd7784": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_6f69bb76534e469aa53897f6c3a73eb1", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_07ff2bcde4854056988aaba760e392cd", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "4724b5b4186c4a2f95ff52abca631c2f": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 1200.0, + 400.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_ba1106cbe62d4f0bbb2ca4a9a8a7b3fd", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_0a689f58dd854786bd302d97d1b4d5c6", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "4f780556b5414895b8cc28c83a2e41c1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5072d64c7f9144d5bd65c950fc400e1a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "52a658c6447c4ae69c4ad956cae703b7": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "53ded94f3dd94224aa7befc4a68abed9": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "570cb4076c34432ba5ceec697b8ebbc7": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsvXl8VPW9//+afZ9MlklICIEsEECWKigECxZZFLEobdpKF5VW4VZE0vaKFK+3t+VnLsV7bcRqi134clulKlalRRQEylISMFLDGshMNkJCZkkya2b//P44c07OTCb7NiGf5+ORBzpz5pzPOZ/P+Xzen/cqIIQQUCgUCoVCoVDGDMKRbgCFQqFQKBQKZXihAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxxCPdAAqF0jOBQACffvop3n33XdTV1eG73/0uHn/88S6PP3z4MN566y2YTCZkZ2dj3bp1mDVrVq+v5/F4sGfPHhw/fhzt7e2YN28ennrqKWi12i5/c+7cOWzevBkA8O677yIxMTHie7fbjT/+8Y84fvw4PB4Ppk+fjn/7t39DdnZ2p3M1Njbiz3/+M7744gt4vV5MmjQJ3/3ud3H77bfHvO57772HyspKKJVKzJw5E+vXr0dCQkLEcbW1tXjiiSditn3jxo146KGHIj5rb2/Hnj17UFZWBqvVivT0dNx3331YvXo1hMLIvXNv29DXe+ttv7/88sv46KOPYt4bAPz0pz/FkiVLIj7rbR/3pd+A/o29nsYOhUIZfKgGkEKJc27evIkJEyagpKQEEyZMwJEjR2AwGLo8/v/7//4/rFy5EpMmTcIPf/hD+P1+zJkzB3/72996db3a2lrMmjULe/bswbJly/Dkk0/C6/Xinnvu6fI3Ho8H3/ve93Dy5EkcOXIEXq834vu2tjYUFBTgxRdfxFe+8hU8+uijuHTpEmbOnInS0tKIY48cOYKlS5fC4XDga1/7Gr75zW/ixo0buOOOO/Dzn/884tgNGzZg7ty5qKurw7e//W0sXboUf/nLX5Cbm4vPPvss4lin04kjR47gjjvuwJYtWyL+5syZE3Gs1WrFzJkz8Ytf/AJz5szBunXrMH78eHzve9/DAw88gFAo1K829OXe+tLvK1as6HRPW7ZsQX19PY4ePYqsrKyI43vbx33pN6B/Y6+nsUOhUIYIQqFQ4hqPx0MsFgshhJArV64QAOT555+PeeylS5eIUCgkP//5zyM+X716NUlNTSUul6vba/n9fvKlL32JLFmyhPj9/ojv2trauvxdUVERyc7OJo8//jgBQJqamiK+/9GPfkQEAgE5d+4c91koFCJ33nknycvLI4FAIOI6wWCw0zXuv/9+IhaLSUtLC/fZE088QQ4fPhxxnN1uJxkZGeSOO+6I+PzChQsEANm9e3fXDyDMjh07CADy97//PeLzbdu2EQDk2LFj/WpDX+6tL/0eC6PRSAQCAVm8eHHE533p4770W3/HXk9jh0KhDA1UA0ihxDkymQzJycm9Ovb//u//EAqF8P3vfz/i8yeeeAImkwkHDhzo9vcffPABvvjiC/ziF7+AWBzpIRLLnAkAx44dw86dO7Fr1y6oVKqYx3z00UeYPHlyhJlTIBDgkUcegcFgwD/+8Y+I60SbWAFg6tSpCAQCcDqd3Gc7d+7E0qVLI47TaDS46667cO7cOfj9/m7vtytcLhcAICcnJ+Jz9v/724a+3Ftf+j0Wf/zjH0EIwbp16yI+70sf96Xf+jP2ejN2KBTK0EAFQArlFuKzzz5DSkoKMjMzIz5nF/AzZ850+/sDBw5AoVBAr9fj2WefxcqVK/HII4/gD3/4AwKBQKfj7XY7Hn/8cTz66KNYtmxZl+e12+3Q6XSdPmc/66ldDQ0N+Otf/4p77rkHEyZM4D5XKBSdjiWE4NKlS9DpdJBIJJ2+/+Mf/4iVK1fia1/7Gn7+85+joaGh0zHf/OY3IZfL8Zvf/IYz97K+cFlZWfjKV74yoDb05t4GQjAYxJ49e5CSkoKvfe1rEd/1pY/70m99HXu9HTsUCmVooAIghXIL0djYCL1e3+nz1NRUAEBTU1O3vzcYDBAIBJg7dy6cTieeeOIJ3HbbbXj66aexYsWKThq1jRs3wuv14uWXX+72vLm5uaiqqoLP54v4/OLFiwCAGzdudPrNb37zGyxduhR33nknJk+ejFWrVvWowWR/V1VVFTNYYvr06XjwwQexbt063Hvvvfjzn/+MadOm4dNPP+10XFlZGU6dOoVJkybh7rvvxoQJE6BQKFBaWgq1Wt3vNgzk3nrLJ598goaGBjz22GOQSqUR3/Wlj/vSb30de70dOxQKZYgYYRM0hULpAz35guXm5pKZM2fG/E4gEJDCwsJuzz9nzhwCgKxfvz7i89///vcEANm1axf32XvvvUcAkHfffZf7bMOGDTH9uN566y0CgGzZsoWEQiFCCCHnzp0jGo2GACBPPvlkp7ZcvXqVHD58mLz55pvk29/+NpFIJOSll17qtv2nTp0iMpmM5OfnE4fDEfGd2+3u5PPmdDpJTk4OSUtLIx6Ph/u8tbWVLFmyhKSnp5OSkhLy4Ycfkv/6r/8iGo2GrFu3LqYfX2/a0N9766sP4Ne//nUCgFRWVnb6ri993Jd+68vY68vYoVAoQwMVACmUUURPgsDtt99OcnJyOn3udDoJAPL973+/2/MvXryYACBHjx6N+fuvf/3rhBBCWlpaSEpKClm9enXEcd0t4jt27CAqlYpMnDiRzJkzh2i1WvLCCy8QAOSnP/1pt+1izx0dkMDn3LlzRKfTkYkTJ5La2toez8dSXFxMAJDjx49zn23atIkAIBUVFRHHvvnmmwQA2bNnz6C2oad764sAaDabiVQqJYsWLYr5fW/7mKW3/dbbsdefsUOhUAYfagKmUG4hJk+ejIaGhk6m2pqaGgDAlClTuv391KlTAaCT35dSqYRUKuWCFG7cuAGLxYLa2losXbqU+/vwww8BMD50jz32WMQ5nn32WZhMJrz99tvYuXMnrl+/jsWLFwMA7rzzzh7vbdWqVSCEoKysrNN3Fy9exLJly6DRaHD06FFMnDixx/OxpKSkAGB80lhOnjyJjIyMTvnrVqxYAQA4ceLEoLahu3vrK3/605/g8/k6BX+w9LaPWXrbb70de/0ZOxQKZfChiaAplFuI++67D++88w5OnTrFLdIAOB+3+++/v9vfr1ixAr/5zW9w8eLFiMhP1g+MXcSzs7Nx+PDhTr//9a9/jYaGBmzcuBHjx4/v9L1SqcS8efO4/3/zzTeRlpaGBx54oMd7a2xsBIBOfmZXr17F0qVLoVAocOzYsU6Ruz3BBifk5+dzn6nVathsNgSDQYhEIu5zi8UCgInyHcw2dHVv/eGPf/wjkpKSUFhYGPP73vYxn970W2/HXn/HDoVCGWRGWgVJoVB6T0+mwPb2dpKTk0Pmz59PnE4nIYSQ69evk4yMDPLVr3414liDwUCWLFlCXn/9de6zYDBI7rrrLjJ16lTS2NjInfPBBx8kCoWCXLlypdv2dWXGa25uJv/3f/8X8dkf/vAHIpFIyPvvvx/x+e9+97tOvmvnz58nEyZMINnZ2RH55Kqrq8n48eNJZmYmMRgM3bbt97//Pbl06VLEZ3/+85+JUCgkX/va1yI+/+1vf8uZOFl/P5fLRVavXk2EQiEpKyvrVxv6cm98emsCPnPmDAFAioqKujymL33cl37ry9iLBTUBUyjDCxUAKZRRwCOPPEKWLFlCCgoKCAAyadIksmTJErJkyRLyxRdfRBxbWVlJbr/9dpKSkkLuvvtuolKpyMqVK0lra2vEcf/6178IALJp06aIz5uamsiSJUuIWq0m8+bNI3q9nkycOJF8+umnPbazq0Xc7XaT73//+2TcuHHky1/+Mifw/O1vf+t0jr///e/kzjvvJBMmTCB33303yc/PJ2KxmHz1q18ldXV1Ecfef//9BACZNm0a9zz4f2azmTv2o48+InPnziWZmZlkwYIFZMKECUQul5Mf/vCHMQWvl156iSQlJZHx48eTgoICkpSURHJycsh7773X7zb05d4I6Vu/E0LIunXrCIBOgm40ve3jvvQbIb0fe7GgAiCFMrwICCFkJDSPFAql95w6dQoejyfmd3PmzIlZO7WyspKrxxorv5zT6URZWRmysrJimv3q6upQV1eHxMRE3HbbbTETGEdz9epVXL9+HYsWLeqUfgQAWlpacOXKFSQnJ3O+aF1x8+ZNGI1GSCQS5Ofnx0xE/fnnn6O1tbXLcyxcuBAymSzis6amJhiNRigUCkyfPj1mHj8Wn8+HmpoaWCwWZGRkICsrK8Ik3N829ObegL73e2lpKfx+PxYtWtRle/j0to/70m9Az2MvFj2NHQqFMrhQAZBCoVAoFApljEGjgCkUCoVCoVDGGFQApFAoFAqFQhljUAGQQqFQKBQKZYxBBUAKhUKhUCiUMQYVACkUCoVCoVDGGFQApFAoFAqFQhlj0FJwAyAUCqGxsREajQYCgWCkm0OhUCgUCqUXEELgcDiQkZHRqxyntyJUABwAjY2NvU5ySqFQKBQKJb64fv06MjMzR7oZIwIVAAcAWxD++vXr0Gq1I9waCoVCoVAovcFut2PChAncOj4WoQLgAGDNvlqtlgqAFAqFQqGMMsay+9bYNHxTKBQKhUKhjGGoAEihUCgUCoUyxqACIIVCoVAoFMoYgwqAFAqFQqFQKGMMKgBSKBQKhUKhjDGoAEihUCgUCoUyxqACIIVCoVAoFMoYgwqAFAqFQqFQKGMMKgBSKBQKhUKhjDGoAEihUCgUCoUyxqACIIVCoVAoFMoYgwqAFAqFQqFQKGMMKgBSKJQRo9nuQcmn19Bs94x0UygUCmVMQQVACoUyYuw9W49PrzRj79n6kW4KhUKhjCnEI90ACoUydllzV1bEvxQKhUIZHqgASKFQRow0rRxFS6eMdDMoFAplzEFNwBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUChjDCoAUigUCoVCoYwxqABIoVAoFAqFMsagAiCFQqFQKBTKGIMKgBQKhUKhUDia7R6UfHoNzXbPSDeFMoRQAZBCoVAoFArH3rP1+PRKM/aerR/pplCGEPFIN4BCoVAoFEr8sOaurIh/KbcmVACkUCgUCoXCkaaVo2jplJFuBmWIoSZgCoVCoVAolDEGFQApFAqFQqFQxhhUAKRQKBQKhUIZY1ABkEKhUCgUCmWMQQVACoVCoVAolDEGFQApFAqFQqFQxhhDngamoaEBH3/8MXJycnDvvffGPObixYv4/PPPkZSUhKVLl0KhUPR4Xq/Xi3/84x8wm81YsGABcnJyuO/MZjPee++9Tr/52te+htTU1D63j0KhUCgUCuVWYsgEQLPZjHXr1uHcuXPw+/249957YwpYzz//PHbu3Inly5fj2rVrKCoqwrFjx5CV1XUCynPnzuFrX/sadDodbr/9drz00kt4+umn8eSTTwIA6urq8MMf/hBr166FVCrlfnfffff1uX0UCoVCoVAotxpDJgD6/X48+uijePfdd/Hggw/GPKasrAzFxcU4evQoFi9eDL/fj0WLFmHTpk14//33Y/7Gbrfjq1/9Kh544AG88cYbEAgECAaDKC0t7XTsyy+/DJ1O1+/2USgUCoVCodyKDJkAmJGRgdWrV3d7zF/+8hdMmzYNixcvBgBIJBKsX78eTz75JJxOJ9RqdaffvPnmm7BYLNixYwcEAgEAQCQS4ctf/nKnY//2t79BIBBg2rRpmDNnTp/bR6FQKBQKhXIrMqJBIJcuXcL06dMjPps+fToCgQCuXbsW8zf//Oc/cfvtt0MgEODtt9/Gvn37UF/fuWC1XC7H3r178eGHH2Lp0qVYunQp7Hb7gNrr9Xpht9sj/iijm2a7ByWfXkOz3TPSTaFQKBQKZdgYUQHQbrd3MtEmJiZy38XCYrHA7Xbjrrvuwl//+lf8v//3/5Cfn49f//rX3DEZGRm4cuUKPvroI7z77ru4cuUKrly5gp/+9KcDau9///d/IyEhgfubMGHCgM5HGXn2nq3Hp1easfds501EPEEFVQqFQqEMJkMeBdwdCoUCDocj4jNW8FMqlV3+5sKFCygrK8O8efMAALt27cLTTz+Nr3/960hPT0dGRkbEb8aNG4fHH38cf/nLXwbU3p/+9Kf48Y9/HNFWKgSObtbclRXxb7zCCqoAaJF2CoVCoQyYERUAJ0+ejIqKiojPampqAAC5ubkxfzNlyhQkJiZywh8A3H///QgEArh8+TLS09Nj/k4ul6O1tXVA7ZXJZJDJZAM6ByW+SNPKR4VANVoEVQqFQqGMDkbUBLxq1SqUl5dH+Pu9+eabuPvuu5GcnAwAMJlM+O1vfwuTyQQAePjhh9HW1oa6ujruN6wQyeYCNBqNEdfx+/3Yt28fFixYMKT3Q6EMFaygmqaVj3RTOkHN0xQKhTL6GFIN4BtvvIFQKITr16+jtbUVv/3tb6FWq/Hd734XAPDggw/iwQcfxH333Ycf/OAHuHDhAg4dOoRjx45x56iursYPf/hDfOlLX0JqaioKCgrwxBNP4N5778UTTzwBl8uF119/HT/60Y+QnZ0NgBEijxw5gnvvvRdisRhvv/02bDYb3n777T61j0Kh9Aw1T1MoFMroQ0AIIUN18g0bNiAYDEZ8lpiYiP/+7//m/j8YDGLv3r0oLy9HUlISvvvd70ZU9aipqcEvf/lLPPfcc5yABwD79+/H8ePHoVKpsHjxYi6VDEt5eTkOHjwIl8uFqVOn4pFHHoFcHqk96U37usNutyMhIQE2mw1arbZXv6F0TbPdg71n67Hmrqy41HRRYkP7jUKhjDbo+j3EAuCtDh1Ag0vJp9fw6ZVmLJ2WNiKaJCrIUCgUytiArt8jHARCofAZ6UAHasqkUCgUyliBCoCUuGGkI3JHWgClUCgUCmW4oAIghRJmpAVQCoVCoVCGixFNA0OhUHom3tOsxHv7KBRKB/R9pbBQAZAyJhjNk168l6v7/clqvHWmHr8/WT3STaFQKD0Q7/MJZfigJmDKmGA0B3jEu28iifqXQqHEL/E+n1CGDyoAUsYEo3XSGw2paZ5cmAO1TDzqni2FMhahvs4UFmoCpowJ4rmUWneMBnPNaH22FMpQEq9uJ/HaLsrwQzWAFEocM1o1lxTKWCde3U7itV2U4YdqACmDQrztKuOtPf0lXrRrt8rzpHRA+3RoWXNXFpZOS4u7zVu8tosy/FABkDIoDIapcjAXpP62hy6KsRkNpmhK36B9OrTEy+YtmnhtF2X4oSZgyqAwGKbKwTRN9Lc91DwSm9Fgih4NATPxxO0TdNj3eQNun6Ab6aZQKJQRQEAIodkb+sloKSY9WhbGeGhnPLQhntsTz5R8eg2fXmnG0mlpVHjvBY+8UYp/1bdBr5HhvR8uoOOLMqYYLev3UEJNwGOA0WLqiQfTRDy0gc9o6bt4gPo29Y3/WDkdeo0MMrGAji8KZQxCTcBjgNFgvqPEhvZd76H5zfrGjPEJeO+HCzgNM4VCGVtQE/AAoCrkkYGaRSkUCoUyEOj6TU3AlFEINYsOLzQymkKhUG49qABIGXUMxNeLCjN9hwrcFAqFcutBfQApo46B+HrRNC99Z81dWXB6A3B5A2i2e6jZnUKhUG4BqAaQMqagkaJ9J00rhwDAh1804vcnq0e6OZRRCNW8UyjxB9UAUsYUozFStNnuwe9OVkMA4ImFOSOigSNR/1IofYFq3imU+IMKgBRKFPEWZbz3bD32f9EIAFDJxCOygD65MAdqmZhqTil9ptnugcsbwPycZDp+KJQ4ggqAFEoU8aatYH3wBOg+H+BQCq6jUXNKiQ/2nq1HabUVS6elxcWGikKhMFABkEKJIt6SL6dp5fiPldN7PC7eBFcKBYi/94lCoTDQIBDKmMZ8tRqljz0D89WO4IZ4KwfXW2iAC6WvxBr/g81ofZ8oA2c4xhel/1ABkDKmMRSXIOXYIRiKS0a6KT3S02RKF1pKXxmO8U+FgNHHYPXZaJpfxyLUBEwZ0+RtLYIh/G+8Yr5aDUNxCQR2B1I+L4UBgH7PzhFpQ97WIujzc4b12pShYzjGPycEYPjHLaV/DFafjYb5dSxDNYBjALoD7xp9fg4K9uyMa6GGnYwJAMvi5SMymdKd/K3HcAn1eVuLYJ1TANgddA4aJeRtLRqUuWY0zK9jGaoBHAPQHfjog12c9WsKAbsD1jkFyNv+wohNpHQnf+sxXPOCPj8HBq2G20DQOSj+0efn0H4aA1AN4BhgsHZztxLxrhVlF2fvpiKkfF4KotWM6C56JHfy8d5Xo5XhnBfoHHTrQd/L0Y+AEEKT+/cTu92OhIQE2Gw2aLXakW4OpQ+UPvYMUo4dgmXxchTwdrrx4uvG1wCa9+4b8faMJF31FYVCGTlG+3tJ129qAqaMUboyacaLuZxvgsm7f9GItSMeoObnwSVeNjmU0Q19L0c/VAM4AOgO4taDLo59hz6z0UXp6rXIPbIfxiWrUPD+7pFuDmUYoe9qB3T9pj6AFEoENGqt79AI4dGFgPdH/bjGFvRdpfChAiDllqI/C1q8L4Lmq9UoXb0WZavXxmUb9WsK4VMomYhlSr8ZrnGYu/0FGFZ/h/mXCgRjCpqSh8KHCoCUW4r+LGjxvggaikuQe2Q/co/s59oYT0Kree8+SNvdMO/dN9JNGdUM1zjka7lHIjo3nsbuaKevz1KfnwOi1TAJ5eN0vqMMHzQIhHJL0R/H5Hh3Zs7bWgSD3QEBOtoYL8EqQPw/v9HCSDzHkcj3Fk9jd7TTn2dJ31cKCw0CGQDUiXTk6Isz82h1fO6u3aP1nigUOnYHj5F+liN9/YFA129qAqYMAiNh0ok2l3XXht6a1uLNNNVdu2MFqwxl++Pt2VCGl8HsfxpoNXrort/NV6thWlWI1MMHqDl5lEIFwDHKYE7ohuISpB0+ANOqwmETEKJ9l7oTlnrr5xRvvoBdtburvhvK9sfbsxltAuloa280XfX/aL+v0c5Qv5fdnd9QXAKFwwaPJoGak0crhNJvbDYbAUBsNttIN6XPnH50I7k2IZ+cfnTjgM9lqjSSi1NuJ4b0nH6fz1RpJKXLC8mV7Bmk6uDxfv3+9MOPk9KHHyemSmPvjn90Y8SxsT6LR7rqu6Fsf7w9m8Ecv8PBaGtvNF31f1/vK97G0Win6uBxcnHK7b2aM/vz7Lv7TV/OF4/9PprX78GCCoADYDQPoMF+IQd6vtOPbiQOqYL4BCJyccrt/bpWXxaj0bwg92XSv1WJxwWlO0Zbe3tLb+6Lf8xofu/ikdMPP06aNUnk9MOP93zsAJ/9QMZwPPb7aF6/BwsqAA6A4RhAt+rCEU1fNIB90YB19fxG83ONdw3gaH62lMGhK6GPjo3BpfThx4lJk0RKeyEADsYmvb9CXDz2OxUACaFpYOKcsZIyQZ+fA/0n7/bq2K7SGPBTWrDRaQK7g8l5hcjnNxLpLwaLkahj3Jdzj5UxS+ka/hjgj9fR/N7FI0wyb02vfPAG+uwHkj6G9nt8QtPADIDhCCMf6jD70RzG3xVsdJqqzYp2lRa22XORu/2FmPfHv3+AWbj0awph3rUbAqDL3400sfptKPuyp3Obr1bDsGUbBABS1q+Fee++W2pM3UoMxzt/K84rlFsLmgaGJoKOe4Z65zQY2pp4m+wNxSVIddgg9XsR8rhBtJou28W/fwBIOXYI3rJTyG2qgwCAoVgzYjvX7p5rrH4byrHS07nZaiUCAAatBgWD2I54G1+jneHQ0HY3Xmh/xg+0L8Y2NA3MGMZ8tRoCuwOWOQUDCuOPtxQheVuLYFq2Eu633kHzspXd3lve1iJY5hRAYHdAv6YQlsXLIXulBMYlq2BcsmpE0xsYtmxD7vtvwrBlW6fvRqKEV3fkbS0asmcWa3yN5vQjI932kR478TZfjGYGOpb4fcE/10iPUcowMdJOiKOZ0e5EOliRWYPl4DsY0a39Se8SjxFqpkojuZw9g5hVul45eN/KxOq/eOyz3jJcbY8Xx/vodsRLu24F+jOW+PNsV8E6fTkv/xyjqW9H+/o9GFABcADEwwAayAs3XC9rb3NJXc6eQbxCEbmcPaPf14o1cfU0mfU1h+BwcPrRjcSQnkMuTrk9btoUT4ymhSaa4Wp7vAjJNAq4g5FOv2WqNJIbiWnELZZ2SrfVX0Guv4LjSBMP6/dIQwXAARAPA6g/L9xwT8LdtZH/XdmyQuKQKkjZssJ+X6u/qWDiaZGKR4GUMjwM5tiLlxRINA9gByN9/6cf3UiqU7PIjcS0bi0t/U37NNJzZ1+Ih/V7pKEC4ACIhwHUnxduuCeh3moABzp59PX3XQl9fUmuOhSM9CIxVIymxWEo6e45DEffc9d4+PEh10ZR828kI33/vb3+rToH8YmH9XukoQLgABitA+hWrCRhqmTK0Rl7KEcXS+CsOng8YlLsS3LVoYCvAYxu20gvIANhLCwqvaG75zAcLh3scWXLCgc1iXB/3C8ow4up0khKH36cnO7BujAU80y8zV2jdf0eTGgU8BjEvHcfpO1umPfui/x8FEd+GYpLoGyzQu5xQblwQZf3wY960+fnoGDPTpj37ouISszd/gIMq7+D3O0vABj+58KmY8g5sh/+pzZEtK2vEZTx1Kf8iOt4aM9I0V0ULjsm+5OSo7djg71GSKUGAdBTIlg2r2bq4QPdnjvWfY10xDElEjZd0+TDH8C0qrDL97C347Av8wuN/o4/qAA4RuC/qOykrF9TGPHyDsULOlwCSN7WIrh1yfDIVRC/tKPL++AvSGzb2PQv7CIVPfmNxMQlCP/Z86ZGtK2vC2o8Tbr6/BxAq0Hy56Vx0Z6RQp+fw1RVCKfe6A/R71V/UjrlbX8B1UtWcb/vCkNxCRQOGzyahG7PHUto6Ole42mDMhZg0zWZUzMhd9gG/B72ZX6hm4H4gwqAY4TeaL66Egx7Q1cT+VALIOx1ASB1/z40L1sJ2SslvdKwsG0z79rd7TVGYuJitZA5r/4yYlHtq/AwWG3vbqHuyyI+lM9yNAkT/X0v2Hs0btnWSTOc/Hkp99+9eQb6/BwQrYYpldhFjkVWsDTNvAOO6bP71FaW7u41njYoYwWi1UDy+msw9ZAjtTf09n1mE07r1xQOaONDGWRG2gY9molXH4LeRsJ25ZPRH7+d049uJMYYaUuG2u+j31HQDz9OypYVktKwr108+ylFP8OhcuLvjt5Gcsdq72AzmON2pOjpGfV4j1F9zx7f17Ec6zqx0npczp7RKTCqrz6HPQWBUYaevvg399ZfsDew4+jilNvj5h2N1/V7OKEC4ACI1wHU00LYUxBIfyZlNgjD0EMQxmDT3yjoZk0SMWmSIiJ/+WlX4mlhOv3w48Ss0pHL2TM6glcefpxcyZ7RY9DLYNGXSG42gfVQRVF3Nb7jqc+6o6c0P90FNPVXcOxr+9iFv+rgcVL68OPk6oT8TknJewpm4Z9jNPTLaGCg/duXDAenH91ITJok5vgBbCj4n8fTWIjX9Xs4oQLgAIjXAdTTJHFxyu3EJZZ1SgQ61NeNl/OaKo2kdHkhuZI9gxOCoxezeNImlT78OHFIFYxQxWtfdKLoeBCASh9+nDglcuKUyDhhoadFoa/tjYf7HAjRG5BY3/c2CfhQPYtoLWCs9vSUzoYVHuJJ6zPaGYjFg59VoDeCWH80gF1ZguKReF2/h5MhFQCvXbtGfvKTn5D8/Hzyk5/8JOYx169fJ48//jiZMWMGWbRoEfnzn//cq3P/6U9/IkuXLiWzZ88mzzzzDGlra+O+u3DhAsnNze30969//WtQrs0yGgZQrEl6qNPADIZpiE9vJ72+LIY9mS3jScjoSUPZyfzXT9PwYAhk0dpKQrruv6HKtxhPfReL3mgAB2scd3n9Xh7DagD7agaMpQGMJ+3PaGWwLB5DZa0ZKUtQfxgN6/dQM2QC4MWLF8nkyZPJjh07SEFBAfnOd77T6RiXy0Vyc3PJypUryenTp8kbb7xBJBIJ2bNnT7fn/slPfkKSk5PJnj17yMWLF8kbb7xBfvSjH3Hff/bZZwQAOXfuHKmqquL+PB7PgK/NZzQMoFiL70AWyN6YoHprAuzt4tVb4awvu+OY5+wi91480JO2hS/49densb9aT34Fl1h1RqsOHo8p8AxVvsV40t4ONdEbgYtTbic1qVnkcvYM7nlHj52+PJ+BPMuBXJfSO3ozl1cdPE4uZ89g8j6Gj++tlq4/a0W8b8BYRsP6PdQMmQDo9/tJKBQihBBy3333xRQAf/Ob3xCFQkHsdjv3WVFREcnOzu7yvOXl5QQA+fvf/x7xeSAQ4P6bFQBbW1u7PE9/rh1NvAyg3vpnsfQ0EfdK2OjC7+filNuJVaElDqmCW4BOP7qRfPG7vZ20jv1dILoSHPsiuMVaOM0qHTHFMFmN5ITGTt7XJuR36e/XSRvYzzJy/b3Pq5lTSAACcjVzSoQwyvdjG+yNSHe/H8gzGM2UPvw4MSt1pClBT8wqHTGrdOTilNs7bQj68twH0kex3tPBCiqgMPRmzuyPlrgv5x8MRmKOjZf1eyQZFh/ArgTAb33rW2TJkiURnx06dIgAILW1tTHP9eyzz5L09HROuIwFKwDeeeedZPbs2eSRRx4h5eXlA752NCMxgGK9KH3VpPT0snX30ndnPmZ3lleyZ3CTPHuuJm0K8QpF5HL2jH63K/o4VuDrjcarO2GT9XFitSbRguRIai4uTrmd+AQi4hGIyBWeWbUrRqKtpcsZDWDp8g4NQ9myQmJW6rg2D8UE3929jkVtE2tSL11eSE4//Di5nD2DMcUNUrR4XwXHWMLeWOyXoaSvJv++voexjh8KrWBX42IoBUMqAI6wALhgwYJOn58/f54AIKdOnYp5rlWrVpEVK1aQ3/zmN2Tu3Llk3rx55Cc/+QmxWq3cMeXl5eS73/0uOXLkCCkrKyNPP/00EQqF5NixYwO6tsfjITabjfu7fv36sA+gWC9Kd75Ug/2y9qQB7GqyOHP3A5yZcLCINn12pQFkNXx8DVqsSbErU+VIagC/+N1eYpMqSKtcFeFXF6ttQ6X56o3Zv5OWeRjqKfdV8x0PDGW7Yro1DPBapkojOXP3A6RJm0LO3P1Av0zHAxFAKL2nN+/p5ewZxKrQxpxLekt/XDf6a3Uayg0DFQBHWACcP38+efzxyEFUWVlJAJDjx2MHKNx///1EoVCQ1atXk7Nnz5Jjx46ROXPmkLvuuoszA/PNwSwPPvggWbhw4YCu/bOf/YytnBTxN9wawOiddX8Ftv5evz8TeLfmuj6ej9VCnn1xJ7k45Xbyxe/2clonkyaJlC0r7KTB601U5elHGWdps1IXN1FsbNubtCkxJ+7uNJkDXfj5i3esxTz6OD6xNMV08R8cv8f+ClR91bCzGwq/QEiCAGkXijk/sr5ci2r9Ohjsd6C3z5ndBFsVWuIRiiMyCvS1bdGbu95sxPrrV001gEPLiAqADz74IPnqV78a8dmpU6cIAHLp0qWY5/re975HpFIpcblc3Gesyffzzz/vsg3bt28nSUlJA7p2PGgACembUPfF7/aSG4lp5Ivf7e3ymMEU6vp6rv4sDmwamxuJaRHJRdlktazPXG99Xtjvv/jd3h797YYbvkk1OhUM/3tWGOD7Mg6k/V0JfdH91VX/xdRUU0Eg9uLZR61tLKG/NxuWaI15VwIk//ylDz9O2mQqEgCIXyDs1oWjK6gGsAN+wNRg0N3mLPq42tQs0pSgJ2fvfiCmHyZ7rtIeXAairxPrvWaPOd2Ne85IjwUqAI6wAPjzn/+cpKWlkWAwyH22fft2kpCQQHw+X8xz/frXvyZqtTris6qqKgKAnDhxoss2/Nu//RvJyckZ0LWjGakB1N2uKvqlujjlduIWS8mNxLQuX7T+LszdLvJdVCoYDA0gK9SefXFnxHOI+LeLRbUrc6VZpSPN6iQm2e3ywrhbpHorKAyWGbgrX8+uNIDRYzHmcWMwMCMa9rl+8bu9XDJvs0rXrda5O60rK/TXpGb1+PtYPrPR73B0P7Hnb5GriSesARwIw+EaEM9czp7Roy90X+hKuI4eM1UHj5MbiWmkOjWr2w1kT0JbT21gYcdV2bLCrn3GR3gsUAFwhAXA2tpaIpfLyfbt20koFCK1tbUkMzOT/PjHP+aO+de//hWRw89qtZKkpCTyq1/9ihBCiM/nIz/4wQ9Ieno6cTqdhBBCdu7cSc6cOcMFivz9738nMpmMbNu2rU/X7onhHkDd7by6enm/+N1e0iZTkbqkjC53Yf2NzOtOAxgdmNGVYNjVebq7Vk+mjljXZ4k16bCJll1iGRe9HI8MphDVk2mmL5ol9nj2ecdKBdNdoM5ANQEjrUnoC+xzYjW1TomcXM2c0m1Vl5hCWozFvTZqce/N73utzenDhioa/ngYqtQ/o4WB5GDtyeISrRmOnn9jpX7pTnsXa3z09l3rjTAZaywM57tMBcAhFgDz8/NJbm4uUSqVRK1Wk9zcXPLlL3854pgDBw6QjIwMotPpiEQiId/5znci8vWVlpYSAKS0tJT77PTp02TKlCkkKSmJaDQacvvtt0dE+ZaXl5N77rmH6HQ6otPpSEpKCvnlL38Zoe3rzbV7YrgHUHcTeVc7rq5e/P7u9npDLKGSLwiw7WE1db0padadqSPmJNiFGaPLSedhpjYwWx+4rxPecHD60dgVJPrTRr4g0lX0XaxyZL3RDF7JnkF84ajliMjUbsxTA4kA7K8Ge7iItaCy6X3YfJnd3WtPQlpPwnpfxkdfj+0p6a+p0khuJKYRt0jKtS9e3qfhZDDuu1uLC2/+++J3e8mV7BlcVD57/Vgb/Z4UALHGWlcCY6zNZHcCb3eaw+F4l6kAOMQCoMFgiEjEXFVVRWpqajodFwwGyfXr1yNy8rF4PJ5OSZxZGhsbu+08p9NJzGZzt23s7to9MdIawFjfRQt0XQlLp8OCGLtI81/egU5WPWno2EWDrwXpKSqtV0If+//dRPJGT1LRSVLP3P0A8QhExJCe26O2cbjp6t7608aeNID8Y/jfdVdG0FTJlNizyrXEKxSRM3c/0K3GpzdayN4IhvEuVPRVwO3pfnq6/+7+vy/n7unYrjaX0cfUpmaRG4lpQ1Z5aDTQlblzoMJ5rDmBfUevZM/otHGItVHoab6Oni+jBbruNpO9GSP9fR4DhQqAtBbwgIjHAdTTBM6+rKXhRL2GGIl6+ypQ9HVB5i/8VzOnEKdE3iffIr52qjQ8+Z1++HEuiONq5pROmquuJr8r2TNIAALiFYpJ6fJCYpcqSRAgXqEoprZxpOiLhmhQrtWFEM3WUGYjr6PHlkOq4AIGuMoDXZgPexpnXY2r/lY6GSn6KtANdNPRndYmlsaoK2GgK21PdIm3/m7cxhKxNkJd+eUN9Nysj3R02h7+vMn/rC8uQLEEOr7mMVo4ZO+xLimD+028jIF4XL+HGyoADoChHEBd7vb68OJ0p67nv4jRQRMDuU6X5+/ifKUPd64d25vrscJc2bJCYlbpmGTTCXriEwiJUyLvMDHz2hLLpFm6vJB4hWLiEkvJlewZpEGXRtqFYlI+d/GIT1AsXbW9q2MHolEgpMMnMjrimOvnhx/v0jx8NXMKMat0xCrXctqOvmrAuoJ//eEShgeTrt6H6Ocz0HuIJXRFCG3hdz2WIN3VnMBy+tGNxKRJYrRZ3YzFru5hsO91tBCr73sK0Ovts+FrF9nzxkoAbqo0kvK5i4lNqiD//NHP+rWZihZa+fcVqwQoKzDeSEyLqWwYSagASAXAATGUAyjWS9KX/Euxvu9uUu6Nw39Xv+d/HkuDcCV7RrdmQDaKkV9BpDuiNYheoZi4RVLiFkmJQyInZ+9+oFNbumo/X0PFmjf4gs1AnLb7S/QifCV7Bhfl2ZPWpS9ata6eT9myQmJVaEmTVh8zj1/pw49z44V17D9z9wrSlKAntalZnLBRGiVwmCqNvY4u7vJ5dKPd7ougPBKwmporsdIUdRPcMxja35iavW4i9bsT2nujMeqN0B8hrMRhfw0F/OfS09zSk7aWJbrfoqsx8c/nFYpIECB2mbLHzVT0udlz8H24o915okuARmdooBrA+IIKgANguDWArLaMe3F5ARX9Ud/zX9KuFs7eLApdHc+e98zdK7oN92cXArNS16NmIfp+WB/CZk0ScUrkEVqr3mggu2s/Id37vA0V7HO+nD2DOKQKYlVoIxzoeyPg9Sa6N3py5rQBDz/O7eZjRehFa5FMmiTiEYmJD0JOm8G2M9oviJ8Go7djK+ZmqIvPBisR9lDQXUBMd9rN7p5Nb6JqTZVGUraskFzOnhERmR29GMcSOHr77nSndexqAxo9H40Ferspj/6uqzFQdfB4RMBHrDmX35dV6bnEIxSRz+Z8pc8bB7ZNpeGAuctRG1N+f0cLin2dh7t6XoMJFQCpADgghmsARQtqrKDE+vFF5wDr6qWJ9sfgq/97Y7Lp68vI/ranxKJsm/uajoYfwMH6/50NBx7wJ5u+Cq4RbQr7vA2nBpDt58/mLiZOiZxUhX0du9s9R6de6U6gj/4ulvDB5ka8mjmlY0fPE2D4ZiZWA3g1cwrn98e2k+2XsmWFpOrgcXJtQj5xiaXcuOiNwBHrniPy6UUJM/HqI8jX9EX7S7H3U7assFu3jejPSpcX9uhC0ZVJ31TJRGyblbqIPuYLz/wNQ180fqZKYyeTYKxj4kETNJL0Zm4ipOtnxdYKd0gVEdpd1urCZoXojQWhyzkwal5mxxN/YxrrXHztYHcZBwbj+fQHKgBSAXBADNcAivbx4L+QscwoXU20px9+nNSmZpE2mYrx4eiFYNbbkl69mTx6mvD7K2DyJz72WdxITOMmvVjOydHE0qQM5eTTHWx/V6XncNpNY3oOJ3ix98F/XnxNZU+LdvRz7qqPo6uKlD78ODErdZypN/rZdqWVY1PX8PvGGOWj1FfhrZOGkXeu3lS/GU74z5sdZ00Jes7/K0IDzzOfd/XO8IV4dhMYLexHaI9i+Nmy57AqtIzw0I2QFsu3q7t7ZM/DNwnGOobS92cS693lawCjN1Js2i2+D15XxHp/Y60vpcsLufyVvREoe6sB7O26MlhQAZAQMShxj9DlhNLbDqHLCX1+DvTv7448YP8+GIpLkLe1CACQt7UIhvC/5qvVMK0qRKrDBvO8RXDqkkEAuHXJyNv+AgDAUFwC25pCmPfuQ97WIujzc7hTm/fuQ0q7G5Zdu2Heuw/6NYXwbipCqsMGAwD9np3cOVKOHYLR7oBBq+HOY9BqkHLsEAzFJQDA/DfvdwBgvlrNfG93IOXz0k7fdwX/PgEwv1tTCM+mIoiDAUj9XgQdNgR//jNkmK7j4q9eRUJ2Jves+PfJL+4ccX67AwK7A+ar1RHHDyWC8F9IJAYRCCAOBNCuSYCuqhJZ16tQs6kIuHqOe+YGAPpXSlD31AY4J+ZCv6YQpnD7Y7VZn58T+fzDfWzeuw959y+C+Wo1jM88h+R2N6q/VICQPo17xs2XK6C1NEPmbcfNiblIKH6Ra1Pe/n0R/WG+Wg3YHaiZfy+ISo2U9WthCo+h6LFW+tgzSDl2CJY5BbAsXs6doyv0awrhLTuFwLObYT95GsKmJuQc2Q+j3QHN5QroHG1ofWkH8MQjA+yNgcPvJ4AZY/Uz5iLz8jl4JTJ4NxVB7rChXZMA/fq18G4qgqrNCtOqCjimz454J9j3WdVmhUuXjFzeO8x/ZobiEqQdPgBT2SnoXylBFe+dBADDlm2YfKMGluRxaJ02C0KXE2X3fQNCAljnFMR8/oJY9/bxCXg3FUH2SgkKeGNKv6YQlpPH0DZ5KtdGfX4OsLUIhuISNC5cAPFLOyB7pQR59y8a+EOOM9g5LdY7GP1db+Y69nfsXM6Oh7z7FwHVFyIPDD/jvK1FsNU0oP1yBRy/eBHuA5/EnMvY9ujXFMIMdBpHGW1WSPxe6NcUMh8q1XDLlWidNgvqGGsBC//e2D6O7mv+s+CPWezfx/y+D8+H0neEI90ASs+EVGq4ZQqEVOqY3+vzc7jJt/SxZwAABXt2MgJYcQkUDhs8mgTkbn8Bqfv3oen+h5AafsHYxcm7qShCUDNfrUbpY88wE/ni5SAA0g4fgPqRQqRfN8InV0K/phCljz0D89Vq5G0tgnVOARIqypF2+AB3nrytRbDMKYDA7uDOFb24sG0QAL1a/M1Xq1G6ei2MW7Z1CH/hSSTv/kWQvVICpy4Z5h0lMC1bCYFAAJnfh6TL55kJlNc+lrztL8C4+jucUMw+V2g1SP68tNPxQ0nu9hdgWP0d2H74NJxyFQx3fBmyV0rQNnkq6idMhuyVEk64YhfrvPsXoW3hYiRVXoB5127A7oBxyzbmOB5sv/I/168phE+h5CZ4Q3EJZvzjACY1GKAy38T88IbDUFwC2SslsKekQerz4rbjB2DPyEJNznTIXinhxqE+P4dbrNLOnEAoPR3z39+NvPsXoSC8aLHHsXDjBIBy4QKYVhXC8PGJLp+Ree8+yB02iF/agbytRQip1JwAL3ulhGtTPJC3tQjWaTORePIYlCvvg3H1d5D9h1/D/dY7cOuSEXh2M0zLViJ1/z7uvuQeN9Ju1ABuZ8Q7YSgugdxhg0uXDNkrJdy4jPU82zUJULZZ4d1U1EkQEQAAAUISKUIqNXLKjmLGPw4gp+woiFbTISgWl0DqcaN5fDZS1q/tNHa8m4qQXX0Z3k1FEfds3rsPUo8bmlpjxOfsu67fzPwu8NSGTue8FeCEft68wb57hi3bOn3X23Oyc7ly4QJcyr8j5jvCv7Z57z5I291wnzwNaDVIPXMClhUPoWz1Wu6ZG7dsQ977b8Kya3fMceTUJaNdroJ57z7uN4Ylq0AEQNqNGgRFYiAsWPaWWM+CHbNyhw3GLdtQtnotSnntpAw+VAM4Csjb/gIMxZpOglH0TjJC0xDeUSkXLkB72SlugQYid2rRmhRWqGO1cRa7A9BqoFx5H+THD0LmbYckFIRt9lxg127khbUu89/fDYNWA6nHjXZNAtdWVguoP3wAvopyCGbP7Xx/PE1eb7RshuIS5B7ZDwEAQ7EGACLu27upCAqHDc0nT6Ngz04YPj6Ba5uKGO3YxXPwypWddsLsTpOdmNi2RGsZhwO2LZfy74DW7YDK3MRo6a5cgGXxchTcvwhlq9cyz37JKk7gEtxsQlAsgdhswrTPjsEjkaFKq4no7witYfhz8959SHXY4HtqA8pmz4Vy5X1oPPoJBAIBAs9uRunqtUisKEeax41mAHn796F5xUNIu1kPXZ0BLXMXIDU7kzlXeEwK7A7oHbZOz7orzQg7TpKPHYLq+EHoHG2cpjMWeVuLYCo7BYXDxpyP947o83O6/N1IoM/PganWyGhKX9qBgnDbDMUlSGl3w37gEwDMQqxfvxYmgNFolh0FlGpOO4KtRRHjMWZfXq2GYcs2CACkvFICN6dNLOS0KgCzyWi+XAGFwwYBAOOSVYDbyV2PPZfA7oBp3iJOM8nX9pivVsM5MRd1fn8nYZvtH3m4fzhNULj97oUL0PrSDjgm5ca0Cox2Ys0bbH9Ze6nl5r8rAJi+mHkHoFQjofhFTORZA/i/ETY1ISCWQL+mkLF4IKyR/dWrULod0LVakGJphKE4PDe4nVB425n+j0KfnxNhYTIUlzDrwuLlEJlN0LQ74VBqmbloCzpbp7og1rPgXwt2B/KO7AcBOtpJGXxG2gY9mhlpH4LTj0Zm2Y8VNRbteBvLV4cfqMFWEon+/4tTbie1qVmkWZPU4fsRlZYmuqoGPxDgRmIasSq1nD/ZQPwBo53Vo++7K/83vi9kV2kweuswPRzwffOigx7KlhVGPHu+r93VCfnEKZGTaxPyO91DVwEVTVrGJ80pkUWkKWHPa1bqOkX0detDFn62ZcsKI3wrWR+4smWdI2HZfj1z9wMRgTdd+gZ1kzol3oj2s+S/K6Xh94hf4o9/fNmyQuKQKjolS+ePidKHHyely5kAEqdETqxKbUSqDtZHkP8se/K54s8Nsd6L6L6NxlTZEX0cK3F4rACDW5m++rhFP39DOL2LSZNEyucujvBz5c9tscpFsj6ZTomMXA2XDOX7lMfqR/78HV3bm/UN9QlFpJnNC9mNj2g0PaXAYX0bP5v7FS56fbAZ6fU7HqAawFEI32dD9sFfkOSwwvjUBuirL3TslLYWwWh3QOByIqRSd/IH5HxIwjtV2B3cjsw6pwAEiDA76dcUwrmpCCqnHTqbBca9+zppJs179yHP0ohkSyNn3kg9fACKv70Dr0QGm04Pe95UwO6AYcs2pJ05EeHvwce4ZRunXYzeVfL9IPnPgv2X9X8DgNLVayEAo/Hga/lYLVUyT/tgKC5BqsMGuacd6hs1aPv+Wsy0NuFSUxP0h94d3E7sBXn3L+J296Wr1yK3qQ7W4hehDPhhmVPAmKz5fp92B+M/6HJC12aGddpMaDYVIY3X37F8asy7diO93QFRwA+RUAR7xgQEc/M6+t/ugNDlBFGpYd+1GymflzK+QqwmsLkeiRXljJYvrFHWr1+LhOxMWFY8BEEoBAKmrxIqyiEMBDCp9AhEhKCK17+sFjAxrGEoCPsLGYpLkBrlG8TXRAyXb+ZA4PclEDadXq9CjUSC1P37YNjCmGX57xLrl6kzVEIW8EFrqIw4J3uMsPhF5N4wQkAIBCECEQnAJVdC7rDBtHcf45u5ZRuETU2wrHgIqR43DAibjaPGQrTvoBkA7A6o2qyQ+r0IvMKYFVOOHUJALOHM7l1pdieUn0SioxWtm4vQLleN6j7sL/xnUxDjeXflF826eAhcTqTdqEFrUhqEfh8EoRCUVjPa5SqIX9oB88K7IjRqxiWrIsdSWJPbkpiKpFYTc06A09rlhudx1voTbVFS/e0dTiOvv3qOa6ft9ddwbVMRAs9uhvvk6YjrdeX/yN3f3n1Ic9jQvqkI5hjzv3nXbuRaGqGz3oTW7ejWGkDpP1QAHAVEv1B84cg67x6ojx9gBCse+vwcGAHklB1F9fx7ObV6WtjZnBUI+SaGCDV/2C+DXSTMV6thnD4bzom5nEAZLUzkhYVOvvBoKjsFcTAAty4Zqfv3oY03UbH+Hqx5i3+PsYIy+LDO586JuUi9eA6Kv72DNLkKzUCEPyTfVMy2NVoQZJ8F7A6Y5y2CxeVEdtlRaJ1tMRfe4SDCMXvvPghdTggA2POmIpSeHtOEGi0UC+wOLrigO3OTAEC7RA6XXAlxIIDE+mpY9GncebH9BZhWFULdZoVbpYV1TkGHwP36a2h+agP0pgZUbdkGaDWc4GIGkBr2H8vb/gKMW7Zhys16SP1eaNu9EAGQNNRG3DPfr5H/DDw8cy9/4zKcpvmBEP2uOSbloj5sOo0V2MW/P1tNIbfQdnJPCLtqBERi+EQSODQ6JNhbUDP/XoRUagjsDuaEWg1yD30AldcNv0iMlvzJEefiX5c13Zr27kMBF3hSgZDDxgXvsJuCttlzwxvBzoKMobgEmQIRfCIJbvz789D99jVMqrmMixufg/7Qu6OuD7ujO6GHfTbVTU2wGiqZwJidv2T6nd0wsQEW/N+EhWMCICQUIiCWQBZ+n2SvlMATdnXh5m10dqMxfHwC6m99HVMCPlTdvRzW8Nxh2LKNm1/Z+ZANxIpWDrTlT4Zwxza49OkRbjMRmxpesFVXQi2faBeB6PlfAEAcDCAkEKJh3MS48ee91aAC4Cgg2rcvoaIcglAIgrBW5sID34oIXmBhX3CtoRLiyguwzilA87KV3EvGf+H5gp7A7oAlKhKQnZCscwoArSZmO3uKUOaiAMHTLm7ZBkFYI8iPduzK75GFdT5vcLug8LhACCD3uKBcuABlq9cyE9v6tYwWFOi0uwWA2vcOYPrbf8S1/MkIXK1iJtw5BSAqNaqXrIJi5X0wv7Sj08I7HLB97j95DJNNDWhJTIVxySpOkxntqwhECo0AoFh5H3wV5YyQHD5vrIUqd/sLjK9gOMI77UYNkj/eB9HBd1Hx69/DffI0Uh02SPxeSD1uEK2G0wKZAQjzpmLCDSPEZhOCbieCfP+j8PNPBTMWpUE/pKEARGAEz/zzZ7lFhdvYhP0a2fHJahv5AtRoiQ5kffISK8qR7rLDVHYKjumzkczz5+x0fJS2iPVp5L+v7IIpdDmRbGmCMBiES5MI07xFMIUjfg3FJYyGO3w+y8lj0NZdgdgfwPj/eREutS7mIu2cmAuhoZIbR5xvVvhdBZi+yyk7yvVV9HuN8H9bTh6Dqt0J9e/fACEEkmCA21CNlj7sDd0JPawgpTt5DLm1V+BrMKB2lREIB/3wI/Cjf9OxOddAuXABQrzI6YpnN0O+uQjKhQsinqX5ajWqNz4HraESknY39HYLAAEEbnfH+Xnza6wo4OjoXGEoiOzzZRH+nCzRc0p022PNOTF9C3ljGwB8YikSXHY0K1W47RaMFI8HqAA4Coh2/M5w2eGTykAEQHIMEwr3Qq9fC2N4YTfz0m+wsLtPvtAEIKZZJtpUHJ3upTvn/oigE772LbwwSj1umOYtinCM7mlxkL1SgpqwBlBScRYpbRYEhEKk/fszEPv9gAAwh4NOcsPap7wj+1Hd1ARDeBc85Rc/hdbrwpRf/BS+ivMwoMP53rhkFTIW3gXDyS9DcOCTPqWnGQzY5y1sasKEG0bGdBMVnRnTLHrsELxlp5DS7oav7BSSLY1hh+8SzswdvVBFLB7hhX76R+9A7XNDv7kIktLTnCM5qwECOtLu+J/aAI9EBnVjPdKa6qHyu/GvX72KvE/e5QI72ECNCwBEZhP01y5Ab7OgVa3DjXDbCABBKISEsDk5WqsxGoUFNmBJGAzBJ5Mh5LDBjsho9+jFtltBIpyWyBjeMAXEEkiDfvhEErh1ydCvX8u94520Qgc/xL/CgoFv6/MRaUHYtgpuNmHG8QPwiSRo2lQEwyslsOzazbgVGCoh87g59w6+hr6r/hEAkAV8SLtZD2tKOowTp0Hy+muD/ZhHHNb6wUbDxpoDDR+fgPGpDRD6fZzmqystaKd5k9XQ8VJyJZ48Bp2jDfbiF1EaDuAz790Hwc0m3H70A4hCIXgkMgQgRFAkxqSKMojPnULzyWNIOfghT7vLuAWZEGk9YbWWiYZK1M6aF5EOik/0mGU3BMYt27jUR9HzZ6f1gvccjFu2Ie/wB7Bpk9CaPI5q/4aSkXZCHM0MhxNptJMwPzFndIWNTkEOUUk/+c7k/POwJcfY0l89BV+cufsB0qxOJFa5lnMc7muWfza4wCpnas6eufuBCMfkru6fD+tIfzVzCmlVaIhfICQtMjW5kj2DXM6ewQUolC4v5JLZXuYFOJx9cSdpk6nI2Rd3ctcpW1bIVcC4kj2jU8Li4SZWwEvp8kJyNXMKuTYhP6IKDHss+xyj6/By5+vFvbDPhi0azz8/vy0Xp9xOqnnBAU0JeuITCLlnzDqQd6rYwWtnrLEd65n3tu3xlHCYf69swEd0u/iBSz0FHkUH0USX4Irl0B+dkJffd2xwCNuGpgQ9sSq1pFmd1JE8WpPEVX6IFXDGvwa/3acf3UjqkjKIXaYkVeNyuHEyXIl+h5veJo7vzT1HB2CcfXEnl/CZDb45c/cDTEWncPAP259NCXrSIlcTu0xJ6pMyOuZDpZZ4hOKIijCnH41djo8N0riaOYW4xDKuvGKsgJ3oZNTseU3h4JBYa0p0AGPEc+yics1gQ4NAaBBIXBMraCNadc43/1lWPITJpgYYFyyNmWZAG3Ymzy49gtalK5BuvYnmcVmw502Fx9QAc2omZ2KMBWsGVjnbkOiyISQUchqAziaLGD5BYb+9wLObIbA7UF1wL3RVlUgxNWD6Z8cAAG6ZIsJfrzsnaeW3v4lERytqJ0zBzXETkXqzHqZxWUg++CEAcAEKk84ch08kgU8qg2/r82gLOyzr83Ng/vpKBIpLOI2KddpM+KQypFqaIAn6cT0zL0KrMtxE+/ZZVjyEO+quQBQKwZg5GS5dMucHVLBnJwxaDZLCGty8+xd1m2SXnzIkut8DV6tgSs1EwoH9kLYzQQMCuwMzP3qbSy8DAGkOG9zhnHTmvfvQuvkFhP7nRbRm5SL18AGoPvwLpF4vAj/eAGEoxGiwXE7ccfQDuGRKXC18LKZZKDpAB2DcBXKP7IchRmAQn974IA0XbP9xia5jBDzo1xRC8bd3IA4G0Mj62IX9oqKPZbVuIZWa0+CYtR2uEqx7CN93ltUWs36ybLJsZZuV0RquKYRl12745EqIggFY0zLhnJiLnLKjsOdNhW32XAhcTiRfPId0SyOuv/wqEl79ZUS7YmqW1xQi8e0/QOHzgEgkcCsSoA6npLGFx0tfk7/HM/w5sKdACNbtBV3Mt9EBGP5f/BSSYACigB8aewvEfh80jfVIOfghUsEEzcHthLCqEsJgAK1JaYy/sEqNvO0vwFbTAOu6dWjx+9GaO7VDU7mmsFOaMKAjwKhl2iyEJFKI/D5M/eQ9KLzt+MLlBF79ZYf/dDj4L4kN/ttaxMzvYT/UWPNn3tYi+P/2DhLtrbA/tQGlCxd3pLsBcOmelZyvOWXooAJgHGMoLokI2mCJZW4xFJdgsqkBcr8XJLw4AJF+Yfa8qbBab0Lq82F8cz2IQAB73lQQlRo1X1qAhDoDjM88B4QdlKPh5/CyF7+ItslTOd/DiDx6q9dC6HJG+BGyAtt4Wwt8Tz8Ba1IaTPMWoW32XLS5p0IQXrGiX/runKTHSWRo1STCt/V5tL/7HkQBP9omT0Vy+Bjb5KlIbGmGTySBmAThk8iYxMG8qDMuem7aTATEEiRfuQCfRAZhMIhAUITW2XOBsL/bSCxS0ebByaYGgABBoRCt02Yh+ccb4X1qA4RNTZFRuFHPi4Uf5emYPjsynyLPEZs1N4rMJggb66FcuADS4hfhE0lgTs2MMAOzbWOEDBfa5SqEVEooPC7IfR4o/O0I+YUQIgSh2YRJ58uYSi0Bf0Q7uwpKYhHw/mI9owhXB8RHcAErZIvMJs43stMxe/chVa6CJ/yedxsBv34tzJcroF+/FkDnKiNpvKAb7jdrCqH68C+Qedth1+lBACgcNnhVWtinzwbCkd0tU2ciVGeE7JUSpGZnwhgOFMgLCylXcmZCEvQj8QqTUD0tRjYB/jM3792HJIEYUqEQ1mkzkfKjjZB8+5uM4BmOTvfJlZ38jUcr/EonsDs6ZTngVzyafPgDKHwe1FeUAwc/7DTf8gMw8D8vovbxf0PCgf2QuF1IcNngE0kg9bgZwQ+M4C/1uGGetwhtWk2EKwvrHpLXZgYB4DU3QVpv5NqS21QH467dkVWS1hQicPIYiABonT0XqWdOQBgMQkBC0BoqIzZjedtfiAj+4wewFMQILmGfleGtd9C6qSgiFyQApJ05gXZNAlesgDJ0UAEwjukqsgtgFhbjlm1cmhflyvs6lV4COhZ8+d/egUCuQt28ryDBUAlncgpUVgsEbheyy44iJBAi2dGKDNN1XChOjynoRAieTzzSMaHxAjoSK8ox2dQAIhTCuGQVDMVM2Sf95iIQMIKL0tcOn80Ka1gYMC5ZhZxwJGH0vfbGSdpdXILJ//wUmnYnEluaURX2UcotPQphMAS7JhEAIAwGkH7dCMvSFTDOXYCU9Wu5qFOh2YScukq0S6RwKzVo/t9XI1IbjFS0In+Bz9tahKqwUKZtrEfyjzfCvHcfcnl+frA7MPlGDcxPbYC5i4WFjb6zAxEpI/jXKtizE0YA08MJpZtf2gGZx42mCblMBYqw5pAVDhA+rzgYYPyNwlrXpnETYZs8FclXLiDFdAPTPzsGUTAAIhAwwuTefdzCI7A7kBpeNFP37+M2MazmWPHsZs7vlK+9BBgfI9b30cy7n1hatOGE9QFUetvRLlPAEDWODR+fgO7kMVhm3IGcsFYtoaIcokCA84XU5+dwz8AxKRfJvPehk+YdnecLy67dyHDZIA6FYM/IgthsgtrRhnavB1l/34vmxDQE5AokXzgHnaMFxpdfhTk9HUDYdyvso+nb+jwsm4vQNjEXydVXmdJ1vOCq6BQn+jWFMIXnpJQfbYR3UxHEEhmnMW4PJ6nWXq4Y0j4YTvjpWNo1CRFJuNnvWqYym02hx42J16tQt+KhTkIgPzLXpdZBYG3BbVfPoeL3f0Hr5iLc+PfnEbhaBdgdyD/0V6g9LrQqtSBdpF+KpZFjNxsCMOVG+dYm2B2Y1WDAhAYDLn7lQZjmLYLVbIKmsR6S11+D8OVXufKkAEB4Wmh+Imr22m1ZuUg++gnK7vsGFwHNRhFHb/xMZadiJi+nDD60FFwcw0VUFTOlv/hlvNiF5bbjBzD58AeMs77HDTKOmbj5JdraNQnwSWTwaBIQUqkhCvihslqQbGmErs4IAYD6mXehNjMPN5PSIbjZBMPHJzqVaIouI8ZPF2Pcsg0zP3obqc31MKdmwrhkFVc+btLTTyDR3gIBALdcCTEJIcHjgrqxnjNp8c8FMAvjpfw7oFy4oMes+cqFCyD1+9AulaElMRXCpiaIjAa0JaSg5vYF0DpaMaGpFmqXA9KgH5k36zDzwF6mrN3po9BcrkBSdSXEoQDEhMAjV8EdriKiz8+BraYB2rJTsNU0DEU3d0ve1iLGbMimXVm/FipzE7PbD5d8q501H9aUDOjXFEIAQO73Qm9q4MYNv8/0+TlI3b8PpmUrkbf9BRS8vxvz39/NjTXrnAIIbjbh7JdXIufTD+EXimBOzYTslRI0z1sEx/TZsPzqVcz86G1MOfRXmFYVckJK6v59aLz/IYQkUiS4bBCTIFIOfoj5n7wL3eGP0K5UQebzQBgKoTpzCq7e97UIwZMA8MmVSLtRw2k2WM1xjvEi9Js7Spqx4z83XC3Asng5ZK+UcGPFsGUbct9/kzGzjSB5W4tgXLIKl+5ZiZpZ85F48hgMH5/gxjdZtw4Tr1dBXceUTDOtKoTCZYdHrogIuGCj3nVVldx44Jd9BBCxgWI18WWr14YrPAhACEFS9VXMKjuEZGcrxrc2QR7wYrz1BjJu1iHLVA+Frx2JV84j/509yD2yH9ZpM6FfU4gzy7+BtJ9sBCFA1sVymGfewZWu66qsmXnvPkjC5eAsu3ZDES5hl7qfEV5T9++DS5fckQrkFoB9X9mymx6VFmkNNVzZSuucAmgNlfCLJAiKRBAH/Ui7WR9x/1yZtI9PdMrI4D7wCcQBPwKfnUPe1iIIAASEIohCQSS67fA/tQGGLdu4dDH69WsZwS5ckjFv+wsRdbhT1q+FKX0iiABcmTn2vGyID1GpAa0GifVGtC1c3MmthD93G4pLkFN2FMmWRlh27YZpVSH0Z05g4vky5DVcw+wj+2Fd8VBEiTf+OgfglhwX8QrVAMYpfHMB6yMDdJQ8068phPXkMdgzsqBprIfCZYdfruSSLLO/KdizM8JnMBXMCysyGjHhhhF1E/Ngzb2PewHz3n8TSacOQXT8IMQJyRFqe34krVGlhths6tjp7doNj0SGlrDvicDlBATMgu5UqqF2O2HeUQIACP37M6ifcSeS/uM5GFmT3a7dEUXo2QWPXzqLD2tytJw8hjTrTUiDfrSokmCduwB5R/ZDEda4+M0qeGUKtAqFMO8oQe2BT5BUfhrjm+sh9XoREgoRctgQEInRLlXg8p1fiUiCHNGWEUhGGp2jyxvW3rVrEiAAEwXuUyghCviZiX37C7gIRJpjuov6jdp9ay5XIO1GDTQeJ4ShEMw6PSSvvwbzrt1cxHZAJIaAEIQEQqTXG2HiaTDYaMdqNkEsTwtneOsd1KxbBxCC9v/8L+DkaQCR2lzDlm1IPtIIuJ1cScJxEhl8Yin8Ehnq+HkAwylm8nh+VOziZERsc/Fww/fhvJR/B1MOLlw3N7v6MhrGTeTqFhu3bENeQw0saZkIvP4at1Cbr1bDMSkXjXYbRAE/lAsXIPDUBkw2NXD+kNH9zG7IPBIZjAuWwilXQe1xAYTALZFDLAzAkP8lqNpa4NIlY/K1L+AViQGhEI5x4zGpsRoiTxBtl8/Du6kIM2ouQxoMICgQQhgKorWKSeUSK2UUd+8830aH24l2TQLcj63lfAATsjPhmD4bdsSHuX4w4JuB9WsKGRFK0JFvz6DVQOZxQxL0QxgKIiCSwJqSHhE9zLfapMpVMM+4g3tmAgDCUAi6inIYt2xD8uelqJ1dAEX5PyAO+JHVYIAjIws+uRKOSbmw79qNVIcNBED2B3tRd/kCcq+e57IhwO5ASrsbUKojUoTZ1q/F9YryCIsSu+6UPvYMxC0WSIJ+CNwu7v1lfUlrZ82HurGeKTEXNvML7S2MBUgkQkpzA5KOdJSii/Z1z9ta1CkVEWVooAJgnMIJW/PvZXLv2R2M6h68hT3gR0ifCps+FW0ABG4nco/sR92s+QAA/aEDKLuvCbk7fxlhntHv2Ymy1WvRLlMgqE/t+C6cymDS0b8jwWuD1O/lio7LXimJyCuYYmmEwtvOmAc3FUH/SgmqtBoI7A7G5OVxgwgEuPiVlQjWSuBvs0L80g7Gr6PNBBHPb4utMWqatwiG4hLY1hRyiXK7ysHHmjLTbtRAEAqhRZvECJgHPkH1/HtBBICAAOJWK5JvXkfz/76K2U88AvPCu1Dzg6ehs1lQN2s+Ev/jOc5v7AI/xQlPcAk8uxltmxmBZqTgT7KmcDtZYV65cAGExS9CbDTCuGVbRK5AfmLlWHCCg90B7eUKqNqsMKdmojYpBZmGSzDvKIF77z5MPvwBlJ52OJUq2NWJ8IqlAAC1zw001+NqWDAzX62GedduCKbPBt59D7mlRzkhJe/+RShdvBwpxw5BWvwi0i2NMNgdKHh/d4drQTg/mYBXmebm/Q8hGJWChk1Q3ZWGILeHPJIjAZu6SPZKCVrPVcD/i5/C9sOnMenrK7mcfiGREK2z5yIvOxNmALaaBng3FUHvsEHhdSHR3Arf008gKBBBGvJ3pGHhpXQqfewZCF1OeCQymFMzQVRqiIMBiEJBtOZOhdecAK2lGenXjaiddw8SqiohCgYhAAEhTJWJ+tQsZJnqIfF5kNRigjkxDUq3Ax6pAsmOFjgysoAVDyHP1ICqZQ8DQMR7ar5azZl8XbpkQKmGwmFD5i9+ClnAh5ZvfxPGOxcip5SXS/AWgS/A+SSyCJ9M9j0W3GxC/omPmT7JyokwtbNzmyAYgE+uRHbpESS6bKhdtw5kTgFaktKgNzXA5p4Ky+LlgN2BloQUJLVZ4BeJoWmsZ9I/mRpgSc2EZcYdmHb8I6h9bqjPnwEApFw8B21ZG6rn34vWrFxMOvp3NP/vqx1BhXv3ISXgBxmX3tE3W4s430+l2wFhiEDbeL3DBWRVIfRhLaI44OeEStgdUJxmUpeZd5Sg/cAnnSpNpTlsCIol0J08BuMzTcgtOwoCMBWnaA7AIYMKgHEKP9oPWg3SDh+Ar6IcwrypMISLxrNlmlinWefEXAgAqBvrkd5cD4XPgwnmevxrizoikrR643NIunIexoJ7I/wFWW2F4eMTsIY1OPrNRUi0t6D129+E/q13uLyCxnBuMK2hslPVgOqNTmSXHoE4EASUasbkuKoQyhj+MN6yU1C3WSHztiO5/DTEwQDay04hud3NTG4nT3cZgOEIVyYhAgBKNRDO18d3Ps4/fgDSgA+t4VxZArsDMz77B2R+H8zmpohIWfbfstVrO3IGqtRIrCjnzML8jPfDCV+zoFy4AJYVD8GZkQWBPhXtBz5BuqURE24YGT+z8M46OrFyLLgFKVw1xKVLRuDZzcjYXMQEz7y0gykJdvIYshoMUHlcEIZC8Ell0LrsCAiFMKVlcZoq06pC5DcYIQ340ZSWBWEohMSKclT8/i8Qv7QD4sfWwld2Ci59OlIsjZyGLjoBcqwoyi5NT+GclPw8hfGUNzDiXsIa5EubiiAJBqDcsxuGq1VIPXwAQZEYLSkZ0K9fG/F+KMIaX+cvXgQ2FyEoFMOlTUTr7LnQr1+L0seeYaKmw2Xh0i2NqC64F1XLHoYAQMr6tbB8XgrZzVqElEqk7t8Hf8ECJNusUP/jAC7dsxLVEgncj62Fcs9uJqJ7125oj+yHXyoHBHbIPe0QhgiUXjfqM/OgaazHuKZaqHweJJef7lTa0VDMlFVkTb6ymgaoP90Pqd+HgFAIeXs7kq9ciAst7WDDCnDCYIC7f36kO7tRai9gyuRpG693yoFqe6UEgXXrkNx8HWq3CwIBIGp3I/fIfrQlpIAIhYCSCfYzfHwCkuMH0arWwZWQBHveVNjzpkJrqITU44a6zgibWgc4AWtCCjRuO4IiMbd5yC8/DrXXhdDmIq6sHBtIxffxZPu0XZMAxy9ehJWXJB92BzLarJD4vXD+4kXY+ZkWrlZzm7EMAAbed+zzYhNlT7xehXqAcyGKpw3crQgVAOOU6EoYprJTSGuowYQGA6NZA1Dw/m5u0ZU7bHACsKZkwJGRhSsZWZhYUQZxINApJcTMsFDkV6oiotMiEv2GhbagUIyAWAJ5ezuuv/wqkJ6OhOxM5IWvzUUK8iYvQ3o6nJpEtGsSOAHTMX02hBXlnHOv/pUSWOwOCM3NSG5ugNTnRVKriStzZN61G8KmJgCIaWKq+cFG3F56CBUFyxHKzcX4v7+HRGcbrtz5Fe7YvK1FuNTUBK2hEva8qUg9fAA+uRJXZs7DBMOlTho99jkIXU5O05lsaYQwGEJzZvaIT0aGLdsw+fAHkO/9HRR+L4J1V2BTJcCwZBWMS1ZxwSGs83WslCBAZPoXNhBG3FAHlcuBlqeLMH5zEZLsLfCKpQjI5Gjeuw/611/DjSefhMTngV8qh21iHrK/OI2WxFTY8qai7ZnnoKuqhMplh18ogoz40JaaDo3NitSb9fD9+zPQuuxo+58X4ZGrIHG7YE3JYK6PyGAXW1grrA8ngC197JlOwl1ErVQAyeGqKblhrWJ3aWKGm1iCqmNSLhrcLjgn5nKl7tJu1AAEMD+1AcK8qWjNyoWuzgBrzlQE9anIXXgXUHoadWFhcmq4Wgo7rtm6sXpTA5IunwcAJLWaUAUAcwqgO2JmggDC5njjUxu4AA3z3n3I+/pK6Ldu5NptvlyBwLObYSl+EWlNtfBLpKidNR+axnqobS0QkxACAhGSWk1oASJKO7L35H5sLawrHoIw4Ifa44I05Ee7WMGYRQlB9fx7mWtFJU8ezdhqGiD0+9E8+y7kvNo5owI7zyh3lMBW/CLseVNjBr/NulkHhd+DEACvWIagQgmB14XWabNgTU/nhDPBzSbk+bywpWbCNnsuVxwgJZyqRb+mEA179+FGOMiKnWON4TQ8drWOueaOErjDY9UMcJtofm1ots66Pj8HeOIRzjXFOqcAzrDfHus/zcLfjHUVEcy6jrAa8vlU6zcsCAghXZVbpfSA3W5HQkICbDYbtFrtkF6LFbaSyk8zk/qyh1EQVfsVdgfywk7xxtXf4cyrbOkg9tiaH2xE1oWzuP7cf3KRZCmflyIoliDZ0ojq+fdCXWfk8oQ5JuUi75+fIiASwy+WQkSCcL/1DucAbp1TwEWBsYszKxjq16+F/6kNSGuuhyU5HSExk76gedlKAEDu+29C7A/AJ5Ohdt49yN3JREKaVhUi7UYNiFAIw+rvdIowvJmgR6rdAqdUAdOHHyPt4RVQed0wJegxrs0UkXPQHc6S791UxGkbxQE/DMsexnyeoMBfTG2z5yJl/VrGnInOefKGg2j/PMuKh5DVYIAwFGK0C3I1WhJT0BoWEABAf+YEPJoEOKbPRtrpo5D5vXC/9U5E//OfrSl9IvRNddC5bBCFgvCLJLBqkyBAeEEI79YNxSWYvO9P0HgcCApEcChUqC1YAqJSI+/wB9B4nHBJlWgelwVRwI+klma0aZOQ1VyPgFCIi/OWQttYD0dSCiYYLkHqbYcsGEB9Zh5Swnkb2Xs1rSpEjvESbCot2pLHQepxo12TAGlYK8xPLcEFfRSXcKkvambNh8rcFDHuRxJ+bWbWZ1Pa7ub+Ze+heuNzmHj2OKR+L4IiMfxiCXSONrRpdHCpddy9R5/btKoQCoeN8+Fi+1fh8zCbxQe+FTaJl8QUpNk6z05ePkf2WVbPvxeJV85jUqMRAaEIzUnjkGG+AYdSA5dKi3aVljFZs35ivJRFqYcPIKWlmYn6F0txIy0LWkcrM4eEAmgPp77h9+utQFXWVORcvwabQgNrSjqs02Zyka/8Dbt53iJoLldwfce/f8PHJ6D95mpo3Q445CrUfGkBZ92RvP4a404RfgcAIONmLZpSMmGdcXunSN/oUpHRn/HT/QCR6ZeqNz6HiWf+AY9ciab7H4o5/qJTN0WPMf6x0amFYp2nu8pSg8lwrt/xCtUAjgL4L47wd79DFc8XCog0K1RvZMyyyoUL4A2nWXBtKoJ5P5OI01BcAuhT4UhIhub3b3ACn2XxcghuNiHF1MC98O0qLRzTZyNl/Vo01xqhbrNCZ7NCGvCjNayh8ZadAtzOTjmvDABjrig/jYk36yAN+AACXFu4HJpaY0St2JTPS5HY0gwoGe1E6WPPINVhQ5smCep2B5QLF3R6Js3/+yoUTz8BuyoB5r374Jg8C7MunkHThFyMQ0fghv0nz0BEgqhuakJo+myIKsqhtbdA6fMwgSrg7cgXLuCc1tu0mh4TKQ8VfIEh5fPSDv88lx31mXlwZGQh6+JnkPq8jOnXVA+HXI3qLxUgpaUZdp8XDrcTMr8XfoksIoWOobgEGW1WhIRC2HR6BJ7dDOOBT6A/cwKTbtZCHAxAAEBSehqzw7t8AMDWIrQeO4SEGw5Igj7InH7YrpyHde4CtCSlQWgOoXlcFmyz50J/5gTMqZlIaW6AKBSATygDUSrROnsul//MJVdCFvRDb2pAVTGTxJozcT+7Ga2biyD3tiOluQHNmdmcYMJqPfRrCmG2OyBsamJM3bzFK/HksY5gi2EO2olFRPnD8AJp2bUbQnMzJHVGCJuamEhzQyWkPi8syePQMncBFCvvQ+tLOzjTbHTOROOWbRCaTdC5XTDPYCLmTasK4X5sLcy/fwOu5BSorRakrF/bKZiIrblqWlUIVdh0J3fY4NlUhJR2NwJiCacFT2o1gYQIxCSIDMsNSEgQMp8HhmUPMxrccJLfCLN72Axq93rQLldGbO5qeEKCcuEC4KUdo9rZP1pYIYRAAAJtuwMJ1x1Ib67nUmvxc7sSAKo2K6R+b6e+9T+1AWJ/AG0qHVwqDVTmJqQ21TGb+3ApONZMK7jZhPTmemSYG5BxrAF2pQa1bidSrlyIqBvNT9XDH4u6inKkmBpgDNeWZzFs2YaZ4bKA1nEToF9TGFFnnRXy2HQyrGDXVSJ2fn5AINJnlJ9XENtf6FQAgTI0UAEwjomp2dNqYu6UuWNVasg8biRsLoJPImO0Cbxw+pRjh9CalQuNvQXtEjkEoRCXfLl643Ocls8V1vzlHNmPGpcTJByt17byPojDvh/YVAS5wwaHUs2Zf4zPPAdTrREifTqEwRCSWk0QB/3wiyRoHpcFKNWQsnnM9uyE/v3dOLP8G0g/Xs8JZKz5SNruhtZi5/z3+LvBjIV34fKKb0DockLY1ITxddcQEgggdzm5qMl6vx+OjCxMPF8GraES4oAf1mkzobPeBBEKQQTMJCRsakJe2VFYTx7jtBIjae5lJ1DLnAJYFi+HsKkJaeHo0JSDH8K2ZRukPi8CYjFadIzzd0tiKrIulkMa8EEUCgBKNdrlKgRFYi71CJs3zlR2CiqXHbo2MywnT6Mg7PdZ/eSTEAgEcP/nf8EdDsbha0AtcwowvqkWwlAIACAKBpjqKXMKmDrFawohePlVBEViiAN+JkoQgDQUQO7pT2FcsBQBkQReSQg18+8FUak7OYOnHj7AmA7fegd14Wun8BYb9tmYAUCrQS4voS5b35RvSoonIhIFA8j5ohSadifj+lBnRJqpAbKAF0GJtCPy8uSXITh+AvqmOlT/6lVYdu3uqL5zZD+0bjuEhMCvVEFY/CLy6q6g9b//CxAAIr8POpsFNS+/CuvLryLxynmIJubBMqeACSYKC38uXTJsz27m3mt7WGPORugbfvUqckqPQt3ugl8sBvH7EBQIkVBRDssucJsUfm3w6IpF83kaJwCMGwmvvm10ns/RBDsm2froyp/9HNeKX4QzKQUJpiYulQ67cWkGM8cJX34Vck872uWKTpu0yaYGSEN+GGZ+GSpzE2NK//0bcCalIPfIfogDAVwLB1CZr1bj0kYgu+wodM42JDta0RZOF8S+M+M+/hD+v70DQ9gawPcxTQ/X7068ch5JrSbI/V5cBJMbUBgKISgRwjmRiShm1yHz5QqktLu5qjJ5N2oQEgo5t6WY9Y15SerZQBnryWMwzJ4LocsZkY9Qa2mGiAS5oKah1ASOZagAGKcYPj4B5be/iXESGZoX3NujUyw/arhdk8A5IAfCxdzZKGJrUxOm/+PvUPo98IplqMmZzuWKmnzdCFnAh/rMPKTu3wdH2E8sqfICdG1mVM+/lzEJ7t/HXO9GDVc+DujQvkysvwbbzeuwpGVi3M06QCDAjdQJsOdNBdzOTlGpRMCkNphUegSGj09wyZ+t02bCp1DCOTG3047SUFyC1DMnoPC4IPV5IQwyKUt8W5+HhRedyO5IlQsXIPTSDggI4FJpYdUkMAEqhw9A5bJDEAqhbfJUkHHpIz7Z8CN+2RJKbHTo1LB2VRr0IyQUwjJvEczh6GvJ6aMIhdPdCN55D0GRGDqbBZp2J6rD2jB2Ya5iEzmH+8G8dx/G+TyQ+b1o/X9/wuQvTiPwwV7oggHGDF+sQd72F1BfUY6s69dABEKYZ94R8bxKH3sGeWVHofS4AQAumRKeYAACwgiM2WVH4ZHIYR2XGdM3ihNOw1prtmJL2eq1mHzoA1hOHoP+9ddgsTs6ouLDjuNZDQac37KNizaOB80fEOlvqVh5H/Sbi5ApEMGVkMTkrAyFuDyLVbt2I7n8NKMV3bIN0GqY8el2MKk/qhifVAKgOuz3KQwn55W9UgLry6/Ce8MIh0aHBFsLdDYLxIEAJp49jgRHG2QhP7w3a/HFt9fD+vKrmFFzBY3jJiKVDcpqd8Nx4BMAgPXlVyEE0PYfP8NtF8/CKVfCIVfCnpiKttR0zP7XKUy8XoXzk5lI1Fil+yIEXl7+Rv673JWwMJpg7wF2B9IOH2CC2A5+iKnh8T0ZHb5vbBYHy4qHMKPBAK9YCuu4zIj7Z1McETCZHfTn69D2m18j0WZBkqURyY5WBIUiwO1E2eq1XDBeu0LNaPXFEvi2Pg/BgU+4gEHZ395BoqMVreF5gG2zcuEC+P79GUAAtE6bhaChEnpTAxOEqFIjJBRC6fMgu+woamfNBwFgV+m4jQLsDijbrAiIJaiddw8n3LH3ExEZvms3V3Ukb/sLsJ48hqzr15B1vQo30ifBsGQVBG4n0m7UICASw6XSQvzSDqSES1FSTeDgQwXAOMW7qQjjHa1o1ST2zv/M7YTC2w6B283kUPL7OR8o8959jG9bRTkmWm9C4fdCAKBJn4lUnjAXEgohIASSdjc3cRgBJJWfhiDElAASV17gchKGhEK0zZ6LaWyEW1j7YvvW1yH3eSH0+2BOyUBiSzP8cgVy2ND+1d+BraYBplWFjJZGqYYoFESS2w5LeOFnJye8tAPyb34dlpPpnSZJU9kpSLweSAhBQCLmfNbGh0viicwmWFY8BGHeVLQf+ARpbUxKmLp5X0HOq7+ErKYBiuMH4RNLYR03gfPTGWmizXWWOQUwrv5OR3DL9hdwAeCCVdg8is0LmKhud3EJ8sqOQuFth08oQasmMUIbFl1fuPSxZ6BcuABJb/8RsoAPwoufQe73whfqMOtyQvHBD3Fh43NMKqAfbYzQ2ujXFKLt2CHAehPiUBC2RD1qs+Yh54tS6Fw2AAQBkQStv/zfLv1/2Ihxtr6xfs9OEADygBcppgZUhQXi3CP7YQSQd/BD1K14CHpTQ1xGk7IJqwUA/McPItHWAoEACInFaPrSXQhVSWGbPBW54cCqstVrkXToAyRWlEP8+mvwnzwGaZsFpnFZEL/+GoxhDSDf5J3yByZ9R0J2JmNqXFOI5k1F0FqaIfPZ4BdLIQRhNCzBIIRNTUi8ch6SoJ/J48kKagBTGixcuUQYCkEe8AIAJAE/nHIVdG1mBMUS+EUiAAIuEjXaF4x//3yTs+BmE1cSjzVjj3b4Jn7Wv48duywRuS6LS5DfXA9J0M+4QkTV4WXfT/PVarQtewDqdibyXhQMQBLwwycUISgUYdwXZ6FvNQEAPGIp/FIZmr50F3J3huv08qxGyh0lEP77M3Dpx3GbbLYtbqUGbUlpCKnUkLz+WoSL0SWXE4lXzqNl+iwkVFUi0WmD0tuOC+FAD6Y+eTk0LjugVHckBgeTWYBf0lAAQBwMIPvoAdhq1qJ19lxMaDBAEvAh42YdLChgsjkAcCQko2XqTACdy4NSBg8qAMYpsldKUB02YyWgIxKSNQEpV94HWbgeb+7OXzImP5kCifVGpDfXwyORMS8yz+yX3mCEwudBUCiCQyqHad5CaMGUngKAlsRUyE3XkW5thPbIfhi1GkCrgTgY6IjODZuFrC+/CmtKBpQr74vY5eXdvwhn5n0FXzryAVItTWhKn4jaabcj+9LnEJIQ2tSJTKmgpzYgr/4qyINL4Zg2F82JqUi0t6BtwT1AOEq4u2TQbKoE8be/CZXPwyxmm4vgfusdGMML3KSKUiS67fA1GFCfmQel24Ektx32K+dhKC6B2GhEurMNjeMmxV3dyYgcfrwNALfQhjWbqYcPQHH8INLkKi6wRnCzCW06PepS06FusUAcdhqPPj/fz9BXdgotCclQeNpRP+NOEKWSKyQ/LWpxMqjUjO/or16NcPa27NqNGc318AtFEAcDGN9UCwBQ+DxMjjmBEOJQEIqf/4wz6dtqGqD89jeRIZFxC6R9+mw40JGCQr9+LSfwCpuakFR5AcJQCIJwe2yvv4bmTUVcRHE8kbe1CMabTdBVVcLxxDrgf15EUCCCVyrHpDNMwEdSuIyffs9O5G5/Ac3hfIyuTUVwTJ6KJEsjo50OJ/pmxwIbtMT3vcVWJpm2MLwJJADEoQA+3/Q8Zry2A5JQELmnP4Xh7qUISqSw503lInDZDVxb+Wm4fR6ktDQjBCAgkuDCL/4XweMnoKuqhHfr87j4zntIvHIegrDLRVcoFy6A6m/vwL1wASMMlx6FAIwfmzdsOgSA5ssVo77sF6tdN27ZFpHYmf2O7x/ZfPIYZOGArmjzd0TN4JZmiEMBKL3tCApFEJMQIBBAFvRjguk6vGIpGsZNhMTnQZbpOnRHPkDbXceh/N+dqA7PgyKjEdKTxyD2+zHp/BlYn9rQES2/fi3ay07BpR/HbaoKeIFxhvR0iC+eY8ZvRhbqPG6AgKsWZd67D+KMLEy4YWTqXaMja4Mh7BcocDm599hz/CAS7a2whjf6F11MyjBJwA9dRTl8W5+H7/hBiL3tXBaGWy1PZDxBS8HFKXn3L8JtV89F+mtsKuLKX6X9+zOYXHMJd3z6Psidd0JoNsGwZBVas3IgIAQtiakR5aJkr5TAJ5GBQACXTInGrMnQr18Ly4qHkH6zDgGRBO0/+zkuPvAtXPzKg6iZfy9jZltTCNO8RXDr0+F/agNnlsw9/SmyGgxI+wmzCBm2bONKjoVUajgUanikMsg8bky+cBZJ7XYkeJyYYG3AjH/8HfaMCSBgTJkzL51BWqsJsqAfM/b+DtnVlxFatw6Sdjcaxk2M6cvFmsiDAhEa9ZnwSOUICEQw792HkEqNDNN1SPx+WNWJuJmSAb2pAU4Nk8BYIBAg7fAB5H/2D0gDfmhsVgCdS91F//9wwjpME60mYvIzbtmGvPff5EpL+eRKyD3tTHWOcBWYnNKjSLQ2I6P6ChQuO7ybijqV9DOtKkTq4QMRZdRu3v8Qau9dicR6I0Lp6UyCZp7gyT4LNnebrqqSEUDC5eAIAI9EBq9UDhEhkAW8SGg14/Jd9+Ja9gxcuO0uhARCJLWakP7xhzCtKkTgqQ1ItLdC4vd2+PiF75vVJph37Qa0GhCVGtllzL01j8/mXA/Me/dB7rDBu6koZgnDkUSfnwOiVCPJ0ojAZ+cgKT2NhkXLoXW0IsHZhpBAiJBAxAU66fNzIHulBHJPO9IbjBC53DCnT4SAgCu3xfaFfk0hPJoEqNussH1lGW7qUlH/3Scw86O3kXv6U9hmz4UjJQ3tchUE1hZcfuBbcEmVsKRmInfnL9G2cDGSKi9wPonsO5ViuYmUNjOCQgGIQIhzz2zFnVs3goxLhyjgh/vkaZDwO5Z7+lMYt2zjxlN0Ym7FL/4Laa0mKH7xX4wwvGQVquffi6Ty00ivrwLA5DtNbzDeMtpAotUwQXHh9yLWMSkHP8TFrzwIc2om5+fGL7GZ8fGHmHz4AxAAN5LHwy1T4Oqsu9CiTcK5Z7aiRZUAn1iChnETkfjpQaidNghBIA0GkGxnku6H0tORaLPgtrNHkdVggC0hiUsTxvrbecN+3EnVV5HgskNsZjSK/DHmlSsxocGA7C9Ow6tJQIKrDXn//BTKb38T6R9/iAkXzsIrkmDChbPQnzkBaDUAmDnCuGQVQio18x7v3Qf3W++gOvc2TusZCqcM88oU0JsaIC1m0kS5dclMRSncenki4wkqAI4C8rYWcYu0cckq1My/F06lBkGBAMJQEMmOFtx29igSK8qhqzNyQk7oyScxed+fYNyyDea9++CVKWBXaXFtIXOuwFMbMKn+GtQeJ6Q+L9wnT2P++7sx79C7CKWnI+XzUpj37gMBMLv0E0ypuQj1twoZITA1EwAg9XvhCZcly/j4Q/gLFkC58j5Uff17uP7cf0LuceHimidh1iShTaGFX8AECBClCuee2QqfSILKSdNxPS0LtRm5uPaf/42anOkAIchsqoVfqYrpHO7dxOSq0znbEBKJYE1IgSMljatj6RHL0JwxCaKzZ2CZcQfkfi9ax09E3aSpcP/nf6Fdk4A2tQ5uqQJeuRKG8CKWxlvEousTDydsn0ebPggAQSiEpPLTqN74HMQBxhcwJJEi+fNSbtJt0yZB52iDot3Zqaamobiko+7n9hdQsGcnErKZ/kxZv7aj1my4liyrkWCfRe72F2BY/R2IX38NHk1Ch7l2/VqYUzPRMHkGGlPGw6pJglcqh7qxHrbZc+HNyERAKILWbYey3QlVmxVCvw91WVPgfusdriYoe9/6NYUIiCVIPXMCk9/7EwQuJ4xLVsGw/GFOY8tqSv1yJRRhIZAvlI405qvV0FWUQxwIIDGsaYdWA49MgVZtElqS0qB12yF+aQd3vHdTEaR+L6QBP9SN9ZC2uxFSqSOc+tkFNXX/PvhkCmTfrEaazYzbzp2ATyRBS2IqBC4nnBNzYZq3iCtLZlj+MJIPfghbTQN0J4+hZepMrtpPaN06JNmsUPrbUTlzHoQQQkRCmPT/fgsgsi51ypkTkPnaoXO1IePkYajarLGDp9gsY4RAn5+Dgvd3I5SejqRWE9S+diZS1m2H2uPigsBGO3lbiyJyIrJ1mc8s/wbOLP8GSlczmupQejpkHjf0m4sihOe8rUVQuB1IcrUhydUGr1qLqq9/D4GkFIgDfoguXkKrfjxcMiVa5jIbB2H4ORMAbUoNl1+yev69cEvkEBDCBWeF9KkwrP4OQio1V6pN62yDMBRiSriho5qJd1MRU/UFBC1Jadwa1JKYCkW7C8mtJsi9TGk7v1gKjyaBCzBihUH9+rUIiiUQGY0w79rNWZLMV6uhX1OIdk0CGvJug9zvhTMjC83LViJ1/z7kvPpLGFZ/J6JYAWVwoSbgOCc6xQCb/0l4EaieNB2OjCwk1BkgDAQwocEAv0gCcSiAidevAQACYikSKsohef01OMtOIeCwgYxLh3nXbsxqMEAUCoBACIu+w8fO8PEJpBw7BEIIlAsXQFbMmK2ECEHq9zImi4Mf4gIv9D9w8izS/vYmSIig9aUdyAtXG0h0tKL19HGk2q0wfHwC6kcKIfV6IXC7cdvr/wMCIKWlGeKAH5bUTCTeMRvmq19GSChC1p9eg23lqpjPRfZKCVq+/U3IPe1Mqao0pq5oKpiI1SowO9y2LdsAAeAVSTDlfBladHo0hQNZDMUl8IU1mmwljHbeIjaSDupdVbLQr18L3/GDSGm5iYzj1xlBN5wmxbJrN+B2QuRyY1xLE6RBP+wqHbzhSZmFf1+sho9f5xnp6bDs2s0knfZ7cdHtBJTqiOAdwc0mCL6/Fgq/H0GFsiP3F68iSc2secgvPwFNuwMpYVOOXaVFst0Ku0oHdbsDWmcbqu5ejlDYt49vUjYUlyDX0ghVuKwga5KOFmZTPi+FZU4BBG4nlwA57UYN48c6wgmhDVu2YbKpAT6pDFKPuyNPXriOsWLlfah5aQen5WbThDSPy2KCpsIIAKSsKWTMuy4mkIp1uNf7mWhrAsAnlsIjV8Axbjy+dOQDuORKXFv+tY7awcsehj4/h8m1eP0aWtvMsBsqkXW9Co368YBAABAChcOGyp9tx9RfbEHz+GzUrV7LbRbKVq/FnJu13OIx3tqIquzbYA+/f3yEv/sdKsP5OFmNkthoBCEEDrkKSm87RCQEv0jCVD26BbDVNEDk98M88w5OYGf9KgVhQa2+ohzKrc9D+eFfIPO2w6bTRyTTv5aYihRnKwJCMbxbn0fBE48wAR9gUvNIPG6mzB8A4zPPYZbfiyAAn1gGa9oE6C+eg/epDUgM+KHytYMIBGibmAeVuQkp69cyvuFsbtnPSyHzedEulcO39XkAHT7WyjYrkm82oF2qgHVOAQrCqbFKV69FxkdvQ0gIZH4vAkIxPCoN7NNnA7t2c6lu2PvPszQi84YRbpmCiyBmfcnTHDYkNzfAI5ZFliYFDfwYaqgAGOfw8yPZ1q9l6ms+thbtZQmQvVKCO8Mvsm3xckgCfrglMkgDQYhBEBCKYFdqoHDZ4XlqA5x5U2HnpXwBAJtCC4EAsM4pwJSwMBB4agMmX7+GoFAEY/GLULjssKkT0DD5NmhvNnIVOvhJlK0rHoI4FERAKOIKvusI4BNJuIob5r37IAw7HGddOAu53wsiEKAh7zZMO1+GrOtVcH5jNXQkBJnPA2nQjxmvvQTz+kdj+oC41Dq4ZSpYZ94BIBwYsIVplyGcIkTu9+LSPSvhlSugsrdDGjY1Np48i4l/ewfmhQu41CGeyxURDtmxohiHk1jJUdn6qjadHo6MLGjDEaBssE/ukf1IcNshDAbhkilhnXkHkiovdPIzEjY1wbLiITRufR7t776HnNKjEAUCXKCPZU4BWpPSkHGzFikXzkFnb0FLYiqqNz6HBEMlZjYYoPB7AADtEjnOhwU3o90BhAXG5M9LofS64RVL0apJRNLnpbi++QW0/f4NCAN+SG1eSIN+7prRlTxYQUnockYIf11FkZpWFWLCzVr4haKwu8PII3Q5Ifd7cflLCxDMzeUWeS2bAFirQcHVcxHBON6Tx2DPmwqiUkMfjnT3yFXwVpRj5g0j49/79e/B+vKrmPWPv8MjlsIjlqFJnwmfXAGpx42JV/4FSSiAkEDIbLKaGyAPeLlnEnh2M3xPP4GAQARnUgoCN4wQBQMwJeghJkHIXimBfe8+eKRyTL5WAXfdNa7EIFumkv07P3M+PLn5EfVsWRKyM2GY/2WuTGPg5DHMqquEOBRAUCCEXyzFzaRxaL59HhfYMlroKlmxd1MRsq9XISiRwFbTgMSTx1A7ax6IUoXUL85iguU60ppq0Vz8IjRuBwBEBNMBgPCNN3Dz29+EIBjEpKefwGcmMwQuJ1oTUuDMyEJAn8psCj4vhTDghzgUQENqFm5+6S4IXW5kXTgLXZsFsgAzx17PzANRKpHKRuHev4jL15rZVAtpwAu/SApp8YswL7yL82c0rSqE2GpCSCRkNPxs/sD1a3ERgMhswsSKMkgCPmhsVojOnIBp3iKY5i0CASCraYDA7uAqvrBJqvmZKdrDZfP82iQkVJRzKasoQw81Acc5At4fWbcOU699gYnb/wvqNivUjxSi7L5vwLBlG9ItDRCRENqSx+HivKWwqBPxRcFyON9+Dx6VFhMaDMg9/Smjks/PAVGp4ZYrUXP7AlhSMyFwdzhzt02eiqBQxAiQeVPh1CXDpdRAYbch0WZBdtnRTmZRe0YWAMArFGHKL34KjaUZAgHQlpAMWfGLKF29lolOXLYS9owsaN0O+MRimBL00Jqa4JIpAQBqjwsKnwd+sRQhCBAUCmHk+ReyBJ7agJzr15BlqkOCoRJEwCxGcDs7EgWnZsInkkBrqIR5RwmMuTPgfusdAED2hu9jXGsz0n7ClL4y79oNfVMd42/GYyTNwNHXNhSXQBlOHOvb+jxU5iZIPW4uVUze1iJUF9yLxuQMtKp1uPaf/42QSt0p7Y6huAS3HT+A3LorSPvJM7jj8PtIcbQgKBTCkZEFQgjEZhMIIfCKZdA626DwtWN8cz1uO34AKc0NuJGWhRaVDl6RFE0pGRDYmYVs/vu7kbvzlyBaDWxp6RAIBBASggxLI7JvGKDcsxutCxdD4m2HTyLDpXtWwrf1eQTCFWLY4A4AnMlw3qF3OX9E/ZpC+BRKiPMn41L+HbDVNHAO5y59OmyqBLSpE9E8PjsuBAqiYoKzQvpUThti2LINcocNAV6ORravxS/tQLKlETllR5nIfo8LhAByjwt+iQRyXzuU3naI8ydj4pnjkPu9UPi9qMmZDvLHPzIWAXsLlO0uEAgQFAigXHkfLGmZuHznYgCM4NJ+4BP4xRK4EpKgarFAHvAhtbUZHqUaLrUOrf/xM6QePgCbSofLdy5GdcG9EIQDG/K2v4B/Lf0aLJok2JRa+LWJSKwoh3XazIhxxvqapn/8IRIrymGZU4C2yVPhkinhlsgBgQByvxd6mwVkXPqoc/Tvam4IPLsZdpUW7ZoEaL7xMHJrr0BXx/jVBuQKAALIggHoTQ3wicRoHDcRQEeORPPVaph37cb1uQuh8rig8brwpf8owuR/HsL45nrMOPMpZh34CzKPHURCqxlirweiUAgBkRi6qkrcdvYI5N52SIIBXJldgPMrH0HywQ8RCufdZIMyWH9eIgBCQhGEoSDSbtZz7hP6/Byk7t8He3Iq2uUqmPfui3A/mP/+bgRyc+HU6OCVKSD1+RAUSyBwOZFQUY7UM0w1puTPSxFKT+fe44TsTGguVyD1zAnOjaHp/odACEFe3RX4n9rAPcuR9MMeC1ANYJyTy6sJ3Lp0BSAAxP4AkjwmKP0epBx6D+fuXoFLdy1B1oWzaPu3DVDt2Q2HJhHB3DxGXT97LlJMDTCnduSbYs8rbGrChIYqTGgw4MIWNfTv74biG19HW+lRuBRqEAFjbjWFo3+5NBRRZtGgPhV2mRpKfzsEAT8A4Np//jfG/8+L0DbVYkKDAfUV5cg7+CEsKx6CJBRAo34SlB4nUi2NkAT8uJE+CdZpM5F85QJSzDfQotahdnYBEirKIfNE5oKyZ2SB1FyCMBRE1vVrsOVNhXHJKiRWlEP+xVm4yk5B9vpraNpUBIXDhrYDn0A4MReSJ59Em0AAvUCIkECA+pl3YRwiBW0AXCk55bObYYlxv0MJmzuONfXxTdKWk8egMTVAVvwiJOESaRF1mMelQ+O0Qx7wQv37NxjT+uLlEYsrv0ayMyMLSaeZ3G8Kvwd5505B5XUj0FwPr0gKccgPkBBujJuElmkzIWBdugSAzeWGurEe9rypSOZpf1itdZtOjzalFm3aJOY3YgmjrczOhKnsFIjDhlB6OtwnTyM9XHPZkpbJ5TeLlf6IzRGZvGMbku0tqF23DiaFEpPDdXQtaZlcabJ4ECj47y9rZq/LnwWFx4V2uQoTmmrR+u1vQv/WOzAD3DvGjkOvRIbkNjMCYglyaishBJMSZ8ovfgqXVAG/SIxLswuQ+P/9HP6nNuBLdVcgDgVBAIQEQgTEUug3F8EjVzEbhnpjJ4HFt/V51P78ZxAImKtOajBA0FAFIQnBI5bBq02AQz+b6+O8rUUIpaejuuBe5JQeRdaFs9C6HQhKJBHPnDVnK9wO6FtNXMaCq+FUNdaXX0VS5YVOguNooSsXEffJ0xAH/Jj1r1MACEJg0u9Mfu9PaNMkwaJNhtZlh85tR7tUDkIIUs+c6Hh/iks494vKWfMx41+nQIIhBAVCAATSgA9CAAqbBwQCWDWJ8Ehk0DraIG61ABBASEJMxL3dhrnv70bF7/+C7GMHUDtrHheUYUBHSim4nRAQxryscNhg3LKNS+ydykvobatpQODkMQhuNjGbgfAzENxswpQTh5Bxsw5Z16vgljOBhqxrirCpCaVhNwJ+NRQucfienTiz/BsY31wPkd/HCaBdVRWhDA5UAxjn6PNzULBnJ/T5OWj/2c/hliqg8LkhD/jCAgtB1oWzCIbLuyn37OYc/NkoYOXK+2BJzYRt8tRO5xe43ZAEgxCGQpz6Xb+5CImONmRYGpFTejRCK0a0mk5pSdgQ/6asXJh1qfBI5WhNSIb6929A3s7sRAWEQG9qgKG4BJLXX4Nh4jSERCIEBCIIg0F4xVJY5hRg/ifvMo7pPg9EwSC0jfXQNzfAJ1dGTLRBfSq8Ehlj4hIIOf8h/c16JLeakFFfhcBTGyB7pQTN8xYhsaIcM/7xd+TcqELmjRoICcG/FqxA9h9eBQAusIF1OGZT0Ihf2sE9/+GC9RnKKTvaKQoYYJJmy5x2aBxtcOnTI77L21qE1uQ0iEJBpJga0JaVy2luWPT5OZh36F1Mq76ASX94FeeWrYYpQY9WTTJ8EhncUjlcciVaElMgDoUgC/rRMqcAuTt/iVB6OohKjfwTH2POPz9CRlMNEq+c53K7AQjnmwsBhMC4YCn8ciWEYKKNWdNT6v59XO1aVnNpScuELW8qckqPMm4PMbSubCBC/Yy58EqkEPj9SLtRgzZNEgISCRQuOxeFGA+aA/77y+bqzLp6HjpHG4IiMVq1iVy5voI9O5F3/yIUvL+b0aRufwFuXTICIgmkAT8qZ86DWZ2IFpUOdrUOGq8bomAAEwyXYH35VWQ1GIBQCAGBEF6xFAGRGJKgHz6JDO2aBMbsG/bXzNv+ApPayeOG++RpWO+9D6KAHyAEtZl5uKEbh4BQBJdUDrnDBoHLyWh3bjbBsGUbUo4dgoAA5vSJqP7BBrRpdJyrB3fvYQd/pyYR0oAfuqpK7nkkZGcilJ4O3eGPMP+Td+NCWO8rEX3L/zwcvBQUCBEUiphgn5x8yP1e6BwtqF28EhcWfxUtah3EgQAyb9ZFzG95W4vQkpQGAQkhmJiMhr9/iuops2DXJkPu9yEkEMItkeN6UgaMmZPR9PJrqM2eBrdSDVN6Fi7Pmo+AWAK3WMbl/ct5+gdItZkx6fwZCNCRqgVg5nTRPYswofwknE+sQ/OylYzbwLFDjCDId0PZuw8ppgbM+McBGLds455B7s5fwqNQQO73QoIQvDIFUvczbidEq0FOGfNOV298Doknj8E0845OqbeSf7wRNnUC5G4np4XsKhiOMjhQDeAowXy1GuKXdsAvFEMGH5NyQyxFSCCE1OeD0OXkIvSao8pm+cpOIdnSiBRTA5pXFXIlmlKOHUJALIFdoUZALIHSZYciXIA8JBDg2uRZkLmcSC4/DVEwAE/ZqU5Z2fmludjACuXCBZCGNVSyoA9esRTN47LQFk4oDACm8GItDfgREInRPC4rwmQXEInRqkuB0O+DMBTq5M+Vt/0FnAfjYwWEtXcuJ2RBP4SEQOr3IL2xBnj4AbTOvQcKlx0uuRJNqgwk2izQtduR/cVpGJ55DkalGrlhB3cW2SslI1ZOjB8kwFXqCJvTNLYWiEJBpLXehDzgg/rMEdSteAjG2XO5kmmStAzkXL+KpIAPwQufwZGQxGkX+JUpuBJrbI3WsNZRa6iEzOOGX66EW6qAJY2p9mJ85jnM/McBXJk5Dwof4/8n83mRFE5G2xyuOZ0SDlSR+TxQ1xkhd9mh8LghMho5LUA0mlojZC47tIZKJgURGD/Fsvu+ASjVEeXgWJ/Nuk034dKnQ/fFaWidrRAHg2hNSosY+3GlOQjn6qydNR8qcxMCz25Gy7vvIenyeYiNRpz98kpoG+shfv01AID/qQ1oT9bDkjwOrdNmcdVTzFer0bBlG7xlJ5DVXAety47Eygtol8jROG4iLHMKkFx+GtmNRgiCQXhUWs6nL4VXhhH79zFjwe5AStgXiy0N1zJ1JlT//BRtyWmwzCkAwPgRTmgw4EZaFixzFzBl/trdSPrgPUgCfrQf+KSjdjQ6tLXmmXfAExZAWfeM0JNPYlZzPS7cbIL+k3dHojeGDMuu3dAF/LiePglBiRRylx3axnpcumcl58vKVriZeeAvAAhs/IT6+TmonjoTGc1MRC5b2absvm8g3XwdIQhw5a57kfgfz8G6dx/0mRmwhEt16tevxZSHH4DG60JIIMDsssO4vvYqE/0rEMKu0iH581K0TJ0Jy4qHIA74kRrwI/Xtm1B53RDu2IZxbaaIXIQpxw5xpf70awrReozR9AnNpsh6vm+9g+p16yDw+2GZdQdyw8+D9Q0mAHQV5cgK+0cCHfltzXv3MZVU5Coo3Q6kNTBBXPPf3x0/7+8tCBUARwmG4hJkWk2QhAI4f/uXEUxKQUilhtDlRO7pT5nIsB9vZJxrw/BLihl37WZyb103onnFQ9C//hpncqoKm3e9m4qQar0JWZBJIKtvqoeIhCAIhWBJzYRzYm6nrOyxzCDuA59gvKkBCp+H8RWbuwC5vITCpY89gzSHDS5dMpon5iL3n59yJi/z1WpoDZXwSqSMSSMUgE8qZUzAPAdzfrZ8tnKEad4iXLpnJRKvnEfbxDxMK/8HVF43ZpUegk2pgVupgXn+IiQceh8CAAkuO2b84wDaZQoYijURRdNHspwYv1IHi6G4BKkOG8QkiNaEZCjdTsDjglOhgt7UgJQjjbBUlCPP0ggEg+GoUAGcKk2EGdlQXIL8T/4KldeN5hOHcEebCeeNRkz6w6vQVZRDb2rA9expyGiswaWn/h1t1hZugrdWVULm92GC4RJMulQkuGy4uOZJ5P71z3CptEzaiy3boL1cAbFEBpcuGbJXSuDeVATNDTtmnPkUIhLCFy4nQunpSD18AJaTxyAO+JFubUJAKIbGZUfb7LkAgJkfvQ0BIXDLlTBdrkCawwZT2SnYXimB/6kNSL9Zjxa7DQGxBDJvOyShYMdCGoclxnK3vwDjFsZXNfUPr3KJkZVexr9SFmA2dtc2FQEAptRehqiGMcNaw+k+2AUXWg1EoQA8EhkCYjFap86ENZ3RlEzOz2GS9H77m5C3uzChwYDGdesgnDozQvOjz8+BQatB8rFDMO/VIC/s9C932GBXqdGcmQ1VmxXacHCUpaIcExqqkNRqglWrQW7YrM1WCuq0SYuKNmcr2/hPHkNuoxHiUBDJVy4Mz8MfJgwfn0DOkf1QedxoASB5/TV4ntqAtOZ6Rqt28EMA4Cwz9RXljN8tEJE4OqRSM2ZdQyWXcFn/o41o++wk9G0WTPvsGOo2NSGl3Q1v2Skkt7thWbwc5r37IFPrIASBH0IkeJ3QOVrgkqvQkpiK1mmzEFKpoasoR27dFfhFYtRmT0dlRhZmfXEK9TPmQhRV1YVNGJ8aLnPnyspFenM9EuuNkFZdjKgxjPpKrp/Z4Dk2cb0+PC5rNhXB/dha+AsWYJxEBu/JY5hsakBrUhqa5y2CyNyM6Z/9gwkmowwpVACMU6IjzPRrCqF9+48Q+/1QOGy4rfwYd1xzeNL2P7UBMxuqAAhwAYyGR1t2ClhTiNztL8Cy4iHIAj6k3axHE6/WKhtxVfHsZoSeWotQEAhCgBtTZkJlNcOZnILMaxehcNnReP9DncoWsS+5wO5AxumjULQ7wwEEUrRMnwUSNsmxfnXix9bCe1LJmS/NaZmcgAe7A1Nu1kMW8ELtdyIgFjNpQtLTYy7mrGDUrkkI+1uVQFB5AcHcXFQ//j3k/9v3IAkGoPa4Yc6YxJgnCYFfIEKTfjx8Ujlap82KX61RGLaiRNLl82idNgvJP96ImpdfRWLlBdhT06GvvoacuivwSOUwJ46D0u+FS65kBEGeGVm/phCSvb+DOBRARksThCCYWFHGOOs31UMW9GHalc8gCQaQ84fXUPPwGq4N4tdfg+GpDXBkZCGkUqKJALnvv4kEtx2tyeNgmzwV2ccOwC+SwJmQBMf02ZABsE+fDefEXCaJs7MNyRfPwW9QIigSQx/eKABAQC4GCDgtpE8sQYs2BQGFEu7H1iLxf16EIBiAe1MR0kwNULU7ofU44JSr0ZQ+CbbZc5G7/YUuozNHElbzqqso75QORhgut6U3N0BMAPdja0E+OghSxaS0kQSZNC9s5RdT2SnoXymB5+QxBBxtaE7L6lRbOe/+RTC89Q6E3yqE3G1Hxs1aJLYwCbRtNQ0wPvMcki6fh2RcBme+ZyM/+Yu/aVUhV5VE9vpruLBrN5Ovz+6AraYBmssVkLudCAmFSC4/HTOC01bT0OHTGvbxDQpEgIBAGPBzWuF46auB4N1UhCRnGwQkhGTrTVzbuw9qqRQ6tx2qmstovWse6mfeiclflCL01zchDgaQbL4BYYgw805445fHqwgj/fY3kSpXwQRA/9Y7MDy1gfG7/fFGrjITP6r2ht2BBgBiswnTPjuGmi8tQECfisSKcqRcPAfTspWQvP4ajOHz5LzKWADOsWOSNw8W7NnJVYiRHz8IYTAASTtT67s1KwdZF8qR7LCi9RurUbZ0FXK3vxCheDCtKkSqw9YRtX//IpjDKcKSbFZ4JTJcnXwbJjQYoLhZBysKENKnwSORQX/hHK7kzIQkRiUjyuBABcA4hXWkr25qgiE9HbA7IElIhsTvZRJpRtVPNRSXQGQ0QFJXiYBQBIIOP7aaTUUwzP8y0jxuXM/Mg9DvQ1pDDap/sBEmcxOXRkRW/CLkfi+T/mXiNIRkCkxoqEKowQBxMAgbBJ1KHHFVJRw2mGfegaQ2C5Q+N3wiKWzqBMa8deEcDAC0ZaeQY7gIwQs/RkgoAq5XISQUMqaRsIBn3LINsqAfkmAAIhAEAGSXHkHTr16PuUB0ymkX9f9n3nkPM4/9Dc5wzU0ZAFNFOQzhNBupZ05AXWfsdK54EyJYDVz2DSNCEiny7l8E76YiZDbVwtlqRoqzhRH2/D7gj3/E+fDCwJpNWcy7diMjHGnrF4rgE0txfepsTLzyL1j16QiKJdC0WaBx2eETSzH7rTfQcPQT4NODSMjOhM3Tji+VfoLraRP///bOPD6q6vz/n9knM8lMtklISAJZ2HdBBRRXQBGLqLGValFsFUVRaitSWmtbhLp9+wtabVErta1FLdaKIooiIkgCgqyGhMwEyJ5Mttn3Ob8/Zu5lZjIJk2WSCXnerxcvzcyde8859yzPec6zIMnQjHibGe3xiZC8+goSHlsFtbkdTrEU9eOmIn/XNjQfO4RUvyOK8b0PoH9sFaQ2K0ZWn4ZBoYZu9lwAgFpbBpnFCGtiCpgyHlK7FfVZ+TCPyPd5xL7xmi8UilwB8wjf5/n7v0CSpR1ijxuSV1/BTP8iwWsgEDuCPGfXKfR6fR7KAe+EKeMhfP111PmzMsS/8Rqya3UA8wDwxfZLXb4Mar/zjLK9BfYVD0PkDwIeeHzIh+lY4suyInU5UDNsBNrGTYZKW8ZvFKdVlUHscYPVVMAhkeLknwLS+vkXbtnGoqDczE1+4S+35EuIXW40HjsElbENGoMeIq8HSWaDT3tZ/h2fVWSYRAb73t18+Jq25HQMrz8Ls0yB9pR0JLU2ImHXNj7EzGCEi6fHAJ/T2C8ehdRpQ9OwHBSsXYWECX/xHZfDixRTK3DyEOQuB5/fVyAAXCJJBw2qeUQ+Uhqq4RGKEGe3+Gw3b7wKqDyvNeUEIz5rzhbfZjt/1zacnXw5aobnw6NUQGgxI7WpBs1+R0DNmDz+PoFmIUDwyRGncdZv2Yo0udJnz+tywimWIKGuGlWTLkVS8U7E282Y+Mm7OAl/eDB/WCbOpKBgrS9Lj3vFwxC6nIgTiOCQyNCqTgFTKGFSJPjiw1rMYMp46NOykFOjhcTjQoW/TxF9DwmAMYrYZkB8og3Dmg5DoBegfdwkGBZdCfm0KRD97iHUZ2Zh+Bkt6l9sQfZ9P4ZS2gKBxgPLCCXak9MxdnUh9EfGwbLxRUgeuxNjp01AtdR3bfXLr0Nc3IApZz6HiDFU/+Z+YPK7cI9JhtchhkUah/gXfg7FumcQl+KCRyCEQamGfuI0DD/7NepffAqa3z+BtnO1MK98HFnOBhjSU5HechwsQwivSwJbnBIyjxMaQSPa09OhdFVB8tidcD/3B9/kBy/MingIvF7EpbqQtGgqzHctgEqdiJZxw2BJ0SCtSgu1xQgNM0D87AocP/ARsu/7MZJGDD/fTq21UEpbIG49hbbiU6h/898Y++CPkZRgBOqOYvTv70W9sRQyixnW9zcBABLVVrhSXRDY6qBStkMutqP+xacw+fdPQPPH+wAYcfyXv8PYg1+j+vdVEK+8H9Vv/rvDs6NF27nasM9zTs2Ey62Dc2omUHcUksfuhGXji3CLJfC2CiEEUD8sG6Lf3I+sXz2J7MkqFEz21Qd1RwEAyrg2CDJE8HglYEIRzs6ZB4ndBmWDAza1De0FI9ASl48Wuw3jDuyGSOpBNqpR8aLPbm+soAriNIbEuFawOCFEVkCsZEhRm2De8AjMa9fAJZYg3XwKykQbWoaLkNRQB0fTMaSob4B5wyPwrnsGNqkSXpkEcSOkmOzvS9Vv/htJN14Pz/vbYLlmErJX3u/rq6kexKksMMycDADIOPUd2mfMRF38ZVAd3A2vWATB7x5Cm/p5JI0YjrEP3oBqaQvG3ncDX++BpO1cLZSuKjRePwMsLg7ZK+9HUoIRx59+AWOPbYfM7YT2H23I/vs6VL/5b4grdZDa3XBIlRA67fDKJLC+vwkFv38C4r+vQ/vKxzGiUQunWIrmiVlInjcOupkTIH3iF2h7fxvGHPwahu8/QwprhDzFBUk6MPr39wIAqt/8N4Q1NWBOETxMAK9AAKFAgFGVuyDQelGzphzDSo8gwWJE7e8egvj/PQ/veA3EZw3IOLMHaS0NkCqdYALAojQiTmSHSOKBQCCAIS4Bqg2PAHVHIfjdQ0hWtsOkUME8fixcrBqmlDTIHTbIXS4IxALUXzkWNvgc08Y+GBvvqifUv/gCxpzYAQagJtUJ2aebUf3y6wAAcesplK/6Gcb/+w24RGJY5Qq03PNT2P73X1g0w6CuOYvU9iY0p2Zi7OpCvg3qX3wBo7WfQ65ywiaTQ+J2QvXAjTi95ncYvXg+AP888fLrENhsUNntkCY7oWo6hsQqLRLjTchqO4YkVyvyT5ajITkDwmECOC/LhybBiLbi7XwZAWDMia8hAFD9ohOTf/8ExA/egPaV92NsayOqf1+FsSvvR7W0BbBYkHTiCDwKGeKlRrhyJDituQ5ZR0sgdzuRYK/E8R8vRsLpU0gSm2HLTYRk6Z0w37UASW1NUNlMgFCIhswMtIvSYMobBQUzQpbsRHvyMMTFG5F1fBdqp1yKyimZiK8+C9WvHgGcVkCq6Oc3e/EjYIyFbjyICDEajVCr1TAYDFCpVH167+M/XozJo3f36T0JgiAIYtDxwB4gc2qf3jKa6/dggTSAMUrGr9fjeNEGn8bvH2/BkpmFxDNaGEYWYFjpETjFErTMviZIe5J9348B+Hb5sFiQfOIIXDI5TKPH+bQOI4bzu0ZxQz2GVVWgftQkqH52D9re34akE0eQ2t4IfepwtI+bBM13JVBZTWhVp0IAoHXSNECp5MvkWXoP7Pv2AwAENhvyD++FxOOG0OuFQyKF9oZbAQBJJfvgVMZD4rAjo7EaBqUKLqkMYrcL9g3PInvWJTj9v53QvLgBAq8XdXnj4E5MhID54s3xsec47Ym/Hq0/Xw1NQxXiXA7UabJgzB2FrGMH0J6cDtPocUH1l185G6J/vOXTkny6Cyn7v4LM6UD9xOlIvPtHaHt/GwAEt5O/Tc11jZCvXQO3WAK9v82jyfFf/g7ZB79G9WW+452sg1+j5rKrMPnF3/m+f/oFJB4qQfu4SYBSCVgsGFG8G0q7BW6hEG6RBOceeBSe0lNIOH0KEocdrTOvPN9XXngJ6soKmDOyEV9fjfSmGkiYB01qDfSXzET2yvv5fhTYpwI1krrb7sLwGh3McUqY1Km+Z/j7R9KN1/PtKb9yNiRv/g3m7JGQzbsestf+CoFAAMFvfo2297cF1bNg3064BSIIwGCOV0M/ZiKUdTW+fnbkmO++n+4CLBZkHfRrLK5dgOz7foz2lY8jsbURUo8LcqcdbpEY+qRhfL0HkjOLfoSs+jOoycgFAP7/vWIxhtfoYFKqIP77ZiSNGI7jT7+A0Z++D5nbBYdIjEZNFoS/8aXncr7wf5A+8QvEZ6bzYzz74NeQO2wQeT1oSMuGwO2G29/nE06fQkbDOZjj4lF36ZVIun0R2j7dBUFzMwoO7QUAVMyZj+yV96N95eNIbmmAITEVHpGYf5+Z3+7z5dsWCmGTxKFq2kywuDgIbDYI7HYM034Pl0gMMfPCLo1DW0h7h2qzub9hsSDx1Al4RGIktjaiPTkdiS//qV807H1NYJ1G7d0JqduJ2mEjEGc1IcFiRP2wETBNm+F7XyVfQe5ywiJXwCGVwRkXHzQ/B96P6+/yaVMQ95dXkNyuh0ckgtzlgABATUYuzNkjkagtAwAYNcOQebYc8TYzBGCwSeN8TnyMQTvjKkx65bngMr/8OoRtbVDqGyD+1ZPInnVJ0PftKx9HYksjqmddw2vj1aXHkWhogUssgVMqg8TtgkssgdxhQ5zDBt3Ey6DUN2BY4zkAQjSkZ0NuM0PidKBu0nTI514P0T/egl0Rj1ztCZwdNQlxhnYI3S5IXA44wrQHACB1dH+8yiEHCYAximbCBGhefxvfj7kEWZU6VDUJUTtnIR+M0/HYKihuXw5kTkVS5lQkzVoIwO9h+3kJnHIFqqf4wmmk7itGmeQzzHrrJZT96k3kf7wXSrsVAIPU2QjLE/8PmY01iHPZ4YUAFokC7Lo7Ef/+55A6bbAjDs3XzveFBNhXDOX7u5BkaoOp9Dm0pGZC4g9bUbXiYZjSUqFurIMhpwCeZiniFt4A49en4H5sNZS//Q28jV6cmTYJwytPId5oQNPaP/uMgje+A2mNHVKPG9n1JyHyeiD2uuEWimFUJMCiVKFp3kK+nmUPb8Sok3VwMBHkdi8S2lpQl3s19K50DD9ehWZkQljrgNreDuXpZrg/LUGSqQ2G+9bAPulSiGqcsMiVMKvGwPKvvZj4yU7YJTKUSXIw662X4DapYHGmoMWQAMfap+Bpj4MlMQUZv1wHZEbXJlCx9HHUHa6CYunjaN60GZ4mAay2JH4HnPHLdT6j+mYzWIsTAiZB2aj5EFqtyD7xLezyOAjf/BgjanVwCiWoz8nny132qzcx+eOvEeeyw3W8Cm6xBBKXC0IAYqMdlstz4E4eB82YvKA+lfHpPtje34Wq54tg3f4ZROKR8AjcMKQXwKtQgCnjwWy+vmb8+hTi/F6Jk1esBlas9sWXXHwTZG4ndPkTMeH2+1C3aQekVTbEOcvQOnYSrK0yuMUS2GVxsMhTID1ah4xqHc60vYMMvy2a0m9r2ugd7jNg/+U6JI3JQ3n2VsSf3gbd6GkYfeIAvEIhTFJVv7yvC+F55nWf4X7yWAitVmiaq6HPLQAAKM16NP7uJUzxt3XGL9eh6tNDyGvUQsycGFZfhe/+tReq0mPIrdThzNo/I7v8OyTNWgh9eSXK16zjg/gKrBao6qrRnjkWKftOoGnsZDhapRDanVB+dQLGw1WIs1nROnYSzknyfYGZn34ObgCN2bPhbipGSnk9mlOGoXHGdYANMBuVkBjsMMYnwhifBgsyofnqazjlCiS1NiLebESrKhmGf2/12RD+chXf3vrySjTdex+UJgPKnCmY9dZLSMqcCnfyOOjWrIM17RKknDoBaYMDCU1NKPvrZ0GhmAYLZQ9vxKjPP0FrUhpq3RnIaKlDQ/5YMI0CSaeOQ9AkgHJ7CZonXgJHqxSwe9CWlgq3RwJZmxWWCTn8WAOAsl+9idTdh1HTLIUAUsj/+DfEtRlxcrYvjIxI34SEuipInnkF5i1bkX7uEAQAjE4XPE0COJ0SNKRmQtluhEcogkAAxC3/NT9/6Msrof3rmyh4+k9oWXALss7qoHvi/wGVJ4Jsn+Pf3oHyNevAbMDpp/+OiV996ovpCoAxBpdYCqdQCI9MAe2kWRh5vAQmeR7S396McwtuQWpjDZrGTebtuydznuB1Hpimj8fx6eMx8suPobYYcS5nNMySRMjrDB3ag4geFAg6xpFtLMKZvPEQv/oKH3RUv2UrpLbzKcACKVi7CrYENSR2K+AP2tx87XywlGQY5PFgKcnQXb8Itek5EDAgp0aLtIYqNKdn4fvLroXJnztY/MLzcInFYEKRL0XP2lXQLF8GZ5wCtb/8NdoSkpBgNWH0me/hfeABOB5bBbnFCIXJgKQvdsCjSUP+rm2QblgPqc0K8QvPI9HYApdYCk/2SOifL0KbKonPG6xsb0HtsJFoiU+CWyiE2OuBgDHI3A7EOW2wB2S8APyp8YRCtKcMgzEugY8j6JVIIXU7MfbkQTgkMjQOy/HV95e/hlMkgcxhwZTinZA7bEg0tEAxZzaE+kZI3S60q5J5B5CmRYVI/3w7XCseRnrNGdiVqg6BS6NF4PsNDVAN+D2v/cFVJ+3+GBO/+hgqbRm8CgVkLjtSDM2wpmhgl8jQlJETVO6CtatQO2wE7GIpaoaNwPeXXYf2OBXcAiEEAgHSP98O7Qafk1HJrctQcsMdENbXQ+6wIcnQgjEPLsW4T/+DKcU7IfS4Me7b3cjf/wUfILz52vm+kCH+mJTFty5Dya3L4FrxMKQuX0xILraiVxkPJhAgqbURXmU8KuYtxrnLrkbjlMtgGpkPc3IqzHKft7huzToo21sQb2pDwTdf+MJq+IN/F9+6DAKLGbrrF2HE239D6U0/gksig2HKjJhw4Cm48Sq0z7kWyWUn4Nak4furFyLnxLcoOLIPIq8H1r0+LTq3+Apffx2H596GNmUiPEIRxPommEbmoyp7FB9LjwtwzVQJvgDdyniM//YrpDbVQNzagrSmGngmToDYbsXIWi1Uxla4n1iN5mvn+4QIt4tPv6bdUIS0A19D1daEeIcVqa0Nvvs++xTqb7wF+v99gpqFtyFtm68/2hPU0DTVQOp0oF2pRvWMOVDnZnUIiqzdUMQHpefGVfE9j0K7Zh1SDhcjsaIMSS2NqE3PgXbe4pgK2RMJ3BhJObQfcU47Ulsa4BWLUZVVAK9SAc3J7xBvMUDqsMEl9wmDCpsZ8Q4LNE3VMBaMhX7iJUj58jOU3HAH/0654MdCixmTtm9Bbp0OKpsZ4jZfSJ7k3zyJcZUnoM7N8uXZnXUddNcvgmxjESqnzoYpLh5tw3Mg9rgh8nrhlMjgWvEwSm49n8s3/fPtaFpUCGNmNhwSKYyZ2fy74UK4aMbkgakSkHq4GCptGQAB3EIxHCIJRMwLidsJhcsJsccNryYNulvvgmb5Mmg3FPkiBsxf7Gsov8d4ya3LINbp4BZLELfwBiSUHvOd8IDBlJwK9xOr+QQGRP9AGsAYJ1w8us5SEAHoEMqB84xNmDAWMo8LE159EWq7L+9vzbybkFV/Fi2pGUjZ8SHa16yDzGmH0m6B/rFf4vS33yH1wNfIajiHumvnwSVXIM5uhbG8ApLi/aiZdxMyG84BjCHOZIDU5QDaW9C0qBAYmQ8GwFgwFt6MDCjmzEbzhvVoHzUWqcuXwfGYLz2V4q3NkPtjAso2FuHsps0Q6huhOX0SmS31APPCIZbBOH4K0gLqyaXYUsyZDecLz0O20TdhGV59Bfof/xAegQhW/z2xZSu8X30Nl9gXfNTj8UDEPBB7vRC/8DxkLhcEjMEt9xkZcwKpTamCyOUEBEDblBkY20/CRKhnczjvyIK1q1BZX4+8/V8g0WZCuj9orMJpg9DjhaJFj4rbf9LBi9lwpgZgDE3Jw+ARicEUChgTEiH2euASi5HS2gjTnNm+/rNrGxR2X8iH+pRMxNvMkDvtiGMMQq8Hw5rrfI4IASkGAUCdm4WCt15C8T2PIn/XNggAVM68DpUSXyo4dW4WHwet+tghGAvGQrPcJySmN1bBKZZB7HFB7nIAAHKPl0B7/SJYElOgaWuC3GUHEwghsJh571oBAO2td/nqGpB+LVYIfKdNiwqhthhgUKpw9rqbeW9LgdGE1MPF0BtNQEYGdFfMRV7xl4ivq4LY7ULLuEnIWb0KLokMOqMJCaXHkNHegqaSfRCOyIddLENzWhayTp9EgsOCS4vWARBAzLxQ20zQbv/Mlwt8+TJf3L+AzBNNJfuQ2N4Mt0AEp0TGh4Xh+l7BjVfxYZzcT6xGxfbP+ODreSVf+rJCBMSu1JdXQmA0ofHyq/gQL8W3LkP+rm04M/M6NF87H4KGeiQ316FlxmzMCol7ORjgUrbFOe2oGzYCjDFkNZwDEwAnC8bClqD2hS1KTIFx/BSM2flfxDttEABIcNgAAPHndMit1SGzqRonNmTw7S0wmpB06jiEXgaB1wOXWIbhp09AZTXhjD/getOiQmhMBjTNW4hZ/iDvitLDUFuMwOnvAQBmRQLirSaoTO1Iba7jxwXnTS5yuXDiph9BACDz0w8hc9hw9vKreYFd0FAPj1gC59pf48T2z3yezgtvgHTDepgzc+BVKDoEty7Ytc0X+FmVgPxd28AAtB47hIm1Ol9Qf4EApl+shF2uQLzdConHhfHHS3D2BQO/8aWwL/0DaQAHIZ2lIOJ22AD4eE7cjq9FlQKHSILTv/0jf71HLIFVFsdH+k8+tB8JdgvkDiuGv7ge+c8+BZdcAZnbiZzGc8ip0cLhT1mkGZOHxM8/wfEl98P29O9hS1BD/3wRLIkpULa3IPnUCRgSNRBYrRA01EO2YT2kdisEDIi/sxCZ5yrg8IdmaZq3EGnbfEdIKYeLodQ3QGNohoh5YZUpcWbWdUj15yENbQPr3v2IMxngeMw3Yalzs3Du6gWomz4bxvFT0Pz/Xkb+B28j6dRxeIVCtCckgwkEaFan4Wz2aMg2+narp0dN9u1aNxTxAqlhygyIPG5f2I4w2SuiRWfvN/Qab0YGBACcIgka03MgefUVHLl+Mc5kFcCcmQNhvS9tV2A6NMdjqzCyTocsfQ1ya3VIOnUcMpcDBqUaCrsNUo8L0g3rAaMJZybP9MUSZAyJplbUpWXDLpWjdPwMWGUKGOLVqM/OR4o/uG3zglsw6v1/QrdmHQB/7MLrF+Hs5JlIOnUc5hH5UOdmQbuhCMM+/RB5D/8Uw+rPQq0tQ8ufXsaI6gqobCZInTbo07Lw/dUL8f3VC6G7fhEKnn0Kso1FqE/JhF0ih1mu5IOS665f5LsmIMBxf6fv64rAYzXAF97jbM5omN99HzM/2OwLsfH5diQf2g+3WAKRvgmj3v8nUk6dwNnJMyFyOdGek4+RB/YgydgKicsBBiC+vQVJhhYo2lvAlPGomL8Y7VNmoPrJp+AUigHGYJIroY9PxtFZN0BoMaPgg7fRvGlz0PygGZPn09qmDINZoYRLLIXjMV/YjkBto2vFwxitPQ7phvX8eEg6dRwitxvqY4eC+pl2QxE0B76GqvQY3wZJxw75BABlPGa99RJSf74S+owR0Cxf1q/vo68oWLsK+rQs2KRytIybBI9E6v9GAK8y3pfucPZ1MI6fAs3yZWhMz4FRpoBDKIJRrgTg6wtnhufj5DULgwIv5+/ahuS2Jhji1TAqVKjXDIfZ/1/TyHxo16zroF1tWlQIj9CXXrDx/15Ca3I6cprOQW01oDk1gx8j3PuOtxiRd+Z7DPvmS1+aQpsZKYYWPmWfdkMRCr75Alm1Oti2f4aZH2zGrA82Y8rP7kTqjg/h1qRBYLUi8dgh38YSviDn3L/Asdk+aiycYgk8QgEEXgapywm7UoXG5GFwiGWoT8mEVZMBgduFlC8/g/bTr/v7dQ5JSAM4CIg0Jp1uzTqM+vx/0O/djfYpM3xCE85rH6RrV2EkfDZdMJqQZrfywo12zTpMaTgHLwOc0jh4BCK0LSqEe+2vcdqf1i3R0MrHHAssk3ZDEVJtVhj37kfBtq1oXnALcmq0EDCGnFod3CIxHCIp7HFxSDp1HCnGFj5+WX5uFvQA6vYeROLe3TCmZyK5SgeXQAChSIKKSZdC/sPb4XxBF3Q0EBjvzLl3N9JrzkC38kmotWUY1ViD5vQsiNwueMQSiF1uJLU1oS0pDe0jCjCstR4JViMaFtyCWdxOs/w76MsroTeaoL/8KuQ/+xTSgJiKBRhKwdpVqPCnjAtM66bdUIT8D96GwmGD1Z/lhNMsyDYWQbfiYVhSUqFqqIPI44bcYUNTeg7anvs/iF94HuYR+Ug9XAxnnAKWuHh4BSKcu/xqpDy+Eif8KZuaW5pgT1AjbZvPDKF5wS0YUV0BJhDwWQ24DABNiwoxss6v5Vjjy16T2t6MOKcNEAjgaarhY6B5IYBbIoX5Zw8g/q3NsN6zDIq3NqNu70GIX3ge6aZW2CRyNGblng8e7A8AzgUcDmqPGHh3gYF1ASC17IQvv6lfE6pZUgh7yT6k156BV+jbk8tdDiS1NkJpbkeiqR3xFgNssjh4hUJY//0eCnKz0LToGIRuN2QuB+L8WhlNUw20AI5dvxgT9mxHxZXzcfnO/0BQXom2uQt8Gl2ruUPQc/2WrSgwNEPg9R3tpdecgX7Fw0i3W9FUsg/YthXGgrFw1mghdrugXbMOBbu2QeR2Q+T1QGExBmXqKVi7Cs17dyO99gwq1qwDVAn8fJO63GcWoD52CHK7FU2DVOOjGZMH7PgQFf4g+DK7FVXZo9A2ZQY0y5dBt2Yd0vd/iUx9LY7rmzByx4c45Z+z9Fu2QtBQj9H7dsIplkL485VBwdpb9u5G+6ixiLvjdohfeB4SqwVZDefQnpCIlFMn0DJ9Fp9Lm8uykmYywKxK8qXcnHMZWsQSiLweAAK0TJ8VpGXVb9mKHJsJEjBk66uhLDbDqExEksWArOoKHHvjHZ9guXc30hqqeAGfKyMnpKotRgjA+Fh9muXL0HrsEAT+LB4z/c/Ul1eifpHOF8NSqULblBkQWM0o+OYLnMse5Svzrm1QWYwQgkH/4x9CX7x/wMfuxQ4JgIMA3mbDPxFzn4Uubgy+hUPTVAOjZSyf+D3wKMfnJLIdDrmCF3QAIPVwMcQeF9xiMerSsiEQCJBRrUPz759G2zhf/DW9X9XPPZ9bQPjctX5bDwEAh0gKt0QMsduN5pRhPts8uxWt4ydDIBCAMYa4hTegZcEtGNVYA/eH70BlMcJVdwbxDisEfpFg3LESmH75PcQuF7SbNvMLRWAOYkyZgeRddVBpy5DaVAO524H2UWMBRTwEFjMSWxqQYmqFwmmHRyI9n5MzJOCzdkMRUg8X+xxeOmnjWCI0HV66P+I+lzUk5dQJtIybFJy6zx9IlvuNpqoCCpcd7aPGYubP7gR+dmeQcG1f8TDUxlaMOLAHZqzkg3U3XX4Vv8ipjx1CekMVmACozirwbSgCBYyNRTh7//0QCAQQ6Zsw/tvdcAlFaFeqwQCcmTobyb95ElUrHkZOdQWUdgtGPPs7JFoMcD79BOLcDtgevg/NiRro07L4jB+Bi1Hq7p1wlOxDfv05CAA0lR7rkLd6INCXVwJGE5+Oz3CmBo6SfdAsKeTL3Ww0ASPzIbVZ0TJuElJ/vhLf/+llqLRlMP/sARjfeA3GzGwwhU/rqaip449ijS88D7nJ4BOOG6qgdFgh0jfBrUnDyZt+hNTly/gN36i2JjCBAFDEdzAj4UwKVNoymDKzkXe0GBK7FUpTG9TtzTi9Zh0KXn4OdfNOILPhLNr0+dBdv8gnxPkDeAf2M82YPF9+6l11EFrMYACa/MfB2jXrMOmTd32a62E5EIQElx9McHOr9tOv4Tx2CO2jxqLg2aegW7MOEz95F3Kn3Zdt53gJKlc+6fPYXVKIWW+9hJJbl0FptyKBWdASEOy4edNm5DfXwVAwFmL/+22eeAm8EimMmTnwaNKgWHgDxC88j7q9PnMN8ZhRSPigHaL2ZqQ3VuE0gLi1v4b+l4+iumACBAhONVewdhWO6nQYeawYVWOmwJU9EgKrGSM/PwuF2wHN6lXQtDYAOz5E04JbkN5YhcYFt/hMbPxB5nVGE++Qwtn16rdsRUFzHZKb64JTwQUkLNAsKQS2bPVllOHacfky6ACIa85h9PESuAUinAv5/WDsH7EOCYCDgIK1q9Di13Jp16zzGebu3gldQIJu/Zat0CxfhpMAr00JZ0+hWVII+UfvQehxo92fIqzk1mWY1HAWbpEEZrkSyW1NaEtOh9TjQlbDOYyoq4RdKoPQy1CmbwL+9rIvofuXnyHj0w9h2LkdqRIJRG4XbKXHEGe3oj4n35exxD9ZtG7a7MvtqIhHy7hJyCv+Ep4N65Ha5PM+blQkAEqg8r4V0Gx9B2K7DR6xGF6RGGkt9T5tUUBuyNAFTLvB1w7agOdw9klnJs9EW10VRC4nZHYrvBkZvLdh8a3LeK0plx+ZEwbTAoTuWJ58AtPhcRNlJQMyG85e8DcuiRRuj4sPtcPZeWn8tnrNgM9uyWFFiz+jDCck67dsRcGubRB4vWgcluOz91TGIwUd7RhLZsxGwc7/Qd3WxC/8ADCy6jSySg9DkpsF7PgQ5xbc4tvAxCdCabdCyBgEAGROB+xKFVJ3fMhnvQDO25o1T58FzfJlqPx/LyOxoswnHO3dP+B2gJyDhUuu4LWTGpMBdn8b6wEIGuoxaffHAJhPULzxKui3bIW47ATc5RVom3MtUnfvhDNOAanNCuWeHUg0teOM3/bV7hcGm3//NOQN55BzrBhWRQKsiSnQb9qM1MPFaJk+C7rZc32bpJAjVz5NnbYMUrsVXk06mtOykO3X4nuFQj5LRIKhBVKXCyOPlaBy7iKYf/YAkp77A/SaiR3qztnpwm/b2HztfJ9gCPBZQQAg7cDXQdrDwYh+y1aMaqrBiOrTcE3eDunoyRAwhrrkDMidNhiViZj41ceQeFzQrXgYxXOuhWb5Mhz1pz3kBCjg/BFq0qnjSG1pgFssRjN8dsiph4vRnJ8P2Yb1yD9bCvsjP4U+eRgU/zMh1dQKAHCJxIDVDOmG9RC7XYhvbYa4qb5DLnXDb56E/rFVSHzm974+V16J735qQc7JQ9A/X4RM+GyGk1obIXfakd5QBeedhUh0u6BtqAeGZSDXvxHjzI84wZABEI8ZBemUyRiuVAelleMy9bRMn4XG4bmQmwxo2rIVsz7YjOJ7HkVz7TnY/M4goankiL6FBMAYJlA71ebXcnG7pubpsyCwmpG/a5tPOLRbYSvZh3y/sOJLu3MIgob64NRt/pQ+gV61DIBNGgd9WhZMmdkY/+1XaMvJQ8v0WUj/5ksMb66FzGGHlHkwuXgnvvPb4k1urILCZff9XiLH2dxxkG0sQmPA0Zs6NwvNC25BQVMN9GlZEPuPZYVeL0RuFyqnzkbOiYNIMrdB4vVAcOYcEj//JMhmqmHBLUhrqEJiRRlfl8AcxAVrV/FG0HpVAgTwLSoKqwkCrxceTRrG7dvewRYL8HkTc1rTii1bz4eh8BtKx5kM0K5ZB60qoV92od1JQReoqWsCgn6TdOo45C4HhtedxbEwiysnoLXodBj/7W4w/wofmj5wmMWIdoUahiSNz9EG4DVY6twsfrIvePYptHNC86JCpG0735b68kqojx1CnMsOh0SK+ux8pG3bCsOZGrT9+IdwSWQ4t6HId73/SE2zpBBnH1uFhOZGJJrb4BJJ0D5qLAwrn0Rb2Qm0jZ2EvJefQ+XKJzFxz3Z8f/VCXnCSnPgOnhee53NdDyScwX167Rkk76qD7vpFsCeoEWcyoNHf3w5euRAylx0usRSwmvmFlNuMAIDWr20R1VX5vPDf2sxvsDjzC9uM2cj8pBoSjwcylwPMZIDZYoYzTsEfiUtPfgf7Y6ugHT+FNxERGE0+jZxYgqb0HMBqhthu9QkwqcPRMskXH067Zh2yxFJ4BAIkWdox5aN/w73jPchdDsR/uxsnQvoZpx0LHXf5zz6FCpVPMMzY/yWkLseg9/wsWLsKbbt3Irm6HDIAo08fA8BgVyag9qr5SD/wNeqGjYBbLIGxYCx/ejFr53863EuzfBn0pcdg0QxDZlM1ZG4Hcku+ROX1i3jveu+Xn4EJhHBDCFuCGi15Y6E6sAsWWRx0V8wFFPHQNNVA7nLwjnihm6HAsY7y73zva98nAIBhAdcMtxhgUKrRlpyO9IYqSD0uJFaUQXTqBC+Y6fwmATqjiT/2rUsehgSHBQAQF/BsxZzZSPjwHbTpG3024AHpKjVLCmEr2cf37fSAjS3R95ATSAzDHRHpuETqqZlgAiDlcDGgSgAU8RB6vRC7XXDIFZCbDLyjhH7LVqQ01yGv+Msg54mCtat4pwv+OODZp1Bx+0+QuuNDeDXpsMniwBRKMFUCXDI5BADqNcPRokyEKS4eijmzoZgzG14ADqEYLcpElF52HUzjp/g8QP3HhMW3LoN2zTp+IjJn5sAtlsCcooFXIECqvh6quipYlSo4ZHGwS2S+ei64BaO2nncmMBSMhVMihcxvZxTaPtxn3N8MgC1BDbssLsiBI9Q5gDNa//7qhaiYt5j3xgw0jLclqH02awHPiSa6NetQ8MHbfN27gtNSOh5b1UFgbBs3GQ6xFGaFMuziyrUFU/g8nzkNoPuJ1b64i5oMaJYUwpqYAnNCos9mzS9gcZplzZg83jBcMyYPBWtX8cJN0Hvy94Ha9Bycnn8b3/cKbrwKkuL9qLvxFr7tAZ+moODGqyDbWARTajrOvPImTt9xD6CIx8SvPkZBdTmmfvEBtGvW+bQnbqc/TAU6LcNAoRmT5zv6mreYd2ZJ27aVt98CgIS6KjChCCa5EuqKMqR/vh16v3DIb3ZUCcg7uh9ZtTq4v/0OE8q/Q8GNV/EhQzRLCgGrGfXpOdBecgWqZ8xB0+U+zX9a/Tk0b9oMzZJCxNktiG9vgQDgf6c+dgguoQhukRhClxMF33yBjOY6eIVCNM+8Ct6MDKQcLvbFmktNBxOKfGFAvC64IURLfBJKL72WzxPOwWmFOAeBDm2zfBnsShWkDgeaNw0+L+BADGdqkGBshUkWB7M0DmWTZ4EJhEhubfSZJFx+FZqnz4Lk1VfgVcajdeykDu3F0bxpM9Lqz0EAAaqH56P0sutxZuZ1vGOFfstWiD1uVI4Yi/Krb4Rp/BQk/eZJHPvxA8Dhw5j52X982td5i3Hiph8h7+XnzocQ878TfXklH2LM/cRqlNy6DMX+MDGByDYWoTJvAhpffAmGKTNQceV8nLjpR3Cs/TWccQoo5sz2jVurmddccuifL0JDUjrO/vkNAOCfK37heaQYWzH+26+C+jngW7c4pz7NkkI0hqxVRN9CAmCMEni0xQDklXyJlOY63xHq9FmA0YS4hTfAKZVB7LDBMGUGmgIWFcWc2fAIRTg7+fIOgk2oEKRdsw4CowmAb3euu34RVFrfQtQ+ogD6xFTU37UMUrcLSrsF4hee9xkmez1wSGSoK/oLFPp6aPxHOZyBMBeeo2LeYpy86Udwa9KQ0lyHscdLoHTYIPM4IXQ5oZ94Cc5efjW08xb7vOcaq5DgMPPG6nklX0LsD6cQZGe0pJC3cwTOx8/iFtn6G2/pcvLQbihCyuFiXzw5VYLvuCxA0OOEHa8y3qdxDbfA+ePchZvIe0KgF13gZB0OTthR+kPvBF6X9/JzOJM3Aeb4xA7xIgPv61XGwyqLg9cfU8+6/TMk2MyYcPBL6DdthvuJ1ZDbLVDMmc0/s/na+UFx3bjncsJO47yFQX2Oi9nYNm4ymCoBdXsP4lTeJByYfwd/T8djq3wxCNes43+n37KVt2/TLCn0tUlSGhgEvgC3ACSvvoLTBZPhXPtrXtgwjp/iszeLEa2BZkyez9ZWlXD+Q6MJOr+HNleHytnXI85i5Nu7+J5HeU9czZJC6NOyYJfI+ONY7t6z3noJ+k2bMfGr7T7HEX0DkstOgKkS4FX68m2rjx2CftNmOCQySFwOpC5f5vvdlq2Q2q2wxSkh9HiR2toAr0CA+tRMfH/1QuQ/+xT/zlOXL4Np/BTUpmXDLpbi7LBclC8ohOjgAXjy8zt46vO2mY+tCrtR02/ZirYpM+AVCYMEh8GI47FVUFsMsMniUXrTj5C47nf4/uqFaE9IRvLhYgj1jcjftQ2uFQ8j9XAx4s/pOrQXj9WMOIcN6nNayOxWJNRV+eZj//xasHYVGuctRMqOD8EU8cjbtQ36TZuD5vXQzRlH4Ka54MarMKH8O1j37ufna84znBuDgdekHC6GNyMDmuXLoFnt086n/+JRjHr/nxAwQHfrXUHREjLnXIZzP/ghMudcFqTMCOf5zKFZUgiF1YSMKh1a/vRyNF4VEQAdAccogQ4JPo0a+KM27Zp1yN+1De2H9kPqdMCQqEHq8mVo3rQZ2jXrgGefgviF56GyGKHUN/jCPuzahsr6elQCUGnLIHn1Fahzs9C0qBCjas+ACYXQbkjArLdeglaVALnFiASLEWkHdsElliDvzVchcwcH8m398Q/hFoig8ccmMwcIaJyBsPrYIUhefYW3MdGuAYQWsz9rxUHEWc1QHdgDsceFinmLfV6jxw4htbGGN1YPPGYMnMz0mzYjv/4cdAHOIRyh8fPCHa1yx6AwmnibFK69+e/9XraAT/MaaEcTFIMuwNO2NxT47aY4+5f0LuxfuJiPTYsKeY1XkI3PxiLY/DvpwHZoWlSIjPYWtOzdDcGosaj0a6a0n36N3C+3Q8i88AoEEAC+AN6mdrS98Dzwszv5+3DZaELLx7U7Z+ejDaiTwN/Oyo/eg8bQDEetDic2ZAAAb8MoAJCyeycq6+uRqC0DY0B67Rm0PvAARrU0wisUwKBIQGN6znlHkPLv+Bhz7V9+hlFtTdCnZfX6XfQl/ALoj9/HjTndGl8svSSrBUKLFTalCh67L3B6qs0KR8k+pNqsvuPgHR/6MsDom3A6ewzaxk1G3svPQTMmDwIAdrEMrUlpsGgyIKqr4o/pG0uPQW4y+K5RqqBuqIJxxcPQ7/iQHwOaJYWo/tPLGHFgD6ROBxKNrXBry3zevs8+hVncOz1cDP3lc6D3m0QUcOMxTGzSwHvrA475Aj9v3rSZ14wORrh5RfHEalT6PehTDhdDvyUByMhAxld1kLsccNfqYJEq+ONY8ZhRSHpxPaz+jVUQinjYZHFoGzcZ8ed0SK85Awjg69P+jTpnXqGDz4xFgGCTkMD25j/btBlCixnNfoekwOt1RhNgNUNYX4/mBbcgzR7sQBUax3K4qQ1ukRgijweAb01J9fdFrl2aF9yCUU01qDCaoFm+DI6SfRDqGzHy+AH+nWs3FMHA2bAvKYTjsVVIcdigcNl9WVTKTpD9XxQhATBGCXVyEFjMUGvLeC9bodeLREMzwADDlBlgfoN8Br8wsrEIZx5bBdnGIhg3bQaDb5Bm1+ogdTtR8dgq6MZPwegaHRgDvEIhr+XRLCmE7KP3oLaZIPJ64PW4UDF9Dlr0DZBtLOKFLX3xfrT5gyZzgZw5IWvmB5vx/ZhLMLLqNNr8Lv0AfEdZ/oFvqSyD0mKCymoE8wscXGgF7Zp1vuwOjz7pEwRDhD/g/MTHCWiBjht1T6z2BXn2lzc07EUggYFxgzSjG4p8AsnhYjSHCIf8O/ILiH2lbeJsG5sC2pXTpvETut8kwKuMh2b5MphG5kNSehzC+o72nqkhjkDaDUUY3tyINIMerLUBqU01qLj9J9CMyfNN7BYDjHFKtGmGI3X5Mlhq6tC+2udkwP2e87iVd2Gfo1lSyNsKhtqCWefMhmHDehgLxp6vk78NudA7Kbt3Ire6Ag6pzGca4HIhwWGGTSyFXa70hSTZexBNiwoh21h0vi8IBOdtOmPIsYDbyCQf2o/Ulga0JqbCJVcAVjMmfvUx4lx22BrP4cTCJWAqX4Bz0Yb1sGiGwaRJP+/cYzHjkv07IGQMtsZzOO4PHpy6fBkaS4/BPCIfBft2It5hxdE/vYyCnf8JCgyvXbMO2bU633v3211yXqzZh/bCIxLBKZPBmJCE9LqzyK0qwxGrGZrP/hPU3/MDxkqg41DgGA3chHHxH7F2VfAmIcA5ZDDCe3IDmFX+3fm28AvftV9+hrzaCgi9HjilMjB/9IGmRYVhN1bAeeeZwPHO4Ovfmfu/hGvWDhzzp2QUWszQ+oWpypVPYtKe7aj78jOkCgS8fWfBrm1o3rsb+c11EHq9aBzuy0kdardXfOsyTPR7Z9dn53cY14KGerQsuAXWnz2Ayrc2w5agxrjjJbDI4iC1W4O8fgVGEwr8pj9Ci9mXKcpkgMjl4scq13buvbtR0FyH9t07kd7aCJdECpNQjLaANHJEdCABMEYJDd0yac92SN1OVK54GJgyA/q0LMRZjLArVWBAkPcVL8j4Y9u16psABlhSUlGWokHW6RNwP7EabPtnkLpdkLqcEDEvWjes94UB2bIVwyQyGGVKyFwOlE2djdy//TlY++Y/OhaOyIdx/JSOoT/eegnuJ1bD+cjP4BGKcW7NOqhKj/EaI8Wc2Yj76D3U5+Qjofwoav0aHa7uWlUCCj7/HxLsZphk8ahQddSwhU6UnMF9nMkA+epVSDK1oe3HP4T23+8BRlOQ3Q0X6JQ3xg65Nz+xT5/lO/5F8KLHv6MoZDDQbijCsPYWSF0OuP3G0Jxgaxo/Bfm7tkHhsMEukcH95cfIsPkcg5IMzdCtWeeb+OGL2O/0C2HcO4PRBLnLDonHBY9QhNakNAiMJmg//Rqmkfk453LBUDAWqSe/86VvA+CSyCDdsB4l2z/zCcvw9bemLcFx9rjFL9A5IVD4DNLKhix63OfccbIhJx/eOh3cAgGcUhla88ci0dgKr1CABKsJ+d98AfeBPUgxt0K74mHk7/iQzwxTHSJcxgKc9+vwxioADC65AmK3z/vaIldA6PXAIlcidfkyFNx4FYrveRSZ/nAaOi7DCXybOAHzHZg2JaXzmwNhfT3y6s/BPCIfLokUQoeFt4vk4Gzxvr96IS+IcDgeW4XhxjY4xRI0J6ejdcZsqHZvR7zRisSKMr4OWlUCUrjjXP9in7R3N3KrK3hngnAEakA5h6rA8FGDMQxMoJkO15a848Jjq2DYWIT2EQUwtjTAIxCgZvRE5O/aBt0aINW/QbfeswxleZN8eZlfei6sg1tgLD3XrB1IMrYBq1dB7rBBabfi6PWLAQAjDu6BzOUABAJ+s8oJj8aCsWifMgOJxw4F2YoH2u0J4PPO1qdlBZnOcNq8S86dgsjrgf75dRAdKPHlcz59HGdmXscLatzpVOWs66Cdt9gnuFrNSK89A31aFiSvvgJtgHaysr4e+fu/gMJhg0GZCK9QGHS/wdYnBhskAMY4+vJKiHQ62CUyNCRnoH3UWKT4wzq0+z3p0g/4YlCxKTM6aMp0a9ZhWvFOiL0eKI4fwLmRY2FRqiDdsB72grH4/uqFSDnxHTJa6tA+aiyf/ifO4UtZZItTwjV+Iu9Z7PBPWsNfXI8xNhs8EvH5FFwBWkvO2LdNnQJLYgqEFjMyqnRwymS8qj/R1A5htQ5WuQJt4yajJUBDwAWSFddVQu52QKTTdVgkQo95A9PgKebMBlavglsgguLHP0S6XAmHXAFNUw2ajx0C/MdfOqMpSCjk2pxLgaTxe09yi15/aJQ4QZaZDPxRDifYGgGcmXkdkspO+DSmzXWQuJ0wKlSo9BuKc8fSTaXHEOdfjPT+dkk9XIx2dSqUdivqUzLhlUiRduBr2EqPIcVm5ReOpkWFSK89AwBwiyRIbWuCrakGFf7FO5yncqBXYcG2rZ2mKwwlKBZjwALy3Q/uRurhYiS1NgIAGrNyYdFkIO/ofjSnZcGUmYOEg19C7Hbxwo39vfeR2VwXM3mAg/CHMaodNhKSV19B86bNSD5cDLHbDUN8IiyKBF5gDjJ9CGhD59pfw/XgUoi9HjiUKrRt2uw7+lan+hZzAXB25jVor/CZeXBH/mkmA1x7d/NB0lN2fBjU3y2aDBgaa1C9+im4yyv8MQuXocUv0HNw8QJTd+9E25efIc3jhn7SJfD40/yFwh+RzpkNZ8k+wGrmvY85c5P+HFt9SWjcUM5W01ayD6rmRiQuXoARTgeEzAubVA5li54XuNS5WdDOvBJJb7yG/LOneHMIrg0Cg/rD/640Y/Kg/fd7aPOH/Un/xUokMJ+gr91QhAxZHPSJGghfe+18gPtnnwoyHwLA23ynLl8Gner8Bjr/2aeg9ZcvFeffHYwmjGqqARjABAJIHQ6c9jupVc68jo+pCgBJxw5B7HYjsaKM72Mlty4D8wf+n3njVUHmOk3ndFBbjfAKhWiZdAn0JPj1K+QEEuNoNxRh/Le7obaZoHBYkPrzlWi+dj7y/XY5Bc8+BVuCGqmNNbwRbyAMPg1DS3wSTl16LUwj8+HyC0K5JV/Cm5EBbN6Ms7njkPrzlT6ni2Lfoto4LCcoxRa3wI/+w6+QbGyFhLlROfM6XgsR6O2n3VAEhV+LJdtYBK8yHlKvC2K3C/otW3kPtMYXX4L2+kVQ+51OuPJrxuQhZceHsCoSIHM6MP7b3Z16dQYaLXNG8VN+dickxfthUSdDbrfBIffZ38hdDqQ21vgWnDHnk52HGq/nFfucbjgBLPT4N5oEOlNwkyH/97NP8SngmqfPQv2wEXCLJFA4rL7coRYzzk6+HC2pmXA/sRq2BDW/4+fqIXz9dRxfeCeYRIK0hio4/Sn5OK9Q7YYiX8aQ2XOhT8tC1aRLfYG9xZKgAMah74N7p1xe5nCeh+EIvB9/lMsAqBLQMm4SvEIhEuqqILVZ4dGkoeL2nyBlx4dI+s2TMMSrIXXYeEcDlbasgzdirCDwL6CGnHyfY47VjOEN5yBzO3HusqvRdPlVENbXo/jWZTCcqQFTJfCLNtd+1r37UZ+SgaZEDcSvvuIzB/F4AQCV1y8CFPFIOXUCbXOu5U0f4kwGOOUKCF1OxLnsSG2qOe/o5BcQ847uh9jtguKtzfw7BgDjzCuhzg22p8w+tBcjayowvLHK53F9x+2d1pl7t9IN66GpPwcBQwc72/4cW30Fp/1rz8lH4t7dOPPTlRi19Z9gDzwA84h8SNxOyB02MAHQEp+I0kuvhbFgLHTXL4Jm+TKfUP75drSPGgvdyHEdHCICg/oHRXHwO2VM+dmdML/7Pk6PmuyzsV67CvU33gJJ8f4O9tAJpcfOx1r0e5SnHC5G86bNEBhN0D36JEpu9cWG5OZD3Zp1fBkFALRXzMW5rAJ8N3sBym+8DQw+05hAZxbthiJI7VbY5XGQW4y8Y1r+s09Be+td/AlPqCeybuR4HJs5nxckAzcmXc0bRO+JugbQYrFg7969GDZsGKZOnRr2Gr1ej+PHjyM5ORlTp06FQCAIe10o33//PfR6PaZNmwa1Wt3pdbt27YLL5cKNN97Y4bszZ86gsrISmZmZGDduXETP7U8K1q7C9/X1yC3+EnKbDec2+Ty7AgNvmsZPgXlEftBOjP/9s0+h3L/Lcwcca7ZjBq9d4I4cZT/+IRTPF0FnNPE2ZoEaRfcTq9G+ehXO3vsgRv79r3BIZPBmZPiO+/x2YcPaW+D66D0oni+CNVCL9exTOAHw9nLcETUAFO/dD4nd2sGezHCmBt74RFjlSrRMvKTTRYIXIAKOl7gds27KDKT6NUKpy5ehWlsWdDwYamvJfxZg2xeqaYw2oQ4rHRxYAsonefUVnFvxMEZUV2BkXSWS25rQODwXErsVHr8NZOBRLX/UumUrklobIXM7eY1EwVsv8c4UOqMJyMiAuOwEvEoF7HFxcElkvEAcqOnlylZw41VhjwBDTQNC6xP6DnRrgOTDxUjdtxMtqRmonHWdT3gKyUQDownDJDLIXA4+8LNmSSF0foNyzm4yVrQJTOkz7o+vq4K4SgePWAKbRI7m9CzkvexP4bfzf5C7Hag+dgipbtf59HGBWXdw3rFC47f9izMZfAJjgHYWAdcLjCakHfga9SmZiLeZeHtfLiB4c1oWGOALwbHiYeQ316Fl726+DIGaqdF2G9riE1E56zqk/nwlkn78QyQbW9EaJn0XN5ZSDxdD6DmfB1hfXunTDKGjc9dggNP+can6jK2NiHPZoarVIqm1EbrZc9GuLeOPdj3c3OsPoM7Ft+OOfUMpePYpPqh/6LynL69E5confSGQ/A52QEfbZk6452yJQ/sE/PaBcQ4bbP6UkYHfqVqaoDK3o/XSS6B4azMkDhuSqnRw11XBufbXaA5MQrCkEC1/ehkOuQKmP6znM5hoA+xM+Vz1/v7AaYFReeK801iIk136IAnGP2hhUaKtrY098sgjLCMjgyUlJbG77ror7HV//vOfWVxcHLvssstYeno6u/TSS1lzc3OX99bpdGz69OksIyODzZ07l+Xn57OtW7eGvfYf//gHE4vFTKlUBn1uMpnYwoULWVJSErv22mvZsGHD2IIFC5jFYom4jgaDgQFgBoMh4t90l6YyHdu/dCUrmVfImhKSWfHiexljjO1fupKdzh7DTuVOZHplIivNnciaynRd32fxvax48b0drqvYsYe1y5TMJpKwk6On8ffXZeSxk6OnsaYyHavYsYfVJqWzyrQcVrz4XlY8v5Cdyp3Ijr6+hRUvvpftX3wvO/r6lqD7NJXp+GvDPTe0jqHfnxw9jVnEMlaaOzHs96G/L158LzudPYbtX7oy7L25Ngv8vqsydFauaBNaTv7vxfeGrUtTmY6V5k5kLXEqdip3IqvYsYedHD2N6TLyOtSV+23Fjj1s/+J7WXnWaKZXJrLi+YVs/9KV7MAVNzGTNI6VzCvk71Myr5BpA/pCV2UNR2g77l+6stP7cd/rlYnMIRQzs0TGyrNGs8aEZL6M3HsuXnwvOzl6GjubltPhXpGUq7/h2uHo61vYydHT2NHXt/Dtwo1PbUYeM0tk7MAVNwV/F9B+3PvWKxPZfv+44t9pJ/2Ve5ens8cwi1jGj/PAe4fONSXzCjvcb//ie1ljQjLb75+HSuYVMqtIwlwCAbMKJKxkXmGHZ4fOJdxnemUiM0nj+DltMMG11cH1L7HapHR2cP1LrDR3ImuLS2D1qlRWsWNPh7bl5smu3lNXzwpsO5M0jjmEIv49hqN48b1Mr0xkpzpZG0Ln58ByNZXpWG1SOrOKpKw2KZ3pMvJYbVI6M0vkzCkQsXqVhu97TWU6dnL0NNYWl8AcQhE7nT2GVezYw9eXL7e/74TrV+Hm2oode1i9WsNa5Kqo9JH+WL9jnagJgGfPnmUvvfQSa29vZzfccENYAfD48eNMKBSy9957jzHmE8omTJjAfvKTn3R6X5vNxkaPHs0WL17M7HY7Y4wxs9nMPvzwww7Xnj59mg0fPpz94he/6CAA/vznP2fZ2dlMr9czxhizWCxsxowZ7Be/+EXEdeyPDsQtZMX+xZ8bpNx/i+cXMpM0zrcYdLHYdbUg7l+6klWm5bDapHRWsWMPY4zxg1rrFyJOjp7GrGLfZMAN5KaEZH5R4Rbjc8mZQffZv3Qlfy33bG6xK5nXtWDILVoHr7gpSPjlCBRqOYGmJ4JmZ+1TvPjesM+NJuEE9XACbqggF9qWndU1nODILRKns8ew0tyJ/AIf2ve4jcDJ0dOC+smFFrPQOnGbibNpOR3rElCnimF5zCyRs4qMfNaUkMyXMVAQ5vppZYgQOFDCezgCyxJad+57rg71qtQggbyzvtoSp2J2oZgXuLh7nAkjDHO/0WbksfKs0b53Or8w4nESTkjkvivNncg8APMAzA2w0tyJF7xfxY497HT2GNakULMWuYoXJgcjgQJx6JwZOH6KF9/LSnMnduinFyL0ntxYOnDFTazUv9mLpGzcvTp7j4x1nAO5sf7Nz5/mhdySeYWsMT6ZWcQyfs3h+pZBqmAugNkFoqD5g7tfuPn0QnMyt0mIRh8hATCKAmAgnQmAq1evZrm5uUGfvfrqq0wulzOr1Rr2Xn//+9+ZSCRitbW1XT7T4XCwadOmsX/+85/s5Zdf7iAAXnrppezBBx8M+uyPf/wjS05OZl6vN5Jq9ZsGMHAnFTqomsp0rGReISv1a+PCDabOtH+BO8BwwljgwnzgigWsXq1hR1/f4vtdgAZw/9KVvPYidHKr2LGHleZO9GkVAnawjQnJvODa2YTIlY/TUoVOAoHCJSeIdqbxutBiF25XHjqB9gfd1VKGE7C7IlQjyr2z0I1FoFYqsF9EqpUNFBT3L743aJMSqgHcv3Qlq0rOZDaRhLXFJfAaAk4bedCvDQvSnAWUq6lMx8qzRjOzRB4kEMWCABgqmJ3KnchrVbiylcwrZGaJjDUmJPPazHDa7MB7Bmp8j76+hdWrUlmrPJ7Vq1KDhYUQQZnTxIVq5Lj7htNY7e+iLBU79jBtRh5rkatYxbC8LgUSjpOjpzGnQMTMEnm3hKFYo6lM5zuBUSTyfTZw/HBj4Nvp1zC7UMxa5PG88B9pvTntaWnuRP59RKLZrtixh53KnciK5xfyZQr8bcm8QmYVS5lRImdHX9/C/yZ0rmbs/Jg/5R/zJfMKg06duH7j64ca1qJQ8WOzs41EYP266ltcHaLRR0gAZGxAvYCPHTuGKVOmBH02depU2O12nD59usN3ALB7925MmTIFGo0G33zzDUQiESZMmICEhISg65544gmMGTMGd999N/785z93uE96ejp0Ol3QZ5WVlWhtbUV1dTVycnI6/MbhcMDhcPB/G43GbtW3J3ChFzI//RCuWTugeL4IzThvF6IZkwctZ6vlDx4baLPD2YEMa2+BNTEl6N7aDUV87EB9xghIbVbeBiPIM3NDEfKPH4AAvkwR2r37AUU8RG4XrHv38zY94TxD9Vu