diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..76567e6 Binary files /dev/null and b/.DS_Store differ diff --git a/Examples/(DMREF edits) DDM - Walkthrough - More in-depth .ipynb b/Examples/(DMREF edits) DDM - Walkthrough - More in-depth .ipynb new file mode 100644 index 0000000..1a7d382 --- /dev/null +++ b/Examples/(DMREF edits) DDM - Walkthrough - More in-depth .ipynb @@ -0,0 +1,5399 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# More detailed walkthrough" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See the simple walkthrough for a quicker introduction to the PyDDM package. Here, we will go into a little more depth." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Tip: Before working through this, go through the simple walkthrough.\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing the necessary modules\n", + "\n", + "We will ned to import [numpy](https://numpy.org/), [matplotlib](https://matplotlib.org/), and [xarray](https://xarray.pydata.org/en/stable/). \n", + "We will also import the [PyDDM](https://rmcgorty.github.io/PyDDM/) package. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np #numerical python used for working with arrays, mathematical operations\n", + "import xarray as xr #package for labeling and adding metadata to multi-dimensional arrays\n", + "\n", + "import sys\n", + "sys.path.append(\"../PyDDM\") #must point to the PyDDM folder\n", + "import ddm_analysis_and_fitting as ddm\n", + "\n", + "from numpy.fft import fft2, ifft2, fftshift\n", + "from matplotlib import cm\n", + "import scipy\n", + "from scipy.ndimage import gaussian_filter1d as gf1d\n", + "from scipy.ndimage import gaussian_filter as gf\n", + "from scipy.ndimage import uniform_filter as uf\n", + "\n", + "import tiff_file\n", + "import ddm_clean ##find the functions used in this and call them directly from ddm_analysis_and_fitting\n", + "\n", + "import io #match these imports to PyDDM as much as possible\n", + "import sys\n", + "import csv\n", + "import os\n", + "import glob #glob is helpful for searching for filenames or directories\n", + "import pickle #for saving data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "###define SIA functions\n", + "def im_corr(image, filter=False, filtersize=80):\n", + " '''\n", + " Computes image autocorrelation. \n", + " Takes as input:\n", + " image: 2D image\n", + " filter: Boolean, if true will filter image with uniform filter\n", + " filtersize: size for uniform filtering\n", + " \n", + " Returns:\n", + " corr_im: the image autocorrelation (this will be same size as image)\n", + " rav_corr: radially averaged image autocorrelation\n", + " '''\n", + " \n", + " if filter:\n", + " image = image*1.0 - uf(image,filtersize)\n", + " image = 1.0*image-image.mean() #subtract mean\n", + " image = image/image.std() #normalize by standard deviation\n", + " corr_im = abs(fftshift(ifft2(fft2(image)*np.conj(fft2(image)))))/(image.shape[0]*image.shape[1])\n", + " \n", + " #radial average taken\n", + " rav_corr = ddm_clean.newRadav(corr_im)\n", + " \n", + " \n", + " return corr_im, rav_corr\n", + "\n", + "def filtimage(image, filtersize=80):\n", + " image = image*1.0 - uf(image,filtersize)\n", + " return image\n", + "\n", + "def last_3chars(x):\n", + " return((x.split('\\\\')[-1])[-7:-4])\n", + "#last_3chars(files[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initializing DDM_Analysis class and computing the DDM matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AE_40x_test3_t6_1\n", + "\n", + "Source: Z:/Gregor L/__Kai Colloids/6-20-22 1xB WT vs WT-kaiA/test videos/AE_40x_test3_t6_1/AE_40x_test3_t6_1_MMStack_Pos0.ome.tif/\n", + "Length: 1000 frames\n", + "Frame Shape: (512, 512)\n", + "Pixel Datatype: uint16\n", + "total number of frames is 1000\n", + "number of frames to be previewed is 20\n" + ] + } + ], + "source": [ + "###Read YAML file and find tiff to analyzed\n", + "import yaml\n", + "import pims\n", + "\n", + "yaml_file = \"ddm_params_AE_40x_test3_t6_1.yml\"\n", + "\n", + "with open(yaml_file, 'r') as stream:\n", + " data_loaded = yaml.safe_load(stream)\n", + "#print(data_loaded)\n", + "file_to_load = str(data_loaded['DataDirectory'] + data_loaded['FileName'])+'/'\n", + "data_directory = str(data_loaded['DataDirectory'])\n", + "filename = str((data_loaded['FileName'])[:-21]) #str((data_loaded['FileName'])[:-4])\n", + "print(filename)\n", + "\n", + "im_array = [0.0]\n", + "im_array = tiff_file.imread(file_to_load)\n", + "#print(\"Shape of ims is %i,%i\" % im_array.shape)\n", + "#plt.matshow(im_array[0])\n", + "v = pims.TiffStack(file_to_load)\n", + "print(v)\n", + "print(\"total number of frames is \" + str(int(len(v))))\n", + "print(\"number of frames to be previewed is \" + str(int(len(v)/50)))\n", + "#plt.matshow(im_array[900])" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###preview frames that will be analyzed in pre-DDM SIA \n", + "plt.figure(figsize=(15,15)) #Create figure of size 15x15 (inches)\n", + "\n", + "#cmap = 'hot' --> cool-looking red color map\n", + "#cmap = 'Greys' --> grayscale color map\n", + "\n", + "for i in range (int(len(v)/50)):\n", + " ax = plt.subplot(5,5,i+1) \n", + " ax.set_title(\"frame %i\" % int(i*50 + 1))\n", + " ax.matshow(im_array[i*50], cmap = 'bone') #fig.set_cmap('hot') \n", + " plt.axis('off')\n", + " plt.tight_layout(pad=.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "###make arrays to filled with data later on\n", + "corr_im_array = [0.0] * int(len(v)/50)\n", + "corr_rad_array = [0.0] * int(len(v)/50)\n", + "all_xvalues = [0.0] * int(len(v)/50)\n", + "curve_fit_array = [[0,0]] * int(len(v)/50)\n", + "corr_length_array = [0.0] * int(len(v)/50)\n", + "#print(curve_fit_array)\n", + "#print(curve_fit_array[1][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "###define function to find characteristic correlation lengths of SIA curves \n", + "def find_nearest(array, value):\n", + " array = np.asarray(array)\n", + " idx = (np.abs(array - value)).argmin()\n", + " return array[idx]\n", + "\n", + "results_dict = {}\n", + "\n", + "one_over_e = 1.0/np.exp(1) #characteristic decay length 1/e = 0.36787944117144233... \n", + "#print(one_over_e)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.18, 30)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###set figure parameters \n", + "cmap = matplotlib.cm.get_cmap('YlGnBu')\n", + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "for i in range(int(len(v)/50)):\n", + " ###generate SIA curves for each given frame\n", + " frame_num = \"frame %i\" % int(i*50 +1) \n", + " corr_im_array[i], corr_rad_array[i] = im_corr(im_array[i*50],filter=False,filtersize=50)\n", + " xvalues = np.arange(len(corr_rad_array[0]))*0.196 \n", + " y_array = gf1d(corr_rad_array[i],1) #gaussian filter to smooth SIA curves, adjust/use as needed\n", + " plt.semilogx(xvalues, y_array,'.', ms=markerSize, c=cmap(0.99-(i/21)), label=frame_num)\n", + " \n", + " ###this section does an 18 degree polynomial fit of the SIA data (corr_rad_array) for each frame\n", + " fit_lim = -50 #set to -1 to fit over whole range of SIA, adjust as needed (maybe avoid fitting noisy data at edge of range)\n", + " fit_line = np.poly1d(np.polyfit(xvalues[:fit_lim], y_array[:fit_lim], 18))\n", + " x_fit_values = np.linspace(0.19, 8, 1000)\n", + " a = fit_line(x_fit_values)\n", + " plt.semilogx(x_fit_values, a,'--',c=cmap(0.99-(i/21)))\n", + " \n", + " ### find the x-value corresponding to the fit line y-value nearest to 1/e\n", + " nearest = find_nearest(a, one_over_e)\n", + " index, = np.where(a == nearest)\n", + " corr_length = float(x_fit_values[index])\n", + " \n", + " ###saving all data & results to results dictionary \n", + " results_dict[frame_num] = {} #creates sub dictionary (within results_dict) for each frame analyzed \n", + " results_dict[frame_num][\"x vals\"] = xvalues\n", + " results_dict[frame_num][\"y vals\"] = y_array\n", + " results_dict[frame_num][\"x fit vals\"] = x_fit_values\n", + " results_dict[frame_num][\"y fit vals\"] = a\n", + " results_dict[frame_num][\"corr length\"] = corr_length\n", + " corr_length_array[i] = corr_length\n", + " #plt.axvline(x=corr_length, color='r', linestyle='-') #option to plot vertical line at correlation length value\n", + " #print(fit_line(x_fit_values))\n", + " \n", + "plt.xlabel(\"Distance ($\\mu$m)\",fontsize=15)\n", + "plt.ylabel(\"Spatial Image Autocorrelation\",fontsize=15)\n", + "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "plt.axhline(y=one_over_e, color='r', linestyle='-', label='1/e')\n", + "plt.title(filename)\n", + "plt.ylim(0, 1)\n", + "plt.xlim(0.18, 30)\n", + "\n", + "#print(results_dict['frame 1'][\"y vals\"])\n", + "#print(corr_length_array)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "###save figure \n", + "fig.savefig(data_directory+\"SIA curves for \"+filename+\".jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "###this section finds the average intensity value for each frame\n", + "from skimage import io, img_as_float\n", + "\n", + "avg_intensity_array = [0.0] * int(len(v)/50)\n", + "intensity_std_array = [0.0] * int(len(v)/50)\n", + "\n", + "for i in range(int(len(v)/50)):\n", + " frame_num = \"frame %i\" % int(i*50 +1)\n", + " image = img_as_float(im_array[i*50])\n", + " avg_intensity_array[i] = np.mean(image)\n", + " intensity_std_array[i] = np.std(image)\n", + " \n", + " ###save these results to results_dict with new keys\n", + " results_dict[frame_num+\" -avg intensity\"] = np.mean(image)\n", + " results_dict[frame_num+\" -intensity std\"] = np.std(image)\n", + " \n", + "#print(avg_intensity_array)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###set figure parameters \n", + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "###label each point \n", + "frame_array = [0] * int(len(v)/50)\n", + "for i in range(int(len(v)/50)): \n", + " frame_array[i] = int(i*50 +1)\n", + " \n", + "#plt.plot(avg_intensity_array, corr_length_array,'o')\n", + "sc = plt.scatter(avg_intensity_array, corr_length_array, c=frame_array, vmin=frame_array[0], vmax=frame_array[-1], s=100)\n", + "plt.plot(avg_intensity_array, corr_length_array,'--')\n", + "plt.xlabel(\"average intensity value (normalized?)\",fontsize=15)\n", + "plt.ylabel(\"correlation length ($\\mu$m)\",fontsize=15)\n", + "plt.title(filename, fontsize=15)\n", + "cbar = plt.colorbar(sc)\n", + "frame_range = '(' + str(frame_array[0])+', '+str(frame_array[-1]) + ')'\n", + "cbar.set_label('frame number '+frame_range, labelpad=20, rotation=270, fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "###save figure \n", + "fig.savefig(data_directory+\"avg intensity vs correlation length for \"+filename+\".jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###set figure parameters \n", + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "###label each point \n", + "frame_array = [0] * int(len(v)/50)\n", + "for i in range(int(len(v)/50)): \n", + " frame_array[i] = int(i*50 +1)\n", + " \n", + "#plt.plot(avg_intensity_array, corr_length_array,'o')\n", + "sc = plt.scatter(intensity_std_array, corr_length_array, c=frame_array, vmin=frame_array[0], vmax=frame_array[-1], s=100)\n", + "plt.plot(intensity_std_array, corr_length_array,'--')\n", + "plt.xlabel(\"intensity value standard deviation\",fontsize=15)\n", + "plt.ylabel(\"correlation length ($\\mu$m)\",fontsize=15)\n", + "plt.title(filename, fontsize=15)\n", + "cbar = plt.colorbar(sc)\n", + "frame_range = '(' + str(frame_array[0])+', '+str(frame_array[-1]) + ')'\n", + "cbar.set_label('frame number '+frame_range, labelpad=20, rotation=270, fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "###save figure \n", + "fig.savefig(data_directory+\"intensity standard dev vs correlation length for \"+filename+\".jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'average intensity value (normalized?)')" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "plt.plot(frame_array, avg_intensity_array,'o')\n", + "plt.plot(frame_array, avg_intensity_array,'--')\n", + "plt.xlabel(\"frame number\",fontsize=15)\n", + "plt.ylabel(\"average intensity value (normalized?)\",fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "###save figure \n", + "fig.savefig(data_directory+\"frame number vs average intensity for \"+filename+\".jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'correlation length ($\\\\mu$m)')" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "plt.plot(frame_array, corr_length_array,'o')\n", + "plt.plot(frame_array, corr_length_array,'--')\n", + "plt.xlabel(\"frame number\",fontsize=15)\n", + "plt.ylabel(\"correlation length ($\\mu$m)\",fontsize=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [], + "source": [ + "###save figure \n", + "fig.savefig(data_directory+\"frame number vs correlation length for \"+filename+\".jpg\")\n", + "\n", + "#intensity vs time \n", + "#maybe avoid pims?" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "###save dictionary results \n", + "file_to_write = open(data_directory+ \"DDM -SIA results for \"+filename+\".p\", \"wb\")\n", + "pickle.dump(results_dict, file_to_write)\n", + "\n", + "#print(results_dict)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Provided metadata: {'pixel_size': 0.81, 'frame_rate': 2.65}\n", + "Image shape: 1000-by-256-by-256\n", + "Number of frames to use for analysis: 999\n", + "Maximum lag time (in frames): 600\n", + "Number of lag times to compute DDM matrix: 40\n", + "Applying binning...\n", + "Dimensions after binning (999, 128, 128), the new pixel size 1.62\n" + ] + } + ], + "source": [ + "#The yaml file `example_data_silica_beads.yml` contains the metadata and parameters above\n", + "\n", + "ddm_calc = ddm.DDM_Analysis(yaml_file)d" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, with the method `calculate_DDM_matrix`, we compute the DDM matrix and some associated data. The data will be stored as an [xarray Dataset](https://xarray.pydata.org/en/stable/generated/xarray.Dataset.html) as an attribute to `ddm_calc` called `ddm_dataset`.\n", + "\n", + "**Note**: There are a few optional arguments we can pass to `calculate_DDM_matrix`. There is an optional argument `quiet` (*True* or *False*, *False* by default). Then we have some optional keyword arguments (all of which could also be specified in the YAML file). These are: `overlap_method` which sets the degree of overlap between image pairs when finding all image differences for a each lag time and is either *0*, *1*, *2*, or *3*, `background_method` which sets how to estimate the background parameter *B* and is either *0*, *1*, *2*, or *3*, and `number_lag_times`. If any of these three keyword arguments are set here, the value specified in the YAML file will be overwritten. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-07-29 10:05:00,533 - DDM Calculations - Running dt = 1...\n", + "2022-07-29 10:05:02,338 - DDM Calculations - Running dt = 5...\n", + "2022-07-29 10:05:03,428 - DDM Calculations - Running dt = 9...\n", + "2022-07-29 10:05:04,290 - DDM Calculations - Running dt = 16...\n", + "2022-07-29 10:05:04,943 - DDM Calculations - Running dt = 27...\n", + "2022-07-29 10:05:05,483 - DDM Calculations - Running dt = 47...\n", + "2022-07-29 10:05:05,944 - DDM Calculations - Running dt = 81...\n", + "2022-07-29 10:05:06,383 - DDM Calculations - Running dt = 138...\n", + "2022-07-29 10:05:06,764 - DDM Calculations - Running dt = 236...\n", + "2022-07-29 10:05:07,092 - DDM Calculations - Running dt = 402...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DDM matrix took 6.858425855636597 seconds to compute.\n", + " Background estimate ± std is 7675.66 ± 211.04\n" + ] + }, + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.3774 0.7547 1.132 ... 198.1 226.4\n",
+       "    framelag          (frames) int64 1 2 3 4 5 6 7 ... 308 352 402 459 525 600\n",
+       "  * q_y               (q_y) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n",
+       "  * q_x               (q_x) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n",
+       "  * q                 (q) float64 0.0 0.0303 0.0606 0.0909 ... 1.848 1.879 1.909\n",
+       "  * y                 (y) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "  * x                 (x) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 4.168e+03 ... 5.971e+03\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 2.989e+03 ... 8.758e+03 9.066e+03\n",
+       "    first_image       (y, x) float64 403.8 406.5 368.2 ... 398.2 456.8 297.2\n",
+       "    alignment_factor  (lagtime, q) float64 nan 6.123e-17 ... 0.08874 0.05498\n",
+       "    avg_image_ft      (q) float64 0.0 2.687e+05 3.972e+05 ... 3.757e+03 3.73e+03\n",
+       "    num_pairs_per_dt  (lagtime) int64 998 997 996 498 497 497 ... 7 6 5 4 3 2\n",
+       "    B                 float64 7.676e+03\n",
+       "    B_std             float64 211.0\n",
+       "    Amplitude         (q) float64 -7.676e+03 5.298e+05 ... -161.6 -215.0\n",
+       "    ISF               (lagtime, q) float64 0.0 1.009 1.006 ... 11.46 7.696 7.467\n",
+       "Attributes: (12/25)\n",
+       "    units:                   Intensity\n",
+       "    lagtime:                 sec\n",
+       "    q:                       μm$^{-1}$\n",
+       "    x:                       pixels\n",
+       "    y:                       pixels\n",
+       "    info:                    ddm_matrix is the averages of FFT difference ima...\n",
+       "    ...                      ...\n",
+       "    split_into_4_rois:       False\n",
+       "    use_windowing_function:  False\n",
+       "    binning:                 True\n",
+       "    bin_size:                2\n",
+       "    central_angle:           None\n",
+       "    angle_range:             None
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.3774 0.7547 1.132 ... 198.1 226.4\n", + " framelag (frames) int64 1 2 3 4 5 6 7 ... 308 352 402 459 525 600\n", + " * q_y (q_y) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n", + " * q_x (q_x) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n", + " * q (q) float64 0.0 0.0303 0.0606 0.0909 ... 1.848 1.879 1.909\n", + " * y (y) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + " * x (x) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 4.168e+03 ... 5.971e+03\n", + " ddm_matrix (lagtime, q) float64 0.0 2.989e+03 ... 8.758e+03 9.066e+03\n", + " first_image (y, x) float64 403.8 406.5 368.2 ... 398.2 456.8 297.2\n", + " alignment_factor (lagtime, q) float64 nan 6.123e-17 ... 0.08874 0.05498\n", + " avg_image_ft (q) float64 0.0 2.687e+05 3.972e+05 ... 3.757e+03 3.73e+03\n", + " num_pairs_per_dt (lagtime) int64 998 997 996 498 497 497 ... 7 6 5 4 3 2\n", + " B float64 7.676e+03\n", + " B_std float64 211.0\n", + " Amplitude (q) float64 -7.676e+03 5.298e+05 ... -161.6 -215.0\n", + " ISF (lagtime, q) float64 0.0 1.009 1.006 ... 