2ItXt8kWQDwzA7LczVGvLeFuRwDJrNxRBWF+PiXu2wyGSoCE7v0OwWM2SQrTs3Q1jwVikPL4yKPhpYB07i/8X+H24UDAFIWFmQulO3t5ICWeTyBEYT4+zb+tNLMLA92DatNnn8ewPFqtbs47PXpGyeye0a9ZBB0CoGYYql4vPZ6oLsbvkCPQIFoyfArtYhua0rA5x/zRj8mBYUgjN23+F1OOC2O6BSlsGcdkJuMUSWGVxcGvSfIGIb12GUbVn4P7FSog9boAB+mOHYMrMwfiGc5C7Hcjb/wVv0M7ZGQ2kdylnX5tk8KVfaxw1EW3teuifL8KUgNAuEo8b7epUtFx3Q1A8RMWc2fh+zCVB8Te5WJn1/gDgqtWrkGJugxcCnJ5zo2+s+QOJZ7a3oKlkH9K2bfWlpPMH/rX547JxgXgdj62CaWQ+Uv35XQHwcwOXgzZc/yq48SoUz1sIr9++bVaIA0Ig3HgR37MMbX98GsaEZN5haDCi3VCEdLsVjVm58Crjkf75dthK9kGzsQi6NeugPnYIcrsVKY01EDEvpF4PdOOnI76uqsOc1xmcV7FVk+Hzjp95XUROM47HViG3ugIeiYS30Q4MdN+84BbI/fa/6b98FMXbP0PK4WLkNJzzefsHlE22sQjnVjwMkcvpC0d1+VWouP0nQWOen7vnXIbT/tAzQPCcGs6Wuqv5jls72LCMQdtHYp7+kDI70wBefvnl7L777gv6rLy8nAFgX331Vdh73XjjjezSSy9lkydPZrNnz2ZTpkxhiYmJ7N133+Wv2bZtG8vJyWFtbW2MMRZWA7hnzx4mEonY8uXL2bvvvsuefPJJNnz4cAaAHT16NOyzn3766cBMXfy/aOwgAjUogfYYXdnuhGqxArUPnB1H4E6rK7uUwJ0Zp2E4cMVNQfZXnR1VXsi2I5CudoWlF7BvDLd7DNWY9uT5Qd91cVTd1e41moQe43ZZ/jBtG6j1Ozl6GtMrE5lemchqk9J9R4siMa+tCzx+bkpI9mlE/Z+XzCtk9SoNOxNynBmorQu1hQqFOxKtU6cyo1TBDl5xUwdtJPdfTlNmFUlZY3wSO509hrcV5I4hrSKpz66siyPU/oQbg5xpRPH8wg59JvRYPRBO+xI07v19kuuXB9e/xI/P0GPx2qR0XiMYWi5unJTmTmRWsZTVq4PtukJtuPjnh9MUR9DWXL89OXpat7TWsUpgW3BHvFq/ts4kjWMtcSpeY82NLc4GLlIzisC5kDuN6Kq/cHDP5E5sQu9/9PUtTK9MZE0KNTtwxQLWmJDMzBIZM0vkvM1gYP1O5U5kLQpV0FzcmYavK+11T9o3WmOYNIADrAGUSqWwWq1Bn3F/S6XSTn/z7bff4uOPP8bChQsBAOvXr8eyZctw3XXXITExEcuWLcNPf/pT7Nu3D4DPW9jj8eDjjz/G5MmTkZOTg6uuugpHjhzBm2++iffeew9jx47Fyy+/jNtuuw1KpTLss3/1q1/h8ccf5/82Go3Izs7udTuEI1CDgm1bUT1jDgzaMj7WVqBmK9DLSh9wD+2GIqSbDLAkpsC9sciXcD0g5l1oIOPA8AGhqX9UVhOU+nqk/e1lXovgeGyVPw/tMT7+Xqi2LZzWqqtYflyw4pbps5C6fBkqQoINBxJu9xio1eRS24XbZQemQeLysiLEG5FL9aa0W8EEApwE+PYKLGd/h7AIrHdXGs5w3wXGFOS0QPq0LAgAyCxGiF0ueAQitCWfzz4Bf3y+wJhfmjF5/hheBnhFwqCAxAUlX0JnNCHf3ycQkIouFC4AcZsqCY0f7oA7IG9xqGdy5azrUJU1Cjk1WggZQ8u4SWClDAKPFwqXHbVpWWBiiS9uoCK+g0Z3IAhN1wdFfMeMMn7v6dAxwsXnMzbWBGViCeqTN/0I7vIKWJUqKPX1/DXpJgOsiSkw+jPiBAYD57TWTJWA1N070Tp2Etra9XBIZIAq4bxWJ0yQ88BMMNxpQ6T9P9CDWbdpc59m0BkIAjOapB/4Gh6xBE65AqbMHDgbq+CUyCDbWIQJN14FbVYmLA88AMYYmACQBgRJD+sl78/2IxCAnwt1XEiqBbdg9LlT0K54GKg8EbZs1r37YYlPhHXvfmh+dmeHucG6dz/aktPPpxp99EmknDqBlnGT+HBgnLeuo2Qf0htrIHM5g+4RWu7AGJ5cvnouhEtgijouBeCFPMD7O/rCkKQ/pMzONIBLly5lV155ZdBn27ZtYwBYfX192HutWrWKqdXqoM/OnDnDALBdu3Yxp9PJFi5cGPRvwoQJTCQSsYULF7JPPvmk03KuX7+excfHM7fbHVG9ormDCLKhCqPxCdSwcISzD+xMqxeJfQb3+YErbmL1qlTeVoS7F+cZFs7mKJRAg+iudnVdGS6H0pnGkbOJ7NJAOkQboVd0tEXktC3hbBAHSvsXSlfagM7ajneuWf8S/1vuswMhDjeBtmOhdQ20GSpefC/TZeQFOTEEanC7svPhylC8+F6mVySyerWGf144e7fAZ+oVicwilrF6lSZI29hdT8toE4nGPrRPcfadnJ0s10YHrriJ6ZW+enP2Wh0cBQI1N/624z4PNwdEqm3h3legvXEkYyFWbDL7inD2lS1yFa995t4HN9/t92vQ9cpEps3IY3plIm8zGW6e5jRynEd+4PcHr7iJOYQidi45s9N5rrsnH4HzM1d2TlN5cP1L7FTuRFaePSZoHgi9R6CTR2CfCJxrdRl5rF6tYRaxlJkl8i7nebIBjD4DKgD++9//ZmKxmNXV1fGfLV26lE2ZMoX/u62tjX300Uf8ce7OnTuZUChkTU1N/DVffPEFA8BOnToV9vnhjoAtFgtzuVz832azmeXm5rJHHnkk4nr1VwcKHByBg6mrkCdh7xFwnBlqTNzZJL5/6cqgo7/QZ4VbaDsbzD4BY0GXjhWhnmJdLS5dlTnSBYlzUjiVO7HzsCmdONBEc0Hr7rFadwTRDn0oYNLnjP4DjbgvFLIl8B6VAU4MnKfqwStuishDuzR3IjNL5KxNpmDtMiXv7KFXnhcKA/t9U5nPCN8skXfwgo8VAT0Qrj25sRc6hsN6WAccLXLXnxw9jekVwd6RnR33t8SpmAsCZhHLghzJetqXw7VrJL+/0PsYbAIitwHmBKR6tYadTc5kFrEvbFGo40WgJ7BZIudNFsqzRne4N7ex0mbkMb2i4waKc6qyC0TMGRIKprvtyB31c6Fg9i++l531mw4Uzy8M3uR3sXkPNRnobMNzcvQ01hKn8od4knc5z3POQiZpXFTGMQmAURYAt2/fzj766CN2ySWXsGuuuYZ99NFH7IsvvuC/d7vdbNasWWzq1Kls8+bN7PHHH2disZjt3LmTv6a4uJgBYMXFxfxnixYtYjNmzGD/+Mc/2F/+8heWk5PD7rzzzk7LEU4ArKioYFdccQV77bXX2ObNm9n06dPZtGnTutUZBqIDcQOtZF5hB/ucrghd9EM1cV1pAENtgS40yXBCXODOlXv+6ewx/K62s/oF3rsnGq6eLHKdfT9QgkSkz72Q0N+pHZdfk3TKr03ThXjldmVj2JnmKPT/OQ0gt/h1FlKH06BUpuXwtk5OgZD3fGxKSGYHr7ipg+aJr2OIR3p3NFr9SagW/EIaQMbC2OkG2P9daPxzArJFLGNmiazTcEYXet+h9+yJAHkhu7VYFNi7IlDrapQpmAdgdpG4w2YknFDvs2WVMzcE7HT2mA73DtxUhesnXJ8IFwqmu+1YHOKhHxrvtavQQuHK3FnfDmy3cOsXaQAHhqgKgIsWLepwHHvPPfcEXWM2m9kf//hHdvvtt7P777+flZSUBH1fVlbGFi5cyMrKyvjPnE4ne+WVV9gPf/hDtmzZMvbWW28xj8fTaTk+/vhjVljYUeA4cuQIe/DBB9mdd97JXnnlFT6uYKT0ZyDo0J19dyfLrjR2nT2ns+87ez73XfF8X5iAcCEpiucX8kF9wwknofTVwtDT+wyUINHdhbizfhJOe8uYb+I3S+TMLJF1OGK60LMj1QIF9ZkuQuoEalMCF8hATcqBKxbwx2vhfq8NMUeIRbpqo3DCHSc8BNYptK0ieubi87Eyu3Ls6Gpsd0Ukv7nYNICMnRfuDk+8nLkEQtYmU/hCpQQ41e33m0aEC4/V3Y1tJNdcaEPI9bXixfeyg1fcxBrjk1mrPJ537ihefC9rUahYvTrYpOJC74W7jtN4Bjqt9IQLrVd9AQmA/XQEfLHSn4GgAyfong6KriadC03Qgd8HepiFu6arDA28IBjiVdoZfbUwNJXpgmIZdud3PdEcRoNAbRfvTerfcXeWBaUzIXv/4nuZRSxjjoBgwt0pR3c3JV0JPx08hkOO5JvKdKxerWFOCFhjfBIvJB24YgGv+eusv8UKnWqY/YIxd8zHeZBydn9nLhCgnbHwdnnh6GpDcKFy9qRugUTiuTrYCNJ6hZg4hM6Fvd2YhLZxbwT1k6OnsaaEZGYXiplTKOL7V/FiX/B1h1DMWuJUvVIwdJVNJtLNa2emTn0FCYAkAPaK/tYARjroO5uQS3MnMqdQFFG0/sDPQjUH3H3qValhd7VcWqTQgKLcPbkjgINhjjCiKVDVJqUzNwR8EN5IntMdwThSLrT7L55fyMqzRndov/1LfSmgnAIRPzmWzAsWBCM9mqvYsYc1Jvgi+ofTqnWXnrw3ru1Kcyd2MB7nDOk54e5cciZrlylZi0LFzBI5swvFzCEUM6dAFHR0HYvCH2Od95OSeYVBwa4Dg+xy/STU8D40eHup/5i3Nin9gkJ4ZxuCaLdfaP0Dnxfr764zOG114FjlNjCBR5x9oc0Kbb+eCNThNIBcP+M2B2aJ3OdU5dcA9rZ84cIehV7b2YlCT0ydugMJgCQA9or+7kC9FVq4xSZSjU9nu7CSeYXMIRTxhuWh19cmpXeaLSJQCxFud9cTgSpSAjWXkWqsLjRp92TxCo3tFggn5Lkh6GD83JUGMNzzO5tYOY1hX+Zi7cmxFfd3qNATqNHktCecMMgZx7coVKwiI4/PfRxpGQaKzhbsC3m9h9P8cIb5emUir2WJRAPYFeFOGvqyHUMFvnAp06Ix5qNNae5E5gaYGwJWnjU6KE1mqLAbaRaPcHTWD/pK483Z23F2hV3lEe9sQxnYv4O0o93UAPZFe0UCCYAkAPaKWBUAO7uuu4t0Z0JQU9n5FEjh8jpyWhteO9XJzi7c7q4rTWS0FqRwRLIg9nRnH4kGsGJYHjudPabTXTinaehu7mO+Xv53wAldXdUlkvaPZBHv7BrO8DwwoHTosWaQNsxf79Ak9iXzCplekciHPIklOqt7pH07sD04h5nyrNEXDHcU6TN6ctLQHULvHyi8xLLgfiFK5hUyFwTMAzCH0KeZDzRN4AQZnX+z0lNtVmgbBTpr9MV7CjffReKkFO734crbk7JcKGRYbyEBkATAXhHNDtTl4t2Hu/RwO8ueHDN3Jrh15kHcnWjxXXmQRlK2nhDJgtiZhrQviERg6ErDd6Hddejvu6pLJH2iJxrAwPsH5jsNKtvi83HUgvIHB3gvcmUOtJ+LNW1Sb/tkoNa4uxqS7gp0PSlrbzZUg1UA5Oa3A1fcxJtTBPbHwIgLoXaA3a1zuPBYfakBDCf0dUeoCzfX95T+shclAZAEwF4RzQ4UbhcUjV16JIO8JxqgcIJeoOYwnHFwOJrKzocTidSjrK81GH2tAezpM5vKgoMyX2iTEO7vzp5xQQ1gGG1jX29CuGDSgQHQuc/Ks0YHHfdyQaBPBRwbc560XWlF+5twbdyTsoVbFDtzxuqqDL2hq/tcaMxFuhEZTOxf7It1Wa9K5YMlF88v5PtjV+kQu1vnSALk9/Y9c/NLJIH9w5YxCmtSNDcHJACSANgr+kMD2Nku/0IDI9KBE6lwF7rbDF3YQnd/oRoc7hou32Qkwhw3IUUShypadR8o7UQ4oWv/0q6DMvO/i0C70t02Cqex7cuFm8s3rc3I76Ap4fIVt8SpeI/FaArffUk4LWsk7RWJ4NiVLWk0iHQzEY6uBKDBqgEsXnyvz5NWIGRGmaLDJvVCsS+7U+fubMIvdHTa2b04u+DOcq93uEfI/NQbx5TOBNlobg5IACQBsFdEuwP1Rq3elwMn3M4wUDDrLARJB+2Uf4LhvOYupKmJRODpDZG0UWfXRHvR2r90ZafG5H3xzEiPd8IJ8hx9pd1i7LyHdr1awzu6cAsJlxmhMSGZWcXSIIEn1rVHPW2jSATHzhbc3grHF7pvT95xpP1tsMDNzVwsPatIyme2CJf1qC+0c5FuVi9kGtBZf+K0jJ2dzoQKZqHzU082OJ3FSeyPDR4JgCQA9opod6DeLG6RaoK6/H3ADi908EeaIihcmYrDeMpFUofu0Ffavc4momgLHl21f5/dP0x9Is0QE0pv2yPwOPPk6GnMKpIGhes5nT2G93YNTZXGO4LE2PFvJHQ2TgP7W3ffPddePbVNjYZmsTeb2VgksL/zwZP9+ai59jsVEAWhtwJwT4SrzsZEZ3NaV6FbOKeTquTM8yYaIffuyQansziJ/bGxIwGQBMBe0R8awGhpfC70HN7IXpHY4ZimLzQMncUJ7Cv6egLpTw1G2PcRpj59qVWIVHvQnTL39DfcYnPW7+EYiRAeTiMxGOgq93VP32+0NIAXel60NwmxROjYCRRiAtuvrzaQPekLXY2J0DIHlincEfLJ0dOYVSxl7TJln2TbuZBmvD80xCQAkgDYK2K5A3VHAxhuMuLsQbiQGn05effHQtDXE0h/ZjKIVNjrbTv2pVDZowVqcefp4SKpb4dFZBBqALsy7uc07b0Jl9Kd3/T03UfaD/tjUR8oOqtbZ23TH23R1ZgI7VuBZQq3cYg020zE5YqBfhDL63d/QQJgL4jlDtSTI4OudmB9OWj7bfLrw2f0p/ais7L39TvpLw1zZ4Rqvy4kxMXKwtFbItWmh2ppetLG3flNT/t4JO/lYnl34bjQO4zFendXIdAX9+2L+/clsbx+9xckAPaC/jwC7u5EEu3r+6KMPXlGpPT1zjsWcpl2pTGLlFh6R6G/6ekxbqwusp0RVuM+35elJzQtX2/HV39oACMhnMbpYiBQSOcclXozPsPdvzfH+V3ds7NNVndtNUO11n0RVqw/IAGQMTGImEW7oQipu3dC6/+b+3/NWy9d8LeaMXkRXRfuWZH+Tl9eiaZFhUg3GXpUxs7uqd1QhIK1q6AZk9fjshWsXQWt0QSB0QR9eWWv7gUA+i1bkWqzQr9lKwpuvKq71Qq+V5g6RoIg4F9P6Wn9L0R3+pv206/heGwVZBuLMMv/G315JWA04czM6wAAAqMJ2k+/9rX3BdopWnWKFgVrV0Hr/y9HYkUZZC4nEivKgq4Nbdfu1q8776W7c0Z3KFi7Ck0l+yA3GaBbsw5aVUK3+38sot1QhMz2FkhcDrTkjUVqc12vxme4+6fu3glHyT6k2qx90se7Gi/aDUVIPVyM5mvnB72bruaswPuF9u1wz4pmPyO6yUBLoIOZ/gwD09sd4IV2XT3VslWm5XSIzdabnV04LVdf2ib1p41bZ/cJDObc32WIBY1QOC/TwHfF/X+kXqyxolHoDd3RMPdESxP4275uq0jvyV0X7Ryv/UlQSrY+Sl3WHROBvp7LOvuuq2PbntzvQvTHiQtpAOkIuFf0RwfqK3uJ7t4nUruengozndHdtG9dEYuCwf6l52MbRntS7239o2WrE25yD130iucXsvKs0ezgFTdFnIEkFt93NNi/dCVrSkj2bZS6+W6i8U6jMbcMFiI92u5OnSNpz8Cj5756l9EQ5HpKfwQ5JwGQBMBe0R8dKFJBrK+NsC80CXW2M+3t4hx63UAtFk1l0fEq7cpehrGeL9B9ea9wZe1vuAWgNim9g01RZ5uOQOH6YhAuOqO3GsDO8nNH63ThYiW0Lbtqh+6MxUjaMxo2lXwZo6DJ7C6kAewfSADsBbHSgaKxq7/Q4O3smd39/EJESwsVyXMDHRL66+istxrA3gQQjiU6CzvRlZAXDY10f9Mf7yxwTEVDkxSOwdwXOyNUm99VO/Z1/aNhDsL9HS6zU0/ortDb34HCY2X9HkhIAOwFsdKBoqEB7OkzQwWR0P9G8vxwNjADrQHsqQ3MBZ/Rx3UbKIG5N3SnHS507WAXNPrj/YVqofvDO3cw9ssLEZgdgwtcXpo7cdDEouzsnfTVGOrOWO2NWUNPiZX1eyAhAbAXRLMD9fVC1t8TMPe8nqSj6m24k75su86OugPpSdt2pq3qz+O4WBGWQtsvVso1EPR33fsrvNHF+E454ZlzAjk5elqfOLj0V1v11lynt4RqokkD2P+QANgLotmB+lpgi9ag7uuE9E1lOlaaO5HplYk9dgTpy7aLZJfc3bbl6tgSp2Kl/kwr0Sj7hYgVrUxo+3HlCs39e7HT2ZEcaeZik4ode9ip3InswBU3RWQHGCn99U46Kyv3/HAp4Xpyv766vq8hAZAEwF4RqxrA/hxYfe2ttX9pcGiZnhANDWBnk2RPJun9S1cyvTLRF/g3RMjtz3c30BNwZ3DlKs2dGHHfitW6dIeu8gJHi4HQvFwsROvYciA0cOGe3x1tZn/ZkvYlJACSANgrYrUD9eeuvi+PkDi7u1O5E2PekL+3GsDBmLe2v+lO37oYNFld5QWO6nMvgrYbCCp27GGns8ew8qzRg1JL3Zf2tP1lS9qXxOr63Z+QANgLYrED9XZHP5CaFH4h6qMwBP1Ffy+gsajt6o8ydfWMWGyT7jKgDk+DvO0GAk4DqFcmdhrXc6gwGPtQLK7f/Y2wf/OOENFCX16J4nsehXbNOqQcLoYAvjQ8+vLKbt2HT92zoSgq5eyKgrWr0HztfBQ8+xRmvfVSzKSJ4to2XFtyKcxaps8KSu0VTXr6jrqqx0CVqa+eoRmTF1N9pidEUodovMOLoe0GgoK1q6C7fhH0aVmQmwxwPLaq12MgmmM0ms/tqz40UPUfqpAAeJHALY4CAM3XzgcDejQZ8UJYPwkzgcTqQqTdUIS0z7ejaVFh0MTE50I+8DWYKqFb5Q430UU6+fX0HUVTcOyPfjOQfTNWCHyH3V0saXHtWzRj8jDzg81I3fEhmuYthGxjUa/750BtwPvqub3tYwOpgBiSDLQKcjATSyrkgfAgjMZzYvEoobOQLfuX9izzRFf3i+ZRck/blmzEYofQ2GndeS8D8R5jcTzHMgNtBtDbY+ze9rH+XMdiaf0eKEgA7AXUgfre+DdWhY1wE1FvBKpwns6xulhGUq5YLfvFzGAIuxGr45kITyRhr7qiN/NkuOui2X9o/SYBsFdQB+p79/+hEJiWyyBwNi3nolkY+ytkCQmigwcKMTP4iFbYq0h+G+460gBGF7IBJHqNeUQ+nHIFNEsKgz7viT2IfstWSG1W6Lds7etiBtFdW5MLOYJ0p57NmzZD6nDAIZVDYDRdFDZZ/WGfF8k7Ixui2EG7oQgph4uBbtrHDiZ457tPv74o7Cs7s8PuzfiO9LfhrotVu/CLBfFAF4AY3Gg3FKGg5EswALotW1Fw41VB36Xu3gktAM1bL0V0v4K1q6D1/zeadPc5oXXRl1f66r52VbfqqS+vRPKh/Yhz2SEQCJByuBjaDUURt89QJpJ31l/9h7gwQ+FdcGPfUbIPqTZrt+a6WCRwXgsUujRj8npcr0h/25tnED1DwBhjA12IwYrRaIRarYbBYIBKpRro4gwI+vJK6NasAwNQ8OxTQZNGZ5PJYCSwLgDQvOAWaJpqoJs9F15lPAQA8kPqH47iex7FqPf/iTinHbXpOWidMTui38U6xfc8itTdO9F87XzMokmcGCJw84JmSSH0W7YO+rku1sZxNNcQWr9JAOwV1IGGJpwQJ3c5UD08H2K3K+IJU19eCe2addAc+BoZzXU4ec3NuHznf/qh1NHlYhL2CWKoEmvjOJoCKa3fFAeQ6CWd2b9dzDHHCtauQsW8xTh504/gXPtrOOM62j92hmZMHmZ9sBkuuQJSjwsqbVnQ94O13chWh+gOg7Wfh+NiqkusjWOK/RldSAAkeoV2QxHSwwRJ7soYf7BMmJGU07b9s245rXD3dK79NU4XTIbk1VeCvtetWYeCD96Gbs26XpX9Ymaw9B+icy4WZx0uGHza59sHfV1ikVgTSC82SAAkekXB2lWwJaghNxmCJsCudm6DZfLvrJzaDUXI37UN+bu2gQFonj4rYm9e7p7Wvfsxofy7IKcZAGAB/4jwDJb+E4vEivB8sWh2tBuKEGcywJ6gHvR1IYYe5AVM9BrT+CkwAh3c9zvz6Bos3oGdlbNg7SpojSYI4HN80W4oQopfILmQF1tXdecW5crrF6Hg2af6pA4XI4Ol/8QiPfHMjwYXi8dnYF+8WLRUsWYHSEQP0gASvaInsb4Gi1o/sJyBmhPNmDwUPPsUGIDKlU9CWF+PlumzIhJINGPy+NAxoVoY7YYipB4uBlMlAEBMaGpikcHSf/qSvtLcXSyat1jhYuyLfalhjxWNMxEe0gASvWKoaGNCNSfcMbDCYYNNFgftrXdFvAh0poUJbMtY0dQQsUFf9YeB1LyRZil2CXw3fTmn0zwW25AASPSKi+Uo50KETorcMbDQYgZTxndrstQsKYSjZB/EY0bh+zGXQLaxCAU3XhXclkNEsCYi42LYaJEwEBkDISgHvptZb73UZ+/nYui3FzMUB7AXUBwhorvoyyv5INJusQQqixFn8sZjQvl3A100gogqpAG8MJxXsdxkQNO8hf0WjHkovhtav8kGkCB6RE9tW3Rr1mFEdQVUNhNqRk3AmbzxkG0sik4hCSKGuBjt5fqagfIqpnczNCEBkCB6QE/j9TEATCCASySBOzkVxplXQp2bxX9PRtPUBsTQpWDtKjTOW4i0bVtJGCOiDtkAEr1iKB4d6MsroT52CAKvF7CaUXzPoxHXv+DZp3AcgACAwGJG/gdvQ2c0QfPBZv74J91kGNJ2UmQrRgxVhopNNREbkAaQ6BVDMSivdkMRpHYrGofnAor4btWfDyHjD/USGPRZu6EIivYWyO2WiFPLXYxQqBKCIIjoQwIg0SuG4mJdsHYVmvzHNKnLl3UrFzBwXmj2KuOhu/UuPuizZkkhZC4HXBJZxKnlLkbIHokgCCL6kABI9IquAhtfTIQGgua88xyPrUKcydAtga1g7Sq0jJuEpGOHoJgzm287/abNkDodsCpVQ0qgJgiCIPofsgEkes1QsNni62g0QatK4IXeNJMBtm547HE2k0kVZciprkD76lWwxCdCC59dIJj/vwRBEAQRRUgAJHrNUAj2ydVRYDT58v4iuN7dzQLSMm4SPBIJ3E+shnXvfr7tGkuPIc5kiCiv8MXAUHQiijXoHRDE0IQCQfcCCiQ59AhcLAFAu2YdBADyn30qosWT+71mSSH0mzZ3+O1QW4yL73kUqbt3ovna+f0W9JYIht4BMRSh9ZsEwF5BHWhoU3zPo8j/4G0IAGhvvSvixZMP91J7BmBAY1bukI371ROBd6gJydFEX14J3Zp1YPCFKKL2JIYKtH6TEwhB9Ah9eSUEDfVoV6eicuZ13Tr+1m4ogtxkgD4tC83pWfyR71CkJx6/QzH0ULTQbihCyuFiQJVAwh9BDDHIBjBGIS1HbKPdUIRR33wBucuBlhmzu/WOQm0mA4+UiQszFGxO+wtqS4IYutARcC+IpgqZ7HJiC315ZZC9HwC0zbsJwxvO4uQ1P8DlO//Td88hwZ8gCCKq0BEwHQHHLEMxwHIso91QhPxd25C/axt/9OgRS2CTxoEJ0Ge5a+l4kyAIgugP6Ag4RqGckLFFwdpV0BpNEHD/v6EIaXYr9GlZSKwog/TEd92KgxjkDbxlK6/x0ywphKNk35BOBUcQBEFEHxIAiV4xVI4sNWPyoPlg8/kP/AJh0rFDkFuMsCSmRKSt5dpLYDQh7cDXiPvoPaTLlbzwqN+yFak2q08ovPGqqNWHIAiCGNrQETDRK7QbipD56YdwzZoN7adfD3Rx+g3NmDxAlQCJ3QpLYkrEYVy4I14GwJ6ghlsggtxu8WkCyysBowkt02fR0T9BEFEjMLVlLBLr5btYIAGQ6BUFa1dB4nIgydgGx2OrBro4/UrB2lWouXYBvrx/NU794U8RTVZJj67A0SlXIuk3TyJt21aYUtNhlyuh37LVJxweLgaLoZAcjUY7ir44jUajvU+uiyaxUAaCGAzEuq1xrJfvYiGqAmBbWxuKioowd+5crF+/Puw1BoMBTz31FBYsWIC77roLu3fvjujeX331FZYtW4abb74ZL7zwApxOZ9jrWlpasGDBAixYsKDDdydOnMDKlStx00034c4778Trr78Ol8sVeQUHCdFcGDVj8mD993uozJ8A2caiPr9/LKMZk4cjyx6FbMcOpH4V2WT1foMXL8y8E+83eOHNyMSHTzyPg9OuQdKjK2LS8WfLwSp8caoRWw5W9cl10SQWykAQg4FYnGsCifXyXSxETQCsqKjAxIkTcebMGbS2tuLUqVMdrnG5XLjuuuvw+eef47777kNBQQHmzZuHjz/+uMt7/9///R8WLlyIUaNGYeXKlTCbzVi9enXYa++77z6cPXsWe/fuDfr8+PHjuPzyy2Gz2fDII49g7ty5+O1vf4sHH3yw55WOUaK9MBbceBUmlH83pGzWTtYacNur3+BsswU1t9+F41PnIOnRFRf8ndnhhsXhhtnhxpaDVfhfI/Cn2UvwaZuwR0GRo82Sy3Iwd1w6llyW0yfXRZPAMpA2kCA6JxbnmkBivXwXC1FzAhk+fDi0Wi3i4uJw4403hr3mnXfewYkTJ1BbWwuNRoM77rgDdXV1WLNmDW6++eawvykrK8OTTz6Jv//977j77rsBADfccAMsFkuHazdu3AiTyYQVK1bgV7/6VdB3H3/8MdRqNd544w3+M5PJhN/97nf429/+1tNqxyTcojyQi/PFQKPRji0Hq7Dkshw8s70Ux2sMKGswYeywBHw6ewluafDi1xf4/YlaAxhjEEDACyrlDSbMHZfe6bPSVfLoVqwL0lVyrJo7us+uiyaBZSj64jS+ONUIAANeLoIgiFgkahpAhUKBuLi4Lq/ZuXMnZs2aBY1Gw3+2ePFifP/996irqwv7m7fffhuJiYlYsmRJ0OdKpTLo7yNHjuDZZ5/FP/7xDwgEgg73mTp1Ktra2qDT6QAAjDEcPnwY06ZNi6h+gwluYRxIQSJW6Y6mKFCT+puF4zE5S43549PhdHvhZQwXiqj+xt5K6JrMgEAAhUwEADjTbIHV6eGFlXDPIrpPLGgkCYIgYpkBDQNz7tw5ZGVlBX02fPhw/rvMzMwOvzl58iQuueQSbN++HZs3b4ZIJMKVV16Jhx56CDKZDABgNptx55134qWXXupwf46bbroJr732GmbOnIm8vDw0NjZiwoQJeP/99zstr8PhgMPh4P82Go3drjMRW3CCFnBhTVGgJjVdJcd/V1yBoi9O41SDEQVp8bh/TtfHFQyAXCyCXCrCnIJUPPbOEehNDmgSZLw2kNP6kda2d8SCRpIgCCKWGVAvYKfT2UFLqFAo+O/CYbPZcPjwYbz44otYunQpFi9ejD//+c9YtGgRuKx2K1aswOzZs3HHHXd0+uyKigr8+te/xqJFi/DUU09h7dq1OLJV1B4AAB3hSURBVHr0KP785z93+ps//vGPUKvV/L/s7OzuVpmIMbqjKQrVpDYa7Wg02qGUivGbheMvqGG9f04exmQkQB0nwV/26NBmdUKTIMPGO6chXSUP0vqR1pYgCIKIJgOqAUxKSkJLS0vQZ9zfSUlJYX+TnJwMg8GADz/8kL8mJycHV199NU6ePInRo0fjn//8J2bMmIFrrrkGAFBbWwubzYZrrrkGjz/+OBYtWoRnnnkGGRkZQfZ+KSkp+OEPf4j7778/rPbxV7/6FR5//HH+b6PRSELgIKc3mqI39lZi29E6xElF+OJUIyYOV1/wWRvvnIYtB6swd1w6vjjVGGTjR1o/giAIor8YUAFw2rRpePvtt4M++/bbb6FQKDBmzJiwv5k+fTo++eSTIAGRE8JaWlogkUg6hJL54IMP8Nprr+F3v/sdRo/2LfbNzc0dhLecnBx4vV60tLSEFQBlMhl/zEwQDIBcIkJOsiIioS3UsSNUYKRjS4IgCKK/GNAj4J/85Ceora3FP/7xDwBAe3s7Xn31VSxZsoQXtEpLS3HNNdegtLQUALBkyRK4XC689957/H3eeOMNJCYmYurUqRAKhbjmmmuC/o0aNQoikQjXXHMNL9jNnj0bu3btQkVFBQDA6/XitddeQ2pqKi8kEkRncE4jt10yHH+5e3pER7Xk2NF/UBgYgiCIromqBvD666+Hx+PB8ePHIZFIcM0110Cj0eA///kPAGDcuHF4/fXXsWLFCjz//POoqanB1KlT8X//93/8PYxGI/bs2cM7XGRmZuKdd97Bvffei/Xr18NqtcJms+Hdd99FYmJixGV74okncPLkSUyePBkTJ05EQ0MDhEIh3n33XdLyER0I1d5tOViFksoWzMxLiThcy4WOeGMl9MvFQHecewiCIIYiAsZ5TkSBPXv2IPT2MpkMs2bNCvrMaDSitLQUycnJHbRvRqMR3333HS655BKoVCr+c7vdjhMnTkCpVGLUqFGQSCSdlqO2thaVlZWYM2dOh+/0ej3OnDkDtVqN/Px8iMWRy8RGoxFqtRoGgyGobMTFx/rtpfjwaB1umZqJXy8czwtrFocbxZUtmDsuvVuCRjhhj4td1917ER0hYZogiK6g9TvKAuDFDnWgocMz20ux7WgdFk3NxG8Wjuc/76mgEU7YI6GFIAiif6D1mwTAXkEdaOjACWdzx6Xjf0drIQDwszl5PRbUAoU9ACT4EQRB9CO0fg+wFzBBDBY4D93120ux5UAV4qQiKGVirJo7ukeau3Bpy8wON+JlYhIECYIgiKhDAiBBRECgzV9o6JfeOhxw97E43OS4QBAEQfQLAxoGhiBCidXwHZyQp5CJ8ZNZI4JCv/Qm72yg9vCWqcMRLxNj7rj0vi4+QRCDgFid/4iLE9IADgEGk3NBrIbvWHJZDswONwRAh3bsTQDnwPoCgNmvBbxQVhGCIC4+YnX+Iy5OSAAcAgymSSVW06Glq+SIl4nxxalGKP12en0hVIerb6zVnSCI/iFW5z/i4oS8gHvBYPEiGkwawFhmT3kTfv2/k1i/eCKOVLf3acw+ekcEQRD9x2BZv6MJaQCHAJRjtm/4yx4dms0ObNxVgUtGJGFWXkqf7dQ5LS15AhMEQRD9ATmBEESE/GbheIzPUMHlYdhX0QylTNxnQhrnSCIAKF8wQRAXBeTUEtuQAEgQETJxuBpXjdbA6fEgUSHBkstyejXBBf6W09L+bE5ejz2KCYIgYgnuZIM2tLEJHQETvWYo2a8FGmmnq+R8EGeg+w424Zxz6LieIIiLBXJqiW1IACR6zWDyMu4toQJabya4uePSUVLZQnH/CIK4KKENbWxDR8BEr+lNIOTBRuiRLzfBRar5DPw95/TBCc9kL0MQBEH0F6QBJHrNUNrl9VbbueVgFXacrEdJZQt+s3A8gPPaw6GkSSUIgiAGFhIACaIb9NamZcllOSipbIHe5MAz20ux8c5pQSnlenNvgiAIgogUOgImiG7Q3SPfQE7WGvDYO0fw0NX50CTI0G51BXnH9ebeBEEQBNEdSAAkiG7SU1u93354EofOtmHjrgpsvHMarhyVCovDTTZ/BEEQRL9DAiBBdINGox2PvXMEn55s6HZsq7HDVJCKhRg7TMXnFi6ubKEYWQRBEES/QzaABNENthysQpvViSSFtNu2eo/NHYU0lSzI1s/scPNaQDr6JQiCIPoLEgAJohtwQpugB78N9ZbmtIBfnGqEUiYmz1+CIAii36AjYIKIEC7jiQDo9dEtZ0c4LTsRUpEQTUYH2QISBEEQ/QYJgAQRIVycPgb0OvA1d6+/7NGhps1G+TIJgiCIfoUEQGJI0x2PXi7jyZyCVD6WX0/h7vXQ1fnISorjBUrKBkIQBEH0ByQAEkMaThMXifaNs+H7yx4djla345ntpT1+Lnevvdpm1LTZoJCJkK6Sd6s8BEEQBNFTyAmEGNL0JPvGbxaOxzPbS/lUbr1BEPJfygZCEARB9AcCxhgb6EIMVoxGI9RqNQwGA1Qq1UAXhxiEcI4lSy7LoTAwBEEQ/QSt36QBJIiIaTTa8freSjSbHKhqteIPt0zExOHqXt0zNDQMQRAEQfQHZANIEBGy5WAVth2tw/YT9TheY+iRDSA5eRAEQRCxAGkACSJCuCDQ1a1WHK8x4KGr87t9D87JAwBp/giCIIgBgzSABBEh6So57p+TB4PNBXWcBEeq27t9Dy78C+fkwWkET9YaSDNIEARB9BukASSIbtCbXMBAR5s/TiNYUtkCs8MNgDSDBEEQRPQhAZAgukFgmJa+8Nrl7jd3XDq+ONVI4V96AXlUEwRBRA4JgAQRIdEQMAI1gr31KB7qkH0lQRBE5JANIEFESDSzdJB3cO8Jta8kCIIgOoc0gAQRIdHM0kHaq95DMRUJgiAihwRAgoiQaAkYjUY7zA43ZuWlkPaKIAiC6BfoCJgguklfH9duOViFksoWMP//0zEwQRAEEW1IA0gQ3aSvj2s5rZ/F4aZjYIIgCKJfIAGQICIkMBewVCTE3HHpfXJf7mi50WiHUiamY2CCIAgi6pAASBARsvGL0/jP4RqIhQIkyCX44lRjn4VuoRh2BEEQRH9CNoAEESFlDSZ4vQwJcglumZrZbU1dZ7aDjUY7HnvnCD492RCVEDMEQRAEEQppAAkiQv5wy0Q8s70Uv1k4vkeav85sB7ccrILeZIfDzfrsWJkgCIIguoIEQIKIkInD1XjngVk9/n24OIJcCBh1nBRWp6dPj5UJgiAIojNIACSIfiJcHEEuBMzMvBTEkwMIQRAE0U+QAEgQA0igVpCcPwiCIIj+gpxACKIb9HUQ6HSVHEsuy6EA0ARBEES/QgIgQXQDzpGjL711o3FPgiAIgugKOgImiG7QmSNHb2L4LbksB2aHGxaHG41GOx0FEwRBEFGHNIAEESGdCXq91eClq+QQAPjwaB3e2FvZR6UlCIIgiM4hAZAgIqQzQW/JZTmYOy69Vx68LOS/Q4W+tqkkCIIgIoOOgAkiQsId/wLhw7t0l/vn5A3JMDCdBccmCIIgoouAMTbUlA59htFohFqthsFggEqlGujiEMSgg3IgEwQxEND6TRpAgiAGkL7QnhIEQRDdh2wACWIAIRs4giAIYiAgAZAgIiQawhrFACQIgiAGAhIACSJCoiGscR7E07ITcedrxThZa+izexMEQRBEZ5AASBAR0hfhXkLhbOD+skeHo9XteGZ7aZ/dmyAIgiA6I+pewB6PBydOnIBarUZubm7YaxwOB7RaLZKSkpCZmRnxvZubm9Hc3IxRo0ZBJBJ1et3Jkyfhcrkwbdo0/rPq6mo0NjaGvX7GjBkRPZ+8iIYm0fBcPVlrwDPbS/GbheMxcbi6T+5JEARBhIfW7yh6AVssFhQVFeGNN95AU1MTbr31VvzrX//qcN17772HBx54AGq1Gk1NTZg7dy7eeecdKJXKTu/d1NSE++67D1999RVyc3NhtVqxadMmzJ07t8O1H3/8MW655RbExcXBbDbzn//nP//Bv//976BrKyoqIJFI0Nzc3IuaExczjUY7HnvnCNqtLgB9F7tu4nA13nlgVp/ciyAIgiAuRNSOgOvr62G1WvHVV19hzpw5Ya/RarW4++678eyzz+LcuXOoqqpCaWkpnnjiiU7v63a7sWDBAlitVtTU1ODEiRMoLi5GfX19h2tra2vx0EMP4YEHHujw3eOPP45Dhw7x//bv3w+pVIp77rmn55UmLnq2HKxCm9WJRIVkyAVtJgiCIC4eoqYBLCgowPr167u85q233kJaWhqWL18OANBoNHjkkUfw29/+FkVFRZBKpR1+8/777+PIkSPQarVITEwEAKSlpeEnP/lJ0HVerxd33XUXVq9eDYFAcMHyfvjhh2hubsbPfvazCGtIDEUCs4FQ4GKCIAhisDKgTiDfffcdpk+fHiSgXX755TCbzTh9+nTY33z++eeYOHEi8vLyoNPpcPbsWXi93g7XrVu3DnFxcVi5cmVEZfnb3/6GK6+8EuPGjetZZQiiB1AcQIIgCGIgGNBMIC0tLRg/fnzQZ6mpqfx34airq4NarcY111yD6upq2Gw2iMVivPnmm7wN4Ndff42//vWvOHLkSETlqK6uxueff47Nmzd3eZ3D4YDD4eD/NhqNEd2fuHjo69y1Ww5WYcfJepRUtmDjndNIq0gQBEH0CwOqAZRIJEECFQDYbDb+u3CIRCLs27cP9957L3Q6HWpra3H77bfjjjvuQHt7OzweD+666y4sX74cNTU1OHToEKqqquD1enHo0CHo9foO99y8eTMSEhJwxx13dFneP/7xj1Cr1fy/7OzsHtacGIw0Gu0wO9yYlZfSZ/Z/Sy7LQZJCCr3JgcfeOUKaQIIgCKJfGFABMCcnB3V1dUGfcX/n5IRfYEeMGAGVSoV7770XACAQCLBy5Uq0t7fj6NGj8Hg8SE9Px8cff4wHH3wQDz74IN599104HA48+OCD2Lt3b9D9GGPYvHkz7r77bsTFxXVZ3l/96lcwGAz8v+rq6h7WnBiMbDlYhZLKFihl4j7T1KWr5Nh45zRoEmRot7ooIwhBEATRLwzoEfD111+Phx56CG1tbUhKSgIAfPTRRxg9ejSysrIA+MLJnDp1CuPGjYNSqcT8+fOxadMmGI1GPnZPQ0MDACAlJQVSqRSHDh0Kes6f//xnrFmzpsPnALBr1y6cPXsW999//wXLK5PJIJPJelVnYvAS6ADS10wcroYgSvcmCIIgiFCiqgE8fPgwDh06BKPRiNbWVhw6dAjHjx/nv7/rrrswatQo3Hbbbfj000/xwgsv4LXXXgvyHj5x4gQuvfRSnDhxAgBw8803Y9asWSgsLMTnn3+O//3vf7j//vsxf/58TJw4sdtlfOONN3DppZdiypQpva8wQfSAN/ZWYttRn+abbAAJgiCI/iCqGsCHH34YbrcbgC9484MPPoj09HRs374dgE+jtnv3bqxfvx7PPPMMkpOT8b///Q8333wzf4/4+HhMnz4d8fHxAAChUIhPPvkEzz//PJ555hkolUrcc889ePTRRzsN95KWloZLLrmkw+d2ux01NTX4+c9/3tdVJy5C+toBhIOF/JcgCIIgok3UU8FdzFAqmaFFNFLAcfd9fW8lBAB+NiePtIAEQRBRhtbvAXYCIYjBRLpKjiWX5WDLwao+9dZNV8kRLxOjuLKFnEAIgiCIfoEEQILoBtwxcF8KatEIL0MQBEEQXUECIEF0g7nj0hEvE2PuuPQ+u2c0wssQBEEQRFeQAEgQ3eCLU40wO9y8M0hfsOSyHMzMS4HF4aZA0ARBEES/MKBxAAlisBGtWIAnaw1ot7qglIn71MOYIAiCIMJBAiBBdIN0lbzPBbQ39laiotGMESkKsgEkCIIg+gU6AiaIAYYBEAkFuGREEtkAEgRBEP0CCYAEMcAsnjocWUlxsDo8ZANIEARB9AskABLEAPPh0VqUN5iws7SB4gASBEEQ/QIJgAQxwDAAcokIOclkA0gQBEH0D+QEQhADzP1z8hAvE/d5ijmCIAiC6AwSAAligImGZzFBEARBdAUdARMEQRAEQQwxSAAkCIIgCIIYYpAASBAEQRAEMcQgAZAgCIIgCGKIQQIgQRAEQRDEEIMEQIIgCIIgiCEGCYAEQRAEQRBDDBIACYIgCIIghhgkABIEQRAEQQwxSAAkCIIgCIIYYpAASBAEQRAEMcQgAZAgCIIgCGKIQQIgQRAEQRDEEEM80AUYzDDGAABGo3GAS0IQBEEQRKRw6za3jg9FSADsBSaTCQCQnZ09wCUhCIIgCKK7mEwmqNXqgS7GgCBgQ1n87SVerxd1dXVISEiAQCAY6OJEHaPRiOzsbFRXV0OlUg10cfqVoVr3oVpvgOo+FOs+VOsNDL26M8ZgMpmQmZkJoXBoWsORBrAXCIVCZGVlDXQx+h2VSjUkJohwDNW6D9V6A1T3oVj3oVpvYGjVfahq/jiGpthLEARBEAQxhCEBkCAIgiAIYohBAiARMTKZDE8//TRkMtlAF6XfGap1H6r1BqjuQ7HuQ7XewNCu+1CFnEAIgiAIgiCGGKQBJAiCIAiCGGKQAEgQBEEQBDHEIAGQIAiCIAhiiEFxAIlOqa+vx7/+9S+0t7dj/fr1Hb5/8cUX0dzcHPTZlVdeiZtvvjnos7KyMmzbtg1OpxPz5s3D5ZdfHtVy9wX79u3Djh07MH36dNx2220dvmeMYdu2bThy5Ag0Gg3uuOMOpKWldfuaWMZoNGLDhg0dPl+6dCnGjx8f9Nnu3buxd+9exMfH47bbbsPIkSP7qZTR4dChQ/jss88gFotx8803Y8KECQNdpD7nYh6/obS1teHtt99GTU0N1q5dGzbOXXV1Nd5//30YDAbMnj0b8+bN69E1scaxY8fw3//+Fzk5OfjpT38a9N1QHuMEaQCJTnjooYdw+eWX45NPPsFzzz0X9pq//vWvKC8vR2JiIv8vLi4u6JoPPvgAU6ZMwcmTJ1FfX4/rrrsOL7zwQn9UoUecPXsWkydPxurVq/Gvf/0Ln3zySdjrfvjDH+Lhhx+G2WzG//73P0yYMAFlZWXdviaWMRqNeO655+ByuYLesUQiCbrul7/8JW6//Xa0trZi//79GD9+PL7++usBKnXvefnllzFnzhzU1NSgrKwMl1xyCd55552BLlafczGO33A888wzmDBhArZv347nnnsubO72kpISjBs3Dl999RXa29uxZMkSPPLII92+JpYwmUy44oor8JOf/ATvv/8+tmzZ0uGaoTrGCT+MIMKwe/du5nQ62ebNm5lIJAp7TX5+PvvLX/7S6T2cTidLT09na9eu5T978803mUQiYTU1NX1e5r6goaGBHT9+nDHG2NVXX81++tOfdrjmww8/ZEKhkJ06dYoxxpjH42HXXHMNu+mmm7p1TaxTXV3NAPB1CMfRo0cZALZz507+s6VLl7Lx48f3RxH7nIaGBiaXy9lrr73Gf/bb3/6WJScnM5vNNoAl63suxvEbjn379jGLxcJ2797NALDq6uoO10ybNo39+Mc/5v/+8ssvGQB24MCBbl0TS1gsFrZv3z7GGGP33HMPu/766ztcMxTHOHEe0gASYbnmmms67ALDsWfPHjz99NN44403UFNTE/TdN998g8bGRtxzzz38Z3feeSfEYjE+/vjjPi9zX5Ceno5JkyZ1ec1///tfXH755Rg7diwAX0rAe+65B5999hksFkvE1wwW3nrrLfzhD3/Ali1bYLVag7774IMPkJmZGXQUtmzZMpSWlqK8vLy/i9prduzYAY/HgyVLlvCfLVu2DK2trdizZ88Aliw6XGzjNxxXXHEFFApFp9+fO3cOR44cCarntddei5EjR+KDDz6I+JpYQ6FQ4Iorrojo2qE0xonzkABI9BiJRAKn0wmPx4P33nsPY8eOxX//+1/++9OnT0MgECA/P5//LC4uDpmZmTh9+vRAFLlPOH36NAoKCoI+KygogMfjQWVlZcTXDAaSkpLQ3NwMq9WK9evXY/z48UHv7vTp00HvFwBf78H4jk+fPo1hw4YhPj6e/2zkyJGQSCSDsj5dMVTHbyicEBM6XvPz8/l6RnLNYGWojXHiPOQEMkT44x//CIPB0On3SUlJePLJJ7t1z48++ihoQly9ejV++tOfYt68eUhISIDFYoFCoYBIJAr6nVqt7jctmFarxRtvvNHlNXPnzsXcuXMjvqfFYulgRM4lFefqFck1/U1LS8sF7bemT5+OO+64A4CvT5SWlmLYsGEAfLZUV111FVasWIEvvvgCQGzWszeEqw8Avj9fTAyG8dsfcHUJ148Dx/OFrhmMDMUxTpyHNIBDBLVaHWTkG/ov3KJ3IUJ3w/fddx/a29tx4sQJAEB8fDwsFgvcbnfQde3t7UEalmgikUi6rHdiYiLkcnm37hkfH99BmG5vb+e/i/Sa/kYkEl2wLQKPypRKJb8wAIBYLMbSpUvxzTffwOPxAIjNevaGcPVhjMFoNA7K+nTFYBi//QFXl3D9OHA8X+iawchQHOPEeUgDOERYsWJF1J/BTRh2ux0AMG7cOAC+YwIupIDFYkFtbS3/XbQZMWIE1qxZ06f3HDduHI4fPx70WXl5OSQSCX9UEsk1/U1iYmKv28Lj8cDpdMLr9UIkEmHcuHHYtWsXGGMQCAQAzh+X9dc77kvGjRuHhoYGGI1GflOk0+ngdrsHZX26QyyO3/6Aq0t5eXnQ2Dx9+jTuvffeiK+5WLjYxzhxHtIAEj3izJkzqKurC/rslVdegUqlwqWXXgoAmDlzJrKysvD666/z1/z973+HQCDoEGtsMHHHHXfg0KFDOHr0KADA7XbjzTffxM0338yH0Yjkmljn8OHDsNls/N82mw1/+9vfcNVVV/EOQrfddhv0ej22bdvGX/faa69h6tSpAybo9oYFCxZAJpNh8+bN/GebNm1Ceno65syZM4Al61uG8vgNJSsrCzNnzgwyFdm+fTtqa2tx++23R3zNYGQojnHiPKQBJMLy7rvv4siRIzhx4gS8Xi+vOXrooYcwYsQI2O12/OAHP8CoUaOQnZ2NAwcOQKfT4R//+AcSEhIA+I4T3njjDdx6662orKxEfHw8/vvf/+L//b//h/T09IGsXqd4vV6sXbsWAFBZWYm2tjasWbMGqamp+OUvfwkAuOGGG7Bs2TLMmzcPixcvxvHjx1FbW4u3336bv08k18Q6Op0Od999N6ZPn474+Hh89tlnUCqV2LRpE3/N+PHj8fTTT+Puu+/G7bffjpqaGhw6dAiff/75AJa856SkpODll1/GihUrUFJSArvdjk8//RTvvfcepFLpQBevz7hYx284du7ciS+//BJVVVUAfPbQCQkJuPPOOzF16lQAwF/+8hdcf/31uO666zBy5Ehs3boVa9as4b+P9JpYg7P9Pnz4MEwmE9asWQORSMQH9h+KY5w4j4Axxga6EETs8fHHH+PkyZMdPr/77ruRlZUFAHA4HPj8889x5swZZGVl4dprr0ViYmKH31RXV+OTTz6B0+nE9ddf3yHCfCzBGAsb+DopKQnLly8P+mzPnj04cuQIUlJScMstt4S1o4zkmlhGr9fjiy++QFtbG0aNGoXrrruug1MA4NMk7Nu3D/Hx8fjBD34wqDKehKO8vByff/45xGIxFixYgBEjRgx0kfqci3H8hmPv3r345ptvOnz+gx/8ICjDS3NzMz766CMYjUbMmjULl112WYffRHJNLPHqq692CHwtFAqxevVq/u+hOsYJEgAJgiAIgiCGHGQDSBAEQRAEMcQgAZAgCIIgCGKIQQIgQRAEQRDEEIMEQIIgCIIgiCEGCYAEQRAEQRBDDBIACYIgCIIghhgkABIEQRAEQQwxSAAkCIIgCIIYYpAASBAEQRAEMcQgAZAgCIIgCGKIQQIgQRAEQRDEEIMEQIIgCIIgiCEGCYAEQRAEQRBDDBIACYIgCIIghhgkABIEQRAEQQwxSAAkCIIgCIIYYpAASBAEQRAEMcQgAZAgCIIgCGKIQQIgQRAEQRDEEIMEQIIgCIIgiCEGCYAEQRAEQRBDDBIACYIgCIIghhgkABIEQRAEQQwxSAAkCIIgCIIYYpAASBAEQRAEMcQgAZAgCIIgCGKIQQIgQRAEQRDEEIMEQIIgCIIgiCEGCYAEQRAEQRBDDBIACYIgCIIghhgkABIEQRAEQQwx/j8Gwf3L4Y3u0gAAAABJRU5ErkJggg==", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_5072d64c7f9144d5bd65c950fc400e1a", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_93f6a70c7bf2454b8c4516b1bbddbfbf", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "57b908214e714e9eac0b488bcbd5f7b3": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6136176654a447e0889dd97528a4e185": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "63a77500d8e244c3b3d979cb7757cfcc": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6966c9ed93ca4567a638bd0e0f44e651": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_53ded94f3dd94224aa7befc4a68abed9", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "6d851b63af4b4d6f84d01bb595a025de": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_6da736dd1def4c6dbebf0776aaf8ed8d", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_3f3a83e928f44f19aab1bde6262b4fd7", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "6da736dd1def4c6dbebf0776aaf8ed8d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6f26aca5c2724203b7a90e61767a1ded": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_438ba6629d694ad9924d6943c629e889", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "6f69bb76534e469aa53897f6c3a73eb1": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7431471b29cf447d8644da3f755d433f": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_28a84a77a6aa41328ee5c9f56de6d738", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_e9f1c47328d140d19ea430e48243e35e", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "743375520d9c433c8480c0b73c02cdc1": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 1600.0, + 700.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_0a8cac1d7ca0400f8b3d4e8b0152320a", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_ecc3988c28034f24b8cfdd523558407d", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "77e5350dd58645c3963c1ebba77ded89": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_d318dba6fb89462abd376cf46d08d2c6", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "7e23e726cb1a488f95d283bb6e5d4f65": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7f223bb5dcb24bb39eb876fb431476f7": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "812d110409cf4c8b80a3df0ccb03b08b": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_ed5644dc93b14aaebc9f81be6f7d52eb", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "819134ef58234098bca16d386f5abf9f": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_10b5a403453b4a0b97d8c4255643aecb", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_eb30f6fa4e044508853be2f271dbf85c", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "81947077779b4165bcae0d0e2b140d9f": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "828da62efc334c95bdbd6c6fefb66374": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "84482b57d7cd496092335c061656b33b": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_6136176654a447e0889dd97528a4e185", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_2393e0e3ea594350aefb356dc05fd2b6", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "8b2d5dbaff524fc290aaeb7ce18c5b2a": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_ba6e1b0b76e64c4395d479ec462f1b4f", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_124616b63ddb4923b3f62e15fb1dbe63", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "9225ab65b9354ed78340153be3817611": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA4QAAAGQCAYAAAD2lq6fAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQAAkftJREFUeJzs3XV4U2cbBvA7TZPU3RUoLVCkxX24DHcZsiFjyseYMxc2xmDKYAYbDAbbcBk22NhgOEWKt5RC3dvUJXm/P0ozQoUCbU/bc/+uK1eT90iec9o05zmvKYQQAkRERERERCQ7JlIHQERERERERNJgQkhERERERCRTTAiJiIiIiIhkigkhERERERGRTDEhJCIiIiIikikmhERERERERDLFhJCIiIiIiEimmBASERERERHJFBNCIiIiIiIimWJCSEREREREJFNMCImIiIiIiGSKCSEREREREZFMMSEkIiIiIiKSKSaEREREREREMsWEkIiIiIiISKaYEBIREREREckUE0IiIiIiIiKZYkJIREREREQkU0wIiYiIiIiIZIoJIRERERERkUwxISQiIiIiIpIpJoREREREREQyxYSQiIiIiIhIppgQEhERERERyRQTQiIiIiIiIpliQkhEtda+ffvw77//Sh1GuXbt2oVjx45V6T7LOubafh7qkw0bNuD8+fNSh1GmqKgo7Ny5Exs2bEBKSgouXryIDRs2QK/XG9a5cuUKNmzYAJ1OJ2GkVBNu3ryJDRs2QKvVSh0KEdVxCiGEkDoIIqpfTp48icjISLRp0waNGjW67/0EBwfDy8sLO3bsqMLo7s3evXthbW2Nzp07l1rWoEEDdOrUCb/88kuVvV9Zx1wbzoNcKBQKvPLKK/joo4+kDsXIkiVL8PLLL6NHjx6wsrLC/Pnz8csvv+Ddd99Fbm4uzMzMAAAfffQR5s2bh8zMTFhZWUkctTRSU1Nx6tQpFBYWomXLlvD29q7UdklJSfj777/LXNapUyd4eXmVKr9+/TquXr0KGxsbNGvWDHZ2duXu/17WrYw1a9ZgypQpCA0NRYsWLR5oX0Qkb6ZSB0BE9Yter8fo0aNx8+ZNjBkzBuvXr7/vffXr1w+Ojo5VGN29+9///oemTZtiy5YtksZB8pWdnY1XX30Vb7zxBl5//XVDeWBgIEaPHg2lUilhdLXLm2++iY8//hgtWrSAtbU1jh07hgkTJuC7776DSqWqcNsLFy5g7Nix6Nq1K9zc3IyWubu7GyWEP//8MxYuXIjIyEh07tzZUGP7v//9D/Pnz4epqel9rUtEJAX+FyKiKrV3717cvHkTgwcPxrZt25CUlARnZ+f72teiRYuqODqiuiciIgI5OTlo0qSJUfm4ceMwbtw4iaKqfZYuXYr58+fj66+/xpNPPgmguLVCt27dYGdnh88++6xS+3n11VcxZMiQCtdZvnw5OnTogIMHD8LW1hYAsH79eowfPx4mJib48MMP72tdIiIpMCEkoir1/fffo3nz5vjxxx/h7e2NVatW4cUXXzRa5/Lly+X203JyckLPnj0BFPedMzc3R9euXQ3Ld+3aBQcHB3Ts2BHR0dE4d+4cGjVqhKZNmxrWKSl3c3NDmzZtSr3Hpk2b4O/vj5YtWxqVHzp0CHl5eejbty8AYPPmzcjMzERsbCw2bNgAALCxsUH//v1L7TMuLg4hISFwcnJC+/btYWJiUmrf8fHxAAClUgknJye0adMGlpaWZZ6HiuzZswcajcZwnm537tw5hIWFYdiwYXetEbl06RIiIyNhZ2dnqFEpkZCQgIMHD6JHjx5GCb0QAhs3bkSzZs3QvHlzAIBWq8XevXvRoUMH+Pj44MyZM4iLi0O7du2Mtj179iyioqIQFBRUqhlfVezjdhcuXEBERASsra3RoUMHWFhYlFonKysLR44cgYmJCbp06QJzc/MKz1d5sZ4+fRoxMTFo3rw5GjZsWOG658+fR3h4OLp06QIXFxcAQEpKCkJCQlBQUIDAwECjfRw5cgT79+8HAJw4caLMeEaNGlXq760subm5OHnyJNLS0uDr64tWrVpBoVBUuM358+dx+fJljBkzBvn5+Th8+DAKCgrQuXNn2NjY3Nf73Lhxw3AsCoUCVlZWaNGiBTw9PSt876NHjyIrKwuDBw8u832XLl2Kxo0bG5JBAGjXrh0eeeQRLF26FG+++SYcHBzuep4q45133kGPHj2MysaOHYsFCxZg9erVRknevaxbkYiICFy8eBGenp5o3bp1hetW9nd97do1XLp0ybDPmzdv4vjx4+jfv3+5v18iqocEEVEVSUhIECqVSnz11VdCCCEmTZokmjRpUmq9DRs2iNGjRxs9Bg8eLACIrl27GtYLCgoSgwcPNtrW19dXjB8/Xnz88cciKChI9OzZU6hUKvHyyy8LIYT44IMPRKtWrUSvXr2ESqUSkyZNKvX+SqVSvPDCC6XKBwwYIIKCggyvJ06cKKytrYWHh4chzv/973+lYvnqq69EixYtRN++fYWlpaXo2LGj0Gq1RvueP3++YR9DhgwRfn5+wtraWqxZs8ZovbKO+c6yZ555RpiZmYnk5ORSx9CiRQvRpk2bUuW3S0pKEh07dhT29vZiwIAB4qGHHhKenp7ik08+Mayza9cuAUD89ddfRtsWFhYKAOL11183lIWGhgoA4vvvvxcjRowQ3bt3F61atRKWlpZi165dIjs7WwwbNkx07dpVBAUFCZVKJX766Sej/VbFPkr2ExQUJOzt7UXfvn1Fy5Ythb29vfjll1+M1tu8ebOws7MTPj4+ol+/fiIwMFCcPHlSABCvvPJKheevJNbvvvtODB06VHTu3Fm0b99eKJVK8dRTTwmdTlfmuqNGjRIdO3YUAQEB4o8//hA6nU688sorQq1Wi9atW4uHHnpIaDQaMXz4cJGWliaEEGLhwoWiZ8+eAoDo3Lmz0WemWbNmAoDIzc01vN+CBQsEAJGZmWkU87Jly4Stra0ICAgQAwYMEC4uLqJdu3bixo0bFR7rK6+8IgCI8+fPi+DgYNGvXz/h4+MjbG1txT///FNq/cq8z19//WU4hpEjR4pOnToJpVIpJk2aZHTuSt771KlTokWLFqJ3797C39+/3FhVKpUYNGhQqfKFCxcKAGL9+vUVHutff/0lAIjFixeLrVu3ij/++EMkJSVVuM2dgoKChIODQ5WuW1RUJGbNmiWUSqVo37696Ny5sxg6dKj47rvvBAARGhpqtH5lfgeFhYVixowZQqlUig4dOoguXbqIYcOGlbtPIqrfmBASUZVZuHChsLKyEhkZGUIIIf79918BoMwLx9vp9Xoxbtw4AUD8+OOPhvLyEkI/Pz8xf/58Q9nKlSsFAPH222+Lt956y1C+evVqAUDs27fPaB+VTQiFEKJJkyZi+PDhZcbt6+srGjduLN5++21DWUhIiDAxMREffPDBXY/57bffFubm5kYXapVJCC9cuCAAiEWLFhmt988//wgAYunSpRW+9+zZs4Wrq6sh6RBCiKysLLF69WrD6/tJCJs3by6OHDliKB87dqzw8PAQTz/9tDh06JChfMKECcLJyUlkZWVV6T4SEhKEi4uL6NWrl9Gxffjhh8LU1FSEhIQIIYQICwsTZmZmYuLEiaKwsFAIIURycrIYM2bMPSWETZs2FQcOHDCUb9y4sdTvpWTdZs2aiT///FMIIUR+fr64ceOGWLRokQAgVq5caVg/JCRE2NraimHDhhnKDh48KACIzZs3G8Xx9ttvVyohXLNmjSHRKZGRkSE6d+4sWrduLfR6fbnHWpKUTZkyRaSmpgohhMjJyRFt2rQRrVq1Mtr2Qd7n5MmTwtzcXHz55Zel3nvcuHEiJSVFCCHE1atXy92Hk5OT6NixY6nyl19+WQC462eyJCH09/cXAwcOFAEBAUKpVIqZM2eKnJycCrcVQohDhw4JAGLMmDFVum7J73TLli2Gsv3794smTZqUSt4q+zuYP3++UCgUYvv27Yb1/vnnH8NNBiaERPLChLCeuX79eoVfmJWVm5srwsPDRUFBQRVERXLh7+8vnnjiCaOyoKAgMWXKlAq3K7lguz2ZK9m2rITQ09PTcCEvRHGSotFohJubm9HfbFFRkbCwsCiV/FVlQujh4WEUixBCdO3aVXTr1q3U+rm5ueLIkSNiy5YtYv369eLrr78WAMTatWsrPOayynr27Cn8/PyMLrInTJggzMzMDMnQ77//LtavX294nD59WgghxKhRo4Sfn1+Fn+/7SQinT59utO7OnTsFADF16lSj8r1795bad1Xs45133hEAxJUrV4zW1el0wsvLS8ycOVMIIcRLL70klEqliIuLM1pvx44d95QQllX73LdvX+Hh4VFq3QkTJpRa18PDw6hGvMS8efMEAMP/8gdNCP39/UX79u1Lvc/+/fsFAKOk9k4lSdn+/fuNypcsWSIAiOjo6Pt+n0uXLokdO3aIDRs2iPXr14uAgACjRLjkvXfs2FFufLebPHmyUCqV4vLly4ayvLw80aBBAwFAvPrqqxVuf/XqVaObEUIIsWrVKqFQKEr9/d0pJSVFNGzYUFhYWBi9/4OuK4QQ7u7uYsCAAaXKJ0yYUCp5q+zvwM3NTQwcOLDUepMnT2ZCSCRD7ENYT/z8889YtmwZTp8+DQ8PD4SHh9/XfnQ6HebNm4dly5bB1dUVeXl5eOedd/D4449XccRU3xw4cABhYWGYPHmyob8dALRo0QIbNmzAl19+WeYw69999x0+/vhjTJ48Ge+++26l3qtly5ZGI/OZmprCxcUFTZo0Meo3p1Qq4erqiujo6Ps/sLto1apVqVECfXx8cPjwYaOyFStW4IUXXoCtrS0CAwNhaWmJgoICAEBsbOw9v+8zzzyDsWPHYu/evRgwYAASExOxadMmjB071nCeZ82ahZiYGKNtvvrqK0yaNAlbtmxB8+bNMW7cODz00EPo3r17pfvQlefO/polfcLKKy/r9/Ig+zhy5AgsLS1x8eJFXLx4EaL4pieEELC3t8e5c+cAACEhIfDy8io1kmSHDh0qd6C3tGvXrlRZhw4dsG/fPiQmJhr6CAJA+/btjdZLSEhAbGwsJkyYUGofnTp1AgCcPn0a/v7+9xTTnZKTkxEWFobBgwdjy5YtELdmmhJCIDU1FUBxv9M7+7jdqW3btkavfXx8ABTPjejp6XlP73Pp0iVMmDABERERaNu2LRwcHGBiYoL09PQyPwt3nrvyfPTRR/j333/Rq1cvPP/887C2tsaKFSsMU3KU1Y/0dv7+/qXO99SpU7F9+3asXr0aixYtMvqdlsjOzsaQIUNw8+ZN/Prrr6UG/7nfdQEgPj4ecXFxmD59eqllHTp0MJryprK/gyZNmiA+Pr7Mv9+2bdtizZo1FcZERPUPE8J64q+//sLChQuxb9++u/4zv3HjBjQaTamLIQCYM2cONm/ejGPHjqF58+bIycnBsmXLqitsqkeWL1+Oxo0b49y5c4YL7xIWFhb4+eef8cwzzxiV7969G8888wx69OiBFStWVPq9Skbqu51arS63PC8vz6jMxMTEcLF0u/z8/ErHcLdYbn/PK1euYNasWXjuueewePFiw+AOYWFh2L59e5mx3M2IESPg4eGBZcuWYcCAAVi+fDkKCgowY8YMwzqDBw9GSkqK4XXJQBSjRo3CyZMnsXr1auzcuRMfffQRzMzM8O677+KFF14AAMMgJXfGVtE5uvNcqNXqCsvv/L086D5yc3OhUCjK/B8YEBBgSGIKCgrKTA7uljBUZv2SsjvP050j7ZbcDChrUKGSsvv5e7xTbm4ugOI58Mo6L6NHj67UPH13O//38j5TpkxBYWEhoqKijG4StW3btszPQmVHKfb09MTZs2excuVKnDx5EgDw+OOPo1GjRujbt+9dk6/ytG3bFhs2bMC1a9dKJYS5ubkYOnQojh07htWrV2P06NHl7ude1i1R8ndSmb/Xyv4OSvZZ1g2ge/0MEFH9wISwnli+fDmA4lEZy7Nv3z7MmjULubm5EELA1tYWP/30Ezp27AgAuHnzJr7++musWrXKMHqghYVFqREiie6UlpaGjRs34uuvv8Zjjz1Wavmzzz6L77//3ighPHv2LMaNG4fGjRtj8+bNhgvMmuDq6ork5ORS5REREbC3tzcqu9sojJVx5MgR6PV6PPbYY0b7K2+k1cowNTXFrFmz8P777+P69ev47rvv0KhRI6ORR7/99ttyt2/durUhQUxJScEzzzyDF198EQMGDECLFi3g6uoKAKXO07Vr1+475urm5+eH48ePY+3atRX+PTVs2BAhISEoLCw0qlG+15YVZZ2L8PBwmJmZlbrhduffkaurK8zMzBAWFlZqHyVld45Yej/c3NxgaWmJtm3b4qeffnrg/T3o++Tl5eHUqVN47bXXjJLB/Px8hIeHl1kjei+fQWtra8yePduo7M0334SZmRn69OlT6f3crmR04Dv/N+Tn52PkyJH4+++/sWrVKjzyyCPl7uNe1r2dm5sbzMzMyv1bu3PdyvwOCgoKoNFoEBERUWpZWWVEVP/dfZxqqhfCw8MxatQofPLJJ4iLi0N8fDxmzZqFUaNGISsrC0BxwiiEwLBhw5CamoobN25Ar9dLHDnVBatXr0ZeXh4GDBhQ5vKHH34YZ8+eNQw1HxMTg8GDB8Pc3Bw7d+4sdaFV3YKDg3HgwAHodDpD2ZYtW5CUlFRqXUdHR2RkZDzQ+7m7uwMAIiMjDWWFhYX46quvHmi/s2bNgkKhwIQJE3Djxg1Mnz69UhfPN2/eNHrt6OiIUaNGAYDhHDRu3BhWVlaGKQ9KlNx8qo1mzJiB/Px8fPrpp6WW6XQ6Q3PEsWPHIjs7G6tWrTJa516Pbf369cjMzDS8TkhIwIYNGzBy5Mi7TvmhVqsxYsQIbNmyxej3UVBQgGXLlsHX19fQdPRBqFQqPProo9i4cSOuXLlSanlycrKhZqkm3sfMzAz29vZGnwUAWLJkCQoLCx8ohszMzFLHEhkZiaVLl2Lu3LlwdHQ0lCcmJmLDhg24fPmyoaysJsxxcXFYs2YNAgMDjaa2KSoqwrhx4/DHH3/gxx9/xOTJk8uN617WvZNarcbw4cOxfv16o/9PWq0W69evN1q3sr+D2/d5+w2f7OzsUvskInlgDaFMfPvtt2jevDmaNWuGS5cuQQiBAQMG4I033sDx48fRu3dvREdHw8nJCW+++SZ+/vlnmJmZIScnBx9//DFmzpwp9SFQLbZ8+XIEBQUZEp879erVC2ZmZli+fDnat2+Pl156CTExMXjxxRdx6tQpnDp1yrDu7fMQVpfXX38d3bt3x9ChQzF27FhcvXoVUVFReOihhwy1ASX69++PDz74AIsXL0aDBg3KnYewIr1790abNm3wxBNPIDw8HBqNBuvWrcP48ePx559/3vdxuLu7Y+TIkVi/fj2USmWZtbNlef7555Gamoq+ffvC19cXsbGx+PLLL9G1a1d069YNQHGzxRdffBHvvfceLC0t0bx5c+zZs+e+a1lqQteuXfHll19i7ty5OHbsGPr162eohdu0aRPmzZuHxx57DEOGDMGUKVPw9NNP4/LlywgMDMS+ffvK7FNVkUmTJmHQoEEYN24cdDodlixZAkdHRyxevLhS23/22WcICQlBly5dMGfOHFhbW2PlypW4ceMGfv/991J9U+/XokWLEB4ejg4dOmDWrFlo0aIFMjIycObMGfz55584fvz4A/cfvZf3efHFF/Hmm2/CyckJrVu3xuHDh5GamoouXbogPT39vt8/Pj4eI0aMwPjx4+Hn54erV6/i66+/xpAhQ0r1Tz537hzGjh2L999/H2+88QaA4gnpk5OT0bNnT3h6euLatWtYtmyZ4fN6uyeeeALbtm3DqFGjYGFhYdRvGjCeG/Je1i3L4sWLceTIEXTu3BnPPvsslEolfvvtN0yZMgXz5883Wreyv4NPPvkER44cQZcuXfD000/D1NQUGzduxKRJk/D+++9XScsIIqo7mBDKxKVLl3DlyhWMGTPGqNzPz89QQ6hUKpGUlITs7GzEx8fD1NQUK1euxIwZMxAUFFTpjv0kL3FxcQgICMDDDz9c7joWFhZ44YUXEBsbCyEEgoODUVBQgOvXr+P69etG6zZr1syQEPbr18/orj4ADBo0CAEBAaXe4+GHH0aDBg1KlQ8YMKDUhNedOnXC4cOHsWrVKvz111/o2rUr3n//fSxcuLDUBem8efPg7OyMY8eO4dixY/Dw8DAkhOXF0r59e6MaIpVKhYMHD+Kbb77BmTNnYGtri0WLFqF58+Y4cOCAUd+mso65rLISM2bMwPr168s8zvJs2LABBw8exJ49e7B79244Ojri888/x/Dhw42SkLfeegv+/v7Yu3cvjh49iieffBI9evTA3r170aJFC8N6tra2GD16NHx9fY3ex8bGBqNHjy71e7GyssLo0aONmkRWxT6A4ubJDz/8MH755RccOXIEZmZmCAgIwN69e432vWrVKgwZMgS7d+/G4cOHMXHiRAwdOhSHDx9Gy5YtK3UemzRpgsceewzffPMNYmNjMWPGDDz11FNGNd7lHRdQ3MTv9OnTWL16NY4ePYrCwkIMGzYMmzZtgoeHh2E9JycnjB49utTvNzAwEKNHj4ZSqTSUNW3aFKNHjzb6PVpYWGD37t3Yu3cv9uzZgz179sDV1RU9e/bEsmXLDIOulKVly5Zl9nVzc3PD6NGjjfr3VfZ9XnvtNbRo0QK7du3CP//8g+7du2Pq1Kn44IMPkJ2dfdf3Lk/J3+oPP/yA3bt3w8XFBRs2bMBDDz1Ual1XV1eMHj0azZo1M5StWbPG6HNhZWWFBQsWYNy4cbC2tjbavuT3CsBoYJcSw4cPNyR597JuWby8vHD69Gl88803OHHiBDw9PbFy5UrExsbi0qVLRv07K/s7uHOfXl5e+OGHH/D7778DKLtvKxHVXwpxP6MZUK31zjvvYM2aNaX6FowaNQpFRUXYtm1buduuXr0aU6dOxYULFxAYGGgod3Z2xosvvohXXnml2uImovvz6aef4oUXXsDGjRsNzT6pep0/fx4tW7bE6tWr76n5H1Ft99xzz+Gbb75BZmbmXZs9E1H9wT6EMtGtWzccOHAAiYmJRuU6nc7QT7BXr14wMTEx6qeQm5uL7OzsGu/jRUSVs27dOnh6emLo0KFSh0JEdcTtU1GUSElJwerVqzF48GAmg0Qywyaj9cT169eRnZ2NxMREFBQUGEYvbNq0KUxNTfHEE09g5cqV6NevH9555x24u7sjNDQUS5YswT///AM7Ozt4eXnh2WefxdNPP41FixbBxsYGn3zyCRwcHO6p2Q4RVa+CggJs27YNhw4dwsmTJ/Hjjz/yAo6IKk0Iga5du2Lo0KFo3rw5YmNj8c0338Dc3LzSfWCJqP5gk9F6YurUqQgJCSlVvn//fsPw8VqtFp999hn279+PwsJCBAcH47nnnjPqv1QyMMKmTZug0+nQunVrzJs3r9J9k4io+mVmZmLatGmwsrLCww8/jPHjx0sdkqxERUVh7ty5mDNnDrp37y51OET3paRG8Pz58ygqKkJwcDAeffRRtggikiEmhFXk9OnTmD9/Pg4cOIDCwkK0bt0a8+fPr/BiQafT4fXXX8eKFSuQkZGBDh06YOnSpQgKCqrByImIiIiISK7Yh7CKLFmyBDNmzEBkZCQiIyPRtm1bDBw40DDvVVneffdd/PDDD9i+fTvi4+PRtGlT9O/f/4GG3SYiIiIiIqos1hBWk9jYWHh6emL37t1lTtZdWFgIFxcXvPbaa3jppZcAFE8K6+LigoULF+LZZ5+t6ZCJiIiIiEhmOKhMFRJCQKfTISUlBYsWLYKvry86depU5roXL15Eeno6evToYSiztLREhw4dcPjw4UonhHq9HrGxsbC2tuZEskRERERULwghkJmZCQ8Pjwrn6qQHx4SwCv3444+YNWsWdDodPDw8sGXLFqMJY2+XkJAAAEaT+gKAi4uLYVlZ8vPzkZ+fb3gdExNjNGcgEREREVF9ERUVBS8vL6nDqNeYEFah6dOnY/r06UhKSsJHH32EPn36ICQkBI0bN670PvR6fYU1fQsWLMC7775bqjwqKgo2Njb3FTcRERERUW2i1Wrh7e0Na2trqUOp99iHsBp5eHjgySefxFtvvVVqWWhoKFq1aoWjR4+iY8eOhvKePXvCy8sLa9asKXOfd9YQlnxYMjIymBASERERUb2g1Wpha2vLa9wawAa51USv16OgoMCozbNer4derwcANGvWDPb29vjrr78My7OysnDs2DF06dKl3P1qNBrY2NgYPYiIiIiIiO4HE8IqcPXqVUyfPh0hISHIzMxEeHg4Zs6cidzcXEyYMMGw3qBBgzBo0CAAgKmpKebOnYtFixbhwIEDiIuLw1NPPQV7e3tMnjxZqkMhIiIiIiIZYR/CKuDv748BAwbg2WefxYULF2BnZ4dOnTrh6NGjRv0HlUql0Xavv/46ioqKMHnyZKSnp6Njx47Yt28fa/2IiIiIiKhGsA9hHcf21URERERU3/Aat+awySgREREREZFMMSEkIiIiIiKSKSaEREREREREMsWEkIiIiIiISKaYEBIREREREckUE0IiIqJb9HoBDr5NRERywnkIiYiIAOw4F4t3tl2ApcYUkzv6Ylw7b9haqKQOi4iIqFpxHsI6jnO0EBE9mOSsfLy19Tx2hsYblZupTDCytSemdGqAQA/+fyUiqkm8xq05rCEkIiLZ+v1cHN7ceh6p2QVQmijwTE8/uNuZY9XhSFyOz8S641FYdzwK7RvYY2rnBhjYwg0qJXtbEBFR/cEawjqOd0+IiO5danYB3tx6Hr+fiwMANHWzxuKxQWjhaQsAEELgRGQaVh2JxO7z8dDpi78qXaw1mNTRFxM7esPF2kyy+ImI6jte49YcJoR1HD8sRET3ZldoHN7Ych4pt2oFn+7ph9m9/aE2LbvmLz4jD2uP38TaYzeRnJUPAFApFXi4hTse7eKLNj72UCgUNXkIRET1Hq9xaw4TwjqOHxYiospJyy7AW9suYPvZWABAgKsVFo8NQisvu0ptX1Ckx67zcfjpyA2cupFmKG/uYYNHOzfAsGAPmKmU1RE6EZHs8Bq35jAhrOP4YSEiurvd5+PxxpZQJGcVwEQBPNnDD3P6+kNjen8J3PmYDPx0JBJbz8Qiv0gPALCzUOGjUS0xsIV7VYZORCRLvMatOUwI6zh+WIiIypeWXYB3tl/A1jPFtYL+LsW1gkHedlW2/99ORmH10RuITsuFuUqJ3//XDY2crapk/0REcsVr3JrDhLCO44eFiKhsey/E47XN55GclQ8TBTDrIT8819e/Wpp16vQCU1Ycw+FrKWjpaYuNT3Upt08iERHdHa9xaw6/rYiIqF5JzynA3F/PYNbqU0jOyoefsyU2PtUFrz7ctNr6+ClNFPh0XDDsLFQIjcnAp39crZb3ISIiqmpMCImIqN4oKNJjwndHsfl0DEwUwBMPNcLv/+uO1j721f7ebrZm+GhUKwDAt/9cw+FrydX+nkRERA+KCSEREdUbKw5dx+X4TDhaqrH+yS6YN6hZjY78ObCFGyZ28IYQwPO/nkVadkGNvTcREdH9YEJIRET1Qmx6Lr7cHwYAeH1wM7T1rf5awbK8OSQQjZwtEa/Nw7xNoWBXfSIiqs2YEBIRUb0w//eLyC3UoX0De4xs7SlZHBZqU3w5oTVUSgV2X4jHLyeiJIuFiIjobpgQEhFRnffP1STsDI2H0kSB94a3gEKhkDSeFp62eGlAEwDAe9sv4lpSlqTxEBERlYcJIRER1Wn5RTq8s+0CAGBqZ180c68dw5PP7NYI3Ro7IbdQhzm/nEbBrQnsiYiIahMmhEREVKctP3gdEcnZcLLSYG6/AKnDMTAxUeCTcUGwt1DhfIwWn+y9InVIREREpTAhJCKiOismPRdL/iwZSKYpbMxUEkdkzNXGDAtHl0xFEYF/wzkVBRER1S5MCImIqM56f/tF5BXq0aGBA0YESzeQTEX6N3fDIx19AADP/3YGqZyKgoiIahEmhEREVCcduJKI3RduDSQzornkA8lU5M3BgfBztkSCNh+vbDzHqSiIiKjWYEJIRER1zu0DyTzWpQGautWOgWTKY65W4suJraFWmuCPiwlYe/ym1CEREREBYEJIRER10Pf/RCAyJQfO1ho819df6nAqpbmHLV4eWDwVxfs7LiI8MVPiiIiIiJgQEhFRHROVmoOv/goHALwxuBmsa9lAMhWZ3rUhuvs7Ia9Qj/+tO4P8Ip3UIRERkcwxISQiojrl/R3FA8l0bOiAYUEeUodzT0xMFPhkbBAcLNW4GKfF4j2cioKIiKTFhJCIiOqMvy4nYu/FBChNFHh/RItaPZBMeVxszPDxrakovj94HQfDkiSOiIiI5IwJIRER1Ql5hTq8s714IJnpXRsgwNVa4ojuX99AV0zp5AsAeP63s0jJypc4IiIikismhEREVCd8908EbqTkwNVGgzl9A6QO54G9PrgZ/F2skJTJqSiIiEg6TAiJiKjWi0rNwdJbA8m8PjgQVhpTiSN6cGaq/6ai2HcpEdvOxkodEhERyRATQiIiqvXe23ER+UV6dG7kiKGt3KUOp8o0c7fBM70aAwC+PxjBWkIiIqpxdf8W6wOIj4/Htm3b8O+//yIuLg6mpqZo0KABevbsiSFDhsDCwkLqEImIZO/Pywn442ICTE0UeG948zo5kExFpnb2xdd/h+N8jBbHr6eiYyNHqUMiIiIZkWUNYVRUFKZOnQofHx+8//77SE9Ph6+vL1xcXBAeHo4nnngCnp6eeP3115GVlSV1uEREspVXqMM72y4CAGZ0awj/OjyQTHnsLdUY1cYLALD80HWJoyEiIrmRXQ1hUlIS2rRpgylTpiAkJAQtWrQotY5er8eBAwfw3XffoVu3bjhz5kzNB0pERPj27wjcTM2Bm40ZZvfxlzqcajO9a0OsPXYT+y4lIDI5Gw2cLKUOiYiIZEJ2CaGVlRVCQ0Ph5uZW7jomJibo3bs3evfujYiIiBqMjoiIStxMycGyA8UDybwxpFm9GEimPI1drNCziTMOXEnCysOReGdYc6lDIiIimZBdk1Fzc/MKk0EA0Gq1hueNGjWq7pCIiKgM7+24gPwiPbo2dsTglvVnIJnyzOjWEADw28koZOQWShwNERHJhewSwjsdPHgQixYtMrweO3YsbG1t4e/vj8jISOkCIyKSsf2XErDvUiJUSgXeHdai3g0kU5ZujZ3QxNUaOQU6/HriptThEBGRTMg+IXz66acxdOhQAMCff/6JQ4cOYd++fejUqRPee+89iaMjIpIfIQQ+23cVADC9W0M0drGSOKKaoVAoDLWEqw7fQJFOL3FEREQkB7JOCLVaLWJiYtC0aVMAwJ49ezB16lT06dMHr7zyCk6cOCFxhERE8hNyMx3nY7RQm5rgiYf8pA6nRg0L9oCTlRox6bnYfSFe6nCIiEgGZJ0QajQa5OTkIDMzEwCwa9cu9O7dGwBQUFAAtVotZXhERLL005FIAMCwIA84WMrr/7CZSolJHX0BAMsPcgoKIiKqfvV3yLZK0Gg0eOihhzBw4EB4eXkhKSkJPXv2BADs378f/fr1u6f96fV6REREwNLSEu7udx8AITw8HOnp6UZlJf0XiYjkKDEzDztD4wAAj3ZuIG0wEpncyRdfH7iGM1HpOHUjDW197aUOiYiI6jFZJ4QAsG7dOixYsAApKSnYuXMnNBoN9Ho9zpw5gy+//LJS+8jPz8eHH36IZcuWwc7ODunp6XBzc8MPP/yA9u3bl7vdc889hxMnTsDb29tQ1qVLl0q/LxFRfbPuWBQKdQJtfOzQ0stW6nAk4WytwfBgD6w/FY0fDl1nQkhERNVK9gmho6MjFi9ebFRmYmKCn3/+udL7SEtLg1KpRFhYGOzs7FBYWIhZs2Zh6NChuHnzZoVNTydOnIjPP//8fsMnIqo3CnV6/HzsBgDg0S4NpA1GYjO6N8T6U9HYdT4O0Wk58LK3kDokIiKqp2Tdh7BEUVERIiIicObMGaPHxYsXK7W9m5sb3nrrLdjZ2QEAVCoVnnnmGSQkJODKlSsVbpuXl4fz588jMTHxQQ+DiKhO230+HomZ+XCy0uDhFvV/3sGKNHWzQdfGjtALYNXhSKnDISKiekz2CeGOHTvg4eEBPz8/tG7d2ujRv3//+97vmTNnYGJiYtQctCzLly/HmDFj4Ofnh6CgIJw8efK+35OIqC4rGUzmkY4+UJvK/usJM7s1AgD8cjwKWflFEkdDRET1ley/cadNm4ZZs2YhIiICSUlJRo/Q0ND72ueNGzcwb948PPPMM4Zaw7KMGzcOiYmJuHz5MhISEhAYGIihQ4ciLS2t3G3y8/Oh1WqNHkREdd2F2AyciEyDqYkCkzr6SB1OrdAjwBmNnC2RmV+E9SejpA6HiIjqKVknhGlpaSgoKMD8+fPRsGFDODk5GT3s7e+9I39CQgIGDBiANm3alOqbeKepU6fCwcEBAGBhYYGlS5ciPj4e+/fvL3ebBQsWwNbW1vC4Ww0kEVFd8NPh4r6DA1u4wdXGTOJoagcTEwWmdy2eqP6Hf69DpxcSR0RERPWRrBNCe3t7mJmZISsrq0r2l5iYiN69e8Pb2xtbt26953kMS+KJjo4ud5158+YhIyPD8IiK4l1jIqrb0rILsOVMDADgMZkPJnOn0W28YGehQlRqLv64mCB1OEREVA/JMiHMy8szPObOnYupU6ciLCzMqDwvLw/5+fmV3mdSUhJ69+4Nd3d3bNu2DWZmpe9wh4WFISwsDABQWFgIvV5vtPzw4cPIy8tDs2bNyn0fjUYDGxsbowcRUV3228ko5BfpEehuwykW7mCuVuKRDsVNaH84xInqiYio6slu2ono6Ogym1lu3ry5VJmnp2eFtXUltFot+vTpg7y8PLz99tu4cOGCYVlAQIAhaZs9ezYAYPfu3YiLi8Po0aPx5JNPwt/fH1euXME777yDvn37PtBgNkREdYlOL7D6aHFz0ce6NIBCoZA4otpnaucG+O6fCByPTEVodIZs52ckIqLqIbuE0MXFBQcPHqzUuhqNplLrxcfHQ61WQ61WY+7cuUbLlixZgs6dOwMoTg5L+Pj44KeffsKSJUvw008/wdXVFe+++y6mTZvGCyIiko0/LyciOi0XdhYqDAv2kDqcWsnN1gxDWrljy5lYrDgUgc8ntJY6JCIiqkcUQgjZ9lJPTU3Fm2++iaVLl97TstpEq9XC1tYWGRkZbD5KRHXO5OXHcCg8GU/0aIR5D5ffXF7uQqMzMPSrQzA1UeDQK73hZsuBd4iofuM1bs2RZR/CEjk5Odi6dWuZy7Kzs7F9+/YajoiISD7CEzNxKDwZJgpgckdfqcOp1Vp62aJDQwcU6QVW3ZqvkYiIqCrIMiEUQiA9PR1ardbw/PZHcnIydu3aBXd3d6lDJSKqt346Utx3sE8zV3g7WEgcTe03o1vxFBRrj91ETgEnqicioqohuz6EABATE2M0sExZ8w2q1WqsWLGiJsMiIpKNzLxCbDxVPGjXo50bSBtMHdG3mSt8HCxwMzUHG0NiMKUTa1WJiOjByTIhdHV1xYkTJ5CYmIhp06bh999/N1qu0Wjg6+vL9spERNVk46loZBfo4Odsia6NHaUOp05QmigwrWsDvLv9In48dB2TOvjAxISDkBER0YORZUKoUqnQrl076HQ6nDp1Cl5eXlKHREQkG3q9MDQXfZRTTdyTse288eneq4hIzsaBq4no3dRV6pCIiKiOk2VCeKfy5ho0NTWFm5tbDUdDRFS/HQpPRkRyNqw0phjVhjfk7oWVxhQTOnjj+4PXseLQdSaERET0wGSdEMbFxZU5SX2Jyk5MT0RElffTrVEyx7T1gpVG1l9D9+XRLg2w4tB1/BuegktxWjRzZ/cGIiK6f7IcZbSEm5sbLl26ZPQ4f/481q5dC29vbyxbtkzqEImI6pWbKTnYfzkRADClMwdFuR9e9hZ4uEXxKNgrDl2XOBoiIqrrZH1r1tTUFE2bNi1V3rx5c1haWmLVqlUYNmyYBJEREdVPa47dgBBAd38n+DlbSR1OnTWje0P8HhqHbWdi8fLAJnCx5kT1RER0f2RdQ1iRgIAAXLx4UeowiIjqjdwCHX49EQWAU008qDY+9mjtY4cCnR5rjt6UOhwiIqrDmBCWISsrC1988QVHHyUiqkJbz8QgI7cQ3g7m6NXURepw6rySiep/PnoDeYU6iaMhIqK6StZNRmNjYxEQEFCqPDs7G87OztixY4cEURER1T9CCKy6NdXElE6+UHL+vAc2sLkb3G3NEJeRh32XEjCklYfUIRERUR0k64TQwcEBa9asMSpTKBRwdHRE69atYWlpKVFkRET1y4nINFyK08JMZYJx7cof3Zkqz1RpglFtPLH0r2vYFBLDhJCIiO6LrBNCMzMzjBgxQuowiIjqvVW3ppoYEewJOwu1tMHUIyNbe2HpX9fw99UkJGXmw9laI3VIRERUx7APIRERVav4jDzsPh8PAJjKwWSqVGMXKwR520GnF9h2NlbqcIiIqA6SfUJ4+fJlDBs2DB4eHrCysjJ6NGnSROrwiIjqvLXHbkCnF+jQwAGBHpxEvaqNbuMJANgUEi1xJEREVBfJuskoAAwfPhwBAQH4+OOPYWVlPCeWubm5RFEREdUP+UU6rD1ePC3Co10aSBtMPTW0lQfe33ERF2K1uByvRVM3Jt1ERFR5sk4IU1NTERMTgwsXLsDUVNangoioWuwKjUdyVgHcbMzQv7mr1OHUS/aWavRu6oI9FxKwOSQG8wYxISQiosqTdZNRa2trqNVqFBUVSR0KEVG9tPJwJABgUkcfqJSy/sqpVqPaFM+bu/l0DHR6IXE0RERUl8j621mlUmH27NmYOXMmoqKipA6HiKheORedjjNR6VArTTChg4/U4dRrvZq4wM5ChcTMfPwbnix1OEREVIfIOiEEgG7dumH9+vXw8fGBQqEwenh5eUkdHhFRnfXbyeIbbQ+3dON0CNVMbWqCYUHF8xBycBkiIroXsu44p9PpMHnyZIwYMQITJ04sNaiMmZmZRJEREdVtBUV67DgXBwAY3YY312rCqDZe+OnIDey+EI+s/CJYaWT9FU9ERJUk62+L9PR05OTkYN26dTAxkX1lKRFRlfn7ahLScwrhbK1B18ZOUocjC0FetmjkbImIpGzsCo3D2HbeUodERER1gKyzIEdHR2g0GuTm5kodChFRvbL5dHGzxeFBHlCaKCSORh4UCoWhNnYjm40SEVElyTohBICZM2di6tSpCAsLQ15entEjPz9f6vCIiOqcjNxC7LuUCAAY0dpT4mjkpeR8H41IRXRajsTREBFRXSDrhDA6OhoLFy7Epk2bEBAQAHNzc6OHn5+f1CESEdU5u8/HoaBIjwBXKzT34Jx4NcnTzhydGzkCALacjpE4GiIiqgtk3YfQxcUFBw8eLHe5RsNR8YiI7tWmkOJEZERrTygUbC5a00a18cSRiBRsConBM70a83dAREQVknVCqFar0a1bN6nDICKqN2LSc3HseioAYHgwm4tK4eGW7nhr6wVEJGfjTFQ6WvvYSx0SERHVYrJLCPV6PVJTU6FUKmFra4vU1NRy11UqlbC35xcpEVFlbT1TXDvYqZEDPO3MJY5Gnqw0phjYwg2bT8dgU0gME0IiIqqQ7PoQxsbGwtnZGS1btjQ8L+/RsmVLqcMlIqozhBDYfKu56EgOJiOpUW2Kz//2c7HIL9JJHA0REdVmsqshdHV1xenTp6FWqw3Py6NWq2swMiKiuu1CrBZhiVlQm5pgYAt3qcORtS5+TnC10SBBm4+/LidhYAs3qUMiIqJaSnYJoUqlQnBwMAAgPz8f6enpaN26NWxtbY3Wy8/PR0hIiAQREhHVTSWjWvZr5gpbc5XE0cib0kSBEa098e3fEdgUEs2EkIiIyiW7JqO3S0pKQq9evdC+fXtcvny51LKxY8dKFBkRUd1SpNNj69lYAJx7sLYY1bp4kvq/riQiNbtA4miIiKi2knVCCADOzs4IDg5Gx44d8fvvv0sdDhFRnXT4WgqSMvNhb6FCjwBnqcMhAE3crNHC0waFOoEd52KlDoeIiGop2SeEarUav/32G1566SWMGDECCxculDokIqI6p6S56JBWHlCbyv6rpdYoqSXcGMJJ6omIqGz81r7ljTfewMaNG/HBBx9g0qRJyM3NlTokIqI6IaegCLsvxANgc9HaZliwB5QmCpyNSkd4YpbU4RARUS3EhPA2w4YNw9GjR3H8+HEMGjRI6nCIiOqEvRcSkFOgg6+jBdr42EkdDt3GyUqDnrea8G4KiZY4GiIiqo1knRCamZmhe/fuRmWBgYE4fvw4mjVrBnd3DptORHQ3m281Fx0R7AmFQiFxNHSn0W2Lm41uPh0DvV5IHA0REdU2spt24nZOTk5Yt25dqXJ7e3ts27ZNgoiIiOqWxMw8HAxLAsDmorVV76YusDEzRVxGHo5GpKBLYyepQyIiolpE1jWERET0YLafjYNeAMHedmjoZCl1OFQGM5USQ4I8AHBwGSIiKk3WNYQAoNPp8P3332PXrl2Ijo6GTqczLHN1dcWePXskjI6IqHYrGV10VBvWDtZmo9t4Yu2xm9h1Pg7vj2gOC7Xsv/6JiOgW2dcQvvTSS1i0aBEaNWqEa9euYeTIkXBwcMC5c+dK9S8kIqL/hCdmIjQmA6YmCgxuyT7XtVkbH3v4Ologp0CHPbdGhCUiIgJknhAKIfDdd99h7969eOGFF2BlZYW3334bf/75J+bOnYvoaI7IRkRUnpLBZHoEOMPRSiNxNFQRhUJhmJNwE5uNEhHRbWSdECYmJsLCwgJ+fn4wNzdHZmamYdn06dPx999/SxgdEVHtpdcLbDkdCwAYyeaidcLIW4P+HApPRnxGnsTREBFRbSHrhLCwsBBqtRoA4OjoCJ1Oh/DwcABAdHQ0TE3vrY/F9evXsWHDBuzatQupqamV2iY3Nxe///47fv75Z1y9evXeDoCISCInIlMRk54LK40p+jZzlTocqgQfRwt0aOAAIYAtZ1hLSERExWSdEN5p6tSp6Nu3LyZPnoxHHnkEI0eOrNR2mZmZGD58OPr164dff/0VH330ERo2bIhff/21wu2uX7+OwMBAvPLKK/j111/RunVrfPjhh1VxKERE1aokoXi4hRvMVEqJo6HKKhn8Z+OpaAjBOQmJiAhQCBl/I+j1eqSkpMDZ2RkAUFRUhKVLlyI0NBTt2rXD448/DqXy7hc6qampOHToEIYNG2Yomz9/Pj744AMkJSXBysqqzO0GDRqEnJwc7Nu3D6amptiyZQtGjRqF06dPIygoqFLHoNVqYWtri4yMDNjY2FRqGyKiB5FXqEP7D/YhM68Iax/viC5+nNeurtDmFaL9/H3IL9Jjx+xuaOFpK3VIRERl4jVuzZF1DaGJiYkhGQQAU1NTzJkzB8uXL8eTTz5ZqWQQABwcHIySQaA42cvLy0NERESZ26SmpmLPnj146qmnDE1TR4wYAW9v77vWLBIRSemvy4nIzCuCu60ZOjV0lDocugc2Zir0b+4GANhwigOnERGRzBPC6rRz505YWFjA39+/zOWXLl2CXq9HYGCgUXlgYCDOnz9f7n7z8/Oh1WqNHkRENalkdNFhwR4wMVFIHA3dq5Jmo9vOxqJQp5c4GiIikhoTwmpw5MgRzJ8/H/Pnz4e5uXmZ65Qkcvb29kblDg4OFSZ5CxYsgK2treHh7e1ddYETEd1Fek4B/rqSCACGaQyobune2AlOVhqkZhfg7ytJUodDREQSY0JYxc6cOYPBgwfjiSeewNy5c8tdryRRvH2qi5LX5SWRADBv3jxkZGQYHlFRUVUTOBFRJew4F4dCnUAzdxs0cbOWOhy6D6ZKE4wI9gAAbAxhs1EiIrljQliFzp49i759++KRRx7BF198UeG6jRs3BgBERkYalV+/ft2wrCwajQY2NjZGDyKimrLlVnPRka09JI6EHsSoNsW1u/svJSIjt1DiaIiISEqySwj1ej2Sk5Mr9UhLS6v0fkNDQ9GnTx9MmDABX331VZnr7NmzB3v27AEAeHl5ITg4GOvWrTMsP3fuHM6fP4+hQ4c+2EESEVWDmyk5OHkjDQoFMDyYk9HXZc3crdHE1RoFOj12hcZJHQ4REUno3mZerwdiY2Mr3e/O09MT0dF3b06TkJCAPn36wM7ODsHBwVi+fLlh2cCBA+HlVXwn9rPPPgMADBgwAADwxRdfoH///jAxMUGTJk3wzTffYOTIkejfv/+9HhYRUbUrmXuwq58TXG3MJI6GHoRCocCI1p5YuPsytpyJwYQOPlKHREREEpFdQujq6orTp09Xal21Wl2p9QoKCgzTThw9etRoWefOnQ0J4cCBA42WPfTQQzhz5gzWrFmDmJgYzJ8/H4888kil3pOIqCYJIQzNRUe0Zu1gfTA82AMLd1/G0YhUxKTnwtOu/P7rRERUf8l6Yvr6gJN2ElFNOBuVjuFL/4WZygQn3+gHK43s7ifWS+O/PYJj11PxysCmeKqnn9ThEBEZ8Bq35sjuG12v1yM1NbVS6yqVylLTQhARyVHJ3IP9A92YDNYjI1t74tj1VGw5HcOEkIhIpmT3rV4dfQiJiOqzQp0e28/GAihOIKj+eLilO97aegFXEjJxKU6LZu68C09EJDeySwirow8hEVF9digsGSnZBXC0VKO7v5PU4VAVsjVXoU8zF+w6H48tp2OYEBIRyZDsEkKVSoXg4GCpwyAiqjM23WouOjTIA6ZK2c1WVO8ND/bErvPx2HomFi8PbAqliULqkIiIqAbxm52IiMqVlV+EPy7GA2Bz0fqqV1Nn2JiZIl6bh2MRKVKHQ0RENUx2NYR30ul0+P7777Fr1y5ER0dDp9MZlrm6uhomkicikqPd5+ORV6hHIydLtPKylTocqgYaUyUGt/LAuuM3sfl0DLo0ZrNgIiI5kX0N4UsvvYRFixahUaNGuHbtGkaOHAkHBwecO3cO3bt3lzo8IiJJlcw9OLK1JxQKNiWsr0pqf4tvAOjusjYREdUnsq4hFELgu+++w9mzZ6HRaLB+/Xq8/fbbAIAXXniBI4wSkawlaPPw77VkAMX9zKj+audrD087c8Sk52L/pUQMbuUudUhERFRDZF1DmJiYCAsLC/j5+cHc3ByZmZmGZdOnT8fff/8tYXRERNLadiYWQhQnCz6OFlKHQ9XIxESB4cEeAP6bc5KIiORB1glhYWGhYWoJR0dH6HQ6hIeHAwCio6NhairrClQikrmSxGAEB5ORhZJmoweuJCI1u0DiaIiIqKbIOiG809SpU9G3b19MnjwZjzzyCEaOHCl1SEREkrgSn4mLcVqolAoMbsnmg3Lg72qN5h42KNIL/B4aJ3U4RERUQ2SdEHp4eBhNUv/ll19i7ty5MDMzwwcffGDoT0hEJDdbzhTXDvZs4gJ7S7XE0VBNKakl3Mpmo0REsiHrNpEmJiZwdnY2vDY1NcWcOXMkjIiISHp6vTAkBJx7UF6GBnngg52XcPJGGm6m5LDvKBGRDMiuhjAxMRFvvPEGMjIy7rru9evX8fLLL9dAVEREtceJyFTEZuTBWmOK3k1dpA6HapCrjRm6+hXPQ7j1DGsJiYjkQHYJoa2tLeLj4+Hj44MZM2Zgw4YNuHbtGjIyMpCSkoLQ0FB8//33GDRoEIKDg41qEImI5KCkueiglu4wUykljoZqWskgQpvPxEAIIXE0RERU3WSXEGo0GixfvhwHDx4EADz++ONo3Lgx7Ozs4OTkhFatWmH+/Plo06YNLl++jJdeekniiImIak5eoQ47zhUPKDK8tYfE0ZAUBjR3hZnKBBFJ2QiNuXtrGiIiqttk24ewVatWWLFiBb7//ntcvnwZcXFxMDU1ha+vLxo0aCB1eEREkjhwJRGZeUVwtzVDp4aOUodDErA2U6FfoBu2n43FltOxaOVlJ3VIRERUjWRXQ3gnExMTBAYGok+fPujRoweTQSKStZK5B4cFe8DERCFxNCSVEbcmqd92NhZFOr3E0RARUXWSfUJIRETF0nMK8NflJAAcXVTuHgpwhr2FCslZ+fj3WorU4RARUTViQkhERACAnaHxKNDp0dTNGk3dbKQOhySkUppgaFBxLeEWzklIRFSvMSEkIiIA/134s3aQgP9GG91zIR45BUUSR0NERNVF1glhbm4uwsPDpQ6DiEhyUak5OB6ZCoWiuP8gUWtvO/g6WiCnQIc/LiZIHQ4REVUTWSeEqamp8Pf3R48ePbBq1Srk5ORIHRIRkSS2nY0FAHRu5Ah3W3OJo6HaQKFQYHjwrTkJ2WyUiKjeknVC6OnpiRMnTqB58+Z47rnn4ObmhscffxxHjx6VOjQiohojhMCmkGgA/zUTJAL+G230YFgykjLzJY6GiIiqg6wTQgBo164dli1bhri4OHzzzTe4fv06unTpgsDAQCxevBgJCWwmQ0T124VYLa4lZUNjaoKBLdykDodqkUbOVgjytoNOL7DjXKzU4RARUTWQfUJYwszMDI888gg2b96M1157DZcvX8ZLL70EHx8fzJgxA2lpaVKHSERULUqaA/YNdIWNmUriaKi2Kakl5GijRET1ExNCFDeX+vvvv/Hoo4/Czc0NP//8M959913cvHkT27dvx6VLlzB9+nSpwyQiqnI6vTD0HxwZzOaiVNqQVh5QmihwNjoDEUlZUodDRERVzFTqAKSUn5+PxYsX48cff0RUVBSGDx+OzZs3o1+/flAoFAAAb29vNGjQAP369ZM4WiKiqnf4WnHfMHsLFR4KcJY6HKqFnK016O7vhANXkrDlTCye7xcgdUhERFSFZF1DmJSUhJ9//hlPPfUUYmJi8Ntvv6F///6GZLCEl5cXPvroI4miJCKqPiXNRYe08oDaVNZfCVSBkrkpt5yOgRBC4miIiKgqyfrb39zcHL169cILL7wAJycno2Wpqal45plnAAAWFhaYOHGiFCESEVWbnIIi7DkfD4Cji1LF+gW6wkKtxM3UHITcTJc6HCIiqkKyTghzc3OxdevWMpdlZ2dj+/btNRwREVHN+eNiArILdPBxsEAbHzupw6FazEJtigHNi0eg5eAyRET1iywTQiEE0tPTodVqDc9vfyQnJ2PXrl1wd3eXOlQiompTcmE/orVnqabyRHcqqUXecS4WhTq9xNEQEVFVkeWgMjExMfD29ja8tre3L7WOWq3GihUrajIsIqIak5yVj3/CkgH8N60AUUW6+jnCyUpT/LdzNQl9mrlKHRIREVUBWSaErq6uOHHiBBITEzFt2jT8/vvvRss1Gg18fX1hY2MjUYRERNVrx9lY6PQCQd52aORsJXU4VAeYKk0wLMgDP/x7HZtPxzAhJCKqJ2SZEKpUKrRr1w46nQ6nTp2Cl5eX1CEREdWozWdK5h5k7SBV3ojWxQnhHxcTkJlXCGszldQhERHRA5JdQqjX65GamgqlUglbW1uYmZkhOTm5zHWVSmWZzUmJiOqyiKQsnI1Kh9JEgSFBTAip8lp62qKRsyUikrKx+3w8xrbzvvtGRERUq8luUJnY2Fg4OzujZcuWhuflPVq2bCl1uEREVW7LrdrBh/yd4GSlkTgaqksUCgVGBhcPLrP+VLTE0RARUVWQXQ2hq6srTp8+DbVabXheHrVaXYORERFVPyGE0eiiRPdqTDsvfLbvKo5fT0V4YhYau7APKhFRXSa7hFClUiE4ONjw+vbnJbRaLQeUIaJ6KeRmOm6m5sBCrUS/QA4KQvfO3dYcvZu6YN+lRKw9dhNvDQ2UOiQiInoAsmsyeqeDBw9i0aJFhtdjx46Fra0t/P39ERkZKV1gRETVoKR2cGBzN1ioZXdPkKrIIx19AAAbQ6KRV6iTOBoiInoQsk8In376aQwdOhQA8Oeff+LQoUPYt28fOnXqhPfee0/i6IiIqk6hTo8d54r7D7K5KD2IHgEu8LQzR0ZuIXaGxkkdDhERPQBZJ4RarRYxMTFo2rQpAGDPnj2YOnUq+vTpg1deeQUnTpyQOEIioqrzz9UkpOUUwtlagy5+jlKHQ3WY0kSB8e2LRxhde+ymxNEQEdGDkHVCqNFokJOTg8zMTADArl270Lt3bwBAQUEBB5Uhonpl863mosOCPGCqlPW/f6oC49t7Q2miwMkbabiakCl1OEREdJ9kfUWg0Wjw0EMPYeDAgRg/fjySkpLQs2dPAMD+/fvRr18/aQMkIqoimXmF+ONiAgBgJJuLUhVwtTFDn6YuAFhLSERUl8l+RIF169ZhwYIFSElJwc6dO6HRaKDX63HmzBl8+eWX97SvuLg4/Pjjj7h58ybef/99ODs7V7j+smXLcO7cOaOy5s2bY/bs2fd8HEREFdl9Ph75RXo0drFCcw+OokxV45GOPth7MQEbQ6LxysCmMFcrpQ6JiIjukewTQkdHRyxevNiozMTEBD///PM97eftt9/GDz/8gC5duuC3337Diy++eNeEcOfOncjNzcXYsWMNZT4+Pvf0vkRElVHSXHRka08oFAqJo6H64iF/Z3jZmyM6LRc7zsVibDtvqUMiIqJ7JPuEEACKiopw8+ZNaLVao3K1Wo3AwMrNrzRq1Ci88cYbOHXqFH777bdKv3fLli3x5JNP3lO8RET3IiIpC4evpUChAIYHe0gdDtUjJiYKTOzgg0V7rmDt8ZtMCImI6iDZJ4Q7duzA9OnTkZSUVGqZp6cnoqOjK7WfoKCg+3r/kydP4rnnnoOLiwv69u2LDh063Nd+iIjK8/Ot/l29mrjAy95C4miovhnbzguf/XEVp2+m41KcFs3c2SSZiKgukfWgMgAwbdo0zJo1CxEREUhKSjJ6hIaGVut7K5VKuLu7w8vLC5GRkejevTvefvvtCrfJz8+HVqs1ehARlSe3QIf1J6MAAFM6+0ocDdVHLtZm6N/cFQAHlyEiqotkXUOYlpaGgoICzJ8/X5L3X7ZsGTw9/xvtr0+fPpg4cSLGjBmDli1blrnNggUL8O6779ZUiERUx209EwNtXhF8HS3Qw7/ifs1E9+uRDr7YGRqPLadjMG9QU1ioZX15QURUp8i6htDe3h5mZmbIysqS5P1vTwYBYPTo0VCpVDh69Gi528ybNw8ZGRmGR1RUVHWHSUR1lBACPx25AQCY3NEXJiYcTIaqRxc/R/g6WiAzvwjbz8ZKHQ4REd0DWSeEADB37lxMnToVYWFhyMvLM3rk5+fXaCxFRUXQ6XTQ6XTlrqPRaGBjY2P0ICIqS8jNNFyM00JjaoKx7bykDofqsZLBZQA2GyUiqmtknRBGR0dj3rx52Lx5MwICAmBubm708PPzq9L3W7JkCZYsWQIASElJwbFjx4yWL1q0CADQt2/fKn1fIpKn1bdqB4cFecDOQi1xNFTfjWnrBZVSgbPRGTgfkyF1OEREVEmybuTv4uKCgwcPlrtco9FUel+7du3C1q1bkZiYCAB46623YGNjgylTpqBr164AgN9//x0AMHv2bCiVSrzyyivIz8+Hv78/Ll++jLCwMPzwww9o3LjxAxwVERGQnJWPnaHxAICpnRtIGwzJgpOVBgOau2HHuTisPX4TH44suy88ERHVLrJOCNVqNbp161Yl+3J1dUVwcDAAoH///oZyR0dHw/P//e9/hud2dnY4cOAAQkJCcOHCBUyePBnt27eHvb19lcRDRPL264koFOj0CPa2Q0svW6nDIZl4pKMPdpyLw9bTMXhtUDNYaWR9mUFEVCfwPzWA3NxcHD9+HMnJyRg9ejSEEEhLS4ODg0Ol99GmTRu0adOmwnUGDRp0X9sREd2LIp0ePx8tbi46lVNNUA3q3MgRjZwsEZGcjW1nYvFIRx+pQyIioruQdR9CADh37hwCAwMxcOBAzJkzx1A+aNAghISESBgZEdH92X85EbEZeXCwVGNQS3epwyEZUShuG1zm+A2JoyEiosqQfUL4+OOPY+rUqbhy5YqhTKFQ4Pnnn8fChQsljIyI6P6UDCYzrp03zFRKiaMhuRnd1gtqpQnOx2hxLjpd6nCIiOguZJ0Q5uTk4OLFi3j77behVBpfNLVs2RKnTp2SKDIiovtzLSkLh8KToVAAk9hcjyTgYKnGwy3dAHAKCiKiukDWCWFBQQH0ej0UCgUUCuMJm+Pi4mBhYSFRZERE92fNrb6DfZq6wNuB/8NIGo/caja67WwsMvMKJY6GiIgqIuuE0M7ODv7+/li9erVRQpiamoo33niD8wESUZ2SU1CEDaeiAQBTONUESahDQwc0drFCToEOW87ESh0OERFVQNYJIQAsXboUs2fPxpgxY5Ceno4RI0agcePGSEpKwmuvvSZ1eERElbbldCwy84rQwNEC3Rs7SR0OyZjR4DLHbkIIIXFERERUHtknhF27dsXZs2fRo0cP9OrVCwDw8ssv4+TJk3By4gUVEdUNQgj8dCQSADC5ky9MTBQVb0BUzUa38YTa1ASX4rQ4E5UudThERFQOWSeEqampeOaZZ9CgQQN8+OGH2L59O7Zs2YJXX30VOp0OzzzzjNQhEhFVyqkbabgcnwkzlQnGtvWWOhwi2FmoMeTWtCc/c3AZIqJaS9YJYU5ODrZu3VrmsuzsbGzfvr2GIyIiuj8/3ZpqYniQJ2wtVBJHQ1SsZGL6HedikZHLwWWIiGojWSaEQgikp6dDq9Uant/+SE5Oxq5du+Duzgmdiaj2S8rMx67zcQCAKZ19JY6G6D9tfe0R4GqFvEI9NodESx0OERGVwVTqAKQQExMDb+//mlTZ29uXWketVmPFihU1GRYR0X355fhNFOoE2vjYoYWnrdThEBkoFAo80sEH72y/iLXHb+LRLg1KTfNERETSkmVC6OrqihMnTiAxMRHTpk3D77//brRco9HA19cXNjY2EkVIRFQ5RTo91h4v7p/F2kGqjUa28cJHuy/jakIWTt1IQ7sGDlKHREREt5FlQqhSqdCuXTvodDqcOnUKXl5eUodERHRf9l1KRFxGHhwt1RjUks3cqfaxNVdhaCsPrD8VjbXHbjIhJCKqZWSZEJZQKpXw8vJCUVERbt68Ca1Wa7RcrVYjMDBQouiIiO5u9dFIAMD49t7QmCqlDYaoHI909MH6U9HYERqHt4YGws5CLXVIRER0i6wTQgDYsWMHpk+fjqSkpFLLPD09ER3NTvBEVDuFJ2bh3/AUmCiASZ3YXJRqr2BvOzRzt8GlOC02hsRgRreGUodERES3yHKU0dtNmzYNs2bNQkREBJKSkoweoaGhUodHRFSuNUeLp5ro08wVnnbmEkdDVD6FQmGYgmLtsRsQQkgcERERlZB1DWFaWhoKCgowf/58qUMhIron2flF2HiquAXDFNYOUh0wItgDC3ZewrWkbByNSEVnP0epQyIiIsi8htDe3h5mZmbIysqSOhQionuy5UwMMvOL0NDJEt0aO0kdDtFdWZupMKK1JwBg2YFwiaMhIqISsk4IAWDu3LmYOnUqwsLCkJeXZ/TIz8+XOjwiolKEEFh9pLi56OROvjAx4bxuVDc81cMPpiYKHAxLxqkbqVKHQ0REkHlCGB0djXnz5mHz5s0ICAiAubm50cPPz0/qEImISjkRmYbL8ZkwU5lgTFtOm0N1h7eDheFv9vN9YRJHQ0REgMz7ELq4uODgwYPlLtdoNDUYDRFR5fx0JBIAMCLYE7bmKmmDIbpHz/RqjA2nog21hG19OS8hEZGUZJ0QqtVqdOvWTeowiIgqLVGbh93n4wEAUzpzMBmqe0pqCX85EYXP94Vh9YyOUodERCRrsksI9Xo9UlNToVQqYWtri9TU8vswKJVK2Nvb12B0REQVW3c8CkV6gba+9mjuYSt1OET3hbWERES1h+z6EMbGxsLZ2RktW7Y0PC/v0bJlS6nDJSIyKNTpsfZ48WAyU1k7SHUY+xISEdUesqshdHV1xenTp6FWqw3Py6NWq2swMiKiiu27mIAEbT6crNQY2MJN6nCIHghrCYmIagfZJYQqlQrBwcGG17c/JyKqrYQQ+ObvawCA8e29oTFVShwR0YNhX0IiotpBdk1GiYjqoj0XEnA2OgMWaiWmdW0odThEVeKZXo05LyERkcSYEBIR1XI6vcAne68AAGZ0awgnK06JQ/UD+xISEUmPCSERUS235XQMwhKzYGuuwszujaQOh6hKsZaQiEhaTAiJiGqxgiI9Ptt3FQDwVE8/TkRP9Q5rCYmIpCW7QWV0Oh3i4uIqta6pqSnc3DiSHxFJ55cTNxGdlgsXaw0e7dxA6nCIqgVHHCUiko7sEsK4uDh4e3tXal1PT09ER0dXc0RERGXLKSjCl/vDAQCz+/jDXM2RRal+4oijRETSkV2TUXd3d4SFhRkeb7zxBvz9/bFy5UqcPn0ax44dw+LFi+Hg4ICvvvpK6nCJSMZWHb6B5Kx8eDuYY3y7yt3IIqqr2JeQiEgasqshVCqVaNy4seH1d999hxMnTsDHx8dQ1qFDB3h7e+PHH3/EiBEjJIiSiOQuI7fQMO/g3L4BUJvK7v4dyQxrCYmIpCHrK4zU1FTk5OSU2YS0WbNmuHz5sgRREREB3/8TgYzcQgS4WmF4sKfU4RDVCNYSEhHVPFknhDY2NlCpVFi+fLlRuV6vx5IlS9CgQQNpAiMiWUvKzMcP/14HALzQvwmUJgqJIyKqGRxxlIio5smuyejtTE1N8eWXX2LatGn49ttv0bJlSxQUFODIkSPIyMjAn3/+KXWIRCRDS/8KR06BDkHedugf6Cp1OEQ1iiOOEhHVLFnXEALA5MmTcenSJfTp0wcZGRnQ6/WYNWsWwsPDERQUJHV4RCQz0Wk5WHvsJgDg5QFNoFCwdpDkhbWEREQ1S9Y1hCUaN26MhQsXSh0GERG+2BeGAp0eXfwc0bWxk9ThEEmCtYRERDVH9jWEAJCbm4u///4bGzduBAAIIZCays7sRFSzwhOzsDGkeO7TlwY0kTgaIumwlpCIqObIPiE8d+4cAgMDMXDgQMyZM8dQPmjQIISEhEgYGRHJzad/XIFeAP0CXdHax17qcIgkxRFHiYhqhuwTwscffxxTp07FlStXDGUKhQLPP/88m5ESUY0Jjc7AztB4KBTAi/1ZO0jEWkIiopoh64QwJycHFy9exNtvvw2lUmm0rGXLljh16pREkRGR3CzeW3xTakSwJ5q4WUscDVHtwFpCIqLqJ+uEsKCgAHq9HgqFotRIfnFxcbCwsJAoMiKSk2MRKfj7ahJMTRR4rq+/1OEQ1RqsJSQiqn6yTgjt7Ozg7++P1atXGyWEqampeOONN9C3b99K70sIgX379mHcuHHo1KkToqOjK7Xd9u3bMXLkSPTq1Quvvvoq0tPT7/UwiKgOE0Jg0Z7i2sEJHbzh62gpcUREtQtrCYmIqpesE0IAWLp0KWbPno0xY8YgPT0dI0aMQOPGjZGUlITXXnut0vuZNm0aFixYgCZNmuDYsWPIy8u76zbr1q3D6NGj0bVrV8ydOxcHDhxA3759UVRU9CCHRER1yF9XEnHyRho0piaY3Zu1g0R3Yi0hEVH1kn1C2LVrV5w9exY9evRAr169AAAvv/wyTp48CSenys8B9sUXX2D//v0YPHhwpbd57bXX8L///Q8vvvgihg0bhk2bNuH06dOG6S+IqH7T6wUW7bkKAHisSwO42phJHBFR7XR7LeG+iwlSh0NEVK9wYnoADRo0wIcffvhA+7C1tb2n9cPDwxEZGYmhQ4cayjw8PNCuXTvs27cP48ePf6B4iKj2+z00DpfitLDWmOLJHn5Sh0NUa3k7WGBGt4b49p8IzNscinYN7GFnoZY6LCKiekH2NYRSuXHjBoDiJPB2Hh4ehmVlyc/Ph1arNXoQUd1TqNPj0z+Kawcff6gR7C15cUtUkbn9AuDnbImkzHy8u/2i1OEQEdUbsk8IL1++jGHDhsHDwwNWVlZGjyZNqm8usMLCQgCARqMxKjc3NzcsK8uCBQtga2treHh7e1dbjERUfTaeisb15Gw4WqoxvVtDqcMhqvXMVEosHhsEEwWw+XQM9l6IlzokIqJ6QfZNRocPH46AgAB8/PHHsLKyMlpmbm5ebe/r4OAAoHhEUx8fH0N5SkoKHB0dy91u3rx5eP755w2vtVotk0KiOiavUIcv9hcPjvF0r8aw0sj+XzFRpbT2scesh/zwzd/X8Nrm82jfwIG160RED0jWVyGpqamIiYnBhQsXYGpas6eiefPm0Gg0OHHiBIKDgwEAOp0OISEheO6558rdTqPRlKpVJKK6Zc3RG4jLyIOHrRkmdfS5+wZEZPBcX3/sv5SAsMQsvL3tAr6c2FrqkIiI6jRZNxm1traGWq2usWke5s6di7lz5wIALC0tMX78eHzxxRfIyMgAAHz11VfIzMzE5MmTayQeIqp5WflFWHbgGgBgTl9/mKmUEkdEVLeYqZRYdKvp6Lazsdh9nk1HiYgehKwTQpVKhdmzZ2PmzJmIiop6oH2tXLkSnTp1wsyZMwEAY8eORadOnbBt2zbDOpcuXcKlS5cMr7/44gu4urrC09MTfn5+ePvtt7FmzRr4+vo+UCxEVHst2HkJqdkFaORkidFtvKQOh6hOCva2M4zM+8aWUKRmF0gcERFR3aUQQgipg5DSH3/8gSFDhqCgoPSXiaenJ6Kjoyu1n5iYmDKTSj8/Pzg7OwMoHsAGAJo2bWq0TmRkJNLT09G0aVOYmd3bPGRarRa2trbIyMiAjY3NPW1LRDVr9/k4PLkmBACwekYHdPd3ljgiororv0iHoUsO4WpCFoa0csdXj7SROiQiqkK8xq05sk4IdTodPDw80LNnT0ycOLHUoDJmZmbo1q2bRNFVDj8sRHVDTHouHv78H2jzivBEj0aY93AzqUMiqvPORadj5LLD0OkFlk1qg0Et3aUOiYiqCK9xa46sB5VJT09HTk4O1q1bBxMTWbeeJaJqVKTT47lfTkObV4Qgbzu82L/6prQhkpNWXnZ4qocfvvorHG9uOY+ODR3gaMWB14iI7oWssyBHR0doNBrk5uZKHQoR1WNL/gzHicg0WGlM8eWEYKiUsv7XS1SlZvdpjKZu1kjJLsBbWy9IHQ4RUZ0j+6uSmTNnYurUqQgLC0NeXp7RIz8/X+rwiKiOOxaRgiV/Fs85+MHIFvB1tJQ4IqL6RWNaPGG90kSB30PjsONcrNQhERHVKbLuQxgdHV3hpO73MqiMVNi+mqj2Ss8pwMNfHERcRh5Gt/HCJ+OCpA6JqN76dO8VfPlnOBws1dg79yE4sekoUZ3Ga9yaI+s+hC4uLjh48GC5yzkBPBHdLyEEXt5wDnEZeWjoZIn3hjeXOiSieu3Z3v7YezEBl+Mz8eaW81g2qQ0UCoXUYRER1XqyTgjVanWtH0WUiOqmNcduYu/FBKiUCiyZ2BqWGln/uyWqdmpTE3wyLgjDv/oXu87HY/u5OAwL8pA6LCKiWk/2fQiJiKra5Xgt3t9xEQDwysCmaOFpK3FERPLQ3MMWz/ZuDAB4a+t5JGbmSRwREVHtJ/uE8PLlyxg2bBg8PDxgZWVl9GjShEPDE9G9yS3QYfba0ygo0qNnE2dM79pQ6pCIZOWZXo0R6G6D9JxCvLH5PGQ8VAIRUaXIvg3T8OHDERAQgI8//rjUxPTm5uYSRUVEddX7v19EWGIWnK01WDw2CCYm7MNEVJNUShMsHhuEYV8dwt6LCdh2NhbDgz2lDouIqNaSdUKYmpqKmJgYXLhwAaamsj4VRFQFdoXGYe2xm1AogM/GBXOUQyKJBHrY4H99/PHpH1fx1tYL6NzIES42ZlKHRURUK8m6yai1tTXUajWKioqkDoWI6riY9Fy8svEcAOCJh/zQzd9J4oiI5O2pnn5o4WmDjNxCvMamo0RE5ZJ1QqhSqTB79mzMnDkTUVFRUodDRHVUkU6POetOQ5tXhCBvO7zQP0DqkIhkr6TpqEqpwL5LCdh8OkbqkIiIaiVZJ4QA0K1bN6xfvx4+Pj5QKBRGDy8vL6nDI6I64Ms/w3HyRhqsNKZYMqE1VErZ/2slqhWautlgTh9/AMBrm0NxLCJF4oiIiGofWXec0+l0mDx5MkaMGIGJEyeWGlTGzIz9DYioYkcjUvDVn2EAgA9GtoCPo4XEERHR7Z7s4YeTN9Jw4EoSpq88gdUzO6KNj73UYRER1RoKIeNG9SkpKWjQoAEyMjJgYlI37+hrtVrY2toiIyMDNjY2UodDJCtp2QUY9OVBxGXkYUxbLyweGyR1SERUhrxCHaavPIHD11JgbWaKdY934vygRLUcr3FrTt3MgqqIo6MjNBoNcnNzpQ6FiOoYIQRe3ngOcRl5aOhkiXeHNZc6JCIqh5lKieWPtkP7BvbIzCvClBXHcDleK3VYRES1gqwTQgCYOXMmpk6dirCwMOTl5Rk98vPzpQ6PiGqpNUdv4I+LCVApFVgysTUsNbJugU9U61moTfHDY+0R5G2HtJxCTF5+DOGJWVKHRUQkOVk3GY2Ojoa3t3e5yz09PREdHV2DEd07VqcT1by9F+Lx7NrTKNDp8eaQQMzo1lDqkIiokjJyCjHx+6O4GKeFq40Gvz3RGb6OllKHRUR34DVuzZH1LW0XFxccPHiw3OUaDSeVJiJjv52IwqubzkEvgEEt3TC9awOpQyKie2BrocKamR0x4bsjuJqQhUe+P4Zfn+gEL3sOCEVE8iTrGsL6gHdPiGqGEALf/B2BhbsvAwDGtvXCglEtYcopJojqpMTMPEz49igikrPh62iBX2d1hpstRxcnqi14jVtzZJ0Q6nQ6xMXFlbvc1NQUbm5uNRjRveOHhaj66fUCC3ZdwvcHrwMAnujRCK8ObAqFQiFxZET0IOIycjHu2yOISs1FI2dL/DqrM5yt2TqIqDbgNW7NkXVCyD6ERHQ3hTo9Xtl4DptCYgAArw1qilkP+UkcFRFVlajUHIz/9ghiM/LQxNUa62Z1goOlWuqwiGSP17g1R9Ztndzc3HDp0iWjx/nz57F27Vp4e3tj2bJlUodIRBLKLdDhidWnsCkkBkoTBRaPDWIySFTPeDtYYO3jneBircGVhExMWXEMGbmFUodFRFRjZF1DWJFt27Zh1apV2Lhxo9ShVIh3T4iqR0ZOIaavOoFTN9KgMTXBsklt0KeZq9RhEVE1CU/MxPhvjyIluwDB3nZYM7MjrDidDJFkeI1bc2RdQ1iRgIAAXLx4UeowiEgCCdo8jPv2CE7dSIONmSnWzOzIZJConmvsYo01MzvCzkKFM1HpmP7jCeQUFEkdFhFRtWNCWIasrCx88cUX8PLykjoUIqphEUlZGLXsMK4kZMLFWoPfnuyM9g0cpA6LiGpAM3cbrJ7eEdYaUxyPTMXjP51EXqFO6rCIiKqVrBPC2NhYWFlZlXpYW1tj48aN+OCDD6QOkYhqUGh0BsZ+cwQx6blo4GiBjU91QVM3NlMhkpOWXrZYOb0DLNRK/BuegqfWnEJBkV7qsIiIqo2s+xDm5eVh9+7dRmUKhQKOjo5o3bo1LC0tJYqs8ti+mqhqHA5PxuM/nUR2gQ4tPG2wcloHOFlx+HkiuToakYLHfjyOvEI92vjY4bPxwfB1rP3XBUT1Ba9xa46sE8LyaLXaOvOHxw8L0YPbFRqHOb+cQYFOj86NHPHd1LawNlNJHRYRSexgWBKeWhOCrPwiWKqVeGtoIMa18+YcpEQ1gNe4NUfWTUYB4ODBg1i0aJHh9dixY2Frawt/f39ERkZKFxgR1Yifj93A02tDUKDT4+EWbvhxWnsmg0QEAOju74xdc7qjQwMHZBfo8MrGUMxafQrJWflSh0ZEVGVknxA+/fTTGDp0KADgzz//xKFDh7Bv3z506tQJ7733nsTREVF1ySvUYeHuy3h983kIAUzs4IOvHmkDM5VS6tCIqBbxdrDAulmd8OrDTaFSKvDHxQQM/Pwf7L+UIHVoRERVQtYT7Gi1WsTExKBp06YAgD179mDq1Kno06cPXF1dMXHiRIkjJKLq8M/VJLy19TwiU3IAALN7N8bz/QLYDIyIyqQ0UeDJHn54yN8Zz/16GlcTsjBj1UlM7OCDNwY3gyXnKySiOkzWNYQajQY5OTnIzMwEAOzatQu9e/cGABQUFECtVksZHhFVsfiMPDyzNgRTfziOyJQcuFhr8NUjrfFC/yZMBonorgI9bLDt2W6Y2a0hAGDd8ZsY/OVBhNxMkzgyIqL7J+tbWhqNBg899BAGDhwILy8vJCUloWfPngCA/fv3o1+/ftIGSERVokinx8rDkfjsj6vILtDBRAE81qUh5vbzZ39BIronZiol3hgSiN5NXfDC+rOITMnBmK8P49lejTG7jz9USlnfayeiOkj2/7XWrVuHzp07w8LCAjt37oRGo4Fer8eZM2fw0ksvSR0eET2gk5GpGLLkEOb/fgnZBTq08bHD9tnd8NbQQCaDRHTfujR2wu45D2F4sAf0Avjyz3CM/vowriVlSR0aEdE94bQTdRyH5CUqW2p2AT7adQm/nYwGANhZqPDqwKYY184bJiZsHkpEVWfb2Vi8sTkU2rwimKlM8PqgZpjcyZdN0YkeAK9xaw4TwjqOHxYiY3q9wG8no/DR7stIzykEAIxv541XHm4KB0v2Cyai6hGXkYsX15/Fv+EpAIAeAc5YNKYVXGzMJI6MqG7iNW7NYUJYx/HDQvSfi7FavLElFCE30wEATd2sMX9EC7Rr4CBtYEQkC3q9wMrDkfho92UUFOlhZ6HCrIcaYXInX9iwiTrRPeE1bs1hQljH8cNCBGTmFeKzP8Kw8vB16AVgqVZibr8APNalAUw5wAMR1bCwhEw89+sZXIjVAgCsNaaY1MkX07s1gIs1awyJKoPXuDWHCWEdxw8LyZk2rxCbTkVj2YFrSMzMBwAMbuWONwcHws2WF11EJJ1CnR7bzsTim7+vISyxeKAZtakJxrT1wqzujdDAyVLiCIlqN17j1hwmhHUcPywkR+djMvDzsRvYcjoWuYU6AEADRwu8N7wFHgpwljg6IqL/6PUC+y8nYtmBcJy+1ZzdRAEMaumOJ3v4oYWnrbQBEtVSvMatOUwI6zh+WEgu8gp12Bkah9VHbxguqgAgwNUKkzv5Ylw7b5iplNIFSERUASEEjl9Pxdd/X8OBK0mG8ocCnPFUDz90auTAUUmJbsNr3JrDhLCO44eF6rsbKdlYe+wmfjsZhbRbo4aqlAoMbOGOyR190KEhL6KIqG65GKvFN39fw45zsdDfugoL9rbDUz390K+ZK6fGIQKvcWsSE8I6jh8Wqo90eoG/Lidi9dEb+CcsCSX/pTxszfBIRx+Ma+/NgRmIqM67mZKD7w5ew28no1FQpAcA+Dlb4skefhge7Am1KQfFIvniNW7NYUJYRYQQ+OCDD7BixQqkp6ejY8eO+OKLL9CkSZNytxk1ahR27txpVNa/f39s27at0u/LDwvVJ0mZ+fjtZBTWHruJmPRcQ3mPAGdM7uSL3k1doOSdcyKqZ5Iy8/Hjv9ex+sgNZOYXAQCcrDQY0NwVA5q7obOfI1QcMZlkhte4NYcJYRX58MMPsXjxYvz2228ICAjAq6++in/++QeXLl2CtbV1mdsMGTIEDRs2xKJFiwxlSqUSKlXl5yrih4XqusTMPPwbnox9lxKx90I8CnXF/5LsLFQY384bj3T0ga8jR+MjovpPm1eItcduYsWh60i6NXIyANiYmaJvM1f0b+6GHgHOMFezvzTVf7zGrTlMCKtAUVERXF1d8eKLL2LevHkAgMzMTLi4uODTTz/FU089VeZ2Q4YMQePGjfH555/f93vzw0J1TW6BDscjU3EoLAkHw5JxOT7TaHlrHztM7uiLwa3cOUgMEclSQZEeRyJSsPt8PP64GI/krALDMjOVCXoGuGBAC1f0buoKW3NOeE/1E69xaw4TwioQGhqKVq1a4ciRI+jUqZOhvEePHvD29saaNWvK3G7IkCE4fPgw9Ho9XFxc0K9fP7z//vtwcHCo9Hvzw0K1nV4vcCFWi4PhSTgUloyTkWko0OmN1mnhaYNujZ0xpJU7h2AnIrqNTi8QcjMNu8/HY8+FeESn/dec3tREgc5+jhjYwg39Al3Zt5rqFV7j1hxTqQOoD+Li4gAALi4uRuUuLi6Ij48vd7sWLVrgqaeeQseOHXH16lU8++yz6N+/P44ePQpT07J/Nfn5+cjP/68ZiVarrYIjIKpa0Wk5OBSWjIPhyTgcnmwYHbSEp505ujV2Qjd/J3Rt7AQHS7VEkRIR1W5KEwXaN3BA+wYOeGNwM1yI1WLPheLk8GpCFg6GJeNgWDLe2HIebX3sMbBFcbNSP2crjlZKRJXChLAKmZiYlHpdUQXsRx99ZHju5OSEdevWoWnTpvjjjz/w8MMPl7nNggUL8O6771ZNwERVoKBIj6sJmQiNyUBoTAaOXktBRHK20TpWGlN0auSI7v7FSWAjJ0tOFUFEdI8UCgVaeNqihactXujfBNeSsm4lhwk4G5WOkzfScPJGGub/fgk2ZqZo7WOPtr7FjyBvO1hpeNlHRKWxyWgVOHv2LIKDg3H8+HG0b9/eUN6rVy+4u7tj7dq1ld6XhYUFFixYgDlz5pS5vKwaQm9vb1anU43IK9ThSnxx8nchtjgBvBKfaRgIpoTSRIFgbzt0a+yE7v5OCPK24wh5RETVKC4jF3svJGDvxXiE3EhHbqHOaLmJAmjiZoO2vnZocytR9HGw4M05qrXYZLTm8FZRFQgMDIStrS3+/vtvQ0KYk5OD48ePG9UC3k1kZCRyc3Ph5uZW7joajQYajeaBYya6m7xCHS7GaXHhVs1faIwWYQmZKNKXvodka65Cy1t3rdv42KGTnyNszDjQARFRTXG3NcejXRrg0S4NUKjT43JcJk7dSEXIzXScupGGmPRcXIrT4lKcFmuO3gQAOFmpjWoRW3racjAvIhliDWEVef3117FixQrs2LEDAQEBeOmll7Bp0yZcvXoV9vb2AIBhw4YBALZt24br169j0aJFmDNnDvz8/BAWFoaZM2ciNjYWFy5cgIWFRaXel3dP6EHlFugQkZyFiKTs4kdyFq7EZyIsMQu6MpI/ewsVWnjaouWtRwtPW3jZm/MuMxFRLZagzUPIjTScupGGUzfTcCFGW2qAL1MTBRo5W8LfxRr+rlaGnw0cLaE2ZSsPqlm8xq05rCGsIu+++y7y8vLQt29fZGVloW3bttizZ48hGQSAgoL/ho329fVFu3btMHbsWFy+fBlOTk7o378/fvvtt0ong0SVJYRAvDYP1xKzDcnftaTin7dPAH8nJyt1cX8Vj+LEr6WXLTxszZj8ERHVMa42Zni4pTsebukOoLgVyIXYDJy6kYaQG8X9D5Oz8nE1IQtXE7KA0P+2NTVRoIGTJfxdrODvan3rpxUaOllCY8oaRaK6jjWE1UCv15caYAYACguLR1q8c+J5IcR9X2Dz7gmVKNLpEa/NQ3RaLmLScnEzNQcRydmISMrC9eRs5BToyt3WzkKFRk6WaORsBT9nKzR2sUILTxu42TD5IyKSAyEEYjPycDUhE+EJWbiaUNxSJDwxC1n5RWVuozRRwNfRAv4uxd8b3vYW8LK3gKe9OTzszJgs0gPhNW7NYUJYx/HDIh/5RTrEpechJr044YtOy0F0eq4hAYzX5pXZxLOEqYkCPo4WaORkBT9nSzRytoSfsxUaOVtx2gciIiqTEAJxGXkIS8xCWEImwhKyEJZY/DOznESxhKuNBp525vCyt4CXvTk87W97bmfO/opUIV7j1hwmhHUcPyx1nxAC2twiJGbmITEzH0mZ+cXPtflIyMxHbHpx8peYmY+7fVrVShN42JkV36G1M0cj5+Jav0bOlvBxsOBIn0REVCWEEEjQ5huSw2tJWbfdsMwtNcppWZysNPC6VZvobKWBi03xT2cbza3XGjhaaqDkfIqyxGvcmsOEsI7jh6V2KijSIzOvENq8ImTmFSIluwBJ2nxD0pd42/OkzHzkF+nvvlMAZioTw93W4jut5kZ3X52tNJyImIiIJCWEQGp2AWJutWKJTssxJIolr7Mr6MZwOxMF4Gj1X4LobKWBs7UGLtYaOFubwdFKDXsLNewtVLCzUHPwm3qE17g1h4PKEN0ihEBeoR7ZBUXIydchu6AI2flFyC7QISe/CJn5Rci8leAZ//zveUkCWNkE73Y2ZqZwsTGDy60vupLn7rbmhqY2jpZq9ukjIqJaTaFQwNFKA0crDVp52ZVaLoRARm6hITmMz8hDUlbxzdLbf6Zk5UMvgKRbN08vxt39va00prCzUMHBUg07CzUcbiWK9hZqOFj+99zOQgVbcxVszFSwMjNlLSTJGhNCqvN0eoGsvCJo8wqhvSNJ0+beep1fZKixyylJ8gqKkJ2vQ3Z+EXIKihPAqq4vt1QrYW2mgr2l+rZETwMXazOj587WGvalICIiWVAoFLCzKE7YWnjalrueTi+Qkl3SlSLfkBje3rUiNacA6TmFSM8pgF4AWflFyMovQnRa+SNol6Xk+9rG3BTWZipYm5nC5tZPw2tzFWzMTGFtZgpLtSksNSUPJaw0pjBXKXnTluokJoRUI3R6gfwiHfIL9ci79TO3UIecAh1ybyVnuYUlz3W3lhUht0CP3MLihO32dbMMtXVF5Y5+9iAs1EpYqIv/yVuoTWGpVsJSY2r4Yij5Qij3S4N3HImIiB6I0kRx6waqGZrfZV29XkCbV4i0nEKkZhcgPacAaTmFSMsuQFqp58WvM/MKkVdY3KInu0CH7AId4rX3H69CgVuJYvE1Q8lzq1uJY8n1hIVaCTO1EhYqJczVSpipiq81zFVKmKtNYK4yhXnJeiolzFVKNoWlasWEkO7bu9svIDY9F3mFeuQX6W791BsSv//KdCjUVX9XVTOVSakEzea2u3rWtxI6S8M/ZuV/P9WmsNAU/zRXKdkPj4iIqA4xMfmv1rGhk2Wltyvp82/UusgwBkBJa6PbuonkFxpuRmfnF3cxybrVwkjcVkMJ5Ffp8ZmaKGCmUsJMZQKNqfHP4vJbz02V0Kj+K9eY/vdTbWoCtbL4Z8lrjanSqLzkuUZlAo1SaViX10X1GxNCum8Hw5IRnph1z9uplIpb/8SK74RZ3HYnzEKthLnaFOYqk+K7ZbfdQbNQmxrultncVhtXUjPHu2dERER0L9SmJob+jvdLCIHcQt2tJLG4K0rxGARFyLr9df5/LaJKWkPl3dYyKu+28pIWUSWzSRXpxa1ks4oO/B58MSEYw4M9a/6NqcYwIaT79myvxsjKLyp1B8rw3HCn6r+fGlMlm1ESERFRvaFQKG7dtDYFrKtuv0IIFOpEcXJYWIS8Qj3yCnXILyr+WfwoaZGlMyzPu9U9x7C8UId8nR4FRbc9bnudX6QzlOXftrxkXAU1p6yq95gQ0n0b0Zp3i4iIiIiqg0KhgNpUAbWpCWyhqtH3FkKgSC9QUKTnHMYywISQiIiIiIgMFAoFVEoFk0GZ4G+ZiIiIiIhIppgQEhERERERyRQTQiIiIiIiIpliQkhERERERCRTTAiJiIiIiIhkigkhERERERGRTDEhJCIiIiIikikmhERERERERDLFhJCIiIiIiEimmBASERERERHJlKnUAdCDEUIAALRarcSREBERERFVjZJr25JrXao+TAjruMzMTACAt7e3xJEQEREREVWtzMxM2NraSh1GvaYQTLvrNL1ej9jYWFhbW0OhUEgdTq2j1Wrh7e2NqKgo2NjYSB1OvcJzW314bqsHz2v14bmtPjy31YfntvpUxbkVQiAzMxMeHh4wMWEvt+rEGsI6zsTEBF5eXlKHUevZ2Njwn3014bmtPjy31YPntfrw3FYfntvqw3NbfR703LJmsGYw3SYiIiIiIpIpJoREREREREQyxYSQ6jWNRoO3334bGo1G6lDqHZ7b6sNzWz14XqsPz2314bmtPjy31Yfntm7hoDJEREREREQyxRpCIiIiIiIimWJCSEREREREJFNMCImIiIiIiGSK8xBSnXHx4kV8//33iIyMhJeXF5555hk0bdq0UtsmJydjxowZMDMzw6+//lpq+cGDB/Hzzz8jOTkZffr0waxZs6BUKqv6EGqtEydOYNWqVYiOjoafnx/mzJkDHx+fSm0bGRmJp59+Gj4+Pvjmm2+Mlp08edKwXwcHBwwbNgzDhw+vjkOotf766y/89ttviIuLQ2BgIObOnQtnZ+dy19++fTuWLl1aqnz37t1Gr2/evInPP/8c165dQ8OGDTFnzhw0bNiwyuOvzbZv345t27YhOTkZrVu3xnPPPVfhfFc//fQT1q5da1Tm4OBgVJafn4/Vq1fjn3/+gV6vR8eOHfH444/DzMys2o6jthFCYO3atdi3bx8yMjLQrVs3PP300xWeg08++QR//PGHUVlAQAC+/PLLMtdfv349VqxYgfHjx2PatGlVGn9tVlRUhB9//BH//PMP8vLy0KdPHzz++OMVft+88cYbOHnypFFZx44d8e677xqVZWVl4dtvv8WRI0fg7OyMZ599Fs2bN6+W46iN8vLy8O233+LYsWPQ6/UYMmQIJk2aBIVCUe42zzzzDK5du2ZUNnDgQDz33HOG1zk5Ofjhhx9w9OhR5Ofno1mzZnjyySfh4eFRXYdS62i1WixduhRnzpyBSqXCuHHjMGzYsLtuFxMTg2XLluHSpUsICAjACy+8UOr77+eff8a2bdsghMDgwYMxderUCn9nVD1YQ0h1wt9//42goCDodDpMmTIF5ubm6NixI86ePVup7adNm4ZLly5h//79pZYtXrwYAwcOhIeHB6ZMmYKwsDC89tprVX0Itdb69evRtWtX2NjYYOrUqcjNzUXbtm0RGRl5122LioowceJEhIeH49ChQ0bL9u/fj06dOsHU1BSPPvoomjRpgokTJ2LhwoXVdCS1z9KlSzF48GB4enpiypQpuHHjBtq3b4+UlJRyt7lx4wYuXLiA5557zuhxu5iYGLRv3x6RkZGYMGGC4fWNGzeq+YhqjzfffBNTpkxBs2bN8Mgjj+D48ePo1q0bcnNzy93m6tWriI2NNTqvjz/+uNE67du3x/Hjx9G3b1/069cP33zzDXr06IH8/PzqPqRaY/r06XjppZfQoUMHjBs3Dps2bcKgQYNQ0Rh0oaGhKCwsNDq3EydOLHPdsLAwPP/88wgJCcGVK1eq6zBqHSEEhg8fjoULF6JXr14YPnw4vv76a0yaNKnC7U6ePAkrKyujc3vnjbXExES0a9cOmzdvxqhRo9ClSxdMnz4d8fHx1XlItUZhYSF69OiBH374AYMGDUL//v3xzjvvYO7cuRVu9++//8Lb29vo3Pbr189onWHDhuHLL79Enz59MG7cOBw5cgTt2rVDUlJSdR5SraHVatGmTRvs2rXL8Lf1xBNPYPHixRVud+rUKbRo0QIRERGYPHkyvLy8MHLkSKN1Xn/9dTz77LPo3r07evXqheeffx4vvfRSdR4OlUcQ1QH9+vUTw4YNMyqbMmWKePjhh++67aeffir69u0rPv74Y+Ho6Gi07Pz580KpVIq1a9calWdkZDx40HVEy5YtxaxZs4zK+vXrJ6ZNm3bXbV9++WUxadIk8cILL4jmzZsbLZs1a5bo0KGDUdns2bNFUFDQA8dcV7i4uIi33nrL8Fqv14tWrVqJefPmlbvNkiVLRJMmTSrc7+zZs0WTJk1EUVGREEIInU4nmjdvXur3WF/l5eUJlUolli1bZigrKCgQnp6e4osvvih3u9dff1306NGjwn0nJSUZvb5+/boAIHbs2PFAMdcVN27cEADEtm3bDGXp6enC3NxcbNy4sdztHn30UTFp0qS77j8/P1+0adNGrF27VjRp0kS88sorVRJ3XXDs2DEBQBw/ftxQVnK+//3333K3GzBggHjhhRcq3PekSZNEYGCgyMvLM5Tl5+cbva7Ptm7dKgCIGzduGMqOHTsmFAqFCAsLK3e7oKAgsWjRonKXJyYmlvl5ACDWr19fNcHXckuXLhWWlpZCq9UayjZu3CjMzc1Fenp6mdvo9XrRrFkzMW7cOKPy26+t4uPjhampqVizZo2h7JdffhFKpVJERUVV8VHQ3bCGkOqE+Pj4Us3hGjVqhH379qGwsLDc7UJCQrBo0SKsWrWqzCYIP/30E5ydnTF+/Hij8oqandU35Z3bXbt2VbjdH3/8gfXr15fZvBEAmjdvjqioKGRkZAAAdDodLly4gBYtWlRN4LVcYWEhkpOTjc6tQqFAw4YN73puExMTMX78eEyaNAmffPIJcnJyjJbv3r0bQ4cONTQzMzExwYgRI0o1K62vUlJSUFhYaHRuVSoVvLy87npuw8PDMWbMGEydOhXLli0r9f/Dycmp1GuFQoGsrKyqO4BarKRG6fZza2trCwcHh7ue2xMnTmDkyJGYMWMGfvrpJ+j1+lLrvPzyywgMDCy39rA+K+vcenl5QaVS3fXc7tu3DyNGjMCsWbOwceNGo2U5OTn47bff8OSTTxrN+aZWq2UzB1x8fDzUajW8vLwMZY0aNYIQAnv27Klw2w0bNmD48OF4+umnS61rZ2cHDw8PhIaGGspCQ0NhYmKCZs2aVe1B1FLx8fFwcnKCtbW1oaxRo0bIzc3FgQMHytzm6NGjuHTpUqnWLbdfW+3fvx86nc6otnvYsGFQKBSlmp9T9WNCSHVC586dsX37dqSlpQEo7iuxadMmFBYWIjo6usxtsrKyMGHCBHz11VfltvUPDQ1Fu3btsGvXLowfPx5TpkzB999/D51OV23HUtt07twZGzZsMCQdycnJ2LlzJ+Lj48ttfpeQkIDHHnsMq1atgq2tbZnrPPvss3j22WfRpEkT9OrVC40aNYKXl1epfob1lUqlQrt27fDLL7+goKAAQHFz0L///hsRERHlbqdQKNC/f38MGzYMPXr0wI8//ojWrVsjMzPTsE5kZCS8vb2NtvPy8kJUVFSZF+H1jYeHB3x9fbFmzRrD8Z47dw5nzpyp8NwqlUoMGDAAY8aMQceOHbF48WJ069atwptKn376KczNzdGzZ8+qPoxaKTAwEDY2Nvjpp58MZfv370dMTEyF51aj0WDAgAF45JFHEBgYiJdffhkjRowwWmfHjh3YunVruTeR6rs2bdpArVYbndt169ahsLCwwnNrbW2NAQMGYPLkyfDx8cGMGTMwa9Ysw/LLly+jsLAQAQEBeOWVVzBy5EjMnTsXly9frtbjqU06duyIwsJC/PLLL4ayVatWAUCF59bR0REDBgzAlClTYG9vj5EjR+Ktt94yLFepVPjzzz+xadMmtG7dGt26dcPEiRPx+++/y6Z/ZufOnXHz5k2j5K/kb7i8c1uSNNvZ2eHJJ5/EmDFj8NZbbxk1s42MjISdnR2srKwMZebm5nB0dKxUlxWqYlJXURJVRnJysujevbuwt7cX3bt3F+7u7mLy5MkCgLhy5UqZ20yePFlMnz7d8HrRokWlmoz26NFDODs7i27duol169aJb775Rnh5eYnRo0dX6/HUJpGRkaJ169bCxcXFcG7Hjx8vAJTZdFav14v+/fuL1157zVBWVpPR48ePCycnJ/G///1PbNy4UXz44YfC3t5erF69utqPqbYIDQ0VAQEBwtPTU3Tv3l14enqKESNGCHNz83K3yczMNHqdmpoqnJycxDvvvCOEKD7/AMR3331ntN6qVasEANk0ETt06JDw9vYWDRs2FF27dhUNGjQQAwcOFA0bNix3mzvP7Y0bN4S5ubn45ptvylx/69atQqlUipUrV1Zp7LXdtm3bhJOTk2jatKno1KmTaNq0qejatavo3r17udvceW5DQkKMmtpGR0cLFxcXcfDgQcM6cmsyKoQQK1euFNbW1iIoKEi0a9dOtGnTRgQFBYmxY8eWu82d53bnzp0CgDh58qQQQoiDBw8KAMLb21u88847YsOGDWLmzJlCpVIZNU+t7z799FNhbm4u2rVrJ4KCgkTPnj1FgwYNxOzZs8vd5s5z+8MPPwgTExOjpqfTp08XjRs3FsuXLxe//PKL6Nevn2jfvn25zSXro5dfflmYmZmJTp06iSZNmojRo0cLa2trsXDhwjLX/+yzz4RKpRJNmjQRS5YsEb/++qvo27evcHd3F4mJiUIIId5++23h4eFRatuGDRuKV199tVqPh0pjQkh1ytWrV8Vff/0lYmNjxapVq4RCoSjzn3JJG/9u3bqJAQMGiAEDBogmTZoIlUolBgwYIPbu3SuEEGLEiBFCo9EY7aPkyzY8PLzGjktqOp1OXLx4Ufz1118iKSlJLFy4UFhaWgq9Xl9q3cuXLwsAonfv3oZz26BBA2FlZSUGDBhguEjp1auXGDlypNG2CxcuFDY2Noa+b3JQWFgoQkNDxYEDB0R6erqYO3duhUlLWYYOHWrUh9bW1lZ89NFHRuuUXAzJSX5+vjh9+rT4+++/RVZWlpg4caLo3LnzPe2jffv2Zfa93LVrl9BoNOLzzz+vqnDrlOzsbHHixAnx77//iry8PNG9e/cKk5ayuLu7i/fee08IIcTixYuFnZ2d4X/GgAEDhKWlpWjYsKEYNGhQdRxCraXVasXRo0fF0aNHRWFhofD3968wablTUVGRUKlUhptC58+fFwBK9TPs0qWLmDBhQpXGXtulpqaKf//9V5w6dUoUFRUJGxsb8cEHH1R6+4SEBKM+g//++68AIE6dOmVYJzc3Vzg7O4sPP/ywyuOvzRISEsQ///wjzp07Z7jGWrVqVZnrrly5UgAQ69atM5Tl5OQIOzs7sXjxYiFEcdJoZmZWalsbG5tyE02qPpx2guoUf39/+Pv7AwB27dqFNm3alNlk0dLSslSfjI0bNyIuLg7PPfccAgMDAQCtW7fGkSNHjPZR0r8jMTERfn5+1XUotUpJf4iSPhG7du1Cz549y+x3WVY/reXLl+PkyZN47rnn4OvrC6C430GbNm2M1mvYsCG0Wi2ys7Nl00/T1NTU0G9SCIHdu3ejd+/e97SP1NRUuLu7G14HBwfj9OnTRuucPn0aQUFBDx5wHaJWqxEcHAwAKCgowP79+0uNGno3qampUKvVRmV79uzByJEjsWDBAsyZM6eqwq1TLCws0K5dOwDF5+j48eP4/PPPK729TqdDRkaG4dyOHj26VBO7CxcuoH379pgxY0aVxV0XWFtbo2PHjgCK+7SGhYXh448/rvT2Wq0WhYWFhnPr7+8PS0tLNGjQwGi9hg0bIi4ursrirgvs7e3RpUsXAMUjiGq12nv6f5uamgoAhnNb0u+zUaNGhnXMzMzg7u4uu3Pr4uICFxcXAMCvv/4KExMT9OjRo8x1W7duDQBGf5Pm5uZwdXVFYmIigOLvsby8PFy+fNkwhVhERAS0Wq3svstqBakzUqLKCA8PF0ePHjW83rFjh1AqlUYjf509e1YMGDBAXLt2rcx9lNVk9Nq1a0KtVovdu3cbyl599VVhb29fqilJfXX69Glx/vx5w+sff/xRKJVKceTIEUPZgQMHxIABA0RqamqZ+yiryei0adNE48aNRUpKihCieBTIYcOGicDAwGo4itrp0KFD4vr164bXH330kTA3Nzdq5rx582YxYMAAw+vvvvtO5OTkGF7/9ttvpe60/vDDD8LS0tLwe7t06ZKwsrISX3/9dTUeTe2yd+9eER8fL4Qobkb7/PPPC0dHR0OZEMXnaeLEiYbXS5cuFQUFBYbXS5YsEQDEn3/+abRfMzMz8emnn9bAUdROW7duNTQXLygoEBMnThSNGjUSWVlZhnU+/vhjQ61WVlaWWLFihaFFgU6nE/PmzRNKpVJc/H979x4UVfnGAfzLxkVgKZQ7yP0WhRQNEY1mSg6RsIIGTCMzhcRNnSkNp0gtu05ZardxRoEpJzUJLMwWpq3MPwKHUQNWbnENqF0IkNsquwJyfn84nnFdLvpLRd3v579zzrPPec+6HnjY9zxvff2U5zHGKaNFRUWCVqsVBOHSt7BRUVHCI488ojdrIicnR+xOrFKp9LpZjo6OCmlpaYK1tbXQ1dUl7s/KyhIWLVok5lar1YKjo6M41dwYHDp0SHwf+/v7hUcffVTv3ioIgpCZmSl88skngiAIQn19vaBQKMRjIyMjQnx8vODo6Ch+1tvb2wUzMzNh586dYlxFRYVgampq0J38bnZlJ9B//vlH8PX1FV588UW9mGeffVbvkZCwsDBh7dq14n2hvLxckEgk4jTysbExwcfHR0hJSRFfk56eLri7uwsXLly4mZdDk+A3hHRHsLW1RVpaGgYHB2FiYoK2tjbs2bMHMplMjOnv74dCocDw8PA15/Xx8cG+ffuQlJSEoKAgDA8PY3BwEAUFBXoPOt/N5s6di4SEBJiYmECr1aK7uxuFhYWIiIgQY7q6uqBQKK5rLbbt27cjISEBvr6+CAkJQWtrKywtLfUe+r/b2draQiaTQSqVor+/HyMjI5DL5QgICBBj2tvb9TrbnTt3Dv7+/nB3d8fw8DA6Ozuxfft2PPfcc2JMSkoKKioqEB4ejuDgYNTW1iIpKUmv0cTdTiqV4oknnoCjoyNUKhXMzMygUCjg5OQkxjQ2NuK3334Tt9VqNTw9PeHt7Y2enh4MDAwgLy8PS5cuFWPi4uJgbm4OhUKh9++SmpqKpKSkW3Nxs0wikeChhx6Cu7s7Wlpa4OLiAoVCAWtrazFGqVSKTUssLCxw6tQpbN26Fb6+vujs7MTFixdRVFRkNJ0Yr5VWq0VgYCC8vLzErsslJSV6C9OfOnUKc+bMAXCpK+ORI0ewYcMG+Pj4oKWlBVKpFEePHoWzs7P4mo8++ggrV66Ej48P/Pz8oFQq8fTTTyMnJ+eWX+Nsudwx28fHB9XV1Vi8eDH279+vF1NWVobx8XEAlxrKvP7660hPT4enpycaGhrg5uaGkpIS8bPu6emJPXv24JVXXsFXX30FGxsbVFVVISMjQ++efLerqamBl5cXPDw8UFlZiYSEBIPmUL/++qteF/FvvvkGMpkMgYGBsLe3h1KpxJYtWxATEwPg0uyZb7/9FnFxcfD394dEIsHQ0BCKi4sNZm3QzWciCNOsNEt0GxEEAbW1tdBoNAgNDYWlpaXe8cvTmhYuXKjXHvmy9vZ2tLW1TTp9RKPRoKqqCjY2NggKChJ/GBuLixcvQqlUYmxsDKGhoQY34+7ublRXVyMyMnLSG3VjYyP6+vqwcOFCg2NtbW34+++/4eDggICAAJiaGtffocbGxlBVVQWJRILQ0FC9X/yAS51HGxoaEB0dLe7TarWoqamBubm5OB1sMh0dHWhtbYW3t7fB0iHGQKfToaqqClZWVggJCTGY4tzU1ASVSqVX8Gk0GtTW1kIqlcLf39/g//pUS3cEBgYa1Xt8/vx5VFVVYd68eeIU+yudOXMG58+fx+OPPy7uGxgYQF1dHezs7ODn5wczM7Npz1FWVgZHR0e9P5AYg6GhISiVSri6usLPz8/g+OnTpyGRSPSm3Pf29uLPP/+Ek5MTfH19De4jlzU0NIiPO1y5BIOx6OvrQ11dHby8vMTHF65UXl4OW1tbvenLarUaLS0tcHNzg7e3NyQSwwb8586dQ2NjI3Q6HQICAuDg4HBTr+N2pFar0dzcjICAAL1HGC47duwYPD099T7TExMTqKqqgk6nw/333w87OzuD142OjuL06dMQBAFhYWFGs1TK7YYFIRERERERkZHiOoRERERERERGigUhERERERGRkWJBSEREREREZKRYEBIRERERERkpFoRERERERERGigUhERERERGRkWJBSEREREREZKRYEBIR0R0rNzcXycnJsz2M/+z777/H8uXLZ3sYRERkhFgQEhHRrBsbG8OXX36J+Ph4RERE4IUXXoBSqdSL2bdvHxISEvT29fT0oLW19T+ff7Lc/8Xx48chk8muOb6/vx9NTU037PxERETXynS2B0BERLR+/XoIgoA1a9bAyckJBw8exGOPPYaysjKEhYUBAPr6+tDS0nJTzn+jcx8+fBheXl43LB8REdHNwoKQiIhm3RdffAELCwtxOyIiAuXl5cjPz0dYWBh++OEH7Ny5E4ODgwgODgYAvPnmm2L84cOHsX//fvT29mLx4sXYtm0bLC0txeONjY348MMPUVtbC0dHRyQmJiIlJQUApsx97733YtOmTQAAa2trPPDAA9i8eTP8/f1nvJ6SkhLs3bt3yuM//fQTdu3aBa1Wi/DwcMyfP98gZroxXyaXy/HZZ59Bp9MhPDwcCxYsQGFhIUpLS2ccIxEREcCCkIiIbgNXFoOXmZqaYmJiAgDw5JNPIjk5GXK5HAUFBQAANzc3NDU1obKyEvn5+cjJyYFWq8XatWsxOjqKXbt2AQDq6uqwaNEibNy4EZmZmVCr1di0aRNUKhW2bNkyZW6JRCJuazQaFBQUICIiAs3NzZg3b96U11JTU4OzZ89iyZIlkx6vqKjAihUrsHXrVixbtgxHjhzBa6+9Bg8PDzFmpjEDQFlZGVauXIk33ngDy5Ytw9GjR5GRkaGXh4iIaCYmgiAIsz0IIiKiK5WWliImJgYKhQJRUVEAgB07duDAgQOorq4W49577z18/PHHUKlUkEqlAIDPP/8cu3fvRmNjIwBg1apVcHFxwe7du8XXyeVyrF69GkNDQzAxMZk092RCQ0ORlZWFzMzMKWM++OADnDx5EsXFxZMel8lkkEqlOHTokLgvKioKbW1t4rTVaxnz8uXLcd999+nleeaZZ9Dc3HzTptYSEdHdh98QEhHRbaWmpgbJycnYsGGDWAxOx9/fXywGAcDV1RU9PT3i9u+//445c+agvLwcgiBAEATodDpoNBp0d3fDxcVl0rxjY2PIzc2FXC5HV1cXxsfH0dnZib/++mva8cjlcqSmpk55vLKyEtu2bdPbFxkZiba2tusac3V1Nd566y29PEuWLEFzc/O04yMiIroSC0IiIrpt1NfX46mnnkJiYqI45XMmpqaGP8qunPwyMjKCdevWITEx0SDO3t5+yrybN29GcXEx3nnnHfj5+cHKygoZGRnQ6XRTvubs2bM4efIkvvvuuyljRkZG9J5vBAArKyuDmJnGPFmeq7eJiIhmwoKQiIhuC/X19Vi6dCni4uKwd+9emJiY6B2/55578P885RAQEICOjg6xYcxkJsv9448/4tVXX8Xq1asBABMTE1CpVNOeq7S0FA8//DCcnZ2njPH19UV9fb3evrq6uuses6+vLxoaGvT2Xb1NREQ0E65DSEREs66xsRGRkZFYsWIFcnNzDYpBAHB2doZarcbY2Nh15d64cSMOHDiAoqIicV9bWxvefvvtaXM7ODjgxIkTYmObd999F52dndOeSy6XIzY2dtqYtLQ05OXlicXbH3/8gYMHD173mFNTU5Gfny8+K6lUKg3yEBERzYQFIRERzbrs7Gz8+++/OHHiBBYsWIDg4GAEBwdjzZo1YkxsbCxcXFzg6uqK4OBgFBYWXlPu559/Hp9++inWrVsHe3t7uLi4IDo6Gg8++OC0uXfs2IFffvkFrq6usLe3x88//yyuiTiZ8fFxKBSKayoIZTIZQkJC4OHhgfj4eKxateq6x5yRkYHo6GgEBwfD09MTsbGxiImJgZmZ2TW9L0RERAC7jBIR0W2go6MDGo3GYL+1tTW8vb3FbUEQoFarMTg4CFdXV4yPj0Oj0cDHx0eMGR4ehkqlQlBQkF6uiYkJtLe3w8bGBg4ODgbnujr33LlzxUYy1tbWcHJyQmdnJ8zNzSedEnr8+HEkJydDpVJN+g3n1Xp7e3HhwgXMnz8fAwMD6OvrM1jjcKYxX50nOzsb1dXVOHbs2IznJyIiAlgQEhER3RDZ2dkYHh5GXl7eLTmfVqvF119/jfT0dEgkElRWViIyMhLvv/8+1q9ff0vGQEREdz42lSEiIroBXnrpJdjY2Nyy81lYWODMmTOws7ODVCpFb28vXn75ZWRlZd2yMRAR0Z2P3xASERHdwXQ6Hbq6uuDu7j7pEhxERETT+R/LnftISVPyTQAAAABJRU5ErkJggg==", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 900.0, + 400.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_9557bd37376e4310b7b465c8ebaea38a", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_dd039ecee7a64016a16f67602f7d1b02", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "93f6a70c7bf2454b8c4516b1bbddbfbf": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_18fc20d919ef4021b38b9b5ded89a9cb", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "9557bd37376e4310b7b465c8ebaea38a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9e00b3d9796044b48459cb9d5957fcf1": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_57b908214e714e9eac0b488bcbd5f7b3", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "9ee61bfb4adc4314acb0a664296adf9a": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_335365dd9f34410bacce9bd6f6b83de9", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "a38392f2550145e38df6b77d5764340a": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_ecd01c90aa46475982fd4afe0644f40a", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_ddc91aba59b14c75a3ba14eb7cd997f3", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "a5f3d0a7d86c4f969ff7642d40412296": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "afb40d11d62e4ba18c8712b5151f7f08": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_317f2c5534ad4b20aaf4ea59025503e6", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_812d110409cf4c8b80a3df0ccb03b08b", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "b181b2306a584f05ba7a6a65cd44d2ba": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b52fe57966b44663b74cc5c636245b49": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_52a658c6447c4ae69c4ad956cae703b7", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_6f26aca5c2724203b7a90e61767a1ded", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "b83d0e4915ca4effb6208fedbf9a3f8a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ba1106cbe62d4f0bbb2ca4a9a8a7b3fd": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ba6e1b0b76e64c4395d479ec462f1b4f": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "bbe63e0dd0e1404dabbbfaef772f8f4d": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "bef25645e1934cf4bd9ae5023a5c37e6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "befff68cedb74277a7beed9a21386d60": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c4412dae7f5942ab91b33862df47e543": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d10d8ef6a3644030b21ef829cb245152": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d318dba6fb89462abd376cf46d08d2c6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "db271f4d63f64e44b1ba67e2ab398e73": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dd039ecee7a64016a16f67602f7d1b02": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_a5f3d0a7d86c4f969ff7642d40412296", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "ddc91aba59b14c75a3ba14eb7cd997f3": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_f383a34c3c8947f58a76bc3e99849398", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "e774393fabd84db58d39147dabfe78fb": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_db271f4d63f64e44b1ba67e2ab398e73", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "e7f3f2d84cb74574b78846d53c38a791": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 1600.0, + 1200.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_7e23e726cb1a488f95d283bb6e5d4f65", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_9ee61bfb4adc4314acb0a664296adf9a", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "e95d53da3e0a43ae99db43613f9707a6": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e9f1c47328d140d19ea430e48243e35e": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_eb8586a8fcac4a70bef207c4d5c32056", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "eb30f6fa4e044508853be2f271dbf85c": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_fd41e09cf10f45c29bb9440625cafce9", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "eb8586a8fcac4a70bef207c4d5c32056": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ecc3988c28034f24b8cfdd523558407d": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_38c863315777403aa83bce04612e3d83", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "ecd01c90aa46475982fd4afe0644f40a": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ed5644dc93b14aaebc9f81be6f7d52eb": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f2a0930b6d024c98bd227131b3337e97": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "ToolbarModel", + "state": { + "_current_action": "", + "_dom_classes": [], + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "ToolbarModel", + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "ToolbarView", + "button_style": "", + "collapsed": true, + "layout": "IPY_MODEL_352442f45b5345ab99d246964b472ff9", + "orientation": "vertical", + "tabbable": null, + "toolitems": [ + [ + "Home", + "Reset original view", + "home", + "home" + ], + [ + "Back", + "Back to previous view", + "arrow-left", + "back" + ], + [ + "Forward", + "Forward to next view", + "arrow-right", + "forward" + ], + [ + "Pan", + "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", + "arrows", + "pan" + ], + [ + "Zoom", + "Zoom to rectangle\nx/y fixes axis", + "square-o", + "zoom" + ], + [ + "Download", + "Download plot", + "floppy-o", + "save_figure" + ] + ], + "tooltip": null + } + }, + "f383a34c3c8947f58a76bc3e99849398": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fd16d775125f458fb251ad134031677b": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_c4412dae7f5942ab91b33862df47e543", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_6966c9ed93ca4567a638bd0e0f44e651", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + }, + "fd41e09cf10f45c29bb9440625cafce9": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "2.0.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "2.0.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "2.0.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border_bottom": null, + "border_left": null, + "border_right": null, + "border_top": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ffda6e4cedef4fd295dce72b5b12b959": { + "model_module": "jupyter-matplotlib", + "model_module_version": "^0.12", + "model_name": "MPLCanvasModel", + "state": { + "_cursor": "pointer", + "_data_url": "data:image/png;base64,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", + "_dom_classes": [], + "_figure_label": "Figure", + "_image_mode": "full", + "_message": "", + "_model_module": "jupyter-matplotlib", + "_model_module_version": "^0.12", + "_model_name": "MPLCanvasModel", + "_rubberband_height": 0, + "_rubberband_width": 0, + "_rubberband_x": 0, + "_rubberband_y": 0, + "_size": [ + 640.0, + 480.0 + ], + "_view_count": null, + "_view_module": "jupyter-matplotlib", + "_view_module_version": "^0.12", + "_view_name": "MPLCanvasView", + "capture_scroll": false, + "footer_visible": true, + "header_visible": true, + "layout": "IPY_MODEL_bbe63e0dd0e1404dabbbfaef772f8f4d", + "pan_zoom_throttle": 33.0, + "resizable": true, + "tabbable": null, + "toolbar": "IPY_MODEL_071e5d1c47aa48a8a8b1663da23442dd", + "toolbar_position": "left", + "toolbar_visible": "fade-in-fade-out", + "tooltip": null + } + } + }, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/readme.md b/readme.md index 9c997d3..b49e1d4 100644 --- a/readme.md +++ b/readme.md @@ -6,4 +6,44 @@ They work by fitting the diffraction geometry for a series of images of powder p You will need to edit/modify them for any other detector geometry. If you can log in at ESRF you can find the data files referenced here, otherwise at Zenodo : [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.6344000.svg)](https://doi.org/10.5281/zenodo.6344000). -Uploaded to github on 6 Dec 2021 by Jon Wright. \ No newline at end of file +Uploaded to github on 6 Dec 2021 by Jon Wright. + +## Addendum, September 2026: `fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb` + +This notebook is a copy of `fitpksEiger.ipynb` (the ImageD11-based module-geometry fit is +unchanged, cell for cell, apart from one deliberate fix noted inline with `# FIXED !!!!`: +the pyFAI spatial-distortion file now uses pyFAI's own 0-to-1 pixel-corner convention +instead of the original -0.5/+0.5 one). It appends a full cross-check of the result against +pyFAI: + +- converts the converged ImageD11 geometry to a pyFAI PONI file, using pyFAI's own + `pyFAI.geometry.imaged11` ImageD11<->pyFAI conversion helpers, referencing the corrected + spatial file; +- compares peak positions computed by ImageD11 and by pyFAI's `Geometry.tth`/`chi` for the + same peaks, converged geometry, and reference CeO2 rings (should - and does - agree to a + few 0.1 mdeg, since this checks the conversion, not two independently-fitted geometries); +- as a third, independent check that doesn't touch ImageD11's peaksearch at all: runs + `integrate2d` directly on the raw calibration image and computes a background-subtracted, + per-azimuth-bin peak centroid for every visible CeO2 ring, with contaminated bins (those + whose region-of-interest touches a masked/gap pixel or the detector edge, grown by 1 + pixel) detected and excluded rather than averaged over. + +**To reproduce**, in addition to what the original notebooks above already need: + +- **pyFAI from source, not a release.** The ImageD11<->pyFAI conversion + (`pyFAI.geometry.imaged11`) lives only on an as-yet-unmerged branch: + [`kif/doc_calib_ID11`](https://github.com/kif/pyFAI/tree/doc_calib_ID11) off + [silx-kit/pyFAI](https://github.com/silx-kit/pyFAI), specifically commit `1e06043e4` + ("upgrade tutorial"; `pyFAI.version` reports `2026.9.0-dev0`). Build/install pyFAI from + that checkout (`pip install -e .` or a meson-python editable install) rather than from + PyPI/conda. +- **The raw calibration image**, in addition to the `eigerSpatial/*.flt` peak files the + original notebooks already regenerate: the notebook's final integrate2d cross-check reads + frame index 1 of `scan0001/eiger_0000.h5` directly (same beamtime/dataset as everything + else here - ESRF path `/data/id11/nanoscope/blc12841/id11/CeO2/CeO2_Spatial_distortion_apr2021/`, + or the corresponding file in the Zenodo record linked above if running outside ESRF), plus + `hdf5plugin` to read it (bitshuffle/LZ4-compressed Eiger data). + +Everything else the notebook produces along the way (`newspatial_pyFAI.h5`, `1.poni`, +`fitted_eiger_pars2.dat`, etc.) is generated by the notebook itself; nothing else needs to +be supplied by hand. \ No newline at end of file From 22ded8a91ac3093a29cd6dc2effed631bcc139cc Mon Sep 17 00:00:00 2001 From: Jonathan Wright Date: Tue, 8 Sep 2026 16:48:11 +0200 Subject: [PATCH 2/2] Silence noisy fit output and fix static rendering for GitHub - Wrap ImageD11's t.fit() calls in contextlib.redirect_stdout: Simplex.minimize() prints a "\r"-prefixed progress line per iteration (up to hundreds of lines per fit, with no way to disable it from the caller), which doesn't behave as an overwriting line outside a live terminal - it just floods the saved notebook output. The few genuinely useful prints (peaks kept after outlier rejection, etc.) are left visible outside the redirect. - Drop the `%matplotlib ipympl` cell. It switches to the interactive widget backend for the rest of the notebook, which has no static representation to save - every plot after that cell was rendering blank/disappearing when viewed statically (e.g. on GitHub). Everything now stays on the `%matplotlib inline` set at the top, so all plots are embedded as ordinary static PNGs. Re-executed top to bottom; same results as before (this only touches output formatting), file size roughly halved. Co-Authored-By: Claude Sonnet 5 --- ...sEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb | 11029 +--------------- 1 file changed, 317 insertions(+), 10712 deletions(-) diff --git a/fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb b/fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb index 1799073..a7a1365 100644 --- a/fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb +++ b/fitpksEiger_pyFAI_2026.9.0.dev0+1e06043e4.ipynb @@ -17,10 +17,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:12.955356Z", - "iopub.status.busy": "2026-09-08T14:35:12.955257Z", - "iopub.status.idle": "2026-09-08T14:35:14.777264Z", - "shell.execute_reply": "2026-09-08T14:35:14.776767Z" + "iopub.execute_input": "2026-09-08T14:47:14.443403Z", + "iopub.status.busy": "2026-09-08T14:47:14.443304Z", + "iopub.status.idle": "2026-09-08T14:47:16.394335Z", + "shell.execute_reply": "2026-09-08T14:47:16.393841Z" } }, "outputs": [ @@ -44,6 +44,7 @@ "import scipy.optimize\n", "import fabio\n", "import pyFAI, pyFAI.calibrant\n", + "import io, contextlib # to silence ImageD11's noisy per-iteration fit progress prints\n", "%matplotlib inline" ] }, @@ -52,10 +53,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:14.778805Z", - "iopub.status.busy": "2026-09-08T14:35:14.778584Z", - "iopub.status.idle": "2026-09-08T14:35:14.781247Z", - "shell.execute_reply": "2026-09-08T14:35:14.780872Z" + "iopub.execute_input": "2026-09-08T14:47:16.395786Z", + "iopub.status.busy": "2026-09-08T14:47:16.395569Z", + "iopub.status.idle": "2026-09-08T14:47:16.398219Z", + "shell.execute_reply": "2026-09-08T14:47:16.397854Z" } }, "outputs": [ @@ -79,10 +80,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:14.782317Z", - "iopub.status.busy": "2026-09-08T14:35:14.782212Z", - "iopub.status.idle": "2026-09-08T14:35:14.785851Z", - "shell.execute_reply": "2026-09-08T14:35:14.785442Z" + "iopub.execute_input": "2026-09-08T14:47:16.399182Z", + "iopub.status.busy": "2026-09-08T14:47:16.399081Z", + "iopub.status.idle": "2026-09-08T14:47:16.402926Z", + "shell.execute_reply": "2026-09-08T14:47:16.402535Z" } }, "outputs": [ @@ -114,10 +115,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:14.786697Z", - "iopub.status.busy": "2026-09-08T14:35:14.786596Z", - "iopub.status.idle": "2026-09-08T14:35:14.788246Z", - "shell.execute_reply": "2026-09-08T14:35:14.787917Z" + "iopub.execute_input": "2026-09-08T14:47:16.403865Z", + "iopub.status.busy": "2026-09-08T14:47:16.403763Z", + "iopub.status.idle": "2026-09-08T14:47:16.405455Z", + "shell.execute_reply": "2026-09-08T14:47:16.405093Z" } }, "outputs": [], @@ -130,10 +131,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:14.789238Z", - "iopub.status.busy": "2026-09-08T14:35:14.789141Z", - "iopub.status.idle": "2026-09-08T14:35:16.098652Z", - "shell.execute_reply": "2026-09-08T14:35:16.098195Z" + "iopub.execute_input": "2026-09-08T14:47:16.406409Z", + "iopub.status.busy": "2026-09-08T14:47:16.406311Z", + "iopub.status.idle": "2026-09-08T14:47:17.713257Z", + "shell.execute_reply": "2026-09-08T14:47:17.712792Z" } }, "outputs": [ @@ -189,10 +190,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:16.099987Z", - "iopub.status.busy": "2026-09-08T14:35:16.099871Z", - "iopub.status.idle": "2026-09-08T14:35:16.120090Z", - "shell.execute_reply": "2026-09-08T14:35:16.119584Z" + "iopub.execute_input": "2026-09-08T14:47:17.714570Z", + "iopub.status.busy": "2026-09-08T14:47:17.714453Z", + "iopub.status.idle": "2026-09-08T14:47:17.734879Z", + "shell.execute_reply": "2026-09-08T14:47:17.734408Z" } }, "outputs": [ @@ -221,17 +222,17 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:16.121093Z", - "iopub.status.busy": "2026-09-08T14:35:16.120981Z", - "iopub.status.idle": "2026-09-08T14:35:16.491943Z", - "shell.execute_reply": "2026-09-08T14:35:16.491485Z" + "iopub.execute_input": "2026-09-08T14:47:17.736025Z", + "iopub.status.busy": "2026-09-08T14:47:17.735915Z", + "iopub.status.idle": "2026-09-08T14:47:18.103726Z", + "shell.execute_reply": "2026-09-08T14:47:18.103268Z" } }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 7, @@ -276,17 +277,17 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:16.493119Z", - "iopub.status.busy": "2026-09-08T14:35:16.493010Z", - "iopub.status.idle": "2026-09-08T14:35:16.795284Z", - "shell.execute_reply": "2026-09-08T14:35:16.794826Z" + "iopub.execute_input": "2026-09-08T14:47:18.104860Z", + "iopub.status.busy": "2026-09-08T14:47:18.104749Z", + "iopub.status.idle": "2026-09-08T14:47:18.405303Z", + "shell.execute_reply": "2026-09-08T14:47:18.404770Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -316,10 +317,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:16.796634Z", - "iopub.status.busy": "2026-09-08T14:35:16.796519Z", - "iopub.status.idle": "2026-09-08T14:35:16.804946Z", - "shell.execute_reply": "2026-09-08T14:35:16.804537Z" + "iopub.execute_input": "2026-09-08T14:47:18.406376Z", + "iopub.status.busy": "2026-09-08T14:47:18.406265Z", + "iopub.status.idle": "2026-09-08T14:47:18.414757Z", + "shell.execute_reply": "2026-09-08T14:47:18.414284Z" } }, "outputs": [ @@ -342,10 +343,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:16.806051Z", - "iopub.status.busy": "2026-09-08T14:35:16.805946Z", - "iopub.status.idle": "2026-09-08T14:35:16.809903Z", - "shell.execute_reply": "2026-09-08T14:35:16.809436Z" + "iopub.execute_input": "2026-09-08T14:47:18.415732Z", + "iopub.status.busy": "2026-09-08T14:47:18.415628Z", + "iopub.status.idle": "2026-09-08T14:47:18.419574Z", + "shell.execute_reply": "2026-09-08T14:47:18.419154Z" } }, "outputs": [ @@ -451,10 +452,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:16.810877Z", - "iopub.status.busy": "2026-09-08T14:35:16.810773Z", - "iopub.status.idle": "2026-09-08T14:35:16.817012Z", - "shell.execute_reply": "2026-09-08T14:35:16.816595Z" + "iopub.execute_input": "2026-09-08T14:47:18.420759Z", + "iopub.status.busy": "2026-09-08T14:47:18.420651Z", + "iopub.status.idle": "2026-09-08T14:47:18.426956Z", + "shell.execute_reply": "2026-09-08T14:47:18.426509Z" } }, "outputs": [], @@ -558,10 +559,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:16.817879Z", - "iopub.status.busy": "2026-09-08T14:35:16.817773Z", - "iopub.status.idle": "2026-09-08T14:35:17.500928Z", - "shell.execute_reply": "2026-09-08T14:35:17.500433Z" + "iopub.execute_input": "2026-09-08T14:47:18.427875Z", + "iopub.status.busy": "2026-09-08T14:47:18.427770Z", + "iopub.status.idle": "2026-09-08T14:47:19.094149Z", + "shell.execute_reply": "2026-09-08T14:47:19.093712Z" } }, "outputs": [ @@ -598,10 +599,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:17.501980Z", - "iopub.status.busy": "2026-09-08T14:35:17.501868Z", - "iopub.status.idle": "2026-09-08T14:35:20.818355Z", - "shell.execute_reply": "2026-09-08T14:35:20.817820Z" + "iopub.execute_input": "2026-09-08T14:47:19.095468Z", + "iopub.status.busy": "2026-09-08T14:47:19.095351Z", + "iopub.status.idle": "2026-09-08T14:47:22.359273Z", + "shell.execute_reply": "2026-09-08T14:47:22.358746Z" }, "scrolled": true }, @@ -622,10 +623,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:20.820186Z", - "iopub.status.busy": "2026-09-08T14:35:20.820068Z", - "iopub.status.idle": "2026-09-08T14:35:20.942828Z", - "shell.execute_reply": "2026-09-08T14:35:20.942339Z" + "iopub.execute_input": "2026-09-08T14:47:22.360863Z", + "iopub.status.busy": "2026-09-08T14:47:22.360748Z", + "iopub.status.idle": "2026-09-08T14:47:22.483082Z", + "shell.execute_reply": "2026-09-08T14:47:22.482604Z" } }, "outputs": [ @@ -674,10 +675,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:20.944275Z", - "iopub.status.busy": "2026-09-08T14:35:20.944159Z", - "iopub.status.idle": "2026-09-08T14:35:21.875307Z", - "shell.execute_reply": "2026-09-08T14:35:21.874849Z" + "iopub.execute_input": "2026-09-08T14:47:22.484197Z", + "iopub.status.busy": "2026-09-08T14:47:22.484087Z", + "iopub.status.idle": "2026-09-08T14:47:23.410410Z", + "shell.execute_reply": "2026-09-08T14:47:23.409958Z" } }, "outputs": [ @@ -738,10 +739,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:21.876864Z", - "iopub.status.busy": "2026-09-08T14:35:21.876747Z", - "iopub.status.idle": "2026-09-08T14:35:21.896813Z", - "shell.execute_reply": "2026-09-08T14:35:21.896364Z" + "iopub.execute_input": "2026-09-08T14:47:23.411626Z", + "iopub.status.busy": "2026-09-08T14:47:23.411514Z", + "iopub.status.idle": "2026-09-08T14:47:23.431726Z", + "shell.execute_reply": "2026-09-08T14:47:23.431169Z" } }, "outputs": [], @@ -754,17 +755,17 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:21.898290Z", - "iopub.status.busy": "2026-09-08T14:35:21.898174Z", - "iopub.status.idle": "2026-09-08T14:35:22.266664Z", - "shell.execute_reply": "2026-09-08T14:35:22.266153Z" + "iopub.execute_input": "2026-09-08T14:47:23.433100Z", + "iopub.status.busy": "2026-09-08T14:47:23.432990Z", + "iopub.status.idle": "2026-09-08T14:47:23.801198Z", + "shell.execute_reply": "2026-09-08T14:47:23.800718Z" } }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 17, @@ -793,10 +794,10 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:22.268102Z", - "iopub.status.busy": "2026-09-08T14:35:22.267983Z", - "iopub.status.idle": "2026-09-08T14:35:25.544383Z", - "shell.execute_reply": "2026-09-08T14:35:25.543862Z" + "iopub.execute_input": "2026-09-08T14:47:23.802340Z", + "iopub.status.busy": "2026-09-08T14:47:23.802230Z", + "iopub.status.idle": "2026-09-08T14:47:27.045617Z", + "shell.execute_reply": "2026-09-08T14:47:27.045120Z" }, "scrolled": true }, @@ -812,10 +813,10 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:25.546092Z", - "iopub.status.busy": "2026-09-08T14:35:25.545978Z", - "iopub.status.idle": "2026-09-08T14:35:25.547895Z", - "shell.execute_reply": "2026-09-08T14:35:25.547512Z" + "iopub.execute_input": "2026-09-08T14:47:27.047359Z", + "iopub.status.busy": "2026-09-08T14:47:27.047246Z", + "iopub.status.idle": "2026-09-08T14:47:27.049155Z", + "shell.execute_reply": "2026-09-08T14:47:27.048773Z" } }, "outputs": [], @@ -828,10 +829,10 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:25.548728Z", - "iopub.status.busy": "2026-09-08T14:35:25.548630Z", - "iopub.status.idle": "2026-09-08T14:35:25.553283Z", - "shell.execute_reply": "2026-09-08T14:35:25.552932Z" + "iopub.execute_input": "2026-09-08T14:47:27.050065Z", + "iopub.status.busy": "2026-09-08T14:47:27.049965Z", + "iopub.status.idle": "2026-09-08T14:47:27.141793Z", + "shell.execute_reply": "2026-09-08T14:47:27.141306Z" } }, "outputs": [], @@ -845,10 +846,10 @@ "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:25.554132Z", - "iopub.status.busy": "2026-09-08T14:35:25.554030Z", - "iopub.status.idle": "2026-09-08T14:35:25.561261Z", - "shell.execute_reply": "2026-09-08T14:35:25.560876Z" + "iopub.execute_input": "2026-09-08T14:47:27.143401Z", + "iopub.status.busy": "2026-09-08T14:47:27.143282Z", + "iopub.status.idle": "2026-09-08T14:47:27.202508Z", + "shell.execute_reply": "2026-09-08T14:47:27.202017Z" } }, "outputs": [], @@ -871,17 +872,17 @@ "execution_count": 22, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:25.562181Z", - "iopub.status.busy": "2026-09-08T14:35:25.562078Z", - "iopub.status.idle": "2026-09-08T14:35:26.081085Z", - "shell.execute_reply": "2026-09-08T14:35:26.080636Z" + "iopub.execute_input": "2026-09-08T14:47:27.203868Z", + "iopub.status.busy": "2026-09-08T14:47:27.203758Z", + "iopub.status.idle": "2026-09-08T14:47:27.726472Z", + "shell.execute_reply": "2026-09-08T14:47:27.725951Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -940,10 +941,10 @@ "execution_count": 23, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:26.082362Z", - "iopub.status.busy": "2026-09-08T14:35:26.082250Z", - "iopub.status.idle": "2026-09-08T14:35:26.222001Z", - "shell.execute_reply": "2026-09-08T14:35:26.221448Z" + "iopub.execute_input": "2026-09-08T14:47:27.727545Z", + "iopub.status.busy": "2026-09-08T14:47:27.727426Z", + "iopub.status.idle": "2026-09-08T14:47:27.868961Z", + "shell.execute_reply": "2026-09-08T14:47:27.868425Z" } }, "outputs": [], @@ -961,10 +962,10 @@ "execution_count": 24, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:26.223543Z", - "iopub.status.busy": "2026-09-08T14:35:26.223429Z", - "iopub.status.idle": "2026-09-08T14:35:26.347376Z", - "shell.execute_reply": "2026-09-08T14:35:26.346866Z" + "iopub.execute_input": "2026-09-08T14:47:27.870665Z", + "iopub.status.busy": "2026-09-08T14:47:27.870544Z", + "iopub.status.idle": "2026-09-08T14:47:28.005756Z", + "shell.execute_reply": "2026-09-08T14:47:28.005244Z" } }, "outputs": [], @@ -978,10 +979,10 @@ "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:26.349034Z", - "iopub.status.busy": "2026-09-08T14:35:26.348920Z", - "iopub.status.idle": "2026-09-08T14:35:27.011711Z", - "shell.execute_reply": "2026-09-08T14:35:27.011176Z" + "iopub.execute_input": "2026-09-08T14:47:28.007329Z", + "iopub.status.busy": "2026-09-08T14:47:28.007212Z", + "iopub.status.idle": "2026-09-08T14:47:28.669692Z", + "shell.execute_reply": "2026-09-08T14:47:28.669226Z" } }, "outputs": [ @@ -1009,10 +1010,10 @@ "execution_count": 26, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:27.013018Z", - "iopub.status.busy": "2026-09-08T14:35:27.012905Z", - "iopub.status.idle": "2026-09-08T14:35:27.039085Z", - "shell.execute_reply": "2026-09-08T14:35:27.038678Z" + "iopub.execute_input": "2026-09-08T14:47:28.671069Z", + "iopub.status.busy": "2026-09-08T14:47:28.670955Z", + "iopub.status.idle": "2026-09-08T14:47:28.696888Z", + "shell.execute_reply": "2026-09-08T14:47:28.696491Z" } }, "outputs": [ @@ -1036,10 +1037,10 @@ "execution_count": 27, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:27.040281Z", - "iopub.status.busy": "2026-09-08T14:35:27.040175Z", - "iopub.status.idle": "2026-09-08T14:35:29.946940Z", - "shell.execute_reply": "2026-09-08T14:35:29.946338Z" + "iopub.execute_input": "2026-09-08T14:47:28.698155Z", + "iopub.status.busy": "2026-09-08T14:47:28.698049Z", + "iopub.status.idle": "2026-09-08T14:47:31.586148Z", + "shell.execute_reply": "2026-09-08T14:47:31.585578Z" } }, "outputs": [], @@ -1083,10128 +1084,85 @@ "execution_count": 28, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:29.948569Z", - "iopub.status.busy": "2026-09-08T14:35:29.948452Z", - "iopub.status.idle": "2026-09-08T14:35:30.536243Z", - "shell.execute_reply": "2026-09-08T14:35:30.535691Z" + "iopub.execute_input": "2026-09-08T14:47:31.587969Z", + "iopub.status.busy": "2026-09-08T14:47:31.587854Z", + "iopub.status.idle": "2026-09-08T14:47:32.123012Z", + "shell.execute_reply": "2026-09-08T14:47:32.122444Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n", - "\r", - " \r", - "Iteration = 0 Best = 294.722403 Worst = 801914.632115 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 294.722403 Worst = 252372.884368 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 294.722403 Worst = 74558.290219 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 294.722403 Worst = 15167.160830 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 294.722403 Worst = 2738.609371 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 294.722403 Worst = 352.099317 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 96.443264 Worst = 344.851913 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 51.628595 Worst = 325.218484 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 23.435553 Worst = 301.603788 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 23.435553 Worst = 295.260481 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 23.435553 Worst = 295.177956 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 23.435553 Worst = 294.722403 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 23.435553 Worst = 153.229541 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 23.435553 Worst = 96.443264 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 23.435553 Worst = 77.753482 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 23.435553 Worst = 51.793519 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 23.435553 Worst = 51.628595 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 23.435553 Worst = 46.923465 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 21.662404 Worst = 35.093870 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 20.839099 Worst = 34.988403 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 20.839099 Worst = 31.298183 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 19.284119 Worst = 29.705045 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 19.284119 Worst = 25.075172 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 18.684168 Worst = 24.702728 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 18.684168 Worst = 23.435553 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 18.150041 Worst = 21.662404 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 17.802216 Worst = 21.615477 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 17.802216 Worst = 20.839099 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 17.577067 Worst = 19.284119 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 17.517617 Worst = 18.724393 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 17.239580 Worst = 18.684168 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 17.176877 Worst = 18.150041 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 17.086863 Worst = 17.914467 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 17.086863 Worst = 17.802216 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 17.018325 Worst = 17.652723 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 17.018325 Worst = 17.577067 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 16.937239 Worst = 17.517617 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 16.937239 Worst = 17.239580 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 16.937239 Worst = 17.176877 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 16.916904 Worst = 17.086863 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 16.886407 Worst = 17.065143 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 16.886407 Worst = 17.045974 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 42 Best = 16.886407 Worst = 17.033749 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 43 Best = 16.886407 Worst = 17.018325 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 44 Best = 16.882669 Worst = 16.982520 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 45 Best = 16.882669 Worst = 16.937239 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 46 Best = 16.864989 Worst = 16.916904 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 47 Best = 16.862192 Worst = 16.900974 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 48 Best = 16.860652 Worst = 16.896432 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 49 Best = 16.859578 Worst = 16.887666 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 50 Best = 16.857992 Worst = 16.886407 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 51 Best = 16.854546 Worst = 16.882669 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 52 Best = 16.852465 Worst = 16.864989 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 53 Best = 16.845897 Worst = 16.862192 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 54 Best = 16.845897 Worst = 16.860652 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 55 Best = 16.845897 Worst = 16.859578 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 56 Best = 16.845897 Worst = 16.857992 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 57 Best = 16.840300 Worst = 16.854546 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 58 Best = 16.834743 Worst = 16.852465 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 59 Best = 16.834743 Worst = 16.850667 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 60 Best = 16.834743 Worst = 16.849696 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 61 Best = 16.828176 Worst = 16.847676 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 62 Best = 16.806318 Worst = 16.845897 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 63 Best = 16.806318 Worst = 16.843399 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 64 Best = 16.806318 Worst = 16.840300 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 65 Best = 16.796528 Worst = 16.840178 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 66 Best = 16.796528 Worst = 16.834743 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 67 Best = 16.780137 Worst = 16.828176 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 68 Best = 16.733128 Worst = 16.817645 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 69 Best = 16.733128 Worst = 16.812412 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 70 Best = 16.733128 Worst = 16.806318 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 71 Best = 16.698506 Worst = 16.798367 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 72 Best = 16.673990 Worst = 16.796528 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 73 Best = 16.598528 Worst = 16.780137 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 74 Best = 16.598528 Worst = 16.758903 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 75 Best = 16.524667 Worst = 16.738625 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 76 Best = 16.452323 Worst = 16.733128 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 77 Best = 16.452323 Worst = 16.698506 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 78 Best = 16.452323 Worst = 16.673990 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 79 Best = 16.251909 Worst = 16.624532 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 80 Best = 16.251909 Worst = 16.598528 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 81 Best = 16.251909 Worst = 16.524667 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 82 Best = 16.251909 Worst = 16.516838 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 83 Best = 16.250652 Worst = 16.458778 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 84 Best = 16.149312 Worst = 16.452323 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 85 Best = 16.149312 Worst = 16.436376 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 86 Best = 16.096799 Worst = 16.330854 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 87 Best = 16.057917 Worst = 16.290247 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 88 Best = 16.057917 Worst = 16.281349 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 89 Best = 16.057839 Worst = 16.251909 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 90 Best = 16.057839 Worst = 16.250652 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 91 Best = 16.057839 Worst = 16.149312 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 92 Best = 16.036388 Worst = 16.109575 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 93 Best = 16.036388 Worst = 16.096799 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 94 Best = 16.036388 Worst = 16.075168 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 95 Best = 16.022110 Worst = 16.070312 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 96 Best = 16.022110 Worst = 16.057917 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 97 Best = 16.012153 Worst = 16.057839 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 98 Best = 16.012153 Worst = 16.056256 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 99 Best = 16.010761 Worst = 16.050769 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 100 Best = 16.009535 Worst = 16.048293 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 101 Best = 16.009535 Worst = 16.036388 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 102 Best = 16.003697 Worst = 16.031836 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 103 Best = 16.001800 Worst = 16.030194 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 104 Best = 15.998248 Worst = 16.022110 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 105 Best = 15.983306 Worst = 16.012153 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 106 Best = 15.983306 Worst = 16.010761 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 107 Best = 15.983306 Worst = 16.009535 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 108 Best = 15.983306 Worst = 16.007582 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 109 Best = 15.983306 Worst = 16.003697 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 110 Best = 15.983306 Worst = 16.001800 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 111 Best = 15.983306 Worst = 15.999173 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 112 Best = 15.983306 Worst = 15.998248 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 113 Best = 15.983306 Worst = 15.996871 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 114 Best = 15.983075 Worst = 15.994427 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 115 Best = 15.974828 Worst = 15.993447 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 116 Best = 15.974828 Worst = 15.991089 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 117 Best = 15.974828 Worst = 15.989613 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 118 Best = 15.974828 Worst = 15.987454 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 119 Best = 15.974828 Worst = 15.983306 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 120 Best = 15.974828 Worst = 15.983075 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 121 Best = 15.974828 Worst = 15.983060 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 122 Best = 15.967787 Worst = 15.982675 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 123 Best = 15.967787 Worst = 15.980056 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 124 Best = 15.967787 Worst = 15.977318 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 125 Best = 15.955540 Worst = 15.976481 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 126 Best = 15.955540 Worst = 15.975775 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 127 Best = 15.955540 Worst = 15.975636 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 128 Best = 15.955540 Worst = 15.974828 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 129 Best = 15.955540 Worst = 15.971578 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 130 Best = 15.942686 Worst = 15.967787 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 131 Best = 15.939447 Worst = 15.964003 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 132 Best = 15.927799 Worst = 15.962902 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 133 Best = 15.927799 Worst = 15.959512 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 134 Best = 15.927686 Worst = 15.957894 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 135 Best = 15.892884 Worst = 15.955540 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 136 Best = 15.857002 Worst = 15.942686 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 137 Best = 15.857002 Worst = 15.939522 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 138 Best = 15.857002 Worst = 15.939447 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 139 Best = 15.857002 Worst = 15.927799 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 140 Best = 15.856313 Worst = 15.927686 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 141 Best = 15.757599 Worst = 15.892884 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 142 Best = 15.757599 Worst = 15.885402 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 143 Best = 15.757599 Worst = 15.877937 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 144 Best = 15.757599 Worst = 15.866403 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 145 Best = 15.757599 Worst = 15.857002 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 146 Best = 15.703723 Worst = 15.856313 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 147 Best = 15.589163 Worst = 15.798891 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 148 Best = 15.589163 Worst = 15.791869 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 149 Best = 15.589163 Worst = 15.780270 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 150 Best = 15.589163 Worst = 15.764571 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 151 Best = 15.546479 Worst = 15.757599 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 152 Best = 15.546479 Worst = 15.703723 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 153 Best = 15.464198 Worst = 15.674389 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 154 Best = 15.464198 Worst = 15.668751 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 155 Best = 15.365986 Worst = 15.623246 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 156 Best = 15.365986 Worst = 15.589163 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 157 Best = 15.365986 Worst = 15.559902 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 158 Best = 15.365986 Worst = 15.546479 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 159 Best = 15.365986 Worst = 15.483887 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 160 Best = 15.365986 Worst = 15.479964 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 161 Best = 15.365986 Worst = 15.464198 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 162 Best = 15.365986 Worst = 15.452236 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 163 Best = 15.365986 Worst = 15.438957 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 164 Best = 15.365986 Worst = 15.432367 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 165 Best = 15.365986 Worst = 15.407567 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 166 Best = 15.338420 Worst = 15.403658 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 167 Best = 15.319430 Worst = 15.388042 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 168 Best = 15.319430 Worst = 15.380633 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 169 Best = 15.319430 Worst = 15.372053 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 170 Best = 15.301721 Worst = 15.371511 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 171 Best = 15.301721 Worst = 15.365986 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 172 Best = 15.301721 Worst = 15.349584 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 173 Best = 15.301721 Worst = 15.347880 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 174 Best = 15.301721 Worst = 15.339199 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 175 Best = 15.301721 Worst = 15.338420 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 176 Best = 15.301721 Worst = 15.336240 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 177 Best = 15.299818 Worst = 15.332547 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 178 Best = 15.299818 Worst = 15.319430 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 179 Best = 15.297856 Worst = 15.315412 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 180 Best = 15.297856 Worst = 15.312584 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 181 Best = 15.286822 Worst = 15.312429 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 182 Best = 15.286822 Worst = 15.305607 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 183 Best = 15.286822 Worst = 15.301721 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 184 Best = 15.286822 Worst = 15.299818 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 185 Best = 15.286822 Worst = 15.298149 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 186 Best = 15.286822 Worst = 15.297856 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 187 Best = 15.286822 Worst = 15.296371 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 188 Best = 15.286822 Worst = 15.295515 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 189 Best = 15.276777 Worst = 15.292350 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 190 Best = 15.276777 Worst = 15.292348 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 191 Best = 15.276777 Worst = 15.289478 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 192 Best = 15.276777 Worst = 15.289176 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 193 Best = 15.276777 Worst = 15.287908 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 194 Best = 15.276777 Worst = 15.287464 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 195 Best = 15.276777 Worst = 15.286900 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 196 Best = 15.276777 Worst = 15.286843 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 197 Best = 15.276777 Worst = 15.286822 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 198 Best = 15.276777 Worst = 15.283214 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 199 Best = 15.276777 Worst = 15.282953 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 200 Best = 15.276777 Worst = 15.282811 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 201 Best = 15.274894 Worst = 15.282591 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 202 Best = 15.274894 Worst = 15.281833 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 203 Best = 15.274894 Worst = 15.279612 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 204 Best = 15.274894 Worst = 15.278921 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 205 Best = 15.274894 Worst = 15.277892 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 206 Best = 15.274894 Worst = 15.277222 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 207 Best = 15.274894 Worst = 15.277178 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 208 Best = 15.274894 Worst = 15.277073 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 209 Best = 15.274894 Worst = 15.276777 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 210 Best = 15.274894 Worst = 15.276473 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 211 Best = 15.274894 Worst = 15.276431 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 212 Best = 15.274786 Worst = 15.275410 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 213 Best = 15.274553 Worst = 15.275395 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 214 Best = 15.274553 Worst = 15.275287 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 215 Best = 15.274553 Worst = 15.275150 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 216 Best = 15.274318 Worst = 15.275032 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 217 Best = 15.274260 Worst = 15.274901 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 218 Best = 15.274260 Worst = 15.274894 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 219 Best = 15.274260 Worst = 15.274813 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 220 Best = 15.274260 Worst = 15.274786 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 221 Best = 15.274260 Worst = 15.274553 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 15.274084 Worst = 11438.947526 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 15.274084 Worst = 2938.163602 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 15.274084 Worst = 754.587498 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 15.274084 Worst = 201.201561 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 15.274084 Worst = 61.911756 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 15.274084 Worst = 26.973793 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 15.274084 Worst = 18.226435 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 15.274084 Worst = 16.038795 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 15.274084 Worst = 15.810735 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 15.274084 Worst = 15.790869 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 15.274084 Worst = 15.492191 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 15.274084 Worst = 15.429137 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 15.274084 Worst = 15.356253 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 15.274084 Worst = 15.318637 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 15.274084 Worst = 15.310252 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 15.274084 Worst = 15.291831 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 15.274084 Worst = 15.284867 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 15.274084 Worst = 15.282630 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 15.274084 Worst = 15.277539 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 15.274084 Worst = 15.277442 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 15.274084 Worst = 15.276894 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 15.274084 Worst = 15.276409 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 15.274084 Worst = 15.276221 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 15.274084 Worst = 15.275903 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 15.274084 Worst = 15.274454 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 15.273941 Worst = 15.274411 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 15.273941 Worst = 15.274331 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 15.273824 Worst = 15.274277 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 15.273824 Worst = 15.274260 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 15.273484 Worst = 15.274152 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 15.273484 Worst = 15.274131 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 15.273484 Worst = 15.274084 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 15.273484 Worst = 15.273941 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 15.273484 Worst = 15.273865 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 15.273484 Worst = 15.273824 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 15.273385 Worst = 15.273752 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 15.273384 Worst = 15.273744 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 15.273384 Worst = 15.273719 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 15.273384 Worst = 15.273585 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1127.4041266588506, 1058.7373595975837, 420.53593587054263, np.float64(-0.009250732418115568), np.float64(-0.005932307883494102), 0.22550379916253321]\n" - ] - } - ], - "source": [ - "t = transformer()\n", - "t.loadfiltered(\"eigerSpatial/1.flt\")\n", - "c = t.colfile\n", - "c.sc[:] = ds[np.round( c.s_raw[:].astype(int) ), np.round( c.f_raw[:].astype(int) ) ] + c.s_raw[:]\n", - "c.fc[:] = df[np.round( c.s_raw[:].astype(int) ), np.round( c.f_raw[:].astype(int) ) ] + c.f_raw[:]\n", - "t.loadfileparameters(\"eigerSpatial/1s.par\")\n", - "# Use the same precise CeO2 lattice parameter as pyFAI (variable a0, defined above) instead\n", - "# of the par file's rounded 'cell__a 5.411'. Otherwise the whole-pattern fit below (which\n", - "# refines 'wavelength' to match the *wrong* d-spacings) silently absorbs the ~120 ppm\n", - "# lattice-parameter error into the fitted wavelength, biasing every tth downstream.\n", - "for k in ('cell__a', 'cell__b', 'cell__c'):\n", - " t.parameterobj.parameters[k] = a0_ceo2\n", - "t.compute_tth_eta()\n", - "t.addcellpeaks()\n", - "t.parameterobj.varylist.append('wavelength')\n", - "t.fit()" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-08T14:35:30.537624Z", - "iopub.status.busy": "2026-09-08T14:35:30.537506Z", - "iopub.status.idle": "2026-09-08T14:35:31.465082Z", - "shell.execute_reply": "2026-09-08T14:35:31.464536Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 44.813638 Worst = 3200967.084951 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 44.813638 Worst = 976360.355252 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 44.813638 Worst = 272538.136305 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 44.813638 Worst = 72626.062772 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 44.813638 Worst = 19025.159725 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 44.813638 Worst = 4563.350978 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 44.813638 Worst = 1114.584502 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 44.813638 Worst = 297.621553 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 44.813638 Worst = 114.521959 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 44.813638 Worst = 113.155225 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 44.813638 Worst = 107.939674 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 30.216342 Worst = 105.927260 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 27.571752 Worst = 98.097316 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 26.616618 Worst = 81.582540 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 26.616618 Worst = 76.714888 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 26.616618 Worst = 73.500350 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 26.616618 Worst = 44.813638 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 26.616618 Worst = 38.455961 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 26.616618 Worst = 36.488669 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 23.616391 Worst = 34.888799 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 20.603986 Worst = 33.662016 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 20.603986 Worst = 31.744471 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 20.603986 Worst = 30.216342 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 20.603986 Worst = 27.571752 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 20.603986 Worst = 26.616618 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 16.589564 Worst = 25.413392 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 16.589564 Worst = 23.658536 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 16.589564 Worst = 23.616391 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 16.589564 Worst = 22.899685 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 16.589564 Worst = 20.810724 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 16.589564 Worst = 20.603986 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 15.112756 Worst = 20.126780 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 15.112756 Worst = 19.707386 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 15.112756 Worst = 18.861483 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 15.112756 Worst = 18.215921 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 15.112756 Worst = 17.959853 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 13.301144 Worst = 16.860744 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 13.301144 Worst = 16.802429 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 13.301144 Worst = 16.589564 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 10.802932 Worst = 15.709395 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 10.802932 Worst = 15.364934 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 10.802932 Worst = 15.336390 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 42 Best = 10.802932 Worst = 15.188949 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 43 Best = 10.802932 Worst = 15.112756 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 44 Best = 10.802932 Worst = 14.735824 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 45 Best = 10.802932 Worst = 13.301144 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 46 Best = 7.992927 Worst = 12.343678 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 47 Best = 7.992927 Worst = 12.298260 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 48 Best = 7.992927 Worst = 11.828144 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 49 Best = 5.963338 Worst = 11.156820 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 50 Best = 5.963338 Worst = 10.820471 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 51 Best = 5.963338 Worst = 10.802932 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 52 Best = 2.824223 Worst = 9.945773 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 53 Best = 2.824223 Worst = 9.169192 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 54 Best = 2.824223 Worst = 8.261249 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 55 Best = 2.824223 Worst = 7.992927 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 56 Best = 2.824223 Worst = 6.767539 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 57 Best = 2.741790 Worst = 6.516849 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 58 Best = 2.741790 Worst = 5.963338 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 59 Best = 1.855987 Worst = 5.648399 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 60 Best = 1.800310 Worst = 4.218244 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 61 Best = 1.800310 Worst = 4.089259 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 62 Best = 1.800310 Worst = 3.263290 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 63 Best = 1.021063 Worst = 2.916625 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 64 Best = 1.021063 Worst = 2.824223 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 65 Best = 1.021063 Worst = 2.741790 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 66 Best = 1.021063 Worst = 2.016789 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 67 Best = 1.021063 Worst = 1.855987 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 68 Best = 1.021063 Worst = 1.800310 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 69 Best = 1.000368 Worst = 1.767303 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 70 Best = 1.000368 Worst = 1.532488 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 71 Best = 0.975830 Worst = 1.441014 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 72 Best = 0.937958 Worst = 1.374008 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 73 Best = 0.937958 Worst = 1.105735 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 74 Best = 0.835341 Worst = 1.050426 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 75 Best = 0.835341 Worst = 1.028131 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 76 Best = 0.802518 Worst = 1.021063 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 77 Best = 0.780506 Worst = 1.000368 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 78 Best = 0.780506 Worst = 0.975830 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 79 Best = 0.780506 Worst = 0.937958 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 80 Best = 0.765785 Worst = 0.933295 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 81 Best = 0.765785 Worst = 0.894501 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 82 Best = 0.765785 Worst = 0.835341 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 83 Best = 0.748106 Worst = 0.823568 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 84 Best = 0.739818 Worst = 0.809888 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 85 Best = 0.739818 Worst = 0.802518 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 86 Best = 0.739818 Worst = 0.793718 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 87 Best = 0.729723 Worst = 0.780506 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 88 Best = 0.729723 Worst = 0.777451 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 89 Best = 0.720575 Worst = 0.772578 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 90 Best = 0.720575 Worst = 0.765785 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 91 Best = 0.720575 Worst = 0.748106 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 92 Best = 0.720575 Worst = 0.745899 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 93 Best = 0.709944 Worst = 0.739818 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 94 Best = 0.709940 Worst = 0.730354 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 95 Best = 0.709940 Worst = 0.729723 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 96 Best = 0.695963 Worst = 0.726996 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 97 Best = 0.695963 Worst = 0.726362 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 98 Best = 0.695963 Worst = 0.720575 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 99 Best = 0.695963 Worst = 0.710557 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 100 Best = 0.695963 Worst = 0.709944 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 101 Best = 0.695963 Worst = 0.709940 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 102 Best = 0.690924 Worst = 0.707045 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 103 Best = 0.688830 Worst = 0.706948 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 104 Best = 0.688830 Worst = 0.705174 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 105 Best = 0.688830 Worst = 0.704754 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 106 Best = 0.688830 Worst = 0.704312 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 107 Best = 0.688830 Worst = 0.698035 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 108 Best = 0.688830 Worst = 0.695963 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 109 Best = 0.688830 Worst = 0.694844 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 110 Best = 0.687815 Worst = 0.692625 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 111 Best = 0.684606 Worst = 0.690924 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 112 Best = 0.684606 Worst = 0.690469 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 113 Best = 0.681351 Worst = 0.689476 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 114 Best = 0.681351 Worst = 0.689398 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 115 Best = 0.681351 Worst = 0.688830 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 116 Best = 0.681351 Worst = 0.687815 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 117 Best = 0.681351 Worst = 0.687596 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 118 Best = 0.681351 Worst = 0.684740 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 119 Best = 0.681351 Worst = 0.684606 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 120 Best = 0.681351 Worst = 0.684272 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 121 Best = 0.681351 Worst = 0.683744 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 122 Best = 0.680699 Worst = 0.683103 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 123 Best = 0.680699 Worst = 0.682492 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 124 Best = 0.680699 Worst = 0.682331 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 125 Best = 0.680699 Worst = 0.681937 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 126 Best = 0.680462 Worst = 0.681862 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 127 Best = 0.680402 Worst = 0.681351 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 128 Best = 0.680402 Worst = 0.681131 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 129 Best = 0.680340 Worst = 0.681123 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 130 Best = 0.680340 Worst = 0.680918 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 131 Best = 0.680301 Worst = 0.680748 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 132 Best = 0.680231 Worst = 0.680699 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 133 Best = 0.680231 Worst = 0.680462 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.680231 Worst = 46187.584521 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.680231 Worst = 11813.041603 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.680231 Worst = 2988.406566 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.680231 Worst = 752.301683 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.680231 Worst = 189.341900 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.680231 Worst = 48.037327 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.680231 Worst = 12.436618 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.680231 Worst = 3.626133 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.680231 Worst = 1.436058 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.680231 Worst = 1.190281 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.680231 Worst = 1.157529 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.680231 Worst = 0.894464 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.680231 Worst = 0.832779 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.680231 Worst = 0.785332 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.680231 Worst = 0.756916 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.680231 Worst = 0.737160 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.680231 Worst = 0.726157 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.680231 Worst = 0.722413 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.680231 Worst = 0.711481 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.680231 Worst = 0.706604 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.680231 Worst = 0.696773 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.680231 Worst = 0.691316 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.680231 Worst = 0.689606 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.680231 Worst = 0.686732 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.680231 Worst = 0.686383 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.680231 Worst = 0.683987 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.680231 Worst = 0.683389 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.680231 Worst = 0.683158 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.680231 Worst = 0.682991 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.680231 Worst = 0.682769 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.680231 Worst = 0.682380 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.680231 Worst = 0.681659 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.680231 Worst = 0.681628 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.680231 Worst = 0.681152 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.680231 Worst = 0.681137 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.680231 Worst = 0.681018 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.680231 Worst = 0.680777 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.680231 Worst = 0.680760 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.680231 Worst = 0.680629 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 0.680231 Worst = 0.680549 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 0.680231 Worst = 0.680510 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 0.680231 Worst = 0.680450 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1127.2612774956806, 1058.3757926465346, 420.5760581764607, np.float64(0.0010924893780714243), np.float64(-0.001559001521288593), 0.22543631597988445]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.564450 Worst = 3344555.656022 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.564450 Worst = 1017668.302290 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.564450 Worst = 282787.719371 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.564450 Worst = 74677.630181 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.564450 Worst = 19191.957324 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.564450 Worst = 4863.518378 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.564450 Worst = 1224.819389 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.564450 Worst = 309.206665 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.564450 Worst = 80.185217 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.564450 Worst = 51.077936 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.564450 Worst = 47.341195 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.564450 Worst = 23.230635 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.564450 Worst = 15.807943 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.564450 Worst = 11.708859 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.564450 Worst = 7.298534 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.564450 Worst = 5.444053 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.564450 Worst = 5.311621 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.564450 Worst = 4.819381 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.564450 Worst = 3.983603 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.564450 Worst = 3.416598 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.564450 Worst = 1.724498 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.564450 Worst = 1.551130 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.564450 Worst = 1.484230 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.564450 Worst = 1.423283 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.564450 Worst = 1.361838 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.564450 Worst = 1.248880 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.564450 Worst = 0.828087 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.564450 Worst = 0.794091 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.564450 Worst = 0.772004 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.564450 Worst = 0.768901 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.564450 Worst = 0.766249 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.564450 Worst = 0.748747 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.564450 Worst = 0.737868 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.564450 Worst = 0.664576 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.564450 Worst = 0.632110 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.554388 Worst = 0.629431 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.554388 Worst = 0.613010 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.554388 Worst = 0.610375 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.554388 Worst = 0.607103 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 0.554388 Worst = 0.605701 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 0.554388 Worst = 0.595038 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 0.554388 Worst = 0.590088 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 42 Best = 0.551276 Worst = 0.574849 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 43 Best = 0.550359 Worst = 0.568548 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 44 Best = 0.547665 Worst = 0.565589 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 45 Best = 0.547665 Worst = 0.564450 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 46 Best = 0.547665 Worst = 0.560752 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 47 Best = 0.545193 Worst = 0.554388 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 48 Best = 0.545193 Worst = 0.553848 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 49 Best = 0.544591 Worst = 0.552029 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 50 Best = 0.544591 Worst = 0.551276 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 51 Best = 0.544591 Worst = 0.550359 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 52 Best = 0.544591 