11.46 7.696 7.467\n", + "Attributes: (12/25)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference ima...\n", + " ... ...\n", + " split_into_4_rois: False\n", + " use_windowing_function: False\n", + " binning: True\n", + " bin_size: 2\n", + " central_angle: None\n", + " angle_range: None" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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xemRh2FsxL5RJ83BL3uWQcZg+B8C3xXwPcT36Mg2Lw18CeEoI4UkhhA6y/IQ33oyG89DSLwH4UIzx/5SP3ogM/IL89xtudF9ijC+LMd4ZY7wL2Rz8cYzx25BFU77xJvflIQCfCCEQr/DlyMKrN31ekG0nnhEyWHiQvtz0eRGZNA9vBPAdIZNnANjk9uNGSR5+/UEAz40x7lkfnxdC6IYMSu9grUeXG+1QeoxOlq9GFin4OwA/dBPbfSYyU+v9yJiR3pv35RQyx+Df5r9XbvJ8PAvH0Yq784f6AIDfBNC9SX34DGR4gvcjA3ct36p5QYaL+BtkocxfQeaBvynzgix0egnAITJt/KJJ84DMlP/Z/D3+AIDPuQl9eQCZb4Hv78/L+T+U9+V+AF91te3VfA611FJLpUzDtqKWWmqZQqkXh1pqqaVS6sWhllpqqZR6caillloqZWoWhxDCPY9+1s2Rui/VUvcllWnpB3D9+3LDFocQwrNDCPeHjB7tsaDrpmaSUfdlktR9SWVa+gFc577ckMUhZJyFP4sM5vo0AN8SMj7EWmqp5e+J3CiyF1ZM/jAAhBBehwwfX0nH1Ww2Y7PZRKfTiUdHGRER8RckT4kxotXKujsaZfk2jUa2to3H4+I8/h6Px3r/iffUvymNRgOtVivq/3rPEAIcH8L7NBqNiZ8JOCW5Z4wx6WeMEY1GA91ut7ghz+dc6Dj93jo+H2dVe5Sjo6PSeHis2Wyi2+1GHvM+6XEdF5A9g6pjPkd8/tpv7TOPtVotdDqd6OQ67MNoNMKkfoYQJrbXaDRK51XNnZ/fbrdj1Wf6PPQ5ufj5Ve8n+6nj9Hnhezsej5PvStU9m80mRqMRxuNxJUPRjVocqjLCPk9PyPdH9wDZoBYXFzEajYpB7e7uAgD6/X5xzWCQ1Tedm8uIhHnuYDBIXgR+dnh4WDwYTtTs7CwAYGlpCXt7e6XPDg4OAAC9Xg+9Xg8AsLOzAwDodrsAgOFwWExwp9Mp2uE5/sXlZwcHB1hYWCgd4/8bGxtFH2ZmZgCg6NuZM2eKsbN/lH6/n3y5KSGEYv7W19dL4+x2u8kCpf/zb46PX+Sjo6PiHuwf+zsYDIqx82Xm9bu7u8VYeX273QaQzS/vwb7w//39/dLLDBw/W7ZfNYbFxUVcunSpmAcfC58pj+k9+X5tbW0l9+ZnnPPhMCO86vf7RX/47vLeMzMzxd88n3Owvb1dvFd8J/j7jjvuwNraWqk9XrewsIDNzU0AKN5T9nN7e7t47j53+hyGw2Exxiq5UYvDo2aExRjvRV6avdFoxL29PcQYk5eRAx6Px8VnHPD+fkbt1+l0kheOX6JGo1Fcxwnb2Ngo7jNpRR8Oh8ULdOrUKQDHD73dbhcvPx82+9toNIovMj/jCzs7O1v0mQ+UD2c4HGJlZQXA8cuxvJzxvm5vb2NpKasSz5dYF8Pt7e3i/vr/wsJCcX/9AnMuOB72ky/+cDgsaWCdz16vV7yonFeOaWFhoTiPLzzH2W63i3tROGfz8/PFdRwfn+P6+npxD17P9vQeHBf7Nh6Pi/HwfJ6rVgXb4Wdq4XB8nPu1tbXi2VDYt42NjeKenGuOZXt7u7iXLxJqEXMMi4sZf+7DDz+cPAf2c2dnJ7mOY5mdnU2+P5zf+fn5QlHos6ySG+WQvKWZlrXUUsu1y42yHIpMS2T04s9DTsA6SWgNUKtT83A1PDo6KlZbrr666vEzXsdVtdVqFSsrf3NVbbfbhSnIFXZ+fr64N+9JzaPmH+9BzaHmIj+jBuHYDg4OivFQeM/d3d1CK7GfHGeVKa/mMC0Mmpn8//DwsLin7613d3eLflLD8p5Vwrk+PDxM9rq0WHQe2V8+z36/XzwTCsdyeHhYzBX7e/nyZQDZM/J9N7VpCKGYd37GNmKMiQWgVpePndq00+kkPgCOodFoFJ/xOfJZzc7OFuepL4Xtcj50W8c22A7Nfb2nb00p3W43eab8fzweF/fgPXkfff/0WVbJDVkcYoyjEMJ3I6OmaiIroPJXN6KtWmqp5cbIVGRlNpvNODMzU9rLU3Q/TB8A9+bs++7ubqF5qD1Va/v+kqt3jLFYwbnSsv35+fnEH8H9e7/fLywG7u/ZXqfTKSwN3ova6fDwsOQn0T4dHR0Vmo19oiZqtVrFGOg3WV3NaurMzs4mvgbde7om17HQSuJ+lBbHwcFBssfV/zlX1Fjck4/H42KO2F/O09HRUUmz6Wfj8bi4P8fHNnZ3d4tj7CfPHY/HxT34W52UrqU5L7u7u8k+XT3+PMZ3T/0oroHVmqEPh/PK5xFjxOnTpwEcO7d53dHRUSkiBBy/S6PRqBiPO7IPDg6K89yiGo1GxfvFcarDl2Pd29vDYDCYGK2YGoRkLbXUMl0yFZZDo9GI7XYbCwsLxWpLjaVxbK7atBy4Uqv32a8bj8fJ/lAjC/zbtXWj0Si0EVdragQNB7EdrvC6h/TwU7fbTawXjbJ4OE699PyM7XLsMcbCGqGFQktibW2taI/jowbZ3t4u7knvOLVas9ks7klrgn25cuVKcS/X5BrqowWn/eU9PDJxcHBQWAfUgurn8b01ZTgcFhqS7w3/X1xcLEWX9N57e3tFv/jc2N78/HzxntAi4jk6LxSOpdPpJOF0tWb8XagKG3MMnPNms1mMwaXZbE70xTQajSQqRul0OqWQ6e7uLo6Ojioth6lYHFqtVlxaWsJgMCiF2oAycMVNQTXDHPTB646OjpIvq35B+TK7o280GiXOHC4c7Xa7+ALynleuXCn6zUWEfWHfdnZ2iofFBY7tbm5uFl9cf8kGg0FxT5q6fMCNRqOYB77MaroqTkTHcnh4WFzHPjkIp+q6VqtV9JNOQ87Z6dOnE4cytz8zMzNF/3iOOpj5JePzoPAcnRedT31eev1oNCreF1ccw+EwcQzzOei2gvOjWzJ+6ThHujVzRyb7dnBwUMyHbml5P9/eqeOW/eL7pttfP8ZxHh4eFu2xD3wnGo1GSfmsr6/j8PCw3lbUUkstj12mxnKgaUuhWUoNOxgMitWWK7qGFt3pyHNnZmaK1Z7HNMzJe3HVVjCMmmn6u9lsFv3j6k1NrlYMheYiYb/Asbbmyr63t5c4kRRB6E419jeEUBzjPanBBoNBoa21DxwD++ymbq/XK84/d+4cgGPL6OzZs7h48WJp7GqRTTKDVfvyng8/nJWZpIUGHG+XNCTp2xcd50lQZ9XOwPH2aTQaJc9PrTV/J/h7YWEhQTHSUtHwpYdX1XnIMeg5/pn2Ra0dnZf5+fnStppj5m+Hv1dt4ba2tmqHZC211HL1MhWWQ7PZjHNzc2i1WoXGckfK7Oxssf/SHAcgWzlde+r+zVdyhpWqYMKq4bj6UuNw/9xqtYrPuCLr/94/1WqeP6FOUvd76By4T0X76X4TtXTcR6EgMYehqxXkWldBO+4I42fj8bg433MlxuNx4ovh2Hu9XrEnVouBwnbYP4Ug8zNqUVqawLH1SU3J/9Wx6OCrPHmp1D+OYXZ2NnEW8z7D4TDR/Jyn0WhUOf/st1qr2s8QQuGcZDu8T6vVSt4JzWvRkLyfo4Cqzc1NjEaj2nKopZZaHrtMheVAn0MIoZQ0BBx7Wefn55OMP362sLBQrNbq3QayFZeag9YF988zMzMJqEW1IjWVg1MODg5KcGL9TDP+qCUUaMX7U8NxRb948WJh0bhmzdOTARwDsc6ePQsgg/2qh5794zmMDFB4n/F4nKR/c56uXLlSSmDSMXQ6nSQkrNB1T5ln+7pfd8DTwcFBycIAjp9Dr9dLIO5qxXhGo0K62Q4/4/VqOVCzPvJIVrRqbm4usfg0isTrNGLCc3w+2G6n00l8BvxMQWXuqwohlLJhde5mZ2cnvoPD4TCZT77fmgUaQsDOzs5Ey2EqFod2ux1XVlZKjjdOJgdcJRp68xfWH1TeDoByuFJx7Hrd0dFR4czzdGnd4ng4UFGQ/Iztzs3NVeZNANmLxwfPY/zyxBiTe1F068D+KkrUnZtsQ3EAXFwYmtQvpOM5Dg4OEtQdRfEYnA+ey75qX/jFOn36dBIi1HnStGigHKbmGDzXZXt7u/ji+7uhZrU+Uwrn2jM+Z2Zmij5rxiz75EhHzeb0LQMXguXl5eKYhiLZnodVdfHlnHFeNOypWcna3ng8LoWQt7e3621FLbXUcnUyFZZDs9mMvV4P7XY7wfJreI9azAlPNNzlAJ4YY6EZnYBkf38/yaDjfbjNAcqZk0AZZOJ9ijEWK7gjLDX0ppoKKDuKFHfP9j1cRU0wNzdXhAQdOXpwcFBwUXArxf+rtLzyJVAzumPy4OCg5NDV+dza2kpyVdQSm5QHMRwOE8SiIgi9Hd1CsH+ezzAajSqtAornT6gT0i0HZbCilnaLRd8J387odstDvcof4ZnF3W43sXaqsjSdBEc/52caMldrYmNjowZB1VJLLVcnU2E5NBqN2O12S3tYXzFjjEk4SDWzg0u4is7OziY4f2o11cge8jk4OEjyNPh7bm6upJ21Pc0F8Jx6he16aGphYSGB36rF4v4Str+4uFjSwEDZueraTDMTeS8NRfJczi15Dnx+tJ8KsPGwmtLUuZ9FeS80N8XHwntxHpW+jefROtDwtlufPOfKlStJKJnjOzo6SsKcnDNlI+M7RUtF+So8sxhAck9Ku91O3gX1L7lj+Lbbbivmk8f0fWYbnlGqFrWGgvf39yfmVtSWQy211FIpN4oJ6qqk1WphZWWltA/miqmeYmdX5oqr2ZUOh+12u0liETXB/Px8QeDpfAfq6XdgjpJysl1qyO3t7WK/rhoVyLS8axBlpaI42KvZbCaktdR0uof0ZC5lLnLwjWpWj5LoZ+wX5+n06dOF1cJ7sr1+v19YGg7zruLHUCvNIzS63+d11NbqL3BLg31ZWVlJ/BfK9+lcD7QANITt74Qya7nFube3V/SLz5ZzMR6Pi8iF+w4Gg0HiM1DNzs+quCw88UqjKxwr3339zjhIa5JMxbai1WrFubk5tNvtouNOjHp4eJg4kZQIxseh5C+eXcnPtra2EjNfH6KH0JSshP30UOhgMCgcoB4+nJmZKV5C3ltzSqqw/ED2EBXBBxy/QI1GIwmFKduyh8CUdNVj9YrHZ9tV/fUvq86Pk+vSebm1tZXg/dVcd6Qi261a3NnGzs5OQiJbRb/GZ6OZn7wHF70zZ84U7ValQPOevmDoAukLnGJKiK71d1Ed4r41VnJkP0cVKRcojqXb7Sas49pP/j03N4fV1VUMh8N6W1FLLbU8dpkay2FpaQnD4bBkggPHZuLc3FyJBBQ4XtE168010OHhYZIHoSa606trnoJbFfys1+sVK75i64FsFVf8O3CsSS5dulSs8o606/f7hbVETUkts7q6Wgpd6rysrKwU8+K5/xru4paDbaysrBR98O2ThgGpDblVGo/HhYZyLdhqtRJHpqL2vN4E55c1S1Q09Md7MmTrNRm0nxqmc3Sh1tlQAhf2j2NSGn6dx3a7XdTCYEhYUZBOLqOAvCoHO+fagV86Lq87wbEcHh4mXBb6XvtWo6reRbfbPZHspbYcaqmllkqZCsuh2WxGzXgDkOwlW61W4qxUDe37US0kwxXVMe/qQKM20vCXQo1VOp1OocWoJTR8WOVYYp/Ytmf1KY5e28nnpwRDBlCCN3t2njq4qsqo8XrdE+v1AJIQqDrw6KPgM9I8CLcY/HkAqQ9A++A+Eg1hO99Ft9st+sDrCQFXwBnP0UpUWogHKBcGquJc4GceTlfrjPdwC3U4HBZjZq6JgtEmlSTQ7yYtN1p+VbTySpvvY