Worst = 0.550128 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 53 Best = 0.544303 Worst = 0.548362 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 54 Best = 0.544303 Worst = 0.547665 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 55 Best = 0.543765 Worst = 0.547661 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 56 Best = 0.543717 Worst = 0.546822 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 57 Best = 0.543397 Worst = 0.545559 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 58 Best = 0.543125 Worst = 0.545193 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 59 Best = 0.543125 Worst = 0.544591 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 60 Best = 0.542755 Worst = 0.544303 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 61 Best = 0.542755 Worst = 0.543765 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 62 Best = 0.542755 Worst = 0.543717 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 63 Best = 0.542755 Worst = 0.543397 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 64 Best = 0.542738 Worst = 0.543373 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 65 Best = 0.542667 Worst = 0.543188 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 66 Best = 0.542642 Worst = 0.543125 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 67 Best = 0.542551 Worst = 0.542833 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.542551 Worst = 48353.835614 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.542551 Worst = 12362.831262 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.542551 Worst = 3125.478698 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.542551 Worst = 785.760516 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.542551 Worst = 197.178585 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.542551 Worst = 49.672275 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.542551 Worst = 12.799923 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.542551 Worst = 3.607121 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.542551 Worst = 1.324465 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.542551 Worst = 1.057280 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.542551 Worst = 1.002800 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.542551 Worst = 0.761937 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.542551 Worst = 0.689195 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.542551 Worst = 0.687313 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.542551 Worst = 0.611922 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.542551 Worst = 0.595806 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.542551 Worst = 0.583112 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.542551 Worst = 0.574365 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.542551 Worst = 0.573013 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.542551 Worst = 0.555905 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.542551 Worst = 0.553872 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.542551 Worst = 0.553034 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.542551 Worst = 0.550252 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.542551 Worst = 0.549297 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.542551 Worst = 0.545529 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.542551 Worst = 0.545386 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.542551 Worst = 0.545384 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.542551 Worst = 0.544673 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.542551 Worst = 0.544408 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.542551 Worst = 0.544204 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.542551 Worst = 0.543916 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.542551 Worst = 0.543742 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.542551 Worst = 0.543283 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.542551 Worst = 0.543168 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.542551 Worst = 0.542982 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.542551 Worst = 0.542973 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.542551 Worst = 0.542958 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.542551 Worst = 0.542930 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.542551 Worst = 0.542847 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1127.2468881233099, 1058.3602440793238, 420.57321056831177, np.float64(0.0012210743617667263), np.float64(-0.0014365809862786705), 0.22543625893203098]\n", - "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.542551 Worst = 3344350.363377 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.542551 Worst = 1017529.057940 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.542551 Worst = 282705.765663 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.542551 Worst = 74633.121959 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.542551 Worst = 19168.842619 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.542551 Worst = 4851.837776 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.542551 Worst = 1219.049668 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.542551 Worst = 306.442082 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.542551 Worst = 78.935786 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.542551 Worst = 51.721632 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.542551 Worst = 47.854768 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.542551 Worst = 22.741946 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.542551 Worst = 15.840953 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.542551 Worst = 14.968947 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.542551 Worst = 7.166460 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.542551 Worst = 5.776272 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.542551 Worst = 5.093432 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.542551 Worst = 4.044524 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.542551 Worst = 3.595219 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.542551 Worst = 1.780681 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.542551 Worst = 1.689001 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.542551 Worst = 1.581608 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.542551 Worst = 1.539812 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.542551 Worst = 1.328397 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.542551 Worst = 1.257798 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.542551 Worst = 0.843348 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.542551 Worst = 0.819182 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.542551 Worst = 0.813069 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.542551 Worst = 0.778705 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.542551 Worst = 0.743594 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.542551 Worst = 0.730924 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.542551 Worst = 0.673387 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.542551 Worst = 0.635630 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.542551 Worst = 0.618940 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.542551 Worst = 0.607494 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.542551 Worst = 0.606812 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.542551 Worst = 0.601704 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.542551 Worst = 0.589154 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.542551 Worst = 0.574249 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 0.542551 Worst = 0.564941 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 0.542551 Worst = 0.563274 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 0.542551 Worst = 0.557855 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 42 Best = 0.542551 Worst = 0.556230 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 43 Best = 0.542551 Worst = 0.552933 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 44 Best = 0.542551 Worst = 0.551687 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 45 Best = 0.542551 Worst = 0.550176 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 46 Best = 0.542551 Worst = 0.548579 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 47 Best = 0.542551 Worst = 0.547460 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 48 Best = 0.542551 Worst = 0.547435 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 49 Best = 0.542551 Worst = 0.547397 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 50 Best = 0.542551 Worst = 0.547223 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 51 Best = 0.542551 Worst = 0.546450 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 52 Best = 0.542551 Worst = 0.546335 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 53 Best = 0.542551 Worst = 0.545499 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 54 Best = 0.542551 Worst = 0.545238 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 55 Best = 0.542551 Worst = 0.544234 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 56 Best = 0.542551 Worst = 0.544190 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 57 Best = 0.542551 Worst = 0.543862 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 58 Best = 0.542551 Worst = 0.543779 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 59 Best = 0.542551 Worst = 0.543628 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 60 Best = 0.542551 Worst = 0.543522 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 61 Best = 0.542551 Worst = 0.543391 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 62 Best = 0.542551 Worst = 0.543360 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 63 Best = 0.542551 Worst = 0.543305 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 64 Best = 0.542242 Worst = 0.543039 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 65 Best = 0.542242 Worst = 0.542937 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 66 Best = 0.542242 Worst = 0.542859 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 67 Best = 0.542242 Worst = 0.542824 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 68 Best = 0.542242 Worst = 0.542809 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 69 Best = 0.542242 Worst = 0.542681 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 70 Best = 0.542192 Worst = 0.542605 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 71 Best = 0.542161 Worst = 0.542551 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 72 Best = 0.542161 Worst = 0.542512 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 73 Best = 0.542056 Worst = 0.542369 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 74 Best = 0.542046 Worst = 0.542356 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 75 Best = 0.542046 Worst = 0.542293 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.542046 Worst = 48355.163301 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.542046 Worst = 12364.040235 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.542046 Worst = 3126.225204 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.542046 Worst = 786.169986 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.542046 Worst = 197.392432 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.542046 Worst = 49.781452 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.542046 Worst = 12.855040 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.542046 Worst = 3.634775 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.542046 Worst = 1.338280 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.542046 Worst = 1.055721 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.542046 Worst = 1.004388 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.542046 Worst = 0.768804 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.542046 Worst = 0.691924 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.542046 Worst = 0.681613 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.542046 Worst = 0.613367 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.542046 Worst = 0.591942 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.542046 Worst = 0.586668 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.542046 Worst = 0.575325 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.542046 Worst = 0.570313 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.542046 Worst = 0.556431 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.542046 Worst = 0.552108 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.542046 Worst = 0.551851 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.542046 Worst = 0.549518 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.542046 Worst = 0.548957 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.542046 Worst = 0.548096 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.542046 Worst = 0.544852 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.542046 Worst = 0.544136 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.542046 Worst = 0.543768 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.542046 Worst = 0.543696 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.542046 Worst = 0.543605 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.542046 Worst = 0.543323 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.541948 Worst = 0.543284 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.541948 Worst = 0.542899 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.541948 Worst = 0.542461 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.541878 Worst = 0.542321 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.541878 Worst = 0.542106 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1127.2435312889684, 1058.3577047614922, 420.5772371692318, np.float64(0.001246250461673545), np.float64(-0.0014230563756474227), 0.22543399518511487]\n" - ] - } - ], - "source": [ - "t.fit_tolerance=0.005\n", - "for i in range(3):\n", - " t.addcellpeaks() \n", - " t.fit()\n", - " t.compute_tth_eta()\n", - "t.addcellpeaks() # wavelenght is fitted" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The whole-pattern fit above weights every associated peak equally in its least-squares\n", - "objective, so a modest population of badly-centroided/overlapping/spurious peaks within the\n", - "coarse `fit_tolerance` (0.025 deg) ring-association window can drag the geometry away from\n", - "the bulk of well-behaved peaks. Below we do a robust per-ring outlier rejection: for each\n", - "ring, keep only the peaks within 10x the per-ring median absolute deviation (MAD) in tth\n", - "of the ring's own mean, directly on the columnfile used for fitting, then refit on the\n", - "cleaned peak set.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-08T14:35:31.466584Z", - "iopub.status.busy": "2026-09-08T14:35:31.466467Z", - "iopub.status.idle": "2026-09-08T14:35:32.488261Z", - "shell.execute_reply": "2026-09-08T14:35:32.487703Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "keeping 51573 / 52646 peaks after per-ring 10xMAD outlier rejection (tth)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.305629 Worst = 3343146.110062 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.305629 Worst = 1017153.262298 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.305629 Worst = 282595.191199 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.305629 Worst = 74600.443714 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.305629 Worst = 19158.552067 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.305629 Worst = 4848.184913 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.305629 Worst = 1217.520640 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.305629 Worst = 305.668958 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.305629 Worst = 78.463187 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.305629 Worst = 51.364164 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.305629 Worst = 47.752630 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.305629 Worst = 22.400135 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.305629 Worst = 15.706607 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.305629 Worst = 14.842945 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.305629 Worst = 6.850978 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.305629 Worst = 5.505097 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.305629 Worst = 4.935925 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.305629 Worst = 3.864333 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.305629 Worst = 3.420026 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.305629 Worst = 1.522046 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.305629 Worst = 1.451113 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.305629 Worst = 1.372193 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.305629 Worst = 1.278777 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.305629 Worst = 1.120490 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.305629 Worst = 1.050989 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.305629 Worst = 0.622878 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.305629 Worst = 0.580047 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.305629 Worst = 0.576481 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.305629 Worst = 0.540125 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.305629 Worst = 0.536241 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.305629 Worst = 0.483005 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.305629 Worst = 0.463331 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.305629 Worst = 0.420161 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.305629 Worst = 0.387469 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.305629 Worst = 0.361073 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.305629 Worst = 0.353413 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.305629 Worst = 0.351650 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.305629 Worst = 0.345687 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.305629 Worst = 0.340008 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 0.305629 Worst = 0.339308 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 0.305629 Worst = 0.330674 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 0.305629 Worst = 0.329462 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 42 Best = 0.305629 Worst = 0.325568 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 43 Best = 0.305629 Worst = 0.317799 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 44 Best = 0.305629 Worst = 0.316988 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 45 Best = 0.305629 Worst = 0.314943 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 46 Best = 0.305629 Worst = 0.312727 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 47 Best = 0.305629 Worst = 0.311342 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 48 Best = 0.305629 Worst = 0.311115 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 49 Best = 0.305629 Worst = 0.311094 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 50 Best = 0.305629 Worst = 0.309532 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 51 Best = 0.305629 Worst = 0.308129 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 52 Best = 0.305629 Worst = 0.307520 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 53 Best = 0.305629 Worst = 0.307367 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 54 Best = 0.305629 Worst = 0.307284 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 55 Best = 0.305629 Worst = 0.306905 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 56 Best = 0.305629 Worst = 0.306863 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 57 Best = 0.305629 Worst = 0.306726 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 58 Best = 0.305629 Worst = 0.306209 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 59 Best = 0.305629 Worst = 0.306161 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 60 Best = 0.305629 Worst = 0.306150 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 61 Best = 0.305629 Worst = 0.306148 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 62 Best = 0.305629 Worst = 0.306050 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 63 Best = 0.305629 Worst = 0.306044 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 64 Best = 0.305475 Worst = 0.305790 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.305475 Worst = 48339.032618 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.305475 Worst = 12359.475009 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.305475 Worst = 3124.757225 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.305475 Worst = 785.553979 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.305475 Worst = 197.024997 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.305475 Worst = 49.493538 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.305475 Worst = 12.595643 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.305475 Worst = 3.386819 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.305475 Worst = 1.095339 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.305475 Worst = 0.813299 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.305475 Worst = 0.763158 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.305475 Worst = 0.528195 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.305475 Worst = 0.456192 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.305475 Worst = 0.449388 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.305475 Worst = 0.377955 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.305475 Worst = 0.355738 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.305475 Worst = 0.349242 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.305475 Worst = 0.339570 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.305475 Worst = 0.336070 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.305475 Worst = 0.320690 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.305475 Worst = 0.316703 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.305475 Worst = 0.315985 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.305475 Worst = 0.313400 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.305475 Worst = 0.313197 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.305475 Worst = 0.312979 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.305475 Worst = 0.308357 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.305475 Worst = 0.308059 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.305475 Worst = 0.307793 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.305475 Worst = 0.307739 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.305475 Worst = 0.307565 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.305475 Worst = 0.307496 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.305475 Worst = 0.306463 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.305475 Worst = 0.306284 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.305475 Worst = 0.306190 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.305475 Worst = 0.306046 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.305475 Worst = 0.305993 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.305475 Worst = 0.305887 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.305438 Worst = 0.305875 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.305438 Worst = 0.305617 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1127.2472533320501, 1058.3600058996444, 420.57735808306904, np.float64(0.0012371644552119183), np.float64(-0.0014317937137268055), 0.22543423964572534]\n", - "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.305438 Worst = 3343187.894341 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.305438 Worst = 1017177.319835 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.305438 Worst = 282608.239433 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.305438 Worst = 74607.278430 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.305438 Worst = 19162.074049 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.305438 Worst = 4849.994843 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.305438 Worst = 1218.460056 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.305438 Worst = 306.169421 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.305438 Worst = 78.743239 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.305438 Worst = 51.582470 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.305438 Worst = 47.821795 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.305438 Worst = 22.569748 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.305438 Worst = 15.673681 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.305438 Worst = 14.690014 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.305438 Worst = 6.867033 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.305438 Worst = 5.553471 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.305438 Worst = 4.943852 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.305438 Worst = 3.842007 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.305438 Worst = 3.348566 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.305438 Worst = 1.527816 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.305438 Worst = 1.469439 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.305438 Worst = 1.352531 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.305438 Worst = 1.260103 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.305438 Worst = 1.104689 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.305438 Worst = 1.015241 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.305438 Worst = 0.608279 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.305438 Worst = 0.582580 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.305438 Worst = 0.562707 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.305438 Worst = 0.536966 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.305438 Worst = 0.531345 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.305438 Worst = 0.493701 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.305438 Worst = 0.479986 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.305438 Worst = 0.464242 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.305438 Worst = 0.433001 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.305438 Worst = 0.380766 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.305438 Worst = 0.361853 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.305438 Worst = 0.353799 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.305438 Worst = 0.353782 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.305438 Worst = 0.353381 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 0.305438 Worst = 0.338428 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 0.305438 Worst = 0.336635 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 0.305438 Worst = 0.328401 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 42 Best = 0.305438 Worst = 0.327797 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 43 Best = 0.305438 Worst = 0.327730 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 44 Best = 0.305438 Worst = 0.320755 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 45 Best = 0.305438 Worst = 0.318279 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 46 Best = 0.305438 Worst = 0.313278 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 47 Best = 0.305438 Worst = 0.312048 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 48 Best = 0.305438 Worst = 0.311382 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 49 Best = 0.305438 Worst = 0.311299 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 50 Best = 0.305438 Worst = 0.310777 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 51 Best = 0.305438 Worst = 0.310450 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 52 Best = 0.305438 Worst = 0.308815 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 53 Best = 0.305438 Worst = 0.307735 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 54 Best = 0.305438 Worst = 0.307512 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 55 Best = 0.305438 Worst = 0.307129 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 56 Best = 0.305438 Worst = 0.306993 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 57 Best = 0.305438 Worst = 0.306619 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 58 Best = 0.305438 Worst = 0.306489 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 59 Best = 0.305438 Worst = 0.306454 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 60 Best = 0.305438 Worst = 0.306414 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 61 Best = 0.305438 Worst = 0.306352 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 62 Best = 0.305438 Worst = 0.306286 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 63 Best = 0.305438 Worst = 0.306242 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 64 Best = 0.305438 Worst = 0.306064 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 65 Best = 0.305438 Worst = 0.305920 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 66 Best = 0.305438 Worst = 0.305898 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 67 Best = 0.305438 Worst = 0.305871 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 68 Best = 0.305438 Worst = 0.305852 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 69 Best = 0.305305 Worst = 0.305815 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 70 Best = 0.305305 Worst = 0.305712 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 71 Best = 0.305305 Worst = 0.305687 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 72 Best = 0.305065 Worst = 0.305550 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 73 Best = 0.305065 Worst = 0.305537 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 74 Best = 0.305065 Worst = 0.305537 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 75 Best = 0.304970 Worst = 0.305457 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 76 Best = 0.304922 Worst = 0.305438 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 77 Best = 0.304501 Worst = 0.305423 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 78 Best = 0.304501 Worst = 0.305305 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 79 Best = 0.304501 Worst = 0.305254 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 80 Best = 0.303670 Worst = 0.305065 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 81 Best = 0.303670 Worst = 0.304970 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 82 Best = 0.303670 Worst = 0.304922 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 83 Best = 0.302908 Worst = 0.304659 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 84 Best = 0.302908 Worst = 0.304562 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 85 Best = 0.302908 Worst = 0.304513 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 86 Best = 0.302908 Worst = 0.304501 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 87 Best = 0.302216 Worst = 0.304060 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 88 Best = 0.301552 Worst = 0.303949 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 89 Best = 0.300719 Worst = 0.303670 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 90 Best = 0.299450 Worst = 0.303148 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 91 Best = 0.297474 Worst = 0.303121 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 92 Best = 0.297474 Worst = 0.302908 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 93 Best = 0.294055 Worst = 0.302216 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 94 Best = 0.294055 Worst = 0.301552 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 95 Best = 0.294055 Worst = 0.300719 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 96 Best = 0.290726 Worst = 0.299450 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 97 Best = 0.285854 Worst = 0.297983 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 98 Best = 0.285854 Worst = 0.297474 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 99 Best = 0.285854 Worst = 0.295562 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 100 Best = 0.285854 Worst = 0.295087 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 101 Best = 0.276629 Worst = 0.294055 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 102 Best = 0.276629 Worst = 0.290726 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 103 Best = 0.276629 Worst = 0.286747 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 104 Best = 0.276629 Worst = 0.286200 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 105 Best = 0.274939 Worst = 0.286070 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 106 Best = 0.272875 Worst = 0.285854 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 107 Best = 0.266607 Worst = 0.278328 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 108 Best = 0.266607 Worst = 0.277350 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 109 Best = 0.266607 Worst = 0.277145 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 110 Best = 0.266607 Worst = 0.276629 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 111 Best = 0.266607 Worst = 0.274939 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 112 Best = 0.266607 Worst = 0.272875 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 113 Best = 0.264723 Worst = 0.272180 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 114 Best = 0.261305 Worst = 0.271276 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 115 Best = 0.261305 Worst = 0.269461 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 116 Best = 0.261305 Worst = 0.269372 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 117 Best = 0.261305 Worst = 0.268294 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 118 Best = 0.257559 Worst = 0.267625 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 119 Best = 0.257559 Worst = 0.266607 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 120 Best = 0.257265 Worst = 0.265398 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 121 Best = 0.255654 Worst = 0.264723 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 122 Best = 0.255654 Worst = 0.264160 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 123 Best = 0.255654 Worst = 0.262768 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 124 Best = 0.255654 Worst = 0.261896 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 125 Best = 0.255654 Worst = 0.261558 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 126 Best = 0.252938 Worst = 0.261305 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 127 Best = 0.251847 Worst = 0.260967 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 128 Best = 0.251847 Worst = 0.257705 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 129 Best = 0.251847 Worst = 0.257559 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 130 Best = 0.251847 Worst = 0.257265 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 131 Best = 0.250306 Worst = 0.256482 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 132 Best = 0.250306 Worst = 0.255654 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 133 Best = 0.250306 Worst = 0.255521 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 134 Best = 0.248847 Worst = 0.252938 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 135 Best = 0.247510 Worst = 0.252505 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 136 Best = 0.247510 Worst = 0.251847 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 137 Best = 0.246854 Worst = 0.251556 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 138 Best = 0.239969 Worst = 0.250568 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 139 Best = 0.239969 Worst = 0.250306 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 140 Best = 0.239969 Worst = 0.250166 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 141 Best = 0.239969 Worst = 0.248847 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 142 Best = 0.238496 Worst = 0.247510 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 143 Best = 0.230260 Worst = 0.246854 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 144 Best = 0.230260 Worst = 0.246784 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 145 Best = 0.230260 Worst = 0.244771 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 146 Best = 0.220702 Worst = 0.244376 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 147 Best = 0.220702 Worst = 0.239969 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 148 Best = 0.217773 Worst = 0.238496 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 149 Best = 0.208068 Worst = 0.235946 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 150 Best = 0.206672 Worst = 0.231589 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 151 Best = 0.203097 Worst = 0.230260 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 152 Best = 0.197667 Worst = 0.228677 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 153 Best = 0.189159 Worst = 0.220702 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 154 Best = 0.187626 Worst = 0.217773 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 155 Best = 0.187626 Worst = 0.208068 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 156 Best = 0.187626 Worst = 0.206672 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 157 Best = 0.187626 Worst = 0.204999 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 158 Best = 0.187626 Worst = 0.203097 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 159 Best = 0.182633 Worst = 0.197667 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 160 Best = 0.182633 Worst = 0.196993 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 161 Best = 0.182633 Worst = 0.194999 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 162 Best = 0.182633 Worst = 0.192848 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 163 Best = 0.180292 Worst = 0.190154 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 164 Best = 0.180292 Worst = 0.189159 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 165 Best = 0.180292 Worst = 0.187626 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 166 Best = 0.180292 Worst = 0.187152 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 167 Best = 0.180292 Worst = 0.186798 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 168 Best = 0.176403 Worst = 0.186136 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 169 Best = 0.176403 Worst = 0.186050 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 170 Best = 0.176403 Worst = 0.183287 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 171 Best = 0.176403 Worst = 0.182633 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 172 Best = 0.176403 Worst = 0.182498 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 173 Best = 0.176403 Worst = 0.181708 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 174 Best = 0.174818 Worst = 0.180292 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 175 Best = 0.174818 Worst = 0.180076 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 176 Best = 0.174505 Worst = 0.179614 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 177 Best = 0.174505 Worst = 0.178690 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 178 Best = 0.174505 Worst = 0.178593 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 179 Best = 0.174505 Worst = 0.178408 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 180 Best = 0.173948 Worst = 0.178050 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 181 Best = 0.173948 Worst = 0.176403 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 182 Best = 0.173948 Worst = 0.175832 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 183 Best = 0.172978 Worst = 0.175217 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 184 Best = 0.172978 Worst = 0.174946 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 185 Best = 0.172978 Worst = 0.174818 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 186 Best = 0.172978 Worst = 0.174762 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 187 Best = 0.172978 Worst = 0.174622 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 188 Best = 0.172978 Worst = 0.174505 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 189 Best = 0.172978 Worst = 0.174302 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 190 Best = 0.172978 Worst = 0.174004 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 191 Best = 0.172978 Worst = 0.173948 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 192 Best = 0.172116 Worst = 0.173804 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 193 Best = 0.172116 Worst = 0.173635 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 194 Best = 0.172116 Worst = 0.173277 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 195 Best = 0.172116 Worst = 0.173220 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 196 Best = 0.172116 Worst = 0.173180 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 197 Best = 0.172116 Worst = 0.172978 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 198 Best = 0.172116 Worst = 0.172934 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 199 Best = 0.172116 Worst = 0.172721 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 200 Best = 0.172116 Worst = 0.172534 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 201 Best = 0.172116 Worst = 0.172501 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 202 Best = 0.172116 Worst = 0.172453 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 203 Best = 0.172116 Worst = 0.172398 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.172116 Worst = 47629.933223 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.172116 Worst = 12176.545621 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.172116 Worst = 3078.007985 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.172116 Worst = 773.551210 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.172116 Worst = 193.849621 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.172116 Worst = 48.568653 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.172116 Worst = 12.251827 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.172116 Worst = 3.197069 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.172116 Worst = 0.948453 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.172116 Worst = 0.701310 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.172116 Worst = 0.635567 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.172116 Worst = 0.394191 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.172116 Worst = 0.313825 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.172116 Worst = 0.310230 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.172116 Worst = 0.239920 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.172116 Worst = 0.229675 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.172116 Worst = 0.215250 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.172116 Worst = 0.201980 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.172116 Worst = 0.200293 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.172116 Worst = 0.185742 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.172116 Worst = 0.185284 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.172116 Worst = 0.181889 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.172116 Worst = 0.180301 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.172116 Worst = 0.178274 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.172116 Worst = 0.177576 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.172116 Worst = 0.175831 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.172116 Worst = 0.174429 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.172116 Worst = 0.174058 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.172116 Worst = 0.173957 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.172116 Worst = 0.173816 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.172116 Worst = 0.173714 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.172116 Worst = 0.173266 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.172116 Worst = 0.172814 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.172084 Worst = 0.172530 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.171980 Worst = 0.172405 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.171980 Worst = 0.172397 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.171980 Worst = 0.172378 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.171980 Worst = 0.172374 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.171980 Worst = 0.172290 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 0.171957 Worst = 0.172222 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1127.2595429789947, 1058.3697758446674, 422.2009568047217, np.float64(0.001157530760357441), np.float64(-0.0015533079290219235), 0.22458924375171296]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Tolerance for assigning peaks to rings 0.025 , min tth 0.0 , max tth 180.0\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.171957 Worst = 3298195.302192 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.171957 Worst = 1002870.027183 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.171957 Worst = 278530.777935 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.171957 Worst = 73514.514323 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.171957 Worst = 18878.269900 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.171957 Worst = 4777.217523 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.171957 Worst = 1199.732097 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.171957 Worst = 301.193876 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.171957 Worst = 77.273838 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.171957 Worst = 50.936588 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.171957 Worst = 47.233830 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.171957 Worst = 22.004325 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.171957 Worst = 15.409311 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.171957 Worst = 14.464853 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.171957 Worst = 6.677092 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.171957 Worst = 5.313592 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.171957 Worst = 4.698705 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.171957 Worst = 3.676985 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.171957 Worst = 3.215962 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.171957 Worst = 1.379710 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.171957 Worst = 1.299702 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.171957 Worst = 1.217293 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.171957 Worst = 1.140460 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.171957 Worst = 0.966441 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.171957 Worst = 0.892481 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.171957 Worst = 0.478422 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.171957 Worst = 0.439707 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.171957 Worst = 0.438754 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.171957 Worst = 0.399699 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.171957 Worst = 0.360514 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.171957 Worst = 0.350190 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.171957 Worst = 0.291395 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.171957 Worst = 0.258919 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.171957 Worst = 0.249382 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.171957 Worst = 0.230640 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.171957 Worst = 0.228288 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.171957 Worst = 0.224028 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.171957 Worst = 0.220612 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 38 Best = 0.171957 Worst = 0.212648 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 39 Best = 0.171957 Worst = 0.201929 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 40 Best = 0.171957 Worst = 0.190739 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 41 Best = 0.171957 Worst = 0.190395 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 42 Best = 0.171957 Worst = 0.188982 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 43 Best = 0.171957 Worst = 0.188268 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 44 Best = 0.171957 Worst = 0.180832 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 45 Best = 0.171957 Worst = 0.179847 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 46 Best = 0.171957 Worst = 0.178361 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 47 Best = 0.171957 Worst = 0.177907 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 48 Best = 0.171957 Worst = 0.177304 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 49 Best = 0.171957 Worst = 0.176970 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 50 Best = 0.171957 Worst = 0.176400 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 51 Best = 0.171957 Worst = 0.175520 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 52 Best = 0.171957 Worst = 0.174757 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 53 Best = 0.171957 Worst = 0.174710 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 54 Best = 0.171957 Worst = 0.174605 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 55 Best = 0.171957 Worst = 0.174077 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 56 Best = 0.171957 Worst = 0.173592 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 57 Best = 0.171957 Worst = 0.173330 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 58 Best = 0.171957 Worst = 0.172994 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 59 Best = 0.171957 Worst = 0.172684 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 60 Best = 0.171957 Worst = 0.172620 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 61 Best = 0.171957 Worst = 0.172523 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 62 Best = 0.171957 Worst = 0.172463 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 63 Best = 0.171957 Worst = 0.172304 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 64 Best = 0.171957 Worst = 0.172184 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 0 Best = 0.171957 Worst = 47626.563795 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 1 Best = 0.171957 Worst = 12174.761968 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 2 Best = 0.171957 Worst = 3077.088881 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 3 Best = 0.171957 Worst = 773.083096 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 4 Best = 0.171957 Worst = 193.611785 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 5 Best = 0.171957 Worst = 48.447163 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 6 Best = 0.171957 Worst = 12.188815 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 7 Best = 0.171957 Worst = 3.163373 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 8 Best = 0.171957 Worst = 0.929433 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 9 Best = 0.171957 Worst = 0.677052 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 10 Best = 0.171957 Worst = 0.639950 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 11 Best = 0.171957 Worst = 0.382514 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 12 Best = 0.171957 Worst = 0.322605 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 13 Best = 0.171957 Worst = 0.321320 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 14 Best = 0.171957 Worst = 0.235479 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 15 Best = 0.171957 Worst = 0.222973 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 16 Best = 0.171957 Worst = 0.216889 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 17 Best = 0.171957 Worst = 0.206415 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 18 Best = 0.171957 Worst = 0.205329 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 19 Best = 0.171957 Worst = 0.183343 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 20 Best = 0.171957 Worst = 0.183069 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 21 Best = 0.171957 Worst = 0.182023 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 22 Best = 0.171957 Worst = 0.180513 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 23 Best = 0.171957 Worst = 0.179753 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 24 Best = 0.171957 Worst = 0.176785 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 25 Best = 0.171957 Worst = 0.175480 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 26 Best = 0.171957 Worst = 0.174915 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 27 Best = 0.171957 Worst = 0.174621 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 28 Best = 0.171957 Worst = 0.173496 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 29 Best = 0.171957 Worst = 0.173072 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 30 Best = 0.171957 Worst = 0.172960 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 31 Best = 0.171957 Worst = 0.172806 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 32 Best = 0.171957 Worst = 0.172789 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 33 Best = 0.171957 Worst = 0.172404 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 34 Best = 0.171957 Worst = 0.172339 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 35 Best = 0.171957 Worst = 0.172238 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 36 Best = 0.171957 Worst = 0.172219 " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\r", - " \r", - "Iteration = 37 Best = 0.171957 Worst = 0.172214 " - ] - }, + "outputs": [], + "source": [ + "t = transformer()\n", + "t.loadfiltered(\"eigerSpatial/1.flt\")\n", + "c = t.colfile\n", + "c.sc[:] = ds[np.round( c.s_raw[:].astype(int) ), np.round( c.f_raw[:].astype(int) ) ] + c.s_raw[:]\n", + "c.fc[:] = df[np.round( c.s_raw[:].astype(int) ), np.round( c.f_raw[:].astype(int) ) ] + c.f_raw[:]\n", + "t.loadfileparameters(\"eigerSpatial/1s.par\")\n", + "# Use the same precise CeO2 lattice parameter as pyFAI (variable a0, defined above) instead\n", + "# of the par file's rounded 'cell__a 5.411'. Otherwise the whole-pattern fit below (which\n", + "# refines 'wavelength' to match the *wrong* d-spacings) silently absorbs the ~120 ppm\n", + "# lattice-parameter error into the fitted wavelength, biasing every tth downstream.\n", + "for k in ('cell__a', 'cell__b', 'cell__c'):\n", + " t.parameterobj.parameters[k] = a0_ceo2\n", + "t.compute_tth_eta()\n", + "t.addcellpeaks()\n", + "t.parameterobj.varylist.append('wavelength')\n", + "with contextlib.redirect_stdout(io.StringIO()): # silence ImageD11's noisy simplex progress prints\n", + " t.fit()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:47:32.124890Z", + "iopub.status.busy": "2026-09-08T14:47:32.124770Z", + "iopub.status.idle": "2026-09-08T14:47:33.004732Z", + "shell.execute_reply": "2026-09-08T14:47:33.004179Z" + } + }, + "outputs": [], + "source": [ + "t.fit_tolerance=0.005\n", + "with contextlib.redirect_stdout(io.StringIO()): # silence ImageD11's noisy simplex progress prints\n", + " for i in range(3):\n", + " t.addcellpeaks() \n", + " t.fit()\n", + " t.compute_tth_eta()\n", + " t.addcellpeaks() # wavelenght is fitted" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The whole-pattern fit above weights every associated peak equally in its least-squares\n", + "objective, so a modest population of badly-centroided/overlapping/spurious peaks within the\n", + "coarse `fit_tolerance` (0.025 deg) ring-association window can drag the geometry away from\n", + "the bulk of well-behaved peaks. Below we do a robust per-ring outlier rejection: for each\n", + "ring, keep only the peaks within 10x the per-ring median absolute deviation (MAD) in tth\n", + "of the ring's own mean, directly on the columnfile used for fitting, then refit on the\n", + "cleaned peak set.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "execution": { + "iopub.execute_input": "2026-09-08T14:47:33.006641Z", + "iopub.status.busy": "2026-09-08T14:47:33.006524Z", + "iopub.status.idle": "2026-09-08T14:47:33.967965Z", + "shell.execute_reply": "2026-09-08T14:47:33.967395Z" + } + }, + "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[1127.2595429789947, 1058.3697758446674, 422.2009568047217, np.float64(0.001157530760357441), np.float64(-0.0015533079290219235), 0.22458924375171296]\n" + "keeping 51573 / 52646 peaks after per-ring 10xMAD outlier rejection (tth)\n" ] } ], @@ -11223,12 +1181,13 @@ "print(\"keeping %d / %d peaks after per-ring 10xMAD outlier rejection (tth)\" % (good.sum(), c.nrows))\n", "c.filter(good)\n", "\n", - "t.compute_tth_eta()\n", - "for i in range(3):\n", - " t.addcellpeaks()\n", - " t.fit()\n", + "with contextlib.redirect_stdout(io.StringIO()): # silence ImageD11's noisy simplex progress prints\n", " t.compute_tth_eta()\n", - "t.addcellpeaks() # wavelength is fitted" + " for i in range(3):\n", + " t.addcellpeaks()\n", + " t.fit()\n", + " t.compute_tth_eta()\n", + " t.addcellpeaks() # wavelength is fitted" ] }, { @@ -11236,59 +1195,28 @@ "execution_count": 31, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:32.489732Z", - "iopub.status.busy": "2026-09-08T14:35:32.489613Z", - "iopub.status.idle": "2026-09-08T14:35:32.553363Z", - "shell.execute_reply": "2026-09-08T14:35:32.552892Z" - } - }, - "outputs": [], - "source": [ - "%matplotlib ipympl" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-08T14:35:32.555150Z", - "iopub.status.busy": "2026-09-08T14:35:32.555039Z", - "iopub.status.idle": "2026-09-08T14:35:32.598967Z", - "shell.execute_reply": "2026-09-08T14:35:32.598556Z" + "iopub.execute_input": "2026-09-08T14:47:33.969794Z", + "iopub.status.busy": "2026-09-08T14:47:33.969678Z", + "iopub.status.idle": "2026-09-08T14:47:34.041438Z", + "shell.execute_reply": "2026-09-08T14:47:34.040945Z" } }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7431471b29cf447d8644da3f755d433f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11303,13 +1231,13 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:32.600288Z", - "iopub.status.busy": "2026-09-08T14:35:32.600156Z", - "iopub.status.idle": "2026-09-08T14:35:32.602642Z", - "shell.execute_reply": "2026-09-08T14:35:32.602284Z" + "iopub.execute_input": "2026-09-08T14:47:34.043113Z", + "iopub.status.busy": "2026-09-08T14:47:34.043002Z", + "iopub.status.idle": "2026-09-08T14:47:34.045243Z", + "shell.execute_reply": "2026-09-08T14:47:34.044895Z" } }, "outputs": [ @@ -11319,7 +1247,7 @@ "55.20522618486014" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -11330,36 +1258,21 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:32.603737Z", - "iopub.status.busy": "2026-09-08T14:35:32.603634Z", - "iopub.status.idle": "2026-09-08T14:35:32.908107Z", - "shell.execute_reply": "2026-09-08T14:35:32.907624Z" + "iopub.execute_input": "2026-09-08T14:47:34.046347Z", + "iopub.status.busy": "2026-09-08T14:47:34.046245Z", + "iopub.status.idle": "2026-09-08T14:47:34.601611Z", + "shell.execute_reply": "2026-09-08T14:47:34.601111Z" } }, "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6d851b63af4b4d6f84d01bb595a025de", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11367,24 +1280,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4724b5b4186c4a2f95ff52abca631c2f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9UAAAFuCAYAAACP2DuAAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXd4FNX6x79bkt1sGqGEEnrvXbBgQcCCIEgVuYCVi4oF/IFGsRe4Xht6rSg2UOwIqCig2GiCIITeE0JJQsom28v8/tg9s7PJbrJldndm8n6eJ4/Z2ZnlxLMz57zt+6o4juNAEARBEARBEARBEETYqBM9AIIgCIIgCIIgCIKQK2RUEwRBEARBEARBEESEkFFNEARBEARBEARBEBFCRjVBEARBEARBEARBRAgZ1QRBEARBEARBEAQRIWRUEwRBEARBEARBEESEkFFNEARBEARBEARBEBFCRjVBEARBEARBEARBRAgZ1QRBEARBEARBEAQRIdpEDyAc3G431q5di3fffRenT5/Gjz/+iMzMzLA/p6qqCq+//jr++OMPmM1mdOnSBffccw+6desWg1EToVBVVYVPPvkEK1asQMuWLfHRRx+F/RmrVq3Cc889F/C9FStWoG3btlGOkoiE/Px8vPPOO/j555/xr3/9C3fddVdEn7Nx40YsXboUBQUFaNiwIUaNGoUZM2ZArSbfYKLYsmUL3nrrLRw4cABvvPEG+vfvH/ZnOJ1OfPDBB/j+++9RVlaG1q1b44477sCQIUNiMGIiFBwOB7755ht88MEHMJlM+PXXX8P+jN27d2PmzJkB3/vPf/6Dyy+/PNphEhFQWlqKDz74ACtXrsSgQYPwwgsvhP0Z7777Lt59990ax1UqFTZs2ACDwSDGUIkwOXjwIN566y1s2bIFDzzwACZMmBDR56xatQqffvopzpw5g6ZNm2LSpEkYP368yKMlQoXjOGzYsAHvvPMO8vPz8eWXX6Jly5ZhfUZVVRWGDx8e8L1///vfuOWWW8QYar1HVkb1hAkTYLFY0LNnT3zzzTdwOBwRfc64ceNQUFCAp59+GllZWXj33Xdx4YUX4p9//iHDKwG4XC507twZ1113HTIyMrB79+6IPueiiy7CK6+84nfssccew4EDB9C6dWsRRkqEy6+//oqbb74Zt9xyC86cOYP8/PyIPmft2rW47rrr8Mgjj+CWW27BkSNHMGfOHBw+fDioI4WILY888gjWr1+PcePG4cMPP4TRaIzoc+bPn4+PP/4Yzz//PNq2bYu1a9fiiiuuwLp16zB06FCRR02EwmWXXYaWLVuiVatW+PDDDyP6jHbt2tV4Hr/33nv4+OOP0bNnTxFGSYTLmTNnMHDgQEycOBEqlQoHDhyI6HOuueaaGnM4a9Ys6PV6MqgTxKeffoonn3wSd9xxB/Ly8nD27NmIPmfp0qWYNWsWFi1ahP79+2PXrl246aab8PLLL0fsECei45ZbbkFBQQEuvvhifPHFF7BarWF/RkpKSo3n8caNG5Gbm1vjOBEFnIwoLy/nOI7jfvjhBw4AV1xcXOMct9vNvffee9zo0aO54cOHc//3f//HlZSU8O9XVVVxALgVK1bwxxwOB6fVarn33nsv9n8EEZCKigqO4zjugQce4Pr06RPwnPLycu6JJ57ghg0bxo0ePZp75ZVXOIfDEfQzq6qquLS0NO6JJ56IxZCJEKisrOScTifHcRzXo0cP7sEHHwx43v79+7mZM2dyl19+OTdlyhTu+++/93v/zjvv5AYOHOh37IEHHuC6desWm4ETdcKexwUFBRwA7pdffgl43po1a7iJEydyQ4cO5f79739zhw8f9nu/Xbt23IIFC/yO9ejRg5szZ05Mxk3UDZvbJUuWcDqdLuA5NpuNe+WVV7hrrrmGu+aaa7jHH3+cq6ysrPVzu3Xrxt14442ij5cIDZvNxpnNZo7jOG7y5MncddddF/C8s2fPcvPmzeOuuOIKbty4cdzSpUs5t9sd9HPz8/M5tVrNvfvuuzEZN1E3bA/FcRyXmZnJvfbaawHP++uvv7jp06dzl19+OTd9+nRu06ZNfu+PHj2aGzt2rN+xyZMncyNGjBB/0ERIsOfx5s2bOQA11lDG8uXLuTFjxnDDhg3j7rvvPu706dO1fu6ECRO4nj17ij7e+oys8iZDSfWeOXMmXn31VUydOhXz589HUVERBg4cCJPJBABITU1Ft27dsHnzZv6aLVu2gOM4DBgwIGZjJ2onIyOj1vdNJhOGDBmCvXv34oEHHsBtt92GZcuWYdq0aUGv+eyzz2A2m3HrrbeKPVwiRNLS0qDRaGo9Z8eOHbj44ovRvHlzPProoxg6dCimT5/uFyEbOHAgjh8/jjNnzgAAbDYb/vrrLwwaNCim4yeCE8rzePHixZg1axZGjBiBBQsWoFGjRujXrx+OHTvGnzNw4ED89ddffOZRfn4+CgoKaG4TSF1zy3EcbrjhBnz11VeYOXMm7r//fmzfvh1Dhw6Fy+UKeM2mTZuwf/9+3HHHHbEYMhECycnJSElJqfWcs2fPYuDAgTAajcjNzcWkSZOwaNEizJ8/P+g177//PlJTUzF58mSxh0yESF17KMCT8XX11VejZ8+eePzxx9GvXz9cffXVWLduHX/OwIEDkZeXx2ceVVZWYvfu3fQ8TiChrLXz5s3DU089hQkTJiA3Nxc2mw39+vVDaWlpwPNLSkqwatUqeh6LTaKt+kgIFqn++++/Oa1Wy509e5Y/5na7uW7dunFvvvkmf+z06dPcxRdfzLVq1Yrr2bMn16RJE27t2rVxGz8RnGCR6ueff57r37+/n7ecRciCee0uvvhibuTIkbEaKhEmwSLVV155JZebm+t3bMmSJVyHDh38jr388stcZmYm16dPH65Ro0bcjBkzOIvFEtMxE3UTLFJdXl7OGQwG7tdff/U7Pn78eO7uu+/mX1dVVXGTJ0/mmjRpwvXp04fLzMzk3nrrrXgMnaiDYJHqVatWcY0aNeJMJhN/zGq1co0aNeJWr14d8LNuvfVWrkOHDrVGPIn4ESxSfe+993KjR4/2O7Z582ZOo9FwVVVVNc53u91c27ZtuZkzZ8ZsrER4BItUd+7cmXv99df9jj3++OPc5Zdfzr92uVxcbm4ul5mZyfXt25fLzMzk5s2bx2ecEYkjWKT6yJEjnFqt5o4cOeJ3fPDgwdzChQsDftZLL73E6fV6rrS0NGbjrY/Iqqa6Ln755RdoNBqMHz8eHMcB8HjUz54961c79NBDD6G0tBT//e9/kZWVhQ8//BB33303fvvtN7Ro0SJRwydq4ZdffkFhYSEuvfRScBzH/6jVahw4cAAdO3b0O//AgQPYtGkTvvnmmwSNmAgFl8uF3377DadPn8Zvv/3Gz2tFRQWOHTsGu92O5ORk/Pnnn3jiiScwe/ZsXHnllTh06BAeffRRvPvuu5g9e3ai/wwiAFu3boXZbMZDDz0EtVrNz21+fj66du3Kn/f666/jl19+wbPPPosOHTrgp59+Qm5uLgYMGICBAwcm8C8ggvHLL7/A4XDgqquu4ucVAKxWKw4cOIBRo0b5nV9VVYXPP/8cjzzyCFQqVSKGTITIL7/8goqKCgwZMoSfW4fDAZfLhcOHD6Nv375+52/YsAEnTpygiJfEOX36NA4dOoS3334bn3zyCT+3xcXFqKys5M9btWoVXn/9dTzyyCO44IIL8Pfff+Ppp5/GoEGDIhY+I2LLr7/+CpVKhRkzZgAAP7dHjx4Nqpvw3nvvYfz48cjKyornUBWPoozqqqoqNGrUKKCaZdOmTQF4Uk0/+ugjbN68GRdeeCEAYPjw4ejYsSNeeeUVPP/883EdMxEaVVVVuPDCC/HQQw/VeK9z5841jr333nto1qxZjc0dIS1sNhucTidmzJiBK664osb7Wq3nEbVgwQIMHz4czzzzDADgyiuvhNPpxLx58zBz5kwkJyfHc9hECFRVVQEAnnvuOej1er/3WKpiZWUlFixYgDfeeAO33347AM/c5uXl4bHHHsP3338f30ETIVFVVYX27dsHXGtbtWpV49hnn30Gq9WKm2++OQ6jI6KhqqoKV199dcCyqerOa8Cz1vbt25ccYBKHPY/vu+8+dO/e3e89ts4CnjTiW265hU/3Hzp0KIqLizF37lwyqiVKVVUVDAZDwOdx48aNaxzbunUr9u7di9dffz0ew6tXKMqo7tixI86ePYv27dsjOzs74DmsviAnJ4c/plar0axZs6C1B0Ti6dixI3bt2sU7QmrD4XDgo48+wm233ea3WBDSw2AwoHnz5qioqKh1bktLS9G7d2+/Yy1atIDVaoXZbCajWoKwDbhKpQo6t1VVVXA4HH7PY8Azt5F2ASBiT8eOHfHll1+iT58+ddboAp4WTKNHj0azZs3iMDoiGjp27IgzZ86EtNaWlpbim2++wUsvvRSHkRHR0KpVK+h0OlgsljrX2kDPY9ofS5eOHTuisrISTZo0QYcOHeo8/91330Xnzp2prWEMkJVQWV2MHTsWLVq0wMyZM3mvHMdx+Oyzz/DXX38BAPr164e0tDS89tprfMrapk2bsH37dlx66aUJGztRO3feeSd2796N//znP/y8mc1mPPPMM7Db7X7nrl69GsXFxbjtttsSMVQiTGbPno3//e9/+OOPP/hjJ0+exKuvvsq/vuyyy/DVV1/h1KlTAACLxYIlS5agZ8+eaNCgQbyHTIRA7969cdlll2HOnDk4ffo0f/zXX3/FqlWrAADNmzdHx44d8fbbb8NmswEATpw4gW+//ZaexxJm2rRpcLvduO+++/jnr9PpxDvvvOMnQgcA+/btw5YtWyg9WCbMnj0b3333HT7++GP+WFlZGZ599tka5y5btgxqtRpTp06N5xCJCEhJScGtt96KZ599Fnv27OGP79u3D0uXLuVfX3bZZfj44495I7q8vBwfffQRPY8lzIgRI9ClSxfMmjUL5eXl/PFVq1bht99+8zvXZDLhs88+4zPDCJGJbwl3dLz66qvc4MGDua5du3IAuAEDBnCDBw/mfv75Z/6cffv2cQMHDuRSU1O5nj17cpmZmdyUKVO4c+fO8eesWrWKy8nJ4XJycrju3btzer2emzNnDgmoJJBp06ZxgwcP5po3b84ZDAZu8ODB3ODBg/1atHz55ZdcixYtuOzsbK579+5cw4YNuUcffbTGvI0cOZIbNmxYvP8EIgDnz5/n5zIlJYVr0aIFN3jwYO62227jz2HCKAaDgWvfvj3Xtm1brkOHDtzXX3/Nn1NRUcGNHTuW0+v1XK9evbisrCyuT58+3O7duxPxZxGcp1XW4MGDuX79+nEAuG7dunGDBw/mlixZwp9TVFTEjRo1itPpdFyPHj24xo0bc1deeSW3b98+/pwdO3ZwPXr04Bo2bMj16tWL0+v13IQJEwKKIhHxYcGCBdzgwYO59u3bcyqVir+H8/Ly+HM2bdrEde3alcvMzOR69uzJZWRkcLNmzarRVmvu3Llc69atOZfLFe8/gwjA1VdfzQ0ePJhr1KgR16BBA27w4MHc0KFD/c556623uIYNG3I5OTlcly5duOzsbG7x4sU1PqtPnz7cjBkz4jRyojb279/P36cajYZr27YtN3jwYD8RUIvFws2cOZPT6XRcly5duJycHK5Xr15+IpOFhYXcFVdcwaWlpXG9e/fm0tPTuUsvvZQ7efJkAv4qguM47v333+cGDx7M9ejRgwPA9e3blxs8eDD37bff8uccO3aMGzJkCJeSksL17NmTa9CgATd27FguPz/f77OWLl3KJSUl+dlEhHioOM4b9pMB+fn5fhEPRufOndGwYUO/YwUFBSgtLUXHjh2Rmppa4xqXy4WTJ0/CbDajXbt2Ac8h4seePXv4tmdCLrjgAr+WTG63G4cOHQLHcejUqVPA9O7t27ejefPmNVKYiPjjcDiwY8eOGsfT09PRo0cPv2MWiwWHDh1CgwYN0KZNm4CfV1paioKCAjRu3BgtWrQg0aMEUlxcjKNHj9Y43rJlS7Rs2bLGuadOnUKbNm1qPKsBT0ZRYWEhzp8/j9atW5N4SoI5cuQISkpKahzv2bMn0tLS/I4dO3YMJpMJnTp1qlE7DwB5eXnQ6/UB63GJ+LNjxw6+fR1Do9Hgggsu8DvmdDpx8OBBJCcno0OHDlCr/RMb3W43tm3bhg4dOqBJkyYxHzdROyaTyS8CzWjUqBE6derkd8xoNOLo0aNo2rRpUHHeoqIinDlzBs2aNeM1iYjEUFhYiIKCghrHA917p0+fRlFREdq3bx+wzdqxY8dQVVVVo5yOEAdZGdUEQRAEQRAEQRAEISUUVVNNEARBEARBEARBEPFEFtLIbrcbp0+fRnp6OqV7JhiO41BZWYkWLVrUSAcLF5pX6SDmvAI0t1KC5la50NwqF1prlQnds8qF5la5hDq3sjCqT58+HbD3JZE4CgoKatRNhgvNq/QQY14BmlspQnOrXGhulQuttcqE7lnlQnOrXOqaW1kY1enp6QA8f0ygwnsifhiNRrRq1Yqfk2igeZUOYs4rQHMrJWhulQvNrXKhtVaZ0D2rXGhulUuocysLo5qlPWRkZNAXSyKIkYpC8xo/jh07ht27d6NBgwYYNGgQDAZDwPOE81pUVIRNmzZBp9Ph0ksvraH6Wxs0t9JDrPQxmlvpQXOrXGitVSZ0zyoXmlvlUtfcysKoJggiMsrKyjB9+nQcPnwYPXr0wLFjx1BQUIBly5bhmmuuCXrdF198gVtuuQUDBw5ERUUFzpw5g++++w4DBgyI4+gJgiAIgiAIQvqQ+jdBKBir1YoHHngABw4cwFdffYWdO3di3LhxuPPOO4Nec/78edx66614/PHHsXHjRuzcuRNXXHEFpk+fHseREwRBEARBEIQ8IKOaIBRM8+bNccUVV/gd69ChA8xmc9BrVq1aBYfDgVmzZvHH7r//fuzbtw+7du2K0UgJgiAIgiAIQp5Q+jdB1AN+/vlnnDp1CocPH8ZHH32EN954I+i5e/bsQZs2bfwEGXr16sW/17dv3xrX2Gw22Gw2/rXRaBRv8ARBEARBEAQhYcioJoh6wI4dO7Bjxw7s3bsXTZo0qbUlQEVFBbKysvyOpaamIjk5GRUVFQGvWbhwIZ588klRx0wQBEEQBEEQcoDSvwmiHjBv3jysWLECe/bswZVXXolRo0bBZDIFPDclJQVVVVV+x+x2O+x2O1JSUgJek5ubi4qKCv6noKBA9L+BIAiCIAhCDnAch71792L9+vXYs2cPOI5L9JCIGENGNUHUM6ZMmYKSkhIcPHgw4Pvt27fHqVOn4HK5+GMnT57k3wuETqfj2z5Q+weCIAiCIOorBQUF6NOnD0aMGIFFixbhmmuuQc+ePXH8+PFED42IIWRUx4EioxUvrzuEIqM10UMhokCO83j69Okax/766y+o1Wrk5OQAAJxOJz777DP+/ZEjR8JoNOKnn37ij61YsQJZWVm4+OKLYz9oCSDHuSZqh+a0/kBzrTxoTpWF0ufz8ccfh8vlwrFjx7B+/XocO3YMSUlJWLBgQaKHFjeUPseBIKM6DhRV2rB4w2EUVdrqPpmQLHKcx3Xr1mHIkCF49tln8c4772D27NmYM2cOHnvsMTRt2hSAp+3WzJkz+Wu6du2Ke+65B9OnT8eiRYuQm5uLp59+Gi+88AJ0Ol2i/pS4Ise5JmqH5rT+QHOtPGhOlYXS57OyshIdOnSAXq8H4Mnm69SpEyorKxM8svih9DkOBAmVEYSCmTFjBvr3748vv/wS27dvR8uWLbFlyxZezRsAkpKSMGnSJHz++ef8scWLF2PIkCFYv349dDod1q9fj8suuywRfwJBEARBEIRsWLBgAcaMGYMFCxagX79++Oeff7Bt2zZ88803Qa+hLiryh4zqGFFktPLemQ82eWoo8gp9ysnZ6TpkZ+gTMjYidITz+NlfHvGtPTKbx169evkZ0dXR6XRYsmSJn1ENABMnTsTEiRNjPTzJIJzr3w4VAwB+P1LCvy+HuSb8Ec7p/34+AoCew0pFONff7iwEAPxTUM6/L+e5HjlyZI1SnhkzZmDOnDkJGlF8YHNaZXPitQ2HAQCbjpRg+daTuLZnc3Rtli7bOa2PCO/Rjzd7dFqU+jxu3749RowYgaVLl6Jbt244cOAArrrqKnTo0CHoNUrooqKEPXM0kFEdI5Zvzcdi7yLAeOjrPfzv9w3rhDkjOsd7WESYBJrHXJpHRRJorv/zwwH8x/s7zbX8oOdw/SHQXD+yMo//Xc5zvW/fPsyYMQM33HADfyw7OzuBI4oPgeb0uR8OAAA+3VYg6zmtj9Sn5/Ett9yCU6dO4ciRIzAYDLBarbjqqqswffp0fPvttwGvyc3Nxdy5c/nXRqMRrVq1iteQRaG+75nDNqotFgu2bt2KkpISdO7cGb17967zGo7jsHnzZpw8eRKdOnXCwIEDIxqsnJg6uDVGdG+KKpsTN76zBQAw/+ouuKxzEwAebw0hfdg8AsCENzfB6nRjXL8c3DqkHQCaRyUhnOtHV+ZhZ0E5euVkYuE4T5Sf5lp+sDn97VAxnv/Ro3b/9Jge6Nfa04ed5lQ5CO/fqe9uQYXFiamDW2PKoNYA5D/XrVq1Qt++fRM9jLgydXBrXNGlCW55fxvKLU4AgE6rhs3pxiuT++LiDo0SPEIiHNg96nC5ccMbmwAA91zZEVf3aAZA/veokPXr12PBggUwGAwAAL1ej0mTJmHevHlBr9HpdLLXrWFzbLQ4cNO7WwEAl3RojNyRXQEoa44DEZZR/cUXXyA3Nxft2rVDRkYGNm7ciAEDBmDlypX8F6c6VqsVo0ePRl5eHgYNGoQ//vgDw4cPxyeffAKNRiPKHyFFsjP0yM7Q42yFT/WuVSMDeuZkJnBURLiweQQAl7fHoMPlpnlUIMK5TtKoAAB2l4vmWsawOV237xx/rGUWPYeViPD+tTg87QCbpOsUM9evvfYa3n33XbRq1QoTJkzA5MmTEz2kuPD2b8dQbnEiQ6+F0eqEzekG4Jnjokobiiptik8pVQrsHq0wO3zH0vWKuUeFNG/eHEePHvU7duTIETRv3jxBI4oPbI73nvalfB88Z0T35hlQq1UJHFl8CMuozszMxI4dO5CZ6bkBzp07hw4dOmDp0qWYPXt2wGteeOEF5OXlYdeuXWjatCkOHz6Mvn374oMPPsBtt90W/V8gcUx2J/+71e6q5UxCynAcB4fLY1SfLDUneDRErDHZPPdqcT1SrVQyR4qq+N8rLI5aziTkjtXhgt3peVbbHMpYczt37oxJkyaha9eu2Lp1K+644w7s2rULCxcuDHi+UgSPiiptWJt3FgBgtDr93qtPKaVKw+zwzWWlVZnP4wcffBB33HEH0tPTccEFF2Dnzp1444038OqrryZ6aHHhTLkvoFhSZUfu17vxwFVdFO/8Csuovuqqq/xeN27cGKmpqbBag/cg++STTzB58mS+fU+nTp0wcuRIfPLJJ/XCqDbbfIu6Pok6mMkV5h0HgFNkVCsem9Nz35aaHLA73UjW0r0rZw4X+dqYaGgqFY3QaaJRK2Oyv/vuOyQlJQEAhgwZgoyMDMyaNQtz585FkyZNapyvBMEjADhx3gQAUAF4eXJfbDlWghV/nQIAPDKyGy7ypn8rPaVUaZiFASaFBi9vvvlmdOrUCZ999hk+//xzNGvWrF51UTlTYfF7/dn2U5h2UVsyqqtTXl6OlStXwmQyYeXKlejduzfuuOOOgOc6HA4cPHiwhkJlz5498cYbbwT9N5TiZQUAsyBSnaTgdHelIzSqS80OlFTZ0DiNFnKlIlz0zxmtaNUwcHkLIX2cLjeOl5j4124ugYMhYk65ILVUKemGzKBmDB06FG63G3v37sUVV1xR43w5Cx4J1YM/2ZoPAOjeIgMds9PQMTsNK3eehtXpRmsqp5MtFsH66lbwA/mSSy7BJZdckuhhJITT3tLXnAYpKCz3GNgcp9y5ZoRtVJtMJmzcuBHl5eXIy8vDuHHjghbWV1VVwe12o0GDBn7HGzZsiIqKioDXAMrxsgL+m3OhgU3ICxa5ZBw6V4nGaToUGa1YvjUfUwe3VrwHrj4hTDUsLLeQUS1jTpaa+dINACg12RM4GiLWlJl982tR6JpbWOhpGZaenh7wfTkLHgVSD9572ohRr/0BAEjxZvwJswAJeSHcF5eZlZn+Xd85Xuwpubq8c2N8ueMU7C4OP+49C5XK4+hUqg5C2EZ1Tk4OPvjgAwBAUVER+vXrhwYNGuDZZ5+tcW5KSgoAjyEupLKykn8vEHL2slZHWFNtoppq2WJzuP1eHzpbiYs7NEZRpQ2LNxzGiO5NFfmAqI84XW5U2Xz3bfU0JkJeCOupAaCMjGpFI4xUmxWw5m7btg3l5eUYP348VCoVzpw5g/nz56NHjx7o169foocnOkw9mOM4THhrM2xON+YM74Rh3TwlhHcu24GCMguSk5SRhVAfEQaYysmoViS7vb2pP9lWwB/73y9H8b9fPOJtStVBiKrgKDs7G1dccQU2b94c8H29Xo8WLVrgxIkTfsdPnDhRawN0nU6HjIwMvx+5IvSmmm3K9JrXB6pHqg+e82zUnS53oNMJGVNZTRDndHlwzQhC+lQ3qkvNZFQrmQqLMFItf6O6ffv2WLVqFbKystCpUye0bdsWTZs2xXfffQe1QmrGhWRneNSgszP0fNnVpZ0bo2dOJnrmZKKxt346SYF/e31BeF+W0/NY0fxnfC8Mbt8QADCsazbW3DMEa+4ZgqmDWyd4ZLEhrKdSQUGB32u73Y6dO3eiTZs2/LFdu3bhk08+4V+PGjUKX331FZxOz0bVZDJh9erVGDVqVDTjlg0UqVYG1mqR6l35ZVi5s5DvQZ5XWMH/FBnJCJMzxmpqpKweiJAnzKhmYkaU/q1shJEvkwLSvxs3boyPPvoIZ86cwffff4/y8nKsWrXKb9+lRI4KnGHJAj2aNJ0nwbKKghSyRZhBUk7dGBSH283xnVMu6dgYOZmezOSMFC3vHFNqZmdY6d+TJk1Cjx490KdPH1gsFnzxxReorKzEo48+yp+zcuVKvPLKK7jpppsAAI8++igGDRqE6667Dtdccw2++OILpKen4/777xf1D5EqfjXVtAjIFuYxV6kAjgP2n63E/Z/t4t9/iNp7KAajpXqkmoxqOcOUvy9o1xDf7T5DRrXCKVNY+jcjJSUFnTp1SvQw4sZRb01mu8YGP3XvdD0Z1XLH7BDWVNPzWGmUmGxwuDioVEDTDD30SR6nmMWh/MzOsCLVv//+O4YNG4ajR4+iuLgYd999Nw4fPoz27dvz5/Tt25c3qAGgZcuW2LlzJy677DIcOHAA48aNw19//VVDvEypmClSrQhY+nebhoaAN82icb0Un9ZSX6geqSajWr643RwOn/MY1d2be0SdykwUGVEySkv/rq8cLfZo8VzVvZlfVItFqquX6RDyQSggWEE11YqD9ajOTtchSaNGk/Rkzxuk/l3tZK0WU6ZMwZQpU4KeM3bsWIwdO9bvWNOmTfHII49ENEC5Y7KR+rcSYEJlaXotWjZMQX6pv6HFUloI+WP0pqM1TE1GqcmOwjILOI7jVSsJ+VBYboHN6VnIW3hT0KimWtkoTaisvsIi1R2apPkdT9N52otRpFq+VE//pvVVWTBx1+beNZc5xRTcPY2HlB5ijF+kmlpAyBZWJ+1ycWiQ4vG6ZRl8vUNJIVo5VHiN6i5NPZFNk93l12KLkA9CkbKsVM99W2ay14t+mfUVf6Oa7lu5wmqqO2Sn+h1PY+nfEn4mnz59GkVFRWFfd/bs2RrCvkpEmEHicnOoJAeJomDiri0aeIzp1GTPPVsfnJxkVMcYE/WpVgS/HPQskPvPVvKtAoS1e78cCH8BJaQJS/9ulqnnHSfkNJEXRUYr8gorsOloCX+soNQMAHC6OT61lFAewhrN+rCJUyImmxOnKzwb8/aN/SPV6RIVKnM6nXj//fcxaNAgtG3bFrfeemtY1+/YsQNt2rRBu3bteGFfpVL9viynkhxFUT1SbUj21FQrQTiyLsiojjFCjxzVVMuXgW08LQEuaJuFReN6AfDUUTOv+fV9WiRsbIS4MKGyDL0WLRp4FgWqq5YXy7fmY9Rrf2DJ78f5Y49+u5f//ePNJxIwKiIeVAjUhKmmWp4cL/E4vRqlJvMZJgy25kqtpvrcuXP49ddf8eqrr2LcuHFhXVtZWYmbbroJU6dOjdHopEUNo9pCJTlKgjnEmmd6I9VeR5i5HmTrklEdY0wCbyqpf8uX5CTPrdI4TcfXTvfMyURDg2fB12roVlIKLFKdmZLEG9Ufbz5JrdJkxNTBrbHmniGYMKAlf2zRuF68ivClnZskamhEjPFL/3a4KNVfhgSrpwaELbWkFd3MycnBBx98gAsvvDDsa++8805cf/31uPLKK2MwMulhcfjvhctJrExRnPEGIdj+iSLVhGj4tdQir7lsYUJlrDUAIzPFkx5cQb0WFQMTKstISUKOd1H45WAxirx9Fwnpk52hR8+cTH4DDnicYM28nnOQnaVIrA4XLA7/ek3WDpGQD7sLygH4ajKFpCmspdb777+PvXv34tlnn030UOJG9b0wtdVSFoVlHqNap/WYmHykuh7YQGGpfxPhY/JrqaWMRaA+wlpq6bRqZKfrcN+wTshO1/FGdfU2TIR8YaJkGfoktGhA1pecsTr8F/GG3lRSUgBXJsy5qVb5lGYtdlcNZyghbQ6e80SqG6Ul13iPr6mWWPp3JBw8eBDz58/Hr7/+iuTkmn9rIGw2G2w2n4PXaDTGangxgxlX7D6loIRycLk5FFd5vp9ajUfRnY9UK8QRVhsUqY4xwhqC+lBPoFRYtEOnVSM7Q485IzojO0OPjBTPAk+9FpUDi1SXm+1wCXpA5BVW8D+UCi4P2Obtsk6NkZ2u48s1ykxkVCsRlkbawJCMZG9JjtlB667cOFXmERVsmWWo8Z6SItU33XQTbrvtNhgMBpw4cQIlJR5hxZMnT6KioiLgNQsXLkRmZib/06pVq3gOWRSY1kFTb6ulMhIqUwxFlVbeock65Ri86t82p9tvT6VEKFIdY4SK33aXG3anG8la8mXIDd6oDpL+TS2XlAPzmj/3wwG/4w99vYf//b5hnTBnROe4josIH5YKfE3P5sjO0POiRxSpVibl3nltYEiCy83BbnHDQhlisqDIaEVRpQ1uN4cCb/qo2e5EnrfbRna6DtkZeqTrlbPmVlVVYcWKFVixYgUAwGTyCLQNGzYMDz74IO68884a1+Tm5mLu3Ln8a6PRKDvDmu2Lm2fqcabCSkJlCoDdv/vP+jIn9p8xQqNW8ZmegGfu2T2sRMiojiEcx9WoIbDYXWRUyxCWRqqvNncZVFOtOFgq/yuT+8LhcmPel7sBeISumEgdE7wipA27b1OSPfctn/5dRZs4JVLufQ43SEmC1e5ChcVRL+r4lMDyrflYvOGw37H//ngI//3xEACfI5PpJNidbticLui08kntdzgcOHnyJP/64MGDfu8vW7YM06ZNw5EjR6DVBt6e63Q66HTyXn9YpLpFgxT8nV9OQmUKIND9KwxEqOCRMjHbXWRUE5Fhd7nhrJbqYLI7kWlQ7hdKqTChsuqR6gw9GdVKg7XU6t86y69WvmdOJm9UE/KAbd5SvPctM6pJGEeZ+CLVyfwz2URlV7Jg6uDWGNG9KU6cN2H2JzsBBHZkCsUHTTZpGdUFBQVwuVwwmUywWCw4ceIE1Go1WrduDQA4evQoevfuneBRJh5WksHUocvpeSx72P3784FzeGmdx7gW3r+T39kMk82l+LpqMqpjiLCGOk2nRZXN6ZcOTsgHoVCZED79m4xqRWB3uvmU4cyUJD8lYUJ+sChliremK8tbU11KNdWKhK+pTklCsXfOq7fvIaRJdoYe2Rl6P4dXIEemRq2CIVkDs92FKquTd5RJgTFjxqC0tJR/fcUVVyA1NRV79+4FACQlJaF169bIz88PeH1aWhratGkDlUoVl/EmCvZcZn2MyyhSLXvY/bvjZBl/THj/puuSYLK5FJ85REZ1DGHeOJ1WjQw9M6qV/YVSKkKhMiHUUktZVAoi02l6LZLNnvlO1qgo5VuG8OnfNSLVdL8qEZb+nWlIQopXcZbWXHlRHELrwjSdFma7C5US61X9999/1/p+hw4dsGfPHmRmBs54Gjt2LMaOHRuDkUkHl5uD3bufYpFq2j8ph2BzadDVDwVwKu6NIWbvl8eQrIHBm7JEqWjyxMo7SKqlf5NQmaJg85iu00KjViHJ2xJCpVIhO6Nmz1RC2liCGNXnq6jnuBJhkeosQzJSyaiWJcyo7tosPagjk1cAp3VXdgizNVtkeoxqKsdRDixrc0CbBn73b2py/ehVTZHqGGLyfnkMyVrBAk+LgBzxqX9T+reSYV5W5ixhooJ2lxscx0kuLa+qqgpbtmxBaWkpevTogR49etR6/smTJ7Fu3boax2+66SYYDDXb18gdSxChMqPVicIyM3ICtOwh5ItQ/Zu1cTErPDKiNIq8RvXlnZsEdWTyvappbmUH07lQqYCmmR6jq8LigNvNQa2W1vpKhA/Tobmya1O/+5dlDpkUbgNRpDqGsMU8VafhF3iTwr00SsWX/h24pRalLykD5hxJ90ZCWK9bjoPk+iu+8cYb6NGjBxYtWoQvv/wSl1xyCSZPngyXK/gzZufOnbjzzjuxZcsWvx+bTZmR2+o11ex+BYBjxaaEjImIHSxSnZkiSP8mXQRZwSLVTWopt1FSr+r6BnsmG5I0fB9jjgMqKetAETCh14wUf0FmPrCo8GxdilTHEL9ItY59oejBIUd4obJqkeoMweLudLmh1ZCfSs4wL2v1SDXgiVZLaX5btGiBf/75Bw0aNAAAHDt2DL169cK7776Lf//730Gv0+l0ePfdd+M0ysQhrN1j6d8atQrpei0qrU4/ZXdCGfAttQzJMHg3cRZyZMuKkIxqb6SaDDH5IXR0JmvVSElSw+Jw40hRJQa0bZjg0RHRwmf76f3NS1YCq/RsXTKqYwj78lCkWv5YHYGFyoTeuEqrE1kSUiIlwof3snpbpSUJjGiHkwMkNL3VBW3at2+PLl268EqzwXC73fjmm2/gdDrRq1cvdO3aNYajTBxWQYSy0urA6XILAM89XAngn1MVaNMoFYCnXQ/VzMufUm+tPMdxvvRvWnNlRVGlFUBdRrXn+UyRavnB1PiZ0ytNlwSLw4YTpWZFGdWHDx+GyVQzGyo1NRWdOnVKwIjiA3NWZwaJVCvdBiKjOobwHrkkilTLHRap1lfrU52kUSM1WQOT3YUKi4OMaplTfUHQqlVQqTzpaTaXC4B0e8zn5+dj7969mD17dq3naTQavPfeewCADRs2YNy4cfjwww+h1QZeDmw2m196uNFoFG/QMUTYDu2rHafw6s9H/N5/57djeOe3YwCA+4Z1wpwRneM6vliydu1avPvuuxg1ahRuvvnmRA8nbrBItcPF8Zt2pUdGlAaLVNfWbSGdhMpkC5/+7b0/0/VaFFfZFKdL8/TTT2P37t1+x/Ly8nD11Vfju+++S9CoYk/1bD+Gz8mp7HuWjOoYYqKaasVgCxKpBjwPD5PdRemkCsDIC5V57leVSoUkjRp2pxsOl7RqqoVYrVZMmTIFPXr0wL/+9a+g53Xr1g1HjhxB06ZNAQD79+/HBRdcgBdffBEPPvhgwGsWLlyIJ598MibjjiUWu0/5+18XtsFVPZoBAO799G8cKzFjyqBWmDq4DYDaN/Byo7CwEDNnzoTNZkPLli0TPZy4YXW4eO2LdL1WYFTTmisXrA4X34GhSVrwzJE0EiqTLex+5MAhr7ACaq/454EzlcgrrACgjMyhjz76yO/1gQMH0K1bN0yfPj1BI4oP1bP9GKl8Sy1lP4+lUyCoQMyk/q0YggmVASRWpiR89UC+BYGJlTm83wGpYbfbMWHCBBQVFWHNmjVITg6eLdGlSxfeoAY8Rva4cePwww8/BL0mNzcXFRUV/E9BQYGo448VPuVvDbIz9OiZk4meOZlolOYxoJuk6fhjct/AMdxuN6ZOnYrc3Fw0b9480cOJC0VGK/IKK7D1+Hn+2PFiE0q9SuBlJmrXIxdYlDpZq+Ydm4FgQmVUUy0/mLPz4NkqjHrtDxwprgIAfLa9AKNe+wOjXvsDy7fmJ3KIMeG9995D48aNccMNNyR6KDHD7eYEkepqNdUUqSaihUnHp1Kfatnj61MdOFIN+Dx0hHxh7VyEnbOStWrA5hEqkxp2ux0TJ07EgQMHsHHjRrRo0SLsz0hJSUFpaWnQ93U6HXQ6+UVyhZFqIXqvY8yqQFXop556Cunp6bjzzjvx9ttvJ3o4cWH51nws3nDY71juN3v434+XkMq7XCj21sQ3SdPV2r7QF6kmR7bcYMGmQW0b4rHR3bHw+/348+h5XN65CeZd3QWAsjKHAMDhcOCjjz7C9OnTa3V6y50quxOcN6GveqTaQDXVRLRYBLUjFKmWLxzH8ZHq6jXVgO/hQZFq+XNeIHTESNJ4Nnd2iUWqHQ4HJk2ahL179+KXX34JmOp74sQJrF692u9127Zt+deVlZX4/vvvMXLkyHgMOa6wSLW+mmJ/lsGzqdFISMldDH777TcsWbIEO3fuDPkaudbLC5k6uDVGdG+K3acq8LDXmF40rhcqrU48+/1+ZBqkq4NA+BOK8jcgqKmm9G/ZwfbAzTI92UMdstPw59Hz0KhV6JmTmeDRxYbVq1ejqKgIt99+e63nyf15zMrndFp1jb1yKotUK/yeJaM6hrCotEGnVWxNNcdxKCoqgtlsRsuWLZGUpLwNjDBCWb2lFkDp30qCZZcwdVnA11ZLapHqWbNmYfXq1Xj00Ufx448/8sfbtWuHYcOGAQC2b9+Oe++9l3/v2Wefxblz5zBkyBA4HA58+OGHSEtLw+OPPx738ccai6D8RkjDNI9RrQ4eCJMdpaWl+Ne//oUlS5YgOzs75OvkWi8vJDtDj+wMPQpKzfyxnjmZKPOmfzslrIVA+BOqUc1Hqin9W3ZYqgmVNfSKu7L7VYm89957GDJkCLp161breXJ/HgfrUQ0ABh1FqokoMQvSv5Wo/r1x40bMnDkT58+fR0ZGBkpKSjBv3jw89thjiR6aqNgEEcpA6d/MqJaqUJnRaMSaNWtw9OhRtGzZEuPGjUNmZnCPsNPpxIIFC2ocHz9+PC644IJYDjUhFBmtfNp3aZVnYS+qtPGiKcz2klpNdbt27XDLLbfg1KlTOHXqFH/c6XTyRnW7du0wbdo0fPzxxwCAJUuWYP369fj555/hdrvx2GOPYfLkyYp0hvE11dU95goUTPnqq69gNBqxdOlSLF26FIAnK+G7777DqVOn8Pnnn0Otrvnsys3Nxdy5c/nXRqMRrVq1itu4xaS02qachMrkR1EIyt+AoE+1gvZT9QWzQOsCANo19rQ1rFRoUKKwsBA//vgj/1yuDbk/j1lgqXo7LcAXqbYo/HlMRnUMMQkiJUqLVHMch0mTJmHs2LF48803odFosHbtWlx77bW45JJL+E29EmDK3yqVT7RKCBNkkGKk+vvvv8ddd92FSy65BO3bt8fHH3+M//u//8OGDRvQt2/fgNc4nU785z//waxZs9CmTRv+uBzrakMhUE3mkt+PYcnvnnZLjbyedKlFqgM5PqozYMAA/O9//+ONagAYPnw4hg8fHsuhSQK2eOuT/Y1qJQqmDBs2zO9eBYAdO3agS5cuuPHGG4PWp8q1Xj4Q5WbP87d783Rkp+tw3itQRka1fAg5Uk0ttWRL9Uh1p+x0AL52eErjgw8+QHp6OiZOnFjnuXJ/HvMiZfqapqWvplrZ9ywZ1TGERaUNwki1Qr5QFosFJSUlGDFiBDQaz982YsQIaLVa2agDh4pQpCzQ5pSPVEtwUWjXrh127dqFBg0a8MeuuuoqzJs3D+vWrav12qlTp2LIkCExHmHiYTWZADDx7c2w2F2YO6ITruzqOTbvy39w3mSHQ2JGNVE7vki1vyMsVYERzPbt29dwkj3zzDPo2LEjJkyYkJhBxZlSrxF9aacmyM7Q8/NvUciaWx8IuabaW55DNdXyg+2BmXMzO8Mz1+dNdjhdbmgVpHXBcRzef/99TJ06FSkpKYkeTszxtSQNEKnWsZpq5ay7gSCjOobwLbWENdUK+UIZDAbMmTMHzz33HDIzM5GZmYn33nsPXbt2xbhx4xI9PFGprZ0WIG2hskA1PP3798fKlSvrvPaLL77Ahg0b0L59e1x//fW1pozLGVaTCQBOr+Hco0UmL5rC0pakJlRG1E6wmmpfpFoZz2LCA6vJbOAVomPppWaHCxzH1aomTUiD4korAI/6d22wSLXZ7lKcIaZ0zNW6MjQ0JEOjVsHl5nDeZEdThbQ3BIC8vDykpaVh5syZiR5KXGA95qsrfwMUqSZEwK+mWoEph/fccw+2bNmCyZMnIz09HWazGUuXLkVGRkbA8+WqbGhzBm+nBUg7Ul0dq9WKL7/8Epdffnmt56WlpaGiogKpqalYvHgx5s+fjzVr1mDAgAEBz5fr3Apxuzk4vKJGwrlO0jChMhI8khM+9e9q6d98TbVynsWBeOGFF9CkSZNEDyNusPTvhqme5zFznnAcYHW4eSObkC4sUl1X33iW+Qd4AhWZBjKq5UL19G+1WoXGack4Z7ShuNKmKKO6V69e2LVrV6KHETdqq6kWOrOV7OSkJ1EM8aup1vlSDt1u+W/Oq6qqcMkll6Bfv34oKSlBfn4+Pv30U0yYMAFr164NeM3ChQv5qHZmZqZsBBj4SHUA5W8AfMuWk+fNKDJa4zaucOE4DnfccQeqqqrwzDPPBD0vKSkJe/bswQcffIDnnnsO27Ztw4ABA3DbbbcFvUaucyvE6vRFLls1NPC/JzH1b4pUy4qgQmX1JFI9fPhw9OnTJ9HDiBss/ZuPVAvmXUnObKXCcRyKvJHquvbbOq2Gb3V4/HxVrIdGiAgfqRY4uVi6P5t/Qp740r8D1FR7bSCXm/MT/1UaZFTHEL+aakEKItvsyZmtW7fi9OnTmDdvnl9N9YABA/DFF18EvCY3NxcVFRX8j1xqr1lNtb6O9O9yi4NXL5Uis2fPxg8//ICffvoJzZs3D3qeRqPx62WsVqtx8803459//kFFRUXAa+Q6t0KEqpStsnxGNROno5pqeWHhN2/+yxyfFkyGlqIo96Z/sxY9GrWK71GudAeKEig3O8D22i533c9ag9dpUlBmieWwCJFh6t/CshyW7l8s4f0TUTc+obIAkWo/J6dyn8eU/h0jOI7zPTx0GuiT1FCpPKloJruTL9qXK0z4qqSkhFed5TgOJSUlyMrKCniNXJUN64xUC1JdOE6aWQj33nsvVqxYgQ0bNqB3795hX+9yeb7LwhRvIXKdWyEWgSCdWtDEOFnr+Z2MankRrKa6vkSq6xssUp1l8D2PDclaWB12mmsZUFzlW1uSNXWn6ht0WlRYnbAovIxDaVjsvmATIzvdk/JdZCSjWs7UJlSm1aih06phc7phtjt556fSkLdlJ2GsDjeYfZWarIVKpUJqshZVNqdH/S49seOLlj59+mDgwIG49dZbsXDhQmRlZeH9999HQUEBpk+fnujhiQprqVVdqIz1N7YKMg/+zi/na0Wy03V11obFg/vuuw+ffPJJ0DZadrsdjz/+OP969+7daNeuHdLTPV9Sh8OBt99+Gz179kR2dna8hh13rI6aaWmAL1JN6d/yor7XVNcnnC43L5LD0r8BXwo4ZSVIF7aO7ioo54/lFfoyooTrKDsX8KWI7ztTyZ8vlTWXCE5t6d9CxwohP4wWz3M2UE014FEAtzmV7eQkozpGCBXu2MJuSNagyuZUhPqdVqvFTz/9hBdffBEvvPACzGYzOnfujM2bN0cUCZUywYTKAvU3fnzVXv73+4Z1wpwRnWM/wFp466238Oqrr2LkyJFYsWIFVqxYAcATWX7yyScBeIzqV155hb/mzJkzmDx5Mvr27YuGDRtiw4YNcDgcQdP6lYLF7jGaq9fg+oTKyKiWE8FqqlmERAllOIQHYY/bBoINHRO0sih4Eyd3Aq2jD329h/9duI4GOveDTSfwwaYTNc4lpEl1oTLA11aL0r/lTW3p34BnzktNynZok1EdI1gvNq1ahZIqG7Iz9Hz6cGGZBT1ayL89UVZWVq2CV0qBRaqrR7yE/Y3Hv7kJNqcb/3dVZ1zRxRPNza6j12Y86NGjBxYuXFjjeHKyL5qj0+nw+OOP80b21Vdfjc2bN2PdunU4d+4crrvuOgwfPtzvGiUSzAhLJqEyWeLLPPB3hrF0cIeLg93p5ueXkC+snjpDr/Vrr5RCqf6Sh62jPx84h5fWeQzmReN68S0NheuocM19dGUedhaU45oezTD7yo41ziWkCd9qNqlmTbWUNWmIuqlNqAyoH6VXYRnVDocDK1aswK+//gqHw4ELLrgAt99+O/T64Ok2n332GT7++GO/Y2lpaXzETKmwaLTTzaGo0mNUJ6k9i/3pchLWkBPBItXC/saGZA1sTjdaN0zlNwNS4NJLL8Wll15a6zlJSUmYO3cub1QDnpr5iRMnxnp4kiJYunASCZXJEl8/1Op9qv1VoZO1ynYW1QfK+HZa/nPJxHGUkB2mVNg6uvuUL+W7Z05mwHVUuOa2a5KKnQXlSNaqJbXmEsFxuzmf8zpQ+jcZ1bKGtdQKFqlmc06Rai8XX3wxunfvjksvvRQajQYvvfQSPvjgA/zxxx9BDevDhw/jyJEjeOGFF/hjSUmB/4criUCeGBYBs1LES1bwQmW1RLR0SRoADt4AJ+SHJUCtF+Cbd4pUy4tg85mkUSNZo4bd5YbZ7kIDQ6CrCTlRvZ0Wg0/1V3BkRClYwyzHYIJ0Zd65J6SPsG1lQKGySquiexgrGafLzbcRDl5T7WstrFTCMqrXrFmDpk2b8q+vuuoqtGzZEt9//z3GjRsX9LoGDRpg1KhRkY9SRjAhjX2nfV7XH/PO4khRFapsHi/O4SIS1pATPqM6uCJpqtdhUn0DT8gHa5D0b1+kWprK7kRggs0n4BErs5vdJGClEFj6t1D5G/AoRAPA93vO4Mqu2bTWShhmcHVrnh5SGnfbxmkAgCoFR72UhtCYEj6XG6d7nGFWhxtVNifSg0Q6CelSafXdh+n6wKYlK71ScuZQWEa10KAGgMaNGyMpKQlGo7HW6/Lz8zFlyhTo9XoMGjQIt99+u2Kj1YGENF775Yjf6692FOKrHYUASFhDDrDNebCWWgCQ5vXMBdrAE/IgWPo3q7m1UaRaVgSrkQc8tV3lZgdMNuV6zOsTpSaPwzorSPr3b4dL+DIsQppYvdolA9pkhTRPHZt4jOoKgUgdIW1YxohGDV5rCPAYW2k6T3ecokobGdUyhImUpSZr/HQthKR6g05mBa+7UQmVvfbaa1Cr1Rg2bFjQc9RqNYYOHYprrrkG5eXleOGFF/Dee+/hzz//DNrX1maz+fXDrctolxKBRDfuGdoRHbLT8OHmE9iZX45LOjRG7siuAEhYQw4wY6q6sSUkxWtwk6KwfKktXRigmmq5Eah1C4MdU3IaWn3CF6n2N6opc0g+2JhTs5aMMCFSVIyuqqrCJ598gpUrV6J///4hCbn++uuv+OKLL1BQUID27dvjzjvvROfOygy0sOety40aTq7sdB2qbE4UV9rQweswIeQDc24FS/0GfJlDSl53Izaq161bh4cffhivvPIKWrVqFfS82bNnIyMjg389btw4dOnSBW+//TbuvffegNcsXLjQTzRJTjAhDWHPxat7NkPPnEzsKSzHzvxyqNUgYQ0ZwRb72mqqmcFNtXvyxRfZ9J/nJI2nvouMankRSBCHwXvMFZyGVp8o8xrVTKiMlWEJBXGC9T4mpEFt92sgmLhVpc0Ji92VcAfK2bNn0b9/f4wcORIVFRXYtWtXndc8/fTT+PnnnzF+/HiMGDEC3333HXr16oWNGzfioosuiv2g40xtz9vG6TocKzFJyklChA7rUZ1Ri1FdH9bdiIzqX3/9FWPHjsXjjz+Ou+66q9ZzhQY1AOTk5KB///7YsWNH0Gtyc3Mxd+5c/rXRaKzVcJcigb40DVM9iwAJa8iLUITKSIRO/gSrwSWhMvnhcnP8fAWsqeZru8gJpgRY+ncDb011OL2PCWlgDVJ+E4x0nRb6JDWsDjeKKq1o0yg1lsOrk6ysLBw4cAAZGRm48cYbUVVVVec1d999Nx599FH+9ZgxY3D48GG89NJL+OKLL2I53Lji0xryZZ3WcHJ5nSRfbC/A4HYNyeklMwrKzABqzzRh6+6moyUoMloVOcdhG9W//fYbrrvuOjz00EN45JFHIvpHy8rKak1v0el0QVPD5QKr1euVk8E/LNo19jz0We0BIQ9CESrjjWrapMsWlmWgp/Rv2SNUEg5YU81USEnkSBFUT/9mZVgbDxbhhZ8OAQje+1hurF27Fnl5eZgwYQLatm2b6OGIBquprs15LUSlUiE7XY/8UjOKK20JN6oj2bc2bNiwxrFGjRrBZDKJNSxJEIqTi2UekP6BPDld5mkVnKwNrtzOFN/3FBoVO8dhGdV//PEHRo4ciQcffNDPuybkk08+wapVq/g+1EuWLMHNN9/MC5N98MEHyMvLw6JFi6IcurRhkeqLOjTmvzhdmqUDAMpMZFTLCZ8Hva6WWlRTLWcsQWr6SKhMfghrtgLdtynJyq/tqk+UVjOqWRmWUJE2WO9jOfHPP/9g2rRpKCkpQc+ePRVmVIcXqQY8KeD5pWYUKSRl+MCBA1izZg1eeumloOfIUXOIObl+P1yM/6w9CKCmk+vLv08lcohElDAV/tQgyt+Ar6ZayYT1F44ZMwYqlQpbt271a5F100034aabbgIAHDp0CGvXruXfO3XqFNq1a4cOHTqgpKQEp06dwuLFi3HdddeJ9CdIE7ZZMwRocC+VGiAiNMKJVJNRLV9YpISEyuSPMJU/UM/T+lDbVZ8oNzP1b/96vqYZ8o1IV8dkMmHKlCn4z3/+g9tuuy3RwxEdawiCoNVhGQdKqMMtLi7GmDFjcMUVV2DWrFlBz5Oj5hBzcu0/43MAMCcXSw23CfZOpH8gD9jcAcCJ857sCpvDXaNlMDuvzOS7T5U6x2EZ1cuWLYPLVdNoEKZy33TTTX4CC08++SQeeOAB7N69GwaDAV26dEFqamLTdOIBM6pTk33/i6VWA0SEhs1Zd0utlGTPe1YyqmVLsJrqZKqplh11iR5RTbVycLs5Pv27YTX1b+FGLU3mUZLZs2dj2LBhGDlyZKKHEhNCyQirDgtUFFVaYzKmeHH+/HkMHz4czZs3x9dffw21Ovj/AzlrDgXaH5H+gXwJNHebjp7HqNf+AOCbu/o0x2GtMtdee22d53Tu3LlGvXRGRgaGDBkS3shkDlMdFW7qpFYDRISGLYRaL76mmoxq2RKsr3EyH6nm4j4mIjL49mhBol4sg4jU+uWP0eqA23trNqhmVKfptEhN1sBkd0HOd++nn36Kbdu2Yfv27aioqKjzfDmmCIfbUgtQRqT6/PnzGDZsGDIzM/Hdd9/BYDDUer6cNYfYGtu1WTo/dyw1fE9hBXK9hpZS9A+UDps7AHhi1V5sP1mGq3s0xT1XdgKAGnO893QFHvxK2XMsb9ethGEPDyaIw1BaDVB9wMpHqoMv9tRSS/4EEyqjSLX8qK1HNQAYvM9lEwmVyZ4yb+p3klqFcrO9Rhph0ww9jpWYcM5o5cVC5cSxY8dw7733Yt26dUhJSQnJqJZjijArvwm3phqAbPZTBQUFmDZtGv+6rKwMw4cPR2ZmJr7//nvFZ3Fa7J457t8mi79PWWq4sEpHCfoH9QE2d4DPUd26oaHG3LHzhFkoSp1jMqpjBNusGZL9/xcrwbNa3wglUq3nI9VkeMmVYJFqqqmWH8FS+RmpJFSmGEq9LSodbi6gomwTb/9buRhe1XnqqafQrl07rF+/HuvXr0dlZSUA4KuvvkJlZSUmTpxY4xo5pggz53U46d/Z6Z65LjJKY27Hjx+PiooK5OXlweVyYfjw4UhJScHq1asBeOrif/31V/78hx9+GLt27cKFF16IMWPG8Mdbt26NpUuXxn38sSbYGgsAGfrg/Y0J6ROK9pAwk8ip0P0UGdUxIpBQGaCcGqD6BAmV1Q+CGWJJGo8L3a7QRUCJ1LZ5A3wRbBIqkz+snjoYTTOY4SXPNXfYsGE4fvw4zp49CwAwmz39YMvKylBWVhbwGjmmCPOZQhFEqourpGFU33fffbDb/b+PWq1vm926dWusXLkSY8eOBQDcc889GD9+fI3PUWrEujZnp9CozjSQaSJXmtSSyt0gxTfH4dzncoK+uTHCZ1QHjlRLxbNK1A0vVBZCpJqMavniE7fyn2dK/5YfljrSv1NJqEz2MEXZPQIV2UCKskwB/JxMjepp06YhIyODf3327Fm8+eabuP3223HNNdckcGTiEklLLbafOl9lg8vNQaMO3iM3Hlx22WW1vm8wGDB06FD+dffu3dG9e/dYD0sy1PZcThO0YkpJItNEbri8whZNa1Hx1mrUSNdrUWl1QqsJPSNFTtA3N0awCEj1mmqWriQVzypRN6HUepH6t/wJFilJpvRv2WGuI1LNaqopUi1fQlWU5SPVMk3/ri/4WmqFvtlumJoMlQpwc8B5k43fXxHSxFKL40SjViFNp0WVzYlKqxON0+SVaVHfqavjBiPLkIxKq7PODCO5QkZ1jDDZvJHqah63JhSplh3hRKrJqJYvQdW/KVItO6x1CZUlMaOa7le5whRln1mzD1uOlwIIrCjL1ly5Rqqrk5qaigceeADt2rVL9FBEw+3m+OdrOJFqrUaNRqk6lFTZUGQko1rqsDW2elkkI13vMaqNFkc8hxVzOI6D0+lEUpJy68brKrliZBmSkF/qE5hUGsqMvycYt5vzPTwCqH8DFKmWCxzH+Wqqa/GgU/q3/LEG8bQmUUst2VFbRAQAUr09i802ul/lSnaGHj1zMlFYYeGPMUXZnjmZvGCZr6ZaGWtueno6XnjhBXTp0iXRQxENm8BhGW6tJdtTLfn9mGzr5usLdbU6ZHXVlVZlZBCdOnUKEydOhMFgQOPGjTFp0iQUFRUlelgxoa65ZTCxsjKFRqrJqI4BQsMqNUhNNasBIqSNw8WB805TSEJldopmyhGHy80bzUEj1S43OI7uWTkQTCiSwY6bKP1b1hitDhSUWmo9h9K/pY8ww0tfS0ZYINie6ttdp2mOJU5dzs50b111pVX+UcyKigpceumlcDgcOHnyJMrLy3HTTTf5qb8riWCaNNXJMngcJ5T+TYQM26ipVDXrgxql6aBmNUBVNdt/ENKCpX4Dtdd6MUPMRpFqWeK3qQvSUgvwOFmStYkVwyHqpq6WWgZBSy2O46BS0ZzKkQNnPO2lmqbrcOOg1ryBJYQdq7I5UWVzIk1H2x6pwdppadWqsAWMalMbJqRFXQKSGV51aKMCjOqXXnoJlZWVWLZsGdLS0gCAV31XIqGq9/si1fKf40BQpDoGmPl6ak2NzZpGrULDVNZWi7yqUkfYd7rcFNyzxhYJSv+WJ2zeVKqatfPC19RWSx6UVnnuVVeQzAJWluNyczSnMmb/GSMAT9r3nBGdAzqpU3Va3pCm9GBpEooYaHWKjFbkFVZAuMPKK6zgf2iupUddzk5fpFr+GURr1qzByJEjkZaWBptN2Xt9t9tXJll3TbXHqFZqpJqM6hjApx4G8Ygzz3kxGdWSRxipLq4K/hDQe1PDnW6OVKJliNXuWxCqO8L8ItUkViYLyi2eezXYvWgQLPxUVy1fmFHdrXlGredlZ5AjW8r42mmFviVdvjUfo177A1/sOMUfe+jrPRj12h8Y9dofWL41X/RxEtFRl5gVq6lWglDZyZMnkZGRgSuvvBIZGRlIT0/HTTfdhOLi4qDX2Gw2GI1Gvx85YBXsk+tU/071zHGZSf5zHAgyqmMA304ryJeLLfDLt54kb6rEsYVoROkFdSQUrZYftS32GrWK739KDhN5wEe+guggaDVqvlae6qrly75QjWqFKYArjUh6VE8d3Bpr7hmCOy9vzx9bNK4X1twzBGvuGYKpg1uLPk4iOuqqu2WRaqMCItUcx+Gtt97C7NmzYbVakZeXh7179+Lmm28Oes3ChQuRmZnJ/7Rq1Sp+A44Ci12oiUBCZYTImPi6kcCR6ibe/nvr9xeR51yisNSyvYU+T2FtqWXJGjW8dhe11ZIhdQmoJGk8kxuqk4WIP+yezSusQKm3VKO40hb0nmVOTwu11ZIlTpcbB896aqq7NU+v9VylKYArjbqev4Fg6u/tm6TxxwKpvxPSoa6623S9cmqqc3JycOmll2LcuHFQqVRo06YN5s6di59++iloOnhubi4qKir4n4KCgjiPOjLY/avTqqFW165P4hMqk/8cB4IUO2KAJcRINSFdlm/Nx+INh/2OPfT1Hv73+4Z1wpwRnfnXKpUK+iQNzHYXn0pMyIe6BFSSNGpYHW6KVEuYQPfsZ9sL8Nl2z8ak+j1rSNaizOzgnaCEvNhxshQ2pxspSWq0aZRa67nMqP5+zxmM6duCDC6JYeNrqsOP84TbgotIDKHU3WakKKem+vLLL8eOHTv8jlmtVmg0Gmg0gf9+nU4HnU5+9kGwdqSByFJ4pJqM6hhgsgWuqS4yWlFUafOry8wrrOB/z07X0WIvEaYObo0R3ZtiZ345Hv02D4AntaxnTiYABFSZTfEa1ZT+LT9YTVCwTZ1Oq0YlSKhMyrB7FgD+/fEOFJZbcPPFbTFhQEsANe/ZVK9Ymdkm/w1cfWT7yXIAQOtGBr48Ixhs7ncWlKOokrpuSA0+/buO1NFAMAOtabou4LpMSINQ6m7TFVRTPWfOHPTp0wcvvfQSJk+ejKNHj2LhwoWYNm0atFplmV4We2giZQDQQBCpVmLnDWXNrEQIVlMdbvSTSBzZGXpkZ+hxpsKXMsrSyoLBPOaU/i0/rPbaBVSYWJnDSX2qpQq7ZwGAact1yk4Les+mCNpqEfLjWLEJANCucVodZ4KMaInjc2pGYFR791mZhiSaZwkTSt1thoLUv9u3b4+ff/4Zubm5eP7555GdnY1bb70V8+fPT/TQRKcuATohLFJtd7lhtruQqrAWh8r6aySCKUgqKYuk/H64GP9ZexBA3dFPIrGYwxAxYlFOilTLj7pq+piold1FcysH7C6P86O2nuLM6UlCZfKBZXsBwN7TniwvnVbNZ3xVz/Zi55sE2QiUHSY9rCKkfwvbXxLSI5S6WxaprrTJP1INABdccAHWr1+f6GHEnHA0EQzJGiRr1LC73Cgz28moJuqGRT5SqwmVsUjK2TCin0RiYVHndo0MdTo9qFe1fKnL08oi1XaJRar37NmDH3/8EaWlpejRowcmTZqEpKSkWq+x2+1YtmwZ9u3bh+bNm2PatGnIzs6O04jjg8trVDfNSAl6jsH7fF616zQuat+IjCsZECjb69tdp/HtrtMAamZ7UXaYPGDrrC6SSHUSrbtyIJS620xvTbXRQo5OOVGXJo0QlUqFBoYkFFXaUG52oGVWrEcXX8iojgGsRs+gCyJGEIE3lkgMzEHSPQQ1Uba4WymdVHbUtSgkM6NaQjXVc+fOxc8//4zhw4ejYcOGWLhwIRYtWoQ///wTGRmBWwzZ7XYMHToUZWVluPHGG/Hjjz/i+eefx5YtW9CuXbs4/wWxw+n2zFPzzOD3rME71xsOFFGdrUwQ1s3f/uFfOGu04bYhbXFDv8B18+z8kiobbn7/LwDAwnG90IuywyRFXS3waoM9s2ndlTas7tZQi+OEj1RblVlvq1SYw8QQglENAA1Tk1FUaVOkWBkZ1TGApX8bkgL/72UpEpkpWlrUJQ7zfte2EDD4NDQnLe5yw1pXpFrLaqqlY1TfcsstePHFF/mNx91334327dvjzTffxIMPPhjwmvfffx///PMPjh07huzsbLhcLlx00UV45JFH8Mknn8Rz+DGFqczqatmkpwZxehLSRVg3z3JGujbLCJrtxc4Xpn/XVmdPJAZrHf2La4PKruQBK6XT12J4sT7Vbs6zj05TWGqwUgm3JR4TKytTYFstCpnGAL6lVpBNG/PGpiRpKToicVgEMxQPHHugWKilluyoa1HQSTBS3atXLz9PfmZmJlq2bImzZ88Gvebbb7/FVVddxad7azQaTJkyBatWrQLHSSu1PRrszKgOkBXE+lkLBcpq60FPSJNwUg4NyRqwOyUcnQwiPvBCZVGofzvdHLU8lDChiFmlJGmg9dZbVyqgV3V9wVKH0Gt1mFhZOUWqiVDgI9XJwSLVno2ejSKakodtvGvzrjKotku+8C0hgvWp9gpeSXnTtn37duzZswdPPvlk0HMOHz6M66+/3u9Y+/btYTKZcObMGbRo0aLGNTabDTabjX9tNBrFG3QMcLrccLo9DgKdtqZRTXW2yoBFN1tmBa+bZ6hUKqTqNKiyuWrNXiASA0vdjkT9W3iN1eHi9S8IaVFXNhjguU/T9VqUmR0wWpxoTgklsiAc9W8AaMB6VZuU5zghozoGME94sOgmW9RJrVL6+NK/675VUqillmwJXahMmvfs2bNnMXHiRIwZMwZjx44Nep7FYkF6errfMVZ/bTabA16zcOHCWg11qSHMJkgOYFSzOttPt+Vj+dZ8ANSFQW44XW5e4b1Nw9SQrslMSUaVzRKRGBYRW6JR/9Zp1VCpAI7zPMdZXS4hLSwhCJUBQEZKEsrMDopUy4hQROiEZPHp38qLVJNLLwaY60gZZguH1elSVMqlEvGlGNZ9q/DzSka17KjLiy5FoTJGcXExhg8fjvbt29dZF52Wloby8nK/Y2VlZQAQVNwsNzcXFRUV/E9BQYEo444VNoGzMjlA1Co7Q4+eOZlo1dDAH2NdGHqGIEhIJB6TzfeMDbUlSzrfA5c261Ijmj7VKpVKIBIqvecz4YFlg9U1x+w+NdJ9KhssYWaaUPo3ERZm74IfbLFnnnKO82zSKR1NuviM6rpvFZYibiEVUtlhqSPNX4pCZQBQUlKCYcOGITs7G6tXr0ZKSu2psD169MD+/fv9ju3fvx+NGjUK2lZLp9NBp5NP9JaJlGnVKmhrSQUNlBpOyAPWWzxZow6YjRCIDF5ZmGqqpUY0LbUAjzPUbHdR6ZWECTVFmO5T+RF++rdyhcrIqI4BpjrSv4UpTjYnGdVSxhzGw0KqNdUHDhzAJ598gqNHj6Jly5a4+eab0a1bt1qvcbvd+Oijj7B+/XrodDpMmDAB1157bZxGHH/qWhSkKFR2/vx5DBs2DI0bN8aaNWtgMBhqnLNr1y688cYb/OvJkyfjX//6Fw4cOICuXbuiqqoKH330ESZPnhzPoccUplVRl9HMjLH2jVMp5VtmmOpoWxkIilRLF19LrcgcXXqJrr2Ej1BqqgFBpNpC96lcsISp3s8i1QfOGFFktCoqO4xc9THAXIdQWbLGUwMEUKqw1LFGoP4tpVr5ZcuWYcKECUhKSsLIkSNRWVmJ3r17Y+3atbVeN2vWLDz88MO48MIL0a5dO9xwww1+xpnSCLWm2uGSTrnG9OnTkZeXh7Zt22L+/PmYPXs2Zs+ejffee48/58iRI1iyZAn/euLEiZg0aRIuvfRSTJ06FQMGDIBOp8NTTz2ViD8hJvDttOrYvDFnZquGBkUt6vUBJgaaGkIGESONN6opAiY1rGG25KkO31aLssQkS6hq/awm3kj3qWwI1WHCyEr1zPG5ShuKKm11nC0vKFIdA+oSKlOpVNBp1bA63H71f4T0MDs8cxlOpFpKjpIRI0bgpptuglrt2XRMnToVpaWlePrpp3HNNdcEvCYvLw9LlizB+vXrMWzYMABAUlIScnNzccstt9SZYixH6uqTyqKaNgmlf8+YMSNg9kBOTg7/e79+/fDf//4X8+bNA+B59ixbtgybNm3C3r17MWXKFFx11VVITk6O27hjDXumhhqppi4M8oNFqsPpNZ5ORrVksTpDq7cNBjPUrHQvS5ZQexlT+rf8CLemmql/KxEyqkXG5eb4SGVtAir6JA2sDrekDDCiJuH0QpVi+nfTpk1rHMvJyUFeXl7Qa9auXYusrCwMHTqUPzZx4kQ89NBD2LRpE29oK4m6FgVfpFo6RvWkSZPqPKdDhw6YOXMmb1QzLr74Ylx88cWxGlpCCTX9m70vVUV3IjhVvFEd+hYmnTbrksUWZqSrOj6hMumsvYQ/odbdklCZ/AhV2b3IaEVRpQ0VgtT+fwrK+d+z03Wyzxojo1pkWJQaqD1lWK/VAHBIKvJF1MQSTvp3svQi1dU5f/48li1bhmnTpgU95/jx48jJyeGj2wDQqlUr/r1AyK2XcXXqWvCTyQCTDWyO6tKqkGL2AREabJ1NC8uopppqqeJL/5Z/TXVVVRV+/vlnNGrUCJdccklI15w7dw7bt29HZmYmLrzwQmi1ytuaW0PspJKRQs4vuWHxBhLrcpgs35qPxRsO+x17ZKUvwHPfsE6YM6Kz+AOMI8q7cxMMM8LUqtojJTpqvyQLwhEqYyIrUljYA2G1WjF+/Hg0btwYTzzxRNDzbDZbDdGrpKQkJCcnw2q1BrxGbr2Mq1NXn8VkjUcEQUqRaiIwvppqilQrlSpb6M5OBkWqpUuoqcHBkEKWmMlkwvz58/HNN9/A5XLhggsuwJo1a+q8bsmSJbj//vvRv39/FBYWIjk5GT/99BNat24dh1HHj7Aj1SRUJht4h0kdczt1cGuM6O7Jnhzzvz/h4jg8dG1XDOnYGAAUIRhKQmUiIxRQUTE1sgDotdITtSJqElb6t4RbatlsNowbNw5nzpzB+vXrkZaWFvTczMxMvncxo6qqCna7HVlZWQGvkVsv4+pY6/C0SjH9mwhMuOnfFKmWH+ZI0r+951baaLMuNXj172gj1Qlcey0WC7p164YDBw74lU7VxtGjR3HXXXfhjTfewO+//44DBw6gcePGuPPOO2M82vhjDrE9qa+mmu5TucA7xerYJ2dn6NEzJxM9czL5/XKbhgb+mNxTvwEyqkUn1FYfeopUSx6Xm+M33HIVKgMAu92O8ePH48iRI/jll1/QvHnzWs/v06cPTpw4gYqKCv7Yrl27AAC9e/cOeI1Op0NGRobfj1zgOK7OSAmlCssHNkd19S9m6eFKi1Q7HA6YzeZEDyOmsHU2svRvilRLDb5PdYTtRdnam8jnc+PGjTF79uyw1r4VK1agYcOGfDlWcnIy7r33XqxduxbFxcWxGmpCCL1Ptec+PV5iQpExcGYcIS3MIUaqhTAbSGl7qrga1W63sv7nBYI9OIK102LoJLAIELUjNI7rmk9Ami21HA4HJkyYgEOHDmHjxo1o0aJFjXOsVituuukm/vXo0aNhMBiwePFiAB6j88UXX0SfPn3Qq1evuI09XjhcHFxuT6usYBtuKbbUIgLjU/8OtaZaWk6wSNm+fTtGjhyJxo0bo1GjRmjfvj0+/PDDRA8rJvjSv8MXKqsio1pScJzPeR2t+rcUs8RqY/fu3ejRo4effknv3r3hdruxd+/egNfYbDYYjUa/HzlQV4cNBrtPy8wOxbVbUirhttQCfKU7kYoTSpWwjOpNmzZhzJgxyMrKQlpaGq644gps3bq1zuuWLFmC1q1bIykpCR07dsSXX34Z8YClDh+priMNgqUeSi2qSfgwCxboulJJAWmJpTBeeuklrF69Go0aNcJdd92FsWPHYuzYsZgyZQp/jtPpxHfffce/zsrKwscff4wXX3wRAwcORNeuXbFjxw4sW7YsEX9CzBHOV7CUM59QmXTmlghMfVX/Xr16NebPn4+SkhKYzWY8/PDDuOWWW0Jao+WGT6gs/JZa1P9WWggDC0oQKguHioqKGiVVjRo1AgCUl5cHvGbhwoXIzMzkf5iIqNQJte1SRgpJPckJYaZfKGWSDOY8qUv7RG6E9e198cUXcfvtt+PDDz+EWq1Gbm4urrrqKuTl5QW9sVevXo27774by5Ytw6hRo/DBBx/gxhtvxJ9//onBgweL8kdICbOgpro2+KgmbdIli9D7plYHr49n8N5yCS3s119/Pbp06VLjuFBdNCUlBcuXL8fUqVP5Y6NHj0Z+fj62bdsGnU6HCy+8UFG9jIUIHVvaIPOcTJFq2cALlYXcp1oZRnV1ocBbb70Vd955J/bu3au4tbaKd16T+rfcET5/5SxUFgk6na5GqUZVVRUAQK8PXF+am5uLuXPn8q+NRqMsDOu60r/rQ7slJSLM9Avn/pVquWS0hGVUf/XVV36vX375ZbzzzjtYv349brnlloDXvPzyy7j++uv5nqp33XUXPvroI7z66qtYvnx5hMOWLixSXZfHRoqpwpHicDhw5MgRNG3aFA0bNkz0cETDHEY7LcCn/m13uuF2cyEZ4rGmW7du6NatW63naDQajBo1qsbxzMxMjBgxIlZDSzhsET9dbuGP7T1t5AUGhYs4tdSSD7YQW2qx951uz6ZAI4H7NVrsdjtKS0thNBrxzjvvoFmzZrjuuusSPSzRiaimWueJjNicbtid7jpr7on4wPZAGrWKL7MJF5ZSLLc+1e3bt8dPP/3kdyw/P59/LxA6nQ46nfxUkuvqsFEf2i0pEaEjK5xUbvY9MMvsnq2LqPIsiouL4XK5gioCcxyHrVu3YtGiRX7Hhw4dis8++yyaf1qysC9Yal1CZQqp53vjjTewYMECNGzYEHa7Hddddx1ee+01RfRZZCmGoXrfhIuF1ekKK4pCxJ9Ai/hDX+/hfxcu4myzZyf1b8ljY6JHdaSVCY0qu9MdVuqaVPnzzz8xZcoUlJWVwWAw4KOPPkLTpk2Dni/X/vJ8l40wjOo0ve/cSqsDjdLkZ5gokUjqMasjl8y/yspKrFy5kn997bXX4pVXXsG+ffvQvXt3AMDnn3+ODh06oHNnZRmQljrErITtlia8uQlWpxtzhnfCsG6eY0pot6RE2P3rcYqF7piWa3ZJXUS86+c4Dvfccw/atm2Lq6++OuA5lZWVMJvNaNKkid/x7OxsnDt3Luhny3WhB4BzFZ5x19ZOCxD2qZbvJn3p0qWYO3cuVq1ahauuugoA8O6778JkMiEzMzPBo4sen+hcqJFq33kWOxnVUoct4vtOV2D+Vx5jetG4XuiZ4/nuChdxilTLB5srtPRvnQKN6qFDh+Ls2bNwu914//33MW7cOPzwww8YPnx4wPPl2l8+1C4bQjRqFVKTNTDZXaiyOcmolgjMEI60ntpzrTSEylavXg2bzYZTp07BarXiyy+/hFarxdixYwEAhYWFmDFjBn/+VVddhVGjRmHMmDGYM2cOjh07hrfffhtff/11gv6C2OBXdxvEqM7O0POZYVmpyThTYUVTbwsmQroInSV12T1CDDIVF6yLiJ9i//d//4eff/4ZX3/9NVJSUmo9t7rqt9vtrvV/vlyFGACgxORtAcDVXnvJDDCbTL00brcbjz32GGbNmsUb1ABw++23K8KgBsLrUQ0AarWK36grzfumRFjPxKaZvucX65dYvWci88BSn2rpE6r6t1atAluG5J4xVB21Wo3bbrsNAwcOxKeffhr0PLn2l2cpg+GkfwM+cRxqqyUd2DobaTstQDpRr2+++QYrVqxAs2bN0LZtW6xYscKvbDIjIwPXX3+93zVff/015syZg82bN8NiseCPP/6ocY7csbvc8Jbd1tnLGKD2d3KirnakwZCrYn9dRBRKe+ihh/Duu+9i3bp16Nu3b9Dz0tPTkZqaiqKiIr/jRUVFaNasWdDr5CrEAPgiz/qk0ITK5CqSc+DAARQWFuL6669HRUUFTp06hTZt2iAtLS3RQxONUPsqCtEnaWBzumWdgVDfYFGv2mCRajKqpU+oQmUqlccJZnW4Zfscrg2O41BWVlar01uu9ZlMqKwuQdDqpOu1OGsEjCRWJhl8e6bII9U+ozqx9/HSpUtrfb9Fixb4+OOP/QIPSUlJuOuuu3DXXXfFengJw2r3zUso+6km6TocOlcFro7gFJF4LCG2SqtOitdGMissABX2U+zhhx/Gm2++iR9//BGDBg2q8b7T6eRTt1UqFS655BL88ssvfuds2LABl1xySdB/Q6fTISMjw+9HyhQZrcgrrEBeYQXOeEWPjBYHfyxQA3s9n/4tzy/UmTNnAABr165Fx44dMWHCBDRu3Bh33XUXXK7Af5Pc+iuaw4xUA8pVNFQyzKhu09AQtG6LqX9T+rf0YVHnUISo2LzK3ag2mUy4/PLLsWbNGhw7dgx///03br/9dpw8eRK33357oocnOuyerUu7pDppFAGTHL707ygi1d41Wm5CZfUFZnhpQxSja+rNEpNzs40lS5agQYMGNX6UhrWOWvlgMCO8XkeqH3vsMbz22mtYs2YN+vbtC6vVYyxqtVpemOqZZ57BK6+8wvfYmzdvHq655hq88847GD16ND744APs3r0b7733nrh/SQIJJHi0bv85rNvvqRsPpFrIUp3kanxpNJ7xb968GceOHUN6ejr27NmDiy66CF26dMF9991X4xq51e9Zw6ypBqTZVouoHeY8qZ7yLSSJWmrJhlAj1QCgS9IAVqfsnSWpqal48cUX8fzzz2Pnzp1ITU1Fv379sH37dvTo0SPRwxMVt5vzta6k9G/ZY4swfVSIXPtU1xfCzfrLMnjad5ab7TEbU6yx2WzIzs7Gtm3bEj2UmBJJRifga4dYr43qV199FQ6Ho4Yw2YIFC7BgwQLPB2q1fv31hg8fjuXLl+OZZ57BvHnz0KlTJ6xevRp9+vQRYfjSQKhamPv1HuwprMD1fVpg5mWelgiBol96mQuVsXT8W2+9Fenp6QCAXr164corr8Qvv/wS0KiWW1o/27iFs9gz8cOzFZbaTyQkg8nOet4Gn2el9TRWMnxNdQj3rS9SLf+FfeDAgfj8888TPYyYI0wXjCT9GwCqKP1bMoiR/i33zD+lE64+TcNUj1FdapKvUQ14tC2UGJ0WEmlNtVIdYWGtSCz6XBtCA5sxefJkTJ48OayByQmhaiHz1rRuaKhVtVDH11TL8wvVoUMHtG/fnk8DZ5w9exa9evUKeI3c6vfC7VMNABqvVX22wlbHmYRUMNvqjnr5ItVkVEsd9kwNLVJNaf1yw+xN/VarwjfEMij9W3IwQ1ivAKEyIjAWh+d+C9WobmDwZJSUmeXt/Dp58iTatGkDrVaL/v374+mnn0bXrl0TPSxRCddhwjBQn2oiFBxepfO6+rXxfRVlGqkGgEWLFmHmzJlo3Lgxunbtiq+//hr//PMP3n777UQPTRR86d+h3yYsrV+uzpL6CBM9qs15oqOWWrLBl/4dTqSa5lUu8CJlOm1YLVwAQfp3COKERHzgjeooWtrxNdVkVEsSi1eorD6lf6elpWHhwoUYPXo0TCYTnnvuOVxwwQXYs2cP2rZtG/AaObYTjrTPvM8RpqxnMRnVIsOW+IZ19MBkm3SrjI2viRMnIi0tDe+88w6WLVuGTp06YceOHejZs2eihyYKZm9acF1pLUVGK4oqPQ9CZnQdLzEhr7ACgCf9P1itLpF42DxTpFoZhF1TDXKWyAkTyywJM/Ub8LXgqqT0b8lg9d57YkSqHS4ODpc7JDEsIn6EmyLMjOpSGRvVN998s9/rZcuWoUuXLli8eDFefvnlgNfITXcIiLymmlpqEWHRpA6jWgmRagC49tprce211yZ6GDGBeVfrSv8OJFT31d+F+OrvQgCBheoI6WBiokch1FQ73Rzcbg5qdXgRMiJ+MANZF0JqsI4i1bLDZI9M+Rvw1VQbKf1bMpyv8jiko2mfJDTWrA4XGdUSI2yhslRPRkm5zNO/hWi1WvTp0wcHDx4Meo7cdIcA3z453EwTSv8mQsLuCi1KotcqRyBHqfB1QHUsBEKhusdX7cWOk2W4ukdT3HNlJwCBheoI6cBqNA21Rqp9RrTd5YZeHXlUhYgtvprquueIr6kO0gaQkB6snVZamMrfgC/9u4qMaslQavIYTq4ojGqdVg2VCuA4T6AinRLDJIU1zLpbYfq3UpzYHMfh0KFDGDhwYNBz5KY7BEQRqVZo+1ly54kMi5LU1SOVeVZtMo9UK5lQBRiyM/TomZOJnjmZaJbheSBmGZL4Y5T6LW1CSScV3s+ny0nZXcrw6t/h9Kmm57BsMNnD17pgpOsp/Vtq2MMQFgyGSqXi08eVtklXAuEaXkyozM0BRpneq3fffTe2b98Op9MJo9GIefPm4cCBA7jjjjsSPTRRibimmiLVRCiEalTrqAWE5DFH0NRep5C0/voE31KrlnTSJLW/Ud2+SVrMx0VEhi3EZzAgjFTT/SoXTLa6NRCCkS5z9W+r1Yrk5GSo1fKOhwh1SM4arQCAMpMjKh2SlGQNLA4XKYBLkGLvXIeai6DTapCarIHJ7kKZ2YEG3si1nJgwYQLmzJmDnTt3wu12o2/fvli3bh0uueSSRA9NVCJV/1aqYj8Z1SLDG9V11PSQV1X6+NS/Q39YNPL2VwxXlZZIHMx5Uls6qVqtgkYFuDhPXTUhXcJpqUWRavnhM6ojqKnWedW/ZWZUf/bZZ3j++edx6NAh2O12XHTRRXj55ZfRr1+/RA8tIgLpkKzbfw7r9p8DEJkOCb9JV1jkSwnwdfMhm9VAVmoyTHYLysx2tENqrIYWM4YOHYrff/8dTqcTGo1GsXvCSPtUs0wjpd2vZFSLDIt4hJz+TQI5ksUcgQeuCdVPyw5TLS21hBEVjVoFl4vD3tMVaOwVIiRld+nBq3+HsMizumuKVMsHUwh95YMhx/Rvl8uFH3/8ER9++CF69OiByspK3Hnnnbjmmmtw+vRpaDTy03cQ6pDM//If7DtTibH9WuD2Ie0BRKZDwnqWKy3ypQRsvMJ76BkWWYZknCqzoMwkXwVwwCNQpmSiral2upWl2K/s2U4AoddU+9SEnS43tAr5QimJSNK/U7zeN9amiZA+fOQrQI1moIjKf388hP/+eAgAKbtLDY7jfOrfoUSqmWAkbcRlAyvXiEyoTOv9DBfOlFvQvEGKqGOLBRqNBkuXLuVfZ2RkYMaMGfjkk09w7tw5tGjRIoGji4zsDD3vjGSOrfaNU9EzJzPiz+Rb9NC9LAmEDunTFR4dkgpL6Cn+rK66TEEK4ErEaPHMT7hin8JgldnuQmaKMmwgMqpFho9U12EkC5VprU430siolhy+9O/QbxNDkjLFF5SK283BzOY5QDqpMKIy7b2tKDM7cOcVHXBdr+YASNldaggzf0LqU82MaopUy4aqWjJL6oKpfwPAyVKzLIxqhslkgtlsRmFhIf773/9i5MiRsjSoq8PW2Wj6VAM+5zc5yKRBIIf0zweK8fOBYgB1O6QbpvoUwAnpwhvVYZZQJWlUnuw/Nwerw4XMlKS6L5IBZFSLTKhREuH7VocrIq87EVsiiVSzjR7VyssDq9MF1skl0D0ojKik67UoMzuQ0yAlqogKETv8jeq671sWqbZTGY5sMEfRUitZq0aSRgWHi+MzVOTCwoUL8cYbb6CsrAy9e/fGypUrg55rs9lgs9n410ajMQ4jjAymUZGdEZ2DUq9Q4SO5InRI5369G3sKjbi+TwvMvCy0FH/WVquMjGpJE44wqBCVSgVDkgaVNqeiglAUHhURp8sNpmFU1xdMrVb5Ug9pQyc5OI7z1YqEERHRK7RNgFJh9ZkqVd2REp1C+yoqCWYcq1T+vcWDwQxvegbLh6oIaqqLjFbkFVYgr7CCd2jvPlXBHyvyKlBLmWeeeQalpaUoKytD3759cckll6C8vDzguQsXLkRmZib/06pVq/gONgxc3k1TiwaGqD6HN6rtdC9LAWGrUbbXbdvYEHKrUZb+zfqYE9JB+DxlLc9OV1jDfp769svycnDWBoVHRUQodhOK10avVcPudNMmXYIIW2KFY1QbSIFUVrCHuSFJA7W6diMsw6scHK5HlogfQuXvUNRWKVItP/h7NozncqBU1MUbDvPH5KSN0KBBAyxevBhZWVlYv349JkyYUOOc3NxczJ07l39tNBola1hHkhEWCKW26FECbD8VzhxT+rd0CfQ8fee3Y3jnt2MAQn+eKjGzk4xqERFuzOqqqQa8kS+rU1FfKKUgXJjDS/9mQmU0p3KAr88MIerFPOeh3NtEYuCVv0Osz9RRtpDsMEWQ/i1MRf33xztQWG7BzRe3xYQBLQFIWxuB42q2IWIRap0u8Lh1Ol3Q96RGJBlhgUihTCLJwrIRmoaR4t+A0r8li/B5Oub1P+Fyc5h/dRdc1rkJgNCfpykK1CAio1pEmFGtViEkNW+mAG6lHqmSg0VDkrVqaOqIYApJUWA6i5IJpUc1I4VS+yUP6zcdajaBL1JNcyoXWOQqHEeIUBuhUVoyCsstaJyWLAtthO+//x5//vknpk6dilatWuHIkSN4+OGH0blzZwwfPjzRw4saSwStKwORosCol1JweLM4m2eGnuLfkBnVlP4tOdjz1Opw8Q6T/m2ywn6e8or9CtpTkVEtIuEW7Ov5ej7lfKGUArvJw1WY9aWzkKNEDtTWo7o6BmrZInmE6d+hQJFq+WHyPpttET5j+Q4NMrmPr732WtjtduTm5uLo0aNo1qwZhg8fjgceeAApKfJRLw+E0+Xmy+YMUaZ/66n0SrJEsp/ytdSiSLVUYcrfQGT3rxJLNsioFhG2OITaxFzPt4CgDZ3UYDd5uA8KtmjYXW7qPy4DWNQ5UI/q6hioB7nksYXRoxqgmmo5wtfgJkf2bM1K80TA1Ag9AymRqNVqzJgxAzNmzEj0UETHr8wqykg1y/xT0gZdKfBtK8OY4yy+ptoBjuNC0sgg4kuF16jWadVollm78FwgDBSpJmoj1HZaDHYepStJD7Zx04e50OsFRrjZ4UIGGdWSxldTXfc8U/q39Am/pprUv+VAkdGKokqbX1eG/FIz8gorAHhq+OpSE2Y0TQ9/80fEBjaXKlXo+6ZgKDHqpRTMEaT4s/Rvu8uNE+fNaNc4NSZjIyKHKX83FZTXhEOKAjWIyKgWEWZUhypkxAwwK6V/Sw5LBJ5VwLMxUKsAN+fxvmXoldHQXqmwnrchRaopvVDy2Lz3rS4pPMcmRaqlTSC12ee+P8D/Ho56N9NPqJJZn2olYhEof0cbiaSaamnicnP889UQwjrLSEnW8D3ljxZVkVEtQVikOjMlsn1uigKzS8ioFhGW/h1yTbX3C0Xp39LDEmGbD5VKBUOyFlUKa2ivVFh9ZipFqhVBuOnfvppqmlMpw9RmP9p8Ap9vPwUAWDSuFy+ME456d5res+1hURYicUTqvA4EH6Sg/ZSkEJZLhTvPGfoknDfZUWklB5gUYUZ1RkpkpiRzsigpUEFGtYjYwxQq01ELCMnCbvJzRhuKjNawUltSkjVeo5oWAqnj63kbTk013a9SxR5m+jfVVMuD7Aw9HC431uw+wx/rmZMZkXp3uteorqKNesKJJC04GCmUSSRJ2HyoQ0zxZ6UeAJDkPX93YTk6NU0DEF6pBxFbjBbPMzTSSLVegSUbZFSLSNhGNauppg2d5DAL6vaKKm1hPcSV2NBeqZhsoUeqferftBmXKuFHqqmmWi58t/sszHYX0nQaVNkif7ZS+rd0sEaYERYI9hnHSqrCdoQTscPMK39rQ0rxD1Tq8f6fJ/D+nycAhFfqQcSWaNO/DQrM/iMVJRGxRVhTTenf0sMSRZRZiQ3tlYqvpZY8+1QXFhbiiSeewGWXXYa33nqrzvN///13DBkypMZPcXFxHEYbe/iWWiFu0ilSLR9+3OeJUl/WORv3DesUVsq3EBapppTSxOOLVEcf32H7qXNGGx/pjDcnTpzA+PHj0bx5c3Tt2hULFy4Ex3G1XvPdd99h6NChyMnJQefOnXH77bfj9OnTcRpx7Ak3G2Hq4NZYc88QrLlnCLo2SwcAjB+Qwx+bOrh1zMZKhAef/h2hdpAvu0Q5z2KKVItI2DXVWhIqkxos9ehEiZk/xhRmgdBSj6RofBGBYXPEole1IbX2D7/99humTZuGGTNmoKCgACdOnKjzmvPnz+Pvv//GTz/95Hc8MzP8NFopEq5jk/pUSxv2PC6qtGHHyXIAQPfm6biiSzZvOIUbkUz3bgApUp14WEZYSojCgrURaYs1sbBarRg+fDh69uyJjRs34vjx47jxxhvhcrmwYMGCgNds374dY8aMwdNPP41ly5ahpKQEs2bNwg033ICtW7fG+S+IDSyzK9R66myBknTjNB2ASjRJ00VU6kHEFiNfUx2hUZ1M6d9ELTj49O/QHh5MqIzShKVDoNSjh77ew/8eSuqR1IwvIjgme+gLvtRSlfr164ejR49Cq9Xi66+/Dvk6tVqNIUOGxHBkiYNl/YSq/k2RamkT6Hn8wk+H8MJPhwBElgrKHGgUqU48VkFqcKQwx8upMgt/LFxHuBh8/vnnyM/Px19//YWsrCx06dIFubm5WLRoEebPn4/k5OQa12zZsgV6vR65ubkAgJycHNx1112YMWMGHA4HkpLk3z2ElVhFkuLPns+UzSlNolf/ltaeSgzIqBYRPlIdcpSE1CqlBlOZfWPjEXy/5yyA8FVmU5JI0EoumPma6hDSvyU2r+np6RFdZ7PZMGbMGDidTvTq1Qtz5sxB06ZNRR5dYuDTv8PUtbC73HC7OajV0bX1IcSFPY+/zzuDN345CiBy1W+Gz6gm9e9Ew4Qio6mpFsMRLga///47+vXrh6ysLP7YiBEj8NBDDyEvLw/9+/evcc3w4cPBcRw+++wzTJo0CUajEZ9//jmuu+46RRjUgLCmOvw5buA11rQaei5LEbFqqpUUWCSjWkTsYYrk8C21KP1bMrDUI2ZAAeGrzBoUmNKiVKps4Ueq5Vz/o1KpMHbsWEyePBkA8NZbb6Fbt27YuXMn2rRpE/Aam80Gm81Xo2g0GuMy1kiwRaj+DXgMa706esEkQjzY83jT0RL+WKSq3wxW/2dzumF3ukMu1yLEx+INKESj/s0cLyabE5Pf2QIAeGpMD/Rv7TFuI629D5fCwsIazsns7GwAwOnTpwMa1V27dsU333yDSZMmYfr06XA4HLj88suxevXqoP+OnJ7HgDD9O3xzo2GqJ7pPzk5pYvRm+0Sa/q2XWPafGNBqIiLhqn+TUJl0iUbhWQnGV32BRUrCqak2O1x1is9IlauvvhpffPEFJkyYgAkTJuCHH35As2bN8MQTTwS9ZuHChcjMzOR/WrVqFb8Bh0n4kWrfZp7qqqVLNGrf1REq/ZuorjqhWESIVGdn6NEzJxOD2jWE1mt8tcwy8M6XeKqAq9X+zx2t1rOuBFsvdu7cifHjx+PBBx/EkSNHsGPHDtjtdkyYMCHovyGn5zEQXds0dg3tkaWJMdpItQJbapFRLSLhpn9TTbV0YXVAI7plh+3p1kusTqS4uBjPP/88+vfvjxtuuKHO8+12O7p27Vrj58svv4zDaOOLKYyaPrbAc5x8DTC93n+DmZSUhKFDh2LXrl1Br8nNzUVFRQX/U1BQEONRRk64NdVJgrRCqquWLsz4HdC6QdSRR61GzRtxVFedWNhmOpLU4OqoVCp+c19hjn9qf3Z2NkpKSvyOFRUV8e8F4n//+x+6du2K3NxctGrVCv369cOrr76KH3/8Edu3bw94jZyex4BPWyaSOdZT73FJE3VNtQL1hyj9W0RsYfepJvVvqcJu8hv6twzb0y0lQSuXy4V+/fphypQp6Ny5Mw4cOFDnNW63GwcPHsTy5cv9UtaaN28ey6EmBLN3sx5an2rf49Jsd/ELvtw5d+4cDAZD0Pd1Oh10uvikUEYLc2yGmv6tUqmg06phc7qpDEfCsIySy7tkixJ5TNdrYXG4UGmjuupEwtZIsZ6lWanJOG+yQ6WKfybR4MGD8fnnn8NsNvPP019//RUGgwG9evUKeI3b7a7h6GSv3e7ATj45PY+B6GqqUxQYyVQKTpebL5/L0EdmSiqxVJIi1SISfvo3KRtKFaYKHUnKkpTUvzUaDY4ePYr//ve/aNmyZVjXtm7d2i9SrZS2Swy3mwsrUq1Rq/h72yyT1P6NGzfi6quv5l+/9dZbfPQEAH744Qd8++23fI213OEj1WHUyZICuPSpCkNQMBTSqFe1JBAzUg0AzbwOF3cCqnOmTJmCtLQ0PPDAAzCbzThw4ACef/553H777byRffjwYbRu7euzPGrUKGzatAmffvop3G43ysrK8Mgjj6BVq1ZBDXG5wad/J4V/7+rJqJYswmdnxDXVEsvqFAMyqkWEbcqSQlX/TqJItVThU5Yi8KCneA00s0QWgki92vfeey/69euH8ePH48cffxR5VIlHuFCHEqkGpOUwKS0txZAhQzBkyBAcP34cy5cvx5AhQ/Dvf/+bP6ekpARbtmzhXzdu3BgXXnghunfvjk6dOmHixIl47LHHcM899yTiTxCdcGuqPed66/bIqJYsLP07LcT7tC7SvcZ5FRnVCcUSRb1tIJiwVanJLsrnhUODBg3www8/YOvWrcjMzES/fv1w7bXX4vnnn+fPcblcqKjwtfsaP348Fi9ejNzcXBgMBuTk5KCyshLfffcdUlJS4v43xAJLGG0rq8N6j8u9RPL3339H3759MWvWrEQPRTRY6ndqsiZkm6c6LJhhd7rhSoQnLAZQ+reI2F2eGz/kSDW11JIszHMWSWRESoZXpFx22WWYM2cOWrRogbVr12L06NH43//+h5kzZwY8X26KpIAvG0GlCl0ox5CkQTkckvCspqenY9GiRTWOZ2Rk8L8PHToUa9euxTXXXAMAmDBhAsaNG4cjR47A7XajXbt2skolrItwS3AAQVstMqoli0+lX5wtS7pXAbyKhMoSCnNsRiNUJiSRRjUADBgwAH///TdsNhuSkpJqCJd17twZJ0+e9Ou0MHv2bMyePRt2ux1JSUlQqZSldB2VUBkLPMnYqC4tLcWMGTOQmpqKI0eOJHo4ohFtPTXg72ixOFwhCcZKHfn/BRIi3JZaTEznnNGKIqM1riqVRO1Ek/7tqwOS54ZNp9Phl19+4TcEgwYNgslkQm5ublCjeuHChXjyySfjOcyo4XtUJ2tD3sikSKhePikpCUOGDKn1nEaNGuGiiy7yO6ZWq9G5c+z7tiaCcFtqec5lrQ3JqJYqvki1SOnf1KtaEkRjcAUi0UY1I5ijUq1Wo0GDBgHfS05OjuGIEgfL2EuNRqhMxkb1Lbfcgttuuw379+/H2bNnEz0c0TB6n52Rpn4DnrVXpfKIv5rtTkUY1RHF7Pfu3Ytly5bh+PHjdZ6bl5eHZcuW+f18/vnnkfyzkoevqQ5V/VvrUyAtqrTVcTYRT1iUOTWCyIiUDK9IUKlUNTzsl112GUpLS4MuCnJTJAXC61HNYJEyuTpMlA6f/h2i+jdANdVyIJrMoUDwNdUUqU4oVpFrqqViVBM+LGHollRH7urfr776KkpLS/HQQw8leiiiwyLV0RjVKpXKl41gV8b6G9a3fNu2bZg3bx6Kiopw4MABfPzxx2jXrl2t16xcuRKLFy/2E8tJTU3FpEmTIhuxhOFbaoUpVEZIC7vTDae3vkPuQmVikZ+fD41Gg7S0tIDvy02RFIhsoy53h4nSiUSozBeppjmVKlVhqPSHQrqeaqqlgNjq32RUSw+zCFl/ciyR3LVrF5555hls27YNGk1of7ucyujESP8GPHNstrtgVkigIiyj2mQy4cknn8QVV1wRVt1Hhw4dsGzZsrAHJzdCVf8uMlpRVGlDsSA6nVfoE6/ITtdRKngCESo7R+JBl1JLrVAwm80YOHAg//rLL79ERkYGhg8fDrVajd27d+PZZ5/FuHHjghrVcoSl+IezUZfb3NY3Ikn/pki19BE7/TtdR+rfUiCaKGYgyKiWHtH0qWaGuNxqqk0mEyZPnoyXXnoJbdu2Dfk6OZXRGS2snVZ0RjVbfwvLLOjaLKOOs6VPWE+yoUOHRvSPmEwmfPvtt9Dr9ejTpw+aNWsW0edIHVuI6d/Lt+Zj8YbDfsce+noP//t9wzphzghl1jzKAWYwJWvUEakastYRUqkDuuGGG7B//34UFxfDZDKha9euAIC//voL6enpcLvdOHzY933s378/HnjgAUycOBFpaWkoKyvDrbfeioULFybqT4gJrKa61GQPWdOAlQMoKQtBSZD6t/JwuzlBr1tx079JqCyxiC1U1shrVJ8no1oyiCFUJpW9VKj8/fffOHLkCF544QW88MILADzZfg6HA3379sVnn32GLl261LguNzcXc+fO5V8bjUa0atUqbuMOB7Ei1Vq1J0B7tsIa9ZikQFyqwk+dOoV33nkH5eXl2LFjBx577DE8/PDDQc+XUwqEkFAj1VMHt8aI7k1htrsw6e3NAICnx/RAv9ZZADyRaiJxRJOuBEgv/fvll1+G1VrzgZWamsr/96+//sIFF1wAAGjfvj2++eYbWCwWnD9/Hi1atKhRY60EWKT6dLkncyQUo5rSv6UNewaHU1pDkWppI2xNKFqk2htdoUh1YokmihmILK9RXWFxwOlyQxthqx9CPKJxiDFtDIvDBY7jZKOM3q9fP+zYscPv2COPPILz58/jrbfe8utVLkROZXRiGdWs9EMp5VcxN6qHDx+O++67D+np6QCAb775BuPGjcOAAQP86qyFyCkFQogjxJrq7Aw9sjP0fpu4Tk3T0TMnM6bjI0KDr7WNcKH3GV5OSSwEdaUfqVSqgGrQKSkpaNmyZYxGlXhMEUSpfA4T2oxLEZYmGI6xRDXV0obdp2qVeDokpP6deNxujo9AilVTnWVI5tWEy8wONKEARcKxRCFGxyLVHOfJJBLrexJr0tLS0KJFC79jWVlZsNls6Nu3b2IGJTI+9e/wzUhWAgsATrfHDjpcVMWXwcq5BDbmRvWFF17o9/qGG25A3759sWbNmqBGtZxSIISEK1SWpPEZW3ba0EmGaNt8sOvcMlsI6gvsgX68xMQfC1XTgCLV0oalcIdjLCVTSy1J4xMpC731XV1Q+nfiEd5vYkWqNWoVGqQkoczsQKnJTka1BGBOsUhS/IV7J5uD9lJSwhhFpDpQCeyn2wrw6TZP1xg5l8AmpClYamoqSkpKgr4vpxQIIXyf6hBTjlQqFZI1KthdXFSy9IS4sPTvSOv3DIIHv8XuooVAYkSjaWDw1subZVbjVR9wutzwivaHpYVAfaqljdgiZQCQQUZ1whEKgoq5RjZMTUaZ2YHzJhuAdNE+lwgfl5vjn6uROE6SNGokaVRwuDxZDZmQ7z75ueeeg8OhnMyYaNK/WQksACxYuQe7Ciowslcz3HVFRwDyLoEV3ajevXs3Dhw4wLfMKiwsRE5ODv/+8ePH8ffff2PChAli/9MJJ9SaaiH6JA3sLidf40UkHnOUdV5ajRrJGjXsLjfMDheyxBwcETXsgf7Ob8ew6p/TAIBF43rx5Re1PdB59W/ajEsGlnkg1DA4XFTFP1PrSiWjmmppE0k/+bpI01FNdaJh66xOq4ZGLV6JVMPUZBwtNqHMpBwDRq4IBcYiDVLokzRwuJyyEyurTrA6arkSTaSalcACQIsGKdhVUIEMvVYRJbBhfcvPnj2L9evX8683bdoEAOjYsSOf5v3111/jlVde4Y3qiRMnomfPnujXrx9KSkrwxhtvoH///pg5c6ZYf4NkiMSoTtZqADhpQychmCp0NJu4lGQN7Ba3ZMTKCB/sgS7sT90zJzOkBzqlf0uPQJkHj327l/+9rlQyUv+WNux5LGakOo36VCccaxS1trXha6tlq+NMItawbARVFHoI+iQNKq1O2ktJjDKzR2GfaUlFCnuum2zKmN+wVqnz589j7dq1AICpU6fCaDRi7dq1GDp0KG9U9+7dG5MnT+av+e233/Dpp59i69atMBgMeO211zB+/PiEizfFgnBrqgFKPZQifPp3FJu4lCQNKiwOWggkTCS9L3mhMpl7zZUEyzw4Z7Titg+3Awg98wCgSLXU8fWTF8+oTvca1XaXGzanK6y+5oQ48NolIpdHNUz13O/UVivxWARzHOmen30/rKQ7JBk4juOzfOxRGtXZ6Z6ItZPjoh6XFAhrlerRoweWLVtW6znjxo3DuHHjfP+AVotp06Zh2rRpkY1QRoTap1qIjjZ0koPVyxqiWOwNAgVwQpqwuRnapUnINTwGilRLDpZ5IIyEhJp5AJD6t9QRCpWJRaogFbXS6oQujYzqeMP3qBY9Uu1JRy0jozrhRFtKBwiMalpzJUOVzcnrl0SbQdSiQQoAwOGsh0Y1UTvMMA5HJCeZNnSSQ6z0b4AEraSMxeG5X0f1bhFy+4YU72acjGrpYXVE5pikSLW0iYVQmUatQmqyBia7C1VWJxqnyVcYR65YouyyEQyKVEuHaHpUM/SUHSYZmH4Ja4cFAIfOVfGZPpG0wmJZQ0ppb0hGtUhwHMenQegiSP+mDZ104BeCKDZxvn7GtBBIFWsEmzrqUy1d2KarQUpSWOqhVFMtbapEcHIGIl2fBJPdRWJlCYLvX5wk7ja0EV9TTUZ1orGIEKnWe/fIZFQnnkD6Jbkhdk4JBut8ZFTIc5iMapFwujmwkoDwaqppQyc1LA5vTXUU6d8U0ZQ+Zkf4/TPZuTSv0oNt4Jo3SAnLW06RamljjkGkGvCKlRmBSpsyIiRygz1D9SI7S7LIqJYMrMQqmmyEFApQSAamX5JXWMG3IQ1HvyQQFKkmAiLckIWn/k0bOqnBVAijilQnUcqS1Ikk/ZAyEKQLX6MZpsqskmqqt27dik2bNkGr1WLIkCHo169foocUNbEQKgN8836q1AJ0EPWjiRCwiKBdEgiKVEsHiwgK7z6hMtojJxqmX1JUaeWPhaNfEogMb+tL1qJL7kSmcU/UwM+ojkCoTAkbOqUgirgGpQlLHlaDG06kmtWGmR0ucApRq1QK1giFj/gSnChVTBOJ2+3GpZdeivvvvx8FBQXYu3cvLr30UsyfPz/RQ4salv4ttlHN1ukzFRZRP5cIDYsIUcxAsJZaJVU2nKO5TSg+hffoOqkAJFQmJcQsmclg7Q1tTrjd8t9TUaRaJNiGTK0CtBEIlck9Ul1YWIjDhw+jS5cuaN68eaKHExV8Sy0xhMpoIZAskaSmsXNdbo+GArXikQ7MqNaHOSfMqD5WbEKR0Rq20IoUUKlUWLRoES655BL+2KhRozB69GjcfPPN6N69ewJHFx0+oTJx7zWDjp7RicRi9zo1Y2RUuzng+HkzmmamiPr5ROiIEaDQUdaf5GBGdfvGqRGlfAthNdVuzpOVlO6NXMsVilSLBDOKw0n9BpTRp9pkMmHEiBEYOnQovvvuu0QPJ2rEUKzk079pwyZZfOnC4ad/AzS3UsMSYY0me2afqbD6qZrKCZVK5WdQA8AFF1wAADh58mQihiQarKVWNM9jRpHRirzCCuQVVsDmzVQ5XmLijxUZrXV8AiEWkWhahII+ScOLWyklpVSuWMQIUJBRLTnYM7lf66yondA6rRpJGk8PcyWIRlKkWiQi6VENCFtqydeovuuuuzB69GgcOnQo0UMRBTEUK9m1m4+el230S8m43Zwv/TuMeU7SeBYAh4uD2e5CA0OsRkiEiyWCdH4Ais02WL58OXQ6HQYMGBD0HJvNBpvN50gwGo3xGFpYsIwSMYTKAqnX/rTvHH7adw5AZOq1RGRYRVhnhbB2P4DHsLY63dhZUM73wY2k3Q8RHWYR2qalJHv2yFYyqiVDldf4ZSJj0aBSqZChT8J5kx1GqwMtIO/MEjKqRcLhYpHqyDZ0cjWqly9fjj179mDJkiV48cUXEz0cUTCJkv7tubV2F1agqNJGi7nEsAo0DMI1wlKSNHC4nJQ2KjHCzTxgm/DCMjN/LK+wgv9dzpvwzZs345FHHsEzzzyD7OzsoOctXLgQTz75ZBxHFj4mEWuqmXotALy07iB+PlCMi9o3xCPXedLjo01lJEKHV/8WKVIdyGHy5sajeHPjUQDkMEkEoujTsJpqMqolA1PqFqsjQ7pei/MmO0WqCR8s/TucHtWAvGuqjxw5grlz52Ljxo1ITk6u83w5REUAYaQ6GnENqqyQMsLU7XCNakOyFkark9K/JYaN1VSHeO8F2oQ/FGXPTSnw999/Y+TIkbjzzjvxf//3f7Wem5ubi7lz5/KvjUYjWrVqFeshhgVLNUwVoaaaqdcCQOuGqQCKkZKsjUq9logMMZShhQgdJnct34H8Ugv+NbgNbhzk+T6TwyT+iLGX0lMpneSotIkXqQYEvaoVUK5BRrVI2F3R1lTL64Fht9sxefJkPP744+jWrVtI18ghKgJEF6lm0S9hOw+lRL+UBNvQ6bRqqNWqsK418CJ08veqKolwI9VsE37OaMVtH24HEH3PzUSzc+dODB8+HDNmzMBLL71U5/k6nQ46nbT/TiZUlipCTbUQ5vikzXpi4FsaihSpFjpMGqXqkF9qQXZGMjlMEog5At2S6uipplpysPTvNJGMal+vavnvqcioFgl7lDXVcotUL168GCaTCd27d8fGjRsBABzH4eDBg9i2bRsGDRpU4xo5REWEtbaRGNVKjX4pjUh6VDO0XlGN09SuRVKEK1TGNuGtGvoK4zs1TZPtJnzXrl0YPnw4pk+fjldeeSXRwxEFt5vjU0jFbqnV1GuAuak1XkKwRNgCLxRYsIKt5URiMNvEEyqjuZQOlXxNtThK3XyvaitFqgkvkat/y7OmOiUlBc2aNcMTTzzBH3O73Vi1ahXOnTuHjz76qMY1coiKCL2hkaQssejXXydK8eTqfQDkH/1SInzqYQQedK03sn3OKE+laKUSiZo7AKQLjDWzTZ7RENaBQavVIi0tDQsWLODfu+GGG2oVK5MyZsHzWKz6PUYzb6slh4z7k8uZCm+qpy0GxlKWt62WNswsJEJcys2eObZHcY8xpwtFqqUDK8lJF7GmGqBINSHAFqFRLddI9ezZs/Hwww/7HdNqtZg3bx5uv/32BI0qeljqt0oVem2mEBb9YimLANAzJ1O20S+lEmn7JcDXN5OEU6QFi2SEK3ykVquQmqyBye6K6J6XAmq1Gvfdd1/A9zQa+aqbs+eoOsLncW2kUp/qhMLmNhYBBdarWqWKv1G9bt06bNq0CZmZmRg/fnxI2XilpaX45ptvcPr0aVx00UUYPnx4HEYae4w2j1HtiGKOSahMejCjWqz0bz5STTXVBIOvqQ4z/VuuNdVKhRfWSNJEtSCLnapIiEu4tV7Cdi3MAcb62wJUKy8FrFHU7zUwJMNktyBJpu21UlJS/KLTSsEnUqYV3UBiz+gqm/yjI3LE5wQT3/Blcxvv6Obs2bOxYsUKTJs2DTt37sSjjz6KdevW4cILLwx6zR9//IExY8Zg4MCBuPjii/Hqq6/ip59+wvPPPx/HkccGn3hk5M9VHWkfSA6m/i2WUFk6n/4t/2cx7fxFgm20k+pJpDoQl19+OZo3b57oYUQFa9+SEqUoDqshStaoKOVbgoTbIzVQrfy3u07j212nAVCtvBSwRLGB86Wfyd9TriRiJVIm/Ew5RKpPnjyJpUuXYu/evWjSpAkmTJiAYcOGJXpYYSN0TjJnRkGpVXTnJHOsmeLoMNm6dStef/11/Pbbb7j00ksBAJMnT8bdd9+NHTt2BLymsrISEyZMwNSpU/Hqq6/yxw8cOBCXMccC4RyzdN7CckvEc5xCQmWSg82rWCU5GSmez6GaaoInUqEyX6Ra/kb1hg0bEj2EqLE4xGnfwjzlLg5oQka15AjXABO2a3l6zT5sPV6K4d2ycf9wjyFNjpPEE434nJJqupSEmO20qsM+M56GVyRs2bIFs2fPxr/+9S9MmTIF+/fvx+jRo/HUU0/V2TJNagRyTr7682G8+rPnmFjOyUSk9n/zzTdo164db1ADwC233IJrr70WJ0+eRJs2bWpc8/nnn6OkpASPPfaY3/GuXbvGfLyxItAcv7HxKN6IsF84e56TUJk0sDvdvL2SrhNHqIxFqpWw/pJRLRJ2p69FTzjoFBSpVgJmkdp8sAioy83B5nRHlf5EiE+48yxs19I80/PfjJQkqpWXENGkfyuppktJMOE4sUXKAF+k2uZ0w+lyQxumQzxedOvWDfv27YNW6/t/wHEcnnvuOdkZ1cw56XS5MfaNTQCAR0d1w+B2jQCI55xkIqPxdJgcOnQIHTt29DvGXh86dCigUb1t2zZ0794dFosFL7zwAtxuNwYPHozLL7886L9js9lgs/lEMo1Go0h/gTgIHdBj/vcnXByH3Gu74pKOjQGEP8dUUy0thOUy4tVUeyPVClh/pbmKyJDI+1TLU/1bqbD072hrooXK4XJIL6xvsAU6klYfrMbLTou8pLDy2QfhL2sUqZYmTDgyFhoVws80SfgZnZmZ6WdQA0B2djYsFgucTnl9X7Mz9OiZk4m2jVP5Y/1bZ/FinmLpUrBIdTxThk0mEzIyMvyOZWZm8u8FoqKiAkajEcOHD8fZs2dx+vRpjBkzBv/+97+D/jsLFy5EZmYm/yO1tqRsjjtmp8HlbVfXt1WDiOdY2Keao/Z3CYf1qDYka6ARSV3fF6mWv1FNkWqRqG99qpUKS/+Opq8iAGjUKuiT1LA63DDZnLwaKSENokkVbpjq9bQnQFmWCE6kLbUAT9YBoIxFXUkIhcrEJlmrRpJGBYeLg8nmRGaKOKmMscZms+H111/H1VdfXcPYFp4j5Wim0HmVFIMMgZSk+Eeq09LSUFFR4XesvLycfy/YNSdPnsRff/2FgQMHAgCuu+46XHXVVbjrrrvQp0+fGtfk5uZi7ty5/Guj0Sg5wxrwj2hGk/nHjGqXm4PDxSFZS+tuIqn0KrqLmT3kq6mWl5MwEBSpFonI+1ST+reUECv9G5CXEE59wxyFqBXVT0sTMYTKlLCoK4lzFVYAgCZG+2hmrJvt8ph3juNw6623ori4GK+//nrQ86QezWRGdUqSJibP00TUVHfr1g2HDh3yO3bw4EEAwWuku3fvDo1G49dHfvDgwQCAI0eOBLxGp9MhIyPD70eKsIhmkkaFZpmRZyAI92JWme2Tf/vtN9x///2YPHkyHn74YRw9ejTRQ4oadu+KpfwN+MqvlODUJqNaJGwRpn9TpFpamEVK/wYAAxPCkcmGrT5hCVP9WwjVeEkPjuN4IZvIhMpYSw/5L+pKotirIhyrfsOpfO2t9O9ljuMwc+ZMrF+/Hhs2bEBOTk7Qc3Nzc1FRUcH/FBQUxHGkdcM2z80z9TFpRcjXVMdx7Z0wYQLy8/Px448/8seWLFmCiy66CC1btgQAFBcX4/HHH+ffHzduHNRqNX7//Xf+2MaNG6FSqdCjR4+4jT0WsEh1o9ToFN2TNCo+zdgqowDFwoULsWjRInTq1Ak33HADTpw4gd69e+Pvv/9O9NCigjlL0vTiZfYwo9rqcMveFqL0b5GIPFJNNdVSwhxFWnB1+Ei1DDZs9Y1oRK3Yd4MyEKSD8PkZSaTaJ1RGDjApEU1Kfygwp5rUFcA5jsOsWbOwatUq/Pzzz+jevXut5+t0Ouh00s2o4VvyiBjtEsLXVMfxGd23b1/k5uZi0qRJGD9+PI4fP47du3f7dUU5f/48XnnlFf5127Zt8cILL+D666/HhAkT4HQ68eWXX+Lxxx+XtQI4IF5EU6VSISVJgyqbU1Zttf79738jNzeXf33jjTeiS5cu+PTTT9G/f/8Ejiw6WPp3uojp38LnQKXVgUZp0n121QVFqkWCaqqVAUsDTBXBqOY3bBSplhzMII7EAKO+mdJDuHnWh+nYBKhPtZQoMnr6FucVVuB0uQWAZ4POjhUZraL9WywjScpCZQBw1113YeXKlfj5559lH8EEfFFMMVNIhRiSEpOB8Nxzz2HdunXo06cPpk+fjoMHD6Jv3778+9nZ2X6RagC49957sXnzZvTt2xdDhgzBtm3bapwjR9gci+E4YeKTclpzGzZs6Pe6qKgIJSUl6NSpU4JGJA5VMUj/1qhVfI223EuwKFItEo6I1b+V06daCfgi1dHfGnKr16tPWHj17/DnmUWq4xkFIWqHzWeyRh1RaySfUBndq4kmUJ/bdfvPYd3+cwDE62UMyKNX9apVq/DWW2+ha9eueOCBB/zeW7ZsGRo3bpygkUUOc16J1ee2OgaB+rfbzUEtkkpxKAwaNAiDBg0K+F7Dhg0xd+5cPPnkk37Hu3Xrhm7dusVjeHGDzbEYglZ6vuRKXvvk8+fPY8aMGbBYLPjnn38wb9483H777UHPl7rAIABUMmeJyOKR6XotqmxO2Tu2yagWCRZpDrdPNR+pdrnBcVzMaseI0DBHUWtbHV9qIRlfUoNP/04O3wCjmmrpYYminRYgFCqT94KuBIR9bud+vguHzlVh/IAc3HJxOwDiCgWmJqD2NlwGDRqEH374IeB76enpcR6NOBhjEO0SkipwllocrpioxxO1I2Y2Ap8dJjNHdmpqKmbNmgWj0YjVq1fj5ZdfxrXXXhtQ1R3w1GFXd7hIDV9av7gOsQx9Es5UWGVfgkVPGpGIvE+173yb0x1ROiohHqUmj5fQ7Y7eI+pT/5b3Q0KJRKPyzu7RRNdUcxyHn376CW+++SZ+/vlnzJkzJ6QFecuWLZg/fz727duH5s2b44EHHsDNN98c+wHHEEsU6fwAkEF9qiVDdoZPvIoFGLtkp6NnTqbo/xafTSRhx2ezZs3QubM4kXmpIGZqcCD0SWqoVADHeRwmZFTHH75uXoT/9yw7TG6ObL1ej1GjRgEAbrrpJowYMQKPPPII1qxZE/B8ObRLq4qRHoJSSrCoplokoq2pBnyGOZE4KiyeG9ru4qL+LF79W8IbtvqKJYo0f5aBkOj6rrVr1+LFF1/E9OnTkZOT45c2FowTJ05gxIgRGDx4MP7++2/MmzcPd9xxB7766qs4jDh2sJaEkQoMClt6cFz09z4hDuzZaYiRUcTSv6sknP6tRPj0b5GjXQyVSgUDc37S+psQeMeJCCn+eq001txo6dixIwoLC4O+L4d2aXwGgsjPZFaCJfdsMTKqRcIWofq30Ai3yaxeRIlEowpdHYpUSxcx1L8T7TW/9tpr8dNPP2HcuHHQaEL7O/73v/+hSZMm+O9//4vWrVtj+vTpmDJlChYtWhTj0cYWi93bTivC+5Zt7t2c9EWr6hOshrJlVkpMPp+e0YmBRTEzYhSpBnyOGCmn9isZMQWt9DLUMVm6dCnsdjv/+vjx41i5ciWuvPLKBI4qenwOsdhEqtfsPiOqGGW8oZwYkYi0pZZKpUKyVg27002R6gRRZLSiyNsPtdzseWCc9SrQAp4avkj6LPp6ZUpjIXC7PXX7oRpgSiaa9G92jcPFweFyIykCYaxE8ccff9RY1EeMGIHly5fDYrEgJSU2xkus8dVUR/bd1iepkaRRweHiUGl1iC7CQkQGM3bbNEqNyeezZ3QVRTPjSpWIqcHBSE3WoBjyMsSUhJjGV4pXK8PqlM9cFhcXo2PHjmjTpg2cTif++ecfTJw4EU899VSihxYVsWqHx7LFfj9cgqJKW0z618cD+ewGJQ4ziCPZYPMK4DJPbZEry7fmY9Rrf2DUa3/gdIXHQ/b+nyf4Y8u35kf0uSy10Jzg1MLNmzdj+vTpMBgMGDBgQEjXFBQUYNSoUdDr9cjIyMDtt98Ok8kU45HGD77/bQTpwkLDTW7paKdPn0Z2drbfsezsbLjdbpw7dy7gNTabDUaj0e9HakTbz1ilUvHRarkLpSgFl5vjHZKximjyz2iKZsaVWIkdCZGaU7u+USWiSrQchcoefPBB7Nu3D//5z3/w0ksvIT8/Hx9++CFSU2PjIIwXYs6rkFiJFsYbZfwVEiDSSDXgMaorQTXViUKoNjvujT9hd3H4v6s644ouHuMjUrVZKSzqLpcLc+fOxaxZs5CRkYE//vgjpGuuu+465OTk4Pjx46ioqMCYMWMwc+ZMLF++PA6jjj3RGNU6rRpqlSdV2Gp38R5WuaBWqwO+DlZLLAdFUmuU6t+Ax3ArNdllL5SiFKoEonGxMr74PtVUUx1XjDFKIRXCtC8S7dSur4gZ0dTLtONGWloaLr744kQPQ1TEdoixTFGh8CvLEgUizxRNFGRUiwR7cEfyANd5RRiopjoxMLVZTwq+x7AY2KZh1GqzBgnUAWk0GmzevBkAsGfPnpCu+emnn7Bnzx58++23aN68OZo3b45nnnkGkydPxn//+1+0aNEilkOOOS43xzvBIolsqlQqpCRpYLK7ZBepzs7ORnFxsd+x4uJiqFQqNGnSJOA1clAktUbhJGHwkWoyqiUBmwedVh2RszoUfEa1vO5juRNr9W9AWFNNc5sIxIxoMqP610PFmDSwlayMLKUhZqs0wJMpunjDYb9jD33t26veN6wT5oyQT/cDMqpFwuLdpEfi8Rb2qiYSR7nZJyohap9qmaUWbtq0Ca1atUK7du34Y1deeSU4jsOWLVswbty4BI4ueoSGcKTznJLsMaoT3VYrXC666CKsX7/e79gvv/yCHj16IC0tLeA1Op0OOp14vYFjQbQttQBhSw953a9KJR4pwqnJlP6dCOIhVJbKO7VpbhOBqH2qvXP514kyWdfbKgGx9RBYpugfR0qw6IcDAIBF43rxQa1IM0UTRdju39OnT+Opp57C2LFj8euvv4Z0zYkTJzB//nxMnjwZCxYsQFFRUdgDlTpOUWqqyahOJGVekTJ9khrNMqN/aMuhB2ogzp07VyNq2bBhQ2g0GlnX3TKEmQO6CCNgKRJpq1UXK1eu9MssuPPOO3Hs2DG88MILsFqtWLduHZYvX477778/cYMUgWhrqgGfUIqRjGpJwCLVMTW8dEyojOY8XnAcJzC4qKZaqYjpFBOjGwsRPVaHiw/+iRWpzs7Qo2dOJnq39GWG9szJ5H/k5kAJa0f58ccf48ILL4Tdbse3336LgoKCOq85fvw4BgwYgGPHjuGaa67Btm3bMHDgQJSUlEQ8aKlQ5FWIzius4DfqJ0rN/LFQZeF9kWp6+CeSMm+kukWDFFFuZLlGqmtDpVIFPL5w4UJkZmbyP1JLDxZiESh/B/t76oIt8tYEbtiKioqQlpaGtLQ07N+/Hy+99BLS0tL81L2dTqefwFz37t3xzTff4J133kFqaiqmTJmCxx57DLfddlsi/gTRiFb9G/BtEowWSv+WApUituQJhq+lFq298cLicMHl9pRZxVL9m2qqE4sYEU22xxZmEbL9dTh7bEIchM5H9uwUiwYpyaJ+XqII6//KsGHDMGXKFGi1Wjz77LMhXfPUU0+hbdu2+Pzzz6FWq3HTTTehY8eOeOmll/Dcc89FNGipEKgWYPH6w1i83nMs1FoAilRLA/bgzjKIc3PzkWqZbdiaN29eI5vk/PnzcLlcaNasWcBr5FB3y2AGWDQp/syoTuTcNmnSBGfPnq1xXNgy7YYbbkBhYSFycnL4YyNHjsTIkSPhcDiQlCQvkbVgsGdnVJHqFM//C0r/lga+ljwxjGZ61b8pUh0/2P2lUatEKbMKBptbilTHH5vTF9GMpm5eafW2ckfoKFGrIwtIBKOBwfOcVwFokiZfAzusb3skAkU//PADZs+ezSvM6nQ6jB49Gj/88IPsjWpWC2BzujD+TY8Y1OOju+OCtg0BhF4LQDXV0oClf2cZxNnE8ZFqGWzYnE7fGC+55BI89dRTOHLkCDp27AgA2LBhA9RqNS688MKA18uh7pYhRlSTXZvI9G+VShW0Dpqh0WiCnqMUgxoQZB9EJVTmjVSTUJkk4OtuU2IXzUwTOD45jos4c4UIHeYsSdNpY/r/m7IQEodQuT+aiCbbY285dh7PfLcfgLzrbeVOLLOHWDCLA5Aqs44qQmIqVGaxWHDu3LkaEatWrVrhk08+CXqdzWaDzWbjX0u1PpOpRgtTUAa0zgpbNZrUv6UBS/9uIFak2ruY2JxuOF1uaCOotxcDl8uzYWQtk5gBrdV66wmrqtCoUSP+/OHDh6Nfv36YNWsW3n33XVRUVODhhx/GtGnTgkaq5QQTJYrGADPIpKa6viBO+jdFqqUEH6nWxbLu1vN9cbk52JzuqL4/RGhUiix0FAwDidAlDJb5kZqsgSaKiCbbY9ucvnWW1doS8afS5nkm2xwuFBmtotY765M8XR7sTjfKzfaYPx9iRUx3+cwwNhgMfsfT0tJgtQavhZBTfSYAlAtq8CJJiUj2Gls2ilQnlHKxI9U63wbNnEDja/DgwdDr9Vi8eDHy8vKg1+uh1+tRUeHpBahSqfxShtVqNdasWYPMzEz06dMHI0aMwDXXXIM333wzUX+CqFjFSP9OlmffTKUijlAZU/+mSLUUiEdNtUEQRZNDRpESiMe8AgKhMpkJhSoBsZX7xSrJI6KDZSCUmh0oqrTVcXZ4qFQqfu/N9uJyJKZPtbS0NGg0GpSVlfkdP3/+PLKysoJeJ6f6TACo8BrVmSnaiNJRdEmsppoe/omkzCRupDpZo4ZWrYLTzcFsc/HqwvFm+/bttb6fmpqK0tJSZGb6vL8tWrTAV199FeuhJQSL3eO8EiP9m1ILpYGVj1RH7ifm+1STUJkkMMahpZZG7ek5b3F42uM1qvsSIkp87bRiux6m6lg2ETlL4g2fjSCS46Rhqm9P1kCkoAcRPrHO4mqQkoxzRhsZ1UE/XKtF9+7d8c8///gd37VrF3r37h30OjnVZwI+r0rbRqkRpUOwSDXVVCcWX021OEa1SuURYjFanYpSAJc7fPp3FEY1n/5NRrUksIoRqU6hPtVSwsgLlcU2opmq08LicJFYWZyo8qaQimVwBYMi1YmD3UtipfBm6JOgVgFuzrdfJuJHkdGKokobDp2r5I/lFVbwv2en60RJBWcOkzKB2rvcEP3buWLFCkydOpV/PW3aNHz++efIz88HAOzZswc//vgjpk2bJvY/nTD4SHWExpgvUk1GdSLxqX+L5wmVa69qJSOGAca31KLsEknA11RHkdLv61MtXy+5kohXmjCLaFLtbXyI27xSTXXCYI4TseZYrVbxwY5SGRtccmX51nyMeu0PvP3bMf7YQ1/vwajX/sCo1/7A8q35ovw7zKgul3G2WFjf+N27d+Oxxx7jX7/yyiv48ssvMWLECNx9990AgAMHDuC7777jz7n//vuxZcsW9OnTB71798aOHTswbdo0P8Nb7jBjLDMlMmMs2VvPSpHqxCK2UBmgzF7VckcpLbUIH8Le45HCNoDnq+yii7AQ4cNq2zMiXFdDJZUimnHFGCejOoXvvkHzGm/E6FFdnazUZJw32VFqIqM63jAV9vf/PIGv/j4FIDYq7MxxUi7jOQ7rG9+8eXPcfPPNAMD/FwDatm3L/37jjTfiggsu4F8nJSXhq6++wt69e5Gfn4+OHTuiU6dOUQ1aarAavAYRLv4UqZYGvFBZagwi1WRUSwZmCEcT1dST+reksDqir5NnkWqnm8PpcgsZ1Qkm3pFqEiqLDz6DK9Y11Z7vDT2j40+lyOnfANDQa3CVmeQbxZQrTIVdGIiIhQp7Zn2LVDdp0gRjx46t9ZyuXbuia9euNY736NEDPXr0CGtwcqGcFyqLNFLNaqrp4Z8oOI7j51FMpUkDecslhxhK0QYJ9KkmfIiR0i+s8aQMhMTDR6pjLGjF197SnMeFyjjVyvvWXnKWxBux1b8Bn1gZpX8njlhnXDZI8TpOZDzH8mwEJjFYTXWkqoQUqU48RqsTLrenj7OY6pIstZAi1dLBahexpRZtxCVBNI4SJsICAMkaFewuDrsKyvm0Y7FEWIjwiFekmkXTyPiKD0zEKiPmNdWez7c53XC63NCSwFXcqBJZ/RvwpH8Dvi4tRPxhz8ihXZqIlvIthOkZVZD6d/2GpQ1HGqnWaammOtGwunhDsoafDzEw6KheT2rw6d/UUksRcBwnECoLf+O8fGs+Fm847Hfs+R8P4vkfDwIA7hvWCXNGdI5+oETIOF1u/t6KZUstgHQv4o3Y7ZaCkSJwmpodLmSQUR03mOMkXcz0b29ZHtVUJw62jx3TNycmjmYlqH+TUS0CFdGmf2spUp1oxG6nxSAFUunBHtjOKJxYKZT+LRlsTjc4T5JJRI4SJsICALe8vw3FVXbccWl7jOnbAoB4IixE6AjbW8WjpRZAkep4wad/x7imWqdVQ6NWweXmYLG7Yl5GQPiIheOE7c3kbHDJHfZcThXRWSKEiQTXm5pqIjC+9O8IW2ppqU91ovEpf4u78FK9nvRgwoJOFxfxZ7B5pZZaiUfojIwk/ZuJsACeFMPiKjuaZuhEF2EhQsdo8Wze9ElqJMU4wugTKqN7OR4wEatYO0tUKhUMyRpUWp3kMIkzfC9yUSPV3ppqilQnDBNvVIuXzSmkgQLSvykfRgSijVQzo9rmpEU9Ufh6VIscqWY9UGlRlwxWp8cIY1oGkZDiTTOm9O/Ew7IFtGpV1AYYaSBIA2OcRMoAX9Rl2/HzKDJaY/7v1Xfilf4NCO/n+D6nz507B5PJFPZ1Z8+exYkTJ8QfUJyJhR4CX1NNkeqEYYqBqruQLEGkmuMiD3okEjKqo4TjuOiFylik2kmR6kTB2jRQpFqZFBmtyCusQF5hBb8onzPa+GPhbqb1lP4tGcRQc2ewdnoatSrqzyIiJ14iZYDP8Np3ppIXrCNiR7xU3YH4K4D//vvv6NixIzp27IisrCxMnjwZZrM5pGt37NiBNm3aoN3/t3fe8U1V/R//NGmb7r03tKy2QNlTpoDIBqECMh08qCjqowiuBxQR/QkiIAKyBKwCMmQJyt57FgpltLSF7jbpTJvk/P64ObdJk7Rpmwnn/Xrx0t6ce++599wzvue7GjWCTGbdm3rFRrBGoCm18ouZUG0ujG3+TRWTcgXhLVqsDSZUN5BiaVXU6Ab7VDOh2mwYXVPNNF9mZfO5Rxi89CQGLz2JtPwyAMDGs6n8sc3nHtXperz5N9ssMTtlBsg7TvF1ocFXmFBtTqrSLplO8GIYn0q5gs8pbwrXGSc6/5rgXnl5eRg6dChGjRqFwsJCPHz4EBcvXsTMmTNrPbeoqAjjxo3D+PHjjV5PU2CMXOQspZZ5IYTwyiFjaaod7IRwUFoQFlppPnImVDcQGvlbZCuodzRhPvo3E6rNRlWgMiNpqpm/nlkZ3ykMe2Z0x54Z3fnd8xl9ovhj4zuF1el6LFCZ5VCudJuRVsobbL5LTVKpppRhHkyhqabWK6o+mtRypT7WK4zaKVbpV6bQHtP5t9QE8+9vv/2GyspKzJ07F0KhEMHBwfjwww/x66+/ori4uMZzp0+fjqFDh6JPnz5Gr6cpoFpGY6TUKq9U8BupDNMhlSl4BaKxNNWAqgm4dW6esEBlDaSh/tQA01RbAlWBylj076cR1WBUlcp+1irEvd7BqKhQLVMQVMgUfB9mmB5qLSAplyG7SNqgVB+uvFBtnbvkTwumMBHWlkrt4+03+P9nqdQMj+pmlSnyRtNh+Ym4zOj3unDhAtq2bQsHh6rxp3v37pBKpbhx4wa6dOmi9bx169YhMTERa9euxZYtW4xeT2Mjlcl5BZEhhV9neyHshQJUyBXIL61AsL2jwa7NqB3VjAxOBnC10oW7ox2eiMt5RZe1wYTqBtJQf2qA+VRbAtTigPpUGgqap5oFtLIMKuUKPlAZ1WLUB9V8yGWVciZUmxFDWgtQs7ZiK/XnelowhaaaplJLyy/F9M2XAQALRrZES+VGG0ulZjiyJeXILpLifk6VxvZmhpj/fz9XkVHy3gpsuHE5xwS+8jk5OfD29lY75uPjw/+mjTt37uCjjz7CsWPHYG+v34a+VCqFVFr1PBKJpJ41Ng6qVnmGtEawsbGBp7MdsiRSFJRUINjD8oXqc+fO4fDhwygtLUXbtm0xbNgwCATWuVagbelkL4TAiDFHeE21lZr5M6G6gRhWU80EL3NhbE11RkEZsiXlRlk4MPRH1fwwwtup3texF1blQC2vlDeo/zPqB12o380q4o81dKFONaPM/Nu8SHifauMtUaj1SpSfC38s3MuJpVIzAuayCqD+maZw0xEIBBoBxiorue9YKNSu2Rs3bhxeffVVODk5ISUlBbm5uQCA1NRU+Pj4wN1d81tcsGAB5s6da+DaGw5VKx9DB3z0chYhSyK1irRaL7/8MlJTU9G7d284ODjgvffew5IlS3Dw4EG9N1AsCWMHKaNQBWUh01Q/m9CGd3esfyehPtXM/Nt85CkjSho6ij/VhhaWVTbYNJXRcKiw5GgnRLBn/YVqGxsbONoJUSyVMSsEM2GMhboLM/+2CGg/NUWEaAc7ITyd7FBQWoksCYv+bQyoVcDua4+x8vgDAMA3I1vyGxiGtAqgm21AlYVYWn4pv+FmLK14SEgILl++rHYsMzMTABAcHKz1nOLiYvz+++/4/fffAYBPw9W3b1/MmjUL06dP1zhn9uzZeP/99/m/JRIJQkNDDfIMDYG+93vZxrNG8FJaElpDWq05c+agVatW/N9Tp05FREQEtm7dapUB6agFgrGClFE8eE21dc7BTKhuIMyn+umAmprIFYZtAxr9m2EZGFID5qAUqlnQFPNAF+q7rmZg9YmHABq+UHdlgcosAlOm1AKAUE8nFJSK+aB3DMNCrQK2X87gj8UG1z+mRU1o22w7cicHR+5wJtjG0or36tULa9asQU5ODnx9fQEAf//9N7y9vREbGwuA01ynpqby59y5c0ftGps2bcKECRNw79492Npq//ZFIhFEIstzTTCFNQI1DbYGTbWqQA1wmy4eHh78Rou1UcJrqo27puU11SxQ2bMJbXhD+VQTQmBjw9K5mBKpTM772RoqhQvdtS1QGfxvmMCHjFEzVKh2M4C5Nk3FwyKAmwe6UD90O5s/1tCFOt2FZ0K1eckt5jSNhrYc0kUjX2dczxBDUmad2hFrITWvxOj3oJttALDu1EP8eTkDTf1dsGhMHADj+cqPGjUK8+fPx9ixY/H111/jwYMHWLhwIb788kteQL5//76GsPW0QN/7ieQcLPyb2ywwtDUCTatVYAVCdXV27dqFvLw89OjRQ2cZS/aX582/GxCLRh88mfn3s43EgJpqAKiQK3hzcIZxoYJvXknVIPYwt4RfWDdE8NW2azubRZY1O4bUgNEI4KbIt8rQTbHUcJMv3VRjgcrMCzXvlClMI1WHKl1B0gpKTXK/Z5UUpVA9ok2w0YRb1UwPrUI88OflDFTIFEb3lbe3t8e///6LOXPmYNKkSXBzc8O3336LN998ky9jZ2eHsLAwPHr0SOs1XFxcEB4ebpWKFfrer6YV8scMbY3Aa6qtwPxblbt372Lq1Kl466230KFDB53lLNlfnmqqjW7+rXSlvfKowCrjEDGhuoHQ3RRDaKoBTlvNhGrTYEzBV3W3fNzqs5CUy/Bmr0i82DIQAIssay7oJpghfDUd+HRpTKg2J1QA7tLYq8H9ys2hKvo3sxoyH6UmCopDCfXiIgmnFxg/9dKzilxBkJbPvd/3+zU1yWLZx4VboOcWm0YICwgIwNq1a3X+HhkZiRs3bmgNQAYAw4cPx/Dhw41UO9NgzKjNVFN97kG+1QhcDx48QN++fdG/f38sWbKkxrKW6i8PmC5QmbtSlkrJK7XKOERMqG4gBvGpVsnXKJUp4NrgWjH0gQq+5x7k4cu9twEYzlxJdbc81NMJiU8kcLIXssiyZsawmmrTRZZl6EaibNP+MQENnoBpoDK5gqCsUt6gtGuMuqEaYEpcxrXpE3GZ0QNMAUAI1VTnM021sciUlKNCroCd0AZBJkqH1CzADQD42BeO9kxhYWyooqldmIfBlQeeSqE6ObvYKgSuhw8fonfv3ujatSs2bdqkMwo8xVL95YGqQGXGFqo9DZyBx9SwFUMDqYr+XX+h2sbGBva2AlTIFCxXtQmhgu+19EL+mDGCpwR4OCDxiQSZ4nKDXpdRd6qEakP4VHPDZznTVJuVYgO2qaOdkE+VVlQuY0K1CdFmObT08D0sPXwPgHFdZqj5d3pBGbNQMBLUnzrU08ngqZZ0EenrDCd7IUor5MiUlKORj7NJ7vssU6BcEz8f3fBNzup4WZHAlZqail69eqFz587YvHlzrQK1pVNSQc2/jfMcdFM1p6hqnWyKXPaGhq0YGoghNNUAIBJyQjWLAG56sows7Eb5uuDQ7WwUsCA4ZqcqUJnhfKpLK5j/rTmh6a8M4etlY2MDF5EtxGWVKCqXwd+twZdk6Am1HCqvlOOln88AAP43JBrtI7wAGNdlJtDDAQIbzlIsxwo0YNZIah5nBRDuXf9UhnXFxsYGAe4OeJBTgkwxE6pNgdgAwXuroy3+jaULXEOHDkVWVha8vLwwc+ZM/njv3r0xatQo81Wsnhjb/NtcuewNDROqGwgVqj0auIMmshOgSAqr01QXFBTwPkLR0dGwszN+XlFDQ3OTGsInUxvRQdzKPIflQDU7VAAziE+1HY3+bV199mmDTvaGSr/k6kCFauvaBCspKUFCQgJ+/vlnJCUlYf/+/XjuuefMXS29oZZDjwur/JrbhXuaxGXGTihAoLsjMgrLkFZQZnEL9KcBGqQs3Nu0gm2Am1KoljB/eVNANdWeBhSqrVHgmjlzJp93XBV/f38z1KbhlBo5UBndVJXJFRj+02kAwKeDWqBzY28A1hOHiAnVDaBSruAXdA0VhoVKc7Mn4jI0C7B8r+rCwkLMmDEDf//9N5o3b46MjAzI5XJs2rQJ3bp1M3f16kSW0txkRJsQoyym6CIiNd/46UQYNWNQn2p75lNtCRg6p7G1ptX68ssvkZOTg08//RQjRoyAXG6d32WBSqAjU5phh3hyQnV6QSnahXua7L7PCo/MoKkGgAB3bk5/wtyvTALtv+6OhjPVpgKXVCbHqBWcFcsXQ6LRwQRWLPVlypQp5q6CQSk2sk+1ahwiF5EtiqUyBLk7WF0cIiZUNwDVnJZlDTQBFQq5xUO2xDoGfolEgr59+2Lt2rUQCoVQKBR444038NJLLyEjIwMCgaD2i1gIVFPt52acgTncy4m/T3mlnNdwMkyPxICaat6nmgnVZoX6VBtqB93NStNqffPNNwCA9PR0M9ekYdA4JV7OdiZdLId6OeHcw3wWrMxIpCiF6ggTa6oDlUK1sd28GBxiqql2NpymWlXgcrAVoFymQLCHo9UJXNZMiQkzMrg7ckJ1YZl1zcEAYD2SjwUiVhGqbYUNe5V2SiG0Qm6avJwNJSwsDBMnTuSDLwgEAowdOxaZmZlWt6ijGxn+RjL583Cyg6tyIGILNvNiSK2mA/OpNjsKBUFxheEClQFVEcCtzfz7aYFquqL8XE1qhq0arIxhWAghfKCyMFNrqt2YptpUEEJQSF0iDaipVoWmXBKz8dmkGDtQmSo+LpZneaAvTFNdD2jQhNuZEv5YfYImqKYQkRFOmL6XXWSSFCLG4OTJk3B1dUVwcLDW36VSKaTSKr9iiUSitZwpkcrkyCvhFnHGEqptbGwQ5u2ExMcSpOaVoom/5Zv3P60YMvo3DVR2KaXAanJmPm2UVMigHDoN6lMNWJ/5d32wxDG5QDkeG9InUx9orupT93JZfzYwucUVKFVmSbC3NW1k9QB3rl0zrcQK0JopksogV3ADsiEDlani7WyPLIkUNtahf3pq4AOVmSAjRoC7A66liyFXWF+8GiZU1wNDBU3Qdp31p1Ox/nRqna5jCZw/fx7ffPMN5s+frzN1wIIFCzB37lwT16xmcpSbGvZCgVEXceFUqGaaarNCXTYMEf3bSZnz9HZmkVXkzHwaoRO9ndAGIlvDGF49S0K1JY7JBbz5t2nT5/C5qgvKLLI/y2QyHDx4EGKxGGPHjjV3deoE1VIDgLhUhlATuqxT82+W0tL4FJZwfdfBTmA0Nzc/NwfcelIE6xO3rBtTmn97OXOaaqrwsiaYUF0PaNCE43dz8O2BOwCAb0a25P079PUDo9cBgDnbb+B6hhiDWwXiPz0j63Qdc5OYmIhBgwZh0qRJeP/993WWmz17ttrvEokEoaGhpqiiTlT9qY0ZFCfMi/Mje5THgpWZC0KIUTTVDPNRpOJPbaj+6yKyTp/q+mCJYzI1/25oRo26QjXVAHhtm6Xw3XffYenSpRCJREhLS7M6oZr6U5sDaoGWUyxFpVwBuwa66jF0U1hGrUyM13fpZlu+FQpc1kyJMlCZsaJ/q+JtxW3MhOp6QIMmXEsv5I/FBrvXOWiCavCFMC9HXM8Qw8leaFXBF27duoU+ffpgxIgRWLFiRY1lRSIRRCLL2igwtj81hUY8ZZpq8yGVKVAh5/a33RpgKkzdNnKKrSdn5tOKITdJKK7PkE+1JY7JhUZIyVMTtD8rFARCgQ3kCoJT93IhFHCbNJbQn93d3XH27Fns27cPb7/9tlnrUhfou72Yks8fM/VY6e1sDzuhDSrlBNlFUgR7ONZ+EqNeUCsTd0fj9V0vpcBeYIUCl7VCCOF9qk2jqebaOK/Y+tqYCdUNQGLAyHRuyqAOYiuKdnf79m306dMHQ4cOxcqVK02a/sRQZPFCtXEXljQC+NVHhcxfz0zQyN82Ng3zC7LGnJlPK1TwNeTuORWqnwVNtSVCtROm0lRr68/fHrjDW6FZQn9+4403zHr/+mIJY6VAYAN/NwekF5QhU1zOhGojUlhqAk21i1LgYkK1ySitkPOxS5xNEKjMm29jaS0lLQ8mVDcAukiPC3VvsKl2iNL0TFppHQu5x48fo0+fPvD19cXQoUOxd+9e/rfu3bvDw8PDfJWrA5nU/NvVuEJuqFKoLiyrxBMxE6rNgaqpsEBQ/w0g6rbxMK8EM367AqB+7h+MhkMFX0MFKVO9lrX5VG/evBnTpk0DUa5+Bg4cCKFQiDlz5mDOnDlmrp3+0IW5l4mEalU3rHm7E3E+pQC9m/nig/7NAFhnf7aUAHT03X697zZO388DYJ6xMkBFqGYYD2plYqwgZQDTVJsD6k8tsDGN25u30qeamX8/Y1AtSc+mfg0WkmjuxpIK68h5W1BQgHbt2gEAVq5cqfZbkyZNrEaoNpX5d5CHI2wFgEzBdljNBR+krIGmwtRtI8C96ptpHuBqNrcNmUyGzMxMeHl5wcmp5nQ1JSUlePLkicbxRo0a6QwwaMkYMkUahfpUS6xMqI6Pj8ewYcM0jtvbm9Y3uaEUGCHPbU2oumG1j/DC+ZQCiMsqrcoNqzqWEoCOvluZio96fVzlGgodq/+48AgdIjzZpraRqBKqje9TzdZRpkM18rcpLFKt2W+eCdUNgJp/uxnAf8TaBoqYmBjs2bPH3NVoMFlFxjX/Vk2b5uFkj9ziCpy5n8vv0FuCv96zgqEFME8ne9gAIKiyWjE1v/76K9577z0AnMD8n//8B4sWLYJAoD0Yzz///IORI0eicePGasdPnjyJgIAAo9fX0BSrWB8YCt7828p8qm1tbeHi4mLuajQYcwUqA4BIP+793c8uBiHEKl2aAMsLQGdurSLNVX08OdciI7s/LVT1XSNqqpVrZXovhvGhQcpM4U8NVJl/55dUQKEgDbIsNDVMqG4AdCFtiEW6NUe7s2Zo9G9jaaq1+ZStPvEQq088BGA6fz1CCFJTUyESiRAYGFhr2cTERI3jwcHB8PQ0YS4UA0OF6oZqqilCgQ08neyQX1pplsX3pUuXMGXKFGzYsAGvvPIKrl+/jh49eiA8PJwXtLXh5OSEe/fumbCmxqOIH4MNt4ijArq1mX8/DVTKFfx7N6Zfpi46RHjCBoC4XIZMSTkC3a3T/9bSAtBRAWh8pzCzmNOrWhUxjIe4zPhBBj3pWtkKg1hZK7ym2gT+1EDV2K8gnMukqdMrNgQmVDcAQ5mTAlW7b4WllZDJFbBlaR9MQpaRzb9V/fVmb7+BGxliDGkViGkmTJt26dIlvPzyy8jLy4NUKkWbNm2wZcsWBAUFaS0vlUrRsmVLNGrUSM2ceN68eRg5cqTR62ss6CaYIXJUU/zcHJBfWglzZOBZuXIlWrVqhVdeeQUA0KpVK0yYMAErVqyoUagGgPz8fMjlcvj6+pqiqkajSDnZuxjQ/JuO5yxQmemh5qM2NsaNIKyLMC9nNAtwRVJmEW5mSKxWqLYkFArCm/S/07eJSbXE1FKsUl41QLNMDcaD11Q7Gk8IogqoIqkMFTIF7G3ZWtnYUJ9qU6TTAgB7WwHcHGwhKZchv0RqVUK10b9GQghkMpnaP7ncOvyGa4PXfBlgke7hZA+q7KITEMO4lFbI+DY0lnWJn5sD70MW7Mkt0FwdbPljxp7Qy8rKMGzYMPTp0we5ubnIyckBAEyYMKHWc3/99VfcvHmT/2fNAjVgHK2mjwu3KZJbZPoolRcuXECXLl3UjnXv3h3Jyck1BiYqKSlBo0aN0LhxYwQEBGD16tXGrqrRKDaCTzW9VmmFHDJlCjaGaaBBytwd7fiUVqaG+vuqCl/m5uTJk9i0aRPOnj0LhUKBTZs2YdOmTcjNzTV31WqlqFzG5/02plmwNjafe4TBS09i4d9J/LGPt9/A4KUnMXjpSWw+98ik9XnaMUWgMjeHqrGhkJmAmwRTptOieCvXVtaWVqvOQvW6devQuHFj2Nraonnz5ti5c2eN5efPnw87Ozs4ODjw//z9/etbX4uC13wZYJHOmZIyE3BTQk2/gaqdOGPiagaz0j179uDJkyeYN28eBAIBnJyc8Omnn+Lw4cO1mgCLxWLcv38flZVPxyaPMYJa+Sh9f3KLTS9U5+bmwtvbW70+Pj78b9rw9fXFnj17UFBQgKKiIixYsADTpk3D9u3bdd5HKpVCIpGo/bMU+DY14GSvqvWmvmQM08AHKTOD6TclNsgNAPDXtQw+kKW5uXbtGv7++2+Ul5djzJgx+Pvvv/H3339DLLYcwV8X+UrBx0VkC5GtaYMhju8Uhj0zumPNpPb8sQUjW2LPjO7YM6M7xncKM2l9nnYKTRAPQaB0uwKsJwaRtVNl/m06odpag5XV6Q3t27cPb7zxBjZs2IAhQ4Zg3bp1GD16NE6fPo0OHTroPK9Tp044e/ZsgytradBAZYYyU/Nytkd+SYUyN5urQa7J0E2WyoLJFD6xgUq/LpkJbYUvXbqEiIgItY2srl278r9FRUXpPHf06NHw8fFBZmYmJk2ahEWLFsHV1Xq/S0O6a1Coptock7tAINDY8Kio4OqhK5J3t27d1P6eMmUKtm/fjjVr1ui0RLCUSMLaqEqpZbg2tRMK4GAnQHmlApLySribWLv2LGOKQEe10TKE01Q/zC21mKBWb731Ft566y1zV6Ne5CtzzZrDhJNGH2/qXzVvhXo6WnVkd0um0AQ+1dz1uaCv5g6A96xgavNvwPqCN1PqpKn+/vvvMXToUIwbNw6urq5455130LZtWyxZssRY9bNYKuUKlFVyWgxDab68mKbaJGRLynEzQ4yLKfn8sZsZYv6fsbQTIZ6cf3J5pem0X3l5eRraTDc3N9jZ2enUZgoEAixevBhisRiPHj3C5cuXceDAAbzzzjs672PJ2kyKUTTVruYz/w4NDUVmZqbasczMTAiFwjpF8o6IiEBqaqrO32fPng2xWMz/S0tLq3edDQ016Tf0ZE/TajG/atNCF8mmylGtjRaBbvz/U4GQUX/yS2iKNPO1qb2tAB5KNz1rW6RbC3IF4QOVGXsj0loFLmulmI/+bTpLE2sN3qy3UE0IwdmzZ9GzZ0+143369MHp06drPPfq1atwdHSEp6cnBgwYgKtXr9arspaEqgmvoRZ01mruYG1QP6v/O3iXP2YKPyuaeo1OPKbA1taW115S5HI5ZDIZ7Oy0T3z29vaYOXMm/3tsbCzmzJmDzZs36zQFX7BgAdzd3fl/5kzfogsJHwPBcBM+HfhzzGD+3atXL/z7779QKKr8fvft24cuXbrwkX9LSkpw//59/neZTF1IJITg9OnTNVosiEQiuLm5qf2zFIqkht8oAQA3BxYB3BwUmCDPrS7oZuuDnBL4KjfLDt/JMfpm69NO1UaJeS0+qMWBXMHiJBgDSVkliNIIz5iBygCWVsvUlJjR/DvPDGurhqC3UF1UVITS0lKNaLF+fn7IysrSeV5QUBA2btyI7OxsXL9+HX5+fujRo0eNmhFr0HpRU1IXka3BInV7udCPiA0UxoT6WY1pH8If+8YEflbUpLHQhEJ1aGgonjx5onYsMzMThJA6Cb4hISGorKzU2dctWZtJMWQKPAqvqTZDn3377bchlUoxZcoUXLhwAd999x127NiBzz//nC+zf/9+tG3blv97woQJWLRoEc6fP49Tp05h/PjxSExMxJw5c0xef0NAhV5DRv8GAJEdN6anF5QY9LqMmqE+mcY2H9UG3WwdvPQkcpSWJ+tPpbCgVg2E+lSbU1MNAKG8pZgZUjU8A9B1jbO90OgRuT2d2VrZlPCCrQm7jrcZXesaQoO/fIVCUaM/6tSpUzF69Gi4uroiNDQUa9euhZubG3755Red51iH1ov6ZxpuMWet5g7WBo3IrboZQqNxGzMiNxWqxSaM7t67d29kZ2fj0qVL/LG9e/dCJBLxvtUKhQK3bt3if6+u2QaAY8eOwd3dXadZsSVrMylV5t+GW7D70ujfZthNDQgIwPHjx1FWVobJkyfjwIED2LVrF/r168eXcXFxQaNGjfi/f/rpJ+Tn52PmzJn44IMP4OTkhBs3bqBjx44mr78hKDZw7nGKvXJseFzItJOmpMCMAhjdbN0zozt6NOUC/nWL9GZBrRqIJZj0A4C/MqZJJrM4MAoFJghSRvFmmmqTQgVbBTGdVG2t8pDeEqGrqyucnZ2RnZ2tdjwnJ6dO/nt2dnZo2rRpjZGHZ8+ejffff5//WyKRWJxgTYOUGXKBzsy/TYup0zFQk6jCskoQQkwSHK1Lly4YOHAgJk6ciO+//x5isRgff/wxPvjgA7i7c8FaSktL1VIz/fzzz7h58yaGDRsGLy8v7N+/H0uWLMG3334LW1vrTW1P29uQaZJooLL8kgooFAQCE6cBatGiBbZs2aLz9xdeeAFXr17l29rT0xNfffWVqapnVGQqcS0M7VPtZM/5jpVUsOjfpoT3vzWDAEaDWgFAiwA3HL+bCwKwoFYNhK5nzK2pDlC2bZaYCdXGgCoLKmRyZEvKjRrgj44P1qbFtFZoHCBHO9P5VFurPKT3SsTGxgZdu3bFkSNH8O677/LHDx06xGu8AE7rRQjRGX22oqICSUlJaiaJ1RGJRLxPoKXCa6oNkKOaUhV8wbp8CKyVAuUCbkCMP/xcjf+90SjxcgVBsVRm0A2Zmti6dSu+/vprfPHFFxCJRJg7d65aJFmhUIgWLVrg9u3bAIAZM2bgt99+w6pVq5CVlYXGjRvj4MGD6NWrl0nqayyoy0aFzHBCtbfSZUOuICgsqzRLhNtnFdUgYoYw/86WlCNbafZbIed25B/kFPP5iv1cRRYRCfppxpzm36rQzTJzxEp42qDaRHOPjf5uXJsyTbVxoO2cU1xh9Kj5dN5l0b+Nh+p8SMfB3OIKk82H1hqMrk4rkf/+978YNGgQ1q5diyFDhmD9+vW4du0aVq1axZeZN28efvjhBxQWFgIARo4cibfffhtt2rRBbm4uPv30U0gkErzxxhsGfRBTU2TAHNUUb+cqrRfD+NBJYGzHMJMslh3sBLC3FaBCpoC4rNJkQrWzszPmz5+P+fPna/3d0dERZ8+e5bWZNjY2GD9+PMaPH2+S+pkChYKgtMLwESzthAJ4ONmhsLQSucVSsy8cnyWoOb+DnQB2BohrsfncIyw5lKx27EBiFg4kcnEE3u3bBO/1a9rg+zB0Y0oT0ppo4u8CgC3aDQFdFJsz9zgA+FNNtRGF6rKyMvzwww84ffo03N3dMXHiRPTv37/Gc44dO4atW7ciLS0NjRs3xvTp09G0qfWNM4UmdGvzZJlyjI62+fC384/w23kutoSx50O6cZJbJEVmYRkCPByNdi9DUiehun///tiwYQO+/PJLzJgxA02aNMHOnTvRpk0bvoxAIFAzEZ01axbmzZuHc+fOwcnJCR07dsT58+etctBQhZp/GzKSsLWaO1gr4jLTmhra2NjAw9EO2UVSFJZWIsTTJLd9pqG7rSVSGR9jIzWv1KC7rT4uIk6oLpKq5UNlGBc+SJnIMGPw+E5h6BfN5XNfc/IhdlzJQIsAV3w3ujUAmMSa5VmHLszNvTkVE8RtMOaVVKBSrjDIps2zCt2YoItkcxHgblyhmhCCQYMGIScnBx9//DEePnyIQYMGYePGjXj55Ze1nvPll1/i8OHDGDVqFPr164e9e/eiZcuWOHr0qJpLliVD59ikzKqAwnR+BYyj0WRrZeND58MHOSV45/crAID5w2PROtQDgPHnQ9rGBMDDvJKnU6gGgHHjxmHcuHE6f//888/Vos926tQJe/furV/tLBhjRBLmTVpKK83in/mswQfFMeEOuocTJ1SbMq3Ws4y23dbPdiXy/2+I3VZvZ3vcAzMVNTXU/NtQwSJVfWpbh7hjx5UMlMkUzKfWRCgUhF8kmzvtkbezPeyENqiUE2QXSRFsJQs6SyTfQjTV1Ke6oLQS5ZVyOBjYP3Tv3r04cuQI7t27h8jISO5eBQWYNWsW4uPjtcZQeeutt/DZZ5/xfw8bNgzJyclYtGgRtm7datD6GQttc+zH22/w/28MjSYVuHKLpcgSl8Hf3XL756lTp3D27Fn07dsXcXFx5q6O3tD58PzDfP5Y61APk82HIlshnOyEKK2UmzRjTkOx3qhDZob6ZxrS/JtOOnIFgbis0uyBPZ5myivlKK/kFm4ezqbz3+ODlZnQVOpZhu623ssuxsw/rgLg0qfRicEQu600rRZL72FaqAuOodNpAVXfRW4R2ygxFUXlVdYkUgPGPagPAoENAtwdkJZfhkxxGROq60mlXAGJ0qLE3NYH7o52ENkKIJUpkC2RIszbyaDXP3jwIFq2bMkL1AAwYsQILFq0CElJSWjRooXGOV5eXhrHvL29UVJiPan86Bw7I+EKHuZy9Tb0HFsd+i0pCPAwr9Qihepz587h9ddfh7OzM65cuQKRSGRVQjXlzIM8k95P1ZfbwZ4Tqq+lFfIp8Sw9tgkTqusJNT00ZKAye1sBXB1sUVQuQ15JBROqjQjVUtsKbOBqwoT21F2AaapNA91tVTUTo6nTDIU502o9y1BNtSGthSgtlOa/xVIZiqUyg0cXZ2iimh7HEsytA90ckZZfhseF5WgXbu7aWCd089jGpipQp7mwseE2SlLzSpEpKTe4UJ2SkoKQkBC1Y/TvlJQUrUJ1dZKSkrBnzx4sWrRIZxmpVAqptGqukUgkOsuaAj83B/i6itTM6g09x1bHwU4IB1sBymUKfnPV0hCJRNi0aRNatWoFDw8Pc1enXigUhNdUx3cINYkLlDbLh5+PPcDPxx4AsPzYJmylUE8kRghUBnBmZ0XlMuYrYmRo5G8PJzuTpLai0FzVhWWsfU2JMfNZ+rhUmaIxTIeE96k2/DTWyMcZ7o52EJdV4klhGZowX3mjYQ6fTH2gPriZLAVTveEDzznaQWgB7mz+blVCtaGpqKiAs7Oz2jEnJyf+t9rIycnBsGHD0KtXL/znP//RWW7BggWYO3duwyprYLKLpCitkMMGgDEzGatpMe2EKJcpcPlRIQKVmmpL0mJao1a6Oqfu50JcVgkneyHmD4+FrQk2O1Vjm8zbnYjzKQXo09wX7/drBsDyY5swobqeGCNPNcCZtaTklWLD6YeI8HaymAHiaaPQTFFmPaimmpl/mxS6SdXEz8Xgg7IPr6lmGyWmJLOQWxgba6IP8nCEuKwSGUyoNirm8MnUh0APbu59LC4z+b2fFqhLjKVY3RkzV7WnpycyMzPVjuXl5fG/1UReXh6ef/55BAYGYvv27RAIdI9ps2fPxvvvv8//LZFIEBoa2oCaNxxq9h3k4YiX2oUYTfDRNlasOHofK47eB2D5WszasDQrhGN3cwAA0YGuJhGoAfXYJi1D3HE+pQBSK4ptwoTqemKMPNUA4KVMq7X3Riam94piQrWRKCilkb9Na5LGa6qZUG1SaHt3buxt8D5FheqbGWJkS8pZnzUROcXcwthYU32whwNuP5HgcSHTVBoTqpnYdDYFv19IB2B8n0x9CHRjmuqGwueoNnOQMgpvfWAETXVcXBy+/fZbyGQyPgPO5cuXIRQKERsbq/O8vLw89O3bF+7u7ti7dy+v3daFSCSCSGRZ2joqVEf5uRhVqLV2LWZtWJoVwvU0zmKoZbCHWe4fovSjTssvNcv964P5HZesFN6n2gjm3wzjY658qO7Mp9osFPARaA2/iUIDlWUXSXnTNIbxKVH6VBsy77gqQcrgVI8LmabSmPi5OSA22B1ipfUXUOWTGRvsbrZNqkBl+z9hQnW94SN/W8i6huaqNoZQPXbsWJSUlGDlypUAuJzVixcvxtChQ/mAZGlpaRg6dCh/TkFBAZ5//nm4u7tj//79Gubj1kKKUqhu5GPc+tOxIjbYHa2UqZ3KKxVmHysMxezZsyEWi/l/aWlpJq9DtqQcNzPEuJZWiOvphQAAJ5EQNzPEvOLAVMQp2/hJYTlkcvMGr9QXpqmuJ3z0bwMF36C+InJS5ZFiCX5lTyuFKr5epsRdKcQzn2rTkl9qvMWd6kYYIcb0KGOo+tRRDbKkXGbQvOMUJlSblrtZReaughqBSq3mE2b+XW/4HNUWIlRT8+/LqQUGtyoKCwvD+vXr8frrr2PlypXIzMxEaGgoVqxYwZcpKSnBsWPH+L/nzJmDq1evonPnzhg2bJjatdauXWuwuhmbByYSqlUJU2oxH1mRFrM2LMEKQZuJ/fIj97H8iOlN7FuHeMDBToDySgXSCspM+n3VFyZU1wO5gqDIwJFnLdWv7GmFN/828WRPhXhm/m1a6OLOkGldqIAnlcn5YxdTCvjAd2wjzPBoGyf33cjEvhucL6Mhx0kqVGcwodroVMgUSMnjFsevdo+wCDNOaiqcXSRFpVxhERHJrY30Qq5N7W0t490FuHPf1RMxN3Ybenx++eWXMWjQIFy/fh1ubm6IjY1VC4QaFhaGnTt3Yvjw4QCAGTNmYNSoURrXsTaNtak01arEhXkAAJ4UlqFCprCYb8zaoSb2V9MK8enOmwDM544jENigsY8Lbj2R4F52MROqn1aKy6vM1AwlVNMP+eS9XHyzPwmAZfiVPa1UmX+bx6eamX+bFt4M0YDm/toEvLl7bvH/zzbCDI+qT92kteeRV1KB159rjGFxQQAMO04Gs0BVJuNhbgnkCgJXkS0+HRRt0owMuvBxFsFOaINKOUF2kZTlqq4HNCCYrQVE/gaqzL8B41kVubq6olu3blp/c3JyQu/evfm/o6OjER0dbZR6mAq5giBVuSFmSqGnZbA7nO2FKKmQIzWvxOKCSWZlZWHjxo0AuABkhw4dQnl5OZo1a4YhQ4aYuXa6oYHCbqhYyho7RVpNRPlxQvX9nGL0g79Z6lAXmFBdD2iQMgc7AUS2hvHnox9yhYrfgDk/5KedQj5QmXl8qpmm2rTQ921ITbWqgDdt0yVkFJRhQudwxHfgIrGyjTDDQ8dJmVzBu3B0i/I2yjhJNdVPCsshVxCLSAn0tJKczZl+R/m7WIRADXBaEn83B6QXlCFTXMaE6npA/eQN5SZXX6hVUaXK+urcw3xmVWQAHheWoUKugL1QwI+ZpsDGxgZR/q64llaIe9nFFidUV1ZW8tHg33rrLQBAZmYm/Pz8zFktvbGU4GBRfi4AgHvZxWauiX4woboeGCtHNVDl8wNwidcZxoFqqk0e/duRE+rKKuWQyuQG25Rh6IYQwvtUG9IyQTX1Q4S3EzIKyuBoJ2AbYSbgcWE55Mrh0ViRhf1cHSAU2ECmIMgpkvLmwAzDczeLWzA19bOshXGQuyPSC8rwy4mHCPVkKS71QTXuQVYRp6kuLK0wStwDfdFmVfTV3tv8/zOrovpz5VEBACDIw8HkG49N/FxwLa0QydnFGGjSO9dOSEgI/u///s/c1ag3aQWchVb3KG+zKggifZlQ/dRTlaPa8K/P11UEGwAEgK3QMnbsn0ZonmhTR/92dbCFjQ1ACGcC7ufKhGpjU1ohR4WM01AYUlOtCp10slj0b5OQms/58Hk62RlN2BUKbBDg5oCMwjJkFJYxodqI3FNqqpv4u5i5JurQNt9/MxNv9WYpLvVBmwC7/nQq1p9OBWAeAVbVqmjWn9eQ+LgIL7YMwJu9ogAwq6KGcOsJl0vZ3wx9g2oxk61E4LImqKZ6fKdws457tI3v5xSDEGIxlky6YEJ1PaCa6hKpzOARJO2EAvi5iZAlkcJKIshbJVWaatMK1QKBDdwd7VBYWglxaSX8XNkizdhQf2qRrQCOdsbZxKC7qWJm1m8SqA9f2zBPo074wR6OyCgswy8nHiDUM4YJVUaCaqotzYQzkG2k1BkqwJZIZYhfdRYA8MWQaHSI4NJKmUOAVbUqahfuhcTHRSgqkzGrIgOQodRomsM9ogkVqi0sc8DTQHoBN8eGetWcN93YRPg4QWDDpTGev/c23ujR2KLnYRYurx7QHNWZEuPkpaUm4CyVh3FQKAgfKMzU5t+ASgRwFqzMJNANFC9ne6PtcjYPcAMA5JYwTbUpSM3jNNVh3sad8IM8qjSVLAe5cUgvKMV9paaJLpLNDc3VSqqluDRHrlZrg+YSdhZV6Ww6RHhZTC7hpsqNG6bdrD+0f9zMEOOOikBr6v7RROkucj+nGIsO3mH90kCUVsiQW8ytm0I9zStUi2yFCFMK9r+cfGjx8zDTVNcDiZGFoQB3B1xLFyOTDRBGQVJeCequbmrzb6AqWBnTapqGAhMEpQvxUqZfKmAbYaaAaqojvI0bbdaUgXeeVa6lFYIAcLQTWoxmmKW4bDi0j1oanRt7AwAyJeXIL6kwmkvQ04y2/rH9Sga2X8kAYLr+EezpyOcx/vHwPfSPCTD7ps3TQLpyHePmYAt3MyieqhPl58KnXLR0mFBdB2gADur/BYAPvgEYLgBHoDu3kMsUM6HaGFAhy9leaJbchu5K4e6Pi2loFWL+nfunHZqj2tPZeJMDNX0rKK1EiVSmpqVhGJ5HSn8vY2mqVYMtUYwx1jOAR/ncAi7Uy9Fi/OWoCXNaQSmmb7oMAFgwsiVashSXekPjHjQPcLWo9xXl54LGvs54kFOC6+mF6NXMOqIxWxK0f8gVBCN/Og05IZj1QjM818QXgOn6h1Bgg0hfFyQ+lpjkfs8K1J/a3KbfdB5WzR5g6fMwW/nVAVPtXtOAD0yoNg5VOarNs0NNzb//uZWFd/s2sbhB4WnDGDmqq+PqYAd3RzuIyyqRUVjGmxgyDA8hhBeqw4006TNNpXFR3bS4mJIPgMumYc4I0apQH9xmAa4Q2gBywvlXMx9c/UnN5froC7GWpz1sHeKBBzkluJYmZkJ1PaD943FhGeRKF4mukT4m7R90DPFxqZrXLV3gshbo/Gpu029rnIeZUF0H6O7ctI0XkVHICbzfjGzJDySG2p2jJnBPmFBtFGh+W2NqLmvCkGmdGLWj6lNtTII9HCEuq0R6QSkTqo1ITrEUpRVyCGyAECNN+nSsF5dVYvwv5wCYP9jS04S2xdLF1AIMXnoSgOUsluyEAgS4OyCjsJw3iWToR4oy7oGxXTTqQ6sQd+y4koGdV9IxtmMoE77qiWouY1On07JGgctaSFOxHjIndB4ulsowdvVZEAJ8NKAZejQ1rUVEXWBCdR3wc3OAyFbIC9QA+OAbhoSm8chiPtVGoaDE+D622qA7q1KZnD/GdlaNjyk01QAQ4umIW08kbPFtZKivZqC7o9HcN1SjBfsrszHYCVkOckOhmuJoyvoLyCmSYkq3CIxqGwLAshZLjX2ckVFYDklZhbmrYlXw1iRGDiZYH1qHegAAHuaVIsvAGVyeJWgu41BPR5P3WTqG3H4ixofbOGGauWgYhjQLifytOg8393fF7cwilFbILXoeZkJ1HbmaXgiA0yYbS5NcFf273CryslkbVHPp7mhajTHbWTUPhUofeqNrqj1ZsDJTQIVqUy3Wm/q5IksixV2WtsVg0MWSVCZHXjFnBt6zqa9FLpZaBLnjxL08ZBcxoVpfyivl/Poo3AI11dGBbrxZf04xa9f6QjXV3Zv4mHxjgo4hTf1d8cnOm6iQEbg52FrkGGJtpFmI+bcqbcI8cDuzCFfSCsxdlRphQnUdufqoEADQOsQdY9qHGmU3jGqqyyrlkJTLTC78Pe1QoUdk4iBldGf1ibgcr/96EQDw6aAWfDRStrNqHHhNtZGFamqKzDTVxuX2Y+p3a5pFXNtwD5y4l4vU3BKT3O9Z4kFOCZ+JwdtCozA39uGEwges/fWGaqldHWzNkrZSF6q+/P7uDnhcWI5/b2Xxcy+zFqsbVPgylhuOPtjbCtAiwA3X0sW4+ViCQa2CzFaXpwHVmCVO9paTdblPc3/8dj4NV9MKsejgHbzSOdwi+yoTqusI3SXp3Ngbk7s1Mso9HOyE8HSyQ0FpJTLF5UyoNjA0VZmd0LQWAHRnNTbYHVG+LriXU4z80gq2s2pkqGWCsRd3NAJ4eiETqo3JvRwuv6ypYhN0b+KLJYfuIYlpqg0O1f4HujvwATotjca+XO7sBzksr7G+qKa8syRLO23WYr+df4Tfzj8CwKzF6oqlmAl3bOSNa+liJLMxusEUllaitIJzUbQVWo5Q3auZL1wdbFFULrPo9GmW88asAEIIrqUVAgDiwjyNeq8AZVqtJ2K2QDc0ReUyAFzEZnPRLcoHAHA0KRuL/7mLbOY/bzRM6VMNAHczJaw9jQg1KzVVTuOYIDcIBTbIkkhZRgYDQ4XqXs38LHKBBACNfTlNdUZhGcor5bWUZgBAqjJImbFS3tWX8Z3CsGdGd+yZ0R3v9IkCAAhtgI1TO2LPjO4Y3ynMzDW0LmhAqzAzC9V9W3AR3K+li0GU0cgZ9YNulACAyFZoxpqoYysUoFukj7mrUStMqK4Dl1MLUFBaCTuhDaID3Yx6rwA3zhyJBSszDNmSctzMEONmhhgPcjmNQ1G5jD9maiFoWBxnonTrSRGWHErWyInLMAyEEJNF/6ZCdVmlQm1iYjQc2n+vpxXywXFKpKbpv072tnw09y/33GIbJgbkTiY3FjfzdzFzTXTj7WwPNwdbEFKlgWXUTFXkb8sSqqmlWGywO/rHBADg/KrPPMjDP7eyzFw766K8Uo6sIm4sDPU0b5TouFAP2AsFyCmS4n9/JbIxuh7QOfb43Rz+GJ1fzbFG1lY3usFpSXWrDjP/rgOn7+cB4HaujRV1lkI11dsvZ6C3Be/iWwvazL5+v5CG3y+kATC92VfbcE+0CnHH9XRx7YUZ9aakQo5KObdzbWxNtbujHRzthCirlCNbwjZJDIm2/vvj4Xv48fA9AMbvv61D3HH7iQR7bzzB9F6RbDw2EMnZnKa6aYDlpqCzsbFBI18XXEsrxIOcYjSz4LpaCslZ3GaJqTNs1Jdtl9KRXSRFv2h/1rf1JKOwDIQATvZCo29Y14aDnRBxoR44n5KPDWdSMbo9S5NWV1Ydf4BfTj5UO2YpgXStKcgvE6rrwJ1MCQCYJActNW089zAf2UVSNkA0EBok7Pfzj7DpHOc/ZYwc4/pAg6W0DfPkhWqWWss4FChNv20FNigqr4SjveHNmVSD37g52KKsUo7zKfm8nxlrz4ZD++9Xe27h7MN8AKbtv61DPfgNOIZhKKuQ8wFxLD2ve6SPM66lFWLj2VSEezvhQGIWxncKY/26GtmScmw+9wgPcjhNtYvIcpeYfq4ivNU7EhtOpzBLsXqgGiHaEvzmOzX2wvmUfHNXw2rp0dSXF6ptBTaQKYjZ1sjVUU3B+P3BOzhyJ4dXYPwQH4eukd5mq1t1LHfEsxBUF8xXlAKQs70tLwQZa8EcwCZrg+Ln5gBCCPbeeMIfM0aOcX2wpl03a4f6U8sUxGibU9rac92pFKw7lQKAtach8HNzQKaknBeoAdP0Xzr+O9tXTZU30tkGmCG4l10MQjjzah8Xy858QM0OT9/Pw92sYiw5lMy0mlrILpJiyaFkUBEr0MOy38/A2ECk5Zfhr2uPAbDN7brA56j2Mq/pNx2jVbNB0NhHAGtHffFQCYg8tHUQtl/JMNsauTqq+arf7hOFI3dyUKaMbxHl52JR7cuE6lowtdkwHSBUA6Kwgd4wnHvI+cQLBYBcYb56qO66jf/lLMRlMrzWvRGGtwkGwFJrGZL8UuPnIFVtz5XH7mP39SeI9HXGkpfbAGDtaSg2n0sFAET5OuNejmnSG2kb/2fvYBtghuCCUqtkqnzjDYFGAAeApCecxRoLiKROtqQcZx9wLnL0zTwuLDe6AqK+sM3thpGebxmRv7W14yc7b/L/z9pRN6pKQyrTiGwFaBfuie1XMpBfYlkWHNmScj44HkU1FoIljDFMqK6BbEk5SqQy/Dq1A66lifH9P3cBGNfskA30xuOYMgBDXIgnujfxMZuwo7rrFhfqgWN3c1EilVnEjuDTAp0srqvsWBtrc0q1PV9sGYjd158gNb8UUX4ucLCznOiZ1kyFTIEDN7nJ84XYQAgFNibpv6obJl/vu43T9/PQItAV373UGgDbMGkItD8GmSiKe32g44jq5tzPxx8AAH48lIwJXcLh5SyyiMWcuaDvaMmhu/jnVrbab7MteO1C+zYhBBPWnEdhWSUmdgnHmPahAFjf1gU18b+RUQhAXcNpDlTH6P87cAdH7+agkbcTOkd6Y2BsIJqzGAh8m1V3WdEmb0hlCn5T4vjdXPRo6mfSutaEtvouOZTMH7OEMYYJ1TWQXSTFLycfYnibYNxXyVFpTJMI1YH+zc2XkVZQhj7N/fC+8kNhA33doBO+QkFw6Da3KG8e6Ip+0f78Dp05F0MxQe44djcXt5TaD4ZhMNfmFI0ALpMTnH+Yjx5NfQ1+j2eJW4/F2HgmFZUKgsKySgBcvInWoR4m6b+qGyYTOofj9P083H5ShO2X0/GfnixgWX2gC7zkHC5IWZiPcy1nmA9t4wjln9vZ+Oc2J0RawmLOXNT0jgBgbIdQjO8cbnFrF9W+/VwTH+y+/gSZ4nK2uV0L1MQ/RGna72xmv3nVdnylcziO3s3Bw7xSPMwrxfhO4WyMRlWbqbqsUKXhjy/HYevFdJy4lwsA+GJINDpEeAGwPHlDdQOFxkfycLTDr1M7QmCijfbaYCm1dEAIwQ3lTrpcQXA8Odck96UpH1qGeGB853AAwLmHedh/48kzvRteXzafe4TBS09i6PJT/KKcHhu89CQ2K4OWmYvuTbi8e3cyi1BpTpv0p4zxncKw++1u8HGpikr6zciWfI5SY+Uj9XdzQHQgtzN+8p5pxoynmY1nU5FwIQ3bLqXzxz7ZedMs/VfVzHHtKS64UbaknOWZrwPZknKcvp+HJYeSkZhBzahhkalRgKq8xr9O7Yip3SIAAANi/PnfF8e3fubzG4/vFIb1UzpANVTVjN5cDugf4uPwXr+miA12t+i1S8dGXKCjsw/ysOjgHYv7Di2RvBJuPeVvQZYmARZUF0siU6z5PVOloVxBeIEaADpEePGKQ0vrs6op8Ua05dwlC8sqsfFsqsXIR0xTXQ2q2fzragZWneAi4f15OR35JRVwsLXBuE6m23Ht0pgb6Eukciw/eh8DWwZaxEdjTYzvFIZ24R74aNt1ZCrTHFlKREMA6NzIG+6OdhCXVSLxsQRxoR5mrc/Tgp+bA/JLK5BbXAE7oQ0q5cQkQTf83BwwrWck3v39Kg4nZcPRTsiiBNcDqs2MC/FAwnnO16tVsDuuZ4jN1n/9XEUY1DIAe29kAgAq5HKtGgCGblS1mgql4+2Ko/ex4uh9AJan8VXVgnk522PtqRQMjA3EgUTO6ulBdglScksxIMZfq3nls8LPx+6DAIgJckPiYwki/TgfdEsLIqSL3s19Yb/HBpJyGX48fA/9YwKsot6mgq6Lr6YXYvHBOwDAB4pKTBfD3cHW7G4Q2ZJy5JdI8VyUDy8kHr2Tjc3nUnkz8GepTVXjM733x1UAQML5R1AQghdiAvi0d0mZnMUQXSdZCyLbKte6rZfSMalrBACojcO6zN6NCROqq6HNlOnXM1yAnHIZgauDnckaJ9DdAT2b+uDYXW6AkCus54O3FPzcHHApNZ8XqAHzRf3WhkBggw4Rnvj3dja+P3gH34/mfDWf5QWaoTicxJlmtg5xx8XUQpPdt1sUZ31wL5tFCa4PqtpMfzdOaPZwtMPYTmG4vv0GgjwcTN5/6QLl9eca43hyLorKZfhiVyLGdeSsiR7kFOGfW1kYEOPP0i2pQBc1A2L8kVssxZ0sCRztBCirVMDbxR55xRWY0ScKHSI8+UW5NbH7+mOk5JWikY/zM9fXadu2CfXA2Qdc0LkBMf5IfCyBl7M93u3bxGraM8TTCf1jArDnOpcdJL+kAov/ufvM92PaxjlF5fjtvPaUgj8ff8DHGbC0XMb/d5CLg5RwPs3iNuwaSnWBUfVvAJiRcAXnHqqnGKOWXQkqbblS2XZN/FzQ1N8V+SUVyJaUW/x37+cqwvC4IOy8ykXul8kVGpvc5tj0Zubf1RgQ448eSpPc6qn3Xu4QYjIzL7qIe7t3Ezgqgx0tPZyM2duv4/jdHNx6LGZmh3qyWzlRtgxyM3NNtNNe6b9yIjmXMylVDgTUZ5SZmNadbEk5Nik3w/o09zPpAs/HRYToQMv81iydbEk5ZiRcwUzlznqWcjOssKySD3q0X6kpNiXUZWT4T6dRVC4DANzIkPCRwDee5RZ0h25n8323Lv3Wmvp49bqq/k3/n85PSZkSLDmUjI1nUzFx7QX8fTMLZZWcm0teMRf8a+nhe7iUWmiR5oaq+LmK8G7fJmjq74L/9GgMO4ENUvJK1cpQYcwa2lEfqren6nPReer0fW7T30Vki+FtgvFu3yZoHuCK9/o1tej2pGRLuAjlqgGtzj3MVz5bntbv/FmBtnGzgKr5zE7ILYxfbBkAAJjRJwq/Tu1gdjcI6qqxZ0Z3vNU7Uu2370a3fOpcNDTWiSp/ZxdJce5hPj4f3AKOdvqJebeeFGHn1ceYuPa82d0ia4PKR5O7RsBFxMlHSw4l46Iyo8SDnCIs/ucuHuVxWUJkcoXJ+m+9NNXXr19HamoqmjRpgubNmxvtHFNQfbdHQcD7T/dq6oMjd6p8DRr7uvAfrLHNXLTtuv2rDIqScD4NYzuEIuFCmtl3xisrK3HmzBkUFxejQ4cO8PW1jMBMNMBRjya++FcZcr9VqDtiQ9wtbieOBoUAuM4vUO7m0AVau3APLDmUjHbhnvXWYBcUFODcuXMQiUTo0qULHBxqP78+5zQUbeY69THheZBTgsdKP6IhrYNNlvaDDvbNA1z54HPGTon34MED3Lp1C4GBgWjbti1squ8GGuichqKqtTyQqK7VBYBVxx8gzMsR5x7mwwZcWh43B1tIymWY0ScKTfycceZBPiYoY02YEtUAKYv/uYtDSepRji+kFAAAnyFCKqubabg1mZHTutLxiI5P9P0sOZTMa24Xj+Esb16ICYCkrBJ7b2TCVmADmYJgRu8oLD1yDz/Ex6FrpLc5H0kv/Nwc8F6/psiWlGNw6yBcSCnApUdcu3+19xYA4K+rGdh2OQONfJzRNdJbrS2rf/8NHeMMRU1jLm1bVU08wPVVGpSRar1ah7hDUibjy1gL2tZay4/cAwDM/OMqXuveCM4iW7XvvHobqbbttpOJiLTJQnigLzp37gxb29qX2VlZWbh48SLc3d31PsdQ1PTtlUi5DcSi8kr+2KvdG+HnYw/QPzoA+25kYkBMgEVY/lFXjWxJOZr4cRskdKz57Vwa/FwcsPjfuxjUMhAXUgpM1tdu3bqF+/fvo1GjRoiNjW3Qtapro4GqdWIbpetgWn4JhAJOkE7OKkJZpQKO9kKUVcjVrtU8wBVJmUXoFumNU/fzrMpiSFufPXInB0fucBl+Vhy9j9uZxbzAPXfPLUzsHI4lh5IR6euE+zmlRmv/OvXciooKjBkzBidOnEBcXBwuXLiA0aNH45dfftG5KKvPObVR/cPStlCrvmDTtZirvkBQTe+hKlADwNf7kvj/N7Ypieoi7kaGWC01xXcvtYS/mwMSLqTxHUrf563vb9o+vgcPHqB///4AAH9/f1y9ehUrVqzAxIkT6/3c2hYeuupVU5nUvBLsvPoYCReqzFw2n+P+31JMgagAJrABhDaAnADDfzoNWwHXL47eycbaUyn4QFnP/JIKtYWNvu1ol34R/337DcRER6O4qAhZeQVYl/AnUoivzrbdtWsXJkyYgOjoaEgkEkgkEuzbtw+tWrVq0PPWVmdtGwjV+6g+z1yhDPoW6ulo0jyatUUd79TIC0vHttGob3376o3ty7B53S+Ia9cet27dQquWMdj0x3bsvJmns20//PBD/PTTT+jUqRMSExMRHR2NPXv2wNm5flGY9RmPVduRLtCrL9R/OfmQvyZ1dJEotcJLD9/Du32bYMHI+n9/DUHVt3ZS1wgcSsrGpy82x57rmbiaXqhR/rX1FzCqXQgATdNwXd89oG52Sn/TdzwGAJlMhhMnTiArKwstW7ZETExMg55b23gsU/YtOh79EB+ncd4DZbaMz//iUrO8uuECZMo4jJ0be+HkvTz4uIrwWvdGGsKnpaOtj+cqte7bLmcAUBfG6LvTJaBW35jQ9i6Kioowc+ZMbN++HTKZDAMGDMCyZcsQEBBQ7+eoLjhrG3Pppgglv6QC97KL1fpqkVLwOnU/D4OXngRgeb7xNUHXWvklFfjtXCr+TqzKezuoZQBCPR3xxe5bmDc0GoD2PkrfYfLxnfh54eeIbRWHjIwMeLk64Y8du3HsMXT229WrV2PmzJlo27YtMjIyYG9vj4MHDyIsrP6aVV1zrT5zLnXV2HzuEY4phRRqRu3rKkKA8hkkZRXab25mVPunTOkyeeVRISatuwAAyC+uwIFbWWrfOz2vvvOwtraVy+WYNGkSdu/ejfbt2+Py5cvo168ffvvtt3pvmiRlFmHJoWTIFATnlDnh91x/jC0X0+FszwnS0zdf4ctvv8KZRlcXqOm1AM7CBIDFbI7og6p8tOjgHRxWfqeU25nc/FMs5Z77yqNCXHlUCADYez2zTu1f17mpTubfP/zwA06dOoVr167h0KFDOHPmDH777Tds2rTJoOfURnUzhyWHknE3q1jrf2sq80RcjnvZ3Mu/llaIJYeSsf50CgAgytcZ84bGYECMP97pw0WyNEX0YAqNcufnKuLNv6kVx0fbbuDd368CAP69nalpdqjjeRvymzZee+01NGrUCHfu3MGpU6fw3Xff4Y033kBamnbfG32oXof6tnEzFVMuB1vuxZmy/fSBmpSO+Ok0VOND0Ilg7akUAFXar79vcmbs97KLebPK2t7For1XMOud/8Cx3Uhs2PkPtv17BpVekXj/zdd1tm1BQQEmTpyIWbNm4ezZs0hMTESnTp0wYcKEBj2vPt9evjKiKF2wq9aPHqvpfNoPtl7kvsFGPs4mjSysaoLWpTFngeDhxOXx/KBfU5x7mN/gcYv+9s2q37Bh9U/wGvMVZi9LgMeEH/Hg/gN8+eWXOtt23759WLx4MY4cOYLDhw8jMTER9+/fx7x58+r9zPqMx9rqUinnJrxLqQV8e1EivLmNkPgOnGD6Q3ycRfRZgAtYBQD3c0u0CtQAUFAmwy8nUwBwEcxVv036TpIyi3jf8cXKPn70TjZvdlpTH9dGfn4+OnXqhKlTp2Lz5s3o0qULZs6c2aBnpe15IaUASw4l45v9t/HSyjMAuACeALDsCLeAnbr+AiatPQcA+PEwp+krKufamArUAHDyHrcY/OKvRDiLbK1KoAbUI4JP79kYANDU30WtTGywG4I9HHiTRNWxLbeYaz9Va4asoprHpqlTp+Ls2bM4c+YMEhMTkZOTg2HDhoGQ+sdZofd+XMjdm46vSZlFSM7iFtyf7uI2RWZvvw4AmLP9Bu+aoY2xHUItZn7VF7rWupRaoCZQA8DeG5n4YjdnhfDV3tsAgOPJmn00v6QSlQVPsGrBJ/Dq9ybmrf4TLq8shauHF2a+M0Nnv71//z7efPNN/PTTTzhx4gSSkpLg4+OD6dOnN+iZ6jK/PMzlTGRp+1NXjQOJWShX7bgAcoqk+J/yfSRlFlmk3/z4TmH4dWoHjO0QijkvVlnFUmGni9IqRnWN0dA1s7a2XbNmDf766y9cvHgRhw4dwqVLl3Dw4EGsWLGi3s9G5ZPlR+7hYipnJbPlIjcOl1RoZo+RqrRfpI8zJnfhrLwWjGjJb4Z2i7J8K6HqqEYBn9ytEQBg7tAYDGkdqFZOqEVv6+HMrceozFcf2acm6rRdsnHjRsTHxyMkhFvoxMTEYODAgdi4caPOBXd9zjE2d5UTxqS151BYxu2yUsHltnL35l5OCT7/KxEA4OXELaLMEeBKdddN6YoGAqCglJugfz3D+T7Q+puKjIwMHDlyBLt374ZQyAn9r732GubMmYOtW7fi/fffN1ldxGWVuJpWCAB4lM9NEMuPcNFkneyFeLNXJP7v4F2zBDiqCdXdttP3cvH1/iS80ikU19LFuJGhmbeaTvgz/7iKPs05M3u6W5ynXKgVS2X8ziMAlCWfQ4VUCu92QyBXEAgFNnDtMAIpmz9EYPZDAN017vPXX3+hvLwcM2bMAADY2Njggw8+QLdu3XD9+vUGaau1kV9SgSeFZQCAPy5w3/Ouq5zGZ+H+JD7KKN0AS8vn/BhlCq5D0OcCqvoB1RwdT87F8WTTaU9UNZrv9m2KMw/OolDZV4M8qoQHqYx7pvSCUs2LVOOOckyqkKnvNhcnHkGLuA4oDmoGABA6uWPQ6LH4M+FXOE/pp/VaGzduRPfu3dGxY0cAgI+PDyZPnozVq1dj4cKFdXlUvSgs5drhyz23+HF3wT5ucfrhNk6D/4VynFWF+qr+cSEdnRp5WZQ2k/rWDojxR6dG3pj5x1XEdwjBHxfSeZM6VS6kFAKo+jaTld/x1otpfLyHK2mciwDdSJv5x1WM7RBap3rNmTMHZWVluHHjBlxcXHDu3Dl06dIFAwcOxIABA+r1rPQ7pf2Raj4ALgYEANzL5sbc2hYgLQJccTuzCO/0iUJOsZSPyGttVI8IvuLYA9xVRtKl3MyQ4KZyDKcxAFYd5+YkKpy9tuEiBijH/3m7uWMXUqoCCzkS7n2mpqZi27Zt2Lt3L+869+OPPyIuLg7Hjx9Hz5496/wM2ZIqhcLc3YnKenHC0qw/r+GJmLt3iVLTQ/3g05XjNACIbG0glRH+26dm/JbST+vK+E5haOTjjJl/XMUrncKwqZpfaYVy5/uXEykAuD7aKoRbT/zw712U3j4OInKBc2xv/HT0HmyEdug7ahIWzXkLQTGTtN7z999/h5eXF78Wtre3xzvvvIOxY8ciJyfH4O505cq5NK2gFBLlvDRXKSQv+oeL6u3jLEKnRp4497AAtgJuQ2xkm2Bsv5KhYSJsiW1N+2ePpn44fpfTYMYGuuGm0h1rwX7O4nTT2RQAwPG7OfBWbpRW36RSKAjyS+unkd+4cSOGDh2KJk2aAAAaN26MkSNHYuPGjfzaSl9uPRbDoVDO+wzbgFtPZBRWbcZ5OtqhoKwSMUGuSHxcpHGN+7kluK/cQGkZ4s7PY+0jvCxyc0Rf6CZ3UqYEu689UftNWzDzPy5wmxB0Pr6XXQwvpaBtCGyInludMpkMDg4O+Omnn/DGG2/wx//3v//h559/RmamZvCY+pwDAFKpFFJp1QQtkUgQGhqKM7cfwcXVDV/uuYVzD/MR4e0EuYIgraAM3i52yCuuhKeTHQpKK+HtbI+8kgrOnNsGeFxYDm9nOz63Xm2oDh75JVJMXHsBe2Z0N0vU2aRMCfbfyISvqwg/Hr6H+PYhSMktwTmlHx8A3gdR7XmV70Tru9DjNz9XEbKLpJjYJRzPt/CDl7MIjkSKqFB/bNu2DS+99BJSU1PVzJQ6d+6M5s2bY/369RrPoqtd76VlocxGhLT8Unz/z13cyy5GgLsDMsXlWutVvY31ZWyHUCwYZR7z0dq4mSHG4KUnMbZjqFpkxtpwshOitFJd2PJyskN+aSW8ne2QvHsFyu6dR/AbqyC04QagrHwx0haPhvfgDzB7xuvoEOEJe4UUXVqEQSwWY+7cudi9ezfu3q3aqCkuLoarqys2btyIV155RaMetbXtqXu52HopHfeyi+HrKkJOkZRvP+r3VF+ENoCrgx2fhxwAXEW2KJLKzLYIoBGsVbU6dIHiYCvQ0ADQBapqf1QQoha1nkL7xMX/mwqPJm3g1PN1/jzH9PNI2jwPITM247OXOqFrpA+KiyR823bp0gV9+/bFjz/+yF9v27ZtGD16NHJycuDj46Nxv9rG4x8PJePgrSx4OnLvXKao8oVuKJa+UFc1oZ249gLmDo3BF38lYu7QGJy+n8unXqoN+m1QXERCONvbIqtIqjEej2wTjOFtgtTG48LCQoSHh+PTTz/Ff//7X/46Xbp0QdOmTbFhwwa96iGRSODu7o4ztx+hlNjjtQ0Xoan/0E2IhwPSC8vRp7kvDiflqAlcXs52ZptHjQUdtz/o1xTf/3MXU7tFYO2pFAiAOr03bUzrHIg5I9rhl19+wWuvvYbi4mI1Fw0fHx988MEHmD17dq3Xou1Kx+N1px7iT6WpuqF4GtqV9mfqPlYXcnYthLxUjICxX/PHKvPS8PiX6fAf+zXm/WeMxnj8+uuvIycnB4cPH+bPSUpKQosWLXDkyBH06tVL4z61zbUHb2Zi381M3Msp5uea6uOLvvRp5ovDd3L479va2nj29ut1Wk9VxfIQQlIu593yAMDVwRZF5TI42NqgXEbg5WwHNwc7pOSVYs6LzTXaNjQ0FJ988gk++ugj/vo//PADPv74Y5SXa7dM0dW2oTO3QCDS341tQLQ/DtzKwow+UVh6+B6fhvJedjFm/nHV6tqxJlRdHe5mcc83vWdjrDj2AFO7RmDt6RR+k0gXLiIhiqVyvp+4O9pCXCZDfPtQDGoVoDbXisViuLnpDkSrt6a6uLgYcrkcnp6ease9vb1RWFhosHMAYMGCBZg7d67G8TErz6p9WKqRN/OKuQU11eBSYeuxStJzfQVqoMqHjwYmMddOjuqu280MMX48fA8CgY2aQA1U+SCqPW9xDe9Cj9+o5uHXM6l8WrFpnTnzCrGY06zUpW11teuWi+lYeVZ9h4kmq9dWr+ptXBvDWwfBUSQ0S4CjujIwNpDXflEBO759CP64mI6YQDckPlHXYFcXqAEgn38/lSDSUggcONNEOQFyiisgsHcEhLZQlBdjqdJMUyGt6ktisVijXV1cXGBvb2+Qts1Rfle0/RoiUAPcc6kK1ECVn59qPzYl2vwu6aKmukANAFIZ9w609cfq0N8U0hJUCJzgpHJegdyB/43GgKitbb29OfOvwsJCrUK1vuNxQVmVEF2TQO3haIvCMhnahnng8qNCxHcIgbO9LdaeSuGFkrlDY5CWX2rRAjVQFbyKBqNzd+R2vJMyJXoL1IDmgrdYKuf9waqPx9uvZGD7FU4gouNxeno6xGKxhg91bGwsLl++rPO+2hZxgGbbaqNdmAcuPSpUCzhGBeehrYNxOCkHXRr74I8L6QyzoQ0AAD+HSURBVIjyc6nxWtYK1fb0beEHmYIgVRlttiEC9dgOoRjfORyORIo54IJYOTk5acQ88PPzq5NiAtA+HtdEhwhPXEgpwLQejbHy+AP8EB+H8ko5Pt5+g2932letVdOlCu3Px+/mYOfVx2rPWxsKaQmEDurfucCRW3wryus3HmujLnMtnWvqI1AD4H1VTW0JaSgmdA4HCNAl0gvJWSVYqgxAp4uqWB7c2Kuq6aRZH8qVc3V+SSXv0lG9bQkhkEgkWttWKpWivLxca+BXnW07rTNcXN1wM0OMj7ffwJyBzSGVKdQ28qqPwwduZSHSl/seqZUtHa+ehr5KoX0W4DKvvNu3CdqFe2DFsQfo1dwPro52agK3NuhcS/uJWLmW+eNiGv5QuqbRubY29PapFom4RigtVTdXLC4u1hkVuD7nAMDs2bMhFov5f9RHd8u0ztgzozuGtgoCAHSK8OIj3lEfvFBlRMpGyr9jg9wQG+SqVoamzJraLQL/6cHZ4w+MVaYH6M35T6v68NFGs5TF3cDYQN4fgvocdo3k/De1PW9N76Km35ooF0KvdovgUyaMac/drz5tq6tdx7QPwZ4Z3bF6Qjs8p8zx20JpFqitXtXbuE9zXwxV+lK0D/fkrwlw7ThnUAssGNkK0UGWuzNHB7vmAa7oGumNd/s24b/JLpHcOxmjNAf9fHAL9FeaDUYpB81Ojbj279vcF62VJmkR3k6A0A4ONtwA0SPKBy2D3UDkMkAug42tPZ8OY8u0znxdRCKRRrtWVlaioqKi3m27YEQs37a0zrT9ejfz5U1daTvGt+f+njOwOR+orW2Yh9r59O+eTXz4cYC+M3P74qr6XdIxhbZRtygvvBDjr/x/bgEV5cstmLX1RxoZuZVyZ5n+ZmNrB1dbudp5Ee7ckG4jtMecF5tjz4zutbZtcTFnBlrXtqXjMe1r/aL9MDC22ncZwfXHGX2i+EA/7yvbc2KXCADAhM4RGNmWu0arEA8AQLtwT3w6ONpixtzaUE239G7fJpjQOVxjjO7djDPl7BbFfQdj2ofwG330u6dzW79oPz54WfXxeHzHUI3xmApNHh4eavXy8vLiN0C1sWDBAri7u/P/QkO5frdlWmf8OrUj3niOmx9HtgkGoN6Ow+K4ukYq6xXl5wIvZ/XFmmq+4qd5QRcd5I73+jXlv+O5Q2P4ft9dOe7R72BaD84Pe9GY1lU5ZVXWHe/1a4rYYHf41vLtE0J0BnvV1a50PN79djd+HRSv/IbomPvNyCp/yyGtuO+yhTJFYJSfC6/h6tDIi5+nrKmv6kPzAFe827cJukZ6889L56Gp3SIAAG/3jsIMZbydqd0iYCO0Q4Az1x5TunL9ekQs19dtbI0/HtO2/d+QaHRXzit0jowO5OYSOge91DaYb/fqY88Mled6p08UxnYMxY8vx+G17o2sru9GB7ljwahWGBoXggHKtUH1dpzaNYLvm1VrDG4+7tnEB4OVqcPonBajMi93VM5v1dvWxsYG9vb2WtuW/qYNXW0bHeSu5n7aNcoH8R1C8W7fJuilnFdof+wa6Y3mAW54t28TDbNmS5NlDA19PjoPeTnb8+Mz3dil7T9Z2Uefb+7Lz7V07UzbWJvsUxt6C9WOjo4ICAjAo0fqfiaPHj1C48aNDXYOwA00bm5uav+Aqg/rDWVwkM+GROPL4VyI+pnPcy/qg/6cf+G7yr+/GdUK34xqrVaGTnwj24ZgcGtusTAghus4qh+mpX142gSvQS25AXFMe25y1va8Nb2Lmn57SznRj2gbgh5N/dQm+oiICACoU9vqaldfZdCBfjEBmDWQ8xmb1jNSZ72qt/H7/ZrhjR5c+VeUi9SuSkE0ys/F4tpRG6qDnbaB4d2+TdDIh1tcd2zkjXf6cn46bysnv7EdufZ/r18zzB/REgD3vuw8/KEozgMhCnw0sDkWjGwFmYTbfbb1CMCAmAD0aOqntuHQuHFjZGRkQKGo2t6m7Vzfth3bKZxvW1rnd1Xac7yy3fo054QyGkyka5QPejf3A1AlhNHz6d8fvtCcHwdoPx7UMsis/ZgG0ujR1JefzGkbzR4Yjbf7cO03uh23kKV/a+uPY5SL3andG6n9ZusegHBRmdp5fUOFEIkcIHTxRNdIH8QGu2u0rbY+6+DggMBA7TuxtY3HtB3e7dsUb/Wu9l124tp1QEwA2oZzCzo3R+0LCkBdCLMmqgtX0UHuGmP0sDhurhndjvsOJnaJQLxyM+mldtwC6aX2XJl3+zbF3KHqcxsdj8d2CtcYj+kCvKSkRK1eRUVFcHR01FnvmhZxPZr6Yqiyzj2acgu3ATEBeCE2EO/2bYIIH27hqU1wppsLqvmKn/YFHVAljA2MDeD7/UvKKPBdGis3jJUCalN/V35MUN2YqP5+/P39UVpaqtG2OTk58PfXnr5KV7vS8bhliAc+eoEbj+mmLR1zY4OrFqARPi5q7anaL+mC9WlsT23fautQDzUh5oXYAH6+aRXiAVuPAFSKc5RlOWGrjRe36WnrEVCn8Zj+po3a5trJ3Rrh44EtAFTNkXR9RL+3yd0aYYLyNzrn9mnBzbMDVJ6rf0wAFoxshaFxwU/NxgnNBkI3cEe2C8GEzhEAVNcY3Dz24QvN8Z9eUcpj3H9ff457l3NebIHPh3CWQXVp24iICAgE2kUvXW2rDV0CpOpYS4Vra5tPG4q2DVx6rHUo10Zxyj46s18zfq6dogx6RttYm+xTG3WK/j1w4EBs376dX2yXl5dj9+7dGDhwIF/m1q1b+Ouvv+p0jjmhL5ru6FjyRFGT4GVqYmJiEBwcjG3btvHHLly4gJSUFItoW2tdnKuiuolS3wHSoXF7FEvEKE+5xh8rTToBJxc3OARzE69cLsfOnTv53wcOHIiCggIcOnSIP7Zlyxa4u7uja9euDX+wGqDtprrDWr2P6nsdS+3HhsKxcTtcOXNMzZzw4J6d6NKzN2wEXPDAjIwMjbY9cOAAioqqApls3boV/fv35wMOGovqApfqQr36t/40tFtdxmj6vdZ3PA8NDYWdnR1SUlLUjqekpCAyMlLneXVZxFGqL9i0Cc50c+FpaMe6UNPGAR3bdAmousZ2GlTw6NGj/LHr168jLy9P53hcl3atacylbavank+jxUFNVH8X2vqol7M9xo0cirQHdxEfZcO/ywN7diI0vBHsvLjNqaKiIo3x+NatW7h16xZ/bMuWLYiMjETTpqZxWdLW/k8j1ecfYz/vwIEDsWvXLlRWcibiMpkMO3bsaND6uCZhUVt/fBY2MrWh7bmrz1tGa39SBx4+fEh8fHzI8OHDyapVq0ifPn1IeHg4yc3N5ct88cUXxN3dvU7n1IZYLCYAiFgsJoQQkiUuI4sO3iFZ4jL+/xMzCrX+t6YyWeIy/h6q17Qmqj9bbc9b398oqm2xZcsWYmtrSz7++GOydOlSEh4eTkaNGqV33au3a12fp6Yy1taOdaUu7TjmlSnE1dOHzFvwLflw9qdEaGdHPl+wiC9fVFREwLkT8W0xbdo04u/vTxYvXkz+97//EXt7e7JixQq966dP22qrM203bf2xLs9sSe1vqG+6+m8Ldl0hkU2bk4joNuR/3y4hbXsPJs4uLuTomYt8ua1bt6q1bXFxMYmOjiZdunQhq1atIuPGjSMuLi7kxo0bej9PfcZjS2oPU1Pf776u4/GLL75Inn/+ef63zMxMIhKJyOrVq/Wuq662Ze1Yd/R5dzWtO1TbYtSoUSQ6Oprcvn2bpKamkueee4507NiRKBQKvepS03hc05jL0ERbH6XvbPDgwSQqKop8838/kF4vTSVCoZBsSNjKl7l9+7bGXEvPWb58Ofnggw+IUCgku3bt0rs+dZlr6zr2PM3fgr5jbV3Gb9W2yMzMJMHBwWTAgAFk1apVZNCgQcTf35+kp6frXUdtbcswDA2Za2tC7+jflLS0NPz000949OgRmjRpgrfeekst7P+WLVuwd+9etWijtZ1TGzRyZW1R1xjGp3pbnDx5Eps3b0ZxcTGee+45TJ06Ve/E9qxdTQMhBJs2bcK///4LkUiE0aNHo1+/qpRL5eXliI+Px19//cW3RW3n1AZrW9MgFouxfPlyJCYmIjAwENOmTeNTeADA2bNnsWDBArW2re2c2mBtazmotsWjR4/QrVs3DBgwAJ07d8a6devg7OyMEydOwM5Ov1151raWg2pb2NjYYObMmfjzzz8hk8kwYMAALFu2TKfLRk3XYu1qPCorK7F69WqcOXMGbm5umDBhAjp3rvKhfvz4MaZPn642Htd2Tm2wtrUcqrdFZmYmli9fjvv376NRo0Z46623EBQUVO/rMcyHvm1RZ6HaHLAPy3IwZFuwdrUcDN0WrG0tB9a2Ty/V2yIlJQVr165FVlYWWrZsiddee63GoKC1XY9hPthc+3TCxuOnF9a2Ty/6toXeKbUYDAaDwWBYLhEREZg3b565q8FgMBgMxjNHnQKVMRgMBoPBYDAYDAaDwaiCCdUMBoPBYDAYDAaDwWDUEyZUMxgMBoPBYDAYDAaDUU+YUM1gMBgMBoPBYDAYDEY9YUI1g8FgMBgMBoPBYDAY9cQqon/TrF8SicTMNWHQNjBEJjbWrpaDIdtV9Tqsbc0Pa9unF9a2Ty9srn06YX326YW17dOLvm1rFUJ1UVERACA0NNTMNWFQioqK4O7u3uBrAKxdLQlDtCu9DsDa1pJgbfv0wtr26YXNtU8nrM8+vbC2fXqprW1tiKG2VIyIQqHA48eP4erqChsbG0gkEoSGhiItLe2pTohuic9JCEFRURGCgoIgEDTMe0C1XYuKiizuWQ2NJbYnxZDtCmj2WcCyn99QWOIzmqJtzYElvmt9MGS9zdm21vr+64q5ntNYc605+6y+WOu3pU+9LW08ttZ3XVdM8ZymbNtnod0s6Rn1bVur0FQLBAKEhIRoHHdzczP7izYFlvachtiBA9TblQ4YlvasxsBSn9FQ7Qro7rOA5T6/IbG0ZzRV25oDS3vX+mKoepu7ba31/dcVczynMeZaa8Jav63a6m3uPqsNa33XdcXYz2nqtn0W2s1SnlGftmWByhgMBoPBYDAYDAaDwagnTKhmMBgMBoPBYDAYDAajnlilUC0SifDFF19AJBKZuypG5Vl5TuDZeNZn4Rlr4ll4/mfhGS0Fa33X1lrv6jwtz1Ebz8pzWhLW+s6tsd7WWOf68LQ959P2PNqwxme0ikBlDAaDwWAwGAwGg8FgWCJWqalmMBgMBoPBYDAYDAbDEmBCNYPBYDAYDAaDwWAwGPWECdUMBoPBYDAYDAaDwWDUE5Plqb59+zauXbuGjh07onHjxjWWJYTgxIkTePz4MUaOHAl7e/s6lSkpKcHu3bu1Xrtt27Zo2rQpAODQoUPIyclR+z08PBxdunSp6+PxHDhwAAUFBXjppZdga1vz6y0uLsY///wDT09P9OrVS+N3Qghu3LiB1NRUREREoGXLllqvk5mZifPnz8PFxQXdunXT6tSvT5m6UFlZiR07dsDd3R0DBgzQWe7EiRPIyMjQOO7q6opBgwYBAB49eoTTp09rlFFtV33KUJKSknD79m2EhISgffv2fA7s+vDgwQOcP38erVu3RosWLbSWkclk2LZtm9bfYmJi+HY7efIk0tPT1X4PCAjg295Q1zEElZWVOHfuHIqKitC5c2d4enrqLHvq1CmkpaVpHHdycsLQoUP5v6VSKa5cuYL8/HxER0cjIiKiztfJyMjAiRMnNMoMGzYMjo6O+j4eT15eHs6dOwcPDw906tQJQqFQazlCCP744w+tvzVv3hxxcXH838XFxbh48SLKy8sRGxurNc+kXC7HmTNnkJubi7i4OI13oW8Za4TOBdoYPnw4HBwcdJ579+5d3L17F46OjmjTpg28vLw0yiQlJeHu3bvw8fHR2qb6jqvV0TUGAUC/fv3g7e1d47k3b96EUChEq1atEBgYqFEmJSUFiYmJcHJyQrdu3bTOexQ6BgwcOFCv3Jnp6em4ceMGbGxs0LJlSwQHB9d6zt27d3Hnzh0EBgaibdu2EAh078GfOXMGqampGDBggMZYUdt1/vzzT1RWVqodq2m8rYkrV67g0aNH8PT0RIcOHWodE6RSKa5evYq8vDy0aNECjRo10llWoVDgzz//hJOTEz93AcDjx49x/PhxjfJDhgyBs7Oz2rHk5GQkJiYiICAAHTt2rPGdWisVFRW4fPkysrKyEB0djSZNmtRY/u7du7h8+bLaMYFAgDFjxqgdKy4uxuXLl1FWVqazD+lTRhcKhQJXrlxBWloaGjdujFatWtVYXt+5qLZ5TxW5XI7t27fD2dkZL774IlJTU3H27FnExcWhWbNmWs+5efMmkpOTER4ejrZt29b6nHK5HFevXsXjx4/RqFEjxMbGqv1++PBhZGdna5zn6enJr/X0KUPXTtUZM2aMxndPxzNd83hFRQVOnz4NsViMDh06ICgoqNbnLCwsxMWLF0EIQcuWLREQEKC1zOXLl1FSUoImTZqgefPm9bq3apm2bdvi1q1bKC4uxqhRo7TWrbi4GKdOnYJMJkO3bt3g4eFR6/MAwP3795GYmIjIyEjExMToLHfx4kXcu3cPvXv3hr+/PwAgOzsbhw8f1lr+ueee4+eEv/76C6WlpWq/R0dHa/SH3NxcHDlyBBEREejQoYPW6z58+BDXrl2Dr68vOnfurHN9pYpcLseFCxeQm5uLTp06wdfXV+2e//77r8Y5L7zwgsY71Ofe9alfrRATkJeXRxo3bkxsbGzI6tWrayy7fv160qxZMxIVFUUAkJycnDqXyc7OJvHx8Wr/nnvuOQKA/Pnnn3y5bt26kZiYGLVyS5Ysqfdz7ty5k4hEIgKAFBUV6SxXVlZG3nzzTRIYGEgCAwNJ3759NcocOXKExMbGklatWpHBgwcTPz8/0qNHD1JQUKBWbs2aNcTJyYn07NmTNG3alERERJDk5OQ6l6kr//3vf4m9vT1p3bp1jeUWLlyo0RZOTk6kd+/efJmEhARib2+vUU4ikdSpDCGETJ8+nbi6upL+/fsTPz8/0qdPH1JSUlKvZywuLibR0dHE1taWLFiwQGe58vJyjXo9//zzBABZuXIlX27YsGGkSZMmauW++uorg1+noZw+fZqEhYWR6OhoMnz4cNK0aVNy4MABneUXL16sUW9XV1fSpUsXvsyaNWtIeHg46dSpExk4cCBxdnYmU6dOJXK5vE7X2bFjB7G1tdUol5eXV+fnXLBgAf8t9uvXj3Tt2pXk5uZqLSuXyzXu2b9/fwJAbcz44YcfSFhYGHn++edJ3759iaOjI3nnnXfUrpWVlUVatWpFwsPD+TJff/11nctYK7t27dJ4l+Hh4cTNzY2UlZVpPaeyspKMHj2auLq6ksGDB5OuXbsSZ2dnsnbtWr5MeXk5GTZsGPHy8iKDBw8mzZo1I3FxcSQzM5Mvo++4qo3Tp09r1Ds6OpoIBAKSlpam87x3332XODo6khdeeIH06dOHODg4qPVXhUJBpk2bRlxcXMjAgQNJXFwciYiIILdv39Z6vQsXLhAXFxcCgNy4caPWen/00UfEwcGB9O/fnzz//PPEwcGBfPbZZzrL37p1i3Tr1o00bdqUDB48mERERJDo6Gidc8a1a9eIm5sbAUAuXLhQ5+s4OzuT7t27q73XXbt21fpcquTm5pL27duTwMBAMmzYMBIbG0v8/PzIiRMndJ6zfv16EhERwY9JLi4uZNKkSWpjkir/+9//iL29PYmMjFQ7vnv3biIQCDS+jezsbLVyH3zwAXF2dib9+vUjgYGBpGvXrkQsFtfpOS2dq1evksjISNK8eXMyaNAg4unpSd5+++0az1m8eDFxd3dXe3fjxo1TK/P111+T4OBg8txzz5F+/foRR0dH8umnn9a5jC4ePXpE4uLiSHh4OBk8eDAJCAggI0eOJFKpVOc5+sxF+sx7qnz66afE3t6eRERE8H1GJBKR7777TqOsXC4nEydOJO7u7qR///7Ex8eHDBo0iJSXl+us8+HDh0l0dDTp1KkTGTx4MPH29ibdu3dXG//mzp2r8Uz29vZkyJAhdSqzevVq4uTkpFGuoqKCL7N582bSokULfi2vbRx9+PAhiYqKIlFRUaRXr17E0dGRrFixQucz0vqFhoaSAQMGkJ49exJHR0fy+eefq5XZtGkTcXFxIV26dCGDBw8mbm5uZNiwYWptrs+9VctQOcfb25s4OztrrduZM2eIj48PiYuLI507dyZubm5k3759NT5PWVkZGTduHHFzcyODBw8mHTt2JBMmTNBaNjk5mfj4+BAA5J9//uGPJyYmarRF27ZtCQBy6dIlvlxwcDDp2LGjWrnffvuN/z07O5tMmDCBBAUFES8vL/Lqq69qrce8efOIk5MT6du3LwkNDSVt2rTRKs+pcuPGDdK0aVMSFRVFhg8fTpo1a0a2bNnC/37ixAkCgIwePVqtfikpKXW+d33qpw8mEaqHDh1KFixYQIRCYa1C9dq1a0lSUhLZv3+/TqFanzLVeffdd4mvr69ah+7WrRv54osv6vw82khLSyPBwcFk7ty5tQrVhYWFZNmyZUQsFpNJkyZpFar//vtvcuvWLf7vgoIC0rhxYzJ9+nT+WEpKCrG3t+ffqUwmI3379iW9evWqU5m68vfff5NmzZqR1157rVahujrJyckEANm0aRN/LCEhgXh7e9d4nj5ltm7dSuzt7cnVq1cJIZxgEhQUpPfEWp0pU6aQDz74gPj7+9coVGvjyy+/JE5OTmqLpmHDhpG33nrLLNfRl8zMTOLp6Unef/99olAoCCGEiMVicuTIEb2vkZqaSgQCAfnll1/4Y7/99hvJysri/7516xZxcHAga9asqdN1duzYoXOyqgsbNmwgdnZ2aovuS5cu1SgcVee7774jIpFITRDfsmWL2ibO8ePHCQBy/Phx/tj48eNJmzZtSGlpKSGEW5RXF0j0KfO0IJPJSHBwMPnPf/6js8z27dsJAHLnzh3+2BdffEGcnJxIZWUlIYSQr776inh7e5MnT57w1x0yZAgZPXo0f44+42pd6NSpE3nhhRd0/n758mUCgBw8eJA/tm7dOgKAPH78mBDCLe7s7e3JzZs3+TJvvfUW6dChg8b1JBIJadKkCVm4cKFeQvWtW7cIAPLXX3/xxxISEggA8uDBA63nnDt3jpw6dYr/u6KigvTq1UttI5RSUlJCWrRoQb799luN71Pf6zg7O5MdO3bU+By18fnnnxN/f3+1Tdbhw4eTjh076jwnISGB/1YIISQpKYk4OTmpbWBSjh8/Tho1akTefvttrUK1SCSqsX779+8nAoGAnD17lhBCSH5+PmnUqBGZOXOmXs9nLcTFxZERI0bwQmN6ejrx9PQkf/zxh85zFi9eTGJiYmq87po1a9TmwMOHDxMA5NChQ3Uqowv6rVCBVCKRkKioKLJw4UKd5+gzF9Vl3jty5AiJjIwk06dPJ2FhYWTXrl1EJpMRf39/rUL1unXriLOzM0lKSiKEcGtQb29v8s033+isz7///kvS09P5vwsKCoi/v7+GwKnKlStXCACyc+fOOpVZvXo1CQ8P13kOIdw8nJiYSI4cOaJTqB4wYADp1asXP86vW7eO2Nra1qgYSkhIUBOO6fxBx36FQkE8PDzInDlz+DL3798nAoFATYDU596qZZYtW0a+//57IhAIiJOTk0a9ZDIZady4sZogOmvWLOLj40OKi4t1Ps/rr79OwsPDSUZGBn9M28ajVCol7dq148djVaFaG8OGDSNxcXFqx4KDg8m6det0nnP//n2yYcMGUlZWRnr27KlVqD59+rTa/YuLi0lMTAyZPHmyzuuKxWISEhJCJk+eTGQyGSGEkNLSUrW5kwrVujbf9b13feqnL0YXqpcsWUJ69OhB5HK5XkI1RR+BWV+hWiqVEm9vb/Lhhx+qHe/WrRt59dVXyfbt28mZM2f4BWxdkclk5LnnniPLli0jW7durVWoVkWXUK2N119/XU1r99133xFPT0++wxNCyF9//aU2OOlTpi48efKEBAcHkwsXLpB33323zkL1xx9/TDw9PdU6RUJCAvHw8CAHDhwg+/fv11ovfcoMGzaMDBw4UO3YRx99RCIiIupUR0K4ybB169akvLy8zkK1QqEgjRs3JlOmTNGo30svvUR27NhBTp48Wes3Yqjr1IUvvviCeHp61rjbXRv/+9//iKura631atOmDZkxY0adrrNjxw7i6OhIDh48SPbt20dSU1PrVcdmzZqRqVOn1utcSosWLcjYsWNrLJOVlUUAkL179xJCuB1nkUiksXBv2rQpv8DWp8zTxJ49ezR2y6uTkJBAbG1t1cboDRs2EJFIxH+rgwcPJsOHD1c7b/369cTW1rZGjWD1cVVfbt68qWH9VJ0zZ84QAOTu3bv8sWPHjhEA5OHDh4QQQt5++22Nhc3Ro0fVFoGUcePGkf/+97/kwoULegnVdLF7/fp1/ti5c+cIAH4xrg/ff/898fT01Dg+ZcoU8vbbb5MbN27otemj7TrOzs5k/vz5ZMeOHeTKlSv8gqouzJo1i0RHR6sde++99zTea2106NBBY4MlLy+PhIeHk2PHjpFPPvlEq1Btb29f45g0fvx48txzz6kdmzdvHvHx8alT/SyZsrIyYmNjo7ZhTgjXL1988UWd5y1evJhERkaSvXv3koMHD6pZltSEp6cn+f777xtchhBCAgICNKy93n77bY1vSpX6zkXa5r2cnBwSFhZGTp48SWbNmkWaNWvG/6ZLqO7bt6/ahiEhhLz55pskNjZWr3pQWrZsSd577z2dv7/99tskMDBQbQ2pT5nVq1eToKAgsn//fnLgwAF+E1EbuoTqrKwsYmNjozbGymQy4uvrWyfrvMTERAKAnDt3jr+Gk5MTWbVqFV9GKpUSBwcHsn79er3vrauMi4sLsbe316gHFQoTExP5Y0+ePCECgYBs27ZNa92fPHlCbG1t1ayydPHee++RV155haSlpdUqVGdmZhJbW1uyfPlytePBwcFk9uzZZMeOHeTixYtqisjq6BKq33rrLdKyZUu1Yz/++CNxcnLSaf2xdOlSIhKJSH5+vs770fe3b98+smfPHnL//v163bs+9dMXozr0XL16FV9//TU2btxoVt+hnTt3Ii8vD6+99prGbwcPHsSaNWswfvx4NGnSRKfPQU3MnTsXLi4ueOuttwxRXa3IZDIcO3ZMzf/lxo0baN68uZrvNvUPvHnzpt5l9EWhUGDChAl488030b59+zo/g1wux4YNGzBhwgQNv8ny8nIsWLAACxYsQGRkJGbMmAFSLYV6bWVu3Lih4R/UsmVLpKSkoKioSO963r9/HzNnzsTmzZvr5Xt+5MgRPHjwAK+//rrGbydPnsQvv/yC1157DY0bN8auXbuMfp26cPz4cfTs2RNSqRR79uzB0aNHIZFI9D6fEIJ169Zh7NixcHFx0Vnu8ePHuH37tkZ76XMdhUKB+fPnY+HChWjSpAmmTZsGhUKhdx2zs7Nx584d9O/fH8nJydi1axcuX76s8b3VxOnTp3H79m2tbfPo0SP8/vvvWLFiBYYMGYKxY8fihRdeAMD5VEqlUq3f6Y0bN/Qu8zSxZs0atG3btkZ/wJEjR2LIkCEYOnQo1qxZg++//x7z5s3D8uXL+T4aFBSE5ORktW8hKSkJMpkMt27d0npdbeNqXert7++PIUOG6CzTuXNnTJ8+HePHj8fKlSuxfPlyvPXWW5g7dy7vWxkUFIS0tDQ1P7akpCQAUPM9X7t2LRITEzF//ny96xgXF4eZM2di8uTJ+Pnnn/HTTz/h9ddfx5w5c3T6aGrj33//1XhHCQkJOHfuHL799tsGXQcANm3ahNWrV+OFF15Au3btcPfuXb2vCQAzZ86Ek5MTJk2ahPXr1+Pzzz/Hjh078MMPP+h9jczMTNy8eVOjflOnTsW4cePQo0cPnefa2Njgq6++wrfffosmTZrgtddeg1wu53/XNTfl5uYiMzNT7zpaMg4ODvDy8uK/XYCb85OTk3XGUKBkZWXhhx9+wBdffIGwsDD873//q7H85cuXUVBQUGO/1acMJSgoSK3eANcHk5KSUFFRofO8us5F2uY9QggmT56MSZMmoVu3brXWlaLrm7p9+zZkMpnO8yoqKvD777/z86tQKMT777+vtaxUKsXmzZsxZcoUnTGCaipTWFiI//u//8OXX36JiIgIfPTRR3o/HwAkJiaCEKL2nEKhENHR0bXOhcnJyfj999+xbNkyjB07FtOnT0fHjh35ayxfvhwLFy7Ed999h7Vr12LIkCHo378/Xn75Zb3vratMYGCg1u/gxo0bEAqFavEiAgIC4Ovrq/N5Tp8+DZlMhn79+uH8+fPYvXs3kpOTNcrt27cPO3fuxPLly2t8L5QNGzbAzs4O48eP1/ht27Zt+OWXXzB06FC0atWq1v5bHV3fZmlpKR48eKD1nOPHj6NDhw6wt7fH/v37cejQIeTn52uUs7Ozw/z587Fo0SLExMRg7NixkEqldbp3feqnL0YLVFZSUoL4+HgsXrwYYWFhxrqNXqxZswY9e/bkA5RRPvvsM/Tr1w8CgQByuRxvvvkm4uPjcffu3RoDM6ly7NgxrF69GlevXjVCzav48MMPkZWVhdmzZ/PHxGKxRqAeGiynsLBQ7zL6snDhQkilUnz88cd1rD3Hvn378OTJE43NjejoaNy7d48PlHDu3Dn06NED0dHRmD59ut5lanpWsVgMV1fXWutYWVmJl19+GZ9++mmNgSBqYs2aNYiJidEIePf2229j69atsLOzAyEEc+bMwSuvvIJbt24hNDTUaNepC9nZ2ZDL5XxAv6ysLKSkpODXX39VC86ji3///RepqalahU1KZWUlXnnlFURGRmLixIl1uk7Tpk1x9+5dfky5fPkyunfvjubNm+O9997T+xkBbuKYM2cOYmJicPHiRQQHB2Pfvn1qgTF0sWbNGkRFRWkNDpeRkYGdO3ciKysLjx49Qnx8PL+pKBaLAUDrd5qSkqJ3maeF7Oxs7NmzBz/++GON5ezs7NClSxcsW7YMf/75JwoKCuDq6qomGH7wwQdISEjAiBEjMGzYMCQlJWH79u0Aqt5pdbSNq/pQUVGBjRs34tVXX4WdnV2NZTt06IC///4b27dvR2VlJSoqKtC6dWv+99dffx3Lli3DgAEDMHHiRDx58gQJCQkQCAR8vZOSkjBr1iwcO3asxgBm2mjfvj3++usv/Pnnn1AoFCgtLUWbNm30Pn/lypU4ePAgjhw5wh+7f/8+3nnnHfzzzz96BwjUdh0A2Lp1KwYOHAiAC+AzePBgjBs3DhcvXtS7ju7u7ujSpQt27tyJgoIC3L9/H02aNNF7PJTJZJgwYQLCw8MxefJk/vjSpUuRkZGBrVu36jw3MjISSUlJ/CbJtWvX0LVrVzRr1gwffvghgNrnYW1BlKyRzz//HB999BEqKyvRpEkT7NixA6WlpTr7HwB07doVKSkp/PvYt28fBg8ejNatW2PEiBEa5SUSCSZMmIC+ffuiX79+Wq+pTxlVPvvsM4wePRpubm5o164djh49ijt37kChUKCoqEhrEMK6zkW65r0ffvgBubm5+Pzzz2utpyq6vim5XI7i4mKdwa+kUil27tyJoqIiXLx4EcOGDdNZdvv27SgsLMSrr76qsx66yrRt2xYPHjzgA2UdPXoUzz//PFq2bIkJEybo/YyA9rmwtvXrw4cPsXPnTmRkZCA/P19jzGvWrBk8PDywbds2+Pj44Pbt25g+fTo/vupzb11lnJ2dtW7Si8VieHh4aATPrel5srOzIRAIMHPmTDx48ACBgYE4fvw4RowYgfXr10MgEODJkyd49dVXsXXrVri5uemlCFm7di3GjBmjEehy9erV/HhcXl6Ol156CfHx8bh582atwZdVn7N6ANDa5I7s7GxUVFSgXbt2iIiIgFgsRmJiIlauXImxY8cCAIKDg3Hjxg1+3r979y46deqEefPm8ZvN+ty7PvXTmwbpuWvgk08+Ic2bNycJCQn8P4FAQN544w3eFLImDGX+Tf0yq5skaePx48dqppr6EBkZSaZMmcI/48yZMwkAsn79er2CyOhj/j1//nzi5OSk4dc6ZswY0rNnT63PQH3U9CmjD48ePSK2trbkm2++4Z914MCBJDw8nCQkJOhlsjVs2DDSuXNnve43cuRIDVPu2soEBQWRTz75RK3Mli1b9Pa7J4QzRQsODlb7bt3d3cnYsWPJ9u3baz2/oKCAODg4kB9++KHWsmVlZUQoFJINGzYY7Tp1pV27dsTOzk7t233vvfeIp6dnjWZAlPj4+BpNLmUyGRk9ejQJCwvjzV/rcx1Vxo0bp9XfUxfUr79z5868qU9RURFp0qQJee2112o9v6ioiLi4uNTou0a5cOECsbOz44NtnD9/XquZ7Lhx40i3bt30LvO08N1332nEDNAGDbao6su2aNEi4urqqhYQKj09ncydO5dMnjyZfPHFF7xP+8mTJzWuqWtc1YetW7cSGxubWgM+Hj58mNjY2Kj5Fm/fvp0IhUI1E8D8/HyycOFCMmXKFPLRRx+R27dvq8We6Nu3Lxk8eDA/Js2fP58AIN999x3vp6uNU6dOEQDk8OHD/LF9+/YRGxsbcvny5Vqf848//iB2dna8SSRl0KBBZMCAAXx9vvvuOwKAzJ8/n5w+fVrv62hj3759BICa/2BtzJgxg0RFRfE+1QqFgkyaNIm0aNGCjw2hC5lMRl5++WUSEhKiZk6Yk5NDRCIRmTt3Lv+cI0aMIP7+/iQhIUHNN7U6EydOVDP3btq0KXn33Xe1PmdN46A1cvToUfL++++TyZMnk19//ZV8+umnJCAgoE7X6Nq1q4bbEyGc72P37t1JXFycTjNRfcpo48qVK2TWrFlk0qRJ5McffySrVq2q1X+zOrrmIl3zXmZmJrG3tydffvkl/40NHTqUBAUFkYSEBJKRkaHT/NvNzU3DLW3t2rV1qnNBQQFp2rQpeeONN7T+3rdvX/L888/XeA19ylD69++vYbJOiG7zb119pH///mTYsGF63ZMQzpdcdRzMz88n7u7uasE/U1JSiJubG/n555/1vreuMi1atCBCoVCjHosWLSIODg4ax8PCwsisWbO01p3G4FB1Gbh16xaxt7fnx1PqXkK/oeXLlxMA5JNPPiFHjx7VuCY1o9Y2L1aH+h+rzlcUXebfHTt2JJMmTdJ6nStXrmi9z4ABAzTqNH/+fOLo6FhjP37nnXfUTLn1uXd96qcvRtNUN2rUCK1bt8bOnTtVBXhcuXIFLi4uePHFF411azXWrVsHd3d3naHtVaGazOpptmqiZ8+eKCkp4Z+TpjravXs3nJ2d62VWqMo333yDr776Cnv27NHQikVGRuLChQtqx1JTUwGAT1umTxl9sLGxwahRo3DlyhVcuXIFAKetEIvF2LlzJ2JjY/kdSW1kZWVh7969WLlypV73c3Nzw6NHj+pUJjIyUuOc1NRUuLm5wcfHR6/7BgUFoXv37mrfrVQqRWJiIlxcXLTunKuyefNmEEL02okViUSwt7fX+r0Z6jp1JTIyUsP0eNSoUVi8eDEePnyoYe2hSn5+Pnbu3IlFixZp/V0ul2P8+PE4e/Ysjh49qjO1SG3XqY6bmxuuX7+uV1kACAsLg52dHQYPHszvSru4uGDAgAE4depUref/8ccfKC8vV9No6aJ9+/Zo0aIFTpw4gdGjR/N97tGjR2ouFKmpqfxv+pR5Wli7di3i4+Ph5uZWY7ljx46hbdu2iIqK4o+NHj0a77//Pi5dusSb1wcHB6tpfFatWgVbW1uNcbimcVUf1qxZg169eqnVRxtHjx5FcHAwunbtyh8bPnw4BAIBjh8/jujoaABcKhpV08iDBw8CAJ+qrX379khJSeHHpYKCAgBcWkhnZ2d06tRJ6/2PHTsGHx8f9O7dmz82cOBAODs749ixYzVqrLdt24YJEybg559/xqRJk9R+a9OmDZKTk/n6UI3NsWPH4OLiomZdU9N1tEG/hZycHL1S59D7vvDCC/wcbmNjg5deegkbNmxAVlaWTk2wXC7HpEmTcOLECRw9elStfxFCMHz4cNy6dYt3H7hz5w4/30dFRelMTebm5qY2Huuam+zt7bWm3LNmevbsiZ49e/J/9+/fXy3loD5Uf38AZ/04aNAgSCQSHD58WKs1oT5ldBEXF6dWzzfeeAPNmzevMcWftnpXn4tqm/dGjBiBmzdv8u54ycnJKCoqws6dO2t00dD1TQUGBupdZw8PDwwePBj79+/X+C0lJQWHDx/G77//rvN8fcqooq1dayIyMhIANxeqvrfU1NQ6yRB9+/ZFUFAQTpw4gd69e+Pq1asQi8VqadvCw8PRoUMHHDlyBNOmTdPr3rrK5Ofna3V5jYyMRHl5ObKzs+Hn5weA0wZnZWXpnNvpPVRlmBYtWiA6OhqXLl3CpEmTEBsbC5lMxo/HZWVlALg0pS4uLmr9EeDmrxYtWujlbqA6HuuLrm/TxsZGZ9rCyMhIBAQEqNVp1KhR+OSTT3D79m21ObR6/fQZa1XvXZ/66U2DRPI6oi1Q2T///KN1Z9sQmmqFQkHCw8M1UtoQwkWaq55q6ddffyUA1KKw1hVtgcqKi4t17mzXpKleuHAhcXR0JP/++6/W3+lu08WLF/ljM2fOJGFhYfzuvD5l6ou2QGUpKSkakRfps7i6umqNcFg9gIVEIiHBwcFqAWP0KbNgwQLi4+PDv3uFQkE6duxIXn755Xo9H0VboLLjx49r1XC1adNGIx0IIVwUw8LCQrVjdJfz2LFjRrtOXdm4cSPx8PBQ+35Xr15NBAIBfywtLY0kJCRoBPZbsmQJcXR01KgfIVXaoNDQUK3BJfS9TvXvoKSkhERERGjVatTEoEGDyCuvvKJ2rG/fvmTo0KH83ydPntTa97p06UJGjhypcbysrEwjNVNeXh5xc3Mj3377LX+sU6dOat9kamoqEQqF5Pfff69TGWuHalG1jf/Vx8xPPvmEBAUFqQXQO3jwoFqwrvLycrXoz+Xl5aRly5Ya/ai2cbU20tLSNKLEqpKQkMBHKV+9erVGhPi7d+8SAGT37t38MdU5TKFQkAEDBpCuXbvqrIO+gco2btxIhEKhWpTr1NRUAoBs3bqVP7Zlyxa1oGh//vknsbe3V4u8XxO6ApXVdp2srCyN9ELvv/9+jenVtDFo0CCNefTbb78lIpGID56Unp5OEhIS+DlILpeTV155hQQHB6sFkqsJbYHKqo9JZWVlJDIyUi3lzdKlS4mLi4va+NC7d28yePBgvZ/RGqi+Frt8+TIRCoVqVl5JSUlq0cCrv78nT54Qd3d3MnfuXP5YSUkJ6dmzJ2nVqpXO9Z4+ZXSRn5+v9h2mp6cTV1dXsmjRIv5Y9XlPn7moLvMeRd9AZZ988gkJCQnh+4lMJiOxsbFq1lb37t0jCQkJ/LNpCxbWq1cv0r9/f43jn332GfHx8akxcFNNZarfKy8vj/j4+GgEDCZEt6aaEEKioqLU0rJdvXqVAFAbvw8dOsRn8pBIJBrrzLS0NLVgX9RaTXUMrqioIBEREeSDDz6o0711ldGmkRaLxcTJyYksW7aMP/b7778ToVCoFuhu586d5Nq1a3y9fH19eQ06Idy35uXlpbauqP680BGoTCKREGdnZ7Vvm5KTk6MRkG7evHk6A4jp0lRv3LiR2NnZqX0Dw4cPJ927d+f/zsrKIgkJCfyYuH//fmJnZ6dmebZjxw4CgDx69IgQovlNVVZWklatWqmlctPn3vqUqS9mF6o7depE4uPj+b+vXLlCEhISyMcff0wAkFWrVpGEhAS1zqZPGUI0F12q3L17l0RHR5NPP/2UrFmzhsycOZM4ODiQ//73vw16Rm1C9cOHDzXMrXft2kUSEhJIjx49SGxsLElISFCbaNasWUMAkDfeeEPNFFk1NQohnHl3WFgYWbx4Mfnggw+IUCjUiEarT5n6oE2o3rhxo9aNjmbNmpFp06Zpvc6YMWPIK6+8Qn766SeyaNEi0qJFCxIZGalm/qdPGYlEQpo3b066du1KfvrpJzJy5Eji4eGh94JJF9qEam2LOJo+R5uwnZWVRZo3b05mzZpF1qxZQ2bNmkWcnZ21hvA31HXqg0wmIz179iRdu3Ylq1atIl9++SVxd3dXS7lBv/Hq/a1Vq1YaJjWU6dOnE4FAQObPn6/2PWszP6rpOhMmTCBjx44ly5cvJz/88ANp2bIliYiI0MhTWBs3b94kHh4e5M033yRr1qwhEyZMII6OjmoRqEeNGqVhbk1TFO3fv1/jmrm5uaRFixZk1qxZZO3atWThwoWkWbNmJDY2Vm2D4MSJE8Te3p68/vrrZOnSpSQ6Opr06NFDLeqxPmWsnalTp+pMpVN9zExPTyc+Pj6kZ8+eZNWqVWThwoUkICCAjBgxgj+noKCAtGnThixcuJCsWLGCdOzYkcTExKiNRfqOqzUxb9484uXlpTNCPgCyePFiQgjnKtC0aVPSunVr8tNPP5ElS5aQqKgo0rFjRzV3ivbt25O5c+eSX375hfTv358EBwfXaFqur1BdUlJCYmJiSExMDFm2bBlZunQpad68OYmLi1Orv0gk4se4o0ePEjs7OzVzc/pPV35dbUK1PtfZvXs36dChA/nqq6/I6tWryfjx44lIJKoxpYs2Tpw4Qezs7MjYsWPJmjVryOzZs4mTk5OaYEYXaNRUc8aMGcTGxkbN9DYhIaHG3NbahOopU6aQ+Ph4smzZMvLDDz+Q1q1bk7CwMLWUZWVlZaR169akffv2ZPny5WTs2LHExcVFLSr708Aff/xBBg4cSH7++Wfy1VdfER8fH/Lmm2+qlfnuu+/UTGP79OlDXn/9dbJy5UqycOFCEh4eTtq0aaM2Zg4cOJA4ODiQZcuWqbWVqqmmPmV0cfr0aT6Dy/fff0/Cw8PJ0KFD1cbb6vOePnNRXeY9yqxZs0hUVJSa+9n48eNJQkKCWmrGvLw80qhRI9KrVy/y008/kcGDBxNfX1814WzFihVq5uADBw4kr776Kvn555/J8uXLyYABA4i7uzs5f/68Wh3kcjkJDQ1VEzCrU1uZwYMHk8mTJ5MVK1aQ//u//yNRUVEkOjpaTWi6fv06SUhIIJ999hkBQJYvX04SEhLU3uHu3buJra0tmTlzJlmyZAlp1KiRhul3z549+WMPHjwgMTEx5JNPPiFr164l8+fPJxEREaRLly5qG3Vjx44lvr6+ZMGCBWT16tWkb9++xNPTU82UW597q5ahqXvDwsKISCTi21BVIF20aBFxdHQkc+fOJd988w3x8PDQMP329/dXO/bbb7/xG02rVq0i3bt3J5GRkRqb+JSahOpVq1ZpbPRSjh07RuLi4vi5aOrUqcTe3p4sWbKEL6NQKPjnatGiBenduzdJSEgge/bs4ctUVlaSrl27ktjYWLJs2TIydepUIhKJyJkzZ/gydCNFtX8OHz6cxMXFkRUrVpCFCxcSX19ftfFj5syZZMSIEWTJkiVk6dKlpGPHjsTf31/NNF2fe+tTpr4YzfxbG/Hx8bwpA6Vfv35qgYESExOxe/duvvyhQ4cAcObk1ExKnzIAZ5Lx3nvvaTXBppG+169fj1OnTiEwMBCHDx/WCApVV0JDQxEfH68WvMbZ2Rnx8fFqdTtw4ADy8vIQGBiIwMBA7Ny5E0KhkDdHIYQgPj6eN6+m+Pr6qkWb/e2337BhwwacOHECLi4uOHnyJDp37qxWJ33K1Ie2bdtqmBlFREQgPj5eLWp2eno64uLidEZH//3337F9+3YcPXoUAPDee+9h4sSJatfQp4yrqyvOnj2Ln376CWfPnkWzZs2waNEihIeHN+g5hw8fzptpUnr06IHKykq1Y8nJyXj99dc1TG0AwM/PD6dPn+a/Nz8/P/z111/o06ePRllDXac+CIVCHDx4EL/88gtOnz4NT09PbNu2Dc8//zxfhn7jTk5O/LGsrCy0aNEC77zzjtbrenp6YvTo0bh+/bqaeVznzp3VzH1qu86GDRuwa9cuHD58GAqFAm+++SYmTZqkd7AkSkxMDK5cuYLVq1fj+PHjfLAh1aCK3bt31whakZSUhClTpqB///4a1/T29saZM2f4tnFzc8MXX3yB0aNHqwX46N69Oy5duoS1a9fiwoULmDZtGqZNmwahUFinMtYMIQQCgUBnlN/qY2ZwcDCSkpKwZs0anDt3Dk5OTli8eLGa+Z6Hhwd27dqFFStW4M6dO5gyZQomT56sNkbpO67WRElJCb766iudmQHi4+N5s00XFxdcvnwZ69atw9WrVyEUCjFr1ixMnDhRbY44cOAAli9fjpMnT2LAgAH4448/dAYPArjAOPHx8TWWAQAnJydcuHAB69atw/Xr12FjY8NHA1et/5gxY/gxrrS0FCNHjgQAtXcEcOZ42swaPTw8EB8frxawR5/rDB48GFFRUUhISMCZM2fQrFkz3Lx5s1az+up0794dt2/fxsaNG3HixAn4+Phg9+7dauNiSEgI4uPj4ezsDIALbjZmzBg101uACyzXvXt3rfdp1aoViouL1Y6tXbsWf/31F/7991/I5XJMmzYNkydPVhuTHBwccPLkSaxYsQLnzp1DaGgorly5UufntHTGjBkDHx8fbN26Fba2tvjtt980AoU1b94c8fHx/N8HDhxAQkICTp8+DZFIhC+//BLjxo1TG+tCQkIwbNgwnDhxQu1aQ4YM4U229Smjiy5dumDx4sX49ddfIZVK8f3332PkyJFqAaWqz3v6zEX6znuqtG7dmneBAoAXXniBN+1t27YtnnvuOQDcGHDhwgWsWLECZ8+eRVxcHH7++Wc1l4SoqCjEx8fz73L37t3YunUrTpw4AUIIBg4ciISEBA0z+QcPHqBr166YNm2azndWW5ldu3Zhy5YtOH78OGxtbfmAqqrj3u3bt/nnjI+Px/HjxwFwbUnXbYMHD8bp06exadMmXLlyBR9//DGmTp2qdq8+ffrw/bpRo0Y4evQo1q9fj5MnT8LT0xPff/8973ZD2bx5M7Zt24aTJ08iOTkZzz//PBISEtTkEX3urVrmzJkzCA8PR+PGjWFjY8M/W8eOHfl3/N5776FFixbYuXMnZDIZVq9ejZdeekntmsOHD1cLZjl27FhEREQgISEBjx49wqhRo/Daa6/pzLDi5OSE+Ph4rW4veXl5+OKLL7QG3+vRowf+/PNPbNq0CadPn0ZoaCguX76sFrSXEMI/V6tWrQBw43tAQAAfzNbW1haHDh3CypUrceHCBXh7e+Py5ctq62g/Pz/Ex8erfXvbtm3Dhg0bcPLkSbi6uvIRyCmLFy/GgQMH8Pfff6O8vByvvPIKJk+erBaEWJ9761OmvtgQUoc8MgwGg8FgMBgMBoPBYDB4zJc8msFgMBgMBoPBYDAYDCuHCdUMBoPBYDAYDAaDwWDUEyZUMxgMBoPBYDAYDAaDUU+YUM1gMBgMBoPBYDAYDEY9YUI1g8FgMBgMBoPBYDAY9YQJ1QwGg8FgMBgMBoPBYNQTJlQzGAwGg8FgMBgMBoNRT5hQzWAwGAwGg8FgMBgMRj1hQjWDwWAwGAwGg8FgMBj1hAnVDAaDwWAwGAwGg8Fg1BMmVDMYDAaDwWAwGAwGg1FPmFDNYDAYDAaDwWAwGAxGPfl/LY93ZXca0wcAAAAASUVORK5CYII=", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11404,13 +1302,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:32.909864Z", - "iopub.status.busy": "2026-09-08T14:35:32.909747Z", - "iopub.status.idle": "2026-09-08T14:35:32.911871Z", - "shell.execute_reply": "2026-09-08T14:35:32.911515Z" + "iopub.execute_input": "2026-09-08T14:47:34.602858Z", + "iopub.status.busy": "2026-09-08T14:47:34.602745Z", + "iopub.status.idle": "2026-09-08T14:47:34.604627Z", + "shell.execute_reply": "2026-09-08T14:47:34.604227Z" } }, "outputs": [], @@ -11420,13 +1318,13 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:32.912854Z", - "iopub.status.busy": "2026-09-08T14:35:32.912752Z", - "iopub.status.idle": "2026-09-08T14:35:32.916009Z", - "shell.execute_reply": "2026-09-08T14:35:32.915667Z" + "iopub.execute_input": "2026-09-08T14:47:34.605635Z", + "iopub.status.busy": "2026-09-08T14:47:34.605536Z", + "iopub.status.idle": "2026-09-08T14:47:34.607817Z", + "shell.execute_reply": "2026-09-08T14:47:34.607491Z" } }, "outputs": [], @@ -11436,36 +1334,21 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:32.917092Z", - "iopub.status.busy": "2026-09-08T14:35:32.916989Z", - "iopub.status.idle": "2026-09-08T14:35:33.804063Z", - "shell.execute_reply": "2026-09-08T14:35:33.803577Z" + "iopub.execute_input": "2026-09-08T14:47:34.608847Z", + "iopub.status.busy": "2026-09-08T14:47:34.608744Z", + "iopub.status.idle": "2026-09-08T14:47:35.597460Z", + "shell.execute_reply": "2026-09-08T14:47:35.596906Z" } }, "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b52fe57966b44663b74cc5c636245b49", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11473,24 +1356,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ffda6e4cedef4fd295dce72b5b12b959", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11498,24 +1366,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "84482b57d7cd496092335c061656b33b", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11523,24 +1376,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "45826a7e58384bd8b9204a65f13bea67", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11548,24 +1386,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "afb40d11d62e4ba18c8712b5151f7f08", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11573,24 +1396,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "46f5ece0965d4a468e998fc3f1cd7784", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11598,24 +1406,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3f20f7adf5f946c091f0082d5de8cb8d", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11623,24 +1416,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "41547291c148494ea10e833b562a4479", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11648,24 +1426,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "570cb4076c34432ba5ceec697b8ebbc7", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11673,24 +1436,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3b47e0d0b00b4ab0aea663fb5dc895a8", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11698,24 +1446,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "819134ef58234098bca16d386f5abf9f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11723,24 +1456,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8b2d5dbaff524fc290aaeb7ce18c5b2a", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11748,24 +1466,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a38392f2550145e38df6b77d5764340a", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11773,24 +1476,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "131a4dae4a0e403a88ed4212015f4621", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11798,24 +1486,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fd16d775125f458fb251ad134031677b", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -11884,13 +1557,13 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:33.805838Z", - "iopub.status.busy": "2026-09-08T14:35:33.805720Z", - "iopub.status.idle": "2026-09-08T14:35:35.426798Z", - "shell.execute_reply": "2026-09-08T14:35:35.426161Z" + "iopub.execute_input": "2026-09-08T14:47:35.598889Z", + "iopub.status.busy": "2026-09-08T14:47:35.598772Z", + "iopub.status.idle": "2026-09-08T14:47:36.457258Z", + "shell.execute_reply": "2026-09-08T14:47:36.456598Z" } }, "outputs": [ @@ -11899,7 +1572,7 @@ "output_type": "stream", "text": [ "# Nota: C-Order, 1 refers to the Y axis, 2 to the X axis\r\n", - "# Calibration done on Tue Sep 8 16:35:34 2026\r\n", + "# Calibration done on Tue Sep 8 16:47:36 2026\r\n", "poni_version: 3\r\n", "Detector: NexusDetector\r\n", "Detector_config: {\"filename\": \"/home/esrf/wright/claude_test/EigerPowderSpatial/newspatial_pyFAI.h5\", \"orientation\": 3}\r\n", @@ -11993,13 +1666,13 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:35.428992Z", - "iopub.status.busy": "2026-09-08T14:35:35.428549Z", - "iopub.status.idle": "2026-09-08T14:35:36.310393Z", - "shell.execute_reply": "2026-09-08T14:35:36.309917Z" + "iopub.execute_input": "2026-09-08T14:47:36.459710Z", + "iopub.status.busy": "2026-09-08T14:47:36.459258Z", + "iopub.status.idle": "2026-09-08T14:47:37.320949Z", + "shell.execute_reply": "2026-09-08T14:47:37.320335Z" } }, "outputs": [], @@ -12014,13 +1687,13 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:36.312246Z", - "iopub.status.busy": "2026-09-08T14:35:36.312129Z", - "iopub.status.idle": "2026-09-08T14:35:36.689832Z", - "shell.execute_reply": "2026-09-08T14:35:36.689355Z" + "iopub.execute_input": "2026-09-08T14:47:37.322605Z", + "iopub.status.busy": "2026-09-08T14:47:37.322487Z", + "iopub.status.idle": "2026-09-08T14:47:37.741548Z", + "shell.execute_reply": "2026-09-08T14:47:37.741095Z" } }, "outputs": [ @@ -12041,24 +1714,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "743375520d9c433c8480c0b73c02cdc1", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -12103,13 +1761,13 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:36.694741Z", - "iopub.status.busy": "2026-09-08T14:35:36.694619Z", - "iopub.status.idle": "2026-09-08T14:35:36.704219Z", - "shell.execute_reply": "2026-09-08T14:35:36.703728Z" + "iopub.execute_input": "2026-09-08T14:47:37.743387Z", + "iopub.status.busy": "2026-09-08T14:47:37.743271Z", + "iopub.status.idle": "2026-09-08T14:47:37.751474Z", + "shell.execute_reply": "2026-09-08T14:47:37.751035Z" } }, "outputs": [ @@ -12190,13 +1848,13 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:36.705707Z", - "iopub.status.busy": "2026-09-08T14:35:36.705599Z", - "iopub.status.idle": "2026-09-08T14:35:39.874863Z", - "shell.execute_reply": "2026-09-08T14:35:39.874334Z" + "iopub.execute_input": "2026-09-08T14:47:37.752706Z", + "iopub.status.busy": "2026-09-08T14:47:37.752598Z", + "iopub.status.idle": "2026-09-08T14:47:40.899111Z", + "shell.execute_reply": "2026-09-08T14:47:40.898536Z" } }, "outputs": [ @@ -12270,54 +1928,31 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:39.876765Z", - "iopub.status.busy": "2026-09-08T14:35:39.876648Z", - "iopub.status.idle": "2026-09-08T14:35:40.115139Z", - "shell.execute_reply": "2026-09-08T14:35:40.114699Z" + "iopub.execute_input": "2026-09-08T14:47:40.900610Z", + "iopub.status.busy": "2026-09-08T14:47:40.900493Z", + "iopub.status.idle": "2026-09-08T14:47:41.282626Z", + "shell.execute_reply": "2026-09-08T14:47:41.282163Z" } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_371844/3266636131.py:35: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n", - " pl.figure(figsize=(9, 4))\n" - ] - }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Azimuthally-summed profile near 9.522 deg')" ] }, - "execution_count": 43, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "105eadd90dde49f39a7d3a6bd67dee71", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -12325,24 +1960,9 @@ }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9225ab65b9354ed78340153be3817611", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "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", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -12407,13 +2027,13 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:40.116650Z", - "iopub.status.busy": "2026-09-08T14:35:40.116537Z", - "iopub.status.idle": "2026-09-08T14:35:40.125896Z", - "shell.execute_reply": "2026-09-08T14:35:40.125499Z" + "iopub.execute_input": "2026-09-08T14:47:41.284204Z", + "iopub.status.busy": "2026-09-08T14:47:41.284086Z", + "iopub.status.idle": "2026-09-08T14:47:41.292119Z", + "shell.execute_reply": "2026-09-08T14:47:41.291696Z" } }, "outputs": [ @@ -12494,36 +2114,21 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:40.127770Z", - "iopub.status.busy": "2026-09-08T14:35:40.127667Z", - "iopub.status.idle": "2026-09-08T14:35:40.709320Z", - "shell.execute_reply": "2026-09-08T14:35:40.708823Z" + "iopub.execute_input": "2026-09-08T14:47:41.293288Z", + "iopub.status.busy": "2026-09-08T14:47:41.293180Z", + "iopub.status.idle": "2026-09-08T14:47:42.131194Z", + "shell.execute_reply": "2026-09-08T14:47:42.130668Z" } }, "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e7f3f2d84cb74574b78846d53c38a791", - "version_major": 2, - "version_minor": 0 - }, - "image/png": "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", - "text/html": [ - "\n", - "
\n", - "
\n", - " Figure\n", - "
\n", - " \n", - "
\n", - " " - ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAABkIAAASdCAYAAAAcxkBCAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvctoD+AAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4VFX+x/HPpCeQBBIktIAIiAoidhQEewEUVFxdce0rdtRFLGDByqq/VWygq2vbtcKqq2IvgCgKigIKCtIJNUAK6cn9/RHu5d47dyYzk0l/v57HZ5fJnZkzt5xz7/me8z0+wzAMAQAAAAAAAAAANEMxDV0AAAAAAAAAAACAukIgBAAAAAAAAAAANFsEQgAAAAAAAAAAQLNFIAQAAAAAAAAAADRbBEIAAAAAAAAAAECzRSAEAAAAAAAAAAA0WwRCAAAAAAAAAABAs0UgBAAAAAAAAAAANFsEQgAAAAAAAAAAQLNFIAQAAAR12GGH6dRTT23oYrRII0eO1H777dfQxah3PXv21HnnndfQxQioXbt2uvzyy+vtMxr7/mgsFixYIJ/Pp3feeafGbTdt2iSfz6fHHnuszssVSDjlbSifffaZfD6fPvvssxq3bQq/J1TN6bc0N83l2DSX3wEAQFNCIAQA0OxNnDhRPp/P87/admY2Jrt27dLrr7+uM888U8nJyfL5fFq/fn1DF0t9+/bV8OHDG7oYYYlGmb/55htdeuml6tWrl1JSUtS7d2+NHTtWW7ZsiVIpUZe6dOmiCy64oKGL0eywXwEAAAA0hLiGLgAAAPVl6dKlzXp0/aOPPqpffvlFF154obKysvTMM89E5XMXLFgQlc9pSbZt26aBAwdq6NChevXVV9WnTx8tXLhQl112mf773/9q4cKFateuXUMXs9FasWJFQxehUWF/hOawww6TYRgNXYwWi/0PhI7rBQCA+seMEAAAmomJEyfqtdde05lnnqmkpKSGLk6L5vP5dP/99+uDDz7Q4YcfrpSUFA0cOFDPP/+81q9fr2nTpjV0EQEAAAAAaDEIhAAAoOoc/KNGjdKiRYt0/PHHq1WrVrr22mslScOHD7dSacXGxqp9+/Y655xztHz5cs/P+Omnn3TMMccoJSVFffv21eeffy5J+vHHHzV48GClpKSoe/fueuONNzzL8u6772rw4MFKTU1VSkqKBg0aZH1GtEybNk0+n0+vv/56jdt6rRFi/talS5fq+OOPV0pKirp06aIHHnjAsV3r1q31yy+/6IMPPrD2Yc+ePR3bhPJ7Kysrdeeddyo7O1spKSkaPHiwfv75Z881NGp7LKNR5szMTN1+++1++9L8nFWrVvn9vkmTJvn9vlCZv3nhwoUaNGiQkpOT1a1bN91///2qqqry2z6UfR5sP3oZNGiQY9927NhRo0eP1tq1a61tbr311oBp6uznmNeaGOaaGt9++62OPPJIpaSk6OCDD9a3334rSZo7d64GDBig5ORk7bvvvnr//fcd7y8pKZHP59Pdd9/tWfZBgwZJkioqKuTz+bRhwwb95z//scp32GGH+b3Pvb8ff/zxgPsnkG+++UZHHHGEkpOTtc8+++jRRx/12ybY/qhNGd544w0NGjRIqampysjI0PDhw/Xjjz86tnn99dd11FFHqVWrVmrVqpWOP/54zZ07N+yyhLJfzc/57rvvrM+ZOHGiJGnDhg265JJL1KFDByUmJqpHjx6aOHGiSktLrfcHyrm/YsUKnX766WrdurX22msv3XDDDSorK/PbH+Xl5brrrru07777KiUlRd26ddMFF1ygP/74I+R9aldYWKjbbrtN++67r5KSkrTPPvvopptu0s6dO2t83y233KIePXooMTFRWVlZ+utf/6rc3Fxrm/Xr1zuun8TERO2///66//77VVFRYW1nX+Nj6tSp6t69u5KSknTUUUeFPdvvkUceUXZ2tpKTkzVo0CDNmzfP8Xev/R/O99dm/4dyftRmX6xdu1ZxcXHW+Wi3ceNGxcfHa/z48TWWsz7KHcr548X+PTUd67o6/yIte21/T6jfbf/Mxx9/XPvss49iY2O1ZMmSGsvg3r6214sk/f777xo2bJhatWpl1W1r165t8PWPAABorAiEAACw29atW3XrrbfqH//4h/744w8de+yxkqT3339fhmHIMAwVFRXpk08+UW5urk477TQVFhb6fcY999yjZ599VuvXr9eAAQN0xhln6Ntvv9Udd9yhqVOnasOGDTrllFM0evRorVy50vH+KVOm6Mwzz9QJJ5ygZcuWae3atTrppJN0yimn6OOPP66vXRGSbdu2acKECXrssce0ceNGXX/99ZowYYKmT59ubVNYWKg+ffpo2LBh1j60p/kJ9fdec801evjhh3XvvfcqJydHTz75pG6//XZt27bNs2y1OZbRKrMXs3O+d+/ejtevv/56Pfjgg5o0aZJycnL0xBNPaPz48QF/n5ctW7ZowoQJevrpp5WTk6MJEybonnvu0c033+zYLpzyB9qPXr7++mtrf+3atUv/+9//9Mcff2j48OFWp/PkyZOtbcz/pkyZIql6XZaarF27Vo8++qj+85//aM2aNdp33301dOhQffvtt3r44Yf18ssva926dTr88MN1zjnnaPPmzSHvP1NcXJwMw1Dnzp01evRoq5zuTqj169frgQce0D//+U9t3LhRF154ocaOHRvSotKmNWvW6MEHH9RLL72kDRs26Prrr9fNN9+se++9N6T316YMd9xxh0aPHq0TTzxRixcv1sqVK3XNNddYx0OSJk2apL/85S8688wztWLFCq1cuVKHHHKIjj/+eH3zzTdhlSXU/bpmzRrdd999evbZZ7VixQoddthh2rZtm4466ijNmzdP77zzjrZu3aqHHnpITz75pEaMGBE0vczWrVt1zDHHKCcnR19//bWWL1+ugw46SLfccovftnfeeacef/xxPfXUU9q2bZvmzZunYcOGRdShuGvXLh1zzDF65ZVX9NBDD2njxo368ssv1bVrV7366qsB31dUVKQhQ4bozTfftMrx6aef6qefftKxxx6r4uJiSdVrrdivo40bN+rOO+/U5MmTdd999/l97r/+9S9t375d3333nX799VcZhqERI0Y4OtyDefrpp1VcXKwff/xRS5YsUdu2bXX88cdr0aJFIb0/lO+PdP+He35Esi+6du2q4cOH67nnnlN5ebnjb88++6wqKip06aWXhrQv6rLcoZ4/wYRyrOvi/ItG2SP9PeF+99SpU7Vjxw59++23+uSTT5SYmBi0DOFuH8r+2rx5swYPHqwtW7bom2++0YoVK3TIIYfo1ltvjWAvAQDQQhgAADRzEyZMMCR5/rd161bDMAyjR48eRlxcnLF69eqQPnPFihWGJOOdd96xXuvRo4eRlJRkbNy40XotNzfXiIuLMzIzM40NGzZYr+/cudOIj4837rjjDuu1zZs3G0lJScZll13m932nnnqqcdBBB4X8m8eOHWtIMtatWxfyewI59NBDjVNOOcXxmvlbc3JyHK/vv//+xkknneR4rU+fPsawYcP8PjfU37ty5UrD5/MZt912m2Ob1atXG3FxcUbv3r39ylbbY1nbMnvZsGGD0b59eyMzM9PIzc21Xl+1apURExNj3HLLLX7lio2N9ft9Xnr06GHEx8cba9eudbx+ww03GLGxsdZ5EE75w92PXhYsWGBIMr766ivPv7/zzjtGTEyMcfLJJxvl5eWO7z733HMd22ZmZhrp6enGzp07rdfWrl1rSDI6duxobN++3Xp9w4YNhiTj//7v/6zXiouLDUnGXXfd5VeOgQMHGgMHDnS81rlzZ2P06NGe5c7MzDTS0tKMHTt2WK9VVlYaXbp0Mc455xzP93h9RqtWrYxt27Y5Xr/44ouNpKQkx+8JtD8iLcPvv/9uxMTEGNdff33Abf744w8jNjbW+Nvf/ub3t6OOOsoYMmRIRGWpab8mJydb9bLp9ttvN3w+n/HTTz85Xp86daohyXjvvfcMwzCM+fPnG5KMt99+29rmtttuM2JjY40VK1Y43nvrrbcakoxHH33Uem3AgAHGaaed5lm2cN13332GJGPu3LkBt/Eq79///ndDkjF//nzHtubxmDp1atDvHTdunNGhQwfr359++qkhyfjTn/7k2G7WrFmGJGPGjBlBP898/4gRIxyvFxYWGpmZmcYZZ5wR9PeE8/2R7v9Qz49wyuL1Wz7++GNDkvH6669br1VUVBidO3f2qz8aqty1OX/COdaB1Ob8C7XsXsemtr8n1O82P/P0008PviNcZfDavrbXyy233GLExsYaK1eudGw7ceJEv7oNAABUY0YIAKDFWLp0qd9odPuC1QcddJC6devm976VK1fqwgsvVJcuXRQfH+9IleRexPjggw9Whw4drH9nZGSoffv22meffdSpUyfr9fT0dHXs2NExI+TTTz9VSUmJzjnnHL8ynHjiifr555+Vl5cX+Q6IsoMPPlgdO3Z0vNa3b1+/WS6BhPp7v/rqKxmGodNPP92xTbdu3dSvXz/Pz47GsaxNmd0KCgo0cuRIbd++XS+//LIyMjKsv3355ZeqqqrSGWec4XhPjx49dOCBB9ZYJlP//v2VnZ3teG3kyJGqrKzUrFmzIiq/ez9ecMEFjnQo9lkcS5cu1XnnnadOnTopLi7OkfbIa98uWLBA559/vvr06aO33npLcXFxNf7Go48+Wunp6da/zVRiffv2Vdu2ba3XO3XqpLS0tJDPxUgMHDhQbdq0sf4dExOj/fff3/GdwfaX+XsyMzMdr40cOVIlJSV+My4iLYOXjz76SFVVVTr//PMDbvPhhx+qsrLS81w54YQTNHfuXEcKnEjL4nb00Uc76mVJ+vzzz9WjRw8ddNBBjtdHjRpl/T2Qzz//XAcccIB69OjheH3kyJF+2x500EH67LPPNGnSJGsUdqRmzpypvffeW0cffXRY73vvvfe09957+6Vi22effdS9e3frWpaq05Ydc8wxSk9PV0xMjHw+nx555BFt2rRJu3btcrx/2LBhjn+b52Kox8ddP7Vq1UonnXSSvvjii5DeH8r3R7r/wz0/It0XJ510knr16qWnn37aeu3dd9/Vhg0bdNlll4VU1roudzjnTyChHuton3/RKHukvyfc73Z/ZrhlqEko++vLL79Unz591L1791p9FwAALQmBEAAAduvcubPfa/n5+Ro0aJCWLl2qGTNmaMeOHTIMQ5s2bZIkvxQZ7sCAJKWmpgZ83Z4r3vzMYcOGKS4uTrGxsYqJiVFMTIzGjRsnSRHlya4rXr8pLS2txvz3plB/r/mb27dv7/cZXq9J0TmWtSmzXXFxsU4//XT9+OOPevnllzV06FDH383ts7Ky/L7P67VAgr3fTLEVbvm99qOXLVu2aODAgdq4caPee+895eXlyTAMLVu2TJL/vl2zZo1OP/10paen64MPPlBaWlpI31Ob6yuYSDq8a3v+S6Eds7oow5YtWyQFP77muTJw4EC/c+W+++5TRUWF8vPza10WN68y5ebmOgLMpnbt2ikuLi7ovsrNzQ352nr44Yd1zTXXaOrUqerTp4+ysrJ08cUXR7RGyJYtW0K+fuw2bdqk1atXKy4uzrHffT6fVqxYYV2f//73v/XnP/9Zxx13nBYtWqTS0lIZhmGtgVNT22Rec6Een0D7sLCwMKT0WqF8f6T7P9zzI9J94fP5dNVVV2n27Nn65ZdfJFWnPEpNTdWf/vSnoO+tr3KHev4EE8qxrovzLxplj/T3hPvd4V7b4W4fyv7Kzc0N674IAAAQCAEAwBIfH+/32meffaaNGzfq//7v/3TkkUeqdevWkvwXuzb5fL6wXrczR0HPmjVLFRUVqqysVFVVlaqqqqwZLPvss0+oP6fOhfKbggn195oj5s3OWzuv16ToHMvalNlUWlqqESNGaM6cOXrxxRf15z//2e8zzd/ntZ5FOGtcBHu/+R3hlt+9H//97387ZlSZC8S+//772rFjh5544gkdeuihatWqlSTvfZuXl6ehQ4eqoKBAH3zwgd8slmBqc30lJiYqKSlJBQUFfn/bsGFDyGUI5zsD7S9TKMestmXwstdee0kK/rvNc+Xnn38OeK7YZzbVtj4weV27GRkZnvsqNzdXFRUVfjNI7DIzM0O+tlJTU/Xoo49q48aNWrZsme666y598sknOuaYY8Jen2CvvfaK6Lxq166d+vbtq4qKCsd+N/f5J598Ikl6+eWXtf/+++uee+5Rt27drP0WbtsUqkD7sHXr1jWudxDq90e6/8M9P2qzLy655BKlpKRo6tSpWr58uT7//HOde+65Vp0Xjrood6jnTzChHOu6OP+iUfZIf0+43+1VTwUT7vah7K/MzMyw7osAAACBEAAAQuLu6Hn55Zej/h0nn3yyEhMT9cYbb0T9sxtSq1atPEcMh/p7jz32WPl8Pn3wwQeO19euXRvyQr12oRzL2pZZqh4RO2rUKH3++ed68cUXdcEFF3huZ/6+9957z/H6qlWrtHjx4hq/x/TTTz9p/fr1jtfeffddxcbGasiQIWGXPxI17dvy8nKdddZZ+u233/TGG2/o4IMPrpNyePH5fOrevbtfMGLx4sVau3at3/aBzoFo+uabb7R9+3bHa++++66SkpLCTqkUjtNOO00xMTFBF+0eOnSoYmJion6uRLJfTzjhBK1YscLv2M2YMcP6eyDHH3+8fv31V7+0R++++27A9/h8PvXu3VvXXHONbr/9dm3cuFHLly8Pq8zDhw/X6tWrQ0pxZnf66afr119/9futXtzXW35+ftDfVRvu+qmoqEifffaZjj/++Kh/V7j7vzbnR7jatGmjP//5z3rllVf00EMPyTCMiNJimeWKdrnDOX8CCfVYR/v8i0bZvYTye+rqu+vScccdp19++UWrV692vP7+++83TIEAAGgCCIQAABDEMcccozZt2mjixIlau3attm7dqocfftiv8zIaOnbsqL///e966qmnNGHCBK1cuVLFxcX67bffNG3atKD5/MM1bdo0+Xw+vf7661H7zED69u2rn3/+2W+kaKi/t3v37rriiiv0j3/8Qy+//LLy8vK0ZMkSXXPNNTryyCNDLkc4x7K2Za6srNT555+vmTNn6oUXXtBf/vKXgOXq3r27xowZo8cee0wvvvii8vLytGjRIl199dUaMGBAyL9vwIABGjNmjBYvXqydO3fqueee09NPP61rr73WmnVRV+fYCSecoJSUFN1yyy3auHGjNm3apLvvvtuxhoQk3Xzzzfriiy/0+OOP++VArw9//etf9dlnn+mVV15RYWGh5s2bpzvvvFP9+/f327Zv375asGCBX3ApmgYMGKBLLrlEv/32m3bs2KHHH39cL7/8sm655RbHbIto69Wrl2677TY99dRTmjRpktasWaOdO3fqww8/1EUXXWRtc9ddd2ny5Mm67777tHr1ahUXF2vp0qWaMmWKLr/88oi+O5L9euONN6pTp04699xz9f333ys/P19vv/22br31Vp144olBz6UbbrhB7dq107nnnmutgfPiiy/6dR5K1SnjXnzxRa1cuVJlZWX67bff9Oabb6pz587q1auXtV3//v0d66F4GTt2rA466CD96U9/0jvvvKOdO3dq7dq1mjJlimONCa/3HXLIIRoxYoTeeecd5ebmaufOnZo3b56uuuoq/ec//5FUvQ7ATz/9pGnTpqmwsFBLlizRmWeeqWOPPTZouWrj/vvv17Zt27Ry5Uqdf/75Kiws1KRJk6L2+aHuf7fanB+RuOaaa5Sfn6/nnntOBxxwgGc9Hco5UhflDvX8qUlNx7ouzr9olT2S31OX311XbrzxRmVmZurcc8/V4sWLlZeXp3//+98RpfIDAKClIBACAEAQe+21l2bOnKmioiIdcMAB6tevn7Zs2aLHH3+8Tr5v7NixmjlzphYsWKDDDjtMGRkZGjlypH755Rfdc889Qd/7/vvvW4syT5kyRVL1YtI+n0/77bdfnZQ3FHfffbf69eunfv36ORYnl0L/vU8++aTGjRun2267TR06dNBVV12l++67T6mpqSGlZZHCO5a1LfPy5cs1ffp0VVVV6aKLLnIsmO3z+TR8+HDH9z355JMaP368Jk6caP2+Bx54IGjKH7f27dvrnnvu0ZgxY9SxY0dNmjRJEyZM0D/+8Q/HdrU5xwLp1q2b3nvvPeXk5KhHjx46/PDDVVVVpQcffNCxnTna9pprrvHbJ6eeempE3x2O6667TjfeeKP+9re/KSsrS/fcc48ef/xxpaSk+G07efJkZWdnq3fv3o6F36Np77331rhx4zR69Gh17NhRjz76qP7+979befbr0n333aeXXnpJH374oQ444AD17NlTTz/9tG644QZrmzvvvFNvvvmmvvjiC/Xv31+ZmZk655xztG7dOt15550RfW8k+3WvvfbSvHnzdNhhh+n0009Xu3btdNNNN+nKK6/Ue++9FzSNTFZWlmbPnq327dvr6KOPVo8ePfTDDz9o8uTJnmWbO3euTj75ZKWlpVmLY8+ePVvJycnWdoWFherUqVPQMrdq1Upz5szR+eefb51vxx13nNauXeuZIs/+vtmzZ+vCCy/UxIkT1aVLF/Xs2VPjxo3TwQcfrLPPPluSdPXVV+vee+/V5MmTtddee+miiy7SzTffHFZwOBzXXHON4uLi1L9/fx1wwAHaunWrPvvsM88gYqRC3f9utTk/InHwwQfrqKOOkqSAs0FCOUfqotyhnj/BhHKs6+L8i0bZI/09dfXddcms29q1a6cBAwaoR48eWrBgge666y5J/jN2AACA5DMiWR0SAACgETjwwAPVqVMnffzxxw1dlAbVs2dP9e/fX9OnT2/oogDN2oYNG9SlSxe9+uqrQQMaaN5OPfVUffHFF9qwYYO15o6pqZ4jn332mU466SR9+umnOvHEExu6OLXW3H5PqObOnatBgwbpv//9r84888yGLg4AAI0KM0IAAECTtGzZMv3666/W+hcAUNc+//xz9evXT+edd15DFwUNZNu2bfr88881cuRIvyCIxDmChjVjxgzFxcVp4MCBDV0UAAAaHQIhAACg0Xvvvff04IMPasWKFSosLNTs2bM1atQodejQQWPGjGno4gFoIS688EL9/PPPUU+3hKahtLRUd999t6qqqnTrrbd6bsM5gvpy44036v3339f27duVk5OjRx99VE899ZSuueYatW/fvqGLBwBAo0MgBAAANHonnHCCioqKdMYZZ6hdu3YaNWqU+vXrp7lz5yozM7OhiwcAaOYmT56spKQkvfPOO5o2bZoOOeSQhi4SWriLL75Yzz33nPr27avu3bvrn//8p+677z6/tcEAAEA11ggBAAAAAAAAAADNFjNCAAAAAAAAAABAs0UgBAAAAAAAAAAANFsEQgAAAAAAAAAAQLNFIAQAAAAAAAAAADRbBEIAAAAAAAAAAECzRSAEqCOFhYW64IIL1KpVK/Xo0UNvv/12QxcJAFDPnn32WXXp0kVpaWm67rrrVFFR0dBFAgDUoyVLluiII45QcnKyjjnmGP3xxx8NXSQAQD0qKSnRZZddptatW2vvvffWq6++2tBFAlosAiFAHRk7dqxyc3O1bt06PfXUU/rLX/6iX3/9taGLBQCoJ19++aVuvfVWvfPOO1q2bJm+/vpr3XfffQ1dLABAPSkpKdHw4cN19tlna9u2bTrqqKM0YsQIVVZWNnTRAAD15JZbbtEff/yh1atX68UXX9QVV1yhBQsWNHSxgBaJQAgQgaqqKv373//WEUccoVatWqlXr176+9//LsMwJElbt27VSy+9pMmTJysjI0OnnnqqRowYoSlTptTqe3Nzc9WxY0clJSUF3e6www6Tz+eTz+fToEGDwv77woULddxxxyk1NVUdO3bUnXfeaf02Sfrkk0/UtWtXde7cmZkuAFqsRYsW6ZxzzlFmZqaysrL05z//WRs2bLD+/sgjj+iyyy7TYYcdpk6dOumBBx7QY489pvLy8lp97yWXXCKfz6fp06cH3MZez9v/mzVrllU299+uvfbakN+fm5urE044QWlpabriiiscbQQAtBQ7d+7UxIkT1bNnT6WmpmrAgAH65JNPrL+/9dZbqqqq0vjx49WqVSvdf//92rRpk2bOnBnR9xUVFenGG29Up06d1LZtW1177bUqKiry3Narnvf5fLrqqqtCKrskvfTSSzrggAOUnJysPn366L333nP8/c4771SbNm10xBFHaOXKlRH9JgBoygzD0Jtvvqmjjz5arVu31j777KN77rlHVVVVkqSCggI988wzuv/++9WuXTsde+yxGj16tB599NGwv2v9+vWe9Xrbtm0Dvmfp0qU65ZRT1KZNG2VkZGjkyJFas2aN9fclS5bo5JNPVnp6urKysjR+/HhHsP67777TaaedpvT0dHXu3FnXXnutdu3aZf199uzZ2meffdShQwe99tprYf8moL4RCAEi8PPPP+vTTz/V008/ra1bt2ratGl68MEHNW3aNEnVjUFaWpoOOugg6z0DBw7Ul19+Wavvvfrqqx2fGciCBQtkGIYmTJgQ9t9zc3N1yimn6IgjjtCGDRv00Ucf6eWXX9YjjzxibTNu3Dh9/PHHmjNnjm6//XY6wAC0SA888ID+/Oc/a/ny5fr++++1ZcsW/elPf5JU/VD01Vdf6bjjjrO2HzhwoPLy8rRw4cKIv/O9997TH3/8oZSUlKDbmfW8+d8//vEPZWdnO4Lfp5xyimObJ598MuT3P/rooxo6dKhycnKUn5+vDz/8MOLfBABN1UsvvaRWrVrpo48+Uk5OjkaMGKEzzjhDK1askCR98cUXOvbYY+Xz+SRJ8fHxOuKIIyJ+Jjj77LO1cOFCffrpp9qwYYMOPPBAK0DtNm7cOEc9vm7dOsXGxur8888PqewffvihxowZo4ceekjbtm3TxIkTNWrUKC1atEhSdefZ7NmztXr1av3tb3/T3XffHdFvAoCmbPny5Xr77bf16KOPavPmzXrppZf0xBNP6P/+7/8kSd988418Pp8GDBhgvSfSvqEuXbo46nXDMDR48GCrXvdy9tlna6+99tLKlSv166+/qry8XBdeeKGk6iDNqaeeqt69e2vt2rX64osv9O677+qee+6x3v/kk09q/PjxysnJ0aeffqpZs2Zp3Lhx1t//9re/6e2339b8+fM1adKkWg/4AuoagRAgAgcffLBeeuklHXbYYUpJSdEJJ5yg0047TXPmzJEkrV69WnvvvbfjPd27d9eqVasi/s4333xTW7Zs0ZgxY2pT9BrNmjVLu3bt0gMPPGAFc8aOHevoIKuqqlJsbKxiYmIIggBosV5//XWdddZZysjIULdu3XTTTTdp3rx5qqio0JYtW1RUVORoC9LS0pSRkRFxW5Cbm6uxY8fq+eeftzrVQvXss8/q8ssvV2xsbETf7X5/ZWWlYmJi5PP5FBsba416A4CWZOzYsbrtttusWRW33Xab4uPj9f3330uK7jPB559/rlmzZumNN95Qnz59lJKSojFjxui0004L6f3//Oc/1bt3bx1zzDEhlf2tt97SsGHDNHz4cLVq1Up//vOfNWjQID3zzDOSaAcAQJL23XdfvfbaazryyCPVqlUrHXPMMRo5cqSjbyg7O9txD969e3dt3LhRpaWltfrupUuXavbs2QH7iMrLy7Vs2TL99a9/VUZGhjp06KBLLrlEP//8syTp22+/1aZNm/Twww8rPT1dffr00bhx4/T0009b/TyvvPKKjjvuOLVq1UoHHHCA/vSnP2n+/PnWd9jbAjM4AzRmBEKAKCgrK9O8efPUv39/SdXT1hcuXOiYrjh06FBVVFRYEfL99tvPc1qj+d/7779vff6mTZt0880367nnngu78ytcZsPl/p61a9dq+/btkqpHQR933HE6+uij9cADD9R5mQCgKZg1a5b69OmjuLg4K1VJnz59HHX79u3brb/dd999QduB8847z/H5V199ta6++mr16tUrrHJ9+eWXWrFihS6//HLH63PmzFFKSoo6duyo0aNHa/369SG//4YbbtB///tfdejQQcnJyRo6dGhYZQKA5ujHH3/Url27rBncRUVFuvfeex11+9NPP221AytWrAjaDtjvsb/88kv17dtXDzzwgFJTU9W5c2fdcMMNKi4urrFclZWVev7554MOqHKX3TAMz3t8c1bjQQcdpEMPPVTZ2dmaPHmyYwQxALRUlZWVmjt3rqNvaPny5Y56ffDgwdbfpMApac3/Xn/9dc/vmjZtmo466ij169fP8+/x8fE6/fTT9a9//Us7duywZqzYZ7BL/n0/27Zt07p16xyvVVVV6ffff9d///tfjRw50np98uTJGjZsmA499FDdeeedSkhICG+HAfWMQAhQS4Zh6LLLLlObNm103XXXSZJSUlI0cOBAx5TFL774QnFxcYqPj5ckLVu2zG9ao/2/4cOHW99xxRVX6MYbb1SPHj3q/PcMHjxYCQkJmjhxogoKCrRo0SJrNkh+fr4k6YwzztCGDRuUk5Ojs846q87LBACN3XvvvaennnpKTz/9tCRZqatWrVrlqNs7depk/W3ixIlB2wH7Q8+bb76p1atX68Ybbwy7bNOmTdPpp5+uTp06Wa+NGzdOu3btUmFhob766itt27ZNw4YNU0VFRUjvz8rK0pw5c1RQUKDnnntOMTHcUgJo2bZs2aLzzjtPN954o/r06SOpui148MEHHXX7TTfdZLUDPXv2DNoO2EfWbtu2TQsWLFBSUpI2bNigjz/+WO+//77uvPPOGsv2v//9T9u3b7fSoYRS9jPOOEPvv/++PvzwQxUVFenNN9/U7NmzrecBSXr44YeVn5+vBQsWaJ999ol43wFAc3HNNdfIMAwrfVRKSooOOuggR71uzrwz2wJ3Slr3f+7BUZJUXFysV155RVdeeWXQ8jzxxBNasGCBNSNk8+bNeuCBByRJAwYMUGZmpm655Rbl5eVp6dKl1tol9rp+3Lhxio2NVe/evdWxY0fddNNN1t9OPvlkrV27Vps3b9bo0aNrseeA+sFTK1ALlZWVuuSSS7R48WJ98sknSk5OllQ91dEdQV+3bp26d+8e9ne88sorys3N1fXXXx+VMtdkr7320vvvv68vvvhCHTp00KhRo6yFeTMzM+ulDADQlLz77rv6y1/+ounTp1traLRv314pKSmOtqCsrEybN28Ouy3Ytm2bbrzxRr3wwgthp7basmWL3nnnnYAPSTExMerdu7f+9a9/adGiRfrll1/Cej8AQMrJydFxxx2nE044wbGuXjSfCVJTU5WQkKD7779faWlp6tu3r6699lq9++67Nb532rRpOu+889SmTZuQy37mmWfq4Ycf1nXXXafMzEw9//zzOv/889WuXbuwyw4AzZ1hGLr66qs1a9Ysff7550pLS5NU3Q64Z12vW7dOHTt2VGJiYsTfZw6YMmd3eMnLy9NRRx2ls846Szt37tTWrVt12GGH6ZhjjlF5ebnS09P1/vvva8GCBercubOGDRtmBcztdf0jjzyiyspKaxbjsGHDIi430NAIhAARKi8v13nnnaelS5fqyy+/1F577WX97ZhjjlFOTo7jwWfWrFmORXNDTY313Xff6ZtvvlFsbKx8Pp/OPPNMlZaWyufzafr06XXy2wYOHKh58+Zp165d+v3331VcXKxDDz1UqampdfJ9ANBUvfbaa7r44ov13//+15Gn3efz6dhjj9XXX39tvTZ37ly1bt1aBx98sKTQU2OtWLFCOTk5jjRbu3bt0jnnnOOYmu7l+eefV5cuXXTSSScF3S5QisNQ3w8ALdXq1as1ePBgnXLKKZo6daqjPj3uuOMc7UBlZaW+/vpr65kgnNRYZpoVO8MwapyRt3LlSn366aeeabGClV2SrrvuOq1YsULFxcX66KOP9PPPPzueZwAA1XX7xRdfrLlz52rWrFmOWdRHHXWUCgsLtXTpUus1d99QJKmxpk2bposuukhJSUkBy7Vw4ULl5ORo/PjxSk9PV7t27TRu3DgtW7ZMK1eulCQdfvjh+vrrr1VYWKiVK1fKMAztt99+6tChg+OzYmJi1KNHD11//fWaPXs2i6Kj6TIAhK24uNgYOnSoMXjwYCM/P99zm0svvdQYMWKEsWPHDuPzzz83UlNTjV9++aXW3/32228biYmJjtf69OljTJgwwW/bCRMmGAMHDgz4WYH+/re//c1YvHixsWPHDuOll14yUlNTjY8//rjWZQeA5uSf//ynkZGRYcydO9fz759//rnRvn17Y+HChcamTZuMI4880rjrrrui8t2tWrUy3nrrLevfDz74oNGtWzfHNpWVlUb37t2NyZMn+73/oosuMmbPnm0UFhYav/32m3Hqqacaffv2NcrLy0N6PwDAMH777TejS5cuxsSJEz3/XlxcbHTr1s147LHHjKKiIuOOO+4w+vTpY1RUVIT9XQUFBUanTp2M8ePHG3l5ecbixYuNHj16WM8Aq1atMiQZ3377reN948ePN/r37x922Tdt2mSMGzfO2Lhxo7Fu3Trj2muvNTp37mxs27Yt7LIDQHNVVlZmjBo1yjjiiCOM7du3e25z/fXXGyeffLKRm5trzJ0710hPTzfmz58f8XcuXLjQkGQsXbrU729HHnmkMXbsWMMwDGPz5s1GSkqKceeddxp5eXlGbm6uce211xqZmZlGSUmJYRiGceuttxoLFy408vLyjNdff91IT0833n77bcMwDGPx4sXGTTfdZPz2229GSUmJ8csvvxgnnniiccwxx0RcdqChEQgBIvDpp58akvz+GzJkiLVNQUGBcf755xspKSlG9+7djRkzZkTlu0MJhFx22WV+ZevRo0fIf//666+Ngw8+2EhKSjIOP/xw48MPP4xK2QGgOcnKyvJsC9atW2dt88wzzxgdO3Y0UlNTjWuuucYRaKiNUAIhH374oZGQkGBs2bLF7/3z5s0zTjzxRKN169ZG586djb/85S/G2rVrQ34/AMAwxo4d69kOPPzww9Y2ixcvNg4//HAjMTHRGDhwoLF8+fKIv2/x4sXG4MGDjcTERKNLly7GrbfeapSWlhqG4R0IKS0tNfbaay9j2rRpEZV9ypQpRufOnY3U1FTjrLPOMlauXBlx2QGgOfr2228969JDDz3U2qaoqMi49NJLjVatWhldu3Y1/vOf/9TqO8eMGWMce+yxnn+zB0IMwzA+++wz46ijjjJSU1ON9PR047jjjjO+++476+/z5883jjjiCCMpKck4+OCDjXfeecf6W2VlpfHMM88Yffr0MZKSkoyuXbsaY8aMMTZv3lyr8gMNyWcYthXYAAAAAAAAAAAAmhHWCAEAAAAAAAAAAM0WgRAAAAAAAAAAANBsEQgBAAAAAAAAAADNFoEQAAAAAAAAAADQbBEIAQAAAAAAAAAAzRaBEAAAAAAAAAAA0GzFNXQB6ltVVZVycnKUmpoqn8/X0MUBAOxmGIYKCgrUqVMnxcTUXZyedgAAGifaAQAAbQEAtGx12Q60uEBITk6OsrOzG7oYAIAA1q1bpy5dutTZ59MOAEDjRjsAAKAtAICWrS7agRYXCElNTZVUvTPT0tIauDQAAFN+fr6ys7Oterqu0A4AQONEOwAAoC0AgJatLtuBFhcIMac8pqWl0dgBQCNU11PTaQcAoHGjHQAA0BYAQMtWF+0Ai6UDAAAAAAAAAIBmi0AIAAAAAAAAAABotgiEAAAAAAAAAACAZotACAAAAAAAAAAAaLYIhAAAAAAAAAAAgGaLQAgAAAAAAAAAAGi2CIQAAAAAAAAAAIBmi0AIAAAAAAAAAABotgiEAAAAAAAAAACAZotACAAAAAAAAAAAaLYIhAAAAAAAAAAAgGaryQVCNm/erMmTJ+viiy/WsmXLGro4AAAAAAAAAACgEWtSgZAnnnhChx56qFauXKmXXnpJmzZtaugiAQAAAAAAAACARqxJBUJOOeUUrVy5UnfeeWdDFwUAAAAAAAAAADQBTSoQsu+++yohIaGhiwEAAAAAAAAAaMaKyyr107qdKi6rbOiiIAriGroAda20tFSlpaXWv/Pz8xuwNACA+kY7AAAtG+0AAIC2AEC4issqNXTKbK3KLVL3zBTNHDtYyQmxDV0s1EKTmhESiQcffFDp6enWf9nZ2Q1dJABAPaIdAICWjXYAAEBbACBcv20u0KrcIknSqtwi/ba5oIFLhNpq9oGQ2267TXl5edZ/69ata+giAQDqEe0AALRstAMAANoCAOHqnZWq7pkpkqROaYnq2jalgUuE2mr2qbESExOVmJjY0MUAADQQ2gEAaNloBwAAtAUA7IrLKvXb5gL1zkoNmO4qOSFWM64aqGFPzFFOXonOnjqX9FhNXLMPhAAAAAAAAAAAEM7aH2t3FGljXomkPemx+me3qcfSIpqaVGqsr7/+WhdffLFuuukmSdLkyZN18cUX65133mnYggEAAAAAAAAAGrVw1v6wp8fqnpmi3lmp9VJG1I0mNSOkQ4cOOvbYYyVJQ4cOtV7fe++9G6ZAAAAAAAAAAIAmwQxumDNCggU3khNiNXPs4BrTaKFpaFKBkJ49e6pnz54NXQwAAAAAAAAAQBMTbnAjOSGWdFjNRJMKhAAAAAAAAAAAECmCGy1Tk1ojBAAAAAAAAAAAIBzMCAEAAAAAAACAFqS4rFKL1u+UJPXr0ob1L9DsEQgBAAAAAAAAgBaiuKxSpz42S2u2F0uSumWm6KOxgwmGoFkjNRYAAAAAAAAAtBC/bS6wgiCStCa3SL9tLmjAEgF1j0AIAAAAAAAAALQQvbNS1S0j2fp3t8wU9c5KbcAS1Z/iskr9tG6nissqG7ooqGekxgIAAAAAAACAFiI5IVYf3TCkxa0RUlxWqaFTZmtVbpG6Z6ZoJunAWhRmhAAAAAAAAABAC5KcEKsj98nUkftktphgwG+bC7Qqt0iStKqGdGDMHGl+mBECAAAAAAAAAGjWemelqntmijUjJFA6MGaONE8EQgAAAAAAAAAAzVpyQqxmjh2s3zYXqHdWasDghtfMkf7ZbeqxpKgLpMYCAAAAAAAAgAZCGqb6k5wQawU1Au1zc+aIpKAzR9C0MCMEAAAAAIAoKy6rrHHEKZomji2AaCINU/2raZ+HOnMETQszQlqQ7YVlenPBOm0vLGvoogCoB4woaXk45gAANA5mB8vIp+Zq6JTZtM3NCMcWQLSYz2+L1u90pGFatH5nwxasBQhl0XRz5ghBkOaDGSHNSLBRKdsLy3TEA5+pospQXIxP399+ojJaJ4T1GQCaDkaUtDwccwAAGg9yizdfHFsA0WB/fuuWkazsjGSt214sSRo/Y5E+4nmuToW6aLqJ/tLmgRkhzYTXqJTiskp9tzJX363M1YdLNqqiypAkVVQZ+mzZ5pA+A9FhRvm3F5ZZx6Qu9y+jwhHK6AY0LxxzAAAaD3KLN1/hHluezQB4sT+/rdlerCsH97D+tiaC5znqmtCY+0mSZo4drHeuGVjjIEL6S5sPZoQ0QpFEGd0dYIvW79T46T9rze5ocue2SYqL8VkzQk7cL6vGz2BkS3TYo/yxPqmyOh6lbpkpjgi/edy7tk3R2h1FEUeZGRUOyTm6oVNaorq2TWnoIqGOhTuiBQDQMjCCsWGQW7xaczz/wjm2PJsBTV9d1WP25zdzRki3zBStieB5jromNNsLyzTsiTnamFdi7adQ+j3pL20+CIQ0IsVlldUBjBmLrIov1MrL3QEmyQqCSNKGHSX654WHaEdRhU7cL8szLZZXx2lzvHGtb/YK0wyCSHsi/P2z26i4rFKnPjZLa7YXW8GSYMff67iYr5WWV1JBQ8kJsZpx1UANe2KOcvJKdPbUudwMNXN0uABAyxLsftB8zZ1246FRB6lfF3Jd15fkhFj1zkptsW1zNDvmGttzqZk3viZ0ngFNW10GGMznN7Mf8MJ/zVe3jGS9ccWAsNvq2tY1ja2OrQvFZZUa/vhsbcwvlRTefmKgafNBaqx6FGyamlm5nvvsPK1xzewIZWqbWYGaU7r6dWmjbhnJjm3u+2CZTu/XyTMIYn7GjKsGqkNaonLyS3XalFk65TGmfpnCnWZobt+1bYoVnIr17fl7B1vluWj9TitwZQZLAi2QFSgNmvna+Ok/q5ttqnbXtime5W5s0yYbW3maKvt+XLujSBvzSiSRKqmlYDG3ukH9xD4AGhv7vd+pj83Sdytztb2wzO8e0Z1249xn51nbN4XrOdp1TyifF83vDDWVhv07m1N96+6Ye29RTkS/q6FTkoR6TLy2I0Ua0LSFkn440r6i4rJK67ltja2tToyPDft5zl7XdMtIVml5ZVjlMevYEx75Uht2FDebdsjut80FytkdBJGkjulJIdfJZn9px/Qk5eSX6uypc5vd/mkpmBFST2qKItsrV1O3jGRrdkiH1ATdO/JAJcbHKDEu1jM67B6V8tENQ/TfH9drwjtLJDlnIAQq48wlG7Vpd8WwuaBMUpkkRq+EOwrAPd1uxlUDtXZHkbq2TdGSnJ0aP2OxNu0epT/jqoFasaXQ83O8FsjyeqDolpHieMh9+dLDlZacoK5tU3T21Ll+5Xb/HrN8DRX9ZxpncKGOzvA6rqRKanlawmie+tSQ9VNjOZbU0UD0hHJdh7KNV4Cj0+7BTFL1PeKMH9erq2vxVfv2dXE9R7PeinbdE8rnRfs7Qxmha//O7LZJKq+SNtlSdjTl+tY+gjYuxqfx0xdp6pcrgv4ur3OoIWdVFJdV6tQps7Umt0jZGcl6JMCsqmCzr5ixi2hrLPeIjVU090+g9MNmRpfSikrd8e4vIWd1sfcVdUpL1FtXDdT46T9bf+9Wi+f2yWf3s8pz7rPzQp4Jaq9jc/JLdcxDX6jKqO6T/OiGIc3mHHPP6nj/umPC+m1eA01bah9pU0YgpJ64b97mr85VYlz1BdevSxv1zkpVt4xka1ZAh7RETRzWR399ZYEkaVNBmf76yg/W52WlJui+kQcqLTk+4I3Yb5sLdFrfjnpuzkpHpR1oGr154+Yl1Mq4uTbI4dx8e023W76lQEfukylJSktO0CZb5Tn0iTnalFeiGElVrs/yCl7ZzxXzgSK7bZKy0hK1efd3jp++SDOvH6y1O4o8y+3+Pe4cicEeTOavztW67cU6rW/HgLOLwhXu/m2O51gg4TyQu/fjZ8s2N3iQC/WLDuvoa6jOl0iPZbTWm7IjrQcQHe7Oj/evH+x3L+WVu9rrGnY/O0jVnReZrRKUu6tMsT5p4u7BUIFSANivZ7NDR1LEqbMaIohQm89btH6ndX9uWrR+p982/bq0ifjes6b1u4rLKvXeohzrO9ftKLH+Fu5vjlaQLZrMIMB7i3I0fvoiScF/V6BzyH6+d8tIrtfBPYvW77RGaq+zBR3N69e8dlZsKfQMTprb9c5Kta6xXu1TuT9HxOzXSaC2JFrfE6i+CJaaMZr3oJGWO9op+ezP1JL03cpcjZv+s2OQgbRnoOrp/Tp5pqyU5Ogrqs7EMlv5JRXWZzx0dr+wy+u+vzAHRYQ68KF3VqrjfVW7s5Ss2V7s2VY2VbUNTLvb9K5tU/TdylxJ4d07tbQ+rcaGQEgdsT9M9GqfqtLySsdorEtemO+3aPZDow7Suc/OkyRtyi/Vrf/92eujJVXP1jADI16Lbgca7S/Js1HwmpFiZ6+M3RW5/f831w449yJW5jRDr0b/wyUbHdPtJGns6ws146qB2lpYqq5tUxwPrmZQpEpSRkq8/n52P903c2nwBbJ81Tm2Kna3UPaHJqn6/Bn6+Gw9NKqftdiWfd2X0vJKx+s5IUS1i8sqdfKjX1nfddf/ftH3t5/od9MVSaUe6iLPLbGTN5xOgK5tUxQX47POi/HTF0W8n6LRIYL6R4d19EW6CH1tb3AjOZb2OtKsC6LxAGhvM5hdBkTGPVAmZ/e92pTzDrba2XByVycnxDqeHUy5u8qUkRKn7UV7OlXcA23MYIl5b7i9sExDH59tzQp3P1uEyqveimR9DPt9dTRntrqDR/aZ1+Zgn5t3d9abxk3/WTE+X9jrN5oCdbqY32fOEjfXCLQLJ2VHTffI5n1dJGtR1lZyQqxO3C9LHdOTrABfoN8VNFi1+/nH+t86Zp6H+cXlfn/LyS/VSY/O0ptjjtLo5+ZZ1477OObkl2rYE3P0wXXH6Mynv7bOPXO7xr5uD511jZN79P6wJ+boi78dK0lRe34LVqd4/U1S1O9BIxWtQZY1/U4vsT45Zr7Zt++WkawrBvfw6yvKL6lQbIxPlbv3Wb8u3mUNxOv+ol3rBG0rLLO2qWk/JCfE6v3rB1vBFLvSiuaV/inU9Z0Cvdds07u2TXHU64Hundz9KlLz7DdtSu0FgZA6UFy2Z+FrSVZD0CEt0drGvWi2eWGYHQ0xknJ3+d90eXHPGnBX/Gt3FFl/+2ndTs9Gwd3RP3H4/rrj3V+tadnmBWuPNHfLSJZ2PxiYlbp71ktackK9XAjhjlYI5W9ugaYZdmmbolHTvtHGAA8xUnVgYvBDX1iLoN874kBd+ML3ftttLyrXXmlJ+ihIlPq3zQXWqKRgNuWX6sJ/zVdW63hl7Y7uD50ySwnxcVq7vchahKtX+1RH+qxgDyb2gEtFlaHPlm3Wnw7Ltl6LNFARamS+JXbydm2bEtKDo1Q9VdMMgpjcoz1DTbFlr8NC7RBpSo1fcxVpp30oWurxjWTkUDSCtl3bpqhDepI25ZUEnZVpPy72OtKsC2pTV7rTfESycGOw8rak86ihsd8bnjsvtVR9r2a/p5Tk2CazVULQxTj7dWlj1fl29iCIW1yMz5oxkpNfqjOf/lqlFVVWR65UczrdQLxGSoZbF9Zl+lZ38Mj8nb2zUh33PXb20b6BZpEE+y3m59v3pfs+S6p+fshIiVfrpHit3V49UOmtK48O+boNFEBwB0C8fku4g1/CHfVdXFaps6fOtUYqz7hqYNBRyfZg1bjpP+uR3deGlT+/Hp4B7OdhbIC4S+6uMp306CzZb729ngM35pXos2Wb/Y63tGe0diQBkbqu14Ol+kK1+mpb3d/jHr2/Ma+k+jqf/nPYz2+Bvqu0vDLgc3egNTO87kEbYjZBTc/P9jrMK424yateTYyP9QyCdG6bpOKyKm3fVRZw+zXbizXhnSVWn5E9I0hllaGHRvVzzCQJlfv+IjbGp22FZeqQmmD1/YSyuHdG6wR9cN0xjoERknTHu7/oo7GZDdqn15i+w7wGX5+/xlGvu9sm+wCLzbaBJg+d3a/G2alNTaizmRsLAiF1wL7wtbSnIdiUX6oOaYmOSkWqTnN18/RFVuf0XcMP0KT3f93z97REPTyqn6TqaOzEd36xLiSpOo3WXq0T9dO6neqdlRq0I8zrAcV8n7ujZ1DP9lYDYf6vPdK8xpVr2F6pS9KlLy6ol5EA4YxWCGV2jLtytH+G/fiZN6723+y++W2bEq8dReWOv63KLVJifIx1HLJax0sxMdqcX2odr2BRaveNjySrs8yeV9i0uXBPQG2Tbd0XcxGujNYJmnHVQH22bLMG9mhn5bmU5FiPpndWqrLbJlnBkLgYnwb2aGctCL92R1HQG6aahBKZr4tO3sbUOeR17pkPjh1SEzTpjL5B3++VJqPb7ut89u9brFGH5rWwfEuBSisq/dYd+m1zQdBGPVDZm+PIhvoWbJp5KMHc2kz3DXdEVHM6vl7Xnnu/htPhEixoG0oHknt0dpXh0bMi7/Wo7LnYzTY40rrS/jsiXbjRLtzzqDHVz01ZtK7fQDOCOTZOgc5b+z2Me+CMvTPUHBQV66vuaD176tyAx8ys8xet3+mZokPaM/ujQ2qCxgzpaT1j2Dti3SLNT+5ug8IdwOJOE2Wm+TQ7hsJtI73Yg0fms9B7i3L89oM5OrdDaoLi4mK1fof/LJJgAo0kNjsYvfb79qJyTb3gUCXGx/p10Jn3beZvsP9+897dnn1g/IxFevuqgdZneDFnrJ//z28d6ZlnBkmzY293Qh317R69vnZHUcDPdwerzFRU2W2TrOed+piZaC+z+/nO3nlZ5d08O3RITVDb5Hi/tXrsvFJpBVMf92XuewAzvY47ONlS2+q6SL8Uzj24ffS+uUB2uM9vwX6T+5qzpwDqYgs0mB3syQmxfs+hUnU9E6xOCXU/hLqdO0WUPfDq7phun5qgLQWB18T1mkX49lUD/fpi7hp+gOQzNOm9pY6ymNu7ByxUGtVt85tjjtIFz39nHcNIgiBmOc3vaNcqXtt2D6jeVFCmO4f31LNzVipn9/q0NZ2na3cU+fVXrsmtTvd14n5ZtR6YECjwXteB12jOinRnSjHZ7528BjxI1fuytKLS0a8Y6n1FXQlncIPXtbe9sHpQQK4rCFibtKJ1jUBIhAJVvsVllY6Fjuy6ZaZo4tADrHU/pOoKcLOrczohzpnJ9+FR/TR43/bWvwf1bK9F63cqv6TMmrUx5OEvrRvRGVcN1OSzqwMn9qn2ZnntU7ncEXB7xW92fnsFAQKx3yjW9UiASEYr2G8WJrsiseY+cXcqfbZss7Wd1++3/2afJPOfXsdbkjXDZsZVAx2za0Idaet14+MO8Cxav1NjX18Y9HjZb2jMBsFrRov5QJScEKtHzumv/JIybckv07G92+uC5+Y5Oty8HlLCyVfctW2K50Oe/beH2snr1ci6K3n7dMaaHvyiIZyb3BlXDdSHSzbuOfcKynThC98HbbTdD4+SdO+IPo4pm9LutWlcIz3so4bcN33ZHung3FribJ1o88r3Kyng6IpAD0aRTPet6WGuOR9fr2sv2OiwYJ9jXt+BgrahpK4yp7fbr89124v99rlXCp2ZSzZq0og+SoyLtfKPm4MZAtWZweqlaAefw01V0JyDb/UpGtev+wFVHqmCWmpnmF2w89Z+D9O1bYqW5Ox0jBKUqp8D3rhigNZsLwppPQXzc4/cJ1Of3DDEc9FW9z3iy9+udtRB9hGjHVIT9NCo/jq8e0atRkqaZXWPyrUPwAp2H2SWzZ5ixKtuLi6rrHHNFa/ymcGj/JIya60++z1wh7RE/efyAVYHVUbKnkdm+ywSd2DQ3ongvu7mr87VLTMWW4NburRNtoIr5nebzwjJCbH6bmWu4/1eqcskOTpa2tuyD6zJLdKzc/4IGASRqp9rznjya6vzwnztpEdn6dMbqxfHdd8329udUJ/1QmlL7PWH10wns8MplIFBNQmlrrKX2TwfvbIBmH/Lah2vckPabsvokJWaIPl82pRfqr++8oOyM5L1zwsPsZ7f7c+Nphzb/g92LgcaqR7N+rdr2xS/53/387T9usxum6Qrh/SM6jqSjVm07o1rmgUX6HsyWifoi78d66iH3GvO1jQDwF0Or/WKOqQm6Lrje+nEf3yl7bsHeNrr6Jz8UquD3Svrxab8Up34j6/02LkHB21bQk3v59XGmf0HXdqmOOo0e+DVPchIkhUEkbyfd71mEX62bLPeumqgVQd0y0jWv75Z5RnkXJNbnZ1lxlUD/b47d1eZCkorHMewNu2uVx9fXIxP99gGWIdynnrVfea6tO66MNxAhTs4YO9/CRR4jcb9f3FZpU6dMttvVmSk16w7U4okXTZob518QAdHH6XXgIfsjGTd8e4vUZmFG6pQ+6C8nk3dg6DcddWSnJ264Y2frZlQputf+1GJu+8tG+NzXJMLhBQXF+ujjz7S5s2bdeCBB2rgwIH1X4YglbR7JLXdvSP66I7dixZK8gwsdMtM0Wl9O+rZOSurU05lpujwvZ03leYDz0/rdloj/+03ou5OM6/y9s9uEzBNlp29QgrWqW6ONrM/HNtHy0Q7yul+IA+Uu9xekbvXwpDkNyLM3ank9XBkSk+OU15xhfU383/tD5HSnnRn2RnJesTWYPy2ucDKvxjuSFv7jY9X5PbIfTI10xYsyW6bpLJKw3rY7pCWqH9fPsBvlFigtF5DH5+txPhYR6eHVwoWs0HotPvz7bmPA1WA7qnn9odQe2AiUHoBt0BTEO2j4uwP/5t23wBtyi/V0Cfm6Mu/HRt2p2eo2webgeQO6J306Fee6fFqarTdIx0T42L96qTMVgkBR3qc3q+TJOmhUQdZM4Pc6eDcNz3FZZXKLy6r15F6TZ3XyAv3iMmhj8+WtKfurSnQW5sbqJo+qy5TbjU092+3B79DHcFsH43dLSNZH90wxDNo61Vv2juQzIdQd/ocr9HZi9bvdGwXY1sY2ewksw9m6JaRrHtH9nXMAKtpGnMowedw6sJwzqPmHHyLllD3fbDZwKG2X/bOEXdg3RwlGEkAsSnz2v81nbdmkKC4rFJ3veuc4S1Vp0YqLa/SiftlhV3nms8HkvTR2ExH2eydkuY1vVfrRKsjp0Oq9PIlR9QqAGJnH3lpBins9501BdwrqgzrPlvyrptn/LheT36x3Goj7XnyQ/kN9hQykv/959odRdZ9+vYiZ/52e8ov+8xueyeCfYZet4xkjZ++yCrrpoIydUhL1MuXHu4IXNtH2NsH1rmfGc1OE8l5PW5xZR+YNmtlwLS9puo1ZeKtDk7zNfu9v/kZ9pHGUnW7Y86IcK+3Es5sVa97ZK+OQ3PfXfjC9zUGvoINWgwlI4A9YOY1e9rrOcwdmJt89kGOTuF124u1V2qyvvzbsZrx43qrzZaktKRY5ZdUWvs/0LlslnOv1olWkLGDLbtENDsOz3z6a7/9n9Eq3rouVrmCbet2lGjCO0sCriPZ3NR0TxNqGx1o4KZ5jrv7M+zBDffgp49uGKKvV2zRrTOWaJMtQBHODDZ3nbGpoEw3veUc6Gvew9ozXsz4cb2emf2HtY39c7YXlevCF75XVmqCHg4QbA/Ufno925vcz8zusndIS1R+cZk+/XWjbpmxxK+z1q6otNKz893+bG0GBDqlJWr67vVfS8sr/dbqMp+JO+3O3PLZss1+11JcjM+aSRON+1v758wcO1jvLcqxBlRY5UpNUH5RedDBje6gyodLNmrC7rrKPO6RBircfaWbbO22/Tw3uc+DSGeELlq/0y+1fG2eZ92ZUmJ90qe/btHzX6929AnaBzxIUvvUBF16dHdH9h9Jjus62oOKwhns6E6rbH+O9BpIftrjs/2uSZN9sH9jfI5rUoGQTZs2aciQIUpISFD//v01ceJEDR8+XC+++GK9liPYQ479AnaPmHN3SD40qp9unb7I0ZHx0Nn9lNE6IegaESavaK3Xwtfm/3eXN5QOCa9UO1J1ui7zpDdzDXdKS9TbVw+SJL9FlqId5XRHjN+4YoBjFEwoM2D6dWnjN33fL3fz7t/gztsryXo4cz8YbCooU1pKvHXcAh3L2nYsumfsuCs2M8fjZ8s268T9srR8S4HVSG/KL9Vr89f6jRILtsaJyV4xBkrxkJNfqjOenOPoyF+VW6TXv1+rAzqlOWZo2DtXHDddrhFpoYwMDjYF0f4AbaWrK3DeDG3KKwnpPI1kpLK73nhvUY4G9mhndULYZ9NUp8NwBkFCCTKY57179Kd7dNCMqwbqvGe/cYxkMG/snvpiuaPemnx2vz05mT1uerxGdgTL/dxSeKVaMmco2dflcXea2Kdau2+Y3bniw1k/pibBHrKk4B3iwTobmsLocHdd7O6ADHUEs2nN9mIrsGHeuHulrrTXm+4UJvZgrdfobHcnWUareMcoVLPNtQdY12wv1oX/mi9pT3A4lEWZAz2gRTrF3D5jVVLAfVtXwbemcl7WJJx2KNBIwVBG0HuNFLPf39o7BXJqOJeak0D7312X2lPXFpdVWvdka3cU+d2DxWhPZ5F5jdrb8nCCV8E6Vsy//bRup3WvvqmgTLf8d5G12G5teNWLOfmlmvvHNr/nEfusikCpPaTqRcMH9mhntXmxtsCv3cYQ7+OCDVzbtHsEce8sZypae/52+z2dPQWtvRNh7Y4i67rz6ijblF+qtOQEq6wZrROs9sI9kvTekX10xzt7RpCaI72TE5ypaLplpujeM/o6Ot+97uvdA6S2F5WrTXKsfL4YK6Wv/R7E/Ixtu8rl80mGUd1xM2nEgdbMd/tMmXBnqwaa3RBsEJ478BXoPstdz7m/6/Xv16pH+1aOEeb2+vTWGYscv8Vk/z3mZycnxAYdoW8OakhOiFWv9q0dvye/pNIxiNDrXA40a2qTq8MpGpkYAl0j23eVO+5fvIJtXutINkc13RuHutaR/X4+IyXOqpft57iZSSInr0RnPv2138AW+wCru975xS9FTU3nw6L1ewbIBgucmsxjbj8P3XXytL8coltnLHHMONu8O5DpHiAqeT+LFJdV6uTHZgVMKedeV9de9oyUeMXFxlj3vl7s5bfvM/u1Zx5ne2AhJ79Uo6Z9Y7WZ7uv81csHaNS0b5STV2KtE2t+l6miygiaJrA2khNidXq/Tpr65Qqtyi2y6vxN+aXWPUawQcr2QRvP2oJbbl73ezXNNHf3LdrrupljB2v+6lwrxX6sT9qaX6LZv2+x6mizTg+lf8hsF35et8PxekarhFr1VyQnxOqTG4/V/NW5Wre9WNltU6x21zwHzQEPd52+v5UybUtBmSa9/6sjm0p5lay0ZZFmJQgmnMGO7rTK7vdKznPdazBPfFyM3+uRplutS00qEHLrrbcqOTlZ8+bNU1JSkhYtWqSDDz5YZ555pkaMGFEvZSguq1RpeWXAGQjuBlHaM1V6+ZYCx/sO3zvTL8WR2TEQSmTY/WBrTln2Wvja3ZlgVgqTRvSxPs/M4+YeDepOtdMxPUkfXHeMlm8p0IothVaEOCe/VJ8t26xuGSmOIIj5/dHsxLAfg24ZyZLk6HB0p5cxL2SvmxBzP+/VOtEa7eXFzNs7Z8U2PfnFCsfftu0qD9ghGehYhjLStibBKrbiskq/3ML2Su7JL1Y4OtvuHXmgEuP3pGVzr0djrxjNVCvmVNRfN+Y5cmLGeHTkS7Ki32ZnuTu1lvtG2hwR9di5/R2/c/7qXB2+d6bfvgt0094tM8XxAG1vfEorqqxpsaFW0qGMVHbfBLgbmfHTFzl+rxmUcD/8m+V62zbt1+vzg3WKfbQ7XYYka9Th/SP7OR6U7SM8TKtyq3NYum/c7L/Za2RHXd3UNRVeDz/29GTt0xK1xSOtxPItBY42wd7ZaN6gD398tnXz5154VAq9o8xrRor9Icu8GXOnqvM6zwONrIx2WqPadGAHe69XW2q2FcEWUSwuq9R/f1zv15np/l57e/SWLXVlaXmVdQ16BWuDLZjovu7+fvaBuvKVH636pGtGipX6z4v5ffbgf8f0JEf9t72wzOq0NWcxetU3JjPAay9zTdOpg93sh9tGeqVD9NqmuaTbCnfGjL3z23yfvZPF/Ez7vav7Ich+Xkry6xSIVmC2KQi0/5MTYh11qZm6Nqt1vHKLKqwUE7NuPs4xcOqKwT2s+2mp+hpdvqXAmilWF+etu6M/1CCCm/vas+8bU7cAQWavWQDu9SfMRcMveG6eNuaVKEb+HXX21FKhnHvuzhh7B7S9s9r9nGbWb13bpliz4e3MGRL2e2X3s5hZVvegA/sMPfts9+y2SdWplPJLrdkn9pHeH9lSopmzS9wzSMznG/vM3kXrdzqe73YWVyorNdYx2M1rgJRhVP/OVy4foG2FpVY5O6QmaGt+iRau3R5W3eR1PALl1ZeqO7DMUd3mAtG92qc6Zo/Yf3+OKy2P+7vcI3Pd97jh/havEfpebVO/Lm2sfWeqktSudYK2FZZ5nsteI3e9Oq1DXZMh3A5Lk/s7/dZQ8UkdUpOCjjpvLgI959sDC6ty/TN22IN35sy56mB4heNzzHrZ/P+S98AW837K6zmypswc7sE12RnJitn9/NEhNUExsTHK2Vn93T5Je6UmaktBqTqlJeqVywfoT89861cXds9M0aCe7fXpjUM8Z3atCzCjYNKIPho/Y7Fy8ko0/PHZmjDsgKBBkCrPv+xeY9c1I8uUkRKvv5/dT2nJ8erVPlWfLdvsmDnhvh+W9gQWHvvkN882032d/7Z5T+YP8/qoqDJ038i++ufuzC91fa9kv492B+PXhBggCzZoQKo+//Zqnah/z1ujrm1T1LdzetB7++KySv11cA+1SY7XfTOX+g3yTE6IVWJcrKN+++srPzi+00wf+Oif+getn71SoVl/21VW6/6K5IRYa/mC4rJKv3VjpOp+kR57tfZryyqqDN0/sq96tm9tHZdVud5ZCewDRrxmL9aka9sUR1/b1vwSfbcyV73ap1rP+fbnXntfqXvQZb8ubXTvyL6ewUVzNq0kx3ohUvVg/8bWFjSZQEhVVZVmzJihe++9V0lJSZKkfv36aeDAgXrzzTfrJRBifxDpkJoQcAq5u0F0p6awrwXhHjkS7gniNRrFq+PAHZyxj+C23+R6RYft0wE7pSXq/euOUUbrBB3ZOlO92qfqyS9XWA8s46cvcty8R3uhI/sxyG6bpLuGH6AXvlntaEjtNx5mehlzarc9guz+3HOmzg0YBJH25O3t1T5V0776w9ExXNNIj0BqOxUy2IhZ9827OTLN3nFRUWWoXevq9FBX/edHv5yAaUkJVuVsVtin9e1oNXDuUaEVVYbnDZibOyex2bly4n5ZfnkGzZsI+/TDS16Yr85tU/ymgHvdtLdPS9Srlw+wHqDtQZ873v1FWwpKws6JHcpUaK8FMief3c8RPPR6eLEH1dxp1sxRaV752YM9rCUnxPp1pnRITVDXjOp9aP88c2SCeWNivxkx2QOq+cVljofmxhjxr2/uY/HZss1+qStM9pv4cdN/1iOjDtIH1x1j3Yx4BZzdwcGc/FIt31LgOWrRq20JtNDp5LP7OdIdeOUjd18f7ge92nQeBBNOR6D7BrGm9E9S4Bl2wabpe80+k6ofvnq139OZbD9Oxzz0haoMWWmqzLayU1qiDu3a1rHwpBmA8OKugxJj4xz1yX0j+/idd3bZGcnqkJbo+P73rzvGusF2j8Zy17deHZ3mPcDUL1dY51+w6dShpCALNhvF/VBgPx6BztdIgtiNVaQzZrw6v+evztVd7/5i3VvZ2wD7IAp7R7Akx2hDs7N6a2Fpo9930RBsFp09pZLZfrpnDcz9Y5vfvfmzs/9wXLNm51W061OTV0d/uO23+9rLSk3QfSMP9OuIv3dEHy3fUmCtYeQOmJi/S5Jj35mBN3tb49Xx9cIlhystOSGsGTNmx5W9jZWcD+zuHPxmfXP21LnK3VXmaMPtAY7nLjrcr91xpySzL1wryTFDz5ztLsmx5p/9PLKfC/26tPELNJ/+5NfWvXSlR3C9X5c2fvfMmwvKdP/Ivo77VDPgY1/PosqQzn32W20rLFN22yRl7T7e7g6rUO8J3QPvzLz65nOdfeahmWLN3CfXv/aj5PM5RqBuyi91pFazz7T6aOxgv0F+dvbrIBozE817cK/XP/L4fTNcA5/svJ5zvIJV9nQzga6HDTuKNeKpr62gi70jbPmWApVWVOrekc61WCa8s8TqlLZ/r73jPDMlTsmJ8TWua9icbS8s09jXF1r/7pCW6Li/ds+cMnnVbd0ykpVfvGfAnju9j3sgzbZd5X4DO2vKzOHu7DZnatjbJ6+R7zn5pfph7Q5Hh2dGSrxjLZDkhFh9Oe64oKmtzACCeR2YcvJLdc1rCx3bpybGqqC00m9/tYqP0a7yPa9cd3wvHd49w+968VoT1H0vY94PuwVrM93XufteS6oOsJx9SBedfUiXqA7yCcY+s8O9L0IJmHrNFrCbOGw/a8aLJLVNidOOoj0pLe3n3fbCMh3xwGeOASHue0Z3UC6Q3F1lunn6T1bGDHfKr+Iy//UW7aIdhHKfG/Z7gzve/cUa0GqmUZakZ+esdAT8u+8euGv+pm6uASPmgDpzIHGo9evaHUWegaVAKenN2amzf99ipbi3r82VGOf8vruGH+DI+CJJn944xHOwf2PSZAIha9euVWFhofbbbz/H6/vtt5/mzw883a20tFSlpXsugPz8/IjLYL9hD2cKuTuNk3stiNp2hnvlNA3UmWCmIvLKiSt5N5SBRmWaDwIb80ocnd/uVFXmPghW2btHjQba3v4gtG5HiWMUz6pc/9yUknNqtxkYmXLewY6L1Z0WKys1Qb6YmOpKyBXMSU6I1fe3n6jPlm3WwB7tHBV4fY+CDzZi1uvm3RzNYG/szd/tzgloPljZG81n56xUz/atHeezyR7MMAMlZtDhng9+9RvNkburzOr065aRrG4ZKVZk/TOPyvPKIT0dD2ZmijJ3I/vQqIMcM1S25Jfqq9+2OK7dv77yg+MhfVNBmRLjY0K+KalppLK7c9i+QKY9BZYXc8aVO6hmH8XrnrVhlqOmhzV3HdYhzWcFZiU51nQxZxkkJzjTLpizeYrLKh0d5cFyvja0aLYDphpH0ZnB4N2jYAONqrPfxNtHR/378gGOkaH283VjXomWbyl0zDCUnCkQF63f6RcYsd8Yei10av9M9827V9vgvlntFqDzwCvVVrj7ONSOQHfA5N+XD3AEXYO91+s73NeVmSYr0AJ4UvU0YbNzy/0gZD4/mKP5Ou+uD3LySnTyo7Os9absC08Gehizz2Kxz/wwF+GzB6jt7hp+gF78drUu/Nd8a3CGOVOsuLzSStdn8qpv7fvFPZrdbIt9cp6TkhzvsQdiwnkg8QqKuR/i3eerfQZUuEHsxlafSd5pEMMp5+RR/RwdEva1C+wpE+2DKLzuAX/bXKB/29I/XPDcvEa7z6LdDrhnftivV/v14dVJGRfjswKd7pHj//1xvXUtmeexfURepPVpIF4d/aHyeqbYvPseq7PtXqdbRrKjA9W+hpE7jdgfWwscqUDN2Uf2tsa9TzumJ+nwvTMj6iA6cp9M9evSRs/NWWld9+4HdvdxsrcVVZLuG9lXPskxYOGsqXMd65vY0yXaU5LZA0DuDjOzI9L+HNMhLdGxZp/9ucle324tLPW7l3bPMDSDQe71/E7r29ERlEtJjNXToweoXetEnfzYbFXuDpBvK6xuV90LxtqFMwrUvcadeT4euU+mX5rhKecdbAUyNrvS3ErV50hecYXfiHFzFLQkdW6bpA22sndpm6z/O8c5eC/cmYnh8vp9kn86Lnt53EGcaX85RHe++6uVMs68NoLN8NpeWObovLTPWHDvM/vAgkds311pVJ/7vdq3tq4Z98jzaAZuo6UungnsvDpgHxrVzxps0G33gtzzV+2ZOWVyB5fMoKQ5+jo7I1kvX3q4X3164n5Zfmn8wpl54L7X9ZoFbh/5bt/WPtMv1lcddLzrf0v80sgN3re9vhp3nKONk6oDJ+b6NjXJaBWv9649xi+jhDkz5ZTHZlud7EP7dnQEvL3W+fFKpV7TdR5qm+nuGHcHWEK5JkId5BMKc1/Y938oAVP388byLQVWwKpbRrJ+WLPT0R7vsM1ocgfCP1u22XomMQeEuNPnue/n7YMtJecAQrPuj9GetaPMfeReR9HklZItWuznRv7u4Lu0J7B/5D6Zjjp0jese23yeM/uIqgxDy7c4B9Sd9tgs5e8OBIZav9qvbzt3SnrzXHD38Uh79q8ZNLdmgqYlakT/zn59oLW5t6wvPsMwQsgC2PAWL16sfv366dtvv9WAAQOs12+55RbNmDFDK1as8Hzf3XffrUmTJvm9fuqppyo+Pj6sMlRWGfr2j20qqdhze3D43hlKTw7+OZVVhr5bmaui8kqlxFff8MTG+ML67kDKK6r03artKqmo+bPt5bCP6rH//+T4WA0IsXx5xeWav3q79e+kuFi/coTy2+3bJMfHqsqoTsvk3r6yytC8lbkqLq/0LI/9d9glxsaoSlJ5pXOcRVJcjI7snqmYGJ/yS8r1a06+issrHa8XllaodWJc1I5XfausMjx/g/l6Snys5q/e7jgn3Pt9R1GZflizJ6/iod3aamlOvnW8JKm43P+455dUB8bSkqqvj/ySclVUVmnZpkKVVlTv58P2zlBxeaW1770+o6rKUEyMT8nxsZq7YpvfMU6Mi9EBHdPVKjFWC1bvUEmFs1z2/x9IoN8R6T63n6fV57Sh0grn+ZcQG6Myj3PysL0zVFpR5XnM7NeJV3kDHW/7Z3jVYa0T45RfUq4lG/Ic5TTrN/c5sF+HNK3aVuj3m0KpD4MpLy/XRx99pLy8PKWlpUX8OW7RbAekmut0+zlg1qmS/zUQjPv8ODi7jX7dWD1Cz7xWk+NjdUCnNKUlxauqynC0Bft3SnMcM/PYuOttk/szk3fXDeYxtn+XJBWWVqjKMPzqhrSkeKtuyS8pt8ps1qvxcTF+3x3KPj587wyrrgp2jbp/n3s/JsXF6qge/sfLXR/ay+v198S4GPl8PpXsvs692h/z2tpZVKYlOfl+bVAoQrmm3L95vw5pWrYp3/HvNbm7rPrCfW4cnN1Gv20q8Ls3MPkkJcXHOuobSY463n7+ed1fuN9n1vn28yrYvYu9XnP/3kO7tZUk6zOl6nZhgO34uc+lovJKz3rS/dnh1Gk11b/R4vV7CssqrLYy2L603zMmxsU46nDzHs4uMS5GfTun+32mvQxJcTGONuXQbm0V4/NFvB+aSjsgeZ8vrRPjrPqisKxCFZVV+nVjgeP6Pzi7jTJbJ3p+pvv4HtKtrXVvE+g+rSEEeqawM88Fd1sh7bm27Oek/XPs17B7Px/UJV2/bSpUSQRtS7DfE+r163UPICno/rA/X9X0fnf7437d6/kk0H1JqL/LvZ37vs9+vLYWliqjVYJ+XLPD757U/Ztrqt+9ymFvW4K1C+77Wcn7mc9+H2Avq7sOPLRbW7VNafi0rjW1Q4HOn8LSCiXGxVj1RaD70/yScm0tKHV0PHsNmrAzyxDKc304fRPBNKW2wM6rf+SoHtXHaGdRmd+9vLTnWmmdEKfCsuqO5LSkeOWXlPvVneY9j7vN99rvksKq18y2K9A9kntbc5vKKkOb80v068Y9956B7p9CaTuS46uzEbiv46P28b8vt5fVrJ/2ap1YY5tQl/1z7u+J9N7Q65mt1s/aFVX6dmWu49ko3LrPrEfs991e3J9bXlGl2cu3ylD188HgXnv5tWfu/o79OqSqaHfAyuTVh2Jnf+6Rqu8n9uuQprjY4PfI0RSsTQ503nkd74Oz22jpxny/tk4Kr9821GN2cHYb/ZKTH3T/Hr53hlLiY6NSz9ekrtoBqQkFQv744w/17NlTn3zyiU466STr9auuukpz587VokWLPN/nFfXPzs6OeGeGkmLDS12kWiguq9QJj3zpiHa+c83AgFHBn9bt1Min5lr/Nkdx2PPDhRMdDWURMPd3epXPvY2dfRq3eztzqnaH1ASNGdLTL8ereyFAr1F59pFV0U7j1VR4rRVg//2B0jy515xwjxQNNKrWfg11SkvUZFf+TvMc8VqE+z+XD9DbP23wW6NF8j++5qwke0RekudsDHsaAHsZatpPkvxem78615E38fJBe+u5r1d77nv7jJiHRh3kWNwxUF5N934PdNwCcddh9jz97rLZF6B0L87oVptRKqb8/Hylp6dHvbGLdjvgroveuGKAYzq0++/2nPr21GQJ8XGeI6DcKUXMWUIjnprjN/LSHM1vv6beumqg1u8o8lzE2mttB7c3rhhgjUY0Z3XdN3OpX+o0d4o2c2S4e1Si/XcEG3VkMkcZ2/P1mjOXQpldaJ9CbG8fM1sl6NMbh1hTfu0pSszrwf4b3Neg+7h2SEvUQ6P6WTnZ7aOk3NeWfb9lpsQp1zZiyp7vXNqTyz3Uewyvtthdj0jO9R/cdavX1PGs1ARdf8K+Om33qDrz/cVllY7ZSveO7GvNQPFKjWjOFDTrqd82F9R4XxDot7lTbtnPwW4ZyZo4fP/qXPq2+s2d+9nexrjT3USy+HugckZaF9Z0v+h1HtqPn7sutrddwx+f7TfqPFC9Ya+j3HWI+/q0p3P0ek84mko7IAW/9oKlnKxpvwQ7ZqZg1019cJ+HbZPjFB8X41hz7SPbOWOvc+wjMt31gZ39WvWqBxpypKHXdep1bdjZj1mg93v9plCfIaP5rBlKneaezW+OujYFWny8tt9r2l5Y5peH3H0/Hxvj0+ybj9P6HXvuedzrXnqt29DQ51Y4+z7UvwVK6Rkj6fE/H6z7PvjV814gUJsS6Lvd63RGmi2hKbUFdvZ90K5VvN4Yc7S2FZaqtKLSMfvS7v6RfXXWIV1qPF5ZqQlKDNLGRnLuBlvLLZw2PNwUtl51pT0ltP1es7bnkpdQ+qgamnuh+No+a9uPkXtdrHA/173/WifEKDkhTlsL/e8B7NzrDwZaZ9J+P+71vGlPj2jntd6v+zk9XJG2CeG06eZvtqfOkvb0f3mtwxPu7zK/w722r9mnmt02SbvKqhzPpJJ3vRPOs1xt1FU7IEWYGmv9+vUB/5aYmKjMzEzFxNRuZI5b165dlZiYqD/++MMRCPnjjz/Uq1evoOVJTPQedRWJSKf51Db9lRd3OqeO6UlW2o5A6VrsUxnPtjW4R7YOv3Lwmi7sbqC80vUEW0TazZ5v3J2jMHdXmWJ91VO1XvxmlWOxvodG9VdifIzjZtecwvvkF8v3pESyp37ZXem0pCCI5L3OjPvv7uNcXFYZcNq2FDwPuz13dk5+qcbP+NkzPYp7auSm/FJd8Px3+uC6Y/TBzzlBp/eZKQWk6g4/k33RcXtn12l9OzrSIrjPU/vNmH2BebPDx+z07ZaRrGJXxP65r1d7vsfsQLRP07Wnvwo03dHc72bHlT0NWSjrnLjrMK9c/+7pu+Y5UNNNa2O9dqLdDrhzNLsXIXTXVWY9Zl8jYVNBmd644hBJzvzfknMKvXks1u4o8kw/MW76zyqvqHIsCmp25LvXpJL2HEv3zZZ9rRBJjnJuKSi1cvbay7Bme7EVUO/SNsWRgspr/Rt3moZAN4LmTbE9mGLu41Da0cln97M6Y8yOGPtDVKDvWJVbpNfmr/VLWWJ+pzvN1ab8UiXG7Rl1d2RrZ3oL+7W1bkeJFZw1pz6v2V6sbhnJevWvR1nHzLyuw1lnwauO9prib9/v9lRWm2yLXNvTDLgfOs0OSXcee3vgd9uucmW2ilfu7mBIh91rn5j1pxlYs6dgs6f5cZ8TgdKVmcd43fbiPWmEthdrR1GFFehelVukoU/M0SbXWjhmnR6sA9t93dQk0jUcQl3Pxr6dO02Su5N8Te6eReslOTpk7EGqjulJmn7l0Y60VjOuGqiHzu5nbeNOb2LPae5ISXHZkbrg+e92Xzs1p6FrCNFuByT/a8+dCtdkv/5DTb9pplCyH197kDSaua0j4a4PdxRXWGtaSPJrd96+epBmLtmorNRE3TdzqZUGcsZVAz3PY3tKjZrqtIbg9VyXnOBMP+sODNqPWaD3e/2mUJ8ho/msGUpKKPf3uQeErImgTgynLs1oneCXh/y0vh311BfLHSmCthaWWmXbXljmCH64B/FFOuAxmiLZ96H8zf1cZdorLVHXvrbQkbrXbKvTkuP92sJg320/fjn5pbVejLgu1EVbYJecsCdt4kZb2tNAYmN8mvDOEj03Z6XjfHMfr8xWCbtTAfm3sfZ7hHDqAPe9kHstt3Da8FDOW/u29rrSPljATKtV16l1orH+T30we1SzUhM0cej+mr861y/FV6jcaR1NNa0h48V9D1BYVqXnLz7E+nug8mW0TrDSYQXq90hOiLUGKkv+affdKSPN9FkZreK13TUYq7brU9RmoFOobbr9O7plJOuu0/e3AhWb8kv1p2e+1ZtjjtLo5+Y51u6s6XfZB9W4U5rZ+97MdanGvr7QEQSxr/cjOQefNJXrJ5iIAiHZ2dlB/56WlqaLLrpIjzzyiBISotP4xcfHa+jQoXr11Vd1xRVXKCYmRmvXrtVXX32l559/PirfEaq6CGpEwp1b960rjw46mjycBipUNe0L93cGiu7PuGqgXy4606rdD/Un7pcVcLHpNduL9fKlh1vrMNz1vyXV+etsnZXddgd/hvbt6BjNWiVZnYHuDk1Ucx/nmh5UglWOXp2JXh0E7s5mqboj1b54ojtqLlV3vH2wuxP/p3U7He9/6Ox+ymid4Ndh6T5PJeeI41JbR7M5G2KT7WbUfh56MReaP+uQLpJkjXK48F/zHaMba2pU3A8Ypz85x2rw3bkxa7oBtXfu2vP2u2dF2W+u7TetLXUGleS9qKf9GvAKHK3KLVJphTOvrrnvZroW3jt870y/ujo5IdZznRH3+Z/ZKsHqyDe3ddf5yQmxfnlK7edocVmlY7bSNNe6S6YYnzTxnSXWNeIeqSI511uyn9OBbizt53hN61eZn2O/yTPzDJudtO5O7eKySv33x/We3xEb49OTX6xwvDe/uEzfrcy13v/+9YMdbZW7zQh0bdmPt1S9FoD9uLgf9jq3Tfbc54G46+hAbXNxWaVOnTLbsX6I/SbYK4eynXsAhlv1IIVyZbWOl2JitCm/1NEJsMm1foC5tsIMjwC1ewBE98wU7dU6Ucf/31eOoI0VaE5L1MAe7RzXiRkUqdidL7tX+9bW77C3YR8u2ejXgR1OvRbJA4FXMMYeZPIKPpij4syg0qQRff3W4Ir1yTP4al9A1R5gtQf+3LMF3evjvLdozyCEiipD7VonKCe/VH95bp5VblNTfTAKV7D21D6CMZK20u8+f/esncYgOSFWb1010LHYcqDfaK4p6J6ptyq3Oj+2PY96oMEVjeXZqyZe95ONOUd2MLXZ55F2koT7Pq/O0kCLGdvXtjTXwTMXhjX/7lUHN8R5Vxfnu9dzlX1GYbgB20Df0dQ7x6LB3rZ6BUHMQTj2AQpeg2/s9b/73ivQwI5wOmrd90Lm50Z6/MI5b+11ZaB1Zeqy3q+LfrFoswfDzPW3TObgznCyQgS7R4nkWLvr2nDvc2rqLwr0DOX+mxnQtg80k/asaxpqmbwG6EU60Ckc7kE0PfZq7bjmc3eV6YLnv9PM6weHnMUnWDYPd2ApOSFWiTtiHf2w9iwKplDWkG5KIkqN9dRTT+nvf/+77rjjDh1yyCHy+XxasGCB7rnnHt10003KysrShAkT9Je//EX33ntv1Aq7fPlyHX300TrkkEN05JFH6tVXX9Xee++tjz/+WLGxoe38upxe0xDci8k25il+Xqm8zFQpXlPjzZsE9//aK257R87ks/s5ZoC8c81A9c5KtVIJBercXbR+p9/7GtN+a4xqO2071BFXxWWVfos42rc1OzXt0+Dt0wQjvTkMlq4txrdnwWMv5nnaITVBcXGxWr/DfzprsOm4waZRLlq/02/2gJdwz+Fg3xksLVq0gyD1VT9H43tCObe2F5Y5Os2D3bSGMu3WPAdKKyqtmQ72+tDsKDMXEXTf5HpNoXcvwve2bWS8V+o6syPVvZiml1ifNHv88cpoleB3zgS6Bux1gzu1zJVDeurY3u2t2RKSAt7k2Zl1gleaAa+HUal69uAzs//wnI7+3crckNuMhk6x4eYuuz1AG2h6uns2oFd6N69UaOFo1zrBWnjXZD9u5nkfKK2EqVtmiu49o6/jnJX8p3XbU6C5B0SYnxPuoIia0ky6t7M/+EvVM8Hc6aYC3R/ZmSN35TN0y4wljtFcb1wxQDe+vtBx32VPORoslZx9dL89baN9JohXmq3aBsmbUjvgxZ1mpLbXf7TSlkRbOClw3PV9Y0xHhOiLdjqR2n53TW2313kaSjrPpsTenpppPYMNooz0O6JxLTfltiDQzGMzLaA9vXFNKZHN+wr7rFV7G1ubFE9e9bg5KKk+6+JophdtTmpKZ2zeO4ebfrCu7lEi+YxI0vwF+ptXv1Co10Ogc7A+zk2v5/FXLx/gyLQQzm+RgvdlBapropXWMJoaXWqs559/Xm+99ZaOPPJI67VDDjlE/fr10zXXXKMffvhB2dnZuuyyy6IaCOnVq5eWLFmi//znP9q8ebPuvvtunXfeeSEHQZqjYKNPG9soDK+RpBvzSqwOMnOKln16ZIz23DzYR93bU4zY12tw/35z5LObfb/169KmUe+3xiiUKHCwURz2EVxd26YE/JzkhFgN3re9vgwwNTY5IVZnHdLFkdbKPk0w0mh1oBETmSlxmjCsjx765DdtyitxnKumSqM6ij5z7BAt31LgOWsg2LXqtd/sjZN96rqXbhGcw4GOVaC0NMHSorUE5s2X17pI9m3c+UvX7B79GmnqC3t99tHYzIA3soFGWJnpcuyzF9wzWz5bttkx6ygxPsbR4VlZZeja43s61umxr7VkDyhUGrIWVXWfM17XgH20ZofUBN074kD17ZyuJTk7demLCxw3tt0yknXxwL0do9MDMWdteKWFqDT2jBgyA0jdM1PUq31rR8e4/foNp81o7KOYe7ZvbT1I2691s112z9CQqlOPSbLqWq+UeV4DFuzBs+yMZMXs/nusT35BEPO7P9r9neb5Y+eVB3hNbpHfOSvJL53E2dO+0abdo4LvHXGgX+AkkjQByQmxjtkbXmlX3NPf7VPTB/Zo50h5ZaYn9BrFa7epoEx3/u8XPXZuf0cQpENadeqPt64a6Fj3xl0HmPWFu6PFfuztM0sqqgxr3Rd7B06w+rAlcV/ztb3+7Z8XSvrM+hJOCpxAozfdMxUbc12J8EV6TKNxLrg/o7isUuOn/2z9232vXFxWqdLySkfaRnuK2KbODIBI/oOY6jtbREvgblu9RnGb9WWw/W/fl4G2q03/T3LCnjRe5gzdmSGmoY2m5jC6vC6Y+8UrC4b93jmc+wH39WkOpo50v9f2eg/2/nD+5jUDIpzrIdDMj/o4N72ex7cWlvqlfgzn2rbXC/ZMB4EGKrXEazCiQMiyZcvUu3dvv9f3228/LVu2TFJ1YGTTpk21K52HrKws3XTTTVH/3OagsZ/A9gvSPrvDnq/OHIFoVgReI47N9R/cNxJSZDdzjX2/NVbRaPjcnUaBOtVraghDvYkMp2zulG7myP6b3vpZ2bZ0O5L8Zmrk7irT2h1FATtMwz3n7I2zOXVdkuPaca83Eg1eN9f1MUW0MQt1ZIh9P5miGWgN1tlm/q24rNJxE2Rfc8kss/scPXG/LL+pyO6pz5ce3d1ap8c9gsw9ui3YOeO+BuydfGaqt+6ZKbr8mH38Ah1rthc7Fnpzy0iJ0/bdC5KbndqBOpQ35Zdqa2GpXzoTd2rFSK/fxqRflzbW7+qWkWzVYe7gr1m3mMzgiFcQNFDKPEmOGRLuzgDJP4iSlhir/NLq9V3W7P7OxPhYv2vJDF6t31HkeDjs5nHOejEDyTn5pZLP8FsjJdJr1X2uu2c+uqe/m3V5fkmZIzjjHollX9PFlNEqwQp8mL/TPIYdUhOUEBdrrcPwwe40WKF2tLiDqPbPtgdTalonDtHVmAY8hVMWzhU0NPdAiIfO7ucYRWwPUIe7RlRj5zXaOFBKT0SPfb9GshZrsM9zv16be1J3iszmlA6uOTAHwX1ywxBrNtcfWwsdz0Ad05Miuh9oTjNx7PfX5oAd+8CfmoQ7SDXavPqMkhP8UyeHyh2MDWWgUku7BiMKhHTt2lVPPPGE7rjjDsfrjz32mLp27SpJ+uWXX9S/f/9aFxDhacwnsNfoCPt6H2u2F1u56twRTDNwUtMInYYcfYTwRatTvS6On70z+bNlmx0j+9ftPlfN8/DIfTL91nlwj873ms0SapkD5cl0r3MSbV7lb0wdMQ0h1HPW3bHcEOupmMfPPk3YXWavY+y1Pon7RizYwrXBzhn74tjua8C+CLRpVW6RsjOSg6a+cnOnCLNfjx/dMETzV+fq5umLtNmWssz8u708H+1+6JD8R1A21TbD3Ade68Z4dYKbumdWH7NwR0uZ+8js9HR3BtiDKLE+Kb+00pFGYuzrCz0XU55y3sHq3DZZndsmWw+H0p7jZJ6z5npMa3KLHLnQTd0yknXHu79EvFC9m99C5rbOhf/+uF6n9e3oqD97tU915DOWqoMzny3b7LfYuX2/mNPm7TM9+nXZE1zMLyq3Zrmsyi3S8i0FnrNj3czrddH6nY7ZKvbPZhR/w2lMQdhwy8K5gobkdR9tcgeo7ff3zcGi9c71EiOZ8Yi6Ea2O6NrUry39ua6pMAMixWWVusM2MMa+Nmq4mtPgRvd5HE4QRGr4+6tA31/TtR0sfZh5T98Y7hkbo4jWCPnoo4905plnqkePHjr00ENlGIZ++OEHrVy5Um+//bZOPfVU3XzzzRo+fLiGDBlSF+WOWHNbI6SpCjR9zZ0r2D6SNNopF8hH3PAa+0iEQDleA+WPr8tzqjGdr3VVlqaQDzicc7YxHDP3SMAOaYma2QB5P93rAgVLGWRfe8LcdknOTq3bXqz2qUn66ysLHJ8daMpvTbll62qtm6bOPTrWPsOjLurr4rJKz/Rapo7pSZp+5dGOTv9wvjtYjm1JtVojLND6DWZQ5fx/fuvogLKvE9S1bYo+W7bZ73ebKb+6Z6Zokmu9E3PB92DnuNdaOKGueRLo2Nfn9dEU2gEATU846+E1l3uC2rQHDa0ltAW1Wd8jmhrD8wpC4z5n7Gujhqu51X0t7Tyu6fg1h+Pb6NYIOfXUU7V8+XI988wzWrp0qXw+n8466yyNGTNGXbpUL7r58MMPR7WgaF7c09fMBVu9op9mh100O+6aQ8XQHDR09L0m9vO00vDvhHKryxGPjWk0ZWMqS30L55xtDPvJnQ5iU36plQO4Pq8399R7MyhipgFau6PIkRbrjSsOsdaBcq9DYE//89Co/urbOd0zUB5s/5sjq0LR0m6sg53jdVFfJyf4p9cqraiyZm9szCvR1sJSz+nhoRwb+3ngLv/2wjLHws3ukZBei8XbZ7UGWkcjJ79U63cU+aW0WrN7dkav9qnWNWAPsme0itf23WvsrMot0vgZzpz2Z9vuk9y/zeS1Fk5NI4DtC7g355HRAFquQPcEjf1ZpDbc7YH7eRsNq7HMxmgMzysITbDZbeFqbnVfSzuPa5rR05xm/NSFiAIhktSlS5eoLoSOlsWdq/3ZOSt11iFd6u37qRgaj8bcaNnTnHT36IRCy9SYz1k3+w2zqSHqPHd6rBzbGg3Dnpij6Vce7bjWzGCje3HgtTuKPG/aQwmURxLQaKlB82AdRnVx3rgfxrbvKtPgh79UZZWhuBifurZN8fvuSI6N/TOKyyp19tS5VkBuxlUDg46kmnHVQCso507Vtiq3SKUVe9bkyW6bpLFv/KRNrkCHJI2b/rPKbYEee5C9V/tU6zvc6cDsOe2D8UovGqyDJdgC7qTIANASNKX7unC4O00JgjQuza0jGnUv2udMc637WoKaAqmNJdDaWEUcCCkvL9f333+vlStX6i9/+YskKTc3V5mZtV8MCs1fckKsHhp1kJWSor7zlVIxoCY1dZIBTYF5w2xfK6Eh6jz7jXvXtika/vhsq5N3Y16JlfbIfa151dWR3LRHGtAgaF5/7Md16+ZSVe4ONFRUGVq7o8gv2FXbY2N/f05+qd93uD//wyUbHTNZ3e549xe9fdVALd9SoLGvL3QEOq4cso+mzVopSdbC7qaO6UmOILt5nezVOtFvDZBQuK+1mtKKei3gbq7XRpsHAE0XHe2NHx3RCBfnDKSa63fq/+AiCoSsXbtWw4YN0/Lly1VaWmoFQv7617/qkksu0emnnx7VQqJ56telTYMFI6gYUJOaOsmApsJMA/VRA9d59hv3968fbKUG6pCWaKXNcl9r0aqrI+00J2jeMELZ77U9NuGMpOqQmqCps/6w/hYjqcr1eWt2z1hKjI91LMreMT1JVxzTQx8v2WTNupDPpzW7Z32871rk0lzccOiU2REH4r3Si4a6H1gzBwCaDzpNAaB5qql+p/4PLKJAyI033qijjjpKP/zwgxITE63Xx40bp5tvvplACELS0MEIKgYEQwcomjKvNFCNqc7LaJ2gL/52rBat36lx053rILivtWiUO9LruaHbqZYqlP0eybFxXxc1vX/SiD4aP2OxNu0O1JmqJCvllVf6KXsauPevO0YZrRMc3yUp6PfWZyCecxwAAABASxFRIGTWrFlatmyZEhKcD2UHHnigfvjhh6gUDC1DY+qYA+zoHEJT1VTWtUhOiFVifKwjVVCo6yBE8l2RXs+0Uw0jlP0ezrEJdF14vd++bSDm2h5dM5KVGBfrmEnhda65vytYues7EM85DgAA0PJEsoYi0NRFFAgpKSlRTEyMJMnn81mvb9y4USkpKdEpGQA0MDqH0BQ1pXUtvNLy1BWu55YtnOvCvq2pW0ay7h3ZV3e8+4vW7E5x9c85K63//9Cog6xgSG3PtWgH4nnIBQAAgF1TGTwHRFtEgZBjjz1W06ZN0+23324FQnbt2qWbb75ZJ554YlQLCAAAQteU0rox8wr1JZzrwr6tO8jx0dhM/ba5QKXllTr32XmSqhcZP/fZeVF7iIxm4IKHXAAAALg1pcFz9YGBQy1HRIGQRx55RIMHD9bMmTNlGIbOOecczZkzR5I0d+7cqBYQAACErqkFF5ipgfoQznXh3lZyrunRP7uNissqrWCJKRoPkdEOXPCQCwAA0LTUR6d8Uxo8V9cYONSyRBQI2W+//bRkyRI988wzyszMVElJicaMGaOrr75aWVlZ0S4jAAAIQ1MJLjDyBvUpnOvCHvDwejAygyWL1u/U+BmLtCZKD5HRDlzwkAsAANB01FenfFMbPFeXGDjUskQUCJGk9u3b64477ohmWQAAQB1qTIEHRt6gKQj2YJScEKsj98nUR1F8iIx24IKHXAAAgKajPjvlm8rgubrGwKGWJeRAyPr160P+0C5dukRUGAAAUDcaW+CBkTdoCkJ5MIrmQ2RdBC54yAUAAGga6JSvfwwcallCDoRkZ2eH/KGGYURUGAAAUDcaW+CBm3w0BQ3xYETgAgAAoGWiU75hcP/dcoQcCFm+fLn1/z/++GM98MADuuOOO3T44YdLkubPn6977rlHEydOjH4pAQBArTS2wAM3+WgqeDACAABAfeHeE6g7IQdCevbsaf3/P/3pT5o+fbqOOuoo67VDDz1U/fr103XXXaerr746uqUEAAC10hgDD9zkAwAAAACA+hDRYunLli3T/vvv7/f6/vvvr2XLltW6UAAAIPoIPAAAAAAAgJYoJpI37b333nrsscf8Xp8yZYr23nvvWhYJAAAAAAAAAIC6V1xWqZ/W7VRxWWVDFwV1KKIZIVOmTNGIESP01ltv6bDDDpNhGFqwYIHWrFmj//3vf9EuIwAAAAAAAAAAUVVcVqmhU2Zb62nOHDu4UaSSRvRFNCPkpJNO0ooVKzRq1CgVFRWpuLhY55xzjlasWKETTjgh2mUEAAAAAAAAACCqfttcoFW5RZKkVblF+m1zQQOXCHUlohkhktSpUydNmjQpmmUBAAAAAAAAAKBe9M5KVffMFGtGSO+s1IYuEupIxIEQAAAAAAAAAACaquSEWM0cO1iL1u9s6KKgjkUUCFm/fr1uvvlmff3119qxY4ff3wsLC2tdMAAAAAAAAAAA6lJxWaVueOMnbcwrYZ2QZiyiQMiFF16oiooK3XvvvWrTpk2Ui1SzjRs36o8//tCBBx6o9PT0ev9+AAAAAAAAAEDTVlxWqeGPz9bG/FJJe9YJ6Z/dpmELhqiLKBAyb948rVmzRnvttVe0yxPUggULNHnyZM2ePVtbt27Vl19+qWOPPbZeywAAAAAAAAAAaPp+21ygnN1BEEnqmJ7EOiHNVEwkb+rYsaOKi4ujXZYaLVmyROeee66+++67ev9uAAAAAAAAAEDzYS6WLkmd0hL1wXXHkBarmYpoRsgtt9yiK664Qk8++aR69Oghn88X7XJ5uvjiiyVVr1ECAAAAAAAAAECkzMXSf9tcoN5ZqQRBmrGIAiGHHnqobr31VvXq1cvz74Zh1KpQ0VRaWqrS0j3Tm/Lz8xuwNACA+kY7AAAtG+0AAIC2AEAwyQmxrAnSAkQUCLn00kt1+OGH669//WutFktfvny5Nm/eHHSbww47TElJSRF/x4MPPqhJkyZF/H4AQNNGOwAALRvtAACAtgAA4DMimL6RnJysDRs2KCMjo1Zf/sADD2jmzJlBt3njjTfUuXNnx2vr169XdnZ2SIule0X9s7OzlZeXp7S0tIjLDgCIrvz8fKWnp0e9fqYdAICmgXYAAEBbAAAtW121A1KEM0K6d++uvLy8WgdCbr/9dt1+++21+oyaJCYmKjExsU6/AwDQeNEOAEDLRjsAAKAtAADERPKmq666SpdeeqkWL16s4uJilZSUOP4DAAAAAAAAAABoDCKaEXL99ddLkvr16+f597paLH3Lli36/ffftXXrVknS4sWLFRcXp65du6pr16518p0AAAAAAAAAAKDpiigQMmfOnGiXIyQ//PCD7r//fknSwIED9cYbb+iNN97QpZdeqksvvbRBygQAAAAAAAAAABqviAIhgwYNinY5QnLaaafptNNOa5DvBgAAAAAAAAAATU9Ea4QAAAAAAAAAAAA0BQRCAAAAAAAAAABAs0UgBAAAAAAAAAAANFthBUK2bdtWV+UAAAAAAAAAAACIurACIR07dtTAgQP14IMPavHixXVVJgAAAAAAAAAAgKgIKxCybt06XXrppfr+++919NFHq1u3brrmmmv04YcfqqSkpK7KCAAAAAAAAAAAEJGwAiEdOnTQZZddprffflu5ubl69tlnFRMTo2uuuUaZmZkaMWKE/vnPfyonJ6euygsAAAAAAAAAABCyiBdLT0hI0CmnnKInnnhCK1eutGaJvPzyy+rWrZsOPfTQaJYTAAAAAAAAAAAgbHHR+qA+ffqoT58+uuWWW7R9+3Z9+OGH0fpoAAAAAAAAAACAiEQ8IySYjIwMjR49ui4+GgAAAAAAAAAAIGR1EggBAAAAAAAAAABoDAiEAAAAAAAAAACAZotACAAAAAAAAAAAaLYiCoQUFxdr5syZfq/PnDlTxcXFtS4UAAAAAAAAAABANEQUCLntttv0+++/+73++++/a+LEibUuFAAAAAAAAAAAQDREFAh59dVXdcEFF/i9Pnr0aL322mu1LhQAAAAAAAAAAEA0RBQIKS0tVVFRkd/ru3btUmFhYa0LBQAAAAAAAAAAEA0RBUKGDBmiiRMnqry83HqtvLxcEyZM0ODBg6NWOAAAAAAAAAAAgNqIi+RNDz30kAYNGqRevXppwIABMgxD8+bNU1FRkWbPnh3tMgIAAAAAAAAAAEQkohkh++23nxYvXqyLLrpIu3btUnFxsS6++GItWrRI+++/f7TLCAAAAAAAAAAAEJGIZoRIUseOHTVp0qRolgUAAAAAAAAAACCqQg6EbNu2LeQPbdeuXUSFAQAAAAAAAAAAiKaQAyF77bVXyB9qGEZEhQEAAAAAAAAAAIimkAMhCxcurMtyAAAAAAAAAAAARF3IgZD+/fvXYTHCU1VVpZiYiNZ5BwAAAAAAAAAALUiTiiZ88MEHOu6445SWlqbWrVvrlFNO0ZIlSxq6WAAAAAAAAAAAoJEKeUaI22uvvaa33npLa9euVUVFheNvP/30U23L5aeyslJTp07V3XffrSOOOEIlJSW6+uqrdfLJJ2vp0qVKT0+P+ncCAAAAAAAAAICmLaIZIf/4xz90ww036IADDtAPP/ygUaNGqWvXrvr555919NFHR7uMkqTY2Fi9//77GjJkiJKTk9W2bVs9/PDD2rhxo7777rs6+U4AAAAAAAAAANC0RRQImTZtmt566y3dd999kqSJEyfqf//7n/7xj39o7dq1US1gMBs2bJAkZWZm1tt3AgAAAAAAAACApiOi1FirVq3SgAEDJElJSUkqKChQamqqLrnkEt15550hf05paanKy8uDbtOqVSv5fD6/18vKyjR27FgNGDBAhxxySNDvKC0ttf6dn58fcvkAAE0f7QAAtGy0AwAA2gIAQEQzQioqKpSQkCBJ6tq1q3744QdJ1TM04uJCj62MHTtWHTp0CPrfqlWr/N5XWVmpCy64QDk5OXrjjTc8AyWmBx98UOnp6dZ/2dnZYf5aAEBTRjsAAC0b7QAAgLYAAOAzDMMI+00+n8y3PfDAA5oyZYpOOukkffXVVzr55JP1r3/9K+oFNVVWVurCCy/UrFmzNGvWLPXo0SPo9l5R/+zsbOXl5SktLa3OygkACE9+fr7S09OjXj/TDgBA00A7AACgLQCAlq2u2gEpwtRYGzdutP7/bbfdpqysLH377be64YYbdN1110WtcG5VVVW66KKLNGvWLH311Vc1BkEkKTExUYmJiXVWJgBA40Y7AAAtG+0AAIC2AAAQUSCkQ4cO1v/3+Xy67LLLdNlll0WtUF4Mw9Cll16qTz/9VB9//LE6dOigwsJCSdXrlISTkgsAAAAAAAAAALQMEa0RUlxcrJkzZ/q9PnPmTBUXF9e6UF62b9+u6dOna9euXRo0aJBjHZH//Oc/dfKdAAAAAAAAAACgaYtoGsVtt92mvffeW0OHDnW8/vvvv+vzzz/X//3f/0WlcHaZmZnWDBAAAAAAAAAAAIBQRDQj5NVXX9UFF1zg9/ro0aP12muv1bpQAAAAAAAAAAAA0RBRIKS0tFRFRUV+r+/atYtZGwAAAAAAAAAAoNGIKBAyZMgQTZw4UeXl5dZr5eXlmjBhggYPHhy1wgEAAAAAAAAAANRGRGuEPPTQQxo0aJB69eqlAQMGyDAMzZs3T0VFRZo9e3a0ywgAAAAAAAAAABCRiGaE7Lffflq8eLEuuugi7dq1S8XFxbr44ou1aNEi7b///tEuIwAAAAAAAAAAQEQimhEiSR07dtSkSZOiWRYAAAAAAAAAAICoimhGiNvee+8djY8BAAAAAAAAAACIqqgEQtasWRONjwEAAAAAAAAAAIiqqARCAAAAAAAAAAAAGqOoBEIOOuigaHwMAAAAAAAAAABAVEUlEPLTTz+poKBAhmFE4+MAAAAAAAAAAACiIqJAyNKlS3XLLbdY/x47dqzS0tLUqVMn/fTTT9EqGwAAAAAAAAAAQK1EFAi56aabdNJJJ0mSfv/9dz3//PN6//339ec//1njx4+PagEBAAAAAAAAAAAiFRfJm7755htNnz5dkvTxxx9rxIgRGjZsmAYOHKju3btHtYAAAAAAAAAAAACRimhGSFJSkjZt2iRJ+vDDD3X88cdLksrKypSQkBC90gEAAAAAAAAAANRCRDNChg0bprPOOkuHHnqo5syZoxdffFGS9Pnnn1spswAAAAAAAAAAABpaRDNCnnzySZ1xxhmqqKjQe++9p/bt20uS5syZo7vuuiuqBQQAAAAAAAAAAIhURDNCUlJSdO+99/q9/vTTT9e6QAAAAAAAAAAAANESUSBEknbt2qVXX31VS5culSQdcMABOv/885WSkhK1wgEAAAAAAAAAANRGRKmxFixYoH322Ue33XabFi5cqIULF+rWW29Vjx499OOPP0a7jAAAAAAAAAAAABGJKBBy5ZVXasSIEVq/fr2+/PJLffnll1q/fr1OP/10jRkzJtplBAAAAAAAAAAAiEhEqbF++eUXffTRR0pKSrJeS0pK0gMPPKCuXbtGrXAAAAAAAAAAAAC1EdGMkB49emjTpk1+r2/atEn77LNPrQsFAAAAAAAAAAAQDSEHQkpKSqz/brrpJp177rmaOXOmtm7dqi1btmjmzJn605/+pL/97W91WV4AAAAAAAAAAICQhZwaKzk52e+1YcOG+b126aWX6pJLLqldqQAAAAAAAAAAAKIg5EDInDlz6rIcIdm1a5eeeuopffzxxyosLFSfPn100003qW/fvg1dNAAAAAAAAAAA0AiFHAgZNGhQXZYjJGPGjFHPnj119913Ky4uTtOmTdPRRx+tn376ibVJAAAAAAAAAACAn5ADIV5yc3P1+++/yzAM9e7dW5mZmdEql6cXXnhB8fHx1r8PP/xwvfrqq/rqq68IhAAAAAAAAAAAAD8hL5ZuV1xcrDFjxigrK0tHH320Bg4cqKysLI0ZM0bFxcXRLqPFHgSRpJkzZ0qqDogAAAAAAAAAAAC4RTQj5Oabb9YXX3yh6dOna8CAAfL5fPr22281btw43XzzzXryySejXU7L119/rcsvv1z5+fkqLi7We++9pwMPPDDg9qWlpSotLbX+nZ+fX2dlAwA0PrQDANCy0Q4AAGgLAAARzQh544039Oabb2rkyJHq0KGDsrKyNHLkSL311lt68803Q/6c2267Tfvtt1/Q/9auXet4z8EHH6x33nlHb775ps444wxddNFFWrFiRcDvePDBB5Wenm79l52dHclPBgA0UbQDANCy0Q4AAGgLAAA+wzCMcN+UlJSknJwcZWRkOF7fvn27OnXqpJKSkpA+Z+PGjcrLywu6TY8ePfxSYpkMw9ABBxygk08+WVOmTPHcxivqn52drby8PKWlpYVUTgBA3cvPz1d6enrU62faAQBoGmgHAAC0BQDQstVVOyBFmBrrkEMO0UMPPaQHH3xQPp9PUnVQYvLkyTr00END/pyOHTuqY8eOkRRBkuTz+ZSenh50SmNiYqISExMj/g4AQNNGOwAALRvtAACAtgAAEFEg5JFHHtGpp56qGTNmWAuVz58/X5s3b9ZHH30U1QKaiouL9cADD+jmm29WWlqaDMPQK6+8ovnz5+vWW2+tk+8EAAAAAAAAAABNW0SBkKOPPlrLly/X1KlT9csvv8jn82n06NG66qqrlJWVFe0ySqqO3qenp2vfffdVQkKC8vLylJGRoX/+858aOXJknXwnAAAAAAAAAABo2iIKhEhSVlaW7r777igWJbiYmBiNGzdO48aN04YNG9SqVSu1adOm3r4fAAAAAAAAAAA0PREHQhpS586dG7oIAAAAAAAAAACgCYhp6AIAAAAAAAAAAADUFQIhAAAAAAAAAACg2SIQAgAAAAAAAAAAmi0CIQAAAAAAAAAAoNkiEAIAAAAAAAAAAJotAiEAAAAAAAAAAKDZIhACAAAAAAAAAACaLQIhAAAAAAAAAACg2SIQAgAAAAAAAAAAmi0CIQAAAAAAAAAAoNkiEAIAAAAAAAAAAJotAiEAAAAAAAAAAKDZIhACAAAAAAAAAACaLQIhAAAAAAAAAACg2SIQAgAAAAAAAAAAmi0CIQAAAAAAAAAAoNkiEAIAAAAAAAAAAJotAiEAAAAAAAAAAKDZIhACAAAAAAAAAACaLQIhAAAAAAAAAACg2SIQAgAAAAAAAAAAmi0CIQAAAAAAAAAAoNkiEAIAAAAAAAAAAJotAiEAAAAAAAAAAKDZarKBkE8//VTnnXeeXn755YYuCgAAAAAAAAAAaKSaZCBk48aNuuyyy/TFF1/oxx9/bOjiAAAAAAAAAACARqrJBUKqqqo0evRojR8/Xp06dWro4gAAAAAAAAAAgEasyQVC7r//fiUlJenaa69t6KIAAAAAAAAAAIBGLq6hCxCOuXPnaurUqVq4cGHI7yktLVVpaan17/z8/LooGgCgkaIdAICWjXYAAEBbAABo0EDI1KlTNWvWrKDbTJkyRVlZWdqxY4fOP/98PfPMM8rKygr5Ox588EFNmjSptkUFADRRtAMA0LLRDgAAaAsAAD7DMIyG+vLvvvtOq1atCrrN8OHD1bp1az399NO6/fbbdeqpp1p/+/jjj9W+fXsdfPDBevXVVxUT45/pyyvqn52drby8PKWlpUXvxwAAaiU/P1/p6elRr59pBwCgaaAdAADQFgBAy1ZX7YDUwDNCjjzySB155JEhbXvSSScpIyPD8dq8efPUo0cPjRw5Uj6fz/N9iYmJSkxMrHVZAQBNE+0AALRstAMAANoCAECTWSOkV69e6tWrl+O1yZMna99999V5553XQKUCAAAAAAAAAACNmX8uKQAAAAAAAAAAgGaiycwI8fL3v/9d7du3b+hiAAAAAAAAAACARqpJB0JOOeWUhi4CAAAAAAAAAABoxEiNBQAAAAAAAAAAmi0CIQAAAAAAAAAAoNkiEAIAAAAAAAAAAJotAiEAAAAAAAAAAKDZIhACAAAAAAAAAACaLQIhAAAAAAAAAACg2SIQAgAAAAAAAAAAmi0CIQAAAAAAAAAAoNkiEAIAAAAAAAAAAJotAiEAAAAAAAAAAKDZIhACAAAAAAAAAACaLQIhAAAAAAAAAACg2SIQAgAAAAAAAAAAmi0CIQAAAAAAAAAAoNkiEAIAAAAAAAAAAJotAiEAAAAAAAAAAKDZIhACAAAAAAAAAACaLQIhAAAAAAAAAACg2Ypr6ALUN8MwJEn5+fkNXBIAgJ1ZL5v1dF2hHQCAxol2AABAWwAALVtdtgMtLhBSUFAgScrOzm7gkgAAvBQUFCg9Pb1OP1+iHQCAxop2AABAWwAALVtdtAM+o67D7I1MVVWVcnJylJqaKp/P19DFCSo/P1/Z2dlat26d0tLSGro4IWuK5W6KZZaaZrmbYpklyl0fDMNQQUGBOnXqpJiYusvcSDtQ95piuZtimSXKXZ+aYpmlplVu2gFvTekYmppimaWmWe6mWGaJctenplZm2gJ/Te0YmppiuZtimaWmWe6mWGaJcteHumwHWtyMkJiYGHXp0qWhixGWtLS0Rn+SemmK5W6KZZaaZrmbYpklyl3X6nLUl4l2oP40xXI3xTJLlLs+NcUyS02n3LQDgTWVY2jXFMssNc1yN8UyS5S7PjWlMtMWeGtKx9CuKZa7KZZZaprlbopllih3XaurdoDF0gEAAAAAAAAAQLNFIAQAAAAAAAAAADRbBEIascTERN11111KTExs6KKEpSmWuymWWWqa5W6KZZYoNxpGUz1+TbHcTbHMEuWuT02xzFLTLTf2aIrHsCmWWWqa5W6KZZYod31qimWGU1M9hk2x3E2xzFLTLHdTLLNEuZu6FrdYOgAAAAAAAAAAaDmYEQIAAAAAAAAAAJotAiEAAAAAAAAAAKDZimvoAsBp165dMgxDrVu3drxuGIby8vL8tm/VqpXi4+P9Xi8tLVV8fLxiYuo+1mWWLSUlRQkJCQG3Ky4uVnJyctDPCmWbaCsvL9euXbv8Xk9PT5fP5/N7vaSkRElJSfVRtBqVlJQoMTHRs5wNKdzztaysTHFxcfVyvnopLi5WeXm50tLSAm5TUVEhSYqLC1xthrJNNOXn5yshIcHvfKyoqFBhYaHf9mlpaZ77uDGd06i+HoqKijzroMLCQus8MyUkJCglJcXvc6qqqlReXl5vOUALCwvl8/nUqlWrgNuE0jbVZ/tll5eXJ3e20OTkZM/9V15erpiYGMXGxtZX8QKqrKxUZWVl0Pa3oezatUvl5eWO1+Lj4z3PEcMwVFZW1mA5aysrK1VQUKDWrVsHrcNDqS/rs04N1n6Fe077fL56a79Qs7y8PCUlJfkdL7ONcGvTpo3n59TnvXWw9ssUSttU3+2XqaioSGVlZY7X4uLi/J7LpOo6q7S0tNHcPzXEM1QoGvP56iU/P1/x8fFByxDK81d9PqOZ7VdqaqrffUlxcbFKS0sdr8XGxio1NdXvcxrbOY3o9Q3V97N2Xl6ekpOTm2TfUFN+ji4tLVVCQkKj6xuSpJ07d/q9Fqj/sKysTLGxsQ32nFVSUqLS0lKlp6cH3KayslJVVVWe11s420RToParKZ/TdcZAg6uqqjLee+89Y+jQoUZsbKwxZMgQv202btxoSDJSU1ON9PR06793333Xsd3ixYuNAQMGGHFxcUZiYqJx0UUXGbt27aqTcm/fvt145JFHjF69ehmSjBdeeMFzu6eeespo3769ERsba3Tq1Ml46aWXItqmrrz11luGJMd+TU9PNzZv3uzY7u233zb23ntvIzY21sjIyDAeeOCBeiuj29dff2307dvXiI2NNVq1amXccMMNRkVFRYOVx23Hjh2GJKN169aOffrGG284tlu2bJkxcOBAIy4uzkhISDBGjx5tFBQU1Fs5v/76a2P06NFGUlKSkZWV5blNTk6OMXToUCMuLs6Ii4szhg4dauTk5IS9TbQUFxcb//rXv4zDDz/c8Pl8xt/+9je/bd577z3Pc3rNmjWO7T744AOjR48eRmxsrNGmTRvj7rvvrpMyIzRLly41rr/+eqNt27aGJGPjxo1+2wwZMsRITEx0HNcLL7zQsU1xcbFx+eWXG0lJSUZcXJxx2GGHGQsXLqyTMldWVhrvvPOOccoppxgxMTHGKaec4rndwoULjcMOO8yIi4szkpKSjMsvv9woLi4Oe5u6ZNan9n379NNPO7ZZs2aNceKJJxpxcXFGfHy8MXLkSGPr1q31Vka77du3G6NGjTLi4+ONuLg447jjjjNWrlzZIGUJ5JRTTvE7X88991zHNqWlpcaVV15pJCcnG3FxcUb//v2N+fPn11sZN2zYYNx1111G586dDUnGl19+6bndnXfeaaSnpxuxsbFGz549jQ8//DCibaJlzpw5xp///GcjMTHR6Ny5s+c2rVq1MlJSUhz7/9FHH3Vss2HDBuPUU0+12q/hw4cbmzZtqrNyI7i8vDzj8ccfNw444ABDkt/xMgzDmDp1qhETE+PXxrvvA1966SWjU6dORmxsrNG+fXvjqaeeqrNy//rrr8Z1111ntGnTxpDkWS8WFRUZl1xyidU2HXHEEcaiRYvC3qYujR492oiPj3fs1xNPPNGxTWVlpXHzzTcbqampRmxsrLHffvsFrDfqw6OPPmq0a9fOiI2NNbp06WK89tprDVYWLy+88ILh8/n8ztfCwkLHdq+99prRpUsXIzY21mjXrp3nuV9XSktLjVdeecU4+uijDZ/PZ4wZM8Zzu88//9zo3bu3ERsba6SlpRm33nqrUVVVFfY20bJ+/XrjjjvuMDp16mRIMubMmeO3zWWXXeZ3Tg8aNMixTVVVlTFhwgQjLS3NiI2NNXr16mV88skndVJmhObDDz80zjjjDCMuLs448sgj/f7eGJ+1d+7caUyZMsXYf//9DUnGE0884bndCy+8YHTs2NGIjY01srKyjGnTpkW0TV1pis/R8+fPN/r372/ExcUZycnJxpVXXmmUlpY2WHnciouLPc/Xl19+2bHdihUrjCFDhljn67nnnmvs3Lmz3sr5/fffGxdffLGRkpJitGrVynObrVu3GiNHjrSev0488US/cyOUbaKlpKTEeOmll4wBAwYYPp/PuOaaa/y2+fTTTz3P6d9//92x3SeffGL06tXLar8mTJhQZ+1XQyMQ0gjk5uYaw4YNM/73v/8Zl1xySdBAyOLFiwN+zq5du4wuXboYF154oVFQUGCsWLHC2GeffYxLL720Tsr9/PPPGzfeeKPx22+/GbGxsZ6BkHfffdeIj483/vvf/xplZWXGSy+9ZMTGxhqzZs0Ka5u69NZbbxnp6elBt/n555+NuLg44/HHHzfKysqMTz/91EhOTjb+9a9/1UsZ7TZu3GikpaUZ48ePN4qLi40ff/zRaNeunXHnnXfWe1kCMW/OgnVmlZSUGN27dzfOO+88Iy8vz1i9erXRu3dv4/zzz6+3cp5xxhnGyy+/bNx7770BAyFHH320MXjwYGPr1q3G1q1bjUGDBhkDBw4Me5to+eqrr4yLL77Y+Pbbb42DDjooYCAkMTEx6OcsXbrUSEhIMB5++GGjtLTU+Oqrr4xW/8/efYdHUa1/AP8mmw5JSAIJBEJTIBRDxyBVEAsi0kRELlgRBMXKVeGqYIEfei1gRUUvgiiC2EAEBKWISI8gvSZCAiQhhZRNNuf3R5hhZna2Zjdb8v08D89Ddmd3z87OzDlz3nPeU6uWWccvVZ9JkyaJN998UyxdutRqIGTatGlW3+fhhx8WTZs2FYcOHRKFhYXi/vvvF/Xr1xf5+fkuL/OZM2fE4MGDxapVq8Rdd92lGwjJz88X9evXFw8++KAoLCwUhw4dEo0bNxYPP/ywQ9u4m8FgsNpxbTKZRIcOHcRNN90kcnJyxNmzZ0WXLl3EjTfeWG1lVBo8eLDo0KGD+Oeff0Rubq4YNGiQaNOmjSgrK/NIefTcdNNNutcopSeeeEI0bNhQ7N+/X1y6dEk8/PDDom7duiInJ6dayvjqq6+K559/XmzdutViIGTu3LkiKipKbNq0SZSWlopXXnlFhIaGiiNHjji0jSsNGjRILFq0SLz44otWAyErVqyw+B4VFRXi2muvFddff724cOGCOHfunOjevbvo3bu3W8pMti1dulRMmjRJ/PXXXyIuLs5iIOSqq66y+j6//vqrMBgMYuHChcJoNIrly5eLoKAg8f3337ul3BMmTBBvvfWWWLJkicVAyPjx40Xz5s3FkSNHREFBgRg3bpxITExUdYjbs4073X333WLcuHFWt3n11VdFbGys+PPPP0VJSYmYNm2aqFWrlkhPT6+WMiotXbpUhIaGih9//FEYjUYxf/58YTAYxNatW6u9LJZ8+umnFq9Rkq1btwqDwSA+/vhjYTQaxffffy9CQkLE0qVLq6WMf/75p7j77rvFxo0bRY8ePXQDISdPnhTh4eFixowZoqSkRGzdulXUqVNHzJkzx6FtXOmll14SL774otiyZYvVQIh2AILWG2+8IaKjo8Xvv/8uSkpKxMyZM0VYWJg4duyYW8pN1hUWFoqbbrpJrFixQkyYMMFqIMSb7rWXLFkiHnnkEbFv3z4RHR2tGwhZt26dMBgMYvHixcJoNIqlS5eKoKAgsWrVKoe2cSdfu4/OyckRcXFxYvLkyeLSpUti//79IjExUTzxxBPVXhZLpECI3jVKYjQaRatWrcTQoUPFxYsXRXp6umjXrp0YNmxYtZXzjjvuEJ988on473//azEQcuONN4quXbuKs2fPipycHDFgwADRsWNHYTKZHNrGVbZu3SrGjBkjNm/eLK699lqrgRBrjh07JsLCwsTLL78sSkpKxJYtW0RUVJR44403XF5mb8BAiJe5//77rQZC0tLSRElJie5rFy5cKIKCgkR2drb82IIFC0RwcLDbOxQsBUL69etndvHq3bu3GD58uEPbuJMUCCkrKxNGo1F3m/Hjx4uUlBTVY/fdd59o3759NZRQTboBU3Z2zZw5U8TFxXnNrBCpcSbdJOpZunSpCAwMVI08/eKLL0RgYKDZbBx3e+2113QDIX/++af8PSS///67quFpzzbuYisQUl5ebvGYfvTRR0WLFi1Ujz388MOiVatWbikr2U9qrFgLhBQVFem+tqCgQISGhor58+fLj128eFGEhISIjz76yG1lFqKyA0kvEDJ//nwRGhqqCsS89957IiwsTB6VZs827iYFQizNQlm/fr0AIP7++2/5sTVr1ggA4sCBA9VSRsnx48cFANVN4eHDhwUAt85CcJQUCLF0vBYXF4tatWqJuXPnyo8VFhaKiIgIiyMJ3SU9Pd1iIKR58+ZmN5RNmjRRXX/t2cYdZs2aZTMQYumYluqqXbt2yY9t3LhRAHDbLDKyn61AiNFotBj4HDZsmOjXr5/qscGDB4v+/fu7o6iyn376STcQItVDygFEOTk5Ijg4WL5/sGcbd5MCIcXFxbqjICsqKkT9+vVVg4/Ky8tFfHy8eOGFF6qljErXXXedWadmt27dxN13313tZbFECoSUlZVZPF5Hjx4trrvuOtVjI0eOdNugImssBUKee+450bBhQ9VxMXXqVNGoUSOHtnGHEydO2AyEWDqmhaisq6ZOnSr/XVFRIRo1aiT+/e9/u63MZJ9JkyZZDYR46722pUDI4MGDzQYQDRw4UHX/YM827uRr99Fz584VtWrVUrW133jjDVG7du1qnVlvjRQI2bhxo8Uyff/99wKAaubEN998IwICAsTp06erq6hCiMp2ll4g5MCBAwKAWL9+vfxYWlqa6v7Bnm3cxVYgxNoxPXXqVNG4cWPVY0888YRo0qSJO4rqcVws3cd07doVkZGRaNy4MV577TWYTCb5uW3btqFt27aIjY2VH+vTpw/Kysqwa9cuTxQX27ZtQ69evVSP9enTB9u2bXNoG3fLz89HVFQUatWqhWuuuQbfffed6nlLZUxLS0NxcXG1lVMqS/fu3VV5vPv06YPs7GwcPXq0WstiS69evRAZGYmkpCS8+uqrqrUNtm3bhhYtWiAhIUF+rE+fPqioqMD27ds9UVwz27ZtQ1hYGLp06SI/lpqaitDQUPn4tGcbTygtLUVkZCRq1aqFtm3bYtmyZarnt23bht69e6se69OnDw4dOqSbw5O8x+uvv47o6GjUqVMHd911F86cOSM/t2fPHpSWlqquV9HR0Wjfvr3Hjsdt27ahQ4cOqnzUffr0QUlJCfbu3Wv3NtVhyJAhiIqKQoMGDfDcc8+hpKRE9T3i4uLQunVrVRml56qT9HnK37lFixZo0KCBR687et555x1ER0cjOjoad9xxB9LT0+Xn9u3bh0uXLqm+R61atdC5c2ev+R4XLlzA8ePHzdoAvXv3lstozzaeMmrUKERFRaF+/fp4+umnVbn6t23bhlq1aqFjx47yYz169EBQUJDHy03WnTx5Um63dunSBb/88ovqeW9oWyvt3r0bRqNRVaaYmBi0a9dOLpM921SHJUuWICoqCpGRkRg0aBCOHDkiP3fq1ClkZmaqymgwGNCjR49q37cmkwk7duzwqt/ZkrNnz8pt0o4dO2L16tWq5y0drzt27FDd63rStm3b0LNnT1Xu/T59+iAjIwP//POP3dt4wooVKxAdHY3IyEjcfPPNOHDggPxcZmYmTp06pdr/AQEB6NWrl9cdR2TO1+61faVvyJfuo7dt24YuXbqo1oXo06cPCgsLsX///motiy0DBgxAVFQUGjZsiBkzZqjW5Nq2bRuaNGmCxo0by4/16dMHQgj8+eefniiumT/++AMA0LNnT/mxa665BrGxsfLxac82niK1G1u3bo0vvvhC9Zyl8+7UqVPIysqqzmJWCwZC3KCiogIXL160+k9v0ThrDAYDnn/+eaSnp6OoqAjz5s3DzJkz8eqrr8rbnDt3DnXr1lW9Lj4+Xn7OlpKSEpvl1i7Sa01RUREuXbqkWyapPPZs46iysjKb30N50a1Tpw7+97//4fz587h48SLuvvtuDB06VHVTaWnfCiFw4cIFp8rprKr+ztUhMDAQzz77LE6fPo2ioiJ8+OGHmDNnDl544QV5G73vUa9ePfk5b3Du3DnExcWpbmgCAgJQt25duYz2bFPdoqKisGDBApw7dw55eXl44IEHMHLkSKxatUrextpxdP78+Wotr78qLCy0eh3SW+TQlhtuuAF//vknSktLsW3bNpw8eRK33nqrvCC1dMw5e021p/5yNPhrzzXLHdc1W99Du2jc5MmTcezYMZSUlGDJkiX49NNPMWXKFKvfIyQkBNHR0dV+rp87dw6hoaFmi2dWpe50hz59+mDr1q0oLS3Fzp07kZWVhZtvvlleuLWqx2t1sKeM3vo9xo8fjyNHjqCkpATLli3Dl19+iYkTJ8rP6x3TgYGBiIuL85r97+tKS0ttXouk67e9EhISsHTpUuTm5uLChQvo378/brnlFtWgJ0vX1MLCQruu4a6uvzx1HhUVFdnc/0IIefsuXbrgt99+Q0lJCQ4cOAAhBPr37y9/X2861/Py8mA0Gr2iLNbUrVsXX3zxBXJycpCdnY3bbrsNgwYNkjuLAMvHa2lpKfLz86u7yLo81Zapqvbt2+OXX35BUVERDh8+jLCwMPTv3x85OTmqcnn7ceTLhBA2r0OO9g1Vx722O+qv8+fP6x5ryv4Ze7ZxhD19Q1K7FPC9+2hvvO5oBQQE4Mknn8TJkydRXFyMTz/9FPPmzcOzzz4rb6P3PWJiYhAUFOQ13+PcuXOIjo42W/y8Xr16qnrA1jbVrXbt2vjwww+RmZmJ/Px8TJ48GWPGjMGKFSvkbXzhOHKlINubkKMyMjKQkpJidZs777wTH374od3vWa9ePcyYMUP++/bbb8fjjz+OefPm4T//+Y/8eEVFhep1UuBC2UlryVtvvYXZs2db3ea7776TR8DaS69M2vLYs429VqxYgfHjx1vd5s0338S9994LoLJjUemZZ57BmjVr8O6776J///5WywjYt29dzZvKoicqKkoVpBs4cCCmTp2K//u//8Mrr7wiP679HtLf3vI9APMyAubHpz3bVKfevXurRqk8/vjjWLt2Ld555x0MHDhQftzbjyNfN3ToUKsjroKCghwOpE6fPl3+f6tWrfDJJ5+gbdu22LRpE/r16yc/p/fbKmeRWXLs2DF07drV6jZjx47F3LlzHSq3PceaK49Hk8mEpk2bWt2mZ8+e+PHHH+W/33rrLfn/ffv2xYwZMzBx4kS8/fbbCAsL0y2jVE5vqAc8WRZLlDc4V199NT777DNcddVV+OWXX2xei7zpewDV35ZxhTfeeEP+f8+ePfHKK69g3LhxmDdvHqKiogD4xnHkyxYsWKA6D/QsXLgQgwcPtvs9hw4dKv8/LCwM//d//4fVq1fjgw8+wPz58+XnqnJNve2227B7926Lz4eFhSEzM9PuMlsrkzvPo4kTJ5rN8tY6fPiwfLP/2GOPyY8nJSVh0aJFqFevHr777juMHTvWLWWsKm8qi55Bgwap/p45cyZ+/vlnvPfee0hNTZUf94U2aXW3ZVzhkUcekf+fmJiIzz//HPXq1cOyZctU98vefhz5svPnz6Nly5ZWt7n99tvxv//9z+73rI577Y8++kh136Fn8eLFuPXWW+0ut16ZpHMkMDDQoW3s9dNPP6mu33pmzZolDxTxxftobyqLntDQULz++uvy3zfeeCOee+45TJs2Da+99pr8u2q/hxACFRUVXvM9AN/sG0pNTVXVt5MmTcIvv/yCefPmqdqU3n4cuRIDIW7QuHFjXKyGKXHJyck4f/48Ll26hFq1aqFhw4Zm09+k6F1iYqLN93vmmWfwzDPPuKx8ERERqFOnjtlUqnPnzsnlsWcbR40cORIjR450rtCXJScnY+vWrfLfDRs21C1jUFCQPLKiulgqC2Df7+wpycnJyM/PR3Z2NuLi4tCwYUNs2bJFtY30vbzlezRs2BDZ2dkwmUwwGAwAKjtYc3Jy5DLas403SE5Oxk8//ST/bek4CggIQP369au7eH5p7dq1bv+Mli1bIiAgACdOnABQ+bsCleeS1LEDVP62ygaQJS1atHB5/dWwYUOzKc3aa5Y92zjCYDBU+XskJyejoqICp06dQqtWrdCwYUOzETHSrMbqPtcbNmyIsrIy5ObmIiYmRn68KnVndWjevDlCQkJ0j1flVPhz584hOTnZI2XUkvantXaKPdt4A2mfnjhxAu3bt0fDhg1x4cIFVFRUyDeh0nHlTeX2ZRMnTlTNwnGXVq1ayecVYLmOj4mJkQO71mzYsMGl5VOe68oUvufOnUObNm3s3sZRjnQs6omJiUF8fLzuNUvJE+d6nTp1EBER4RVlcZS9x2tERASio6Oru3i67Ln/8oV7tMjISCQmJnrlMe2vpNkM7ubqe+3Jkydj8uTJLi1jYmKi7rFWr149ecCWPds4YvDgwS65J/DW++iGDRvi8OHDZmUBvOe6oyc5ORklJSU4e/YsGjZsiIYNG2LlypWqbaQ2qrd8j4YNG6KgoADFxcVyKjIhBM6fP6+qB2xt4w2Sk5OxZMkS+W9r9VeDBg2qtWzVgamxfNiOHTsQFxeHiIgIAJWj/Q4cOKDKF7927VqEh4ejc+fOHiljz549zfIWr127VpUzz55tqtvOnTtVnTI9e/bE+vXrVdusXbsWXbt2RWhoaLWWrWfPnvj9999VuevXrl2LxMRENGvWrFrL4ogdO3YgKioKderUAVD5PY4fP46TJ0/K26xduxbBwcHo1q2bZwqp0bNnTxiNRmzatEl+7Ndff0VZWZl8fNqzjTfYsWOH7jGtTAmxdu1adOjQwSzdDnmvXbt2QQgh/7bt27dH7dq1zVL7paWleex47NmzJ/bu3aua/bJ27VpERkbKsyft2aa67dixA0FBQXLjr2fPnsjLy8OOHTtUZQQq11WoTtdddx0CAwNVv/PevXtx/vx5r7ruaKWlpcFoNMrHa9u2bRETE6P6Hrm5udixY4fXfI86deqgXbt2qjJWVFRg/fr1chnt2cYb7NixA4GBgWjUqBGAymO6uLgYv//+u7zN+vXrUVFR4VXlJutMJhP27NljVsd7U9u6Y8eOiIiIUJXp7Nmz2L9/v1wme7apbhkZGcjMzJT3bcOGDdGsWTNVGY1GIzZu3FjtZQwMDMR1113nVb+zPSoqKrBr1y67jtcePXp4zUjUnj174rffflOliV67di1atGghDzyxZxtPy8rKQnp6urz/4+LikJycrNr/5eXl2LBhg1cfR2TOF+61fbVvyJvvo3v27IkdO3aoUlauXbsWsbGxTg8iqA47duxAeHi4nI6pZ8+eOHPmDA4ePChvs3btWhgMBnTv3t1TxVSRjkHl8fnnn38iPz9f1TdkaxtvoHdM//rrr6p1udauXYvWrVsjLi7OE0V0Lw8t0k4aeXl5Ijc3V/zrX/8SPXr0ELm5uSI3N1d+/tVXXxWzZ88Wf/31lzh58qR4++23RXBwsJgzZ468jdFoFG3bthU33nijOHDggPjll19EvXr1xL///W+3lLmsrEwup8FgEO+++67Izc0Vly5dkrfZtGmTCAoKEm+88YY4fvy4mDFjhggJCRF79uxxaBt3Gjt2rPj888/FsWPHxIEDB8SECRNEUFCQ+O233+Rtjh8/LmrVqiWefPJJcfz4cfHRRx8Jg8Egvv/++2opo9LFixdFgwYNxN133y2OHDkivvnmGxERESHmzZtX7WWx5PXXXxcvv/yy2Lt3rzh16pR49913RVhYmJg5c6a8TXl5uejYsaO4/vrrxf79+8Vvv/0m6tevL6ZMmVJt5SwsLBS5ubnipZdeEvHx8fLxbDKZ5G0GDx4s2rZtK3bu3Cl27twpWrduLW6//XbV+9izjatUVFTI5WzXrp2YPHmyyM3NFQUFBfI2999/v/j000/F0aNHxcGDB8Wjjz4qAgMDxdq1a+Vt0tPTRVRUlHjkkUfEsWPHxGeffSaCgoLE0qVL3VJusq24uFjk5uaKb7/9VgAQhw4dErm5ucJoNAohhNi7d68YNWqU2LRpk/jnn3/Ezz//LFq2bCm6du0qysvL5fd5/vnnRVxcnFizZo04ePCgGDhwoGjZsqUoKSlxS7ml+mvkyJGif//+Ijc3V1y8eFF+vqSkRLRo0UIMGjRIHDx4UPz8888iJiZGvPDCCw5t404ff/yxmDZtmti1a5dIT08Xn376qYiKihKPPvqoart+/fqJzp07iz179og//vhDNG/eXNx9993VUkat++67TzRt2lT8/vvvIi0tTXTr1k306NFDVFRUeKQ8WocOHRLDhw8Xv/32m/jnn3/EunXrRJs2bUT79u3lY1qIyvZNdHS0WLVqlTh06JAYMmSIaNq0qSgqKqqWcpaWlorc3Fyxf/9+AUD88MMPIjc3VxQXF8vbfPHFFyIkJEQsWrRIHDt2TEyYMEHUqVNHnDlzxqFtXEmqv1544QWRmJhoVn99/vnnYurUqWLHjh0iPT1dfP755yImJkaMHz9e9T4DBw4UKSkpYteuXWL79u2iVatWYvjw4W4pM9lWXl4u/5axsbHi1VdfFbm5uaKwsFDeZtiwYWLp0qXi5MmT4q+//hKjR48W4eHhYu/evfI2u3fvFiEhIeKll14Sx48fF//973+FwWAQmzZtcku5pfpr2bJlAoA4duyYqv4SQojnnntO1K1bV6xbt04cOHBA3HTTTSI5OVmUlpY6tI27XLhwQdx8881i3bp1IiMjQ2zatEl06dJFNG/eXLX/58+fL8LDw8XXX38tjh49KsaOHSvq1asnsrOz3V5GrXXr1gmDwSDeeecdcfz4cfHcc8+JsLAw8ffff1d7WSy58847xZIlS8SJEyfE/v37xT333CNCQ0PF9u3b5W32798vwsLCxPTp08Xx48fFvHnzhMFgEOvWrau2ckrnXWpqqrj33ntFbm6uyM/Pl58/d+6ciIuLEw888IA4evSo+PLLL0VoaKj49NNPHdrGlaT6a+/evQKA+Omnn0Rubq7c3issLBT9+/cXa9asERkZGWLLli2ie/fuIikpSdVOW7hwoQgNDRVffPGFOHr0qHjggQdEbGysyMzMdEu5ybb8/HyRm5srHnzwQdGlSxezviFvvNdW1l9RUVFizpw5Zn1DO3bsEMHBweLVV18Vx48fF3PmzBFBQUHi999/d2gbd/K1++hLly6Jpk2bimHDholDhw6JlStXiqioKDFr1qxqL4sl8+bNEzNmzBB79uwRp0+fFh9++KGIiIgQzz33nLxNRUWFSE1NFT169BB//fWX2Lx5s2jUqJF46KGHqq2cly5dErm5ueKNN94QtWrVko9n5X326NGjxdVXXy22bdsm9uzZIzp27Cj69++veh97tnElqZxdunQRDz74oFn9NWHCBPHxxx+LI0eOiMOHD4unnnpKBAQEiB9//FHeJjMzU8TGxoqHHnpIHD16VCxevFiEhISIhQsXuq3cnsRAiJe45pprRHR0tNk/SUFBgXjxxRdF+/btRaNGjcT1118vli1bZvY+GRkZ4s477xQNGjQQV111lXj++edVJ64rbdq0SbfMEydOVG33/fffi65du4r4+HjRvXt33UatPdu4y+nTp8WDDz4orr76anHVVVeJoUOHip07d5ptt3XrVtGnTx8RHx8vOnToIBYvXlxtZdQ6ePCguPXWW0VCQoJo3bq1ePPNNz1WFj2XLl0SL7/8sujQoYNo1KiR6NOnj1iyZInZdmfPnhWjR48WDRo0EM2bNxfPPfec6qbZ3YYPH657DB8+fFjeJj8/X0ycOFEkJSWJpKQkMXHiRFXFYu82rpKdna1b5r59+8rbZGRkiIkTJ4oWLVqI5s2bi8GDB4tt27aZvdeOHTtEv379RHx8vEhJSXHbjRrZ58UXX9T9bZcvXy5vs2LFCtGvXz+RmJgoOnXqJKZPn64KggkhhMlkEi+99JJo0aKFqF+/vhg+fLg4deqU28rdsmVLszInJCSotjl16pQYPny4qF+/vmjRooV46aWXVAFHe7dxl9LSUvHmm2+KLl26iIYNG4qePXuKjz/+2Ozzc3JyxP333y8aNmwomjRpIqZMmaK6watOxcXF4sknnxRNmzYViYmJ4p577hHnz5/3SFks+eGHH8QNN9wgEhMTRceOHcWzzz4r8vLyVNtUVFSI2bNni5YtW4qEhAQxZMgQcezYsWor4+LFi3XPO+0N5CeffCKuueYaER8fL/r37y927dpl9l72bOMqt99+u265jx8/LoSoHBwzb9480a1bN5GYmCiuu+468cEHH5i1CfPy8sRDDz0kGjVqJJKSksSkSZPMrilUfdLS0nR/19GjR8vbHD58WIwdO1Y0a9ZMtGzZUowaNUq343vt2rWie/fuIj4+XnTt2tWtg3emT5+uW+7vvvtO3qa8vFzMmDFDXH311aJ+/frijjvuEKdPn1a9jz3buNP69evFLbfcIho2bChSUlLEY489pntdfffdd0WbNm1EQkKCuPnmm8W+ffuqrYxay5cvF507dxb16tUTPXv2FL/++qvHyqLn2LFj4t577xXNmzcXLVq0ECNGjBBpaWlm2/3666+iZ8+eol69eqJz586qto+7lZSU6B6/Xbt2VW2XlpYmbrzxRhEfHy/atm0r3n//fbP3smcbV1m4cKFuuV977TV5m40bN4pBgwaJRo0aiWuuuUZMnjxZZGVlmb3X/PnzRbt27UR8fLwYMGBAtQ1IJH1du3bV/W2lIJc33mvv3r1bt8xjx45Vbffzzz+L1NRUUa9ePdGtWzdVZ6wj27iLL95HHzt2TAwZMkQkJCSIli1bitmzZ3vNwCghKu9ZZs+eLTp16iQaNmwoevXqJT7//HOzMp47d06MHTtWJCYmimbNmompU6e6bSCfnrFjx+oew7t375a3uXTpkpgyZYpo0qSJaNiwobj//vtFTk6O6n3s2cZVCgsLdcvcvXt3eZuzZ8+KyZMni1atWolmzZqJQYMGiS1btpi91549e8SAAQNEfHy8aNeunZg/f75byuwNAoRQzOciIiIiIiIiIiIiIiLyI1wjhIiIiIiIiIiIiIiI/BYDIURERERERERERERE5LcYCCEiIiIiIiIiIiIiIr/FQAgREREREREREREREfktBkKIiIiIiIiIiIiIiMhvMRBCRERERERERERERER+i4EQIiIiIiIiIiIiIiLyWwyEEBERERERERERERGR32IghIiIiIiIiIiIiIiI/BYDIURERERERERERERE5LcYCCEiIiIiIiIiIiIiIr/FQAgREREREREREREREfktBkKIiIiIiIiIiIiIiMhvMRBCRERERERERERERER+i4EQIiIiIiIiIiIiIiLyWwyEEBERERERERERERGR32IghIiIiIiIiIiIiIiI/BYDIURutGjRIgwfPhyTJk3CqVOnPF0cIiKqZvv378cDDzyAkSNHYuXKlZ4uDhERuVlRURGef/55DB06FK+88gqMRqOni0RERNXs66+/xogRIzBhwgQcPXrU08UhossYCCFyk7lz5+I///kPhg8fjuDgYPTs2RO5ubmeLhYREVWTEydOoFevXmjatCluvvlmjB07Ft98842ni0VERG40dOhQ7Ny5E2PGjMHPP/+Mf/3rX54uEhERVaMFCxbg8ccfx5AhQ1CnTh306NEDWVlZni4WEQEIEEIITxeCyBdlZGRg/vz52L9/PxITE3HvvfeiU6dOAICSkhIkJiZi8eLFuOWWWwAAvXv3xg033IDnn3/e4c8qLCzE+++/j+3btyMkJATXX389xo0bh6CgIIfLpmQymfDAAw8gOzsb33//vd3PZ2RkYObMmTCZTJg2bRqaN2/u8HciIvJ1ZWVlWLhwITZs2ACDwYB+/fphzJgxMBgMAIAHH3wQRUVFWLx4MQBg/vz5eP3113H48GGnPu+HH37AihUrkJeXh+uvvx4TJkywWA8sX74cH330keqxwYMH4+GHH7ar7LaeN5lMeOONN7B9+3aMHDkSI0aMcOo7ERH5ms2bN+PLL79EVlYW2rZti4cffhjx8fEAgF9++QXDhg3DP//8g9q1a+P8+fNISkrCli1b0LlzZ4c+Jzc3F3fddZf893333YeRI0eqtrl48SL++9//Ii0tDY0aNcJjjz2GFi1aWHzPI0eO4KOPPsKxY8fQrFkzTJgwAVdffTUA/XoDAAYMGIAnn3wSAHD8+HG88847OHHiBJo3b47HH38cjRo1krddv3495s+fj5YtW+LZZ59FeHi4Q9+ZiMgXZGZmYv78+UhLS0N8fDzGjh2L1NRUAJVt5EaNGmHu3Lm44447AAADBw5Eu3btMGfOHIc/a+rUqUhLSwMAXHXVVXj33XfNtlm0aBG+++47BAUFYeTIkRg6dKjV9zx16hTeffddHDlyBN26dcMTTzyB0NBQ1TZCCEycOBEnT57EqlWrEBhYOY6+pKQE7733HrZt24awsDCMHTsW/fv3V+2bmTNnoqioCM888wySk5Md/s5E7sQZIUROOHjwIPr374+QkBCMHj0aYWFhuPbaa7F+/XoAlTdIJSUlqgrh1ltv1Q022OP222/HV199hWHDhuH666/Hiy++iKefftqpsim99tpr2LhxI9asWaP7Xpaev/vuu9G6dWt07tzZ7IaMiKimuOmmm7Bt2zYMHDgQ1113HZ577jlMnDhRfv6HH37AoEGD5L9vvfVWHDlyBAcPHnT4s9544w3cc8896NSpE4YPH44PP/wQDzzwgMXtT5w4gQsXLuCxxx6T/11//fV2l93W8/Pnz8e2bdswcuRIvPLKK9izZ4/D34mIyNe88847mD59OpKTkzFy5Ehs3boV3bp1k2d9//DDD+jbty9q164NAKhXrx66du2KH374weHPqlWrlnz9PnLkCI4fP656vry8HDfccAO2bNmCUaNGobS0FKmpqTh9+rTu+6WlpWH06NFITEzE3XffjYsXL6Jz585yypbOnTur6ozx48dj3bp1aNCgAYDKIEpKSgqMRiPGjBmD7OxspKamIjs7GwBw9uxZTJo0CUOGDMG5c+cwc+ZMh78zEZG3O336NHr16gUhBO666y7ExMSgV69e+PHHHwEA27dvx/nz5+UBsUDV+oJGjBiBxx57DImJidiyZYvZ87Nnz8Zjjz2GAQMGoHv37hg7diw+/vhji++3c+dOdOjQAfn5+Rg9ejTKy8vxxBNPmG337rvvYu3atfj5559RUVEBAKioqMDNN98s902lpKRg6NChWLFihfy6e++9F02aNEGPHj04UIq8kyAihxUWFoqSkhLVY4MHDxZjx44VQggxd+5ckZycrHr+m2++EbVq1XL4s/Ly8gQAsXXrVvmx+fPni8aNGztVNslff/0lrr76arFw4UIRGhpq9j7Wnm/durUoKysTJpNJtGnTRphMJoe/FxGRr7tw4YLq76VLl4rQ0FBRVlYmcnJyBACxY8cO1Ta1atUSK1ascPizEhISxHvvvSf/vW/fPgFAHDx4UHf71157Tdx0001Old2e5x955BHx008/CSGEeP7558UXX3zh8HciIvI12mtjSUmJiIiIEEuXLhVCCHHjjTeKp556SrXNfffdJ+68884qfW779u3FrFmzVI8tX75cREREiPz8fPmx1NRU8fjjj+u+R0FBgSgvL1c91qJFC/Hmm2/qbv/xxx+LunXryvcVU6ZMEb1791Ztc80114gXX3xRCCHEli1bxLhx44QQQvz9999i8ODBdn8/IiJfUVRUJIqKilSPjR49WgwbNkwIIcSCBQtEo0aNVM+vWbNGGAwGuR3tjFmzZon27durHisuLhaRkZFi0aJF8mNvvfWWaNiwoaioqNB9n06dOomnn35a9ZiyHhFCiCNHjohmzZqJL7/8UgCQy71161YBQPzzzz/yti+//LKq76tdu3ZyvdGhQwdx6dIlx78skRvp51MgIqtq1apl9ti5c+fkqeV5eXnIzMzEzTffLD+fk5ODS5cuoby8HEFBQXjwwQeRnp5u8TNmzpyJbt26oXbt2mjUqBH+/vtvebrl/v370bp1a6fKBlSmPBk3bhzmzZuHkpISs+1tPX/77bejTZs2CAoKws033yxPkyQiqkni4uJUf587dw7R0dEICgpCXl4eAOCJJ55QpQYpLy/HxYsXAQBLlizB//73P4vv37dvXzzzzDMwmUy4cOECGjduLD/XpEkTAMCmTZvQqlUr3dcfOHAAw4YNQ3R0NPr164e7775bvl5bK7s9z48ZMwZDhw5F8+bNkZ2djd9//93i9yAi8hfaa2NeXh5KSkpQt25d+e/vv/8ef/31l7zNoUOH5Ov02bNnce+991r9jNWrV9tVls2bN6N79+6IjIyUH7vxxhstvl6apSI5f/48zp8/r7pHUPrggw9wzz33yOlSsrKyVPUQADRu3BibNm0CAHTp0gVTpkxB9+7d5TS9RET+Ri/l37lz5+R04Xl5ecjLy1P1BeXn58NkMqGwsBB16tTBo48+ajVV7rPPPos+ffrYLEtaWhoKCgpw0003yY/deOONeOyxx3Dy5Ek0a9ZMtf3Jkyexa9cuzJw5Ew899BByc3ORmpqKSZMmydtUVFRg3LhxeO211xAdHa16fVZWFkJCQuSZgkDlPcnBgwdx/vx51KtXD6NGjUKbNm0QERGB7t27IyIiwub3IKpODIQQucBHH32EAwcOYMmSJQCA4OBgOU+v5K+//sKOHTvk/Orjxo1DYWGhxfeUKq3AwED89NNPGD58OD766CNcunQJ0dHRWL58uVNlA4CXXnoJKSkpuPnmm/Htt9+avcbW87NmzcLo0aMhhEBKSopd5SAi8mcnT57EzJkz8Z///AdAZT0AAA888ADq1asnb7dz5075uWuvvRYxMTEW31O6yTAYDOjUqRO+/vprDBw4EAEBAfjyyy8BwOLCiyNGjEC7du1QUVGBI0eO4Nlnn8WaNWvw+eef2yy7Pc9369YNu3fvxpEjR9CpUyfmgSeiGqeiogITJkxAjx495A6r4OBg9OrVS5UO5JNPPpEHFkVHR6vuD6ri3Llz8tokkvj4eJw7d87q6/71r38hIyMD+/btw/Tp01UpHCW7du3Czp07VfcPXbt2xeuvv47s7GzExcUhIyMDW7ZskdcICQkJwZYtW7Bjxw40adIEDRs2dMG3JCLybkuWLMHWrVvxzjvvAKisB+Lj41XX+qNHj2Lr1q3yPcBdd90lD5rSY2mQk9a5c+cQGBioCtJL9cK5c+fMAiFS6sQnn3wSjzzyCGJiYjB79mysW7cOq1atAgC8/vrrSExMxPDhw7Fu3TrV6zt06ICKigqsWLECw4YNg8lkwtdffy1/Xr169TBt2jQMHToUpaWl6Nixo13fg6g6MRBCVEWLFi3C1KlT8eOPP6Jp06YAKjuvTCaTahTApUuX0KBBAwQEBAAAevbsadf7l5WV4dFHH0XTpk3xwAMPoLi4GK+//jpmzpwpV7aOlG3nzp343//+h7179+q+xtbzkmuuucau8hMR+btTp06hf//+GDt2LCZPngygMi+8wWBA27Zt0alTJwCViw5eunQJiYmJAIDmzZvLo8ds+eCDDzB06FAkJyejTp06CA4ORoMGDSwGIJo2bSpf9wGge/fuuPbaazFz5kzVTZFe2W19N0l8fLxZJxwRUU1gMplw33334cSJE1i3bp08265BgwaIjY1V3QN89dVXiI2NBQBERESonquKkJAQeYahpKSkBCEhIVZfd//99+PixYvYunUrXn31VaSmpqJHjx6qbd5//33069dPNVtk0qRJ+OWXX9CyZUu0bdsWp06dQufOnZGfn68q03XXXVf1L0dE5AO++eYbTJw4EStWrJCDFw0aNIDRaFRd63/++WdERUXJ2Tu6d+/uks8PCQlBRUUFjEajPHtPCrzr1QXSzO7HHnsMEyZMAFDZr5OSkoLDhw+jrKwMb7/9Nnbv3q37eU2aNMFbb72Ff/3rX3jttdeQlZUl3+co70natGnjku9H5A4MhBBVwYcffohp06Zh9erVuPbaa+XHu3XrhqNHj6KwsFCehr5jxw5069ZN3sbe1Fi//PILfvvtNxQWFsqVS9u2bdGlSxdMnz4d9evXd6hsn332GQIDAzFq1CgAlZH7srIy3HzzzZg+fTq++uorq8/bG8AhIqoJDh8+jBtuuAH33HOPamHYkJAQdOjQAXv27JFvEP7++2+UlZXJo6PsTY0FAJ06dcLhw4exb98+lJWV4eqrr0aDBg3QuXNnu8qZnJwMAMjMzJQDIZbKbuu7ERHVZGVlZRg9ejROnz6N9evXq2b2devWDWvWrFFtv2PHDnlksCtTY1199dWqGRtA5YLmllJdSfr27QsAGDJkCDIyMjB37lxVICQ/Px9LlizBZ599pnpdaGgoVq5ciaNHj+Kff/5BSkoKxowZY3c9RETkTz7//HM8+uij+O6771RprLp164aMjAxcuHBBTpuo7QtyVWos6Xp/9OhRtG3bFkBlPRAYGKg72EraPikpSX5MSnl44cIF/PDDDzAYDBg7diwAIDs7G0DlYu9PPfUUBgwYgEmTJmHUqFE4cOAA4uPjsW3bNmzYsEE1AIvImzEQQuSk//73v5gzZw5++eUXtG/fXvVccnIyunbtirlz5+K5555DTk4O/ve//+HDDz+Ut7E3NVZ8fDwqKirw119/yZXn7t27ERwcjDp16gAAJkyYgOuuu06usKyV7eGHH8att94q/71161bs27cPjz32GFq0aGHzeSIiqvTXX39hwIABeOKJJzB16lSz5++//3688847GD16NMLCwvDmm29i2LBh8rXb3tRYQOVaIC1btkTnzp1RVlaG8ePHIyUlBb179wYALF26FCtXrpQDKwsWLMCYMWPk0WBvv/02oqOj0a5dO7vKbut5IqKaqKSkBMOHD8elS5ewbt061focAHD33XdjxowZ2LVrFzp16oR169YhPT0dw4cPB+Da1FjDhg3Df/7zH/zyyy/o378//vnnHyxfvhyvvfYagMrUiePGjcNbb72F5ORkrFq1Cu3bt5dTVuXn5yMtLQ0DBw5Uve/nn3+OyMhI3H777arHL168iB07duCGG27A1Vdfje+//x7r1q3Dzp07XfJ9iIh8xQcffIDp06ebDToFgEaNGmHAgAF444038Oqrr6KgoACffPIJXnnlFXkbV6XGat68OTp16oS33noLH330EYQQmDt3LgYMGCCv7/H4448jOTkZDz30EOLj49G3b18sXbpUTrf71VdfISoqCu3atUPdunVVAZg9e/Zgx44dmDJlijzL45tvvsHtt9+Onj174p9//sHLL7+MKVOmcN1Y8hkBQgjh6UIQ+ZqtW7fiuuuuQ+vWrVWLBqakpGDOnDkAgIMHD2LAgAFo2LAhTp06heHDh9tMZWXJ008/jXfffRcdO3ZESUkJjhw5gjfffBP3338/AKBdu3YYMmQIXn75ZbvKpvTtt99i1KhRuoui2/M8EVFNddVVVyE7OxupqamqxxctWoS6devCZDJh5MiR2LlzJ2JiYlBSUoINGzZYnMlnze7du3HXXXchLi4Ox48fR1JSEpYtWyZf52fPno0PPvgAJ0+eBAC89tprePvtt9GsWTOcOXMGpaWl+Pjjj+Vp+rbKbut5IqKaaNq0aXj11VfRu3dvVRqQBx98UA52LFy4EFOmTEFKSgrS0tLw6aefYsiQIU593ujRo5GTk4Pff/8dDRo0QLNmzTB06FA89NBDAIC33noL06ZNwzXXXIODBw9i0KBBWLhwIQIDA+WFcrdu3YrU1FRs2bIFDz30EEJCQhAREYG0tDT06tULS5YsQVRUlPyZKSkpGDx4MF5++WVVWUpLSzF8+HBkZGSgvLwcmZmZ+PDDD+XvTURUE6SlpaF9+/Zo0aKFatZFy5YtMXfuXADAiRMn0L9/f9StWxdnzpzBgAED8Omnnzr1eR9++CFWrFiBEydO4OzZs7juuusQGxuLL774Qi7PLbfcgujoaJSVlUEIgTVr1shlS01NRWpqKt566y0AlbNHbrnlFgQGBqJOnTo4evQoPvnkE916at26dRgwYADKysrktFrvvfce5syZg8TEROzbtw9jxozB3Llz5eeJvB0DIUROyM7Oxvbt280ej42NVU15LC4uxo4dO5CQkICWLVtW6TPPnTuHw4cPIzg4GK1bt1bdsGzZsgXx8fFo0aKF3WVTvu/evXsxYMAAi59r7Xkioppqw4YNKC0tNXv8+uuvl/P0ApU3KIWFhejWrVuVbhJKSkrkoIo29+6JEydw+vRp1SiugoICpKWlITo6Gi1btlTlCrZVdnu/GxFRTXLw4EE54KyUnJysSguSmZmJgwcPyiNsnaV3LW7atKmc7lD6rAMHDqBhw4aq+43i4mL89ttv6N69uzwy2GQyYd++fSgsLESzZs3kNaskRqMR69evR7du3eR1TbT27duH/Px8dOrUCWFhYU5/NyIiX5SXl4etW7eaPR4dHa1a+6O0tBTbt29HXFwcWrdu7fTn6dU7oaGhuP7661WftWPHDhgMBnTp0kV1v/HHH3+gTp06qnqjvLwcu3btQkVFBdq1ayenc9eS+pZuuukmea1boLKP6MCBA2jVqpVTA7yIPImBECIiIiIiIiIiIiIi8ltM4kZERERERERERERERH6LgRAiIiIiIiIiIiIiIvJbDIQQEREREREREREREZHfYiCEiIiIiIiIiIiIiIj8FgMhRERERERERERERETktxgIISIiIiIiIiIiIiIivxXk6QJUt4qKCpw5cwaRkZEICAjwdHGIiOgyIQQKCgqQmJiIwED3xelZDxAReSfWA0RExLqAiKhmc2c9UOMCIWfOnEFSUpKni0FERBakp6ejUaNGbnt/1gNERN6N9QAREbEuICKq2dxRD9S4QEhkZCSAyp0ZFRXl4dIQEZEkPz8fSUlJ8nXaXVgPEBF5J9YDRETEuoCIqGZzZz1Q4wIh0pTHqKgoVnZERF7I3VPTWQ8QEXk31gNERMS6gIioZnNHPcDF0omIiIiIiIiIiIiIyG8xEEJERERERERERERERH6LgRAiIiIiIiIiIiIiIvJbDIQQEREREREREREREZHfYiCEiIiIiIiIiIiIiIj8FgMhREQuUGw0YU/6RRQbTZ4uChERERERERERESkEeboARES+rthowsC3N+JEdhGaxUVg1ZTeCA8xeLpYREREREREREREBM4IISKqskNZBTiRXQQAOJFdhENZBR4uEREREREREREREUkYCCEiqqJWCZFoFhcBAGgWF4FWCZEeLhERERERERERERFJmBqLiKiKwkMMWDWlNw5lFaBVQiTTYhEREREREREREXkRn5wRsnv3bnz55Zc4d+6cp4tCRASgMhjSIakOgyBERERERERERERexqdmhKxbtw7Tp09HTk4Ojhw5gg0bNiA+Pt7TxSIiIiIiIiIiIiIiIi/lUzNCCgsL8eabb2L9+vWeLopNxUYT9qRfRLHR5OmiEBERERERERERERHVWD41I2TIkCEAgIyMDM8WxIZiowkD396IE9lFaBYXgVVTejNdDhERERERERERERGRB/hUIMQZpaWlKC0tlf/Oz893+2ceyirAiewiAMCJ7CIcyipAh6Q6bv9cIiIy54l6gIiIvAfrASIiYl1AREQ+lRrLGbNmzUJ0dLT8Lykpye2f2SohEs3iIgAAzeIi0Coh0u2fSURE+jxRDxARkfdgPUBERKwLiIgoQAghPF0IR2VkZCApKQkbNmxA3759rW6rF/VPSkpCXl4eoqKi3FbGYqMJh7IK0CohkmmxiMinVdf1LD8/H9HR0S6/PnuqHiAiIsewHiAiItYFREQ1m7vqAaAGpMYKDQ1FaGhotX9ueIiB6bDIJzGIR0r+sOaRp+oBqh68ZhGRLawHiIiIdQEREfl9IMST2DlDvsYfOr3JtbjmUc3kK/UXr1lEREREREREZA+fCoScOHEC27ZtQ05ODgBg/fr1yMzMRLt27dCuXTsPl06NnTPki9jpTVrSmkfStYxrHvk/X6q/eM0iIiIiIiIiInv4VCDk9OnT+PbbbwEAd955Jw4fPozDhw8jKCjI6wIh7JwhX8ROb9IKDzFg1ZTePjE7gFzDl+ovXrOIiIiIiIiIyB4+FQjp06cP+vTp4+li2IWdM+SL2OlNRL5Uf/GaRURERERERET28KlAiC9h5wz5qvAQg9eO/qbq50tpksg1fK3+4jWLiIiIiIiIiGwJ9HQB/JnUOePtnUjkfsVGE/akX0Sx0eTpohA5RC9NEvk/1l9ERERERERE5E84I4TIzTiinnyZL6VJ8ifFRpPPzMggIiIiIiIiIvJ2DIQQuZkvLTxMpOVraZL8AYOnRERERERERESuxdRYRG4mjagHwBH15JOYJql6MR0ZERER+QumCHY/7mMiIiL7cEYIkZtxRL3/YxojciWmIyMiIiJ/wFmu7sd9TEREZD8GQoiqgTSinvwPbz7I1Rg8JSIiIn/AFMFVZ2vAFfcxERGR/Zgai4ioCpjGiNyB6cjIlzAlBxER6WGK4KqRBlwNeXcLBr69Ubee5T4mIiKyH2eEEBFVgb+nMWLaLyKyhrPiiKgmYHvIOZzlWjX2zPbgPiYiIrIfAyFERFXgzzcf7OAkIluYkoPItdjh7n3YHqoapgh2nr0DrriPiYiI7MNACBFRFfnrzQc7OIm8l7d0lvr7rDii6sQOd+/E9pDreUsd5u38ecAVERGRJzAQ4gZs2BFVH55v7sMOTvJ2NfX8d6az1F37ip00RK7DDnfv5O/toequSxnwc4y/DrgiIiLyBAZCXIwNO6Lqw/PNvdjBSd6sJp//jnaWuntfsZOGyDX8vcPdV/lze8je+sGVwRIG/IiIiMhTAj1dAH+j17AjIvfg+eZ+UgenP930k3+oyee/1FkKwK7O0pq8r4h8idTh/u2kHjUquOvt/Hn2obZ+SMu4aLaNFCwZ8u4WDHx7I4qNpip9pqN1WE1UbDRhT/rFKu9rIiIiUuOMEBfjSC6i6sPzjajmqsnnv6Ojk2vyvnI3f+4gpeojHUeNYyJwOreIx5OXKDaakJZxEVOXp+GUn84+bJUQiaSYMKTnlgAAHl2yCy8PuQahwYEIDTIgpVEdl8/gsFSH8Xrq28ccfz8i/8Xz2/fwN7OMgRAX8+ep00TehucbUc1V089/R9JR1fR95S41OT0buY7yOAoKDEB5hbB4PPGm1v2UQanh72+RAwCAf6ZxKjaacMlYIf+dVWDEg5/vlP9uEheBFRN72BVMt/f41NvO2eupP50Tyn0gkWbpXNs8zu2fLe1HAA7vU9aHRP6L57fv4W9mHQMhbsBc2eQN/OnGwBqeb0Q1V009/525vtfUfeVOzHNPWs6cm8rjqLxCANA/nmrqTW11tmeV+7hurWBcuFSmet7RGXXe3hYvNpowaO5G5FwyWtzmVHYRTucW2QymO7LWiN529lxPtfvT384J5T5Qmro8DSsm9nDbbDHlfmwSGw4EBDg8G4X1IZH/4vnte/ibWcdACJEf8rcbAyIiquTq67u3d9R5M6YcIyVnFp0GgNIyE5rEReCUZkZI45gIbDueDQBuSU/kCVLaH6DyO9m65jh6vXP0eqb9LX5IOyPv4wuXymAIDICpQqB+ZAjmjOiArs1i7U7jlFNoxK3zNuFsXonXtsUPZRXgTH6p/HcAAKHZpsnla5u1YHqx0aTad9ZmMVg6ji1dT/Vm6Ej70x/OCUmx0YTSMhOSYsORnlOseu5UdhEGztuEzLwSJEaF4sdHeyO2dojLPjst46K8H08pPvtEdhF+SDuD21ISmYKTqAbj+e17+JtZx0AIkR/ypxsDopqKHdSkx5XXd20n43I3jjj1RzUt5RivSdYpOxOljuDQYINq3Y9io0nuHFeOvG4SG46vxqeiRXwkTucWoXFMBIa+t1nulHQkPZGjnAkeaIMZllIdKdc9qVc7FMPf34LMyx3vTeIisFoRHNB7D0eud9pR7XNGtLcabFFunxQThrIKIDOvBIYAwHQ5GmCqEIirFYLMAiNe+H4fVk3pbfZavSCHNNPi7OXv6q1tcWVHSWJUKL6e2AMZuUUoLb+yQHdokP7vK1HuC+W+m7o8Tff3bRwToXsc611Ple+dGBUqB22k/dk4JgINosPkYJOvdvQov2f9qFDdbTLzKtdwOZNfilvnbcL6J/tWaW0V5e8xddle+fGEyBCEBgfhdE5lYHbqsjS8v+GozUBeTasPyT+wXWObtI9cfY/Afe9evCZbx0BINajK6CQesOQMRoA9g+cuuQpndTmnKudgVTsDAcdzajvDldd3bSejsoP2pSHt5IVyvenYq0oOencIDzGgVUKkX137XZm/v6YoNppUnYlJseHyYsfSLI/6kSEQAQHIutyZqxx5fSqnGKHBBsTWDkFs7RBsO56tfj67CD/tO2uxI8LZ492ZGRc3v/WbXLaEyBC8POQavLzqgCqVDgCzdU8CAVQo3uuUIjhgafaE9nrXOCYCe9Iv6n5/5YyEUznFuHP+H1YDvMrrn7RQOFDZkR9XKxjZl9NiZV9OG6UMZtgK0KRlXFTNtGgQHeaVbXG9jpKGMeEA7F+7RrkvTIrpJKc0wUDlbA6938RWIOxMfqkq6CG959nLsySWT+zhs4uuK79nZn4p6keHITOvBPWjQuXAodLZvBJ5xo0z12ZrKeCyCoyoHwm8MKgNZvz4NwD7A3n+WB+S/2K7xjZ37SPue8cxLbJrMRDiZs7cYPCiQFXFCHD147lLrsRZXY6ryjlY1c7ApNhwBDqRU9sZrrq+FxtNyC82yh0uiVGhOHN5xOmpnGKMXbAdAFA/KhSrXJyGw1na0cE/Pnolt7wnOu2lYJjU4e0P1/6q5O+vyQ5lFagCFxN6X4Vp3+4DcGXdj8wC9ToMgQHA5afQRNHJX692KKZ8udvsM6Z9uw/zNx1XjbIH7DveLd1AOzrj4oe0M6rvqV1YW3oP6f/K768MgkjfWZolo509oUzHs2pKb6RlXERpuQlD399idq7pddgry2MpPZVyNoGSITAAs4e1x4Of71A9rgw8WwtIa4Ni9aNCsfKRXl57XbDUUWJr7RrljIImseHycaEM/D29LA2nc8xnc5zOLVJ9pr2BsEUPpGLLsQu4ITkBp3OLVEGSVfvOokV8bbSIj5SDLu5II2VJVYIvrRIiVfsw2BAgzxCTvktSTBiMJiEHUqUZN85cm5WvUaaAk2QWGPHBb0fl9kEzxbmq9x2lx+vVDsWID3736nRw3srXgneA9TL7wvdhu8Y2d+2j6tr3vnAc2oP9TK7HQIibOXqS++MF2V8uQL5Cub85Kqf6+OO5S9VHe5309lld3njzU5Vz0Jm6WtkZmK7Jqe3u81/bceXMbBZlIKf+5ZQoYz7+w2yh1kydNByu5EjZtaODB87diNBgg9lIdG2uenf8HsqOO4k/XPu154JyRLc3X5M8TXvN7tsq3uJobgCIrRWMHMUo7Jdubyt3eCrTC2md0jnG9K5fyvYfAIs30PbWNcrjXTuzQ0kK6Ow7c1HuRNV+n9iIYLx1Z0d5vY096erZE4EBUKXjAYBnlqeprk0nsouwfFcGWsTXlv8GKjvsnx/UBvM3HTcL8Go78aXZBNqZOqYKgajwIHm/6KXZshaQ1tYPj/Rr4ZNtcOWxoZwRInWIK4+pl26/BmM//RNA5W9Qt3bI5cBfZfBPOZsjMSoUjWMi5M/JKTRiwJu/qWbeSLMtAcizR/RmlUjlMwQA0y8HHuOjQnHu8m+pl0bKHRzppNKmjJOOnzkj2uPO+X8AqGxTSDPElMdZWsZFeZtTl8+BxrHh8hpD1mZNKbVKiFQFp0wVAi8PaYd31h+Rr1lZlwO30mwbQP86Yik1mvQ76q0TUxPYatto1yfSDvKwN3jnqTa3tWPeGzpt7dkv9tR/Nb0fq6r3o5b2X3WkNfSG49AV9Nbg0g5IkPZfTT5WHcVAiJs5epJ7e+eXo6p6AfLFykdb5ur6DtqRqdrc07ZyJVPV+NO564vnnS+zdJ30xKwue357d9z8uOKYq8o56OhrtaM3tTNCtIu82kr/URV6+xyA3JHUIj4SR85VjtCW6gBtR11mfinOF5bKI6+fWrZXFdw5m1filg5+S8eLpQWVtZ03yk5mqWP0o03HVemImsSGo7TMhGKjyWXnkXYEu8TXr/2A+lxookjvxDVkzGnPZemaLXXYWgqCAMDk61vg860n5f2cnlOsm16oflQogoMC5fOxvqYTGTC/fjWOiVCdV7OHp1gMDNpT12g7qisARIYaUFBqMtv2nu5Ncft7m1Xl/WRcVwx+dwtMFQKGAOCHR3rJ6ZcA9b1SIK7MkjmRXYTtJ7ORmV9qFqBVdnwnRIagcWwETudU7sv/bT1ZmVYoMgRP3ZSMp5enwVQhEBQYIO87VSqiAiMW3tcV/17+l9xR3yI+0up+sXYdV36foMAATPt2Hz7edNznOmG0s3GUqRL3pKvXwwkNDlStNXJG59q46IFUjPjgd5zJK8GguRvlGX0D526Ujy2g8vd89MvdcmBKWktGG/A7cq4Aq6b0xg9pZzB1WZr8+nOaz5bqLymQAMDl90PWBlNY6vCWggZS3ZfSqI7FtVOk91JuEwj1ObDw3m5o1zDaZgoy6T1/fLS3ahbO8E6NMLBdA7MA/5n8Uqw7mIUmsRG639FSajTAfJ2YmsKeNYQsXaOlQR5vj+po8zj1ZEevtWPe04MD7d0vluo/ZbBSeT752jXcFapyP2qtjW8praErefo4dAW9Ga/SYALtumiwIzMB+3iuYCDEjRw5yZUHpT+lNHLmAuStlY89Fw7t1O7lE3tUy3fQG5mqzT1tK1eyI3gRNecv6cj8ZfREdanquWBtlEd15/W097fXGzEujfhz9ppf1WNOuZCf1OlvbTu9TgFHzt/wEANWP9ZH7iCSKDuK9FJ9AJZHZjuj2GjCN7syVPt8yZ+n8eHGY3InknL0ttShpA3kSClqwkMMuLZ5HNY81gfbT2Zj6vK/VGkxXM3SSHblbBXtgsqzR6TI5VKOPlV2jAKVo5Lv79kUa/8+J9d/rrqeHcoqUHX01Y8KtavTwlXcvRbO7OEp8v+l0ccnsq+ksyk2mlQjjmtim8DSdatDUh1VJ7GkYZ1QZOYb5Q75IR0a4q5ujeUBLNO+3Sff5CpvdqXOYuX5OPz9LapjWXv90p5XAMw6WLW/md51WgpITvlyt6qjGgAKSk1mMz6CAgPkNQUkmfml2H82X067YxLA+cJS1ToU0r1SbEQQcorKVa+/99PtMAmYzSpR/j+rwIj6UZWphIArx2xmgRFPfH0lRVV5hcDp3CLE1g4xCx51bRqHlY/0wq3zNuGMYh9b2i/WBgNI30e59sKJbHW6L18izcZR1mPK/Vc/MgSlZRWqmRu3v7tJXnfFEAAseiAV5wtL5fsUaabG/w1LUQUMYyKCAcXsHODKWiMpjeqo6i2pk/22lES8u/6I6r5HqUlsOM4XFOOhz3fI7+vKlI/aNJPKWRnKe9kmseEY3/sqs6CBsh1lqx0SHmLA8ok9VIFJoPIc+Pc3aXjrzg6qc99SWjgAiK0dgvVP9lV9XniIAeuf7KsaWCctmF5fEXDUfkftzCGJ3gy2msBSW1i67paWmcyu0dpBHva0WzzR0avsp7E0gMjVgwMdbWM4EpjUC4LorZ9j7X187ZruKGfvR9MyLur+DtrZ3esOZrmlbvSHQarKfSXNtjyTX4rh729RBVBP2ZGZwFWDFf3l2PfJQEhBQQGys7PRsGFDBAcHe7o4FmlPcqnxraV3UDpzsXHVQenM+1h6jaMXIG3+b2U+We0JXZ0noa2bHqkzbOqyNLlBfyK7COsOZrm9gWJpZKoyMixRNoqdnSVSkzrKHT3Gqrvj2h38YfSEu7kqWKs3yqM6G2ra49tagENJ24n+1LK9eOXywtot4h1vdNp7zFnLTW3PiBhb1y5Hz9/wkMqgh16nvV7O+0NZ6rz5VT2/tOmtgMoOp5majkhLixNLgRygctaItG+LjSasO5iFG5ITsOFyJ0njmAiXz2KxdCOtna0ilblVQqTqd35lSDt5DQZAP5XQJ5tPyv935U2ssm3j7hz0ejcgrlgLR1tu7axSbeoZaWZNTqHRbMSxJ/Lxe5q165Z2Vo3U1lKeW9I1F4DcTiuvEJgzIkVe/0B5bEaFhyBTJ8WTRHn90ra9UxrVUXWwAtYDstpjQUla10Q5sKZxTATWHcxSjcqXJMWGo35UqCp1j7JeUO5HbRAEuHJemwRQt3YILhQadVOHSW1v5Yh5LeWC5XrB70NZBXJHvbXrs70joS9cKpNnhhgup/t6d/0Rn5qhbem7Sh3yA+duRGZ+KcZ++qcqaD2hz9Xy9dkkgC3HLuC2lETVvd3ZvBKczlX/To/2vxozfjhgVg4p6KFMH6Wtz77ZlaGqE4DKmRImATy4cJfq8cz8Ugx48zesfbxPla5XemkmFz2QqromSt/3VE4xpn27T/f4Vc6csNX+OZ1bZBaYBCAfu6qZOTaOZ73PkwZErNbMtsksMCI2QuCjf3UGAgQGztskB36U14Ij5wpU9Ygvdj5Wld4svW3Hs+U1c5I06cxSGtVRzdCR2GonVndHr96AT0szjlw1ONBWmyen0Ih1B7PQ46q6OF9YilYJkRb3iz33C9pruLLOk9rI9qwNZykFnq+zt+1cbFSvldVE8Tsofx8p0CqlwrT1no72y/j6IFXt/YaybzS/xCiv7xQIIDEmHBm5xRYHvLhisKI/tfl9KhBSXl6OSZMm4bPPPkN0dDTKy8sxb9483H333Z4umi57KydXdDy6qnPamfex9hpHL0Da4JGltGLOltPZaX3W8vJpO6IkDaLDcENygtzQaeKmBop2ZCpQ2RBf8XBPhIcYVJW1djFcZ0bJ1pSOclcGfHwpcu4PoyfcyZFgrS3aUR4vD2kn5zt3N73jWxvgsJbSYLxiIeB0xcLaTeIisMLBWWf2HHOWFlIF1PtROyJGyiGf0qiOxZFJVaHXaf9D2hk0iY1QXZeVHXCWRmY7erOk/WzA8roCkoSoUFWaqGubx6mOhYTawcguKpdHpf/53A2qAERV050VG02qke1NYsPx0uUgmtQxqJd2rLTMhO0nclS/89XxtS12eOqxdDPszPXdVjoFV824LDaazI77qtTB2jaWlDsfuNIxLjmRXTkDREqNM3V5Gu6c/4fZdU854MORlB6+ztp1y9LxER5iwMguSWadMcoOMWlUpPbG0pG6We/zi42VM9ekYIy10bLaY0GSeHktIamzSVnO21IS8f6Go/J3emlIOwDAf77bj7ELtqNJbDi+Gp8qHxd6wdAmseGoQGWdou0sbhAdhpWP9DILuMREBCH3cgDlqWV78fqI9vLMQGWKP70Fy7WdwPbu48YxEarZO8pUZdr3WPRAKga/s1nuuJba3nrXPm9kbZ+czi1SzeZQBiZuadcAL3y/X95HUvBPm45pYLsG+GjjMZzKKUaT2HDc3r4RFv5+Cieyi1QzhKT3Vga66keGIL+oTK7PhnVqhI83HVcdu9I6F3qyLxmrvH6Ith7OzC/FlmMXdO9lJSYBxNUKUQUzrM2c0OuIkvZBQu1gIDAQWfmlcof68ok9sO5gFjo3jsGYT7Y5nYM/PMSAG5ITVOdiTlEZHlq0E4pJH3JdIZX92tpxciozX7jvcSW9DB/1aoeaBTjSc4rxwqA2uCq+FkKDKvdPbO0QrHyklxxcBGCz78BaP4u1wUP2/jbK6/S+Mxfx2Fd7kaNYy0dqs1qaae3uRbVzCo3o9uo61Swkqa2kt1+s3S9IM/ZaJUSq1veqEJUz1WYMbifP+NO2lfQG6+oNdPP1waOOtJ2118bxvZrL/5eOW2Wg1VZ71tl2u68PUlWe49oZhv/5dr8827YCQLmpQm5nAeYDXpxZl0V7/mnb/NWxBpe7+FQgZPbs2VixYgX++usvtGzZEgsWLMC4ceNwzTXXICUlxfYbVDN7gwDOzJqwdmGvSgePM+9j6zWOXIC0o+j0bhKsBSYsqcpUML2KTJoOXFpm0g2CJEaF4kfphktcrpyF9R4qRztQ9G4iJZmKaYbSqB7tBVRiaf+5cpaPqxrD1RVQ0DvGnF3wT9vh4e0jAbUVbk28kbHG3mCtlt6xq00tMX/jcTnlgLsby3qzP0KDDaoFT/VuzJUBCb1Rjac0N8TWKK9hUioe5cwE5TVfO7tCKq925JdyhJcyVVJSbLjqs6Wby6peU7Sd9tLIJmXnpqo+ACyOzHb0ZkkvYABcWbg9ITIELw+5Bi+tPIDTOUVIiAxBaJDBLACuPBayCq8s3lxeIazmBdfSphvQdtxoOyaByhvRsQu2q1KuhIeo047957v9uHP+HwhUfFYTxSh3SyPXJUmx4Xhdcd21tw1hrRNBL8+8pXaGI8eY8vxqEhuO0vIK1SxT6XxxdoHJVgmRZiOyt5/Mxp8nc806vqX3Dg8xyAvSA+aLHve4qq5TKT18na02vrW2r7Yz5qvxqfL1zNL+cmRgkfLaqm37SdcZ6fqtzDV9KEudskWibbso1/fQlk95bhzKKpCPm1OXF3/Wm9WkHFUs7Z96tUMx4oPf5ePsx0d6IbZ2iFkapOAgA4DKzvJ0zQCfNYpZb9oAjKXfzJ59fDq3SO54U6bb0nuPQ1kFuqP3T2kGEHjrOgrW9om2DlJ22sbWDsGfz90gz4CS9o9eOqbVj/VR/a3X6aO8HlmbiaKtE5JiwmA0CTklVnztYJQLIOdyupuqrn+ltw9uSE4wC4Zp1wyKCDXgzTu74j/f7bc5c0LbXpMC1Mr6Vvl/7bmeeHmWijNtndO5RWbtvArN38qBHhJf73x0hqUBRv1f32CWtQEAZvz4t/wb1Y8MwZwRHRAaHKg6TuYMT7H5e0kDSLSBb1sL29uqo5XbKlOsSuJqhaBe7VCbswureh9prd9h3cEsVRAEUN+za49BS/cLylkJyyf2wEO9r1KlecwtKsPYT//UXf9IqkOVtAPdtOXyVfb0E0q/eb3aoVbXygoPMagGUFiaxeDIZ1vjS4NStZTXU+naX1pmkmdHSjLzS+V2lnYdr7SMi3hmeZrD67Joz78bkhPM7iN8dVC0TwVCPvzwQzzwwANo2bIlAOC+++7DnDlz8NFHH2HevHkeLp0+bUNA7yR09OZGr8Jx1ShuW+9jqzPP0c/Wy9ModZhMXZ5m1kHibCoZZy+e2opMSlmgjMYmXV7kEjDvcNmTflFuHJ/KKbZrtI89neV6N5HKqch60wylz1XeQAD6o01cNcvH3gaX8qZdu6ivtfeSfiNXVmqWOnqnfLnbqXzC2g4PezqIPF1ZS9eUmpICzRHa6509a+5YO3alxUMrR4pdGWWlHaHr6uNBezMgXTu0o5O1M/GUAQm92QfS9USaqq7sALG0T6TzzNo0deWNR2xEsJxeQDnyS5nm6ad9Z1UpMtI1Aes5lwMvVUkxJP0mUqf90XOF8meeyinGwvu6Iio8xOooOWVDVXmzZE8dpQwYSN/7yLkCs0Vte7aoZ9ZoVt6QaTvHJUGBAehxVV2M/mir/Jil0YnaY1y7OLN2NKSW9juHh1TOVtmTflHuSFXehCs7B6Rgv7LzSzkiXbkv7G1DWOtEsLR+iV47w9J11NJsGeX5pR1k0SA6TO4YdHaBSe2I7KSYMNz32Q5VR4JeG0RvlLu06PHoj7ZixpC2mP7tflVe/6oMyvEVznb2afenvYMjbH2eNmWH3MmmGN0q/dYmUZnm6kx+KYa+t1m+9jaJDZfXAUi6nILOkVkLyvUklCPXleeZXseu8ntJ/9d2mEv7QJke6ZzOiHvlsafsdLKnTWrPb2rrvkf5Hspt9ToTgSszCW9LSZT3jzd11ljaJ9o6SHuMxNYOwcguSTbfz9rfevcb1maiSHWHsk7Iyi2SO5q7Nos1m2nn6D2zMhjeIj4Sc0a0N6t3tcGwTE39mp5TjKjwELtmTugdb9p9Zq1NcSa/VG5nOhqkV3621FZT3hvpzbSqqfTaAABUbasAAMqms/QbZRYYMfbTP3VTZtmid12z1O/hSH+Icha19roVGFA5o+qO97eoZogqO/od7QOwdhxKg6WUbbm0jIuIiQiymmoOUF9PtecmALNZCdK1Qe96rRwIkhQThrIKqNaU0mszKctnbaa9N9IO/LGnn1Dbxtaus6I8RvR+D2XWha8n9kDG5fSJ2tTL0qBkbTta71iyllWgOlXlfl75WikrjfYYU/4m2kFTwJXUzNaWbNB+ZlrGRcy4vS2Ayvsp7X2Edra9t7VfrPGZQEhmZiYyMjKQmpqqerx79+7YuXOnh0rlGFudy/bkRLdUgTnSOW2NNNJGmcPYVvmVI3BKyyvTXujN4tC76ZfeT6pMpFyjs4enyJ0fyg4F5ShOKTChXFzJVbMYJNqLyG0piboj+STa71xaZrLYqaik11luLe+e9jg4cq5AN5/riWz14oxSSgRbo01spZCx9+bf3pEDUseSsrGgHSGnN4Jdu4BjVS+61jp6My9P/1v5SC+H0tcojyGJrVHVVQlA2KqE7K2kqjrywl/pXWu1OfYB9bXA2rGbGBVqNlLMlSl87Pkeyg5yax342oBE/ahQeaS4tpNBmqoupVfSXseU+0Q6z7TT1KV9mV9iVC3Km1NUhpwi9eKFrRIi5X0qpVdRSooNR6AiyNIiPtJskXF7F7LV+02ubR6HlEZ1MP9yig+gMh/8qkdtB3+lusmZdWKkTh972hfFRpPF1GfazvEJfa7GLe0a4HRukep3sTQ6UVtnlJZfaaArUzIqxdcORoAipYfed9YL0hgCA9Ai3rzjUTn7UW9WirZzoLxC4IVBbdAmMcrm95GOjUNZ+qnQbktJVF3rpRGCjgRHbJ1fMwe3xU/7zjp8I6OlHJG9/588VcDwoT7N0a9VvG6nt3LW1rqDWXKddiqnGA8u3IX6UaGq7fVGCfszR24AXdVm136+NqWV3MmmOK6UnTsVOtfeUznFV35LIVQj1m3VP7ZGrjs6gMpSW1OZHklvMJCl93RFu0b6ne0ZBCF9B20KEKAyoC/VY9LgpXfXH7G4xpW3kq697nx/vVHdlmaiKF+nnMmWWWBEVESwfN+qF2SzRWrjKWc2KjugpEEu245nA7gyw9UV9by91wvtvgEq6xLt2jf2DnZSfraUvtPaoLWazNJ1TdtZWT8yBCHBQTidU2TWiZ+umCFo76x8S+0MZRtMmvVnb79EsVG9voNSbK1geUbVmfxSVaBdOWhQWy5lqlq9viC9IJ02FdCcEe3RIj4SQ9/bLB/jDeqEwlgmzFLNWeonULaJD2UVqGZwKdurFQBeHtIOjWPDVfWgVN8oBz/pDeaRzpv8y7NJpHL5yv20pYE/1q5Fyraz1P64cKlMdYxog0GWBoedyS9Fz/9bLwcOlamX9dboBPQHt1nKKlDdM3Oqcj9v6bXaa7P0mygDP8pBU9rrk7V2q/b312Yt0Nah7uqvcCefCYRkZ1c2KurWrat6vG7dutiyZYvF15WWlqK09MoNQH5+vnsKaAdHG+CWplhaunlwdmSakt4iWFJjRyq3pfJPXbZX1fCSLpiA/oVJuT/Sc0vMPkMb9dUbxakNguhFkaVROvbetEikPJDai4g9I/m0MzyUeZH1PkfZMJFYy7unbegqKxXlNEPp5uqtNYfw9cQeGPPxH2b7UDvaRNv4qcraJvbc7KZlXJk1o2wMahsL2vcCXLfosESvIwq40olwNq/EoREFymNI2fC1Nyjm6PeyVQk5Ukm5apaZN3B1PaC91urdHCtnh2n3ZWlZhaqhJ3XyK9MBStw5FdhSB/l/vtuvaqTqddpLgVrpWq58/x/SzqjShqw7mCWPClW+l6VZCFKagCe/3ouM3Ct1ivLmSyIdm9pgstIrQ9phWKdG8v5sHBOhuokCoLuQrbS9vdOzw0PUqcUsBU+V52H9yBC8NOQaRIUHo0V8pNMLKtpznISHGMwWmpVuBvTSlUiv0dZ3Wno3zP/5br/qhmXQ3I2q3/qFQW3w2daTcuowazMbZo9IUeWlNmlS0Wi/o94NlRTMuCE5QXWsv7LqgFk6Mu33UXZSvjSknWoWqLYDU5pJKI2yf2lIO7NOB0sDDbQdF9L5tf1k5QKrD36+U/5MRzvSLO2nxjERch5/QwDw01+Z+PC342b7Q29xUW0HTqYmZdaPXjZK2J33A87cALqiza6kvAZIpGNFqQLQHdmtTKMjnavatrmt+seeketA1QNBeq+3Z12CqrZrtPcZP1oIdOuVV9s2zykqQ/3IEDzU52o5BYt2MICvdJjZYquzxdHjIDzE+kwUiSvvmfUCjcCV80fqXFPeCyvPKWltHWWHFWD/rFR7y6ut5wHgpSFt8fx3f6tG7zrStlR+tlTvXlvbd9P7uKsusHRd0wZCMwuM+Gp8J4QGG1CvdqgqbVoTRTvL3mPD0ppFM25vi6nL/8KZvBKzWX/W+iUA/TXopAFP7RpGqzqhZwxup2r3SuuEKUfwB+JKqlrlQEdteygt4yJaxEeqOnGl+kg5UFTZnjx7sVQelKpcE1V5r6U9xi0t+q7tYB/eqVHl9WZKnHz/oM3AYak9JvUZpWVcVLUD9WYyeCO9gT/SPtS7VuQUGjHly93y38p9ozxGpHsPbTrQYqMJ+cVGxNYKkdv7ytaLMvWytn0vzb6yNIBJe6/piZk5Vbmft3bfqb02awM/0qCpDkl1LM6+0bvGaH9/ZdaCb3ZlYFinRqrMFdrBhb7QfgkQwsbCBV7i4MGDaN26NTZs2IC+ffvKjz/66KNYt24d/v77b93Xvfjii5gxY4bZ4zfffDOCg4PdVVwzpgqB/JIy/H0mH8VlJkQEXxlBU1hajtqhQTAEBqi2z8ovwd9nr1TOXZvGIjo8GKYKofsaV5Rx67ELKCm/MpY2NCgQpZf/Dgs2QAigtNy8/BVCYOepXLP37JhUB6XlFRa/x7bj2SgqM6leExZkQPer1Psmv6RM9f5tGkQhISpM9f3zisuw/WSO/Ld2+mloUCBSm8UhMDDArv2nfb+uTWPlslQobiwDAwMQFRaseq/cIqOqvNJ31lLug/BgAxrHRuBk9iV5n1t7rbXP0Dt+QgyBMJquvK/ePtT73p2bxCAmIsTp4056XUSwAUVlJrPXa7+HJDzYgNTmcWbnhfRehcZys/OpqueD8vcICwrEtc0qj8NtJ3JQUl75mPL8kPaN3vfVO247N4lBYECAah9o96uyDI5+L71jVnns2Hpeb3+441pjSVlZGVavXo28vDxERZmP0naWO+sBS9cxSaghEI3jIhAREoQgQwDCgw3YfjJHdY6HBxvQJjEKtUOC8OfJHBRfvh6kNo9DRYWQjz9HjwdLx5Le72rpemKqEPjjeLZcpm5NY3XPY6Wy8gpsPHIeApXX4d4t6iE4KNDs/OrYOAa7T19ESbl632mvVar9qaiTpGu69r3Dgy83qi2cQ5auOUrW3sPafpX2lVJYkAEl5Sb5dwZg9vl61ztH2Ptba8toz+daug5I7ZpLpSYczDTvSFDWHReLjPj7bIHcfmidGGWzjtT+phWa9oetfaV8vdQeCAsKRKv6Udh7uQNNW97AgACL7RlJeLAByfUjUVxWofu9LW0fGBigOsel51I1x5b299K2ywDL9bczysorcL6wFKFBBuxON/9NtPWGUrAhEEGBAfJ50tWO64PN8vhgPeBo3eoO2nM7NCgQnRrHYNfpXFV9I2nTIMrsN2/TIAr1aoeqjlHp3HHkvKvOdoOj9Mpnb5m1v7N0v+JInaxtm3dMqoMDZwvM6sGq1gnewlqbtirtXUc+3xXHo7XrIFB5LLRtGGWx7tA7Vtxx3dD2NyjbMtJ9jbbN5K59X1W+WBdIrN3bSW1Bqe9A+s0AyI/Ze2w4ck1Rsuf+z1J5td8PgG47JSLYgE5NYvDniRyzNn3nJjGICgs2azOHBlWuBqess/TuCZSPKa+VZeUV8j2TpXa8XrtK24diqc2rd7+XXD8KtUINZn1B2n2YXL+y8/lgZoFL+y7cxZH7Bb192iohErXDghAVVrlfpX0RGhSIwIAAs/5Q5Wdp+/AAy/d8yvfQtvmldun2kzlmv1t1t9McueY60zckvabcJFTturAgA65tFotCY+VaapauMdo+Le3vr/1NpOMBgNl57Mr2i7vqAcCHAiEFBQWIjo7G4sWLcdddd8mPjxw5EhcvXsSaNWt0X6cX9U9KSnLLzrTE0voPgPliotpotHbKrTsjl3vSL2LIu1dm10SFBSG/pNxsO+UoKOX3qoB5HnblCAW9RWCLjZWptKYu/wuZl0fNS6MNpBEzxUaTak2L+lGhums1FBtN6P/6BrOor5Iy1YStfaq3DodyFLGlNE7WcohrbTuebbbQkTJNmDLdjLVZJ5ZG/2v3hzLNl7VcnXrrGVQ1XZOl1xcbTbj+9Q2q1A3aEdyWUqq5Y/FxS2ncDmUV6I7c0Y6ct3ROKGdISe+vzVOsvAY4MzLc0gKkyuns2qmk3jQaJT8/H9HR0S6/PrurHig2mszSXVjTKCYc5aYKs1zRAPDtpB5mC58tvK8rXvhuv2r0qSNpcLTX9G8n9VClQ9DOnNNLgaK9Rr1wW9DlBQYAAQAASURBVGuM6trE4rVDGqHZKCYCW45dUK0Roi1Pg+gwrHykl+4i2nqaxEXgJcWoIgCq9Ih6a05pz2PtzB17fTuph831vrTfD4DurBftItgS6bqn/S6OTJ22Z5qy9jfVfjd7P0tvyrS2XlwxsYdZWgN7Rztq96c9C0rrlVMvJU3tsGCczrkymk8508HarAeJ9lyy9Rpp1pf2eFD+5nr0jilLbaCqspaiQvk9tceuM7+LNb5WDwDuS2HoKO25PWdEiurYl45DW207vfexJ22gL9FLvWLPfYG2Xe3o9dPSDKuoUAPyS690JLw8pB3GpDZx+vt5C712iHLWnqXnvI3ebx9XKwTZl4yq+2JlvaitC/TaEa68bujdHwGwWN97ez53X6wLAOv9Pso1nBy9F7fWD6Bsy+i1LxNqBwOKVKT2HGuOpFrW9tVIXhnSTpV+U9IkLgJzhqeY9YFoSZ3AyqwKypnj0oxq5dqsttqNevcietk3tPTaY5bWNrT0Odq18r4an+rVi6dbSvmspf2u0u+m3CfKWThK307qAQBm+7Zu7RBcKDSqjl3lvbCyDpfWRwSAY+cLMeOHA/L7SLOf7D333Mme/WkrXZylmZXadTeByvuF5RN7YPRHW836JbXnrDL1mPI+UipvaVmF6v4bsPzbufK4dlc9ADiZGqtdu3YWnwsNDUXz5s1x7733YuDAgU4XTCsyMhKdO3fG6tWr5UCI0WjEunXr8NRTT1ktT2hoqMXnq4M2ZUdosEG+WCunEOlNAzSJyoaWowti2qJ3MmkXdsovKde9oT+TX4p1B7NQPzJM9b2kaYl/n82TL0DK9CjSjRQAeUogALzw3X650z8kOAhjP/3TaoWemV9qtigVcGURUL2KWPlaiT1TgbWL3SmniGnTOEnT/ErLTDZzqis75LTSc0uw8L6umLosDZn5pRj76Z9IiAzBa5qAiK3UAtL+kI4rZdoda5WZ3vvqpRhx5KbY2poj4SEGrNIsuiQFQbQpCLQ5R5Xnk6tYSuPQOCYCt87bZHGBRsD8XFd66fa2qko4oXYwygTkVD/Ka4CzFbTyt6tXO9Rs0XdlcMRbb3zcwR31gKVGhzXKNE+AuqEoTZ9WSs8pVqXQcnQ9AL20EMpj9Ex+KXrNWS/niU+yY7r8jB8O4LPfT5kFd+0JADeOiZA7DoDKVHOnc4twbfM4vK5J5aAkreMg3Ugqc21PXZaG9zcclc8XvcVDpfLppbVQpmhS3mhp163Sm/Kul7dcKpsyl7HUySY5lVOMj8Z2wr+X/SXniAeAad/uw8ebjmO5InigTKlhTy56ZZksTaXW5td3Jr2S3pTpOSNSUD8yTDX9fd3BLIvXa1upcWylobSnE0dKSfPWmkNyuyqnqAwhQYH4anyqnI5Mu07Oy0PaIQDQvYGX1r7Q1pXSflHmg5ZkXr7xUy60GRQYIP/mljo5lGkzpZtBS20gW2ztL0ttCu3jygB+k9hwAPCJ+sSd9wNVTfXkKtpzW5n73FL9r1du7fv4YxBE2b5ULvZr677A0iKh9lIeK8rrjjIIEhQYgIHtGjj35byMtfRUvpSCVe+31zufVj/WB9tPZiM9pxipzeMw5pNtFo8VV1839O6P3J1S2xe5u29I+zvcOf8P+b5OuW6NteuNPceGds2zOSNS0CQ2QtWWTogMAQICkHX5GpcQGYIZg/X78RwJjOl11r49qqNZO/6DjcfkNkxsRBByiioH2Er7QLt+ipJyeymd2KmcIlWKsee/36+6b9amGG0RH2l232SWhtTONJ56bXzgSqBR+3tqP0dvrTzlmireKDzEvjWglN9Vuzi6tE9O5xaZBUGU1yTtuk9Sp7yynpTSxksphy2lOlaS0mBp1xH0VJtGu24NoB64Z08aLC3la5Tn0dujOuJ8YalZijNp/Rxtn5ZeP5T0+2vTaDex8tvppVH2Rk4FQm6++Wa89dZbuP3229GpUycEBARgx44d+P777zFhwgTk5eXh9ttvx5IlSzBixAiXFXbGjBkYPHgwUlJS0L17d7zxxhsICwvDhAkTXPYZ7mCpEWLpAnkmv1SVHy/7ktFiB5gyGmpv56beSAWpM0BaKF2qZEwCeKBHM3y85YT8esPlziflhUY66MNDKjvZP9ty0my9ECkIoqw4Zw9PkU/czAIjgMrvLAVQtJ3JEimPpLSYmPTdY2uH6FbEEu2MEFuNbumiI3VIKHODKyvtpNhwuYO7SWy4Khek9mJgKSKu3FehQQbVxSmrwIixn/5p1rko5Z+0dFGX8r5LHfBjF2xXXXgl2saP9mKrPFb1Oh+tsWfNEb389NoFswa8+RvWPt7H7LyRcqG6mnZ0uTLfosTaTZ32+JBG20uyCtVrHcTVClEtZujsQl7SMdH/9Q1mi76fyL6SX1P7Hf2pk6M6aBsd0sgV5egg7TTSRjHhMAQGyPlrtR3cKY3qyNeOJnERuKVdA3y86bjNTgJL9YDejVTjmAjVsalMH5+uE1hMaVRHtcgdoL/Yn6VcstL1SRp1m33JqArMSd9J2fGmDUKM6tZYVSZtvmV7cpHq5c+X3ntUt8aqc126Xmbm2l6/QsnSjeuqKb3NZqK8vPIgfnikl2qGmfRdlMGDM/ml6P3aBrORVfaw1PZwRedLqwTzxWqlOt5aR6wjnTDWyunISFqpA2vAm7/JQbjM/FKEBhsQWzsEsbVDkFNoVAUopn+7T1WXK3O9K2+a9YJvxcYrC8VrSZ1nynaW3vGrt84YoL7hVuZYBvTXs5Fo82FbWxjXUqeMcvCCsl2h7OSpyfWIN3Qq6p0z2r+19xKWBn94Q2DHXbQDApSzpW3dF1haT8kRynsLvWvFgnu6eG3HmKOsHUu+dpzp/fZ6v5M0k7dZXITZGmFarrxu6NX5vraP/UHjmAiz0f8nFG1ie4N/1o4NvYXPtW2wxKhQzB7eXjUwQ+pP0MvOoM0oYG2mnF5nrbIdL9Eu/q58z5RGV9Ys0GZcSIgMQXCQQQ6ESP1MKY3qyGstKfvOlO2o5RN74NZ5m3Amr8TiwFlnz4nZw1MAXBnNr7yGa/sklJ/TOCZCd6BupqJ/w9ev+dK+UQ4AUx7jyrVsAgF8+K8u6Nmirrwf54xoL6/rK+1faeaHcsCCcr1WvVn32oCacj1ET7bTpBnqyvNGCkgozzPl9cPeAQLafjrtOsDa+zXp85UsnU+S8BD9tbks/Xa+wKlAyN9//40FCxZg7Nixqsc//fRTLFu2DCtXrsT111+PV155xaWBkIEDB+Lbb7/F3LlzsXDhQlxzzTXYvHkzYmNjXfYZ7iBdCKUDRznNSC8dVpPYcJQLAVyqfL2lxaqVN7aWUk/pUY7Ol0YqaEeMK0+Ynw9kyhWtMsqrvNAoZz2Eh5gv1CY9r51ZAFypsPVSSygfU47WbaIIPGjThykrYuXr9RZQt4e2Q2LhfV0RGmRAi/hI1ULyytGkykpfm6pEr0NdaXyv5mgRr+5kkmg7IO3pDAoPMVgdgaIcyd0kNhyrH+ujO+rWns4b7X6TRrzZmiEjlVNZptIyk6oDNvuSUW4s2GrkVJV2v84enmK2iPrbozqaXeylc12bimVC76t0RxZLYiOCMWNwW7y08m951I6zC3lJC1bppYiTRjID6uuHXooxR0cG1bSbLG1DRTkyELiyKPe+Mxdx7NwlXFWvNro2i5Wfk/ZVw5hw+T3DQwxmo1WUjWhbHcJ69YC20Xc6t0h17Q4MuBIM0atrwkMqZ2xpp89qt9PrGK9XOxT9/vsrzuaVmNUd2lQrlkbXW5rtplx41p6Got5ILuXxrtxHyuulozNxLHUqpjSqo7oOnMouwvnCUmx46nrVTLEmseGIiQhSDYYwKRaoc2TxOVsdUFW5GbDUIAbMR5jrlcHea4alcjq66GBs7RCsfbyP7khu5bVQeZxq63J7B5so23zK31WakWnP8attp2lH9irbQMq2UWJUKD5/IBU7T+fKaem07Q5HjyNL39Heka1UvbTnjLPnujcEdtxF2xnp6ExZV+0bvWtFs7gIdG3qvalSnGFtf/nacWarvNq6STn4qDrKZmlWny/tY19WbDRh+PtbcFaR6eJ0jmsDU3oDJZSpt2bc3lbukASg25+gHUyhPW6VA3L06ndrQTft9cxS+xBQt/OVA1mzCoyq8ir7DpT3RXod7sqZB8qya9udzqY0VA4oDQ8xWO2TUH7OnBEpGLtgu9l7Z1+qbIPak57LG+ntG71j/HRukTzQuQLA89/vw/on+9rsy5IGM0nt9PpRofLveya/1Gywnl6qXk8sjq6kd6+eGBWK/OJy3cCIFORxZiCe3v2K9n6t2GiS+zD0MhhYuq8OD1HPELJ0XkiZf7z9eHYqELJ161Z89dVXZo8PHz4cTz75JABg2LBhmDJlStVKp2PQoEEYNGiQy9+3OkgRP70c2tJsDO0UMKDy4g9UHlTSwV2vdigGv7NZHt1YbmdHiXZ0vkQ7YlwZyLAUzVeeyC3i1SeLdlq9VBnrTVm0lHIhMSoUKx7uifAQg1mlqdxHyrJLEV+9ilav7PYEjrRTXKPCQ+RGg96IAOX31V4cDmUV6HZQS3mblakyVjzcE/vOXMTTy9LkzvH6mtEG9nYGWRqBUmw04cs/T8sNpFM5xaqZCMoOIqmDRbnui6XZGNpGmrUZMtZemxQTZjY76tZ5m/DWnR10Gzmuot2vpeUmVcW6fGIPVQe2kl4nl3Jkf1JMGIwmoZqmHBxkwOQlu1Xvcyrb8RRk2vREwJWZS/UjQ/B/w1Lk7ZQdY9qp24D9a8J4S2706qS80ZEaKtLIcol0PPZuGY/eLdWvtzUKXtuJ1Soh0uI+1k6NB+y/FiiDw4DlfKWxtUPkDntL22k7xlvER6qOsQuXylSpwPSOa+13d3a2QFW3Vwa5XDHrzFKwSiqHNF1bmjXy4MJdAK6cu3ozaOzlzg4QbYNY7zMtrblU1WuGMylV9Ebzaq+FFy6VqQKcymPdkdF6yt9V2/6QUj1am+2iN4tSeQwr20DK2bRn8kvR/43fAFTeDP753A04nVtktlaYK1LQOPMbkHvUxMEIVaFXH3hqNK72WsHf0Ld5+rrIoIdnKdvkUjon7RoVVf2N9FKgAbCYnlZqmyvXAlQOppDuBZQDLWIiglRrSukOkrIQdLN2PZO+u1470NJAVm3fgXL/6ZVB7xysarvTWn+LpcCLVtemcXJQqmGdUBSXCbl/42xeic8OJrG0b/TSB2tndhzKKpBfp329kjLDyVOa9vGKiT3kNUKkgcqnc4tUaWr1MhlUJ+29et3aITiTX4oJi3bI2yTFhuPouULVbFVnB+LpzfxVprhS9mGseLinvL2jQVrtb683w8Wb2zNOBUKCg4OxceNG3HrrrarHf/vtNwQHBwMAsrOzkZSUVPUS+glLudv08rEB6tQSLeIjzTpRLOWktzR7RFkOZSepdkF05Q2ytmNfGYlPy7iI/BIj/vPd3ziTV4JBczeqFvLVG90rRQf1IufKNRaUUV5pJI1e6gm96XDKXIva1yhno9gbOALMK9TGMRG6lamtdTW0U2K1s3C0sy1O5xahd8t4/PrU9aoF5ZWjDextcOuVT6/TXEnbQXQmvxR3fPi7at0XSxdobSNNu1iZtZt25Wul9VIe/2qval0BAG690dDu19Agg/y9TQI4X1hqMRAi0U6f1Z4PyvUg9FK5OZqCDDA/vwHg03srZzBNXZ4mT4fWznCRSMep9H/lY/bkpawpo4K1aTXsbag421llbR/rTYdtEhuO0jITio0m3WCD9lpg61iWXmcrVZtymz3pF82nK1tYK8rZRpKjN5P2bK9sIBoCKn/fqs460zaA9RYelkbYKxdxV6Zcc2RkkLewdOPpimuGs6MqtceAdnBCg+gwm6lMHC2ntv1xJr8UA+dtwoYn+1qc7WJpFqWyE0GvDaRUXiGw7mAWbktJVAU/7c2Hbc93Y8oVz6uJgxGqyhsDR+zA9g+8LtZs2vtHd6SJ0bv317YblB2/yrb56ilxZoMpzuSXYsQHv2PlI71w5FyBakBOfSttz6rM9LLUDrR3Zri1z7G3T8aR6621/hZH+mJWP9bH4uBfd6X6dhVL9aYj39/SGlv2vl57nzRneApia4fg2trq+1NpNrS3DNbRDkJUrgUtKSo1Ydq3+8wGzLmaXh+GctB5Vc4LwP7+I2/gVCDk0UcfxahRozB+/Hh06dIFQgjs3LkTH374IZ599lkAwLx58zBx4kSXFtaXadOGSJTTu5TTFJXTtPVG/FpamNdS2iFlDnllp5lyQXTliHFbDTkp2ieRFi9STuuzFPWfPTzFYuTc2YupJFOnHMrfQC9/nq2LjHZfWKq8tZWxtWmjelPXLKXKCA8xICo8RF5sVfuZ9ja49TqAzI7H6DB51IXe7BVpYW/AetBNb+aP1FFs66Zd+9p2iXVUKU2kxVldsei3pUpdL3ChN7rEVqoi7fRZ5f63tPhUUmy4KoWOIxWJ9jrT5HKKhUNZBaoUJqXlV6ZExoYbEBQUhHMFpXIHeot4+0e0eXr0myc4852r0lll7fO015Qj5wps5u2vjg4XS0FfvbWivKnjTm/QQlUbc9rfz9IsL+35q5zufSa/VO7U9pZ9ZY1eLlxpH7rqmuGK49hshtSE61wWBNF+jvL3zMwrQVrGRaQ0qmNzNKPeLEptGygpJgyXjBXy6EKgcj23G5IT3Noxx85bz6uJgxGqgoEjcjdeF2uu6gqEzR6eokrzrXf/Zym1jd5girN5JTh9eXa4sqM508FR6fay1A7UnjvOnkfW+mScCTpY+12d7YsJDzFg5SO93Jrq21Ws1ZuOfH9La2zZ+3p72scSbwpKa+/VtRlqDAFQZfnRGzDnKvYO8Hb0ezkS1PIWAUIIC13q1i1atAhvv/02Dh48CABITk7GlClTMGbMGACVM0Li4rwvx2l+fj6io6ORl5eHqKioav3sbcezVSO/XxnSDre0a6BaG0Q5DVA6EPVG7ksnjjb/pN7Bq7x4SdMftxy7oFrD4OUh7fDRpuNmn61nT/pFDHl3i+5z307qYVZpabf/anyq1WlTjq5NkJZxEVO+3K3KD6hXDuV7K4MQgO0RB9r3cCRtkKPvbW/nelUvjtrjShr1IS3eDFzprNSbgfTV+FSrI8T/yS3G7e9uxoVCo6rM2vNA77fSW9gVgFne0arsB+15oZzRZGl75YXe0u+hPd4tHYva91amHbL2/vZ8L72FrJSpyqTrTCAq83QClSm6QhXXEnsCTZYW6XZWdV2fXfE5jp7bzhwXjnyeck0ebT0zrFMjp36Xqo6atXR8VHVfuJOtNVeq8r727Evl+avM1+rKsribPftQuz88OUJbeZxaWxy0qjYePqfKD73wvq6qRXWt7R9bZdeOLqxbKxjfTe5l12wvb+NL9YA3YMe+Y7y5/iGiK1gXmLPWvgJgNYWtlvZee/nEHhj63mZVf5MyxZY7vkt1tvv0+hY8XVf6Sn3kTeX0xhmdjpLu9UrLTUjPKVatI9sgOgzrn+wLwLH+SUc/XznAW9tPaysDhL3v7Ypyu/P67NSMEAAYM2aMHPTQ441BEE/TrpshdU7p5XzWjuoar1lsecE9XRAVHiKPAJbeX++A006BkqY/qtNv1bZ70UtlJDEpJgxlFbCYQ1K7vRS9tRahdWQkjTTdc5WFqXZ62yvz5zlzA1mVWRj2fB+97d0R1ZamaOp1ukn7Qm+kuT1rfRQbTbjj/S24UFgZ3VamBlPmPteueSKxlG/T2cVZ9TrdlKOV9WY06e0v6bOsTbF1ZrSzdBwrObvAsN57ScdPWsZFHD1XKF9LKhTbZCnyzEup2azt25re+eLouV3VUfDWPk8b6EqKDZdHdE37dh/mbzru8I2MK35f7fVW4s2ziKzN2qvq+9pzvGjP31VTeuOHtDOqtInePuLb3lRgynVEPHktkcpS1dQJtijzQzeJDUdokMHi5zlyvEg3Mq0SInVH2pF/86ZRj77Am+sfIiJr0jKsp/l2pANTOzpfmymiKgOp7FHdM6fsXcujOvlKfeRN5fSXGXfSoHDlWrpSdh4pTbO77ouU+1A7m6yqC8tr70u8uU3qdCBEcv78edSrV88VZfF7lm5WlNMU9dLv6EX+uzatrOj0UvBotUowX5zoyLkCp6cy6U2DsnawW/rerjxJLE21s0WbUkC5ULg1nrgIu+MzlZ1uljqBpM+8trb9iznq5V3Xa2RlWsi/b6nCdaQitjTKd9EDqRjxwe/yGgDSTBdHFiqzlapIWvNFSkviDO3v7egMFj1Spau31lBSbDgCFTPSbDVymI7DMe7srFLeGJ3KKcYrQ9qpAufOLBLnzt/X2zvuLAVwPFUWS2kTvZW9qcAkztbDrubuGz1p8IErp5DrBZF4Ha55/KVjoDp4e/1DRKSn2GhSDSZ0xVoC2g5RvQG7/sKbOvMlvlIf+Uo5fYXyvkdaSxeAvJ6rst/W3X0s4SEGzBnRXh6MX9WF5T09uM0RTgVCSkpK8Mwzz2DBggUoKCiAlF3r3nvvxdNPP402bdq4tJD+xNrNit5FRrvAt3Jkpb2jF8NDDPh6Yg/0mrMelwcP4Ollafj5MfUNsyMXOO33sHWyWOvUddVJ4syNoKujoL7MngaCdhSvpeOlcUyEvAaFcnFW5WdI9I5da0FDe45T5fGlzMt+IrsIg9/ZLOdhVC5G7EijyFo5HIniOzJ9UDuzy9YMFmuvl64lNyQnyDPKWsRH2pxdpqR3vPjDdFV3ckdnVU6hEVO+3C3/3SQuAre0a4D5G4/ZzBVsTXV0CrPjzj6+dgPiaHm9pR6ujv2sPe6r+nkMSBM5jvUPEfka7WBCKTuIKzNF+FJb01He+v18pT7ylXL6Ar1sOcr1XM/kl8r9aNURtNNmLarK5/nSfYlTgZAXX3wRmzdvxrJly3DTTTfJj992222YMWMGvvrqK5cV0J/pdRpqLzLWRlY60lF1vrBUDoIAwOkc/c7n6jpQq3qSuKrD1dVRUF/mSAPBWiBLCgTIQRDFzAVliiZlmi1bQRd7HldSHl/KtWOUQRGgcqbKykd6yQEAR1gqh73HtqPBQL2ZXY4cq5auJdfWjrO4wLut76+dGeYrIwD8RbHRhEFzN6qO6TnDUxBbO8Qs7Z2j10tvvWGoqXztBsSR8npTPVzd+7mqn+eNIxyJiIjItbT1fdemcS5vm/taW9NR/v79yDfo3WNrz2971mp1Z3mc5Uv3JU4FQpYsWYKff/4ZycnJqsd79eqF++67zyUF83f2doJaOzAdOWi1Iy6dGSHsSlU5SVw9m8SVUVBfZ28DwVpnv3bmwuncIlV6GSkdl71ptpzROCZCnjKsNGdEirw4rXKmipQyyhXHk73HtjPBwNkjUjB1+V9W1+SxxNr1wtnApDIPZGmZyWdGAPgLvRR00to90nlWleslbxiourAedg4DlkRERP6P9T2R/9DeY+ud39WZntlV9/y+dJ1yKhCSmZmJpKQkAEBAQID8uMlkgtFodE3J/JwjHY+20mnZ22GpHCFsT+obd6rKSeLqKVe+dMJ6C2ud/fYGAlzZyaqcIQQA6w5mmQVBpMVptRH2bcezPXI8ObreiXIx7K/Gpzp1Dlva584GJrXlkhb7Ykdm1dg74035uykDe0q+NEWVai7Ww85jwJKIiMj/sb4n8l/+cn77yvdwKhDStm1b/Prrr7j11ltVgZBPPvkEnTp1clnh/Jknpg1JI4S9hbMniTv2na+csN7CVTOVXEHbGY/LC34HAqi4vE1CZAgEAnDn/D9Uo+K1C8+5aqaUPceTI/tJu6hWaLDBpfvV2d9Mb7Gv0GADOzKrwJEZHPb8btpgSeOYCHd/BSKnsB4mIiIiIiIid3IqEPL888/jX//6F5544gkAlQGQ1atX45tvvsHKlStdWkBv48q1KTj60Tncd97BFTOVXEHbGS+pUGyTVWAEUDlb7UR2EdIyLuLa5nFmC8/NGZ5SrceTvftJufi8uwKnzvxmeot98XysGkdncNj63cJDKmdB3TpvE87klWD4+1v8Zv0WV9XHRERERETOYpuUiMh3OBUIGTJkCEJCQvDKK68gODgYEydORMeOHfHDDz/g5ptvdnUZvYalkbrOVnwc/eg87juSKDvjm8SGo7S8QrV4NFCZFqsCQPrloMfU5WlYMbEHSstMqnRO0voK3kS7+PzyiT28poHNoKTruWPG2+ncIpzNKwHgP+mxXL1WlKOfzWOeXIXHExERke/yZJuUiIgc51QgBAAGDhyIgQMHurIsXk9vpG6rhEhWfER2ckeHj7Yzvthowq3zNuFsXgmaxIZjzoj2SGlUB2kZF3Hn/D8AAKeyi1TbOLvmRnXQLj5/5FwBrq3t+ynuSJ87gkueSMXobp5a+4Q3u+RKPJ6IiIh8G9fjIyLyLU4HQmoivc4kVnxkr5o+6tOdHT7KzvjwEAPWP9nXbF+nNKqjWivhzOUR8u5Yc8OVWiVEoklsuJzCa+ryNKz2gs6ymn48u5Org0v+OHPHU8Ed1vnkSjyeiIiIfJs/DjgiIvJndgdC2rVrZ/eb7tu3z6nCeDu9ziRWfGQPjvqs3g4fvY5k5fnbOCYCw9/fUuXztjqCAeEhBswZ0V41myUt46JHFyXn8ex7/G3mjqeCO6zzyZV4PBEREfk2fxxwRETkz+wOhEyYMEH+/8mTJ/Hmm2/itttuQ9euXQEA27dvxw8//CAvoO6vtJ1JrPjIHhz16R0dPsrzt6rnbXUGA5SzWZrEhmPq8jR5XRNPBCF4PJM38ERwh3U+uRKPJyIiIt/nbwOOiIj8md2BkMmTJ8v/HzhwID766CPcd999qm0++eQTfPPNN64rnY9gxUe2eEMQwNO8rcOnqudtdc9wkfZdaZlJnh3iqSAEj+eagynQzLHOV+MxUjU8noiIiIiIiKqHU2uEbN26FV9++aXZ43fccQeefvrpKheKyN94WxDAU/ypw6e6gwHSvis2mjwehODxXDMwBRrZwmOEiIiIiIiIfIVTgZCQkBD89ttvuO2221SP//rrrwgJCXFJwYj8jT8FAchzwQBvCULwePZ/TIFGtvAYISIiIiIiIl/hVCDk8ccfx1133YXx48eja9euEEJgx44dmD9/Pp5//nlXl5GIyCt5KhjAIARVB6ZAI1t4jBARERH5DqY0JaKazqlAyDPPPIOmTZvizTffxMcffwwAaN26NT755BPceeedLi0gERERVT9vmX1E3ovHCBEREZFvYEpTIiInAyEAMGrUKIwaNcqVZSEiIiIvwtlHZAuPESIiIiLvx5SmRERAoKcLQETkKsVGE/akX0Sx0eTpohARERERERF5BSmlKQCmNCWiGsupGSHl5eVYvHgxNm/ejNzcXLPnly1bVuWCERE5glN93UuZTxYAU+EQERERERH5CKY0JSJyMhDyyCOP4Msvv8RNN92EunXrurpMREQO41Rf91EGmZrEhgMBATjFgBMREREREZHPYEpTIqrpnAqEfPnll/j111/Rvn17V5fHqkuXLmHJkiX44IMPcPDgQfz000/o1atXtZaBiLyTNNVXmhHCqb6uowwyncoplh9nwImIiIiIiIiIiHyBU4EQg8GApk2burgotr300ks4f/48pk+fjqFDh8Jk4joARFTJU1N9lSmj/HVmhDLIpJ0RwoATERERERERERF5O6cCIaNGjcKbb76JF1980cXFsW727NkAgIyMjGr9XCLyDdU91bemrEuiDTIBXCOEiIiIiIiIiIh8h1OBkOnTp6NNmzZYvHgxmjdvjoCAANXzq1evdknhfEVNGBFOROZq0rok2iCTv35PIiIiIiIiIiLyP04FQiZMmIDg4GD06dMHderUcXGRXKu0tBSlpaXy3/n5+S59/5oyIpyIzHFdEt/g7nqAiIi8G+sBIiJiXUBERE4FQtasWYMdO3agTZs2VfrwCRMmYNGiRVa3SUtLQ/PmzZ3+jFmzZmHGjBlOv96WmjQinPwbZzY5zlPrkpBj3F0PEBGRd2M9QERErAuIiChACCEcfVHjxo2xd+9exMTEVOnDS0tLUVZWZnWbWrVqmaXeysjIQFJSEjZs2IC+ffva/Axt1D8pKQl5eXmIiopyuuwSzgghf8DjmLxBfn4+oqOjXXZ9lri7HiAiItdgPUBERKwLiIhqNnfVA4CTM0IGDRqE2bNnY9asWQgMDHT6w0NDQxEaGur0673hMzginPwBZzaRP6uOuoaIiLwX6wEiImJdQERETgVCdu/ejT/++ANffPGF7mLpv/76qyvK5jO0iwgT+RqudUFERERERERERET+yqlASP/+/dG/f39Xl8WmxYsX46GHHoKUzeuWW26BwWDAc889h+eee67ay0PkLziziYiIiIiIiIiIiPyVU4GQl19+2dXlsMudd96J22+/3ezxkJAQD5SGyL9wZhMRERERERERERH5I6cCIZ4SFBSE2rVre7oYRERERERERERERETkI5xf6ZyIiGqcYqMJe9Ivotho8nRRiIiIiIiIiIiI7OJTM0J8QbHRxHUWiMgvFRtNGPj2RpzILkKzuAismtKb1zkiIiIiIiIiIvJ6nBHiQlIn4ZB3t2Dg2xs5YpqoGnGmgvsdyirAiewiAMCJ7CIcyirwcImIiIiIiIiIiIhscygQcu211+Kll17C7t273VUen8ZOQiLPYBCyejSOiUCD6DAAQLO4CLRKiPRwiYiIiIiIiIiIiGxzKBAyadIkpKWloW/fvmjUqBEeeugh/PDDDygqKnJX+XxKq4RINIuLAMBOQqLqxCCk+xUbTRj+/haczStBYlQolk/swbRYRERERERERETkExxaI2Ts2LEYO3YsysrKsHHjRvz444948sknkZ6ejn79+mHQoEEYNGgQkpKS3FVerxYeYsCqKb25RghRNZOCkNLaFQxCup4y2HQmvxSnc4sQWzvEw6UiIiIiIiIiIiKyzak1QoKDg9G/f3+8+eabOHz4MPbu3Yt+/fph6dKluOqqq9C+fXtMmzbN1WX1CeEhBnRIqsMgCFE1koKQ307qwQW83YQz3oiIiIiIiIiIyFc5NCPEkpYtW+LJJ5/Ek08+iby8PKxevRo//vijK96aiMguUhCS3IMz3oiIiIiIiIiISE+x0eT1fUYuCYQoRUdH484778Sdd97p6rcmIiIPYrCJiIiIiIiIiIiUio0mDHx7o5yy3luztTiVGouIiIiIiIiIiIiIiGo25bqyJ7KLcCirwMMl0sdAiIsUG03Yk34RxUaTp4tCREREREREREREROR2vrKurMtTY9VEvjL9h4iIiIiIiIiIiIjIVXxlXVmnZ4RcunTJrsdqAl+Z/kNERERERERERERE5ErSurLeGgQBnAyELFiwAI888ojZ45MnT8b//ve/KhfK1/jK9B8iIiIiIiIiIiIioprGqdRYs2bNwurVq80enzZtGm677TaMGzeuygXzJb4y/YeIiIiIiIiIiIiIqKZxakZIeno6YmJizB6PiYnByZMnq1omnxQeYkCrhEgcyirggulERERERERERERERF7CqUBIu3bt8MUXX5g9vnjxYrRu3brKhfJF0oLpQ97dgoFvb2QwhIiIiIiIiIiIiIjICziVGmv69OkYOXIkdu3ahd69e0MIgY0bN2LRokX4+uuvXV1Gn6C3YHqHpDqeLRQRERERERERERERUQ3nVCBkyJAhWLZsGV555RUsWrQIANCxY0d88803uO2221xaQF8hLZh+IruIC6YTEREREREREREREXkJpwIhADB48GAMHjzYlWXxaVwwnYiIiIiIiIiIiIjI+zgdCCFz4SEGpsMiIiIiIiIiIiIiIvIidgdCunTpYveb7tixw6nCEBERERERERERERERuZLdgZARI0a4sxxEREREREREREREREQuZ3cg5JlnnnFnOYiIiIiIiIiIiIiIiFzOp9YIyc3Nxfz58/H7778jKCgIPXv2xMSJExEWFubpohERERERERERUQ1RbDThUFYBWiVEIjzE4OniEBGRDU4HQjIyMrBq1SqcPn0a5eXlqudmz55d5YJpmUwmdOzYEXfddRfuv/9+FBUVYcaMGfj222/xyy+/ICjIp2I6RERERERERETkg4qNJgx8eyNOZBehWVwEVk3pzWAIEZGXcyp6sH79egwePBjJycnYuXMnevTogf379+PixYvo0aOHq8sIADAYDPjrr78QGRkpP5acnIyOHTti+/bt6N69u1s+l4iIiIiIiIiISHIoqwAnsosAACeyi3AoqwAdkup4tlBERGRVoDMvevbZZ/Haa69hx44dAIDNmzcjIyMDd9xxBzp16uTSAiopgyAAEB0dDQAoKSlx22cSERERERERERFJWiVEollcBACgWVwEWiVE2ngFERF5mlMzQvbv348xY8YAqJypUVJSglq1auGNN95Aly5dMHfuXJcW0pJZs2YhISEB1157rcVtSktLUVpaKv+dn59fHUUjIiIvwXqAiKhmYz1ARESurgvCQwxYNaU31wghIvIhTgVCLl26JM/OSEhIwIkTJ9C6dWuEhYU5VJm8+uqrWLVqldVtvvrqKzRs2NDs8ffeew+fffYZVq5ciYiICIuvnzVrFmbMmGF3mYiIyL+wHiAiqtlYDxARkTvqgvAQA9NhERH5kAAhhHD4RQEBkF5233334eTJk7jvvvvw5ZdforCwEL/++qtd73PkyBFkZWVZ3aZLly4ICwtTPfbJJ5/g4YcfxhdffIHhw4dbfb1e1D8pKQl5eXmIioqyq5xEROR++fn5iI6Odvn1mfUAEZFvYD1ARESsC4iIajZ31QOAkzNCPv30U/n/c+bMwcSJE/HMM88gOTkZH330kd3v06JFC7Ro0cLhz3744YexaNEim0EQAAgNDUVoaKhDn0FERP6D9QARUc3GeoCIiFgXEBGRU4GQe+65R/5/3bp18fXXX7uqPFYtXLgQEyZMwKJFi3DHHXdUy2cSEREREREREREREZHvCnT2hZcuXbLrMVe5ePEi7r33XtSuXRtvv/02evbsKf/78ccf3fa5RERERERERERERETku5yaEbJgwQJs3rwZCxYsUD0+efJk9O3bF+PGjXNJ4ZRq166N3377Tfc5R9NrERERERERERERERFRzeBUIGTWrFlYvXq12ePTpk3Dbbfd5pZASFBQEHr27Ony9yUiIiIiIiIiIiIiIv/lVGqs9PR0xMTEmD0eExODkydPVrVMRERERERERERERERELuFUIKRdu3b44osvzB5fvHgxWrduXeVCERERERERERERERERuYJTqbGmT5+OkSNHYteuXejduzeEENi4cSMWLVqEr7/+2tVlJCIiIiIiIiIiIiIicopTgZAhQ4Zg2bJleOWVV7Bo0SIAQMeOHfHNN9/gtttuc2kBiYiIiIiIiIiIiIiInOVUIAQABg8ejMGDB7uyLERERERERERERERERC7l1BohWhMmTHDF2xAREREREREREREREbmUSwIhH374oSvehoiIiIiIiIiIiIiIyKVcEgghIiIiIiIiIiIiIiLyRgyEEBERERERERERERGR33JJIOTs2bOueBsiIiIiIiIiIiIiIiKXcioQkpeXh0WLFsl///777+jZsyfGjRuHvLw8lxWOiIiIiIiIiIiIiIioKpwKhDz77LMoLi4GAFy4cAFjx45Fx44dcfToUTz55JMuLSAREREREREREREREZGzgpx50bfffouZM2cCAFavXo3U1FTMmzcPp06dQmpqqksLSERERERERERERERE5CynZoQUFhYiMLDypRs2bMCNN94IAIiLi8OlS5dcVzoiIiIiIiIiIiIiIqIqcGpGSNeuXfHvf/8bAwYMwNKlS/HHH38AAHbu3InOnTu7tIBERERERERERERERETOcmpGyLx587Bnzx5MnjwZU6dORdu2bQEAs2bNwjPPPOPSAhIRERERERERERERETnLqRkhbdq0wfbt280eX7lyJQwGQ5ULRURERERERERERERE5ApOBUIkp0+fxsGDBwEAycnJaNy4sUsKRURERERERERERERE5ApOBUJycnIwfvx4fPPNNxBCICAgAAAwYsQIzJ8/H3Xq1HFlGYmIiIiIiIiIiIiIiJzi1Boh48ePx/Hjx7Fx40aUlJSgqKgIGzduxNGjRzF+/HhXl5GIiIiIiIiIiIiIiMgpTs0IWbVqFfbs2YOWLVvKj/Xs2RNLlixBp06dXFY4IiIiIiIiIiIiIiKiqnBqRkjdunV101/VqVMHdevWrWqZiIiIiIiIiIiIiIjIRxQbTdiTfhHFRpOni6LLqUDInXfeiSeeeAIFBQXyY/n5+XjyyScxcuRIlxWOiIiIiIiIiIiIiIi8V7HRhIFvb8SQd7dg4NsbvTIYYndqrL59+8r/NxqN2Lp1K7799lu0atUKQggcPnwYly5dwnXXXeeOchIRERERERERERERkZc5lFWAE9lFAIAT2UU4lFWADkl1PFsoDbsDIT179lT93a9fP9XfAwcOdE2JbNi7dy/WrFmDwsJCtG3bFkOHDkVwcHC1fDYREREREREREREREV3RKiESzeIicCK7CM3iItAqIdLTRTJjdyDk5Zdfdmc57PLUU09hy5Yt6NevH4KCgvD888/j1VdfxcaNGxEVFeXp4hERERERERERERER1SjhIQasmtIbh7IK0CohEuEhBk8XyYzdgRBv8MADD+D111+X/37kkUeQkJCAlStX4q677vJgyYiIiIiIiIiIiIiIaqbwEIPXpcNScmqxdABYsWIFUlNTER0djejoaKSmpmLFihWuLJuZ5ORk1d/FxcUQQiAmJsatn0tERERERERERERERL7JqRkhH374IaZMmYJ77rkHEyZMQEBAALZu3Yq77roLb7/9Nh566CFXl1N28OBBfPDBB8jPz8fvv/+OV155BTfffLPF7UtLS1FaWir/nZ+f77ayERGR92E9QERUs7EeICIi1gVERORUIOS1117DwoULMXLkSPmxcePG4frrr8e0adPsDoR88cUX+PPPP61uM336dNStW1f+Ozw8HE2bNsWFCxdQUVGBLVu2oLCwELVr19Z9/axZszBjxgy7ykNERP6H9QARUc3GeoCIiFgXEBFRgBBCOPqi4OBgZGdnmy1Qnp+fj7p168JoNNr1PmvWrMHff/9tdZt7770X0dHRus/l5eWhZcuWeOSRRzB9+nTdbfSi/klJScjLy+MC60REXiQ/Px/R0dEuvz6zHiAi8g2sB4iIiHUBEVHN5q56AHByRkiTJk2wZs0ajBgxQvX46tWr0bhxY7vf58Ybb8SNN97oTBEAANHR0UhOTsbBgwctbhMaGorQ0FCnP4OIiHwb6wEiopqN9QAREbEuICIipwIhTz31FMaOHYtff/0V3bp1AwBs27YNCxYswFtvveXK8smMRiP+/PNP9OzZU37sxIkT2L17N4YMGeKWzyQiIiIiIiIiIiIiIt/mVCBkwoQJiI+Px5w5c7Bw4UIAQJs2bbB48WIMGzbMpQWUBAQEYMaMGSguLkabNm1w8eJF/PTTT7jlllvw8MMPu+UziYiIiIiIiIiIiIjItzkVCAGAYcOGuS3ooSc4OBhr167Frl27sHv3btSqVQszZ85EcnJytZWBiIiIiIiIiIiIiIh8i9OBEE/p1KkTOnXq5OliEBERERERERERERGRDwj0dAGIiIiIiIiIiIh8RbHRhD3pF1FsNHm6KEREZCefmxFCRERERERERETkCcVGEwa+vREnsovQLC4Cq6b0RniIwdPFIiIiGzgjhIiIiIiIiIiIyA6HsgpwIrsIAHAiuwiHsgo8XCIiIrIHAyFERERERERERER2aJUQiWZxEQCAZnERaJUQ6eESERGRPZgai4iIiIiIiIiIyA7hIQasmtIbh7IK0CohkmmxiIh8BAMhREREREREREREdgoPMaBDUh1PF4OIiBzA1FhEREREREREREREROS3GAghIiIiIiIiIiIiIiK/xUAIERERERERERERERH5LQZCiIiIiIiIiIiIiIjIbzEQQkREREREREREREREfouBECIiIiIiIiIiIiIi8lsMhBARERERERERERERkd9iIISIiIiIiIiIiIiIiKqk2GjCnvSLKDaaPF0UM0GeLgAREREREREREREREfmuYqMJA9/eiBPZRWgWF4FVU3ojPMTg6WLJOCOEiIiIiIiIiIiIiIicdiirACeyiwAAJ7KLcCirwMMlUmMghIiIiIiIiIiIiIiInNYqIRLN4iIAAM3iItAqIdLDJVJjaiwiIiIiIiIiIiIiInJaeIgBq6b0xqGsArRKiPSqtFgAAyFERERERERERERERFRF4SEGdEiq4+li6GJqLCIiIiIiIiIiIiIi8lsMhBARERERERERERERkd9iIISIiIiIiIiIiIiIiPwWAyFEREREREREREREROS3GAghIiIiIiIiIiIiIiK/5bOBkPT0dHz22Wf4888/PV0UIiIiIiIiIiIiIiLyUj4ZCCkrK8Pw4cMxYcIEfPHFF54uDhEREREREREREREReakgTxfAGc8++yzatm0Lo9Ho6aIQEREREREREREREZEX87kZIatXr8Z3332HuXPnerooRERERERERERERETk5XxqRsjZs2dx33334ZtvvkFkZKRdryktLUVpaan8d35+vruKR0REXoj1ABFRzcZ6gIiIWBcQEZFHAyGbN2/G0aNHrW4zfPhwREZGoqKiAmPGjMFDDz2E1NRUuz9j1qxZmDFjRlWLSkREPor1ABFRzcZ6gIiIWBcQEVGAEEJ46sM//vhjbN682eo2c+bMQXx8PBYvXoxJkybhv//9LwwGAwDg+eefR3JyMkaPHo1x48YhICDA7PV6Uf+kpCTk5eUhKirKtV+IiIiclp+fj+joaJdfn1kPEBH5BtYDRETEuoCIqGZzVz0AeHhGyAMPPIAHHnjArm3r16+PIUOGYNOmTfJjhYWFyMjIwK+//oqxY8fqBkJCQ0MRGhrqsjITEZFvYT1ARFSzsR4gIiLWBURE5DNrhPTv3x/9+/dXPdahQwf07dsXb731lmcKRUREREREREREREREXi3Q0wUgIiIiIiIiIiIiIiJyF5+ZEaJn8ODBSE5O9nQxiIiIiIiIiIiIiIjIS/l0IGTmzJmeLgIREREREREREREREXkxpsYiIiIiIiIiIiIiIiK/xUAIERERERERERERERH5LQZCiIiIiIiIiIiIiIjIbzEQQkREREREREREREREfouBECIiIiIiIiIiIiIi8lsMhBARERERERERERERkd9iIISIiIiIiIiIiIiIiPwWAyFEREREREREREREROS3GAghIiIiIiIiIiIiIiK/xUAIERERERERERERERH5LQZCiIiIiIiIiIiIiIjIbzEQQkREREREREREREREfouBECIiIiIiIiIiIiIi8lsMhBARERERERERERERkd9iIISIiIiIiIiIiIiIiPwWAyFEREREREREREREROS3GAghIiIiIiIiIiIiIiK/xUAIERERERERERERERH5rSBPF6C6CSEAAPn5+R4uCRERKUnXZek67S6sB4iIvBPrASIiYl1ARFSzubMeqHGBkIKCAgBAUlKSh0tCRER6CgoKEB0d7db3B1gPEBF5K9YDRETEuoCIqGZzRz0QINwdZvcyFRUVOHPmDCIjIxEQEODp4liVn5+PpKQkpKenIyoqytPFsZsvltsXywz4Zrl9scwAy10dhBAoKChAYmIiAgPdl7nRm+sBX/q9lHy13IDvlp3lrl6+Wm7At8rOekCfL/2GEl8sM+Cb5fbFMgMsd3XytTLX5LrA134rJV8uO8Dye5ovl9+Xyw54Z/ndWQ/UuBkhgYGBaNSokaeL4ZCoqCivORgd4Yvl9sUyA75Zbl8sM8Byu5s7R31JfKEe8JXfS8tXyw34btlZ7urlq+UGfKfsrAcs85XfUMkXywz4Zrl9scwAy12dfKnMNb0u8KXfSsuXyw6w/J7my+X35bID3ld+d9UDXCydiIiIiIiIiIiIiIj8FgMhRERERERERERERETktxgI8WKhoaF44YUXEBoa6umiOMQXy+2LZQZ8s9y+WGaA5abq4au/l6+WG/DdsrPc1ctXyw34dtmpki/+hr5YZsA3y+2LZQZY7urki2WuqXz5t/LlsgMsv6f5cvl9ueyA75ffUTVusXQiIiIiIiIiIiIiIqo5OCOEiIiIiIiIiIiIiIj8FgMhRERERERERERERETktxgIISIiIiIiIiIiIiIiv8VAiJfIy8vDvHnz0KdPHzz88MNmz+fk5CA1NdXs34YNG1TbXbp0CTNmzEC/fv1w22234csvv3Rrufft24fJkycjNTUVK1eu1N0mLS0N48aNQ58+fXD//ffj8OHDTm3jLhs2bNDdtzk5OartTp8+jYkTJ6Jv374YPXo0/vjjj2oro1ZOTg6efvppXH/99Rg+fDhWr17tsbLoKSws1N2nP//8s2q74uJivPzyy+jfvz8GDRqERYsWVWs5S0tLsWjRItx000249dZbdbcxmUyYN28ebrrpJtx0002YN28eTCaTw9u4Unp6Op5//nlcd911mDdvntnzW7Zs0d3/Z8+eVW33zz//YPLkyejbty9GjRqFzZs3u63MZK6oqAiffPIJ+vfvj1GjRuluo/c7Llu2TLWN0WjE6//P3n3HVVX+cQD/wGUjoAxBFHCDoGg4cOU2Z+6VmtvMUVqallpmy1JL01LTflk2zFy5cKI5c6emKU6WiigbQcbl+f1B93QXcLncC5fL5/16+Xp5z3k49znjnuec5/uMpUvRtWtX9OjRA+vWrYMxp/8SQuDgwYMYPHiw1utKYceOHejXrx86duyId955BykpKXqlMaauXbtqHN/vv/9eJU1p/76LkpycjLfffhsdO3ZE//79sWvXrjLLS0F27typ9drNzs5WSXf79m1MmDAB7du3x6hRo3Dp0qVSz+upU6cwatQotGzZEleuXNGa5o8//sCQIUPQoUMHvP7664iLi9MrjSHdu3cP77zzDlq1aoVvv/1WY/2hQ4e0ngP131hUVBReffVVtG/fHiNGjMDZs2eNmm8q2s2bN/Hmm2+iVatW2LRpk8b67du3az236velmzdvYvz48Wjfvj1Gjx5d4PVtCHl5eQgLC8OAAQO0XmcKv/32G/r06YNOnTphwYIFePr0qV5pjOX999/XOK4TJkzQSHfo0CEMHjwYHTp0wBtvvIHHjx+XWh7VXbx4ES+//DLat2+PiRMn4s6dO2WWF2327Nmj9XrNzMxUSXfnzh1MnDgR7du3x8svv4yLFy+Waj4fPnyIDz/8EG3atMHixYu1pomPj8eMGTPQoUMHDBkyBIcPH9YrjSEVVYYtWrRI49iPGjVKI11pl2GU7/r165g+fTpatWqF7du3a6zftGmTxvlr27atRrp//vkHY8eORfv27TF27Fj8888/pZF9HD58GMOGDUPLli0RFRWlNY2ibOjYsSNmz56NpKQkvdIY25YtW7Teq9TduHED48aNQ/v27TFmzBhcvXq11POqLiUlBe+88w46duyIfv36YceOHWWdpQL16tVL4xh/8803Kmny8vKwevVqdO/eHV27dsWyZcuQm5tbJvk9fvw4RowYgZYtW+LGjRta0+jyTFAWzw05OTn47bff0LNnT7Rv315rmv79+2ucD/X6JSEE1q1bhx49eqBr165YunQpcnJyjJ5/oxJU5pKTk0W1atXElClTxAsvvCDat2+vkebhw4cCgPj555/Fn3/+Kf1LSEhQSde5c2fRqFEjsW3bNvH1118LOzs7sXLlSqPke+3atSIoKEh8+eWXQiaTifXr12uk+eeff0SlSpXEpEmTRFhYmBgxYoRwdXUVUVFRxUpjTJs3bxaVKlVSOa5//vmnyM7OltI8fvxYeHt7i379+ok9e/aImTNnChsbG3H69OlSyaOyrKws0ahRI/H888+LnTt3ik8++UTIZDKxbdu2Us9LQZKSkgQAsX79epVj+vjxY5V0vXr1EgEBAWLr1q1izZo1wsHBQSxZsqTU8hkYGCiGDx8uXn75ZeHp6ak1zZQpU4SXl5f46aefxM8//yyqVq0qpk6dWuw0hnL8+HHh5+cnFixYIOrUqSNmzpypkWbXrl3CxsZG45p+9uyZlCY5OVn4+vqKXr16iT179oi3335bWFtbi2PHjhkl36TJx8dHjB07VgwaNEj4+/trTQNArFixQuU8xsXFqaQZPny48PPzE5s2bRLfffedqFy5spg3b57R8j1y5EjRuXNnMXfuXAFA3Lt3TyPNhg0bhLW1tfj888/Fjh07RLNmzUSLFi1Ebm5usdIYm4uLi/jkk09Ujm9sbKxKmtL8fRclJydHNG3aVLRs2VLs2LFDLF68WFhZWYmNGzeWSX4Ksm7dOuHl5aVxD8rLy5PSxMTECDc3NzF8+HARFhYmXn31VeHo6CiuXr1aavmcM2eOaNmypVi0aJEAII4fP66R5uDBg8LKykq89957Yvfu3aJr166iTp06Ii0trVhpDGnfvn2idu3a4qOPPhLVq1cXCxYs0EizceNG4eLionEOcnJypDSPHj0S1apVEwMGDBBhYWFixowZwtbWVpw7d84o+aaibdq0SdSvX18sWbJEuLi4iGXLlmmkWb16tahRo4bGuVUWGRkpXF1dxciRI0VYWJiYOHGiqFSpkrh+/bpR8t2/f3/RvXt3MWvWLAFA43lPCCFWrVolvZds27ZNNGrUSHTo0EHlvqBLGmMaMWKE6Nmzp8pxVb8n7d69W8hkMvHBBx+IXbt2iQ4dOoiAgACRmZlZKnlUdvnyZWFvby+mTZsmwsLCxJAhQ4SHh4e4f/9+qeelIOvXrxceHh4a16tcLpfS3L9/X3h4eIihQ4eKsLAwMWXKFGFvby8uX75cKnm8ePGi8PHxEXPnzhVBQUFi0qRJGmmePn0q6tWrJ7p06SJ2794tFixYIGQymdi3b1+x0hiSLmXY+PHjRZcuXVSO/ZUrV1TSlHYZRvk2bNggAgICxBdffCHs7e3F6tWrNdIsW7ZM1K5dW+X8qdc/3Lp1S7i4uIixY8eKsLAwMWbMGOHi4iJu375t1PyPHz9edOjQQbz33nsCgNby5bfffhNWVlbis88+Ezt37hStWrUSTZo0Ualn0SVNaVi5cqXw8/MrtGy9e/euqFy5shg9erQICwsT48ePF05OTiIiIqJU86osNzdXtGjRQrRo0ULs2LFDLF26VFhZWYkff/yxzPJUGE9PT/H++++rHOOYmBiVNG+++aZwd3cXGzZsEBs3bhTe3t5i/PjxpZ7X6dOnizZt2ogPP/xQAND6fKzLM0FZPTe0bNlSDBo0SLzyyivC1tZWaxo/Pz/xzjvvqJwP9XrYuXPniipVqoj169eLTZs2CV9fXzFixAij5t3YGAgxATk5OSI9PV0IkV+gFBYI+fvvvwvczoEDBzQKoQ8//FC4uroapSBJSUmR/l9QIGT48OEiNDRU+iyXy0X9+vXFtGnTipXGmDZv3ixcXFwKTfPee+8JLy8vlePYrVs30b17dyPnTtN3330nbGxsVIJgkyZNEgEBAaWel4IoAiGFVaYcO3ZMABB//fWXtGzJkiXCyclJZGRklEIu84MBiu/VFgiJjIwUlpaWYvv27dKyzZs3C0tLSxEdHa1zGkNKT0+XKoobN25cYCCkoMJO4ZNPPhFubm4qwZG+ffuKDh06GDbDVCDF9Tdv3rxCAyEHDx4scBtXrlwRAMSRI0ekZevWrRM2NjYiMTHRoPlVUOT7+PHjWgMheXl5okaNGmLOnDnSsujoaGFhYSG2bNmic5rS4OLiIjZv3lzg+tL+fRfll19+ETKZTDx8+FBaNn36dFGzZs1Sz0th1q1bJ/z8/ApN8/rrr4v69eurVIa1bNlSDBs2zMi5+4/iWr53716BlUgtWrRQedhPS0sTlSpVEsuXLy9WGkNKS0uTjludOnUKDIS4ubkVup25c+eKGjVqqARHOnfuLHr37m3Q/JLuUlJSpEp/Nze3AgMhderUKXQ7U6ZMEQ0aNFAJIDRr1kyMHDnSoPlVUPyW9u7dqzUQkpOTI9zc3MSHH34oLbt+/boAIFUS65LG2EaMGCFGjx5daJrg4GCVCpmkpCRhZ2cn1qxZY+TcaRowYIDKe2Nubq7w8/MTs2bNKvW8FGT9+vWievXqhaZ58803Re3atVUaQrRt21YMGjTI2NkTQuQHMBT3wTZt2mgNhKxYsUI4OjqqBAdGjBghmjVrVqw0hqRLGTZ+/HgxdOjQQrdT2mUY5VOuS3F0dCwwEBIUFFTodsaNGyeaNGki3e/z8vJEo0aNxIQJEwybYTWK6+/cuXMFBkLq1Kkjpk+fLn2Oi4sTMplM/PTTT8VKUxpWrlxZ4PuYwiuvvCIaNmyocqybNGkixowZUxpZ1Oq3334TlpaWKg25Zs6cKXx8fEqtEUFxeHp6FhqkefjwoZDJZCqNvHbt2iUsLCzErVu3SiOLEsU1rngW0Va3pcszQVk9Nyjyv27dukIDIevWrStwGwkJCcLa2lqlrvfgwYMCQKk2XjM0Do1lAqysrODo6KhT2tdffx2dOnXCK6+8ojGERHh4OOrWrYuAgABpWd++fZGYmGiU7sXOzs5FpgkPD8eLL74ofba0tETv3r1x6NChYqUxtszMTPTs2RPdu3fHW2+9pdEdODw8HN27d4e1tbW0rG/fvjhy5EipD5ESHh6O1q1bw9XVVSUvN27cwP3790s1L0WZNWsWOnbsiIkTJ+L8+fMq68LDw1GjRg00adJEWta3b1+kpaWV2tAcLi4uha4/cuQILC0t0b17d2lZ7969YWFhIXV11yWNITk6OkImkxWZLjc3F7169UK3bt0wc+ZMjWsjPDwcXbt2ha2trbSsb9++OH78OLKysgyeb9JU1PWn8P7776Njx44YN24cjh8/rrIuPDwczs7OaNeunbSsb9++yM7OxrFjxwyaX4Wi8h0REYHY2FiV+7qPjw+ee+456b6uS5rSsnTpUnTo0AGjR4/GgQMHVNaV9u+7KOHh4WjevDm8vLykZX379kVkZKTJDYeSkJCA7t27o2fPnpg7dy4SEhJU1oeHh6Nnz56wtPzvUbRPnz44ePBgqeWxqGs5LS0N586dU7lOK1WqhE6dOknXqS5pDK1SpUoqx60g6enp0rPNnDlzEB8fr7Je8WxjZWUlLevbty/Cw8ORl5dn8HxT0ZydnWFhYVFkuvj4eHTr1g09e/bE/PnzNYZzDQ8PR69evVS21adPH6Ndk0X9li5duoSEhASV30lAQADq168v5UmXNKXh2LFj0tCzX331lcpwHE+ePMGVK1dU8li5cmW0a9eu1MsuQPMdSiaToVevXmWSl8IkJSWhe/fu6NGjB9555x08efJEZb2iPFB+vjXm9arOwcFB5T6oTXh4ODp27IhKlSpJy/r27Yvz588jOTlZ5zSGpOtz5OnTp9GxY0cMGDAAy5cvVxnSpCzKMMqnS10KkD+U8QsvvIBevXphwYIFGkMPhoeHS8+mAGBhYYEXX3zR6OevqOtP8WyqfG15enoiNDRUypsuaUrTw4cPpSGz3333XY3frbZjXZr3Km3Cw8MREhKC6tWrS8v69u2LmJiYUh1uvjhWrFiBDh06YNSoUQgLC1NZ98cff0Aul6N3797Ssm7dusHGxgbh4eGlms+irnFdngnK8rlB1zJi9erV6NChA15++WWNYdWOHTuGnJwclfx37NgRTk5O5bqMYCCkHGnVqhXGjRuH2bNnQyaToXnz5ti9e7e0PioqCt7e3ip/o/hc0JiNxpSVlYVHjx5pzZMiP7qkMTYLCwsMGjQIkyZNwqRJk3Dp0iUEBgYiOjpaSlPQsVXkvzSZ2nkuSIsWLTBu3Di8/fbbsLe3R6tWrbB161ZpfXnYj6ioKLi6usLOzk5aZmdnhypVqkh51CVNabOwsMDAgQMxYcIETJkyBdevX0dgYKBKRWlBx18ul5tcQK0iCw4Oxrhx4zB37ly4u7ujc+fOWL9+vbQ+KioKXl5eKpWiHh4esLa2LrPrT/G9hd3XdUlTGgICAjB27FjMmzcPvr6+6NOnD5YtWyatN7Xfd3m4bwL5DRqGDh2KadOmYfz48Th27BgaNmyoMh5uQfuSkJCAjIyM0s6yVtHR0RBCFHqd6pKmLFhYWGDw4MHSs8358+cRGBiI2NhYKU1B5yAzM1OjopJMh6WlJYYNG4bXXnsN48aNw+HDhxEcHKwSbCzo3MbFxWnM1VMayku54OTkhFGjRmHu3Lno3r07Fi9ejB49ekjzbplCHhVSUlKQkpJiEnkpjIWFBYYMGYKpU6diwoQJOHXqFBo2bKjy/lTQ9ZqcnIzU1NTSzrJWhZW/indGXdKUNkdHR4wcORLvvPMOevfujS+//BKdO3eWgt2mWoZRPplMhpdeegkzZszA6NGjsXfvXjRu3FiqoBdCICYmRuv5K6trTqG83PcVFMf69ddfx+jRo3Hw4EEEBwerNDQo6DceGxtbZvMHlpd3A4W6deti7NixmD9/PurUqYOBAwfi008/ldZHRUXB2dlZJaBsbW0NDw8Pk9uf8naNa1OrVi3pfAQEBGD48OF4//33pfVRUVGwsbGBm5ubtEwmk8HT09Mk8q+vwps+kF4ePnyI/v37F5qme/fuKhdYUdzd3XH8+HGppUz37t2RmZmJWbNmSdHSnJwcldbdAGBvby+tK8q3336rdcJNZStXrkTz5s11yrPiO7XlSbFOlzTFtX//fixYsKDQNHPmzJHOUe/evTFw4EBpXe/evREcHIwPPvhAOh4lPbaGZEp5KYiTkxNOnjwpta7q1q0bsrOzMXPmTOlYa9sPRWWjqeyHtjwCmtdwUWlKW5cuXVQmf+/duzdCQkKwYMECaUL68nAdlSfZ2dkqvTK0adGiBVasWFGs7Z49e1Y6T127doWlpSXefPNNjBkzBhYWFgVef3Z2djqfxylTphTZa/DkyZM69UQCCr+vKyY/1CWNPtq3b19oj6YGDRqoBJKOHj2qcnwdHR0xd+5cTJ48WTqGpvT7Li+/2xEjRmDcuHHS5x49eiAgIACfffYZli5dCqB87EtZPccYQr9+/TB06FDpc69evdCwYUN89NFHWLNmDYDycQ7Ku02bNqkEV7VZtGgROnbsqPM2R48ejVdeeUX63KNHD9SvXx9LliyRKhOKOrc2NjaFfsfYsWNx/fr1Atfb2tri6NGjOue5rH5Lc+fOLbL3XlhYmNTLevny5Srf37JlSwQHB2PPnj3o3bu3Sf3eTSkvhRk2bBhGjx4tfe7VqxcCAgKwaNEiLF++HED5uBfpkkdT3I/Fixer5KlNmzYIDAzEtm3bMGjQoHJzHZUHP/74I77++utC03z++edo06aNztt85ZVXVM5N9+7dUbduXSxfvhzvv/8+5HI58vLytJ6/vLw8yOVynZ/f33jjDfz555+Fpjly5Ih0TRelrJ+hfvnllyLfuxYvXiy9v40bN04lH4qy9YsvvsBHH30EIQTkcnmBv/Hc3Fydj7Uh5eTkwMnJSWueTPE3HB4eLh3DLl26wMXFBbNnz8aUKVPg7Oxscu9ehSnra9wQ9u3bp3I+3NzcMG3aNEybNg3u7u7l6nwUBwMhRuDq6io92BXEw8OjWNvU1l23S5cu2LBhAzIzM2Fvbw9XV1dERkaqpFG0DlOO4BWke/fuaNiwYaFp/P39dc6zo6MjbG1tNbrrJyQkSPnRJU1xNW3atMjjX7t2ben/6j9sa2trtG/fHhcuXJCWubq6as2jYl1pKiwv+h4zQ9P2ENClSxd88803SElJgYuLC1xdXTWGd1Psl6nsh7ZjDahen7qkKW3q17RMJkPHjh1VupOWh+uoPLG2ti7yvqNr91Rl6ueyS5cu+OyzzxAdHQ0/Pz+t5zE7OxtpaWk6n8dp06YV2eKyOA/2intiYmKiSuuXhIQEqezTJY0+lixZUuiQPsqtiwDtx/edd95BREQEGjdubHK/7/Lyu1U/rg4ODmjdujUuX74sLStoX6ytrTVe6MqK8nWqTL0MKCpNWVA/BzY2NmjXrp1O58DCwgJVqlQplXyau/bt28PPz6/QNPXr1y/WNtXPraOjI1q1aqXTubWzs4ODg0OR3zFz5kykp6cXuF6XodmUKf9OlIeDSUhIQKNGjXROU1xjx45Fnz59Ck2jfL9RP7aNGjWCp6cnLl++jN69e5vU793FxQUymcwk8lIYbY2e2rZtq9P1amVlpdezkzHoUv6aYhmtfvz9/f3h4+ODy5cvY9CgQSZ1TZd3nTt3Rr169QpNozyEuS7Uz5+zszNatGgh/X6srKzg5OSk9fwp7hG6mjRpkkoDCl3yUxjla0u57qWgZ6iC0uirY8eOKtvURrluS33fnJycEBoaKh1rCwsLVK5cWeuxVtRplQVTvO8URtu7V05ODq5fv47Q0FC4uroiKSkJQgiV4T1N8Z5Unt8TFLSdD7lcjmvXrqF9+/ZwdXVFWloacnJyVKYJMJX864uBECOwtbVFy5Ytjf49cXFxsLGxkS7IkJAQ/PTTT8jIyJBecs6cOQMLCws0bty4yO3VqFEDNWrUMFj+LCws0KRJE5w7d05l+ZkzZ/Dcc8/pnKa43N3d4e7url+m/xUXF6cyb0tISIjWPNatW7fUK2xCQkLwww8/qBQOZ86cgaOjY5EPX2UpLi4OVlZW0s02JCREJTAC5O8HAJV5Q8pSSEgInj59iuvXr6NBgwYAgKtXryIjI0O6PnVJYwp0vaZr1KhR4t9PRWRhYVFq930A0j0+JCQEH330ER48eCAFFBRz7Oh6/QUGBho0jw0bNoS1tTXOnTsnBddzcnLw119/Yc6cOTqn0UeLFi1KlHfF8VX8Vkzt9x0SEoIVK1YgLy9Pqog8c+YMbG1tpfyZqri4OFSuXFn6XNA9qHHjxsWuZDUWHx8fuLu749y5cyrzxJw9exZdunTROY2p0LUc8Pf316mynIrm5eWlMqePscTFxal8T0HntkmTJjrNQVJUw6jiatKkCSwtLXHu3DnUrFkTAJCRkYGrV69i1KhROqcprnr16pXo2TgrKwtJSUnS76ZOnTpwcXHBuXPn0KFDBynd2bNnMWjQIL2/Rx/W1tZo2LAhzp07hwkTJkjLS/IOVVp0vRc1bNiwyLk7SktISAj27dunsuzMmTNwdXWFr6+vzmnKWm5urlRxC5SvMszUeXt7awx/YwxxcXEqAZWCfj/FvQ8UN0hTlAYNGsDe3h7nzp1Ds2bNAAB5eXm4cOECJk+erHMafVWrVg3VqlUr0Tbi4uKk8ggw3LE2pJCQECxduhS5ubnS/fLMmTOwtrZGUFBQmeVLV9revXJzc3Hp0iXpuN65cweJiYkmV7bp8kxgSs8NutB2PgDg/PnzaNWqFQAgNjYWDx8+NLnzUSxlN087aTN+/HjRvn17jeWbN28Wly5dkj5fu3ZNeHl5iREjRkjLHj9+LJydncWCBQuEEEJkZGSIFi1aiF69ehk720Imk4n169drLF+7dq2oVKmSuHLlihBCiFOnTgkbGxuxefPmYqUxppUrV4q4uDjp8/bt24WlpaVYvXq1tOzw4cPC0tJS7N+/XwghxJ07d4Sbm5tYtGhRqeRRWUREhLCyshLr1q0TQgjx5MkTUadOHTFp0qRSz0tBtm3bJs6fPy99vnHjhvDx8REDBw6UliUnJwtXV1cxZ84cIYQQz549E23bthWdO3cu9fwuWbJEeHp6aizPzc0V9evXFy+99JLIy8sTeXl5YsiQIaJ+/foiNzdX5zTG0rhxYzFz5kyN5atWrRL379+XPu/Zs0dYWVmJZcuWSctOnTolLCwsxM6dO4UQQkRFRQlPT0/p/kGlZ968ecLf319j+d69e8WJEyekz/fu3RP169dX+Y1kZmaK6tWrS7//nJwc0b17d9G0aVOj5/v48eMCgLh3757GuuHDh4tGjRqJlJQUIYQQS5cuFXZ2diI6OrpYaYzpyJEj4tChQ9Ln+/fviyZNmohmzZpJy8ry963NvXv3hK2trVi5cqUQQoikpCQREBAgRo8eXep5KcwXX3whEhISpM8bNmwQAMTGjRulZdu2bRM2Njbi5MmTQggh/v77b1GpUiWVsre03Lt3TwAQx48f11g3e/ZsUaNGDfHgwQMhhBC//vqrsLCwEBcuXChWGmOpU6eO1vv2ihUrxKNHj6TPW7ZsEZaWltKzgxBCHDhwQFhaWkq/g1u3bokqVaqIJUuWGD3fVDQ3NzeVclvh888/F4mJidLn7777TgBQeW7+7bffhK2trTh9+rQQQojLly8LR0dHlfNvDHv37hUAxOPHjzXW9enTRzRv3lw8ffpUCCHE+++/L5ycnER8fHyx0hhLcnKyWLZsmcjJyRFCCJGVlSVeffVVYWdnp1LOvf7666JWrVrS7+v7778XMplMXL161eh5VLdixQrh4uIirl+/LoQQ4o8//hAymUzs2rWr1PNSkGXLloknT55In3/++WdhYWEhfvzxR2nZzp07hZWVlTh27JgQQoh//vlHODs7S2VdaWrTpo3Wd6pLly4JS0tLqRx7+PCh8PHxUXkO1yWNMRRUhmVkZIglS5aIrKwsIUT+M+L06dOFjY2NiIiIkNKVZRlG+RwdHbU+/yxZskQkJydLn1evXi0AqPzGN2zYIOzt7aXzdf78eWFnZ6fyGzOmc+fOCQDSfUjZuHHjREBAgFRmffXVV8LGxkbcuXOnWGlKw9KlS0VSUpL0ee3atQKA2L59u7Tsl19+EXZ2duLs2bNCCCEuXrwo7O3ttdaDlZbo6GhhZ2cnPS+kpKSIoKAglXpCU3HixAmxb98+6XNcXJxo3ry5aNSokcjLyxNCCJGXlycaNmwoBgwYIORyuRBCiJdfflnUqlVLZGdnl0m+r1+/LgCIc+fOaazT5ZmgrJ8b1q1bJ2xtbTWWnz59WuVe8vjxY9GmTRvh7++v8p7btGlT0atXL2nZxIkTRfXq1UVmZqbxM28kDISYiH79+onQ0FDh4eEhnJycRGhoqAgNDZXWX7x4UbRs2VJUr15dBAQECBsbGzFhwgSRmpqqsp39+/cLDw8P4evrK1xcXERoaKh4+PChUfJ84cIFKZ8ARO3atUVoaKj44IMPpDR5eXnitddeEzY2NqJ+/frC1tZWzJ07V2U7uqQxpi1btojatWuLevXqCT8/P+Hs7Cw+++wzjXRLliwRdnZ2Uh5HjRolvSyVtp9++kk4OTmJOnXqCAcHB9GtWzeNa6EsXblyRTz//PPC29tbNGjQQNjY2IjRo0erPFwIkR9g8vT0FD4+PqJy5coiJCRExMTElFo+Z8yYIUJDQ4Wvr6+wtraWrufIyEiVfalbt67w9PQUVatWFXXr1pWCdsVJYyjJyclSPh0cHES1atVEaGioGDNmjJRmx44dom7duqJu3bqiZs2aolKlSuLDDz+UHjAUVqxYIezt7UW9evWEnZ2dGDZsmPSyRMY3fvx4ERoaKqpXry7s7Oyk86qoQI6IiBBdunQRnp6eIjAwUNjY2IghQ4aoVG4Kkf8Q4+PjI7y9vYWbm5sICgoSt27dMlq+161bJ0JDQ0VgYKAAIJo0aSJCQ0PF7t27pTSJiYmiQ4cOolKlSqJWrVqicuXKYtu2bSrb0SWNMUVFRYnevXsLDw8PERQUJGxtbcWLL76ocQ8qzd+3LjZv3ixcXFxE7dq1haOjo+jUqZPKS7Ip+OGHH4SPj4/w9/cXNWrUEK6uruKrr77SSPfuu+8KW1tbUb9+fWFjYyOmTJmicZ8yph07dojQ0FDRpEkTAUAEBgaK0NBQlRfazMxMMWDAAGFnZyfq1q0rHBwcxJo1a1S2o0saQ3rw4IF0v7C1tRXVq1cXoaGhYvLkyVKaTZs2iZo1a4r69esLX19f4ezsLJYuXaqxrU8//VTl2WbMmDFlEuSjfDdv3pTOrZWVlfDz8xOhoaFi9uzZUprvvvtO1KhRQwQEBIjq1asLNzc3rRVoc+fOVfl9vfbaa0b7fa1YsUKEhoaKgIAAAUA0bdpUhIaGisOHD0tpHj16JFq1aiWcnZ2Fn5+fcHd3F2FhYSrb0SWNseTk5IjZs2cLV1dX0bBhQ1GlShUREBCgsg9CCPH06VPx4osvCnt7e1G3bl1RqVKlMqsEk8vlYtKkSdJ5trW1FQsXLiyTvBTkp59+Er6+vsLf31963v/yyy810i1cuFDlep00aZJUCWZsWVlZ0u/OyclJVK1aVYSGhoqhQ4eqpFu3bp1wdHQUdevWFfb29qJv374iIyOj2GkMpagyTC6Xi7lz5wo3NzfRsGFD4erqKurVqyc17FMo7TKM8l29elW67iwtLUWtWrVEaGiomD9/vpTmm2++kd6nvb29hYeHh/j22281tjVz5kypLsXGxsbowTch8gMwoaGhomHDhgKAaNy4sQgNDVV5lk9JSRFdu3YVjo6Oonbt2sLZ2Vn8+uuvKtvRJU1pWLdunVTX5u3tLdzd3cXatWs10s2ePVvlXjVjxoxSfXbVZuvWraJy5cqiVq1aolKlSqJDhw4qDSZMRWxsrOjfv790T7KzsxM9e/ZUqXsRIj/w4O/vLzw8PISXl5eoWbOmuHjxYqnnd/PmzSI0NFQ0btxYABANGzYUoaGh4ueff5bS6PJMUFbPDfPnzxehoaGidu3awsLCQrrfKAIwDx8+FIMHD5bOh729vejatau4ffu2ynZu3bolgoKChJubm/D29hY+Pj7izJkzRs+/MVkIIUSpd0MhDX/99ZfWCV7Vh1qJi4tDQkICateuXeBEVdnZ2bhx4wYcHBxQt25do+QXAFJTU/HPP/9oLPfw8ECdOnVUlj1+/BixsbHSmPba6JLGWIQQuHv3LoQQqFmzZoHdsFNSUnD37l1Uq1atVIY6KExGRgZu3rxpUt2t1cXHx+Px48eoVatWgcNsKMaEtLe3L/WhvW7cuIHk5GSN5U2aNJEmbgfyu+jeuHEDQH63YW3DtuiSxhByc3Nx/vx5jeWVKlXSGMri7t27kMvlqFmzpsqYjsrS0tJw+/ZteHp6lkp3bvrPtWvXkJaWprG8adOmGmNwPnz4EDVr1tSY40JBLpfj+vXrsLKygr+/v05Dn+grNjYWsbGxGsvr1KmjMb/HvXv3kJKSgoCAAJXfVHHTGFNSUpJU9iiPS6+stH7fusrMzERERAQqV66s0mXflOTl5eH27duwsrKCn59fgeNUJyUlITIyEjVq1CjR/DD6ePz4Me7cuaOx3MfHB9WrV1dZdv/+fcTHx6NevXoF/g51SWMIWVlZ+OuvvzSWOzs7qwx1p3i2AQA/P78in228vb3h6elpnEyTTjIyMnDlyhWN5a6uripziSh+X9bW1vD19S3w95WYmIioqCij/76io6Px4MEDjeX169fXeKa/c+cO0tPT0aBBgwInbdcljbFkZWXh1q1bcHNzK3RYlZiYGCQkJKBevXoqwzyVhfj4eMTGxqJWrVomOb+PEAK3b9+GTCYrsjy4d+8eatSogapVq5Zq/hTD8yqzt7fXGF766dOnuHnzJjw8PAocUlqXNIagaxmWnZ2NW7duoUqVKoU+65dWGUb50tPTcfXqVY3l7u7uKnU4eXl5uHXrFmxtbeHr61vgM2hCQgKioqLg5+dXKmP3P3jwANHR0RrLa9eurfH7jYqKQlJSEvz9/Qusw9IljbEpylYbGxv4+PgUeK9SHGtfX1+TGVL62bNnuHHjBlxcXFCrVq2yzk6hkpOTERMTA19f3wLngRJC4MaNG8jLy0ODBg3K5N3r0aNHuHfvnsZyPz8/jecDXZ4JSvu54fbt23jy5InG8oYNG6rc41NTUxEVFQUfHx+VYYyVCSEQERGB3NxcNGjQoFjzD5kiBkKIiIiIiIiIiIiIiMhsmcZslEREREREREREREREREbAQAgREREREREREREREZktBkKIiIiIiIiIiIiIiMhsMRBCRERERERERERERERmi4EQIiIiIiIiIiIiIiIyWwyEEBERERERERERERGR2WIghIiIiIiIiIiIiIiIzBYDIUREREREREREREREZLYYCCEiIiIiIiIiIiIiIrPFQAgREREREREREREREZktBkKIiIiIiIiIiIiIiMhsMRBCRERERERERERERERmi4EQIiIiIiIiIiIiIiIyWwyEEBERERERERERERGR2WIghIiIiIiIiIiIiIiIzBYDIUREREREREREREREZLasyjoDROYkOjoa+/fvh5eXF3r27AmZTFbWWSIiolL07Nkz7N69G6mpqejduzeqVq1a1lkiIqJSdurUKfz9999o2rQpmjVrVtbZISKiUnb//n3s3bsX7u7u6NWrF6ytrcs6S0QE9gghMpjjx4+jSZMmOH78ON577z307t0bcrm8rLNFRESlJCMjA23btsWKFSuwb98+BAUF4fr162WdLSIiKkULFy7EkCFDcP78efTs2RNffvllWWeJiIhK0blz5xAcHIw//vgDn3zyCbp27YqcnJyyzhYRAbAQQoiyzgRReXHq1Clcu3YN3t7e6Nq1K2xsbAAAQggEBgZi6tSpmDZtGjIzMxEUFIT33nsPY8aMKfb3bNy4EY8ePQIAVK9eHYMHDy7Wem3kcjkOHz6Me/fuoWXLlggODi7W+kuXLuHChQuoVKkSevToAWdnZ2ldXl4efv/9d8jlcvTv3x9WVuxsRkTmKSoqCsePH4dMJkPbtm3h4+Mjrfvoo48QFhaGEydOwNLSEm+99Rb++usvHDp0qNjf89dff+Ho0aPS53Hjxqncd4vKizYJCQk4fPgwMjIy0KJFCzRo0EBjfXh4OFJSUhAQEIDnn39eZX1mZib27NmDJ0+eoGXLlmjSpInK+kuXLuHixYt44YUXUKNGjWLvMxFRefD06VMcOXIEjx49QlBQEFq2bCmti4iIQHBwMK5du4a6devi/PnzaNu2Le7cuYPq1asX63syMjKwdu1a6XPbtm01epfI5XIcPXoUd+7cQa1atdCpUydYWhbd1jEjIwPr1q1D3bp10atXL2l5Xl4ewsPDcffuXXh4eKBbt25wdHTUad+B/HJk165dqF+/Plq3bl2s/SUiKk/Onj2LK1euoGrVqujatSvs7e2ldc2aNcOgQYPw9ttvIzs7G8899xwmT56MadOmFft7tmzZgtjYWACAh4cHRowYUWDarVu3IiYmBtOnT4eFhYXe24uJicGBAwdgZWWF7t27w9PTU2X9jRs38Oeff6JSpUro3LkzXF1dpXVCCOzatQsZGRkYMGCAVGdGZCrYI4RIBw8fPkSLFi0we/ZsnD17FvPmzUP9+vURHR0NALh48SJu3bolFSL29vZ46aWX8Msvv+j9fZGRkdi4caPWVmRFrVcXFxeH5s2bY8aMGTh79iwmTZqEVatW6bx+1qxZ6Ny5M06ePIk1a9YgMDAQd+/eldZPmDABa9euxY8//ohhw4bptc9ERKZu5syZ6Nq1Kw4cOIDffvsN/v7++P7776X1P//8M0aOHClVQo0bNw6HDx9GXFxcsb8rNTUVkZGR+Ouvv/DGG28gMTGxWHlR9+uvv6JVq1bYvn07Dhw4gNDQULz77rvS+rNnz6JWrVr43//+h3PnzmHYsGHo168f8vLyAABPnjzBc889h0WLFuHEiRPo0KEDFi1aJP39wYMHMWTIEJw6dQpt27bFgwcPir3PRESmbt++fWjcuDHWrFmDU6dOoU+fPujfv7/UC/zXX39FaGgo6tatCyC/Mszf3x9bt24t9nfJ5XJERkYiMjISH3/8sUZQPTo6Gs2bN8fixYtx7tw5TJkyBaGhoUhLSyty23PmzMHcuXOxfv16aVlmZiZat26NqVOn4uLFi/j8889Rt25d3LlzR6d9f/r0Kdq2bYs//vgDkydPVtk2EZG5SEhIQJs2bTB9+nScOXMGH3zwAerWrYvbt28DyA+IX7hwAS+//DIAwMbGBiNHjtS7biguLg6RkZHYsmULlixZUmC648ePY+zYsXjjjTcKHZmkqO0dOHAAAQEB2LNnDzZt2oT69evj7Nmz0vqJEydi2LBhOHXqFNatW4datWqpNN6aPn06vvzyS2zevBl9+vTRa5+JjEoQUZHu378vLly4IH3Ozc0VTZs2FdOmTRNCCLFu3TpRs2ZNlb/55ZdfhJubW4m+d968eaJNmzZ6r1fo1auX6N+/v8jJyRFCCJGXlyfOnTun0/qLFy8KAOLy5ctS+mHDhokBAwZIn4OCgqT/N2rUSMjlch33kIio/AgLCxO5ubnS56VLl4oqVaoIIYTIyMgQFhYW4sSJE9L63NxcYW1tLfbu3av3d16/fl0AEPfu3dM5L9qcPn1aPHv2TPq8a9cuYWFhIZKTk4UQQgwZMkQMGjRIWn/37l0BQCoLZsyYIZo1ayays7OFEEIcOHBAWFlZiaioKCGEEFOnThVHjhwRQgjx8ccfi59//lnvfSYiMlWnT58W8fHx0ueoqCghk8nEvn37hBBC9O3bV3o/UBg+fLgYPXp0ib63cePGYtGiRSrLoqOjxZ07d6TPT58+FVWrVhVr164tdFvh4eEiJCREjB49WgwcOFBavm3bNuHo6ChSUlKkZaGhoWLmzJlCiKL3/fjx42LSpElCCCHu3LkjXnzxRT33lojIdD1+/FicPn1a+pyXlyeef/55MWbMGCGEEBs3bhTu7u4qf7Nz505hb28v8vLy9P7eRYsWicaNG2tdl56eLvz9/cWSJUsEAKlep7jby8vLE7Vr1xYLFiyQlk2ZMkU0b95c+vzHH3+o/M348eNFp06dpM8NGzaU9rNFixYiPT29yLwQlSaOX0OkA29vb3h7e0ufZTIZvL29kZGRAQCIj4+HEALLly+X0ty6dQsJCQnIy8uDpaUlNmzYoNGiV1nfvn1Rq1Ytg+f9/v372LNnD06fPo3ff/8d6enpaNmypdS1vqj1V69ehaurq8pQWR07dsTrr7+O3NxcWFlZwcfHB1OmTIGNjQ1cXV116pJPRFTe9OjRQ+Wzj48PsrKyIJfL8fjxYwghsHfvXpw7d05KY2dnh8ePHwPI73Vx6tSpArfv7++v8R365EUmk2mkDw0NVflcpUoVyGQyqceHjY2NyiSOTk5OsLCwkLqz79mzB5MnT5bSdO3aFVWrVsX+/fsxceJEtGzZEu+88w569+6N77//HmFhYTrtBxFReaJ+L/X09ISNjY3KO0FOTo7KO8H9+/el4aVSUlKK7CkxY8YMnfKiPhyinZ2dytAs2qSlpWHSpEnYvHkzvvrqK5V1NjY2sLKygp2dnbTMyclJKgeK2vcGDRrgwIEDWLhwIf7880906tRJp/0gIipP3N3d4e7uLn22sLBAjRo1VMoBKysrlXIgKioKmZmZSE9Ph5OTk8pQ59r07NkT9evX1zlPs2bNwuDBgzWGrS2u69ev4+7duxg9erS0bPTo0Vi1ahUeP34MDw8PtG/fXuVvqlSpgnv37kmf/f39MWHCBFSpUgVCCJXhFYlMAQMhRHq4ePEiDh48KFX0CCGk7usKioov8e80PPfv3y+0sMvMzDRKXq9duwYAePPNN1G1alU4Ojpi6tSpWLRoEV5//fUi1/v5+SEpKQkxMTHSC9elS5eQlZWFuLg41KhRA7/++ivWrl0LIQQWLlxolP0gIjIlWVlZ+OKLL/DSSy9BJpNJ9/q4uDikp6erpFWsS0lJUSkn1CmPr1uSvBTkwYMH+O2335CYmIjt27dj+fLlqFKlCoD8yX2HDRuGyZMnw9fXFzt37sS8efOkIHhUVBR8fX1Vtufj44OoqCgAwMiRI2Fvb49Lly7h119/Rb169fTaFyKi8mT58uWoXLkyOnfuDCD/fp+WlqZyr3/69CkcHBwAADk5OYWWA/r43//+hydPniA8PBxNmzbFyJEjC0w7Y8YMvPTSS1ory3r06IHBgwejV69e6Ny5M65evYrc3Fy8+eabWrelvu9ubm7YvXs3fv31V4wcObLQceyJiMzFP//8gx07dmDTpk0A8suBvLy8QuuGHj58KA2zrs3Tp091/v6DBw/ixIkTuHDhAo4dO6bHHvwnKioKFhYWKoF2xfN/VFQUPDw8AOQPw3Xu3Dncvn0bx48fxw8//CCl/+GHH/DNN98gKysLe/fuLVF+iIyBgRCiYrpx4wZ69eqFhQsXomPHjgDyH/w9PDxUov579uzBwYMHpUqpd955pyyyi9zcXAD5rQrmzZsHANi0aRNGjRqFMWPGFLn++eefxwsvvIBOnTph1KhRuHfvnkaLZhcXF7z11luluFdERGUnJycHL730EiwtLaV5mtzc3ADkB5UDAwOltD/88IO0rmvXrujatavR81KQrKwsREZGIjExEZmZmXj48KG07vHjx5DL5bh//z7kcjkyMjKQkJCAnJwcWFtbQwihEWRRDgABwMCBAzFw4ECD7h8RkanasGEDPv30U+zbtw/Ozs4A8suCkJAQfPDBB1K6yZMnSwFyd3d3lfcFQ4iJiUFcXBwSExMhk8mQkpKitWdIWFgYzp49iwsXLmjdTnp6OtLT06Wg/aNHj5Cbm4vExESV1s+A9n0HgMDAQJV9JyIyZ3fv3kX37t0xa9Ys9O7dG0B+OeDi4qJyrz969Ci2bNmCSpUqAUCBAebiSklJwSuvvILffvvNIJOSCyFgYWGhMtG64vlf+Zk/KSkJkZGRiImJQW5urkqDX0dHR4PtH5ExMBBCVAyXL1/GCy+8gDlz5qjc3IODg3H79m1pGCwgv1tho0aNpDRlNTRW9erVAQDt2rWTlrVr1w7Z2dm4e/dukeubNGmCPXv2YPPmzfj777/RrFkzdO7cGa+++iqqVatm8PwSEZmyZ8+eYeDAgXj69CkOHDggdfeuVKkSatWqhYiICCkQEhcXh+TkZKksMOTQWIXlpSC1atWSXspiY2NRs2ZNdO7cGR07dsTLL7+MUaNGYf78+QDyW6LVrVsXzZs3x9ixY+Ht7Y379++rbO/Bgwcqw0YSEVUU33zzDebNm4f9+/ejRYsW0vLg4GBERESopL1+/Tp69uwJwLBDYym8//77APIrqTp16oQFCxbgm2++0Ug3e/ZsNGvWDKtWrQKQ32s8MzMTy5cvx2uvvYalS5fin3/+wcWLF6WKr1deeQWvvfYa9u/fX+S+ExFVJDdu3ECXLl0wadIkvPvuu9Ly4OBgREVFISsrC7a2tgDyy4GgoCCprshQQ2OtXLkSTk5OOHnyJE6ePImbN28CAFasWIHu3burNM7Shbe3N/Ly8hAXFyfVEz148EBap9CnTx9pIvTVq1dj+PDhSEhI4BDpVC4wEEKkozNnzqBXr174+OOPMWnSJJV1oaGhcHFxwZ49e/Diiy9CCIFNmzbh5ZdfltKU5tBYP/30E+rUqYNWrVqhYcOG8PLywuXLl/H8888DyB/aSiaTwc/PD87OzoWuB/IrzIYNG4Zhw4ZBLpejc+fORQ7BQkRkbtLT09GnTx/Y2Nhg7969Gi1uBw0ahF9//RX9+/cHkP+S07x5c6lLuSGHxioqL+fPn8eVK1cwbtw4APnzVikPV2Vvbw9LS0vI5XJpe8qteu3s7GBnZ4e0tDQAQJcuXbBt2zZMnToVAHDhwgVERkZKQ6IQEVUUn3/+ORYvXozw8HA0btxYZd3AgQPRpUsXJCUloUqVKoiOjsbp06fx7bffAjDs0Fh37txB7dq1pZa7FhYWsLe3l+7rqamp+O677zBs2DB4eXlhyJAhSExMlL4/LS1N6ikohEB6ejocHR1Vnu9dXFykcqCofSciqiguXbqEbt26aTSQBfIDITVr1sS2bdvw0ksvAQB+/fVXDBo0SEpjqKGxmjRpgidPnkj3dUV9U1RUlNQTcdOmTfDy8tKY20ObRo0awdPTE1u3bsXrr78OANiyZQsCAgJQvXp1JCYmQggh9XYH8nuAKModovLAQij3byIirW7evImmTZviueeew4ABA6TlNWrUkAq0bdu24dVXX8WUKVNw6dIlREdH49SpUyoTDurq0KFDuHr1KsLCwnD79m28/vrrqFy5MsaMGaPT+oYNG6Jfv3746KOPAOQXfhMmTMDEiRPh4OCAb775BlOnTpVakBW1fsSIEbC3t0eNGjWwZ88e5ObmIjw8XO/x7ImIyqPOnTvjwoULmDt3rkr38wkTJqBSpUpISEhA06ZN0aFDB1SrVg1r1qzB7t270aZNm2J/V2xsLLZs2YL4+HgsWrQI7777LlxdXaUKraLy8umnn2LNmjXSi1GfPn1gb2+Pxo0bIy0tDZs2bUKtWrWwd+9e2NjYYNGiRfjkk08wfvx4eHp6Yv/+/bh58ybOnz8Pb29vREZGokWLFmjVqhWCg4Oxfv169O3bF19//XWJjysRUXmxbt06vPLKK5g0aRICAgKk5e3atUNISAgAYOLEibhw4QIGDx6MDRs2oHfv3liyZIne3/f06VMsWbIEISEh6Ny5M5577jm0b98e69evx9q1a9GxY0c4ODjg2LFjOH/+PI4ePYpGjRohMjIStWrVwp9//omWLVtqbHvChAlITk7Gli1bAAB///03WrdujU6dOqF169a4e/cuvv/+e6xfvx7Dhw/Xad+JiMxddHQ0GjdujPr160uBDgDw9PSUPu/btw8jR47ElClTcOPGDVy9ehVnz56VhsYqjqNHj+Kvv/5CeHg4Ll68iLfeeguOjo6YOHGiRtpDhw6ha9euyMnJgZVVfrv3li1bomXLllKv8KK29/PPP2PChAmYPHkysrKy8L///Q/bt29Hjx49EBMTg169eqFt27bw8/PDnTt38Msvv2DBggUcKp3KDfYIIdLR+PHjAUClFZeicAGAAQMGoHr16ti5cyc6deqEsWPH6hUEAYCEhARERkYiMDAQgYGBiIyMlCam0mX9yy+/rDIs19ChQ+Hv74/ff/8dlpaW2Lp1q8pQWEWt37BhA37++Wdcv34db7zxBgYPHgxra2u99o2IqLxq06YNGjVqJHURV1C0gnJzc8O5c+ewfv16pKen48SJEwgKCtLru549eyaVN9OnT0dqaipSU1ORlZWlU16aN2+O7OxsafmOHTsQFhaG06dPw8nJCatXr8YLL7wgtSR+55130LFjRxw+fBipqakYPnw4hg4dChcXFwBAzZo1ceXKFfz4449ISEjAV199hX79+um1b0RE5ZW7uzumT58OQPWdQLl3xNq1a7Fx40ZcuXIFH374oUor4OKKiYlBamoqBg8eLH2nosf22LFj0bJlS+zcuRPp6el46aWXsGXLFql3n7OzM6ZPn17gULZdu3ZV6ZHeqFEj3Lp1C1u2bEFsbCzq1q2LixcvSuWYLvtORGTuhBAYPXo0ANV7YV5envT/7t2748CBA9i2bRtatWqFtWvX6hUEASD15KtTpw7q1KmDyMhIlV7cynx9fTF9+nSVIaqGDRsmlRu6bG/EiBGoV68edu3aBWdnZ5w7d06qW/Lx8cHJkyexadMm3LlzBw0aNMD58+dVguNEpo49QoiIiIiIiIiIiIiIyGxxJhsiIiIiIiIiIiIiIjJbDIQQEREREREREREREZHZYiCEiIiIiIiIiIiIiIjMFgMhRERERERERERERERkthgIISIiIiIiIiIiIiIis8VACBERERERERERERERmS2rss5AacvLy8ODBw/g5OQECwuLss4OERH9SwiBtLQ0eHt7w9LSeHF6lgNERKaJ5QAREbEsICKq2IxZDlS4QMiDBw/g4+NT1tkgIqICxMTEoEaNGkbbPssBIiLTxnKAiIhYFhARVWzGKAcqXCDEyckJQP7BdHZ2LuPcEBGRQmpqKnx8fKT7tLGwHCAiMk0sB4iIiGUBEVHFZsxyoMIFQhRdHp2dnVnYERGZIGN3TWc5QERk2lgOEBERywIioorNGOUAJ0snIiIiIiIiIiIiIiKzxUAIERERERERERERERGZLQZCiIiIiIiIiIiIiIjIbDEQQkREREREREREREREZouBECIiIiIiIiIiIiIiMlsMhBARERERERERERERkdliIISIiIiIiIiIiIiIiMwWAyFERERERERERERERGS2GAghIiIiIiIiIiIiIiKzxUAIERERERERERERERGZrXIZCMnNzcWTJ0+Qk5NT1lkhIiIiIiIiIiIiIiITVq4CIbGxsZg/fz58fX3h4eGBkydPlnWWiIiIiIiIiIiIiIjIhJWrQMjPP/8MW1tb7Nixo6yzQkRERERERERERERE5YBVWWegOObMmQMgv2cIERERERERERERERFRUcpVjxAiIiIiIiIiIiIiIqLiKFc9QvSRlZWFrKws6XNqamoZ5oaIiEobywEiooqN5QAREbEsICIis+8RsmjRIri4uEj/fHx8yjpLRERUilgOEBFVbCwHiIiIZQEREVkIIURZZ6K4YmNj4ePjgyNHjqBDhw6FptUW9ffx8UFKSgqcnZ2NnFMiItJVamoqXFxcDH5/ZjlARFQ+sBwgIiKWBUREFZuxygGgAgyNZWtrC1tb27LOBhERlRGWA0REFRvLASIiYllARETlamisrKwsPHnyBElJSQCAlJQUPHnyBBkZGWWcMyIiIiIiIiIiIiIiMkXlKhCyfft2BAQEoGPHjnBzc8P48eMREBCAr776qqyzRkREREREREREREREJqhcDY01bNgwDBs2rKyzQURERERERERERERE5US56hFCRERERERERERERERUHAyEEBERERERERERERGR2WIghIiIiIiIiIiIiIiIzBYDIUREREREREREREREZLYYCCEiIiIiIiIiIiIiIrPFQAgREREREREREREREZktBkKIiIiIiIioQsnMluNSTDIys+VlnRUiIiIiKgVWZZ0BIiIiIiIiImPKzJYj4lEa/D2dAAA9vzyGewkZqOXmgLDp7WBvIyvjHBIRERGRMTEQQhWC8osPX3KIiIiIiCqOzGy5SuDj04HBuJeQAQC4l5CBiEdpaOJTuWwzSURERERGxUAImT31Fx+2+CIiIiIiMi+FNXyKeJSmEvgAgFpuDtL7gaKXCBERERGZLwZCyOypv/iwxRcRERERkflQbvjk7WyL3a+3g2slG2m9v6eTSuAjuEZlhE1vxx7jRERERBUIJ0vXEyfXKz8ULz4A2OKL6F+8hxERkT5YfpApUm749CA1C71WHle5Ru1tZAib3g6/T20j9Q63t5GhiU9lBkGIiIiIKgj2CNEDh1oyfepd4wtr8cX5Q6ii4T2MiIj0wfKDTJW/pxO8nW3xIDULAPAw5ZlGL3BF4IOIiIiIKib2CNGDtqGWyHQoXtL7fX0SPb88hsxseYEtvhLTs9Hp8z9U0hKZO97DiIhIHyw/DIc9awzL3kaG3a+3QzUXOwDsBU5ERPkys+U4czcBZ+4msMwlIvYI0Yf6GLN8yDYt6i/pV2KTYWst0+jxkZktR+8Vx/Dw35ZjnD+EKgrew4iISB8sP4qmS09j9qwxDtdKNjg8s4N0/AHgUkwye30TEVVQmdlydF9+FFGJmQAAPzcH7GOZS1ShMRCip08HBgMAgmtwXFlTo/yS7udqj9lbryBKy4tmxKM0qfs8ALg52sC3ikNZZbvC4FBkZa+o4eKIiIi0YflROF0DHNp61rAhjmEoeoEz2ERERFdik6UgCABEscwlqvA4NFYxKR6qh649jbe3XjHYNtk13nCUJ0NcPKgxogoYwsG3ioPUfV5mASQ8zcbA1Sd5HoxI27BlVDY4QShRPpbBRMXD8kOV8j1E16HDFI12AA7hZAyZ2XLsuvJA5VzsuvKA93miEijoeYnPUWSqMrPlmL3lssoyP5a5RBUee4QUk6FbcLG1knEotwZTH8IhM1uOK7HJmL31Ch6mPIO7ozWePM0BwFZ5xsYWkKWHPW+oItP1+mcZTEQloX4P2Tq5TYHPncB/PcnZs8Z4lM+JlaUFcvMErCwtMHvLFaw+cpv3eSI9FPS8xOcoMmURj9JUeoN83K8hBoTU4DVKVMExEFJMil4ED1OeGaQFV3Erhlm5qTvFsdo6uQ2ikzKkc6V4WFN48jTHoOeUCqZtbHFe04bHlxLTobi+fas4SPchngvjKs71z+AsEZWE+j0kOilDJcABoMCxyRWNdsiwlM9Jbp7AtE518dXh2wB4nyfSl/q9bteVB+gS4IlDNx7xOYpMjvL7l3LdgyIIwvoHooqNgZBiyMyWY+Dqk3iY8gzezrbYOrlNiW+cxZl0kpWbulM+Vt7Ottj9ev6xuhSTrBIEASC14LsVr334AjIc9RaQAHhNG0FRlbt8+Csd2lql6nOd83zpTttwKIW9lHPiZyIqCW33EOVeybuuPNAYm3zXlQd4Mdib93MjUT8n41rXwp7LD3ifJyoB5d+VooeVco8rxTMuf18F4/N86dDWU1O5MRrr1IiIgZBiUK5cfJCaheikDLhWsin2dtQLwbDp7aQu87p+P1tcFE79XPVaeRyHZ3bQmEh98aDGCK5RGQDw9tYrLBBLgXILyDN3E3hNG0FhPW98qzhg4OqTBV7rfEg3HPVWqUDxr3M+rOtOW+DJ29kWvlUcCvwbDk9DpInlgO4Kuoco349kFoA8vwiQKhC/PnxLegblMTYsbY1uPh0YDAA83kR6Uvyudl15gNlb8udJVTzb5uYJLB4UzACvGuWyNDNbjl4rj0sjUPB53njU68wO3XgkXZvFbTBFROaJgZBiMETL0cT0bI1CENCtEl69Ej8rR47MbLnWtBX9Jdbf0wnezrZ4kJoFAHiY8kwq5LS9sCr3FGGBWDoS07Mx/de/pM+cuMxwlCsBfKs4SHPiRCVkFDonDivdDUu99Zw+reUYAC+aYvz92/HpKoEnN0cbPEjNwsDVJwu9ljk8DVVk6vNXAOypWVza7iFXYv97rpQLYEHvQNhYWWLe71cBAFGJmRi69jSPsQGpv/soeuWoX89EpB97GxleDPbG6iO3NZ5tGQT5j/J8pFEJGfBysoGwsMCjf+sl+DxvXNp6L60+chtbJ7eRGgOyFxNRxcZASDGUtOVoZrYcvVccw0O1QlDxf+Vliod39e/6dGAwUp9l490d/xT4AlVRKzPVx+LfPLkNBq05pTH3h7YXVg6PYnjq16/yZwDoveIY4v79LQDA4oHBFeI6LS32NjL4VnGQAq8KT57mQGZpAbmWhz/1SvcrscmwtZZpPYc8V0VTD0jpM0cI702Fy8yWq4y/r9zyOuFpNoD8a/nXs9EI9HaWKnqLcx3zui8dhZUZPO7Gof778XNzwOKBwSrlwNaLsahXtRJb0hdDZrYcs7dcVln2/Z+R2D65DdYeu6MyVBYrxAyjoHcfNiYgMizl0SyycuWwtZJJz1aXYpIr/Jx4yvcihbi0bJU01Vzs+DxvRNp6Lyl6hig3mGIvJqKKi4GQYipJy9ErsclSDwUAcHO0gW8VB9jbyLQOY6M+tqEigq1c0aPtoV7bQ7+/p5NZVSioV6ort7pQjvDvee15nR7G1B/qrsQmSw91yi0lzeHYlYbCrt9abg74dGCwym/By9lW+jseY8NQD7wqkxfw8Kfe60zxm9J2DitKgFUf2lqlAtBrKEVtQ3xcikk2m3t5SUU8SlOpVFSUjeoW7v4HAODjag9LCwvpulZcxwVVulfUhgWlTX1er82T22Dkt6d53I1M/fcTlZCBW/Hp8HNzQNS/z5vz/+3B4ONqj6Ucykkn6scVyD+20UkZWDyoMYauPS0tZ4WYYRQU8ChOb3oi0p3yaBYFtbSvKGW3cs/KrJw8jflIlXk722L3a89XiONSltR7L9Vyc0CXAE+VOjcGQYgqLgZCSol66zCZRX5rVcWQHeo9TdTnTlCOYCtX9CiCKcrUWxD7VnHQ2i3clAIjxWn5qVxh4udqD/xbqaWgPBZ/dFJGsQJXs7dcll5ePZ1sYG0lQ2zSfy0l91WQB7qS0jY2p/JnANI16uVkAxsrWaE9nAqqoDSla9hUKA8T9EBLEARAgQ9/ypXuWTlyqbLmXkIG9l59qHPPtYqssIpzXa9l9c/2Nvm9cs5FJmD21r8Rx/GFJb5VHODlbCv1LlMOdCgvV4jR0hLb39NJ6znjOMKlR31erx7LjyI1Sw6Ax92Y1H8/VpYWmP/7Vfi52uPjfg2lYZyA/N8Oh3LSTVHDIirWsULMcArqPanc0Gn21iu8hokMoLD3PH3nxCuvtPVMVqhayRoWlpZ4lJqlMjcp7z2lQ9toLpwXkIiAchgI2bp1K1asWIFHjx6hUaNG+Oijj+Dv71/W2SpUZrYc2y7Gam21qvyQoDxOv3LQxMvZFm3quGu8VCmCKb1XHMPu19tJrY3Vb/LqDyvnIhMwZ+vfJjNZV3Fb3Crvj3qLOwAlGotfeXuP1LqxRmkZKoi0U34h9Va7fmu5OSC4RuUCK9yVK9iVe/qoV1CylbYqxfGateWyVNmrfK+QC2h9CFcfH15R6X4lNhk+rvbStlYdvQ0vFzupEl5bzzWeh4JbpaoHcD/s1xC2VjLUqOIgDeGn3hLe29kWu1/PP6bKL1nq265I1HsDDlx9EnGpWfByssHiQU3QvJYrAEjDkfVfdULluCn3qPT7t6GAtmCH8rByHEfY+NTn9VIEQQDOH2Usmdlyld/PpPZ1pZ5TUYmZqFu1Evxc7TWesyrqvac4ihoWkRUxhldYBZe9jQy21jKp0RSvYSL9ZWbLkZUjl3oOqre0r2jPTIX1TI5Pz4Gfqz02vdKSAZAyoj6aC+cFJCKgnAVCduzYgWHDhmHZsmVo1aoVvvjiC7Rr1w7Xrl2Du7t7WWdPq8T0bPRUmwtBucWqt7OtRo8O9QI1LjULg1efxObJbfA4PQu+VRxw6MYjaczDB6lZ6LXyOA7P7CAVsMo3ed8qDqjmYoeHKc/g5WSDt7ZcManJuoozfq/6w5efqz3y8F8rXy9nW2z99zgVtweBv6eT1pd+BR+1oYJY6atJeZ6WhX2DMHvr33iQ8gwjvz2NrZPb4FZ8mpRWeSJL9VZ8ienZGnNbKOasCK3txjGflagHjJQpxj/tEuCpdYg4bePDb1fq3q4YsgwA7iflnwvvf39j9jYyXIpJ5nlQou3+pBiGQz2AO+q7cwBUK+YfpGahz1cnpLktFPf25UObaNyXKuJwKuqBt4V9GkrHNC4tG84O1tL1rbgO981oLw15eOdxOhbuui5t78O+QVqHcvCt4qAyrBzHETY+exsZdr/eDl2XHZWufwXOH2UcyvekuLRsBHo7azRY2DejPbZdjFXpGVIR7z36KGxYROV17FVpOIVVcHG+LaKSU2/Uo1zBX9I58cor9foDxfOkQlRiJmytZRXiWBARlRflKhDywQcf4OWXX8a0adMAAN9//z2qVauGNWvWYP78+WWcO02KMfrVh+ZYOqgx6lV1Qq+Vx/Eg5Zk0PJaigFR+WFdQVJAdfKM9XCvZ4MVgbyw/ECG1nnyY8kxjLhDgv7kzHqY8g8zCNCfrKurlRLlyXVFppfzwdSU2WepREJeahZN3nmhUWOnSct3eRoZ9M9rjXGSCSrDI08kGH/VrhPi0LKkygJW+mpSPsXLlLpB/vG7Fp6mMJ6s4B+rzs5y4HY85W68iUa0yDABmbbks/X74Qqt9Qj5lfkpDYGmbn+JKbLLG+PDK3dvjUrOkIKrCg9QsRCdlwLWSDSsWlKi/HG4Y1xzv7rgmDcOxdXIbjfs6oDmnRcLTbLg52kiVwQ9TnuFWfLpK7xwvZ1vsqYDDqagHQN/a+l/PyYJ6DdjbyBBa2w2Z2XK8q1SZ6+fmAFsrmdZJEyMepakMK1fNxY5BECNR75F28I32Ko1HfFztpXQ8/oajrUWvck9N5QqsASE18O3xuxzKSQfFDWqwV2Xp4ZAoRCWn3qhHuYK/pHPilVeK+gPFs0y9qk64FZ+m0niyIr8fERGZonITCElLS8PFixcxe/ZsaZm1tTU6d+6MP/74wyQDIeqTowP5lS/BNSoj4lGaVLmoXqmuXDE8/de/pAqBhKfZKj0/dr/eTmo1rz4XiLa5M9Qr3EzlhbawyYABqEygqjieispbexsZgmtUVumOO3vLFaw+clvlhVLXHgT2NjK0q18VK4Y9JwVXHqVl472d16RgklyADzVqFMO/aZvHBsgfkul2fHqh50B5fhZlro7WSHyaA+C/McoVQwsBgK1VxX2ZVb6uFZSHXSqsG7b6EHxA/v1JfSK5rZPb4OqDZGluCj9Xe6RmZuPM3QSVijPfKg4VuoJB/eXwzuN0lWE4opMypPt6UcOXze/dAO/u+Adx/w7LpBizf8O45kWeV3OmPp/BI6XytaheA+o9LRcPDFYpOxTz5gBAama2NAycqZST5kA96JGZLVcJeijm4Toyq6MUGFcOJrKS2DAKatELaJ87TltLX+Vnq4p6z1enT1CDvVsNR5cgFIdEISoZNoDSTtHoRiG0khv2MfBKRGSyyk0gJDY2FgDg5eWlstzLywtXrlwp8O+ysrKQlfVfZUlqaqpxMqgmMT0b03/9S/rs6WSDJf+OX64Yg7+gBwnFw3xwjcoIUxsqQtHzo4lPZbhWssHhmR20zgVS2NwZymOpm0rBrDwvgaIFhZ+rPca0qakygapyJdjsrVewfXIbRCdlYOvkNirDham/UBb3wU25gszb2RYP/g1ayUX+BPWKoYFIc3glZV7Otlg8KBjv7riGeb9fLXDcWPVKSgU3RxvsnNZWmjNBQTG0kPL2KmIlmXp3bC9nW2yf0lanlljqx/zjfg0xIKSGSiBWYcGOa4j7d2g9uYA0rJOi4rKgyaZNRWmUA+qV9B/t/m8IJkVvBcWL0gG1lmPRSRnwreIgtSCbuOGixmTFUYmZcLa3UanEqUhDqijPZ6BO0Zq9MOplgPpQDtKcN0oV817/ztFSkVo2Got6OVG9ih0ys/NUev5FKZXbobXdcCkmucAx/SvStW9o2lr0Aij0Hq54RtPW2EaRXrFtUz0nxi4H9AlqsFLRMNizhqh0mEPPqtKqG2LglYjIdFkIIUTRycretWvX0LBhQ5w4cQJt2rSRls+aNQs7d+7EzZs3tf7d+++/j4ULF2os7969O6ytrY2SV3mewJ93nuBZbp60rKlfFVRxsNFIl56Vi0q2VpBZWkjLztxNQEaOHA7W+ZVmeXkCZ+4l4lnuf8sU6dW3p/hb+39fbDP//X+gtzPsrWU4H5lU5HbKgnLeC2JvLUOAlzP+ikmSltlZyaT9aV7TFeciE1WOnfL+aTveReUpPSsXDtYynLmXoHI+m9d0hYu9ca6f8iYlMwfnIhM1lttZWSK0lhsycuQq6wOrOcPT2U7j3Jy+m4BMpfNva2WJlrXcYG1lCXmeQHJGNv55mIasXO3XSEU9J0kZ2bgQ9d9vQtfjoO1eo+0+ZGdlqXLtq2teM39yauVzrO+5yMnJwb59+5CSkgJnZ+di/31BjF0OFHX/0nb/10b9t9TUrwquP0gt8hyZ2v3cGLTdZ2ytLBFYzQWVHayLdU/XVgZoK7eBintfMbSCygll9tYytCzgGlc+1wAq1LVvaNruHelZuUXewws7h8/5VMb1h2kGeb40h3KgOMeguM+mpEn92izqvs1jTmT6ymtZQEREhmGscgAoR4GQR48ewcvLCzt27ECfPn2k5WPGjMGtW7dw8uRJrX+nLerv4+NjlIOpcCkmGf2+/i8/1VzsVCYyL8yZuwnSkEwA8PvUNtKE0rq0vlBOB6i2zlPPl2LbpkA9b9oohm/QNlQWkL8/ynOkGLKVivLk3Wxtpkq9pa+Pqz2WDmostbjWtaWeYtiUrFy5xvA/ytuwBKCoqlT0CPGuoC231SdKL+61qX5fUXzOypGr3IcU84T4udojD1CZqyLs9fzvM0RrzNTUVLi4uBj8/mzsckDb/UuX3krajr/6cQS0t7I25fu5MSgfG58qdsjJA+IMeD/Wdg4VPZ54ry+5wnoOujpYY/nQ57T2Uk1Mz9YYPuvDPg0xav1ZKY25X/uGojw0mWIMcwBSb6qi7uHqQ2opeoR4OdlAWFioDFVXknNSXssBgD2VykpxeoSw9whR+VCeywIioorMUM/DxioHAD2Hxpo1a1aB62xtbVG7dm3069cPbm5uBaYrLk9PT/j6+uLUqVMqgZCTJ0+iV69ehebH1tbWYPnQhW8VB6nisKjxxdUDF8pj9itP/qpr90r1dMqBAVPugu/v6aQR2FDmp2UoE+XJ02spDT1jjAoR9WHI+NL0H/VJ4tTnL9C1G7X6+KrKlIecUG6vvXrkc3hvxz94kPIMA1efrFAvtAWN816c/Vf+vahvT3kS3a3/DkGnuGeci0yQ5gzpveIYdr/ezqS7yhu7HFC+t/q52mPxoMbSkFfqx0Nxz1e/fymuXW3HUds9zZTv58agfGyUA3WGGldf+Xia4vCR5Z1yOaGY+yNKMfl2IUHs6KQMleHQohIyMHvrf89JXs628K3iYPT8l3faGixYqg1tVdQ9XNtQcooGIsqqudiZ5P2oNN4HOBRK2SjOcD2cl6V8UX5m0vZMRVRcZVE3RERUEZS0kW5p0isQcunSJYSHh8PV1RWBgYGwsLDAtWvXkJiYiDZt2mD9+vV46623cPz4cQQFBRkss1OmTMGSJUswcuRIBAUFYfXq1YiMjMTEiRMN9h0lpRjHXAqCFPKCr94q6dOBwRqTuepz0RRW0WaqlZXqk78XNp+J8otmae4PX3ALVlgQQ7G+JMdOuZJSuaW9s52NVAlT0V5otY3zXpLfgPr2Nr3SErbWMum3pXwfc7a3Qdy/x/1BahZ6rTyOwzM7VJhjr66gShj1e7/yPV858Kt87RYn6G2q93NjURybzGy5wYNAFfF4libluc/sbWTYN91Np2OtPg+Sq6O1SmAkLjWrwgXB9aE+J1SM0v+V7z9F3XuU708Rj9I0giBFNf4hMhZdy86K1oigPFN+ZqrocwISERGZMuUyW8GU6+f0CoQEBgaibt26WL58Oezs7AAAz549w+uvvw47Ozv88ccfmDJlCt58803s37/fYJl96623cP/+fTRr1gy2traws7PDL7/8YtBgS0kpVyY+SM1CdFJGgYEQ9VZJADQmcy0uXSraTPFCBFR7Xeja8ofBiYpBvSeQcu+EivpCa+iX+YImky4orfL95WHKM5Mt5EqDrt0/1csHRc9Bfc5fRR6CxVhBC5YnxlHQUDS6Bvz2zWiv0gtNUSGmYMoP2aZCPaCk3iNEn/JDW0+44vZKJCpt6s+TFbUcNXWZ2XLsuvJAemZS3PN5vyciIjI9yvUcCn4mXD+nVyBk27ZtuHTpkhQEAQA7Ozt8/PHHCAkJwYoVK7BgwQIEBwcbLKMAYGlpiRUrVuCzzz5DcnIyPD09YWlpadDvKKniVE5qq3gsaeWOISvayoJy5UhFm++BClfQtVFRW3EbujK4ONtT78FVXu4vxlCc8cbV7/nKQ44V5/xxjHMGLcqTkg5FY28jU+mFlpsn8FG/hlh3/G6JKvIrEm1DWALa5x8qzjYravlL5Zu9TX5v14pejpoqbT1BlHuE8H5PRERkWrRNdaDvCEelQa9ASFJSEh4/fgx3d3eV5Y8fP0ZiYiKA/PEX7e3tS55DLezt7Y227ZJQtNDVtXKrOOPB68pQFW1E5UVFrhA19L4XZ3sVfd4cxf0+NSNH50pebfd8fQK+HOPcMCpyr5rSZIjea+rbGBhSAwNDavD8FYO2ISxLet9QLzP4m6LyguWo6VI+N7l5AosHBaNLgCffZ4mIiEyUtoay+oxwVFr0CoS8+OKLGDZsGJYuXYpmzZpBCIELFy7gzTffxIsvvggA+P3336X/VwT6ttA1RkWmISraiIyJlSXmoaIGoZTv9zKL/5br0v3TEMeMY5yXHHvVlB5D9BwwRsMRMiz+pqg8YTlqutTPzYvB3nyfJSIiMnHlqaGsXoGQb775BlOnTkX37t2Rl5cHIH/Yqpdeeglff/01AKBq1apYvHix4XJq4kypZVFFrZyk8oGVJVTeKd/v5f9NVVBq3T85JE3JmVKZXREoP5foGwjns41pKOj88TdF5QnLUdOlfm4A4FJMMs8TERGRiSsv72t6BUJcXFzw008/YdmyZYiIiICFhQXq168PDw8PKU2fPn0MlsnygC2LiHTDyhIq75Tv98rjVpdm98/y8pBhqlhmlw0Gwsu3ws4ff1NU3rAcNV2Kc8Myg4iIiAxNr0CIgoeHh0rwoyJjyyIi3bCyhMo75fu9bxUHjltdDrHMLhsMhJdvhZ0//qaIyNBYZhAREZGhWer7h/v27cPgwYPRtGlTadmyZcuQlJRkkIyVR4rWK3z5M12Z2XJciklGZra8rLNSYSkqS36f2oYtu6jcUtzvXSvZ8L5fTrHMLn2KQDgABsLLoaLOH39TRGRILDOIiIh1eGRoevUI+eWXXzB58mSMHz8eW7ZskZYLIfDZZ5/h008/NVgGiQyF3atNB4cjME/6jv1PRBUDew2Ubzx/RFSaeM8hIqrYWIdHxqBXj5BFixZh8+bN+OKLL1SW9+vXDz/99JNBMkZkaNq6VxORYSgeUvp9fRI9vzzGFhtEpBV7DZRvPH9EVJp4zyk/2GqbiAyNdXhkDHoFQm7duoXnn38eAGBhYSEtd3d3x+PHjw2TMyIDY/dqIuPhQwoRERERUcVTURtEMfhDZFyswyNj0GtoLE9PT9y8eRONGzdWCYSEh4ejZs2ahsobkUGxezWR8SgeUhTdVvmQQkRERETFwWFWy6eKOLE9h+whMj7W4ZEx6BUIGT9+PCZOnIhVq1bBwsIC9+/fx759+zBnzhy8/fbbhs4jkcFwbgoi4+BDChERERHpixXL5VdFbBBVEYM/RGWBdXhkaHoFQubNm4eEhAS0atUKcrkcNWrUgEwmw7Rp0/Dmm28aOo9ERFQO8CGFiIiIiPTBiuXyqyI2iKqIwR8iInOgVyBEJpPhyy+/xIIFC3D58mXk5eUhODgYHh4ehs4fEREREREREZkxViyXbxWtQVRFDP4QEZkDvQIhCq6urujYsaOh8kJERERERGTyOJcBkWGxYpnKm4oW/CEiMgc6B0JmzZql80aXLl2qV2aIiIiIiIhMGecyIDIOViwTERGRMekcCLlx44b0/2fPniE8PBxVqlRBUFAQAODatWtISkpC586dDZ9LIiIiIiIiE8C5DIiIiIiIyh+dAyG7d++W/v/666/Dz88PK1euhIODAwAgIyMDr732GhwdHQ2fSyIiIiIiIhPAuQyIiIiIiMofveYI2bZtGy5duiQFQQDAwcEBn376KUJCQrBixQqDZZCIiMiUcFx4IqKKTTGXwZXY5LLOChERERER6UivQEhSUhLi4+Ph7u6usjw+Ph5JSUkGyRgREZGp4bjwRESk8PbWKywPiIiIiIjKCUt9/qhv374YOnQoDhw4gKSkJCQmJuLAgQMYNmwY+vXrZ+AsEhERmQZt48ITEVHFw/KAiIiIiKh80SsQsmbNGjRt2hQ9e/aEq6sr3Nzc0LNnTzRr1gyrV682dB6JiIhMgmJceAAcF56IqAJjeUBEREREVL7oNTSWs7Mzvv/+eyxduhQREREAAH9/f42hsoiIiMyJYlx4zhFCRFSxsTwgIiIiIipf9AqEKLi7uzP4QUREFYq9jQxNfCqXdTaIiKiMsTwgIiIiIio/9A6ExMTE4OzZs1onR58wYUKJMkVERERERERERERERGQIegVCvv/+e7zyyitwdHSEi4uLxnoGQoiIiIiIiIiIiIiIyBToFQh59913sXr1aowfP97Q+SnS3bt3sXbtWty4cQMfffQRGjZsWOp5ICIiIiIiIiIiIiKi8sFSnz9KSEjAsGHDDJ2XIn322Wd44YUXkJubix07duDJkyelngciIiIiIiIiIiIiIio/9AqEtGvXDkeOHDF0Xoo0fPhw3Lx5EzNmzCj17yYiIiIiIiIiIiIiovJHr6GxVq1ahfbt22Pfvn2oU6cOLCwsVNYbK1Dh4+NjlO0SEREREREREREREZF50isQsn79esTGxuL3339H5cqVNdabUo+NrKwsZGVlSZ9TU1PLMDdERFTaWA4QEVVsLAeIiIhlARER6d0jZOPGjSWeJ2TFihU4fPhwoWnWrFkDLy8vvb9j0aJFWLhwod5/T0RE5RvLASKiio3lABERsSwgIiILIYQo7h+5ubkhOjoajo6OJfryixcvIjo6utA0Xbt21fie2NhY+Pj44MiRI+jQoUOhf68t6u/j44OUlBQ4OzvrnXciIjKs1NRUuLi4GPz+zHKAiKh8YDlAREQsC4iIKjZjlQOAnj1CWrRogf3792PAgAEl+vKQkBCEhISUaBtFsbW1ha2trVG/g4iITBfLASKiio3lABERsSwgIiK9AiE+Pj4YPnw4RowYgbp162pMlv72228bJHNEREREREREREREREQloVcg5OLFi2jYsCEuX76My5cva6w3ViDk8OHDWLFiBZ49ewYAmD9/Ptzd3TFs2LASz1dCRERERERERERERETmR69AyPnz5w2dD53UrVsXY8aMAQC8+uqr0vKAgIAyyQ8REREREREREREREZk2vQIhZcXX1xe+vr5lnQ0iIiIiIiIiIiIiIionLMs6A0RERERERERERERERMbCQAgREREREREREREREZktBkKIiIiIiIiIiIiIiMhsFSsQsmDBApw7dw5CCGPlh4iIiIiIiIiIiIiIyGCKFQi5desWunXrBm9vb4wfPx7bt29Henq6sfJGRERERERERERERERUIsUKhPzyyy94/Pgxfv31V7i6umLu3Llwd3dHt27dsHLlSty7d89Y+SQiIiIiIiIiIiIiIiq2Ys8RIpPJ0L59eyxZsgTXr1/HP//8g549e2Lnzp0ICAhAUFAQ5syZg+PHjxsjv0RERERERERERERERDor8WTptWvXxvTp03Hw4EE8efIEH3zwAeLj4zF48GBD5I+IiIiIiIiIiIiIiEhvVobcmJOTEwYOHIiBAwdyQnUiIiIiIiIiIiIiIipzJe4RUhALCwtjbZqIiIiIiIiIiIiIiEgnRguEEBERERERERERERERlTUGQoiIiIiIiIiIiIiIyGwxEEJERERERERERERERGZLr0DI+fPn8cYbb2gsf+ONN3DhwoUSZ4qIiIiIiIiIiIiIiMgQ9AqETJ8+HYMHD9ZYPmjQIK0BEiIiIiIiIiIiIiIiorKgVyDk4sWLaNSokcby4OBg9gghIiIiIiIiIiIiIiKToVcgpFq1ajh9+rTG8lOnTsHDw6PEmSIiIiIiIiIiIiIiIjIEvQIhY8eOxbhx4/Dbb78hLi4ODx8+xKZNmzBu3DiMGzfO0HkkIiIiIiIiIiIiIiLSi5U+fzR37lzExcVh+PDhkMvlAACZTIZJkyZh3rx5Bs0gERERERERERERERGRvvQKhMhkMnz99dd4//33ceXKFVhYWKBRo0YcFouIiIiIiIiIiIiIiEyKXoEQBQ8PD3Tu3NlQeSEiIiIiIiIiIiIiIjIonQMh8+fP13mjH330kV6ZISIiIiIiIiIiIiIiMiSdAyEnTpwwZj6IiIiIiIiIiIiIiIgMTudAyB9//GHEbBARERERERERERERERleieYIKQuXL1/GqVOnYGVlhdatWyMoKKiss0RERERERERERERERCZK70CIEAIxMTGIjo5Gbm6uyroOHTqUNF9av++FF17AkydP0KpVK2RkZGD69OmYNWsWPvjgA4N/HxERERERERERERERlX96BUKioqIwdOhQnDlzRut6IUSJMlXQNufMmYMuXbpIy/r27YsBAwZg+PDhCAgIMPh3EhERERERERERERFR+Wapzx/NmDED9evXx+PHjwEAaWlpCA8Ph7+/P1avXm3QDCpYWlqqBEEAoHXr1gCAe/fuGeU7iYiIiIiIiIiIiIiofNOrR8jx48dx5coVuLu7AwDs7OzQqVMn/PTTTxg+fDheffVVg2ayIL/99husra0REhJSYJqsrCxkZWVJn1NTU0sja0REZCJYDhARVWwsB4iIiGUBERHpFQhJSEiAt7c3AMDV1RXx8fHw9vZGgwYNEBUVpfN2du3ahcuXLxeaZurUqahSpYrG8vPnz2POnDlYsGABPD09C/z7RYsWYeHChTrniYiIzAvLASKiio3lABERsSwgIiK9hsZSFhISgi+//BJPnjzBypUrUbNmTZ3/NicnB8+ePSv0n7b5Rv7++290794dY8eOxbx58wr9jnfeeQcpKSnSv5iYmOLuIhERlWMsB4iIKjaWA0RExLKAiIj06hEydOhQ6f+ffPIJevbsicWLF8PBwQEbN27UeTsDBgzAgAEDivXdV69eRadOnTB48GB89dVXRaa3tbWFra1tsb6DiIjMB8sBIqKKjeUAERGxLCAiIr0CIb/++qv0/+bNmyM2Nha3bt2Cr68vnJ2dDZY5ddeuXUOnTp0waNAgrFq1ChYWFkb7LiIiIiIiIiIiIiIiKv/0CoSos7W1RcOGDQ2xqQJlZGSgc+fOsLCwgLe3Nz7++GNpXe/evdGkSROjfj8REREREREREREREZU/es0Rcv78ebzxxhsay9944w1cuHChxJkqyIQJEzBx4kRkZWWpzCMil8uN9p1ERERERERERERERFR+6dUjZPr06ViyZInG8kGDBuGNN97AsWPHSpwxdQ4ODvjoo48Mvl0iIiIiIiIiIiIiIjJfevUIuXjxIho1aqSxPDg42Kg9QoiIiIiIiIiIiIiIiIpDr0BItWrVcPr0aY3lp06dgoeHR4kzRUREREREREREREREZAh6BULGjh2LcePG4bfffkNcXBwePnyITZs2Ydy4cRg3bpyh80hERERERERERERERKQXveYImTt3LuLi4jB8+HBponKZTIZJkyZh3rx5Bs0gERERERERERERERGRvvQKhMhkMnz99dd4//33ceXKFVhYWKBRo0YcFouIiIiIiIiIiIiIiEyKXkNjKXh4eKBz585ITU1lEISIiIiIiIiIiIiIiExOiQIhCv379zfEZoiIiIiIiIiIiIiIiAzKIIEQIiIiIiIiIiIiIiIiU8RACBERERERERERERERmS2DBELWr19viM0QEREREREREREREREZlF6BECEE7t69K33u0KEDPvroI2zcuNFgGSMiIiIiIiIiIiIiIiopK33+6Ouvv8bt27exfPlyZGVloWPHjrCxsUF8fDzu37+PWbNmGTqfRERERERERERERERExaZXj5CVK1fitddeAwAcOXIE9vb2uH79Ovbs2YO1a9caNINERERERERERERERGTaMrPluBSTjMxseVlnRYNePUJiYmLg7e0NID8Q0qdPH1haWiIkJASxsbEGzSAREREREREREREREZmuzGw5en55DPcSMlDLzQFh09vB3kZW1tmS6NUjpHbt2tiyZQuSk5OxadMmdO3aFQBw+/Zt1KlTx6AZJCIiIiIi02fKrb+IiIiIiMi4Ih6l4V5CBgDgXkIGIh6llXGOVOnVI+T999/HSy+9BLlcjnbt2qFjx44AgHXr1uGVV14xaAaJiIiIiMi0mXrrLyIiIiIiMi5/TyfUcnOQ3gn8PZ3KOksq9AqEDBo0CG3btsWDBw8QHBwMS8v8jiW9e/dGhw4dDJk/IiIiIiIycdpafzXxqVy2mSIiIiIiolJjbyND2PR2iHiUBn9PJ5NrGKVXIAQAvLy84OXlBblcDrlcDplMJg2RRUREREREFYept/4iIiIiIiLjs7eRmWyDKL3mCBFC4Ntvv0VQUBDs7e1hb2+Phg0b4rvvvjN0/oiIiIiIyMQpWn/9PrUNh8UiIiIiIiKTo/ccIcuXL8drr72G5s2bAwDOnTuHN954A7GxsXjvvfcMmkkiIiIiIjJtptz6i4iIiIiIKja9AiGrVq3Cpk2b0L17d2lZ37590bZtW4waNYqBECIiIiIiIiIiIiIiMgl6DY2Vl5eH1q1bayxv1aoV5HJ5iTNFRERERERERERERERkCHoFQtq2bYuff/5ZY/nPP/+M559/vsSZIiIiIiIiIiIiIiIiMgSdh8b69NNPpf/7+vpi6tSp2L59O5o3bw4hBM6fP49Dhw5h2rRpRskoERERERERERERERFRcekcCNmyZYvK55CQECQmJmL//v0qy06dOmW43GmRk5ODq1evIj09Hf7+/qhatapRv4+IiIiIiIiIiIiIiMovnQMh58+fN2Y+dPLLL7/g3Xffhbu7O6ysrHDx4kVMnDgRX375JSwsLMo6e0REREREREREREREZGJ0DoSYAiEEzp49Czc3NwDAuXPn0KJFC3Tv3h09e/Ys49wREREREREREREREZGp0TsQ8ujRI6xevRrXr1+HEAKBgYGYPHkyPD09DZk/FSNGjFD53KhRI1hZWSExMdFo30lEREREREREREREROWXXoGQP//8E926dYOHhweaN28OS0tL/Pjjj/jiiy+wf/9+tGrVytD5lDx+/BhnzpxBamoqvv/+e7Rr1w4DBw4sMH1WVhaysrKkz6mpqUbLGxERmR6WA0REFRvLASIiYllARER6BUJmzpyJiRMnYsmSJbC0tAQA5OXl4a233sKsWbNw8uRJnbZz+fJlxMTEFJqmU6dOcHBwkD7HxMRgzZo1ePLkCe7cuYN58+bB3t6+wL9ftGgRFi5cqFN+iIjI/LAcICKq2FgOEBERywIiIrIQQoji/pGdnR0ePHgAV1dXleUJCQmoXr06nj17ptN2li9fjkOHDhWaZt26dahWrZrWdRcvXkTbtm2xatUqjBkzRmsabVF/Hx8fpKSkwNnZWad8EhGR8aWmpsLFxcXg92eWA0RE5QPLASIiYllARFSxGascAPTsEeLk5ISYmBiNQEh0dDScnJx03s6MGTMwY8YMfbIAAAgJCUHz5s1x+PDhAgMhtra2sLW11fs7iIiofGM5QERUsbEcICIilgVERGSpzx8NGTIEQ4cOxe7duxEfH4/4+Hjs2rULQ4cOxdChQw2dRwCAXC5HSkqKyrLMzEzcvn0b3t7eRvlOIiIiIiIiIiIiIiIq3/TqEbJ06VJMnz4d/fr1g1wuBwDIZDKMGzcOS5YsMWgGFXJyctCyZUsMHToUgYGBSE5OxnfffQdLS0u89tprRvlOIiIiIiIiIiIiIiIq3/TqEWJvb4+1a9ciLi4OJ06cwMmTJxEXF4e1a9cWOnF5SdjZ2eHUqVNwcHDA9u3bcfbsWbz88su4ceMGqlevbpTvJCIiIiIiIiIiIiKi8k2vHiEK7u7ucHd3N1ReilSlShXMnj271L6PiIiIiIiIiIiIiIjKN716hBAREREREREREREREZUHDIQQEREREREREREREZHZYiCEiIiIiIiIiIiIiIjMFgMhRERERERERERERERkthgIISIiIiIiIiIiIiIis8VACBERERERERERERERmS0GQoiIiIiIiIiIiIiIyGwxEEJERERERERERERERGaLgRAiIiIiIiIiIiIiIjJbDIQQEREREREREREREZHZYiCEiIiIiIiIiIiIiIjMFgMhRERERERERERERERkthgIISIiIiIiIiIiIiIis8VACBERERERERERERERmS0GQoiIiIiIiIiIiIiIyGwxEEJERERERERERERERGaLgRAiIiIiIiIiIiIiIjJbDIQQEREREREREREREZHZYiCEiIiIiIiIiIiIiIjMFgMhRERERERERERERERkthgIISIiIiIiIiIiIiIis8VACBERERERERERERERmS0GQoiIiIiIiIiIiIiIyGwxEEJERERERERERERERGar3AZCcnNzERcXh7S0tLLOChERERERERERERERmahyGwh59dVXUa1aNbz77rtlnRUiIiIiIiIiIiIiIjJR5TIQ8ttvv+HSpUsIDAws66wQEREREREREREREZEJK3eBkHv37mHGjBn4+eefYW1tXdbZISIiIiIiIiIiIiIiE1auAiE5OTkYNmwYFixYAH9//7LODhERERERERERERERmTirsvzylJQUZGZmFprGw8MDMpkMADB37lx4enpi0qRJOn9HVlYWsrKypM+pqan6ZZaIiMollgNERBUbywEiImJZQEREZRoIee+997Bp06ZC05w+fRo1a9bE0aNH8b///Q9Hjx5FXFwcACA3NxcZGRmIi4uDl5eX1r9ftGgRFi5caPC8ExFR+cBygIioYmM5QERELAuIiMhCCCHKOhO6WL9+Pd555x2VZQkJCbCxsYGTkxPu378v9RxRpi3q7+Pjg5SUFDg7Oxs930REpJvU1FS4uLgY/P7McoCIqHxgOUBERCwLiIgqNmOVA0AZ9wgpjrFjx2Ls2LEqy5o0aYIOHTpg+fLlBf6dra0tbG1tjZw7IiIyVSwHiIgqNpYDRETEsoCIiMrVZOlERERERERERERERETFUa4DIe7u7uzCSEREREREREREREREBSo3Q2Npc+jQobLOAhERERERERERERERmbBy3SOEiIiIiIiIiIiIiIioMAyEEBERERERERERERGR2WIghIiIiIiIiIiIiIiIzBYDIUREREREREREREREZLYYCCEiIiIiIiIiIiIiIrPFQAgREREREREREREREZktBkKIiIiIiIiIiIiIiMhsMRBCREREREREREQlkpktx6WYZGRmy8s6K0RERBqsyjoDRERERERERERUfmVmy9Hzy2O4l5CBWm4OCJveDvY2srLOFhERkYQ9QoiIiIiIiIiISG8Rj9JwLyEDAHAvIQMRj9LKOEdERESqGAghIiIiIiIiIiK9+Xs6oZabAwCglpsD/D2dyjhHREREqjg0FhERERERERER6c3eRoaw6e0Q8SgN/p5OHBaLiIhMDgMhRERERERERERUIvY2MjTxqVzW2SAiItKKQ2MREREREREREREREZHZYiCEiIiIiIiIiIiIiIjMFgMhRERERERERERERERkthgIISIiIiIiIiIiIiIis8VACBERERERERERERERmS2rss5AaRNCAABSU1PLOCdERKRMcV9W3KeNheUAEZFpYjlAREQsC4iIKjZjlgMVLhCSlpYGAPDx8SnjnBARkTZpaWlwcXEx6vYBlgNERKaK5QAREbEsICKq2IxRDlgIY4fZTUxeXh4ePHgAJycnWFhYlHh7qamp8PHxQUxMDJydnQ2Qw7JnjvsEmOd+meM+Aea5X+a4T4Bh90sIgbS0NHh7e8PS0ngjN+pbDpjrOQTMe98A894/c943wLz3z5z3DdBv/8q6HDD3c6LA/TQvFWU/gYqzrxV9P0uzLIiIiEBgYKDZH2uFinJtARVrX4GKtb8VaV+Biru///zzD/z9/Q1eDlS4HiGWlpaoUaOGwbfr7OxsdhekOe4TYJ77ZY77BJjnfpnjPgGG2y9jtvpSKGk5YK7nEDDvfQPMe//Med8A894/c943oPj7ZwrlgLmfEwXup3mpKPsJVJx9rcj7WVplQfXq1QvMgzmrSPtbkfYVqFj7W5H2Fah4+1u9enWjBMM5WToREREREREREREREZktBkKIiIiIiIiIiIiIiMhsMRBSQra2tliwYAFsbW3LOisGY477BJjnfpnjPgHmuV/muE+A+e6XNua8r+a8b4B575857xtg3vtnzvsGlM/9K4951gf307xUlP0EKs6+cj8rVh5KU0Xa34q0r0DF2t+KtK8A99fQKtxk6UREREREREREREREVHGwRwgREREREREREREREZktBkKIiIiIiIiIiIiIiMhsMRBCRERERERERERERERmy6qsM1DenDlzBvv370ezZs3Qs2dPlXV3797Fhg0bNP5m2rRpcHd3lz4LIbB3715cuXIFVatWxYABA1C5cmVjZ71AaWlp2LRpE2JjY/Hmm2/C2dlZI01cXBx+//13pKSkoHXr1nj++ef1SlNWfvnlF9y8eVNlWd26dTFy5EiVZfHx8di+fTuSk5MRGhqKDh06lGIui+fJkyfYvn07EhMT0axZM3Tu3Lmss1Qsv//+Oy5duqSyzNvbG6+88orKsqSkJGzfvh3x8fFo0qQJunfvXoq5LFp2dja2bduGGzduYMyYMahZs6ZGmpSUFGzbtg2PHj1Co0aN0LNnT1hYWBQ7TWm6c+cOtmzZAjc3N0yYMEFl3bNnz/Dpp59q/M2AAQMQHByssuzcuXP4448/YG9vjz59+sDX19eo+TaUvLw87Nu3D2fPnkWfPn0QEhKisv7UqVM4cOCAyjIrKyvMnz9fZVlWVha2b9+Oe/fuoU6dOujXrx9sbGyMnv+ixMXFYePGjcjJycHs2bO1prlx4wb27t0LIQS6d++OwMBAvdKUtS+++AKpqakqy9q2bYsuXbqoLLt16xbCwsKQm5uLF154AY0aNSrNbOrl7t272L17N7Kzs9GlSxc0adKkrLOkl1WrViE+Pl5lWbNmzdC7d2+VZZGRkdi1axeePXuGTp06oWnTpqWZTZ0lJydj48aNePToEebOnav1Nx8TE4OdO3fi6dOn6NChA1q0aKFXmrJgLs/CQggcPHgQf/75J7p164aWLVuqrD9//jx2796t8XfvvfceLC3/a0uWk5OD33//Hbdv30bNmjXRv39/2NnZGT3/xREREYFt27ahevXqGDVqlNY0p06dwokTJ1CpUiX069cP3t7eeqUxFTdu3MCvv/6qsVz9XScvLw+7d+/GP//8g2rVqmHAgAFwcnIqzayWSEZGBrZt24aYmBgEBASgT58+kMlkZZ2tEjHH9zaFR48eYePGjXj27BnefvttrWlu3ryJsLAwyOVydOvWDQ0bNtQrTVnKysrC1q1bcfPmTYwbN07j+X/nzp24ePGiyjIvLy+8+uqrKsuSk5Oxbds2xMfHIzg4GD169Cjx+9Hjx4+xceNGpKamajy3A8Dy5cuRnJyssqx169Z44YUXVJbduXMHu3fvRm5uLrp27arxDmQqTp06hUOHDqFly5Ya+wDkl4V79uzB1atX4eXlhQEDBmjUB+mSxtRER0fju+++01j+6quvwsvLS2XZ/v378ddff8HDwwP9+/eHq6traWXTYI4ePYrTp0/DxcUF/fv3h6enZ1lnqcTS09OxdOlSjeVDhgzReOc8ffo0jh07BkdHR/Tt2xc1atQorWyWSGRkJDZv3gxHR0dMmTJFa5pLly7h0KFDsLGxQe/evVG7dm290pQ1U6pfYY8QHd25cwchISGYNm0a1qxZg7CwMI00d+/excKFCwvdjhACQ4YMwcSJE3H//n18++23aNiwISIjI42U88ItXrwY/v7+2LhxIxYuXKhRWQTkvwgGBARgx44diIyMRJ8+fTBr1qxipylLv/zyC/bt21domitXriAgIABbtmxBVFQUBg4ciGnTppVSDovn+vXraNCgATZu3Ijo6GgMGzYM48ePL+tsFcvvv/+Obdu2FZrm7t27CAoKwvr163H//n2MHTsWw4YNK6UcFu3nn39G7dq18cMPP2DhwoVaf8fR0dFo1KgR1q5di/v37+OVV17BgAEDIIQoVprSkp2dje7du6Nbt2746aef8O2332qkefbsGRYuXIgHDx4Uuq1FixahY8eOuHXrFsLDwxEQEIDDhw8bK+sGc+TIEdSrVw8rV67ERx99pPGiBuQX1GvWrCl0O6mpqWjVqhU+/PBDxMXF4b333sPzzz+Pp0+fGivrOhk7diyaN2+OTZs2YfHixVrTbNy4EU2aNMGFCxdw+fJlhISE4Pvvvy92GlPwxRdfaARd1W3btg2NGjXC6dOncfXqVbRo0QLffPNN6WRQT7t370ZQUBBOnDiB69evo3Xr1lixYkVZZ0svq1atwunTpwtNc+DAAQQGBuKPP/5AREQE2rVrhyVLlpRSDnU3f/58BAYGYtOmTVi4cCGys7M10hw9ehQBAQE4ePAgbt++jc6dO+PDDz8sdprSZk7PwqdOnYK/vz8WL16Mzz77TOv1d/78+SJ/U5mZmWjXrh3mz5+PuLg4fPzxxwgNDUVKSoqxsl4s6enp6Ny5M/r27YsNGzZoDVIBwLx589CjRw/cvXsXYWFh8Pf3x59//lnsNKbkxo0b+OSTTwpNI5fL8eKLL+K1117DgwcP8PXXX6Nx48ZFPt+YiidPniAkJASff/454uLiMHPmTHTt2lXrfac8Mbf3NoWJEyeiWbNm2LRpk9YGRQDw22+/ITg4GOfOncPff/+NZs2a4X//+1+x05SlDRs2oE6dOvjxxx+xcOFCREdHa6TZuXMntmzZUuh2IiMj0bBhQ/zvf//D/fv3MWHCBAwZMqRE70fTpk1DkyZNsGnTJnz00Uda0yxfvlzrs7+yHTt2ICgoCH/++SeuXbuG0NBQrFq1Su98GcONGzfQuHFjvPnmm/j66681KhiB/IrJvn37YvLkyXjw4AFWr16N4OBgxMbGFiuNKYqOjsbChQuRm5tbaLqRI0di9OjRiI2NxQ8//IDAwEDcvn27lHJpGNOnT0f//v0RFRWFbdu2ISAgAH/99VdZZ6vE0tPTsXDhQo3GUuoWLFiAF154AXfu3MG+ffsQEBCAEydOlFIu9de7d2907NgRv/zyS4H3jxUrVqB169a4fv06Tpw4gaCgII1GOrqkKWsmV78iSCcxMTHiwoULQgghQkNDxdSpUzXSHDx4UBR1SLds2SJkMpmIiIgQQgiRk5MjWrRoIYYMGWL4TOvg8OHDIjU1VRw5ckQAEDExMRppmjVrJgYPHix93r9/vwAgHQ9d05SlXr16ienTpxeapm3btqJPnz7S56NHjwoA4uTJk0bOXfF16dJFvPDCCyIvL08IIcSZM2cEAHH48OEyzpnuRo8eLUaMGFFomn79+om2bduK3NxcIYQQV69eFRYWFmLnzp2lkcUi/fnnn+LRo0ciJiZGABBHjhzRSDNs2DDRokULkZOTI4QQIiIiQshkMvHbb78VK01pyc7OFnv37hV5eXli6tSpIjQ0VCNNUlKSACDOnTtX4HZu374tZDKZ2LRpk7Rs4sSJok6dOtJ1a6ouX74s7t27J4QQwtbWVqxbt04jzZIlS0Tjxo0L3c78+fNFjRo1RHJyshBCiCdPnggPDw/xySefGDrLxRIWFiays7PFsmXLhJubm8b69PR0UblyZfHxxx9Lyz777DPh5OQk7YsuaUxF9erVxfr16wtc/+zZM+Hu7i7effddadmXX34pHBwcxOPHj0shh8WXk5MjqlWrJt566y1p2TfffCNsbW3FgwcPyjBn+gkKChLLli0rcL1cLhd+fn7itddek5b98MMPwtraWkRGRpZCDnV38OBB8fTpU7F9+3YBQKSlpWmkqVevnpg4caL0edOmTUImk4mbN28WK01pM6dn4WvXrolbt24JIYRwc3PTev2tXr1a1KlTp9DtfPrpp8LDw0M8efJECCFESkqKqFGjhpg7d67B86yP9PR0cejQIZGXlydGjx4tOnfurJHm77//FhYWFmLPnj3Sspdeekk0atSoWGlMzfbt24Wjo2Ohab7//nthZ2cnoqKihBD55UGjRo3EuHHjSiOLJTZt2jTh7+8vMjIyhBBC3L9/X1SqVEmsWrWqjHNWMub23qYQFhYmsrKyxMqVK4WLi4vG+oyMDOHq6ioWLlwoLfv888+Fo6OjSExM1DlNWTt16pSIj48X9+7dEwDE8ePHNdKMHz9eDB06tNDtDBo0SLRq1Up6P7p+/bqwtLQU27Zt0ztv+/btE8+ePRPr1q0Ttra2WtP4+flpffZXyMrKElWrVhXvvPOOtOzrr78WdnZ24tGjR3rnzdAiIyPF5cuXhRBCNG7cWMycOVMjzU8//SRsbGzE3bt3hRD5+9akSRMxatSoYqUxRcePHxcARGZmZoFpdu/eLSwsLMTff/8thBAiNzdX495i6k6fPi0AiKNHj0rL+vTpI1q3bl2GuTKMhw8fCgDS+dHmn3/+EZaWlmLHjh3SspdfflkEBgaWRhZLZNeuXUIul4s5c+aIoKAgjfX3798XNjY24n//+5+07I033hDe3t7SfVGXNKbA1OpX2CNERzVq1NDoulOQr7/+Gl988QX279+PvLw8lXVbt25F27ZtUb9+fQD5XX1Gjx6NHTt2ICcnx+D5LkrHjh0L7f4dHR2N8+fPY9y4cdKyF154Ab6+vti6davOaUzB9evX8emnn+K7777DnTt3VNbFx8fjxIkTGDt2rLSsXbt2qFevnkntA5DfRfjw4cMYO3as1DW4RYsWaNSoUZEta0zNvXv38Nlnn2HdunW4fv26yrpnz55hz549GD16tNTFPygoCC1btjSZ/WzZsiWqVq1a4Hq5XI4dO3bg5ZdfhpVV/kiE9evXR7t27aR90CVNabK2tkb37t116na+detWfPbZZ9i6dSsyMjJU1u3YsQNOTk4YMGCAtGzChAm4c+dOka3zy1pwcLDWIc7UJScn44svvsBXX32ltTXx1q1bMXDgQLi4uAAA3Nzc0K9fvzK/fnv06AFra+sC14eHhyM5OVnlnj5u3Dikp6dLrcl0SWNKjh49ik8//RQ///wzHj9+rLHuyZMnKvsyevRoZGdnY+/evaWdVZ2cOnUKDx8+VMnzyJEjYWFhYXItgHR15swZLFq0CD/++KNGa+zz588jKipKZX+HDh0KW1tb7Ny5s7SzWqguXbrAwcGhwPVXrlzBrVu3VPZFMcTE77//rnOasmBOz8KBgYGoW7dukenS09OxbNkyrFixQmvrwq1bt6JPnz5wc3MDADg7O2Pw4MFlfp9XcHR0ROfOnQst07dt2wYvLy/06NFDWjZhwgT8/fffuHXrls5pTJFcLsfKlSuxbNkyHDp0SGP91q1b0blzZ2nYHltbW4wcORJbt24tk165xbV161YMGzYM9vb2APKHmO3Ro4fJXH8lYS7vbcp69OhR6PAdR44cQWJiosq9f+zYsXj27JnUQ0aXNGWtVatW8PDwKDJdVFQUPvvsM6xduxbXrl1TWZeTk4Ndu3Zh1KhR0vtRQEAA2rRpU6Lru1u3brC1tS0y3fHjx6XnRvXW6CdOnEB8fLzKORg1ahTy8vKwZ88evfNmaH5+fkUO17V161Z07NgRtWrVAgDY2Njg5ZdfxrZt26SyW5c0pmzNmjX4/PPPsXfvXq3PIy1atJCGlpPJZBg7dizCwsI03m1N1datW1GnTh20a9dOWjZ+/HjpXcEcKEYx2LZtG549e6aybvv27XBzc1MZTnfChAn4559/NOqXTE3v3r1VhlpVt3v3bshkMrz00kvSsgkTJuDBgwdSj1xd0pgCU6tfYSDEwLy8vHD58mXcvn0bY8aMQevWrVWGm4qIiEC9evVU/qZevXrIyspCVFRUaWe3SBEREQCgkee6detK63RJU9YsLCyQkZGBJ0+e4Pfff0dQUBC++uoraX1B+1CvXj2T2QeFW7duIS8vr1zktSg5OTmIj4/HgQMH0LhxY5VhP+7du4ecnJxyvZ/R0dHIzMwsdB90SWOKHBwcEBUVJXVJDAwMVHnYiIiIQM2aNaWXF+C/35cp71dx2NraIjIyEhcuXEDnzp0xcuRIqeJECIGbN2+Wu/MK5J+fSpUqqYyf6+7ujipVqqjc94tKYyqsrKzw5MkTPHnyBKtWrUL9+vWxf/9+aX1ERASsra1VHs5cXFxQtWpVk9sXhYiICFhYWKhU5Do4OMDb29tk81wYS0tLJCcnIyEhAevXr4e/v7/K0InaymhbW1v4+vqWu/3Vti9WVlaoVatWoc9V6mlMmTk9Czs6OuLOnTu4cuUKevbsif79+0Mul0vrC9qX27dvq6QzZREREahTp45KsES9vNYljSlyc3PDtWvXEBERgZdeegkdOnRAZmamtL6g85eSkoJHjx6VdnaLJS0tDQ8fPiyXzxlFMaf3tuKIiIiAnZ2dytj2VapUgZubm8pvsag05UVubi4ePXqEQ4cO4bnnnsP7778vrYuMjERWVlaZnGOZTIaEhAQ8efIEa9asQf369VWGgoyIiIClpaXKGPyKZ+Lydg4Kugemp6dLjVJ0SWOqPDw8cPXqVdy9excTJkxAixYtkJSUJK0vaN9yc3Nx9+7d0s6uXgraB8W68q5SpUq4d+8eHjx4gLlz5yIoKEilAYbi+UQ5oGAu+x8REYHq1atLjR0A7c9nRaUpT0qrfqXCTpZ+8+ZN/PLLL4Wm6dKlC9q2bavzNgMDAxERESFNHPXhhx8iODgY7733HpYvXw4gv2WZInqloJgcMj09XfcdKMB3332ndRxOZcoPGUVR5ElbnhXrdEljaBs2bCiycJo/f75UCbt48WI0aNBAWrd69WpMnz4d3bp1kwpyQPs+3L9/38C5L5nylNfCzJkzR+WcbN68GUOHDkW3bt3QokWLMrmuDM1Ufz8lZW9vj6tXr0otg3Jzc9GlSxdMnDhRajGr7V6n+Fza+3Xs2LEi5yYZOXKkTq2DFfr27Ys33nhD6q00Y8YMtGjRAl26dMGYMWPw7NkzyOVyref16dOnEEKUeLJHhU8++aTQ8cC1TT5ZGG3nDtC8botKYyyLFy8utJWWu7u7yjjhe/fuVbnXvPrqqxg9ejSioqJga2uL9PR0rRM+mvJvMD09HQ4ODiqBRsC081yYTZs2qZyjOXPmYNy4cejUqZO0TzKZDI6Ojip/Vx7311zLBYWyehY+ffp0ka2htU2uWZiuXbti/PjxUg+6t956C8899xxWr14t3WMK2pe8vDxkZmaiUqVKxdyTwiUmJhY5b0mTJk3Qr18/nbepy/kw9vuLLq5evVpki7+e/2/vvuOjqPb/j79DekIKCRAgBAgBAkiXDkqRjnQxYEUQUSliV66a6/Xa8BYFKxfFflGkI8hVBKVK7y2BhF4DJCGk5/z+4Jv5sSaEEDbZZHk9Hw8eD/bMmZnP2dnM7M5nzjl9+qh169aSpBYtWmj//v1WD63o6Gg1btxYr7/+ujU3QGloV1GV5fPEtTjT77brUdq/f9nTM888o/r161uv586dq8GDB6tnz55q165doT/f//jHPwpsd1BQkCZMmHBdsS1atMjm8zdu3DiNGDFChw4dkre3ty5evCg/P788T3IX9zHYvXu3vv/++wLr9OrVS23bti30NsvK+V+6PAfZ1ea5ytW5c2d17txZ0uWHcvfv32/F+vrrr6tp06Z68cUXrXkISkvbbsTFixfz9MAqa224Gj8/P+3atcvqtZmRkaFOnTrpscces3p5OsMxvJr82ubu7i4fH58C/z7/XKesKMn7K/QIsaNq1arZ3EwJDg7WXXfdpeXLl1tl5cuXzzOB4oULF6xlpU1uTPnFnLusMHUc7covM9Ll7oLGGOumbVloQ66yFGtB/nxMhg4dqgoVKui3336T5BztdJa/nz/z9PS0kiDS5SeVR40apXXr1lndVfM71+W+Lq3tuh5169a1LtKS1LRpU7Vt29Y633t5ecnV1TXf4+rr62u3JEhxyO/YSXk/t9eqU1r8+VwzZswYnTp1Srt375Z0uS1XPq2eqzS2JVf58uV16dKlPBNAluaYC/LnY/Too48qMTHRmuixfPnyys7OzjMRXllsr7NeF3I503fhiIgIm2EEIyMj1aVLl0K1pVy5cjZP55VmhTkeZeWYXalGjRo2w9RVrVpVAwYMKJOfxfyU5fPEtTjT77br4WzfvwpyZRJEkgYNGqTKlStrxYoVkhx7jPP73njmzBnt3LnTii05OTnPMEtl7RhIznv+ly4/CJZ7Q1y6fLN02LBhTnMNyOUMbbgaX19fKwkiXR6WbeTIkVq5cqX1G8iZ259f2zIzM3Xp0qUC/z7/XKesKMn7Kzdtj5B69epdV8+IojLG2Dy5GhkZmWcs3ZiYGHl6eqpmzZo3vL8rx6q0h8jISEmXY4yIiLDKY2Njdd999xW6jr098MADdtlO7rHJHac6JiZGt9xyi7U8JiZG/fr1s8u+7KVu3boqV66cYmJidOutt1rlMTExuu222xwYmX3kHpPw8HC5u7srJiZGnTp1spbHxMRYn7nSLiwsTN7e3oqJiVHPnj2t8ivbUJg6ZYExRtnZ2UpPT5eXl5ciIyP1/fffKysry3pqPffcV9Ltuv32223GTS0uV57vXVxcVK9evXzP9/Zu/6RJk+y6vcjISF28eFEnT560hr46e/aszp8/b8VemDrF5bnnnruh9XO71+Yeq8jISGVmZio+Pt4aHisxMVGnT58utX+DkZGRMsYoNjbWuplw6dIlHT9+vNTGfD3yO0bS5b+fZs2aSZLS09N1+PDhMtfeK9uSO69EVlaW4uLiNGzYsELXKUtK4rtw27Ztr+sp2KIqbFvq1Klj82POXoKCguz++yUyMlLLly+3eZLuz9frwtQpbo0aNbLGcS+qwh6/gIAAhYSE3NC+ipufn5+qVq1aIt8zSouy+LvtekRGRiotLU1Hjx61hr46f/68EhISbP4Wr1WnrLry77NWrVry9PRUTEyM7rjjDqvOnz/fzzzzTInEJdl+J8nJydHBgwet3uS534mL8xg0bNiwWM7/+Z1Dypcvr2rVqhW6TkmoXbv2Dbc/v2tA7oNRuWJiYuTm5mYz9Flp9ufhZCXH/eYuCcYYZWZmWvcYIiMjrflfcntpOUv7IyMjdezYMaWmploP1+T3/exadcqy4rq/Qo8QO9q4caPNxHoJCQnW5FK5hgwZolWrVmn//v2SLv+w/eKLL9S/f/8CJ691lBo1aqhly5b67LPPrLL//e9/Onz4sDUJcmHqONKFCxfy/LF8+umnys7OtrpOhoSEqGPHjpoxY4ZV5/fff1dMTIyGDBlSkuFeU2BgoLp27arPP//c+rytX79eO3bsKHWxXk16erp27NhhUzZr1iydO3fO+nvx8vJS37599cUXX1jjbO/atUvr1q0rM+10c3PTgAED9NVXX1lPLezfv1+///671YbC1CltduzYYTNRWVZWlj777DM1b97c6qo4YMAAJScn23wxmz59umrXrm3dyCzLNmzYYPN627Zt+uOPP/Kc72fPnm31NkhISNC8efNK7XHNdccddygwMNDmnP7ZZ5/J19dXPXr0KHSd0iAuLk4JCQk2ZdOmTVNgYKCaN28u6XKirGLFijZt+eKLL+Tu7m4zMXBp0r59e1WtWtUm5q+//lrGGJvJAsuCo0eP6uTJkzZl06ZNk7e3t3Vju2XLlqpRo4ZNe7/77julpaWpf//+JRrvjWrSpInq1q1r05Y5c+YoMTHRGs6oMHVKK2f6Lrx+/Xqb1/v27dOKFSvytGXBggXWeSYpKUmzZs0q9ef5Kw0aNEgnT57UkiVLrLLp06ercePG1jjMhalT2vz5On3ixAktXLgwz/FbtmyZNaxwenq6vv76aw0ePLhU99zMNWTIEM2cOdOa9+T48eNasmRJmfr8/Zmz/W67Hl26dFFQUJDNuX/GjBny8vKyHpYqTJ3SLjMzU9u2bbMpmzdvns6cOWP9fbq7u6tfv3768ssvrd9He/fu1erVq4v1GMfHx+vMmTM2ZdOmTZO/v7/1AGLHjh1VuXJlm2Pw5Zdfqly5curTp0+xxVYchgwZouXLlysuLk7S5aGHvvrqKw0aNMi6qVyYOqXRpk2bbHrtXLhwQd9//32ea8D69eut3j7Z2dn6/PPP1bt3b5sehaXZkCFDdODAAf3+++9W2aeffqp27dqpatWqDozsxm3fvl3p6enW68zMTM2YMUNt27aVl5eXpMvfTxISErRo0SKr3qeffqoGDRrk6d1V1tx5553Kzs7Wf//7X6ts+vTpqlq1qtq1a1foOmVFid5fMSiU9PR0Ex0dbaKjo01oaKhp1aqViY6ONh988IFV57XXXjPNmzc3Y8eONY8//ripUqWKadu2rTl9+rRVJycnxwwZMsRUq1bNjBs3zrRv396EhoaauLg4B7TKmGXLlpno6Gjz4IMPGknmySefNNHR0Wbbtm1WnQ0bNhh/f3/Tq1cv89hjj5nAwEDz1FNP2WynMHUc5ezZs6ZZs2Zm4MCB5tlnnzX9+/c3Xl5e5p133rGpt3XrVlOhQgXTrVs38/jjj5ugoCDz+OOPOyjqgu3atctUrFjRdOnSxYwdO9ZUrFjRjBw50tFhFVpqaqpp3bq16du3r3nmmWfMXXfdZTw8PMykSZNs6sXGxpqqVauajh07mnHjxpkqVaqYqKgoB0Wd15YtW0x0dLR58sknjSTz4IMPmujoaLN8+XKrzqFDh0z16tVNu3btzPjx401oaKgZOHCgycnJua46JWnq1KkmOjratGrVyoSGhlrnvszMTGOMMXPmzDENGjQwDz30kHnyySdNw4YNTa1atczmzZtttvP6668bX19fM3r0aDNo0CDj7e1tfvnlF0c06bocOnTIarOrq6vp16+fiY6ONrNnz7bq3H333eb22283Tz75pBkxYoTx8fExUVFRJiMjw6qTmJhomjVrZho2bGgmTJhgIiMjTatWrczFixcd0SzLN998Y6Kjo03Pnj2Nt7e31dZTp07Z1PH09DT33nuveeCBB4ynp6eZMWNGnu1cq46jbd682TRo0MAMHz7cPPPMM6ZDhw4mKCjIzJs3z6beDz/8YDw9Pc3w4cPNiBEjjKenp/n4448dFHXhLFy40Hh6epq7777bjBw50nh7e5t3333X0WFdt71795pbbrnFREVFmWeffdZ06dLF+Pn5ma+//tqm3tKlS423t7cZMmSIefjhh42Pj495++23HRT11f34448mOjraREVFGUnmxRdfNNHR0Wbfvn1WneXLlxsfHx8zYMAA88gjj5jy5cubV1991WY7halT0pzpu/CJEyestnh7e5uePXua6Oho89///teqM3LkSNO+fXszceJEM2rUKOPn52cGDBhgUlNTrTopKSmmbdu2pl69embChAnmlltuMU2aNDEXLlwosbZcyz//+U8THR1tmjZtasLDw010dHSez9KkSZOMv7+/GTNmjOnbt68pX768Wb169XXXKU1eeOEF07JlSzN+/Hjz6KOPmooVK5pOnTqZ8+fPW3WysrJM7969TY0aNcyECRNMq1atTK1atcyxY8ccF/h1OHPmjKlXr55p3ry5mTBhggkPDzedO3c26enpjg6tyJzxd1uu//73vyY6Otr07t3beHp6WuegEydOWHW+++474+npae655x7z4IMPGk9PT/Of//zHZjuFqeNImzZtMtHR0eaJJ54wksxDDz1koqOjzW+//WaMuXwtadOmjenTp4955plnzNChQ42Hh4d5/vnnbbYTFxdnqlWrZtq3b2/GjRtnqlataoYMGXJDv49mzZploqOjTb9+/Yyrq6t1DI4cOWKMMWbbtm023xs7duxoAgMDbX4DGGPM3Llzjaenp4mKijIPPfSQ8fLyMu+//36R4yoOKSkpVvtCQkJMu3btTHR0tPnkk0+sOtnZ2ebOO+80YWFhZvz48aZ169amRo0a1vtR2Dql0eTJk03Tpk3NY489ZsaOHWuqVatmWrZsaY4fP25T75577jEhISFm3Lhx5rbbbjMhISFm//79Doq6aCZMmGAqVKhgHnvsMdO9e3cTGBiY53d5WTRz5kzTsGFDM2rUKDNx4kQTGRlpIiIizI4dO2zqvfLKK8bPz8+MGTPG9OvXz/j6+prff//dQVEX3ieffGKio6NNhw4dTKVKlay/15SUFKvOu+++a7y9vc3IkSPN3XffbTw9Pc3ChQtttlOYOo5W2u6vuBhzxWNbuKqMjAy98cYbecorV66sxx9/3Hq9f/9+/frrr8rIyNAtt9yirl275nmiyBijJUuWaNu2bapcubKGDBliM35hSfr1119tsse5Bg8erCZNmlivT5w4oXnz5ikpKUnt27fPdwimwtRxlOzsbC1dulS7du1SSEiIOnXqlO/wC6dPn9acOXN04cIFtWnTxib7WNqcPXtWc+bM0blz59SyZUt169bN0SFdF2OMli1bpq1btyo4OFgdO3bM96nC8+fPa/bs2Tpz5oyaNWtWqp7Q3rp1q+bNm5en/MqJ2qTLw+zMnj1bp06dUuPGjdW3b98854XC1Ckp77//vs6ePZun/KWXXrKGuTp16pR++uknnT17VhEREerdu7c8PT3zrLN+/XqtWLFC3t7e6t+/v12GACxuhw8ftnnKK1eTJk1sermtX79ea9askbe3t1q2bGkzVF2u9PR0zZkzR3FxcYqIiNCgQYPk4eFRrPFfy7fffms9iX2lxx9/XJUrV7Ze7927V4sXL5YxRr169bIZfuJ66jjaxYsXtXjxYh06dEhhYWHq2bOnKlSokKdeTEyMfvzxR2VlZalHjx4218DS6uDBg1q4cKEyMjLUrVs3q5dLWZOWlqbFixcrNjZW1atXV7du3Ww+i7ni4+O1YMECpaenq0uXLmrZsqUDoi3Y4sWL8/QkkKR77rnHGs5Fko4cOaL58+fr0qVL6tSpk9q0aZNnncLUKUnO9F345MmT1mSpV6pfv77N8GObN2/WqlWr5O7urhYtWuR7DDIzMzV37lwdOHBANWvW1ODBg60nFUuDf/3rX3nmQSpXrpxeeeUVm7I1a9Zo5cqVKl++vAYOHKjQ0NA82ypMndJk9+7dWrFihXJyctSoUSOb72a5cnJytGjRIu3atUtVq1bVkCFD5OfnV/LBFlFKSormzJmjo0ePKjIyUgMGDCiWYdlKkjP+bpOkmTNnau/evXnKH330UWuYUenyOfTHH39UTk6Oevbsme+QcIWp4yibN2/WggUL8pR37drVGqrWGKNff/1VW7duVYUKFdSxY0eba2SuCxcuaPbs2Tp9+rSaNm2q3r1739Dvox9++MF6+v9KDz/8sDXUWEpKihYvXqz4+HiFhYWpR48eCgoKyrNObGysFi1apKysLHXv3l1NmzYtclzF4dKlS5o8eXKe8mrVqumRRx6xXhtjtGjRIu3cuVNVqlTRkCFDbOb6Kmyd0ujAgQP65ZdflJaWpoYNG6pbt275fn6WLl2qLVu2KDg4WEOGDMn3eJd2v/32m9auXauAgAANHjy41A/vWFgnTpzQ0qVLlZCQoLp166pXr175/pZeu3atVq5cKR8fHw0cOND6ey7Npk2bpuPHj+cpf+6552x6JG3ZskW//PKLPDw81K9fv3yHbStMHUcqbfdXSIQAAAAAAAAAAACnVXoH9QMAAAAAAAAAALhBJEIAAAAAAAAAAIDTIhECAAAAAAAAAACcFokQAAAAAAAAAADgtEiEAAAAAAAAAAAAp0UiBAAAAAAAAAAAOC0SIQAAAAAAAAAAwGmRCAEAAAAAAAAAAE6LRAgAAAAAAAAAAHBaJEIAAAAAAAAAAIDTIhECAAAAAAAAAACcFokQAAAAAAAAAADgtEiEAAAAAAAAAAAAp0UiBAAAAAAAAAAAOC0SIQAAAAAAAAAAwGmRCAEAAAAAAAAAAE6LRAhgR8YYxcXFKTEx0dGhAAAcJCEhQYcPH3Z0GAAAAAAA4P+QCAHs5NixY2rRooVuu+021ahRQ2+//bajQwIAlLCJEycqIiJCrVq1UpcuXZSUlOTokAAAAAAAuOm5GGOMo4MAyors7GwdPnxYISEh8vHxsVnWp08fhYWF6eOPP1ZsbKxatmyphQsX6vbbb7/u/Rw4cECpqamSJF9fX4WHh1+17uHDh3Xx4kU1bNjwmts9fPiw/P39FRgYmO/y+Ph4eXp6qmrVqte9v3PnziknJ0cVK1a8ZhwAUJadPHlSrq6uqlSpkk35t99+qxdffFEbN25UhQoV1L9/f4WFhemTTz657n0kJCToxIkT1uvIyEi5u7tfdbkkBQcHF3j+li6fq8+dO6datWrJzc0t3+WJiYkKDQ2Vh4dHnuVXa7skZWZm6sSJEwoLC5OLi8s12wgAAAAAQEmhRwhQCCkpKXrhhRdUsWJFde3aVcHBwbr//vuVnp4u6XICYcmSJXrhhRfk4uKiunXravjw4froo4+KtL+//OUvGjZsmLp27ar777//qvUOHDighg0bqkWLFgVu75NPPlFoaKg6deqk0NBQ9ejRQ2fOnLGW79+/X7fccotuvfVW1a1bV127dtX58+cLvb9PPvlEkZGRatiwof75z39eZ2sBoGyYPXu2GjRooBYtWigyMlJNmjTRli1brOUffvihHn74YVWqVElubm6aNGmSvvjiC6WkpFz3vpYsWaJhw4Zp8ODBaty4sY4dO2azfMaMGWrXrp2GDRtm/ZsxY8ZVt5eVlaWRI0eqWrVquu222xQWFqZly5ZZy0+fPq1OnTqpVq1auuOOO1SpUiVNnTq10G2PjY1VvXr1dPvtt6tjx45KS0u77jYDAAAAAFBcSIQAhXDkyBEFBwfr6NGjiouL0/79+7VixQpNnjxZkrRmzRpVqVLFpudGq1attGbNmiLtb+bMmdq5c6ceeeSRq9bJycnRiBEjNGzYsGtu7+TJk9q+fbvi4uJ08uRJJScn6/nnn7eW33vvvbr11lt19uxZnT59WqmpqXrqqacKvb8pU6bo4MGDOnTokKZPn66cnJzraC0AlA1bt27V/Pnzdfz4cZ06dUotWrSwzolZWVlav3692rdvb9Vv2bKlMjIytHnz5uve13333aedO3dqwYIFV63ToUMH7dy50/o3adKkq9Z9//339b///U8HDhzQiRMn9NRTT+nuu+9WcnKyJCk6OlppaWk6ceKEDh48qG+//VZPPPGEDhw4cM22S5eTQJMnT1Z8fLxat26tRYsWXXebAQAAAAAoLnnHRACQR/369VW/fn3rdVhYmDp06KC9e/dKko4eParg4GDt3LnTqpOdna2jR49ar2NiYqweJPmpWbOm/Pz8Ch3TP//5T9WqVUt33nmnvv766wLrRkdHW//38/PT7bffrg0bNkiS9u3bp40bN+qbb76Ri4uLfHx89Mwzz+j+++/Xf/7zH2volIL25+XlpZ9//lkeHh5ydXVVuXLkWAE4n9dee836v7u7u+666y59/fXXysrK0unTp5WZmalLly7ZXAsCAwN15MgRSdKZM2d06tSpq24/MDBQ1atXL3Q8OTk5OnjwoAICAhQcHFxg3W+++UYjR45UaGioJOmJJ57Q66+/riVLlujuu+/W8ePH1a5dO/n6+kqSunfvLkk6fvy4IiIiCmy7m5ubKlWqpN9++001atTQ1q1bNXjw4EK3AwAAAACA4kYiBCiCc+fOadmyZXrzzTclSenp6YqPj7d5OjY1NVU5OTnWTaKnn35aBw8evOo2P/zww0LPJ7J792598MEH2rx5s37//fdCrXP8+HGdPXtWe/fu1TfffKMpU6ZIkvbs2SM3NzfVrVvXqtuwYUOlpqbq0KFDioiIuOb+pk+frhdeeEHGGH3++eeFigcAyrrvv/9eHTt2lJubm5XofvbZZ23m3rh48aIyMjIkSXPnzrXOvfnp3bu33nnnnULtu2LFijp+/LjuvPNOHTlyRLVr19ann36qli1b5lt/z549evrpp63XHh4eioiI0J49eyRJY8eO1ahRo3TbbbepRo0a+s9//qMOHTqoXbt212y7dDmx8vTTT2vixImKiorSbbfdVqh2AAAAAABQEkiEANcpJSVFAwYMUPv27TVy5EhJl3tZNGrUSOvWrbPq/fzzz+rfv791k6ig4U2uR1ZWlh588EH985//VFBQUKHX+/TTT/Xtt9/q6NGj6tq1qzV8S1pamnx8fGwmts19IjgtLa1Q+2vevLmWLl16A60CgLLlX//6l5YsWaK1a9dKktWjb9GiRapTp45VLyQkxFr2yCOPFDjk4fUYMWKERowYIelyMn7ixIkaMGCAYmNj5e3tnad+WlqadW7P5evra83l0bJlS3Xs2FGjRo1SUFCQkpOT9cEHH+Q7ofqf2y5JPj4+RZ4XCwAAAACA4kYiBLgOSUlJ6tu3r4KCgjRr1ixrCKh69eopPj7epm5cXJzq1atnvbbX0FhTpkyRh4eHIiMjtXPnTh0+fFjGGO3cuVM1atSQv79/vuu9/PLLevnll5Wenq5HHnlE/fv31/r16xUUFKSkpCRlZmbK3d1dkpSQkCBJCgoKKvL+AMBZTZ48Wf/+97+1YsUKK+lRsWJFBQUFKT4+3ipLSUnRmTNnrGuBvYfGyuXp6ak33nhDH3/8sXbs2KHWrVvnqRMUFKSzZ8/alCUkJFgJ7rvuuktVq1bV6dOn5eHhoR07dqhdu3YKDAxUjx49Cmw7AAAAAAClHYkQoJASEhLUq1cvRURE6Ouvv7Z5Svb2229XcnKyduzYocaNG0uSfvrpJ/Xq1cuqY6+hsdLS0pSYmGgNw5WcnKzMzEwNGzZM//73v9W9e3fFxsbK399flStXtklwSJdvmPXt21dz5syRJN16661ydXXVb7/9pm7dukmSfvvtN4WFhalq1aqF2h8A3CxeeeUVff755/r9999thhSUpF69eunnn3+2zqVLly5VaGioGjVqJMm+Q2P9+dx+4sQJSVJAQIAk6ezZszp37pyVhGnTpo1+++03PfTQQ5KkU6dOad++fWrTpo2ky5OhjxgxQh4eHpKkxo0bKzw8XFu3brUSIQW1HQAAAACA0szFGGMcHQRQ2p09e1ZdunRRUFCQpk6davUE8fX1VXh4uKTLE5L/+OOPevfdd7V582a9+uqr2rFjh6pVq3bd+zt+/LjOnTunqVOnasOGDfryyy/l6emZ742nefPmadiwYdbwJpLUqFEjDRw4UH//+9+1YcMG/f3vf9dDDz2ksLAw7d+/Xy+//LI6d+6s6dOnS5IeffRRLV++XFOmTFFiYqIeffRR/e1vf9O4ceMKtT8AuBk888wzmj59ur755hvVrFnTKq9fv77c3Ny0c+dO3XbbbZo6daqqVq2q0aNHa9KkSXr44Yeve18pKSmKi4tTXFyc+vfvr6VLl6patWqKiIiQt7e3evbsqYEDB6pFixY6duyYoqOjVbVqVS1dulQuLi5666239PHHH1u9FX/77Tf17NlTkydPVtOmTfXaa6/p0qVLWr16tVxcXHTvvfdq8+bNeueddxQSEqLFixfr9ddf17p169SiRYtrth0AAAAAgNKMRAhQCOvWrcv3RlarVq00Y8YMSVJOTo7efvttzZs3TyEhIXr11VfVvHnzIu0vOjpas2fPtimrUaOGFi9enKfur7/+qmeffVabNm2yygYNGqSuXbtq/PjxkqTly5fro48+UlxcnKpUqaI777xTI0eOtJ4mzsjI0JtvvqnFixfL09NT991331XHsc9vfwBwM+jcuXOe4aUkadmyZQoJCZEkrVixQm+88YYuXryoBx54QI8++miR9rVhwwar98aVvv32WzVp0kQnT57U22+/rXXr1ikgIEBdu3bV2LFjrXlAPv30U33//fc28zctXrxY7733nhISEtS2bVu9+uqrCg4OlnQ58fLvf/9bv/76q5KTkxUeHq6xY8eqU6dOhW47AAAAAAClFYkQAAAAAAAAAADgtMo5OgAAAAAAAAAAAIDiQiIEAAAAAAAAAAA4LRIhAAAAAAAAAADAaZEIAQAAAAAAAAAATotECAAAAAAAAAAAcFokQgAAAAAAAAAAgNNyc3QAJS0nJ0fHjx+Xn5+fXFxcHB0OAOD/GGOUnJysatWqqVy54svTcx0AgNKppK4DAAAAAG4+N10i5Pjx4woLC3N0GACAqzhy5IiqV69ebNvnOgAApVtxXwcAAAAA3HxuukSIn5+fpMs/sPz9/R0cDQAgV1JSksLCwqzzdHHhOgAApVNJXQcAAAAA3HxuukRI7jAo/v7+3AADgFKouIer4joAAKUbwxYCAAAAsDcG3wUAAAAAAAAAAE6LRAgAAAAAAAAAAHBaJEIAAAAAAAAAAIDTIhECAAAAAAAAAACcFokQAAAAAAAAAADgtEiEAAAAAAAAAAAAp0UiBAAAAAAAAAAAOC0SIQAAAAAAAAAAwGmRCAEAAAAAAAAAAE6LRAgAAAAAAAAAAHBaJEIAAAAAAAAAAIDTKnOJkFWrVum+++5Ty5YttWnTJkeHAwAAAAAAAAAASrEylQiZNGmSnn/+eTVv3lybNm1ScnKyo0MCAAAAAAAAAAClWJlKhLz44otavXq1oqKiHB0KAAAAAAAAAAAoA8pUIsTPz8/RIQAAAAAAAAAAgDLEzdEBFLf09HSlp6dbr5OSkhwYDQCgpHEdAAAAAAAAuLmVqR4hRfHmm28qICDA+hcWFubokAAAJYjrAAAAAAAAwM3N6RMhL774ohITE61/R44ccXRIAIASxHUAAAAAAADg5ub0Q2N5enrK09PT0WEAAByE6wAAAAAAAMDNzel7hAAAAAAAAAAAgJtXmUqELFq0SC1btlTfvn0lSWPGjFHLli01bdo0B0cGAAAAAAAAAABKozI1NFa7du308ccf5ymvVq2aA6IBAAAAAAAAAAClXZlKhAQHBys4ONjRYQAAAAAAAAAAgDKiTA2NBQAAAAAAAAAAcD1IhAAAAAAAAAAAAKdFIgQAAAAAAAAAADgtEiEAAAAAAAAAAMBpkQgBAAAAAAAAAABOi0QIAAAAAAAAAABwWiRCAAAAAAAAAACA0yIRAgAAAAAAAAAAnBaJEAAAAAAAAAAA4LRIhAAAAAAAAAAAAKdFIgQAAAAAAAAAADgtEiEAAAAAAAAAAMBpkQgBAAAAAAAAAABOi0QIAAAAAAAAAABwWiRCAAAAAAAAAACA0yIRAgAAAAAAAAAAnBaJEAAAAAAAAAAA4LRIhAAAAAAAAAAAAKdFIgQAAAAAAAAAADgtEiEAAAAAAAAAAMBpkQgBAAAAAAAAAABOi0QIAAAAAAAAAABwWiRCAAAAAAAAAACA0yIRAgAAAAAAAAAAnJabowO4XocPH9YXX3yhU6dOqXHjxhoxYoQ8PT0dHRYAAAAAAAAAACiFylSPkN27d6tp06bavHmzwsLCNGXKFHXt2lWZmZmODg0AAAAAAAAAAJRCZapHyPPPP68WLVpozpw5cnFx0QMPPKDw8HB99dVXGjlypKPDAwAAAAAAAAAApUyZ6RGSkZGhpUuXatiwYXJxcZEkVa1aVV26dNHChQsdHB0AAAAAAAAAACiNykyPkMOHDyszM1O1atWyKQ8PD9fKlSuvul56errS09Ot10lJScUVIgCgFOI6AAAAAAAAcHMrM4mQ1NRUSZKfn59NuZ+fn7UsP2+++aZeffXVPOVRUVFyd3e3b5AAgCIrrvmeuA4AQNnAvH8AAAAAiouLMcY4OojCOHTokGrVqqXFixerd+/eVvno0aO1adMmbd68Od/18nsSOCwsTImJifL39y/2uAEAhZOUlKSAgAC7n5+5DgBA2VBc1wEAAAAAKFKPkJ9++umqyzw9PVW7dm3VrFmzyEHlJywsTP7+/tq9e7dNImTXrl1q1KhRgfF4enraNRaUHakZ2dp3KlmRIX7y9nB1dDgAHIDrAAAAAAAAwM2tSImQgQMH2jxd6+LiotyOJa6ursrOzlaXLl00e/ZsVahQwS6BlitXTlFRUfrss8/06KOPytfXVxs2bNC6dev08ssv22UfcC6pGdnq897viku4pPBgHy1+4naSIQAAAAAAAABwkylXlJWmTJmiVq1aac2aNUpLS1NqaqpWr16tW2+9VVOnTtXWrVt16dIlPffcc3YN9o033pCbm5uaNm2qwYMHq1u3bnrsscdseogAufadSlZcwiVJUlzCJe07lezgiAAAAAAAAAAAJa1Ic4TUr19fCxcuVN26dW3K9+/frwEDBmjPnj3asWOH+vbtq8OHD9stWOnyJIrLly/XqVOn1LhxYzVr1uy61mfs4ZsHPUKAsqWkzs9cBwCgdOL8DAAAAKC4FGlorPj4eAUEBOQpDwgIUHx8vCSpVq1aSk62/xP47u7u6tGjh923C+f01pAmkqQm1QNJggAAAAAAAADATahIQ2M1a9ZMzzzzjE2iIzk5WU8//bTVQ2Pt2rVq3769XYIsS1IzsrX1yAWlZmQ7OpSbzpXvfW5vkKhp6/TC7O2ODg0AAAAAAAAA4CBF6hEybdo09evXT1WrVlVkZKSMMdq/f7+Cg4O1cOFCSdKWLVv0r3/9y67BlnYMxeQ4f37vX+3fKM/8IM3CAh0bJAAAAAAAAACgxBUpEdKkSRPFxMRo7ty52rNnj1xcXFS/fn0NGjRIHh4ekqTnn3/eroGWBflNzs3N95Lx5/f+2dnbrGU1g30UGeLnqNAAAAAAAAAAAA5UpESIJHl4eCgqKsqesZRpqRnZSkrNUJUAL51MTFM4N99LVGSIn2oGeevQuVRJ0qmkdGvZ5CFN6JkDAAAAAAAAADepIs0RIkmnT5/WJ598YtPzY/Xq1crKyrJLYGVJaka2er37mx74bINOJqapir+nZj/WgZvvJcjbw1WT72qapzw82EdNqgeWfEAAAAAAAAAAgFKhSImQzZs3q0GDBvrggw80efJkq/ybb77R559/bq/Yyox9p5KtngiSdDIpXYfPX3JgRDenJtUDFR7sI0mqGeSt7x5pyzwtAAAAAAAAAHCTK1Ii5Omnn9YLL7yg7du325SPGTNG7777rj3iKlNyh2XKxZwUjuHt4arFT9yueWM76KeJndSmdjBJEAAAAAAAAAC4yRVpjpBNmzZpwYIFkiQXFxervE6dOtq/f799IitDvD1c9dPETtp+9IKkyz0TuAHvGN4erkxQDwAAAAAAAACwFCkR4u7urqSkJPn52fZ62LNnjypWrGiXwMoabw9Xtakd7OgwAAAAAAAAAADAFYo0NFbfvn0VHR2t7Oxsq0fIwYMH9eijj6p///52DbC0Ss3I1tYjF5Sake3oUAAAAAAAAAAAwFUUKRHyz3/+Uxs3blRISIhycnLUoEED1atXT9nZ2XrzzTftHWOpk5qRrT7v/a6BH6xWn/d+JxkCAAAAAAAAAEApVaShsSpVqqSNGzdq4cKF2rhxo3JyctSiRQsNHDhQ7u7u9o6x1Nl3KllxCZckSXEJl7T96AV5ursqMsSPuUEAAAAAAAAAAChFipQIkSQ3NzcNGjRIgwYNsmc8ZUJkiJ/Cg30Ul3BJYRW89MR3W3UyMU3hwT5a/MTtJEMAAAAAAAAAACglCp0I+emnnwq90V69ehUpmLLC28NVi5+4XduPXtATM7foZFK6pMu9Q/adSlazsEDHBggAAAAAAAAAACRdRyJk4MCBNq/T09Ot/7u4uMgYI0ny9PRUWlqafaIrpVIzsrXvVLIkWUkQSaoa4KXIED9HhQUAAAAAAAAAAP6k0JOlp6WlWf+mTJmi5s2ba+XKlUpLS9OlS5e0cuVKNW/eXFOnTi3OeB3uyonSn/thm2oG+0iSqvl76sfxtzEsFgAAAAAAAAAApUiR5gj517/+pQULFqhevXpWWceOHfXf//5XAwcO1OjRo+0WYGlz5UTph86l6rtH2jJROgAAAAAAAAAApVShe4RcKT4+XoGBgXnKAwMDFR8ff4MhlW65E6VLUniwj5pUD1SzsECSIABuWqkZ2dp65IJSM7IdHQoAAAAAAACQR5F6hLRo0UJPPfWUPvroI/n5XZ4TIykpSU8//bRatGhh1wBLm9yJ0vedSqYXCICbXu5wgXEJlxQe7KPFT9zOeREAAAAAAAClSpESIdOmTVO/fv1UtWpVRUZGyhij/fv3KyQkRAsXLrR3jKWOt4ermoUFOjoMAHC4K4cLjEu4pH2nkjk/AgAAAAAAoFQpUiKkUaNG2r9/v+bNm6fdu3dLkho2bKiBAwfK3d3drgECAEqv3OECc3uERIb4OTokAAAAAAAAwEaREiGS5O7urqFDh9ozFgBAGcNwgQAAAAAAACjtipwIkaTExESdP38+T3mtWrVuZLMAgDKE4QIBAAAAAABQmhUpEbJ582Y9+OCD2rlzZ77LjTE3FBQAAAAAAAAAAIA9FCkRMnLkSLVs2VIzZsxQYGCgnUO6thUrVmjv3r3q37+/qlWrVuL7BwAAAAAAAAAAZUOREiF79+7VypUr5edXspPiLly4UM8995x8fX21adMm1a9fv8QTIakZ2YyFDwAAAAAAAABAGVGkREhkZKTi4+PVuHFje8dTIE9PT82ZM0d+fn4KCwsr0X1Ll5Mgfd77XXEJlxQe7KPFT9xOMgQAAAAAAAAAgFKsSImQyZMna8SIEXr55ZcVEREhFxcXm+WNGjWyS3B/1qNHD0nS0aNHi2X717LvVLLiEi5JkuISLmnfqWQmCAYAAAAAAAAAoBQrUiIkNTVVe/fu1aBBg/JdXpomS09PT1d6err1OikpqcjbigzxU3iwj9UjJDKkZIcGAwBcP3teBwAAAAAAAFD2FCkR8tRTT2nEiBEaP378DU2Wvnz5cu3bt6/AOvfcc4/8/f2LvI8333xTr776apHXv5K3h6sWP3E7c4QAQBliz+sAAAAAAAAAyh4XU4TuG76+vjp16pTKly9/Qzv/4osvtHbt2gLrvPbaa6pUqZJN2dGjRxUWFqbly5erc+fOBa6f35PAYWFhSkxMvKEECwDAvpKSkhQQEGD38zPXAQAoG4rrOgAAAAAAReoR0qBBA8XExKh58+Y3tPMHH3xQDz744A1t41o8PT3l6elZrPsAAJReXAcAAAAAAABubkVKhAwaNEhRUVF69dVXVadOnTyTpbds2dIuwQEAAAAAAAAAANyIIiVCXnrpJUmX5+/IT3FNlr5v3z4tX75cFy5ckCQtWLBAe/fuVcuWLUm+AAAAAAAAAACAPIqUCDl//ry94yiUc+fOaevWrZKkMWPG6NKlS9q6dauqV6/ukHgAAAAAAAAAAEDpVqRESGBgoJ3DKJx27dqpXbt2Dtk3AAAAAAAAAAAoe8o5OgAAAAAAAAAAAIDiQiIEAAAAAAAAAAA4LRIhAAAAAAAAAADAaV1XImTlypXKzs4urlgAAAAAAAAAAADs6roSIUOHDlXlypV177336r///a/Onz9fXHEBAAAAAAAAAADcsOtKhJw4cUKLFy9W7dq1NXnyZFWuXFmdOnXSO++8oz179hRXjAAAAAAAAAAAAEVyXYkQFxcXtWnTRq+99pq2bNmi+Ph43XPPPfr999/VsmVLRURE6IknntDPP/+sjIyM4ooZAAAAAAAAAACgUG5osvTQ0FCNGTNGCxcuVEJCgqZMmaKMjAyNGjVKFStWtFeMAAAAAAAAAAAAReJmrw15eXmpb9++6tu3ryRp27Zt9to0AAAAAAAAAABAkdxQj5CCNG3atLg2DQAAAAAAAAAAUCjFlggBAAAAAAAAAABwNBIhAAAAAAAAAADAaZEIAQAAAAAAAAAATqtIiZDTp0/ro48+ylP+0Ucf6cyZMzccFAAAAAAAAAAAgD0UKRHyxBNPqEKFCnnKK1SooIkTJ95oTAAAAAAAAAAAAHZRpETI4sWL1bt37zzlvXv31pIlS244KAAAAAAAAAAAAHsoUiLEw8NDR48ezVN+5MgRlSvHtCMAAAAAAAAAAKB0KFLWom/fvho7dqxOnjxplZ04cUKPP/64+vbta7fgAAAAAAAAAAAAboRbUVaaPHmy7rjjDtWsWVN169aVMUaxsbGqV6+efvjhB3vHCAAAAAAAAAAAUCRFSoRUrlxZmzZt0vz587V582a5uLioefPmGjhwoNzd3e0dIwAAAAAAAAAAQJEUKREiXZ4nZOjQoRo6dKg94wEAAAAAAAAAALCbQidCVqxYUeiNdu7cuQihAAAAAAAAAAAA2FehEyFdunQp9EaNMUUKBgAAAAAAAAAAwJ4KnQjJzMwszjgAAAAAAAAAAADsrtCJEDe3Ik8nYlc5OTk6cOCA3NzcVKNGDbm6ujo6JAAAAAAAAAAAUEqVc3QA1+Ptt99WaGio+vbtq9tvv121a9fWkiVLHB0WAAAAAAAAAAAopYqUCElNTdVf/vIX1atXT15eXnJzc7P5Vxyys7N1/vx5bd++Xfv379fhw4f1wAMPaOjQoTp16lSx7BMAAAAAAAAAAJRtRUqEvPTSS/rxxx/1t7/9Tenp6frhhx/03HPPydPTU3/5y1/sHaMkydXVVW+99ZYqVaokSXJxcdHYsWOVkpKizZs3F8s+AQAAAAAAAABA2VakRMisWbP01VdfadiwYZKkAQMG6I033tDnn3+uX375xa4BFiQ3ARIeHl5i+wQAAAAAAAAAAGVHkcaxOnr0qBo2bChJ8vX1VWJiogIDA9WnTx898MADhd7OgQMHdObMmQLrNG/eXJ6ennnKExISNG7cON11112qX7/+VddPT09Xenq69TopKanQ8QEAyj6uAwAAAAAAADe3IiVCjDFydXWVJNWtW1dLly5VVFSU1q9fr4CAgEJv59tvv9WPP/5YYJ0ffvhB1atXtylLSkpSnz59VLFiRX366acFrv/mm2/q1VdfLXRMAADnwnUAAAAAAADg5uZijDHXu1LFihV19uxZSdJXX32l0aNHq379+tq3b5+ef/55/fWvf7V3nJbk5GT17NlTGRkZ+uWXXxQYGFhg/fyeBA4LC1NiYqL8/f2LLU4AwPVJSkpSQECA3c/PXAcAoGworusAAAAAABSpR0huEkSS7r//ftWtW1fr1q1T/fr11atXL7sF92fJycnq1auXMjIy9PPPP18zCSJJnp6e+Q6tBQC4OXAdAAAAAAAAuLkVKRHyZ23btlXbtm3tsamryszMVN++fRUbG6svvvhC+/bts5ZFRESoUqVKxbp/AAAAAAAAAABQ9hQpEXL69GnNnj1bjz32mE35Rx99pLvuuqtYkhKXLl1SRkaGwsPD8wy9NWnSJPXv39/u+wQAAAAAAAAAAGVbkRIhTzzxhAYMGJCnvEKFCpo4caK++eabGw7szwICArRu3Tq7bxcAAAAAAAAAADivckVZafHixerdu3ee8t69e2vJkiU3HBQAAAAAAAAAAIA9FCkR4uHhoaNHj+YpP3LkiMqVK9ImAQAAAAAAAAAA7K5IWYu+fftq7NixOnnypFV24sQJPf744+rbt6/dggMAAAAAAAAAALgRRZojZPLkybrjjjtUs2ZN1a1bV8YYxcbGql69evrhhx/sHSMAAAAAAAAAAECRFCkRUrlyZW3atEnz58/X5s2b5eLioubNm2vgwIFyd3e3d4wAAAAAAAAAAABFUqREiHR5npChQ4dq6NChunjxosqXL2/PuAAAAAAAAAAAAG6YXWY29/Pzs8dmAAAAAAAAAAAA7MouiRAAAAAAAAAAAIDSiEQIAAAAAAAAAABwWnZJhNx777322AwAAAAAAAAAAIBd2SUR8vnnn2vdunU6duyYPTYHAAAAAAAAAABgF0VKhKxYsUKjRo2yXvfr10/t2rVT7dq19dNPP9ktOAAAAAAAAAAAgBtRpETIiy++qMcee0yStHHjRm3cuFHx8fF67733FB0dbdcAAQAAAAAAAAAAiqpIiZDt27erUaNGkqRffvlFgwcPVs2aNfXAAw9o9+7ddg0QAAAAAAAAAACgqIqUCAkKCtKuXbskSfPmzVPXrl0lSWfOnFFwcLD9ogMAAAAAAAAodiPSAAAuAElEQVQAALgBbkVZacSIEerVq5fCw8N15MgR9e3bV5K0YMECDRgwwK4BAgAAAAAAAAAAFFWREiF/+9vf1KhRIx06dEhDhw5V+fLlJUnJycl66aWX7BogAAAAAAAAAABAURUpEeLi4qKoqKg85ZMmTbrhgAAAAAAAAAAAAOylSIkQSYqNjdXUqVO1Z88eSVLDhg01fvx4RURE2C04AAAAAAAAAACAG1GkydLnz5+vBg0a6I8//lBkZKQiIyO1bt06NWjQQAsXLrR3jAAAAAAAAAAAAEVSpB4hzzzzjN544w09++yzNuXvvPOOnn76afXr188uwQEAAAAAAAAAANyIIvUIOX78uB555JE85Y888oiOHz9+w0EBAAAAAAAAAADYQ5ESIbfccou2bNmSp3zz5s265ZZbbjgoAAAAAAAAAAAAeyj00FgbN260/j98+HANHTpUzz77rFq1aiVjjDZu3Kh33nlHf/nLX4olUAAAAAAAAAAAgOvlYowxharo4lLojRZykw6RlJSkgIAAJSYmyt/f39HhAAD+T0mdn7kOAEDpxPkZAAAAQHEp9NBY58+fL/S/4hITE6MHHnhAISEh8vX1VevWrbVw4cJi2x8AAAAAAAAAACjbCj00VmBgYDGGUTgffvih+vfvr3fffVfu7u768MMPNWjQIG3cuFHNmjVzdHgAAAAAAAAAAKCUKfTQWPlZtWqV9uzZI2OMGjZsqI4dO9oztmvKycmRp6enPv74Y40aNapQ69DlHgBKJ4bGAoCbG+dnAAAAAMWl0D1CrnTy5EkNGTJEa9asUXBwsFxcXHT27Fm1b99es2fPVpUqVewdp8UYo+zsbCUlJemTTz6Rv7+/unfvXmz7AwAAAAAAAAAAZVeh5wi50oQJE+Tm5qaYmBidPXtWZ86cUUxMjNzc3DRhwoRCbycnJ0dZWVkF/vuzn3/+WV5eXgoODtbkyZP17bffqkaNGlfdR3p6upKSkmz+AQBuHlwHAAAAAAAAbm5FSoT89NNP+uKLL1SnTh2rrE6dOvr888+1dOnSQm9n9OjR8vLyKvDfgQMHbNbp0aOHsrKydP78eb3wwgvq37+/1q5de9V9vPnmmwoICLD+hYWFXX+DAQBlFtcBAAAAAACAm1uR5gjx9fVVbGysqlatalN+/Phx1a1bVykpKXYL8FpatWql5s2ba9q0afkuT09PV3p6uvU6KSlJYWFhjD0MAKVMcY0Nz3UAAMoG5ggBAAAAUFyK1COkc+fOGj9+vM6fP2+VnTt3TuPGjVOXLl3sFlxhpKenq1y5qzfD09NT/v7+Nv8AADcPrgMAAAAAAAA3tyIlQqZMmaIdO3aoWrVqatKkiZo0aaLQ0FDt2rVL7733nr1jlCSlpKRo0KBBWrdunZKSknT48GE999xz2rNnjx544IFi2ScAAAAAAAAAACjb3IqyUkREhHbu3Kn58+dr165dcnFxUcOGDTVw4EC5uRVpk9fk6+urMWPGaNKkSdqyZYt8fX3VvHlz/fbbb2rfvn2x7BMAAAAAAAAAAJRtRZojpCxj7GEAKJ1K6vzMdQAASifOzwAAAACKS5GGxgIAAAAAAAAAACgLSIQAAAAAAAAAAACnRSIEAAAAAAAAAAA4LRIhAAAAAAAAAADAaZEIAQAAAAAAAAAATotECAAAAAAAAAAAcFokQgAAAAAAAAAAgNMiEQIAAAAAAAAAAJwWiRAAAAAAAAAAAOC0SIQAAAAAAAAAAACnRSIEAAAAAAAAAAA4LRIhAAAAAAAAAADAaZEIAQAAAAAAAAAATotECAAAAAAAAAAAcFokQgAAAAAAAAAAgNMiEQIAAAAAAAAAAJwWiRAAAAAAAAAAAOC0SIQAAAAAAAAAAACnRSIEAAAAAAAAAAA4LRIhAAAAAAAAAADAaZEIAQAAAAAAAAAATotECAAAAAAAAAAAcFokQgAAAAAAAAAAgNMiEQIAAAAAAAAAAJwWiRAAAAAAAAAAAOC0ymwi5D//+Y8aNWqkt99+29GhAAAAAAAAAACAUqpMJkJ27Nih1157TUlJSTpx4oSjwwEASErNyNbWIxeUmpHt6FAAAAAAAAAAS5lLhFy6dElRUVF6//33FRQU5OhwAAC6nATp897vGvjBavV573eSIQAAAAAAACg1ylwiZPz48erUqZP69+/v6FAAAP9n36lkxSVckiTFJVzSvlPJDo4IAAAAAAAAuMzN0QFcj5kzZ2r16tXavHlzoddJT09Xenq69TopKak4QgOAm1pkiJ/Cg30Ul3BJ4cE+igzxc3RIFq4DAAAAAAAANzeHJkJeeuklzZs3r8A6S5YsUVhYmA4ePKhx48Zp6dKl8vHxKfQ+3nzzTb366qs3GCkAoCDeHq5a/MTt2ncqWZEhfvL2cHV0SBauAwAAAAAAADc3F2OMcdTOjx07pvPnzxdYp169evLw8ND777+v559/XuHh4dayAwcOyNfXV1WqVNG2bdvk6pr3xlt+TwKHhYUpMTFR/v7+9msMAOCGJCUlKSAgwO7nZ64DAFA2FNd1AAAAAAAc2iMkNDRUoaGhhap7zz33qHPnzjZld911l1q1aqXnn38+3ySIJHl6esrT0/NGQwUAlFFcBwAAAAAAAG5uZWaOkKCgIAUFBdmUeXl5KTg4WI0aNXJQVAAAAAAAAAAAoDQr5+gAAAAAAAAAAAAAikuZ6RGSn9mzZ8vX19fRYQAAAAAAAAAAgFKqTCdCIiIiHB0CAAAAAAAAAAAoxRgaCwAAAAAAAAAAOC0SIQAAAAAAAAAAwGmRCAEAAAAAAAAAAE6LRAgAAAAAAAAAAHBaJEIAAAAAAAAAAIDTIhECAAAAAAAAAACcFokQAAAAAAAAAADgtEiEAAAAAAAAAAAAp0UiBAAAAAAAAAAAOC0SIQAAAAAAAAAAwGmRCAEAAAAAAAAAAE6LRAgAAAAAAAAAAHBaJEIAAAAAAAAAAIDTIhECAAAAAAAAAACcFokQAAAAAAAAAADgtEiEAAAAAAAAAAAAp0UiBAAAAAAAAAAAOC03RwdQ0owxkqSkpCQHRwIAuFLueTn3PF1cuA4AQOlUUtcBAAAAADefmy4RkpCQIEkKCwtzcCQAgPwkJCQoICCgWLcvcR0AgNKquK8DAAAAAG4+N10iJCgoSJJ0+PDhm+IHVlJSksLCwnTkyBH5+/s7OpxiR3udG+11bomJiapRo4Z1ni4uN9t14HrdbJ+768X7UzDen4Lx/hSspK4DAAAAAG4+N10ipFy5y9OiBAQE3FQ/QP39/WmvE6O9zu1ma2/uebq4t3+zXQeu1832ubtevD8F4/0pGO9PwYr7OgAAAADg5sOvDAAAAAAAAAAA4LRIhAAAAAAAAAAAAKd10yVCPD09FR0dLU9PT0eHUiJor3Ojvc6N9pbt/ZRVvD8F4/0pGO9PwXh/Csb7AwAAAKC4uBhjjKODAAAAAAAAAAAAKA43XY8QAAAAAAAAAABw8yARAgAAAAAAAAAAnBaJEAAAAAAAAAAA4LTcHB1AccvMzNTGjRtVsWJF1a1b12ZZcnKytm3blmedZs2aqXz58jZlFy9e1N69e1WxYkXVqlWrOEO+IQW1N1dh2lJW2nul3bt369y5czZlFSpU0C233JKn7oEDB3ThwgU1aNBAPj4+JRWiXaWkpGjv3r0KCgpSeHi4o8Oxmz179ighIcGmLDAwUI0aNcpT9+DBgzp//rzq168vX1/fkgrxhmVlZWnjxo2qUKGCIiMj862Te3wrVKig2rVrF7lOaVBQe1NSUrRly5Y86zRp0kT+/v556ha2vcePH9exY8dUp04dVahQoVBxFmWdsur06dM6dOiQatWqpUqVKl2zvjFGBw8eVHp6uiIiIpx+IuOEhAQdPHhQYWFhqlKlSqHXy87O1rp16+Tv76/GjRsXY4SOdeHCBcXGxqpKlSqqXr16odeLj49XcnKyGjZsKFdX12KM0LGSk5O1b98+VapUSTVr1izUOmfPntWhQ4cUGBio8PBwlSvnvM8qZWVladOmTQoICFD9+vULtc6lS5e0Z88eBQYGKiIiopgjBAAAAOCUjJNKTEw0kyZNMtWrVzfly5c3Dz74YJ46a9euNZJMu3btTIcOHax/e/futak3Y8YM4+vrayIjI42vr6/p2bOnSU5OLqGWFE5h2mtM4dpSFtqbn759+5pq1arZHMunn37aps65c+dMp06djJ+fn6lbt67x9/c3M2fOdFDERffll1+a8uXLm3r16pny5cubbt26mcTEREeHZRcDBgwwVatWtTmOEydOtKlz4cIF06VLF+Pn52fq1atn/Pz8zDfffOOgiAvv4sWL5uWXXzZhYWHGz8/PREVF5Vvvm2++sWlbly5dzIULF667jqMVpr1btmwxkkybNm1sjvn27dtt6hW2vZmZmeb+++83Xl5epmHDhsbT09O8/vrrBcZZlHXKqpycHDN+/Hjj6elptfXP58k/mz59uqlVq5apXbu2qV+/vgkMDDTTpk0roYhL3qRJk2zen0ceecRkZ2cXat2XX37ZlCtXznTo0KGYo3Scd955x3h5eZkGDRoYb29vExUVZdLT0wtcZ+/evaZVq1YmODjYtGzZ0kRGRpq1a9eWUMQl6+OPPzY+Pj6mfv36xsfHx9x5550mJSXlqvXT0tJMVFSU8fHxMS1atDBVqlQxdevWNRs3bizBqEtGSkqKiY6ONjVq1DB+fn5myJAhhVpv5syZxt/f39StW9f4+fmZTp06mXPnzhVztAAAAACcjdMmQvbv32/+/ve/mxMnTpg77rijwERIQTf5d+3aZVxdXc2XX35pjDHm7NmzJiIiwjz22GPFFXqRFKa9hWlLWWlvfvr27WueeOKJAuvcd999plGjRlbSYOrUqcbDw8PExcUVf4B2snfvXuPm5mY+++wzY8zl5E7dunXN6NGjHRyZfQwYMMCMHTu2wDojRowwDRs2tG6Ef/TRR8bd3d3ExsaWRIhFFhcXZ/7617+aY8eOmb59++abGIiJiTHu7u7Wjebz58+byMhI89BDD11XndKgMO3NTYScOXPmqtu5nva+9dZbpmLFiubgwYPGGGOWLVtmypUrZ5YuXXrV7RdlnbJq+vTppnz58laiacOGDcbT07PAROLf//53c+jQIev1V199ZVxcXMyGDRuKPd6S9sMPPxgPDw/rJv3u3buNn5+f+eCDD6657vLly01ERIQZOnSo0yZCVqxYYVxcXKy/jUOHDpnKlSubV1999arrXLhwwVSvXt3cd999VsLkyJEjZv78+SUSc0nasmWLcXFxMd9//70xxphTp06ZGjVqmCeffPKq60yZMsX4+vpa30MyMzNNv379zK233loSIZeow4cPm+joaHPkyBEzYMCAQiVCDh48aDw8PMyHH35ojLn84E/Dhg3N/fffX9zhAgAAAHAyTpsIudK1EiGbN282W7ZsMRcvXsxT57nnnjO1atWyKfvHP/5hypcvbzIyMoor5BtytfYWpi1lsb25+vbta0aNGmU2bNhgDh06ZHJycmyWJycnGw8PDzN9+nSrLCsry1SsWNG89tprJR1ukeX2/LnSu+++a3x8fExaWpqDorKfAQMGmBEjRpgNGzaY+Pj4PMfx0qVLxsvLy3z88cdWWXZ2tgkJCTHR0dElHG3RXS0x8Morr5iqVavatPv99983Xl5e5tKlS4WuU9pcKxGybt06s2XLlnwT09fT3nr16uXpQdSxY8er9r4p6jplVfv27c19991nUzZw4EBzxx13XNd2ypcvb9577z17hlYq9OnTx9x55502ZSNGjLjmTekzZ86YGjVqmFWrVplRo0Y5bSLkgQceMG3btrUpe+aZZ0zNmjWvus7bb79typcvb5KSkoo5OsebMGGCqV+/vk3Z3//+d1OhQoWr9ip6+eWXTZ06dWzKXnvtNVOjRo1ii7M0KGwi5G9/+5upXLmyzfv38ccfG09Pz3y/twMAAADA1TjvAMTXYcCAARo2bJiCgoL01FNPKTs721q2ZcsW3XrrrTb1W7durYsXLyo2NrakQ70hhWlLWW/v119/rYcffljNmjVTgwYNtHbtWmvZ7t27lZGRYdM+V1dXtWjRIt85Ckqrqx2jS5cuaf/+/Q6Kyr6+/fZbPfzww2rRooXq16+v1atXW8v27NmjtLQ0m/egXLlyuvXWW8vUcbyaLVu2qEWLFnJxcbHKWrdurbS0NO3du7fQdcqau+66S8OHD1dQUJDGjx+vzMxMa1lh25uSkqL9+/fn+/dxtc9GUdYpy652/rietu7Zs0cXL15UnTp17B2ew13t/dm+fbtycnKuut6IESP04IMPqkOHDsUdokNd7f05dOiQzp8/n+86y5YtU6dOneTj46OtW7cqNjbW5nuWM7na+3P+/HkdOnQo33VGjx4tY4yefvpp/fLLL/rss8/08ccf6/XXXy+JkEu9LVu2qHnz5jZzprRu3Vrp6enavXu3AyMDAAAAUNaUmcnSExMTtWPHjgLr1KhRQzVq1Cj0NoOCgvTrr7+qS5cukqR169apW7duqlSpkl588UVJ0rlz5/JMRB0cHGwtKy7F0d7CtMVR7c3Pzp07deHChQLrdOjQwbo5et999+nbb7+Vv7+/0tPT9cgjj2jgwIHavXu3goODrfhz25MrODhYJ06cKJY2FIdz587lmQDeUceoOAwfPlxffPGFAgIClJ6erscee8w6jpUqVSrwOMbFxTkiZLs6d+5cnolg8/s7vVadsiIgIEBLly5Vjx49JEmbNm1S165dFRQUpFdffVVS4dubeyM2v8/G1d6XoqxTVqWlpSk1NTXftp4/f17GGJtk09W28dBDD6l169bq2bNncYbrEOfOncv3/cnMzFRycrICAgLyrPPvf/9bZ8+e1SuvvFJSYTrM1d6f3GUVKlTIs87x48cVFhamZs2aycXFRQkJCfL29tbXX3+ttm3blkjcJeXcuXNq3ry5TdmV78+fv19JUvXq1fXYY4/p73//u3799VcdP35cbdq0Ubdu3Uok5tLu3LlzCg0NtSkrq9c7AAAAAI5VZhIhBw8e1AsvvFBgnQcffFCjR48u9Dbr1aunevXqWa/btm2rESNGaObMmVYixN3dXWlpaTbrpaamSpI8PDwKva/rVRztLUxbHNXe/Hz66afasGFDgXV+/fVXK65hw4ZZ5Z6ennrvvfdUoUIF/frrrxo6dKjc3d0lKd/2lXTbbkRpOkbFISoqyvp/7nH8/PPP9csvv2j48OFOcxyvpqz9nd6o8PBwm5uDt956q0aPHq2ZM2daiZDCtrconw1n/zxdqaC2urm5XTMJkpmZqbvvvltnzpzR77//LldX12KL1VGu928rPj5ekyZN0kcffaR169ZJkk6dOqWkpCStWrVKTZs2lZ+fX/EHXkKKcu5xd3fX0qVLtWzZMnXu3FnZ2dkaOXKk7rrrLh0+fNjmSf+yrijvz+TJk/WPf/xDmzdvVnh4uDIzM/XAAw+oR48e2rp1q1O9P0XhTNc7AAAAAI5VZhIhzZs316pVq4p9PyEhITp27Jj1umbNmjavJVmvr6c3xvUqjvYWpi2Oam9+/v3vf9/Q+gEBAfLy8rLir1mzpqTL7albt65V79ixY2ratOkN7ask1axZU0ePHrUpc9QxKgl+fn7y8fHJ9zg2aNDAqnfs2DFFRkY6JEZ7qlmzZp5h6PL7O71WnbIsv/NwYdpbqVIlm8/KlXWv9r4UZZ2yytXVVaGhofm2Nffv6moyMzMVFRWlnTt3asWKFXme0HYWV7sGVqxYUd7e3nnqX7p0SbfeequmT59ulcXGxio1NVUvvPCCpk2bpoYNGxZ73CXlau+Pu7u7qlSpku86tWrVUnp6ujp37izp8ufw4Ycf1pdffqmDBw861RBrBX2HCgsLy3edRYsWqU+fPlZC2N3dXY888oi6du2q+Ph41a5du3iDLuVq1qypnTt32pQ50/UOAAAAQMm5qR8zS0lJyVP2888/q1GjRtbr7t27a9WqVTZjX8+fP1+NGzdWSEhIicRpL4VpS1ltb0ZGhrKysmzKfv/9d6WlpVnHs06dOgoPD9eCBQusOkePHtWmTZvUvXv3Eo33RnTv3l1r1qzR2bNnrbL58+erQYMGZf7mZEZGhs3cEJK0evVqpaSkWMexVq1aqlOnjs1xPHHihNavX1+mjuPVdO/eXX/88YdOnz5tlc2fP19169a1blYXpk5ZUdjzcGHaW65cOXXt2tXms5GRkaElS5bYfDbi4+Ot3maFXcdZdO/eXQsXLpQxRpKUk5OjhQsX2rT16NGjWrNmjfU6KytLw4YN09atW7VixQqnvvnYvXt3/fjjjzZzWMyfP9/m/Tl58qRWrVolY4waNmyoVatW2fy788471bhxY61atcqpkiDS5ffnf//7n9LT062y+fPnq3PnzlaPo4SEBK1atUoZGRmSpJ49e+rMmTPWa0lWMr9ixYolGH3x6969u1asWKHk5GSrbP78+WrVqpUCAwMlXR76dNWqVbp06ZKky8nYPz/ccOTIEUnO9/4URkpKilatWqXExERJl9/TjRs32gxhOn/+fIWHh+cZMhEAAAAACuTYudqL18qVK83KlStNy5YtTe/evc3KlSvNhg0brOWPP/64GTt2rJk9e7aZO3euGTx4sPH29jarVq2y6qSlpZlGjRqZjh07mrlz55q//vWvxtXV1SxcuNARTSrQtdpbmLaUpfZe6ciRI6ZZs2bm/fffN0uXLjVTpkwxlStXNn369DE5OTlWvZkzZxo3Nzfz5ptvmjlz5piWLVuaVq1amaysLAdGf33S09NN06ZNTfv27c3cuXPN3/72N+Pq6mrmzZvn6NBu2PHjx02TJk3M1KlTzdKlS83UqVNNSEiI6dmzp81x/OGHH4ybm5t5/fXXzZw5c0zr1q1NixYtTGZmpgOjL5zVq1eblStXmvbt25s77rjDrFy50vzxxx/W8szMTNOiRQvTtm1bM2fOHPP6668bV1dX88MPP1xXndLiWu2dOHGiGTNmjJk1a5aZP3++iYqKMp6enmbZsmVWnetp76ZNm4yXl5eZMGGCWbBggenfv7+pVq2aOXPmjFXn6aefNqGhode1jrPYv3+/8ff3NyNGjDALFiww99xzj6lQoYKJj4+36rz55pvG09PTej18+HDj7e1tvvnmG+s6s3LlSpt1nMXRo0dNxYoVzd13320WLFhgHn74YVO+fHmza9cuq85HH31kJJnU1NR8tzFq1CjToUOHkgq5RJ07d87UqFHD9OnTxyxYsMA89dRTxsPDw6xdu9aqM2vWLCPJHDlyxBhz+XtF48aNzcCBA83ixYvNjBkzTLVq1cyYMWMc1Yxik5KSYiIjI02XLl3MvHnzzEsvvWRcXV3N//73P6vOzz//bCSZHTt2GGOMWbZsmSlXrpyZMGGCWbp0qfnkk09M5cqVzYMPPuigVhSvNWvWmJUrV5rbbrvNdO7c2axcudKsW7fOWr5lyxYjySxfvtwYY0xWVpZp1aqVadWqlZkzZ4558803jZubm/nuu+8c1AIAAAAAZZWLMf/3WKgT6tixY56yqlWratasWZKk7OxsffHFF/rpp5+UmpqqBg0aaPz48XmGLzh37pzeeustbdq0ScHBwRozZozuuOOOEmnD9bhWe6XCtaWstPfPDhw4oA8++EC7du1SSEiIevTooXvvvTfPuPdLlizRp59+qgsXLqhNmzZ67rnn8p0AtzQ7f/683n77bW3cuFFBQUEaPXq00zy9fvDgQX3wwQfauXOnKleurO7du+u+++7LM0760qVLNX36dJ0/f16tWrXS888/bz1xW5rdcccdNk9TS5cnfp0/f771+sKFC3r77be1YcMGVahQQQ8//HCeiakLU6c0uFZ7c3Jy9PXXX+vHH39USkqK6tevr3HjxqlWrVo261xPezdt2qT33ntPx44dU/369fX888/b9GL44IMPtGzZMs2ZM6fQ6ziT3bt365///Kfi4uIUERGhZ5991ma+rG+++UafffaZli1bJknq3bu3zRPuue677z49+uijJRZ3STl48KAmT56smJgY1ahRQ0899ZQaN25sLZ8/f77eeecdmzmqrvT222/r0KFD+vDDD0sy7BJz7Ngxvf3229q1a5eqVq2q8ePHq02bNtbyFStW6KWXXtLcuXNVqVIlSZevWe+8847199u7d289+OCDTjn/xZkzZ/TWW29p69atqlSpkh577DF16tTJWr5x40ZNnDhRX331lTUc1saNGzVt2jTFx8erQoUK6tatmx566CG5uZWZEWwLrUePHlZvmFyBgYFatGiRpMtDy40YMUJTp061Jp5PTEzU5MmT9ccffygwMFCjRo1S7969Szx2AAAAAGWbUydCAAAAAAAAAADAzc35HsUDAAAAAAAAAAD4PyRCAAAAAAAAAACA0yIRAgAAAAAAAAAAnBaJEAAAAAAAAAAA4LRIhAAAAAAAAAAAAKdFIgQAAAAAAAAAADgtEiEAAAAAAAAAAMBpkQgBbtCBAwf0448/Omz/+/bt09KlS0tkX4cOHdKCBQtKZF8AUFZkZWVp5syZSkhIcMj+09LSNHPmTCUmJpbI/mbOnKnTp0+XyL4AAAAAALAHEiHADfr555/1xBNPlMi+YmJitHjxYpuyhQsX6vnnny/S9s6dO6fZs2cXuv7KlSv1+OOPF2lfAOCs0tLSNHz4cMXExBT7vjIzMzVz5kydP3/eKrtw4YKGDx+uI0eOFGmbixcv1vHjxwtdf/jw4dq9e3eR9gUAAAAAgCOQCAFuUJ06dXTnnXeWyL6WLl2qp556ym7b++677/T+++/bbXsAcDNyd3dXVFSUKlasWOz7SklJ0fDhw3XgwAG7bO/ChQsaOHCgcnJy7LI9AAAAAABKIzdHBwA42rFjx7Ry5UpJko+Pj+rXr6969erZ1Jk9e7YyMzPzrHv33XcrPDxc3bt3t8r27dun+Ph4denSRdu3b9fx48fVunVrValSRRkZGVq9erXS0tLUrl07BQYGWutt375d586dU+fOna2yuLg47dixQ/3799fhw4e1efNmJScna+bMmZKkFi1aWHWzsrK0bds2nTx5Us2bN1e1atWu2fZFixYVmMTJycnRmjVrdPHiRTVt2vSq9eLi4rR9+3ZVrFhRLVq0kLe3t83y7OxsrVmzRikpKWratKkyMjK0bds29e/f/5oxAkBJyD3Pu7q6qkaNGmrevLk8PDys5Rs3blRsbGye9Vq3bq0aNWpo4MCBqlChgqTLPUTmzZun3r176+zZs9qzZ49CQ0PVvHlzSdLOnTt14MABNWjQwOZ6k5iYqCVLlmjgwIHy8vKSJBlj9N1336lr166qXLmy5s6dK0n63//+p9jYWAUFBalJkybWNuLi4rR7925Vq1bN2l9BlixZoltuuUXVq1e/ap0DBw5o586dql27tho1apRvnYsXL2rNmjXKzs5Ws2bNVLVq1Tx1YmNjtWvXLms7V7YLAAAAAIDiRCIEN70TJ05o3rx5ki7fyFm9erUGDRqkzz77zKqzcOFCpaWlWa+3b9+uvXv3atCgQfr555/1j3/8Q3379rXqvvvuu/Lz81P16tV14cIF7dq1Sx988IEmT56ssLAwnTlzRidPntTatWtVq1YtSdK3336rjRs32iRCfvvtN7300kvq37+/jh07pm3btik5OdmKNyAgQJKUkJCgdu3ayc/PT1lZWdq4caPmzp2rnj17XrXdqampWr58uf71r39ddXnv3r21Z88e3Xrrrdq+fbsaNGhgUycnJ0djx47VrFmz1LZtW506dUpnz57V3Llz1axZM0mXn17u0aOHYmNjbbazZ88eEiEASo3c83xWVpZ27twpY4x++uknhYeHS5K2bdumn3/+2aqfmJion376SZ999pmGDh2q4cOHa+3atQoODraGqurUqZPOnDmjWrVqadmyZXr44Yd18eJFbd68WdWrV9evv/6qqVOnavTo0ZKkI0eOaPjw4Tpx4oSqVKki6XIiefjw4Vq+fLkqV66sJUuWSLp8fdi+fbsiIiKsRMikSZMUExOjiIgIrVy5UlFRUZo2bVqB7b5WQvzdd9/VCy+8oA4dOujs2bP5JkwWLlyoESNGqGHDhipfvrzWrl2rV155xaYH4+TJk/Xyyy+rY8eOSkhIUGhoqBYvXmy1CwAAAACAYmUA2Dhx4oSpVKmSWbRoUb7L9+/fbypUqGBeeeUVY4wxH330kYmIiLCWv/POO0aSWbJkiVXWrVs34+LiYn799VdjjDE5OTmmXbt25sknn7TqPP/88+aOO+6w2deMGTNMaGio9Xrq1KkmMjLSpk7u/q6Md9y4caZ169YFtnPBggWmTp06V13+9ttvm+rVq5vTp08bY4w5deqUqVatmk08U6ZMMfXr1zfnz5+3yl566SXTtGlT6/Ubb7xhs53Tp0+b6tWr22wHAEqTnJwcc88995hhw4bluzw7O9v06dPHNG7c2Fy8eNEkJycbSWbt2rXGmMvXEUnm/vvvNzk5OcaYy+dzSebhhx+2yqZOnWoqVapkbXfHjh1Gkjlx4oRVlpmZaSSZ5cuXG2OMOX/+vJFkNmzYYNXJ3d8999xjsrOzjTHGrFu3zkgy+/btu2o7s7KyTFBQkFm3bl2+y+Pj442Hh4eZNWuWVTZixAibeI4cOWLKly9vli5datXZtm2b8fLyMtu2bTPGGHPw4EHj5uZms51Ro0bZbAcAAAAAgOLEHCGApIyMDK1Zs0azZ8/WihUrVL16da1fvz5PveTkZA0YMECdOnXSX//616tur0aNGurVq5f1um3btqpbt666dOkiSXJxcVGbNm20f/9+u8QfFhZm9UiRpM6dO2vfvn0FrnOtp4C///57jRgxQpUqVZIkVa5cWSNGjLCpM2PGDDVt2lS//PKLZs2ape+//14BAQHatm2bNZHvDz/8YLOdSpUq5dkOAJQGe/fu1aJFi/Tdd9+pYsWK+V4HJOnFF1/U+vXrtWDBAvn6+l51e6NHj5aLi4skqV27dpKkRx55xKbszJkzunDhgl3iHzNmjMqVu/zVrk2bNvLy8irwOrNmzRq5ubmpVatW+S6fO3euqlWrprvuussqe+6552zqfP/99/Lz81NSUpJmzZqlWbNmae/evQoJCdFvv/0mSZo3b56qV69us51nn322yO0EAAAAAOB6MTQWbnqbNm1S//795efnp7p168rX11dnzpzR6dOnbeoZY3TvvffK1dVVX331lXUjKz+548Tn8vT0zLfsyuG2bkRQUNB1b3vx4sX6/PPPr7r88OHD1rBduXKHiMkVHx8vNzc3/fDDDzblUVFRSk1NVYUKFXTkyJE82/nzawBwpIyMDA0cOFDr1q1Tq1atFBgYqOPHj+e5DkjSzJkz9e9//1v/+9//rnkuu/K87+npedUyR10LFi1apD59+ljJkz8r7HUgOzs7z3Wgbdu2CgkJkSSuAwAAAAAAhyMRgpveiy++qDvvvFOffPKJVda5c2cZY2zqvfTSS1qzZo3Wr1+v8uXL2z2OcuXKKScnx6bMXjfH/mzLli1KSkrS7bffftU6wcHBVq+OXH9+7e/vr169eulvf/vbVbcTFBSU52nnP28HABxp5syZ2rJli+Lj4+Xv7y9Jmj59urZs2WJTb/PmzRo5cqTeffddm/mc7CU3IXHltaC4rgPS5URIQefvwl4HfH19NXPmzKtuh+sAAAAAAMDRGBoLN72TJ08qMjLSen3kyJE8w6F8//33euedd/T999+rdu3axRJHaGioDh48aJOAWb58uU2d8uXL2+Wm2KJFi9SjRw+5u7tftU7Hjh2tSdmlyz1i5s6da1OnV69e+vLLL3Xp0iWb8mPHjln/79Chg+bPn2+zfMGCBTcQPQDY18mTJ1W1alUrCSJJs2fPtqlz+vRpDRw4UPfff78ef/zxYokjNDRUkhQbG2uV/fk64OPjIxcXlxu+FsTHxys2NlY9evS4ap2OHTtqx44dOnDggFU2Z84cmzq9evVSXFycli5dalOekpKixMRESZevAzt27NDBgwet5X++LgAAAAAAUJzoEYKb3sCBA/XWW29ZT+JOmTLFGq5EuvzU6kMPPaRu3brp9OnTNk+93n333XaLY/DgwXrhhRd0//33q2vXrvrtt9+0YsUKm2TFrbfeqiNHjuitt95SrVq11KJFiyLta9GiRde8kfeXv/xFzZo10+DBg9WrVy8tWbJEMTExNu/Na6+9phUrVqh169YaOXKkvLy8tHbtWp08eVI///yzJGnSpElq0aKF7rrrLvXs2VNLly7Vnj175OXlVaTYAcDe+vTpo5deeknjxo1Ts2bNtHDhQq1bt86mzrhx45SSkqKOHTvaXAdat26typUr2yWOgIAA9e/fX2PGjNGTTz6p06dP6+uvv7ap4+HhoSZNmugf//iHDh06pEqVKqlJkybXva+FCxfq9ttvl5+f31XrdOrUSb1791aPHj00ceJEnT17Vp999plNnY4dO2rChAkaPHiwxo0bp8jISO3fv19z5szRggULFBAQoC5duqhbt27q2bOnnnjiCSUkJOjTTz+VpAKHmQQAAAAAwF5IhOCm99e//lW1atXS6tWr5eXlpY8//li7d++2bg4ZY9SvXz9JsukhIUlDhgxRnTp1bCYdr1+/vs1E6ZJ0yy23KD093aasadOmNjegqlatqvXr1+vTTz/Vhg0bdMcdd+ihhx7SrFmzrDqNGzfW/PnztXjxYm3btk0BAQH57i80NPSqSZrTp09r8+bN6tOnT4HvS61atbRx40Z9+OGH2rRpk/r06aOJEyfq+++/t+pUqlRJmzdv1ldffaX169fLx8dHffr0sdl3RESE1q9fr08++UQbN25Uz5491b59e02fPr3A/QNASWnUqJHWrFmjL774QqtXr1a3bt309NNP29z0b9SokcqVK6cff/zRZt2QkBCFhoYqKipKFStWlCR5e3srKipKgYGBVj1fX19FRUXZnPcDAwMVFRUlb29vq2zmzJn64IMP9McffygiIkIrVqzQxIkTbZItc+fO1bRp07RkyRLVrFlTbdq0ybM/6fI1KiwsLN82L1q0yObadTU//PCDPvroI23atEnh4eFau3atnnnmGZt43nvvPfXr10+LFi3SqlWr1KBBA61cudKaIyQ35g8//FAbN25UeHi4Fi5cqGbNmhWYiAEAAAAAwF5czJ8nQgDg1GbMmKFp06Zp7dq1JbI/Y4wSExNtbtD16tVLlSpV0ldffVUiMQAA/r+UlBQFBwdr165dioiIKJF9njt3zmYy96+//lpjxozRmTNn5OPjUyIxAAAAAABuXvQIAW4y6enpmjBhQontzxijLl26aMiQIapcubJ+/PFHrVu3Tr///nuJxQAA+P/i4uI0atSoEkuCSJeHUkxNTVWrVq0UExOjqVOn6i9/+QtJEAAAAABAiaBHCIBid+TIEc2YMUOHDh1S7dq19dBDD6latWqODgsAUEIyMzP15Zdf6o8//lBgYKB69eqlrl27OjosAAAAAMBNgkQIAAAAAAAAAABwWuUcHQAAAAAAAAAAAEBxIRECAAAAAAAAAACcFokQAAAAAAAAAADgtEiEAAAAAAAAAAAAp0UiBAAAAAAAAAAAOC0SIQAAAAAAAAAAwGmRCAEAAAAAAAAAAE6LRAgAAAAAAAAAAHBaJEIAAAAAAAAAAIDT+n8SMhb2go4yAAAAAABJRU5ErkJggg==", "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + "
" ] }, "metadata": {}, @@ -12551,13 +2156,13 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": { "execution": { - "iopub.execute_input": "2026-09-08T14:35:40.711718Z", - "iopub.status.busy": "2026-09-08T14:35:40.711600Z", - "iopub.status.idle": "2026-09-08T14:35:40.715302Z", - "shell.execute_reply": "2026-09-08T14:35:40.714928Z" + "iopub.execute_input": "2026-09-08T14:47:42.132577Z", + "iopub.status.busy": "2026-09-08T14:47:42.132461Z", + "iopub.status.idle": "2026-09-08T14:47:42.134739Z", + "shell.execute_reply": "2026-09-08T14:47:42.134364Z" } }, "outputs": [ @@ -12565,8 +2170,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Output created on Tue Sep 8 16:35:40 2026\n", - "Total runtime 27.755 /s\n" + "Output created on Tue Sep 8 16:47:42 2026\n", + "Total runtime 27.687 /s\n" ] } ],