2D7Gh4NIbBQT2051FJLLY9dpsZymJubK+WhO+12v99PysspQMSBPKqxvP4mV1HNynTvsYaYvAzf5uZm0Z77I1Rbc/VmBuWVK1cSLUbR9hzue3BwkPBDaojS95y8z8MPP1xoKHrLCaI5PDwsLCKFhXPO3FNP+DV9JiraX0/4UVi5JyYpW5dzTjLKMRgMkhJ7FOXjcL/Szs5O0p4SBDvXqALCqhK02Bd/X9wvoePSIrYOqOOcK89FFTTak+koSj/vJe/a7XZi4WjETOf/pMSrqVgciJCcnZ0tJs/TUDc3N4sJ9pe62+0mD1KJNnAdOmQAACAASURBVNzMUzotj2lrWrDXoKz68jh5y/7+fkJUo6Qm7jhTfIOnZVO63W6xCHlWpuIAuBBoex7L1toWjialSa4kr3y5OAdcnHQMmjKuRKbsH/93olcNr7EPHKd+sXwxqQqBclz8omlhYm4ZaZoPh8OEWIdzfurUqeIzd46PRqMk41YrnnGO2B7TwGdnZ4v7u+JQvILWwWR/XSEqTYE7MPl+7uzsFO+COyQHg0EpZbvOrailllquWqbCcmg2m7Hf76PT6SQoSEqVWaoay8NIinN32i/K0dFR4tDSrYrXWOTqf/r06aSyFlfjra2tpPqWtuF8E4rwc7CVjtcdTJ5fAqTY/F6vl+R+aMjVaeK0GrUjABVl6ISoaipTy9IKobbe2dlJMlJ1u6cIU++n1wClaO0GJfBh31y7qyXoZMWa8emV3jUD0zWxonQddalOVSfWUZ4Nt1p1rjWbEjgGa+3t7SVoTW2P2zIPV3NOgcwyuiE0cSGEJ4QQ3hJC+FAI4a9CCC/Oj6+EEP4whPC3+e/lR7tXLbXUMn3yuC2HEMJ5AOdjjO8OIcwDeBeArwfwQgBrMcYfCyG8FMByjPEHT7oXaeIGg0FSL1LpvX0vr6s/LQavHrS4uFjckxpIMww9E1L3xZ49qJwKDsTSykvK/KTXacjV8xPUl+BwaCWD5T15n52dnUKrnD9/HsCxlrh8+XLJUcrztV0dn/IsuHWgLEw6t8Cxlt/f30+u86zOSeLFV5Qo2Ctbq5VIa0IdfLyfh641u9bDlAqsUrAUUHYGukZWzg32nfdSmL+D2DQXxNmalNKNffCs1V6vl1Dq6TvM+XDIulYRb7fbWF1dvf4+hxjjpRjju/O/twF8CMAdAL4OwGvy016DbMGopZZa/p7JdfE5hBDuAvDfATwdwMdjjEvy2XqMMdlahBDuAXBP/vdnz8/Po9PpFCsr95C6R6sqogJk2oJ7aw+BqrdbOR6ALGzGvz0UenR0VMlLCGSrvkcGlLDUvetsd3t7u9gz0pNNLaMRF/cPdLvdJMNTgU+cM2fI6vf7hdbjGKjdaKmpqOXgoTDCr9fW1pJQHUVZjTyac3BwUFgHyo3JcXr9TSVGpRaklaBe+SrNyHt7dEoroisMWa9vtVpJFECJhh0AptEbTXjTdvf29pKIl1o/Hq1QTgrnlVTrh2FOh/ArYFCrnHNeFSyXR3UqLYdrTtkOIcwB+G0A3xdj3Hq0NFBKjPFeAPcCGcEsHxgn27cJiuzy7EwN5ymWn+c6AzPvMzc3l6AD1VTjy+QvkLIeO/Hrzs5OsuBoxSU3LzW7k9fRFGdlKH4OlF9U9k0L4Or4Ll26lDhoFY/vBKoe89friAjVrZFvt9rtdrEY8R58Hq1Wq4TO1DnTOVbsA5CZ9Ny+8HnoVsnxA7qwevhXK2Xx/fDtpH6xNB2b5zg5rm7PnOSHz0oJX7kw6mLmi5H/1n5ygVxfXy+hJbU9DatW0ctpxauTjINrCmWGENrIFobXxhhfnx9+OPdH0C/xyLW0UUsttdwauRaHZEDmU1iLMX6fHP9xAFfEIbkSY/yBk+7VarXi/Pw8er1eYj4rQYjSigFlWnCvkUktoVl9buoOBoOEfk3zLqoQa9pGPl4Axxh9rQg1CZil91ASVK8FqaE0R2lqvQRqCSdDaTQaxRg0TAmUS817n3q9XpIToRwTTjyiW5xJYWPNG3HrQGuLOFeHVn2i9aKgJGaI+pZROTecoLbZbBZa10O1Wq7ALVTdqniJe3XG+tZPn4PnAPV6vaJtD8ezroSOy99znVvNRHYaf3XAaijzRm0rvhDAtwP4QAjhvfmx/w3AjwH4jRDCiwB8HMA/v4Y2aqmlllskUwOCmpubw2233VaslOroAcqQXg9t7e/vJ44e5hDs7e0l9GRax9ELtFATbG1tFasvRTM2Hd6t+3Y679Qnwuu9yrY6mibVytTMRKc9V5YozyzVezjDlkLVlcoNyCwyz4r1OQRSrocrV64U7XGc1OztdjsZs2aPeghTs3EnlSvQ89y3ohaj0+u32+1SHgJQrr/qoUUFInkVLPZJs1y9SrfC2L3iu47FQ5KtVivJwdF3kr4ptZbYJ7cmlBpRa4aeVPGqhk/XUkstlTI1lkOv18PMzEySZ68a0iMhvtJWie49uUrrnpzteWk4JZj1PPtGo5GEThUa7Mk1lOFwWIK/et+9UIqyALmmUVJYtxg06qD1L/Xe3W43qStK2d/fTyJDSoTrmlwtHvaP8+OZg0CaJKV8llX8jV4ERy2eSXtrLRPoURzlKuW9lEXLeTGUb4H99EiGks8qjyXnyYmPFaDloXaFZPNeniWr4CkvgtRsNov30sFhQJnzc2tr68aFMq+HNJvNBG3njpgqxJuSuvrLrBPGl4tffIY2FSFJ05gv9cbGRtEnZ37WoqlslxM+MzNTUIm5c67ZbBYPywlrut1ukdrN83Xrwj47/ZfiI5xmTqnLPK7f7/eTvmjYkeLbAyWYpSipiud+cH61uKvXbtBcDk+d13qYfN78Qmquhdfa1FR9tkdsyZkzZxIiW134J9HLqfOQz0PT5D01nAty1YKjhCts28O/SvLjtUmWl5eTLYcueL415buh77zmplRJva2opZZaKmUqthXdbjeeO3cOOzs7iVmpoT7XxFqtyAlfvVIQcLyKUssrh7/Pg9Y3dHTa4eFhElZVS4WrPBFsVeYlNZZujVzT8T5aR5OfKdGs546o08qJXDTfwzMF9Rqvc6HIUWps9k+3T1Ul5oFy1iKfG+/zyCOPFE5c5eEAyvVMnUJOAUi+jWm1WokDk9peqfUcVaqgMloA+t751kGtElqabqVx/Dp2tXodxaiEOU5+pNXLPaytVqUSGgHHzssYYym3qOZzqKWWWq5apsJyaLfbcWlpCfv7+xOrUPd6vdIeDkDCaAMcA2Q0y48rODU5V+aqva46/pwSTCtQKZBEr1Nad7cqlKPCQ6Ban9I1+XA4TIA87NPp06cLajUPFarF4VWstbI1uRc098HzGaidRqNRUmWKsri4mNDEaeEh/s17K0hIsf9AOVw9qXzA9vZ28RnngJDzw8PDJMyp7FSa76J9WVhYwEMPPQTgmFmL56iDkPdUbe3hSn0/HcasrE9VORw8l8fcItb6sLS6HAav/VT6e7V+TgJB1ZZDLbXUUilTYTk0Go3o/gCHLmtikocKFxcXE1p3jXZ4pqCGzbxqNbWF1m/0PW+z2SxW8qoCKw7IYV+UJt77G2NMknIo6+vrhRZyZiAF0fg9NWTnUYsYYwLk0WiCWld6/czMTMLMVAU99rlQLzl/a8jV30PV+p4cpc/B+1dVkoBWJfui2aq0nmiVKnuW17AcjUbJHl4jFFrfEygnmLmPg89TNTmBe7RcyKvKtoEy/NqjN8qe5RacAqS0ovhJPoepWBza7XZcWVnBeDwupbkC1eZlFXmph7IUrcYXwOs7bG9vF19IrazFc3hPCs/VnAxHoKnJyofAF1EzEz3Tc25uLhmD0pzxBeciqiS77uxS7IUX5dV8CA0zal904aAoNsEXKI5Fqe58e9BsNot7OGZDa314SrTiAJyGbXl5uWib2wrN5rzjjjuKOdLrQwglRKTOnfbLn9HOzk7xTL1wrzqwne4POF587rzzTgDHoeFer1c8Ux5Tp6UvVJRer5fk4ihdn6eyK4ZCnemXL1+ua2XWUkstVydTYTkwK1PNRNeCR0dHxWpflb3GY75qa9Vrp1dX88sdfqqR+Zv3npubK0AlrkVnZ2eTLYeWQ/frON69vb3ifHXUAWUrRklQeL1maPo5XrVL29fMQJ0XJZdRhyLPcUo35Q5wTgil8vPqWUqY4wQ56tR19KNu5ZQYRedFCYCcenAwGBTzyTljX/b39xPuBa3R6RamEgtTqgBu7sCkhBBKfQZQsi4n5c0Mh8OJ+RP6nWZ/dXxqEZ1Ut6K2HGqppZZKmQrLodPpxDNnzpTw8FX74Koq2UB5z+rAl+FwmNCaqcOQq6gCQ/ibGoRaQu/plakpyhLlOf9KQea06VpEh30gmSlwrJk8vLq0tFT4I9hfhvMajUZSoIX+l52dneJvBwJVZXWy/Xa7nWg6/822dZyaWeqh0NOnTyeErdSUWp2K91SiYbfuVOt6zoGGlN0yVR8S++fUgZubmwmrlFLPeRVx5XdwX5MC0Lx4jrbvJQnUeqKfhc9RoetuZalPR8Oae3t7dZXtWmqp5epkKhKvYow4OjoqFfFwSyDGmPAjcM+ltPXOUaB7VodKt1qt4jqGpgiUUnJPiloz7tHWYjXuG1GNynF5ohf7qtdRW7darWQ+1HPv4CmORTkwPNNTqztTqE3V+nHWp3a7neyztSSgZ1wqhT7nk5mp9Flsbm4mpfVUy9OCcu2pXA/sEwFd7Xa7GCv7yUjBwcFBsl9XTe6cnOzb8vJyMT5ni9I6rx496vf7CQRfwU28h/tIdM48ujIajQrwk1sq6tdQMl5eR2tCoyFVMhXbina7HU+dOoVms5l8gfmit1qtBO2l+AN/8WhqHx4eJmE8DUlyInVR4GeeLqshO68ypFWcJiEIdZFw87nVak2Mofd6vSSmreFchkr9ZRmPx4lTlNJsNovrOHZFNU5aULvdboIY5ZdP6ey4TdDsQA3t6T1Ho1GSGq5fXv/yKAWg54CoM9FDw4rn8HdIHa/+RdYti+MUdM48bKyfTWpP58HnYDQaJenfWjTXnZS6xXVyH83f0LylPJ+p3lbUUkstj12mxnJYXl4uaV0KV9GNjY0kxKemspPEKJ0XTSqvedloNArz17WEhjKrEI9O+KkgEyVOBcq1Pbll8DyImZmZJOzIc9X08+1B1VyphnZTVUlk2U8HWG1tbSXOP90eeD0O5YNwynadV86718VUNKPX6NR55Fzx/6WlpcQJqJWyXKMqWtNJipWkxslllLPBM1nZJw1Fe/2RVquVWE1qUTmZsoba2QeKWhBORKwOX6dS1DAu79/pdLC+vl5nZdZSSy1XJ1PhkASy1S7GmIQbuS/udruJ1tRcd7cq1BnloTdqjSoHmv7vxUa0mIv7HLR9z2PQ9tgOobLq8ON5Fy9eBHDsx+j3+8V5vCc/29jYKLSQHmNfVOup7O7uFnPL68iUBCCBnFOUecr9C6odPVR7eHhY+EQ8FK0OV84/he8F/wZQgjA7II7PRdmXHEK8u7ubMFbps3aHt/qa3M+ibFRV9HBsV+tf6u9Op5P40nTOPU+Dztnt7e0k50TrtToQS/Mv2GcHZLnUlkMttdRSKVNjOZC5x3kA1Jvv+0r1+BPiys/Uo+4gHWX48X2pkn16tqJaHlpSDChzGDrgiCv62tpaQl9O3sjd3d2iD6yWzTG12+3E865hUi8zp3PqEGeOYWVlpcSXqfOixVScfWk8Hhc+Ead31yiAA8AGg0GJwwA41mpHR0cJ05FaJQ49VlYrZ9RST7xDuTlODW9X1ZT0UnnsW7fbLZU2BNJCQtqewpn9nVDr17W8AuU8xEtRi8qjTpoWoPB1oBzF0YrbVTIVi0OMsSCJdROeD28wGCRp3Bzw2tpaUmOCZvuZM2cS0lklG/Ewl77MbpJrFqMzUqtZyr7wy8bYuxbZpVSlCvvLqQuAL369Xm+iWaohQvZTcwA4DzRVlfSFL6Ob7Yo3cbNdhX3hi6sOSXeWNRqN4h4eq1eCYF3YANCZBqBMOQdkc+1Zp1q/gvfis9Jtm6dqa+7CJMbuxcXFhD1ccTmOfdDwOMesRY7ZJ1+8NB/GlaXWo3CnuG5PdOGtqkdCqbcVtdRSS6VccygzhNAE8E4AD8YYnxNCeBKA1wFYAfBuAN8eY6xebnNptVpxcXERs7OzEytXra6ulmonAGWUoOP2aUbv7u4WphxFHUwUrxytFZWduk6djp5FODc3V6zo7LtueaipaOJqu2qaAmVqryo+Bn5GcbO92+0W2XiOLlV0JO+hFGhOFqLhNqfb88xBIK1EBRw74XiM2q3RaCRIRUWjunlfRfbieTePPPJI6f5AmbDGcyM03KlAI+2TbqmqwEWeHasWFcfAueM7MTc3l1ihbFetUCfIOTo6SrZNvG4wGCREPuowV4tvbW3thoYyXwzgQ/L/KwD8ZIzxKQDWAbzoOrRRSy213GS5JsshhHAnskrb/weAlwD4WgCXAZyLMY5CCJ8P4OUxxq886T6ETyum37MJl5eXk4xGD6UBx/t8zZr01VMpzak5uKLrHpnHqHHUeeP8EWxvcXGxRJkPlDMoWfDG/QPD4bCwTNwC0H2hF0zpdrtJPgrP397eTiqLa9iL92dfuJfXnH8Px2pGo2deDofDog+EsbOfjUajgIXTotL5dO2pVZ8o7rjTkJ/XsNzb2ysBonRe1fHte3MNU2vuDpBpeXfQag1ThzOrE9Ip6ZVdatJ3UDN1+Uw5r7u7u8l8qIXlFm2VFToej0+seHWtlsNPAfgBAHx7TwHYiDEy5/cCgDuusY1aaqnlFsjjjlaEEJ4D4JEY47tCCM/i4YpTK5fFEMI9AO7J/8be3l4JKFN0UCIGXJG9AnSv1ytFNfQ6LQ3m4R2t7ej7Whb84HnAsYZUZh+KhmCdl5KfXbp0qdBG3iey8gCp9XP69OniPFo2jDCsra0lACLVkJ61yHtubGwkFP/U7JroxfaULl3JSnUsmrHJPbWyRrklxue4vr5eWa0cKEOBncBV6fWroM7uN9Fn7GFqBd8pSa2KVn6vgt3TT+JWzPb2dtF3+io065Xvi79TOi/uixuNRkmZAk3ccmYzDf+qlXajQplfCOC5IYSvBtADsIDMklgKIbRy6+FOABerLo4x3gvgXiCreHXq1CmMRqMEf6+msi8Acq8kFKl0c5NCksps7OFAFc95CCEk4Tt1FE0KO87NzRVfGr54fIF1AVDKOSAzzWlOcgGguR5jLBZJOh/V3OS4vKjs/Px88WVl2JfX7+3tFcd8i8PsWR0X2x8Oh8XL7DR4WveRXyytqTGpbmdVarmGpj3UR+bmfr+fZDnq++NFjpV1nP3k4qWYGbajmaHsk8+VEsM4qldRmB7m1LoXnoujuTzu9NWtkeN2qvJKDg4OTixC/bi3FTHGl8UY74wx3gXgeQD+OMb4bQDeAuAb89NeAOANj7eNWmqp5dbJdcnKzLcV/yoPZd6N41DmewA8P8Z4IoibBLNK3uFVow4PD5NVmzRZWhnZnXJavt4JOLUysvQFQBkNR6kiPKGoZq5CWwKZRqE20hqgQGbme2l7apTFxcXCmqiqoUGtRG1Pi0BrerK/WsdRsyJ5jOc6YUxV6NPN78XFxWIr5gAkNXW9GrXW3tCMQSB7jp4XouFHp4ejhBAq5wooa3J1QPM6d4prmJNt04rUsLGTvShRkSN/1SlY9Wx4n0mZyBsbG8lWTEFbbsEpF4aibE/KyrwuCMkY430A7sv//jCAz70e962lllpunUwFfBo4pldzQI3u25ToEzjGqW9tbSWOF9VO1Khc7asy95xtSEM+WnyFn1EDOBBIQ4vUKgzdaViVmkCrMXmYjKv/5cuXE8cUte7+/n4CutJiM14ljO0tLS0lYCalG6N1VlXExcO3vLdCs51irdFoJH3RvAQvCFNVQYyWolptXsRIKd48a1EBXZPCv5rH4s+9ilVMrVl9d4CyherOQ7WsOGa3HKvO1/we94/xuoWFhYlFntSnMjs7e6JDsoZP11JLLZUyNUxQp06dwng8TlZ0Dc95OTTVwr6yKkBHCVD1nJmZmYT/QbMK2QcvVzYzM1NocGpDXpdTfQM4Xq15ztbWVqEl6B3/xCc+UZzDzxiJ4H5fC9c4P+HW1lYSdtSxu1+A99GsPmd0Us+7+wl6vV4S9VEQjic56V7Z+8DxbWxsJJwE+hwcNq9cjWzPoe4xxoTRiaLvGYUh9CtXriQRL61i7lEDjSx44hzPVS5Ih6Mr+5nD9MfjcVIjUyH/HtLX6AyPedhYr+/1elhdXZ3uWpnNZjPOzMxgbm6uMHsZutOUU/8i84VdWloqvhgcvLL7clHgMXVoeZybW4/9/f1SaEjbbbfbJbMeqP6y8jq298QnPrH4YtAE5/hCCImZr7kAnrKrBCtOSqMM3OwDt2Ds5/b2duLs0pwTX1SU2dpxB5RWq5UUtNWFyp2jSvvmDjclJOF8eAZsu90uhXuB4+e3traW1IGo2qo40nU0GhXHnApQa1B6LodiSpwhXMlseE9mwCrxrqeW9/v9ZOHQRdcXGnXKuvNdF0995zc2NuqKV7XUUsvVyVQ4JJvNJhYXF9HpdBKSTdVuVas1kJl9vvpSNMzJFZmaS4li3VnWbrcTPDy1/eLiYql+InBsHWhtAwUcAWXnIe+pSDat78l7AZlWrCJPYRtusipNnTtqNYzFfnkYWMN5mqfB/52qjn2bm5tLwmuaK+F90ZCdmuD6HHZ3dxNnLP+/cuVK0Xd3Ni8vLyeWGzUsAXc6drVONDsVKPNqeNi3Ks+D7wTnZW9vL6mCRktwe3s7Ic/hFmd7e7uwJvl94LyurKwU2x0HlR0dHSVbPr5n8/PzlXwmVVJbDrXUUkulTIXlQFEGG98n6l7J60aurKyU9ufAcZ7AeDxOoNHUSqPRKGGCopY5depUsuoq4w41iHMMbG5uJjR26hA7iS7dKb1o6SwvL5cw9cCxpjw8PCz8Lc5utLy8nLAFVdHIOxWZ7med0k1BSR4mUx4ItqMWhELMde52d3eTDFR9VnwmTjSrNTa9mvT29nYxHg+Tat1VL0SzurpahISdKBZAEq7UsK6HRdXB6JpcrS8PO2oFcM/K5HPX6nC8TvNn3DHPvm1ubhaWxg2DT9dSSy3/sGUqLIfxeIy9vb0S8KhqH+z7Zj3H96O6B1WuQqAMlOE9qEGU3tu1rVoO7gmv0iC0OHju3t5eUodRw3Pu4a9KBnNL5/Lly8W+VCtaAxnFvY+P5/b7/QTKTWtrYWEhgXczjBtCKLSZWwDr6+sl60PP6ff7pb2uzo+GqXkv3SP7Pl19AL5P16xOWpgedVDuRLanJK1sT8FyQBkExXlV5jGOj6JRAb5X7ncZDAbJnLEvy8vLRV/Yjrbh0Ha1IDxZTaNBjJQsLy+f6HOYilBmq9WKCwsL6PV6xUvhTiglQ3GTbm1trUQLB5Rx9I4qdIwCgCRd+uDgoOS41D5pzUSvG6kPm2PRB+XhWHVkacwcSJ1z3g7FQ5hqfvtYlX5P64lq3/b394vQp1PIKdmL164cDocJ2aluE/3LpoQk7rDTsvKcIyfJVZZlX+g0b8ZNcq2G5VvG4XBYLCJea0JxFU49eHR0lFDd6ULO8XHsbP/w8DAhE1Kcg6NmNX+Dc0vnuNY8dVyEYkx4XavVwkMPPYTBYFCHMmuppZbHLlNhOXQ6nXj69OkSzpz9ojmsTjk3rVX7OlGs5gK42T0zM1NoQbZDy0EzKD3LUrH9WtEaKHNEaCVsfjYpc08JSn2ropWWHEikpCZew+HcuXO4cOFC6Xx+Njc3lxCQ6BaniqiX13MMnu04MzOT5Jqoae1ALg1Je4aoWguu3Ql4Uqcxf5MEZ2trK0FrqgPVa4hShsNhoYG97P3Ozk5CNag1Q9TBChxbF1VWjDpqHTnKEPbOzk6y3dUtmebz+D3dIanlBJRM6MqVK3WtzFpqqeXqZCockiGEgp7LWZ4YmhoMBgmrUdW+3Z1es7OzE0lkZ2dnC23m2ZK6p/QwaRXmXVdo3/urI5Ttec3FmZmZYk/s9GT7+/sJtTxlMBgU2oV95r59bW0tsTi0ypWHU9UK0gxUFQ25OsWeOpQp/Kzb7Sb+C/VZ0EryPbnC0asqbDmEW98NZTzSOdjf3y+0p1sVMcZCyzsBb7vdTixM9UfwPPWXAJlV4/4Z9mV2drYoxHP77bcDAD72sY8VbbiPik7jTqdTGg+AEmDKiXOVstAt2klSWw611FJLpUyFz6Hb7cbz58+X2G2UWwAo79scnDI/P1+cTw2kST1e1oyrd6PRKNGqA2XqcA+FVSWBeTahcvu5NdLv94uQYFV5MydC1d+8P+/J8YYQij0qNYHyP6oXXvuiLFGuQXiNzpmCd9ybr3BtD/Fp2JF1QZXDgmPiPLi211CbQ7pVHNa8sLCQlN/TsDjbq0q48xCtlsxzuLQC8nieJ5EdHh5WFqzRe+tn6rfxcn2q9Z0jQsV9KrRmjo6OSsmCJxW1mYptxXg8xv7+Ppi2DaRZfRqW48TyJV5fX08Ymym9Xi9hKNYX0c09RRTyOsfht1qtxIGmCxbP8xTs8XhcfJF5z5PYhHUu3CmnDi72mfd68pOfDCBD+3k2ny6QbI8YfSW88a0Df6+vrydIR00ddgQg76nUcxw7zXaGsXWO2V6v1yuel9Y/BcooSD5HzYh0p6rm1kzKoGy325UhTD4H34Yohsa3tHz+6+vrRZ85d0p6TFJcTdHnuf4l1/Y9bKws6WyP1ytOhfdSyoIqqbcVtdRSS6VMxbaCtTLVzCfijavx4eFhYjFQtOw9LQi1ABxd5lW3gTKFet6nZBvjICy2zfOBDJDCvjs6UethurleFQZ0i0fbUWuGZqKbvFprkWYznV3dbjdxSCpR6SRuCQ07KpEtr3NHrXI3uLmu451UGkCv09AgP/Owtlaycrp7Je/xram+U2696rvlFHLaTw/fqnPVaew4d6PRKMm41S21W8IKanOuBj4XIHX6UrQWaIwRGxsbdSizllpquTqZCp8Dq1Ip/Jb7U+UcUMgpUKa+muScUU4Dd86sra0Vn9EXwLDS/v5+0RcP6x0eHhb9olbjqr2yslL4B1wzq5Z3qOzm5mZJIwJlbe1cFtQIS0tLiWNRKdmdPo1zNj8/X/RTNQ6vv3gxq0Xk+SVaIsBp+5R5yrMQNXTKPmhlMCek1dCtVxzTGpQcH/fUnN9+v58U7VHKO8+mVZ+Os4Px3JmZmUKrO2eHhgjZX95zf3+/VEtVPzs4OEisQQXtcWexLgAAIABJREFUuSNZGaucwk/zRRwgqEA8fzaTpLYcaqmllkqZGsuh1WphMBiUuBZcPAlFE3c8KYf7frUOuIoqByG1GD3GCuKh5lYgFpCtwvysCmDjWXbOF6nns2/z8/MJGImi+2FqQ2qNK1euFCFCZtvRMlpdXS3uxfngvG5ubhaawxmP1BNeBQHn+BwkdPr0aXz0ox8FgCSspxmADmLTUnkOK5+fn0/KFXDuNTriGvLo6Kh4X8jPwOu0HJ6Dr/T5MYrDZ/Twww8n2Zy0VLTAjsOa1X/lSW4cv86Hhn/ZF61WzjEQKu5Fbfb39xP2MvUhKdPV1GdldrvdeO7cuZJzpgq5yImtKmzrqbvclvT7/RKqTKXf7ydmm2ZiOuZCTTXf4mjWnb4w2k/NOvWFKsaYlGfXNjw+rs5KL1uvC6tvC9RU9q2bhuI8DMs2WPAYyHI3gOMXsKo2J2VlZaVoz/MSYozJl02VBPvHvmtBXscUKDaF/eTiroQyTjbM+Zmbm0sybRkC1WerNU6B7Dl6zUvd0vmWQ+faczjcEa7X6XbEK2UpsYuzh+vWWOkCTsI51NuKWmqppVKuyXIIISwBeCWApwOIAL4TwP0Afh3AXQA+CuCbYozrJ92HdSt0NdTS5kC2ijv9uOfNAykHgtaudISdkqwSSKLmsPeF7Stak9rBLR0g5YHQjE0HGa2vr08E2CgnhVZZBrLtkFegUoeh8wAoCIrHPvmTPxkA8KEPfag0v8CxZlUAmiM51QnMv91prGFjr0+qFaG0/gfb94pQOj/OA6Hkrg4Y4znnzp1LuCx0O+mVu5X63/Nl1Jno1bk1rOvhYoqGlLmNoVUYQkicoxrCppXM7SSl3W4n2xetPau1Pm5kVuZPA/h/Y4z/GMCnA/gQgJcCeHOM8SkA3pz/X0sttfw9k8dtOYQQFgC8D8DdUW4SQrgfwLNijJdCCOcB3BdjfOpJ9+p0OoXPYRLfgWbZcb/mey79W3kBvPq0Yss9DKha0bMxNavQHWG6T3TNr8LrvNjM/v5+wt5DDaQQaXUM6v/aP9WYHCutAbIGnTlzJoHmcq7vuOMO3H///QCOLZs777wTwHFlZp1P9cnwfK/apQA3B+iEECbWfez1esX8e66EPj+3ntQ/4KTFKysrBc8F+6uhTc8erape7eCwRqORWEnqV3JLUUPa7k/QsDzfFwdrjcfjUnkC/R1jLD7z4kvtdrvkh7hRPoe7AVwG8F9DCO8JIbwyhNAHcDbGeCnv5CUAt11DG7XUUsstkmuxHD4HwNsBfGGM8R0hhJ8GsAXge2KMS3LeeoxxueL6ewDcAwDNZvOzb7vtttJe3kNNTM4CyhlmFH7mMh6PkwQqZQjy1Vc5H5wlSK0LT7hyaLaK+j/oOec+0YE22o4yF9F/4SxMymmgsGn2kz4DaiO2r0lZntCmbE9e4CWEUFgOTvh66tSpAkTmYC2tCekwYbUcHBLcaDQSP4tGfNzHRE3ZarWS2pUarvSxK7+CFv7ROdDK3W6hasamZpuyT05pr34FzieBeMqDyrnyaJWS3TqwTufT/Tvj8bh411ZXV3FwcIDxeHx9a2WGEM4BeHuM8a78/y9C5l/4ZFzltqLZbMbZ2VksLCxU0osB2SLhmXSa68AvAc1njcE7yYu+ZB7G03tyYhmyYxvtdjvBYfDe6syj0PnVaDQKJ5IvZlopy4lttTKRVwLTkKHH+vXlokmuCxXPc3KSqhoMWj3K819470ajkSBUtU6po181ZOgp1FqE2BUFn5WSwbqjTxWNbyuazWZC5abPU0PP2t6pU6cSPAbHcubMmYRQWPM+PKSseAzdKgDHC4Giezl2ZS+vGjOv58LtoWUt5jwYDLC5uXn9a2XGGB8C8IkQAr/4Xw7grwG8EcAL8mMvAPCGx9tGLbXUcuvkWkOZn4EslNkB8GEA/zOyBec3ADwRwMcB/PMY49pJ92k2m7HX6+HcuXMJoaaa615LQc/11V6RZdQc1A6qDR2XruQbNP2pIb06tP7N9i5evFjaIgDH5mKj0UgqUNHiUEIXz90/ODiYWNlaiWco1Babm5vFZ0QJfvzjHy/6wn7SeqITcWZmprBsnKJtZ2cnCQkTCPTII4+U8khURqNRqQI2gFL40jWcZjS6o46ihMROwd9ut0uWHlC21vxdUj4Jnsd5Yfvr6+vFs6yqoaK0/9rGcDhMwG/qzK2q48H5deAf29ve3k7oBDV07uhVJexVguWLFy9OpKa/Jvh0jPG9AD6n4qMvv5b71lJLLbdepgI+3el04pkzZ9DpdEr8DcDxqq9wWMewnzlzptDASsGd3zuB8qqT02smqjPJmY60ErNra+UmoGZ1Tad9p5bW6t4OeWU/NzY2CmYfze+gOERW99r0B/Bemt/gmkqBXQ7IUqeXEu0Cx5bAyspKqTAOUC4D4PdUZ6BXSVfyWvcP8N7qIKyqrs7nQAtQYdcOwVfuDTptq+jX1C/DuQKq+SA009MrnWl41El1vVq6jk8tEB6jRcZxKmeD5+soxL3f759oOdTw6VpqqaVSpsJyoM/htttuS8IyaglocgyAJEkLSIvTxBhLcFGgXMfRiVuVb9A958pryJBdVcEctuMhqk6nU+yDnU/g4OAg8UdQZmZmJpb029vbS4heVYv6fl0tJa/bqCAs+lk8wqN95nXcY6+uribJR3w2vV4vIQ3m8zt16lQxLzxGzffEJz6xmGsva6e+H4+qaD89hBpCSMLafN8WFxcTfwTvzeep/SSd/M7OThLG1kiK819SqpLHFAiomZacK7bnGcHqr/F3STNb9bwLFy5MtBymZnGYnZ1Fp9MpTEE3JTudTjFAmmiOnQdS1OTc3Fwp9JW3V1zv2HMl7+ALU0XyyQfPL5gWJ/WsPm4h+v1+0g6l1WolWwBNUVdTetKY3XlVVbyWL43WoPSKSY1Go1jQ2F9ep049T+deWFgoMV8DKJHiOOpVt18aDtXxNZvN4h3QEB/P9ZCyLvaOw+C5c3NzCYJQv/hcvDgWjo/bEpWqELaznc/PzxeUAF6xTCuyOSZFnbgMh6uCZNscg97Tkbv6Hmih5suXL2M4HNbbilpqqeWxy1RYDqyVubGxUYTFNP+BMqkmgvIBuKMoxpigzLQsvJv+vOfW1laxEvN6ruytVitxmCrqz7MH2d5gMJhYC1Qp3ZQklefolgY41oLb29uJk0u3Q847ocjAqqrcQGZuOiJPsf38m9sJWkYhhKTeo9LLORpV2/Wx8z24cuVKYfFRQypBqiMk1URnO171PMaYOJSVg4OmP8flTksVNdc9o9TzdXQe1SJwNKoiY70+RhWVvIfOm81mqZKaXre7u1uixX/44Ydry6GWWmq5Opkay+HcuXOV2WtK3e7wYtXMvvqqL8GJXpXE1ENEGnpzZxXvrYVrlF0IyDQItbtmwvE6z/hTejm2xwxILUTiGYbUTt1ut1RxSvsSY0zCf1XVpd1y0EIynrW6s7NTOMUc2DM7O1vsjWk50FK6cOFCcf5Tn5qBah988MHies86pA/n7Nmzxd5aq59xLF6bU8Pc/NsZtnZ2dhJQkWZ+OleHijtvFQSlhXGAchav803wOmWJqiKK5Xw6zZ9aqBT+rxaqh5RbrVbJebu6ulpbDrXUUsvVyVRYDmSCAlKPuxb8cGCHhrK4T6S21Zx6ajZnMNra2ir2tlyRNZnFowAKRaXF4Dn/o9EoyarUAi9e85CiVcTpFaeHe2ZmJqmSrdwW7m9R7ebeau7btSiKcxcC6f5aLSW3wCga4fEyfO12u2ibQovgUz7lU/DAAw+U2tGK2u6j0IxPj24xSW40GiV+IQWqueanpaNV0h2speSzFPZlZ2cnyfDkfJ46dapUiVznZ3d3t/A/0DJWNjJPSKtiOKMoSxXntoocWfuys7MzMfFqKhYHEsxq2qtvEzT3wNO6NW3ZCU+qEJJqCvKe/hA0HuyOJUVBethydXW1aNu3AEtLS0lWn2LgvVoXz5mbmyucY454W1hYmJgforUi1JnKsTveQL/Y7Ce/NFx0OaecB+3TwsJCsaApshXIvnR8UbUeB/vL/rE9dRB6SJnSarWKMXhOxtbWVoJv0NRvzpWmjQPZc3R8i4afPcVe6696arkSEmu6OHDsJB0MBkVfPJ9Ix+Xp3MvLyxOLMjebzQTbozU6NQejDmXWUkstVy1TYTl0Op149uzZEoGnWwAbGxtJ7UjNNFPNDaBkbjpWXsFM3p7mDXh1bUX/+Yqs13sYVnPxPVSrGshp2TmGfr+f1LJgqErDXQ4IUo3M/iofhFs9uu1yJ6VW/qb2uuuuu4o5BjIt5zUtNMzqFphSALoVomhIakiOU8Oc3E6S/o7X33bbbSVgk88PNbkS7nJenSBFywGoY1Y/U14Grzal5Mi0DtRpyfezCgTFZ8OxaD0Wt5poeW5vbye1StmX9fX1Empya2vr+vM51FJLLf+wZSosh3a7HakNvPpSlQPP8eZK+FqVQ+B1IrUm5aRqy61Wq3Dq+D5TQ28UZfZxSjald3dKc3WSuRNW4dPUGDzGfINut1t8xjmgVaEU5T4/nU6n1GcAJX4Ap7Gjk7TRaCRUaZyz4XCYzItWznJnqvqCqPXYP/VBON2bOvw8XEnLcW5uLinyU+XI5BjoFDw4OCiFs/UcvZf7I+bn50tsWUC5mru/zzxXLRyOT/NaaHU6y5SWK/CCObRqdMzqe1K4/A1hgqqlllr+YctUWA6tVisuLi6WQmHO2QCkXlmK1lN0CKsCWZyQU2HCahUAmY/DYbdqjWjyirfD83lPahINx1bxQThBLPumxWkc3KKcFE7OenR0VFgRWgKNotBm/azX6yWJXrpHdnYhBf8QtKNEr+y3+o/0OrX8PKT8SZ/0SYUFR9+GWnvsl2v5KutOIxkOe1fAmofK1bLi3/SDsE6pZg1TNBHKmbw0NFlV5IftO2hKM0b1vdJ50fP8nej3+6XkuI2NjYnU9FOxOLTb7biyslKit9JqQUD2sjm1mqaqeqyYXz5Nz5X2AJTDOk4iq6SgNLHp/Nrd3U22GvzSz87Olkg+tC+rq6tJnJyyu7tbCtsCx1+QpaWl4ovBl4WmqGbZcSz8Yl6+fLkIgXmtiCqSXC4kWoVJX1T+9gVDQ6KeCs32QwgJ4lTzPLit1FqQnDufR577d3/3d0kGq+aleOhTF2ZPc+a5S0tLJewCcPwusiqbtqMLbBVdANv1hZT30fR8J7TtdrtJQVz9vrIPfGc1POpbI51zbj8ajcaJKdv1tqKWWmqplKmwHLrdbjx//nypnoDj6POQC4CUDAUo50vo/+PxOFmR1aT0e6npqo42ve7o6KiEcNP2FhYWEoy9tu/mOsepdTLcglCTleFcdTp6mFPnxLdgCgxShy5Q5iGgA5IhQrXEPNtUq065A1StDM9VUM3u+QUa0nTnn1LjO0W8ZpY6cWtVXQeng6+q2M5nrBaAkxYPh8NSuFfHHkIogdb0HM249TyWg4ODpAaG1l31cgoKdPNtjNYLVUDWSQjJ2nKopZZaKuWa2KevpxB4o5TyAEphSM8w5LkbGxsJ1Ra1hRbKccads2fP4uLFiwCOuQk0TMc+uHWhYUB3WjabzYQ8Vp1DjvNXViqu9vSpaLjNOSXUkeaZidwrdzqdpLoU50AddlXVqTRUqvMSQiiOOSx9OBwmjmFKjDHJEFT/gPNNqN/Gw7CqoTkf7gDd398vrCavh6nzoRYR78N70HGn13mFM7UONAwOHGv7/f39hEVKHdr0l/F8tru4uFg4b/mecS4ODg4SbhCtSuZZp+rrUjapSVYnUFsOtdRSywSZCp8DmaDG43GhlTxRSLW1+xe0nJpzO2pRFGpyrqLr6+vF38qtyHtOIv7UkmJe/EWTlpSzkH3iZ9QISgbrPhXlmFB2IOB477q6upqEU2m5qHfdeStGo1HiXa+CYXv5Pa1d6WFApdf3TEqFgHMsCmH2+qdsV+uZkueCyV0xxqLvzieq5Qzdgtjd3U00ahXM2yM1Wu7PMza1fipFE6E4pxwX29XiNFW1L9kH9y8cHR1NrEyudUk9uuW1QHMi5ekNZbZarbiwsID5+fmSKQag9OV1U4kPamNjo4g3O3ux1jbwHIm9vb1kEjXMqRl3PAaUacaqKjxp3oNer3gMN5UPDg4SdKeGbictVFoTwbceCwsLlXU82EdP9VZ2Zs9f0foViib0MfAenrU6GAyKY05hNh6Pk3R1Zfd2zIo6Fj0HhKIKg6ILgOfSUNT563Ur2u12gkJUtCGfkde+1FRvn+vt7e0klV3H62hLdcryneX56kBVjAVQzungd6TT6dRkL7XUUsvVy7XWyvx+AN8FIAL4ALJamecBvA7ACoB3A/j2GONw4k2QWQ7z8/PodruF+cNVUanZXFtTVPMorpz3cSow4u8XFxeTLDtdYR3Qo9rbnZxaYp3allqCmlYpwzVEy3M8m5P9VYANRfkquEVhO+pk09x9oLxdc8o6HZ9XtlakJdt2i2V/fz9xfPL9WllZSWqV6tgd5ce+KAErfyvIiPPIOaBjWYFAXrHs8PAwCTuqw48OYVoxNOU118Hp9TnfQPn9Yruej0KJMZburzI3N5c42HV7x/nTLFWKUyNqWFy5T07aVjxuyyGEcAeA7wXwOTHGpwNoAngegFcA+MkY41MArAN40eNto5Zaarl1cq2hzBaAmRDCIYBZAJcAfBmAb80/fw2AlwP4uZNuQmfOYDAoIMrUcFX1Cl3jqYbUaslAOQ+iqi6i570rxRrP8xCahjapKdUX4Ku2aidqF+6pqV329/cTp5xSe/Ez3+teuXIlIVBVMlmnllennM+L5q44SaoCdHi+sxP1+/0EyKNzzTE4y9TOzk7y/Dgvp06dSpy+PFefLd8bD8sCKRydfdWxc57a7XZhRWi1co5FQ4k6rxoW9LlTgmD6Bajl5+fnJ1pGauF4WsDy8nICkFIIudPtKWUh3x1NV6iSx205xBgfBPATAD6ObFHYBPAuABsxRrq7LwC4o+r6EMI9IYR3hhDeWbUA1FJLLbdWHrflEEJYBvB1AJ4EYAPAbwL4qopTK50aMcZ7AdwLZKFMIFuZucJWJVJ5mTENXyroCUCJX0/BUsDxyjwYDErwZf0MSCsqq4b2kJ3W2nSeR/X4cyX3RCMtQONVlnu9XnEPLS/H+/Bv7nXJIxFCKPri0Z8YY6JlNTPRrRDOk1ojfA4KAHPrTAFIk+DFi4uLxb28lmiMsfiMIUxqPi09yGeklP0cF/1Yyq/hURh9Dh4togwGg+I8vp+8d7PZLNrms+XzUCAerRhlJ3N/gr5Tntym4U4nBlaLwN8lztNoNCr5tk7yOV7LtuIrAHwkxngZAEIIrwfwBQCWQgit3Hq4E8DFR7vR0dERNjc30ev1ElOJ5l8VY3BVqMhDN1FKuPMYF46lpaXk5aeZdebMmaQ9JZz1WoRVtSkcfadVn/wF3N3dTYqe0iGmXxAuYkoIwhdNtyhA9rKwz5xHxR/wy+N0ce12OwkDKhrSazCoM1HnHThezEajUVLjQ52/TqmnWznPR9FFzbeFSu7LttmuOrudmEUddlQwfCeYlatbAHcCj8fjIpzu4UclHNI6LOwbx8N3WAl2vHoWRbOGvZ6mflfcid/r9YrxKG6jSq4llPlxAM8IIcyG7O3/cgB/DeAtAL4xP+cFAN5wDW3UUkstt0iuNZT57wF8M4ARgPcgC2vegeNQ5nsAPD/GOJh4ExzXrVCzm6KgE2oVJ/Y4PDxMNL9e7+QkCoJy7a4oRTdZVWN57UoF1bjTSrcS7DOPUesr9buHToE0T0NJcRxQpdsgJyxRc92p92mp7OzsJJaY0t87WlOdeR6y0xwSLy2geRhKNqu/1dHn25HxeFwKEwPlrEfOA8ei6Eunyef1T3jCEwpnoVd639vbS6jq+FxijIlDUp2Q7sDU5+CgKzX7laLfx+6cEkqg7O+sOjs1RL++vj6R7OWaohUxxh8G8MN2+MMAPvda7ltLLbXcepmKrExWS1ZACf9WSLFSxgEoAYOcnUjDiK7FNOefGor7UWU1cgYitt9qtZJ2VBtO4nM4PDxMqNDVoeXFV5TC3ceuITQnyVWAlTs+Vduwz7ye3A1zc3OJBUdRZxeFfdvb20tg05pX4gA3zajkeQp+ArK5ZsiT/ha+E7Ozs0kGLGV3d7eYBw8bj8fj4jqv7HX58uWiD1X1TD0Ll2Nqt9uJA5N+Ic2NcdCdkgA7EEwp+5V2nn3SUgkASlnLPL+KsUrD2p6foVLDp2uppZZKmZrEq/n5ebTb7QR2q1x7XK2rqld7Rhv3z8ra5PBdrcPoEYbBYJCAn9R34ftf3d96WFTJU6nheL7uF6nZfOya7ejaXvvn49SwrHMsagEaCud3e3s7CUXy+k6nU7TNOeZ41SvvHBPtdrvQlrQENBTtGaKa0MbzPDK0sbFR0s56joZVHZ5cFW3iWPb29hJ4uEYRqghidZ50XGppUjzZTa0wf8ZqOTj7VqPRSPrAuT99+nTi71I/iGawTj3BbLfbjbfffju2traSdGVOrNbD9ElR9mIn1Nzf359YL2FmZqbEKA2UQ6CedqymmTu5KP1+P3kwGtZTZByA0ovoTiTdXnh9UDrLlETE0ZpVlaSUDMUZrdWh5SE+Ha+HhBXL4NmjHG+r1SrGQPNXyVP5Jed2Qhc8r83Jc0MICSmQIgEZWmToTqnd3KFMTMLp06eL83m9kspyfFxovB6nzgc/29zcTJziul32d0+dwP7OKwGQf/GV0sC3GrqtVEfrww8/XGdl1lJLLVcnU2E5NJvN2O/3S7TunuugmZhVITF+7hbHcDhMQks0a/X+Tv2u9Rk890DLmFeFSal1Kbxudna2aMerdvX7/YS2TYFHvo3RStpOX06ZmZlJtiH8raauz8vOzk4xZ+yvOuJ8a6T9ddCNbpG4bfJQb7/fTxCOygvhSEANZft2Ui0QnufWwdLSUgJUouj21dGeSlbsXB+K0vX50arXDuRSfgV/hw8PDxMnpTufgZScV3MmaDmog5dztra2xirfteVQSy21PHaZilAmszJV83j24XA4TKjAlE7La1AqS45WbNbrVBR2y3apHVwzK8xbacuBbPV3Wn0FZrnzUC0OBwep04z9czBNs9lMGJnU8eqVtdRh6IVnKP1+vwj/8TNed/bs2aSOpoKifFy6D3aQEO+9traWODk1r8XzIDTE7GFjzS+hdeBZvM1ms/D5+H5fIdnnz58HcKx11Sp0iwUoO57ZDpBpe45LIc5s161lZeRyS1h9D26h8r3b3d1NHK5qlbJfCwsLJfCdS2051FJLLZUyFT4H1srUEKFrntFoVFldGyjvE91brplnXmtRr+O9qOXPnj1brPIOFNFkICcoPTg4KPZ59GizT1Wl3VTbUJt5lmS/30+gtWQ8Go1GSfRG98pqXel8djqdxD+gbTj4hqJQdYoWC/J6mMqr6HwYml1bFfrk9dTqjExo2NijRcoc5oxcTrOvfdDwIbU8x8Xncfbs2cKicm4JLS3g0R+F6TsFfxVRrCakUWi1qkWssHUdpwIGNXsXyABhypd6UrRiahaHhYWFEnGrf9lbrVYJvQiU494erlQuf0f7KXErMfbuFFKno7Nedzqdom1ONM3ZmZmZou9uumrs3Z1d3W43qZ6lD9/JcWlS3nbbbQWy0c11rc3Je+u2iWN2Z5lm9Tl5i9be8C+0hh19UdKisJ7qfebMmWIh5fPQdGetHQmUnalO5KILsRadBcpfZHfwas0OJw3mXJ85cyYJtWpWaFX6N8/x566oSF/gtE4s31Ue87qt2p5uQfz7oyFe/Xt7e7uueFVLLbVcnUyFQ5JVlNQBw9Ve6xxWka4A5XAeNRZN+4ODg4TwQpFvbuqqE8m3L5oxSK3gpKCq1dxs1/CotzcajQqt7ph5dVp5zczt7e2iL7RUdDvjForXQQBSU1e3B7R6nNxE+6LhUa+Pods8RxxyrlZXV5OKUHof9q+Kbr2q1iXnzjkNOPfKk8B702LR5+nv0vb2dhLyZhvD4bA4z8sraNtePmBubi6pb6I1LrQuBvsOlEFQDvZqt9sJOpT3VJSnZthWSW051FJLLZUyFZYDkK1oIYRCe1JDaX6D79eoKRcXF5NKypSdnZ2k0pXuh73IjFbU5v3dGdhqtRLHompWtscxKFCKVkRVcRvPtyCgR+G+DpCKMZYcX+w7P3O6MF53cHBQ3N9DoJrz736FKgoy3a9T87IPmi3pdPyUpaWl4pjSvFF8302ZnZ0trnMmqb29vcRa4n0uXbqUlBSgVdPv9wvtzPbYhuYluCVwcHBQPO8q0Jxqbu2T0ra5w10zRqucql49nqIkx+5X0sJKauVWSW051FJLLZUyNZYDV2Luxbh66x7SSTpVyyszEpASqqoo25Pv5ahJdK/rkFflifRiMwsLCwnbjwJRPJymiWYO0tLsPodWqzb1Ks30qM/MzCQEpSoO2tHK086CpBrPtZ9aJZ4hqCXsvBao+oXOnTtXGrsyXvl1FAVIuUWlkSEl6gWA22+/PcmcVfYlEtkqlJ5j8YgZRetTuhWr1h37olYprSuPhOi75BXmGWkA0mRDpbRXPkqgbFWEEE70OUxFKJM0cWq2VYWalAJMRWPa/iI0Go1iAqqosyaVjNdwJedItzjuHK36zMei4VGv0FXVnoZxeUxRcGyDLwDbVZPZMQVKTjMJkalz4aG+4XCYZLeyvYWFhcrUd96zKiTMeXHCVg3vaa0NvX52drZUrl4/0y8dFz2lrGO4l182zXZ1AhhFmTo1ni6snreieAWnHNSwLMfOY/ytSEcvFL20tFQ4IP27cnR0VMog1n4uLy+XMC+XL1+uszJrqaWWq5OpshyUbNOzFzUXgCuf4tupJXyFnp+fL1WOAsr0a0rSARxrZnVoeR0K7QNFszTZjjs0x+NxJYEIP3POBWr9CxeUD0feAAAcQElEQVQulGjqgWONcObMmYQMRWnAtKo2jwHl0CL7x7HPzc0lWkmRoErvBpQdtV6ZS6tVOTGOPkcHHFVliHquSrvdLuaKlsOlS5eKcbrDTZ2CtHY8B6HX65Wo2IBqJ67n1BwdHSX9VAvXczj47m5sbBRjZf90S+WkyFU1JzyMe3R0lFQ48+xhjuskspfacqillloqZSockiEENJtNbG1tJZlpqmHVAQkcr6KdTqfYexJDTu2kdG++f9PQm1aKBrKV2fPr9RwHl/C6+fn5pNIStZpCwJ1OTStpe8bfwsJCsvIrVb1nempmq+eqKAiKx7z6uALHnDBWw80e7lQGIopaQRry1N9AylSltG8O1+b/Dz30UPFMPLSs4UNaM5TV1dXS89KxrK6uJiFQhWS7lcbnopwNTo48HA4TP5nWG53ELaHXeehUeUrU8cl21TrWc4bDYYkFqwZB1VJLLVctU+FzIMEskIbAqKW0mjRFQzdOEa/WgmYN6m/lO/AwKZCyUanH2FdcrSDNPTH7y/bPnj2bRFN0fF6aT8O4Hs7Tfrt3XP02POZ7VtUamvzFvrh2V15Kh0arT8ap2/n/zs5OArbS7ErfN2vtU1p3XitVi744p+fh4WHRP86nZvo6Fyef1dHRUVJ3VfkyPIFNOT/8Or4Hu7u7iXVHn4drcqAMreb9nd+k2WxOhHJrkptXSd/f3y/5JjY2NiYmXk3F4tBut+PKygparVaScakmrGfC6aS4yaqZmI5YU/OdDiYnhV1ZWcGFCxcAHOPuKfpgPCtwdna2eNj6kIGy01Ep4NgXr1iloTGO9cEHHwRQJq7hVor35nZGcQDuXNWqVpoFyL5x4fDCvZo56zVI2+12khPjzkv2GSinkfvCpriOSTk1+qL7l25zc7N4lo5haTabSWhYnbOews6+LC4uFuNxlKgqKM8FUQSjL1SK4HUMRKvVSlCa6iT1Mei2kn8r5Rznl+2FEGqHZC211HL18qiWQwjhVQCeA+CRGOPT82MrAH4dwF0APgrgm2KM63lB3Z8G8NUA9gC8MMb47kfrRKPRiL1er7L6sYZyPIOS53Q6nQTwopmUTj9PTXTu3LmCvMOdXoPBIMH0c/WdnZ1NSD01/OUAG0VWuhWjNTOpHWgVUJMcHh4meH+tH0ltWcUV4Q4tp/DXz3S7MImQVitvOb/CeDxOnLBKWONjV+ev5wLolsfJU7QPzoWgWb1KNQeU6fAcsajbRL8n30nNoPQKZFrN3ZGxitb0PI8rV66Uthh6jlrLWt+VffH+6vaL9/Dvg1Y0393dpUP7cVsOrwbwbDv2UgBvjjE+BcCb8/8B4KsAPCX/uQfAzz2G+9dSSy1TKI/J5xBCuAvAm8RyuB/As2KMl0II5wHcF2N8agjhF/K/f83PO+n+7XY7Li0tIcaYwEQ1F8FXaw23MZTpBWE09Ka5A0C2QvNYVfGWSTTrg8EgYZyqKrDj4CstasNcAloLShPn+9nxeJxofA3neT1M3mdnZyeBOuve0yn1dI9NbaZVzvm/W3DKgTAJdDM3N5fUyqSmHQ6HBbORg7U081IrnPF/rWAOHIdjG41GwsikgDcHHCnYzvMmFJ6sDl29LoSQWLR8JwaDQSkcyjHzOidHVguL0GqOXR2+nHcHyA0Gg+K9pr9MfXD6Pdjf38fR0dF19Tmc5Rc+/31bfvwOAJ+Q8y7kxxIJIdwTQnhnCOGdHgOupZZabr1cbxBU1QpUaZrEGO8FcC+QlcObnZ39/9u7lhbZsrS6Tsb7le97oa7dPgZOtHHkwGFDTxyoICh0I1ioIEKDU2kctJPGgVNxUKA4kYYeaSNI0z9AkZrqQHBiVTV5b2ZlZGZExuNEZG4HkevkOmvvyLx1q7SCZn+TmzfixDn77LPP3t/+vvWtVUuFcfblSnd0dFTNqCoXBmxmUe4nldMP2MyYDofVSLinq5SjQOMParoCcVUj4et8Pt/q/SgLj8KKaR7j4LkPDw+3UpTv7+/XSFyBx1VePTFnBtJiLnpdvIfxeBxF6lVIiPfl6cdmsxlxWWg/8Xr0nuhB9Hq9iJCW1z87O6uu58Srt7e3VWyD98zsk7Io0TTt6KlrjSVso60viiIqjlOvwvkc9Pm796nm5L+avfBKTyU99mpcpc3nd3xGKhakEPptaurAu08Or4uieE+2FW8ePv8YwFfluK8A+MlzJ9MtgyPPUm5bSk7ec74kXdVgpeZ3+Tuv11DiWMdMKGUaXygnL9V6DT5sPtDhcFi5gF4nUJZlJCKrKD62U7H8PNbrQzRw6vqZGtDU6kbt106nE00OqrzEvuLv6Mrf399HQTW6vsfHxxHKT++T33Gy5gSi4so0ZYX2bQyfi1YmOoUggIhhWin5fFuoQT2ORycm1rY4wjWlsanIUU+Lq3qXYiW0zxSRyXvnxKgVoq6hoqzVGlhP2btuK34I4P2Hv98H8E/y+e8XG/s1ANfPxRuyZcu2m/Y2qczvA/g6gFMArwF8F8A/AvgBgJ8F8D8AfjeEcPmQyvxrbLIbMwB/EEL48LlGNBqN0O12a9V5Tn21t7dXrSAOlGo0GlFQTas0vVJTqxCduERdWKdfUy/Gtw5Ki+ZAGU0jsc2eXu33+5GrqlwT7sWk9CccfamAF7qPitRzb4KrzGQyifQqNJDmHpymDz2oph6hc2ekCGgcCHZ3d1et0hrAZJucx0OJebZ5hUoV715JURRVn7EyVT0zB5V5cA+IeTzKsoy4GnjsdDqtba/0d6vVKvIYn1rpvcZC/1YeEW5XuZ3bhpB8dlsRQvjWlq++kTg2APj2c+fMli3b7ttOwKcbjUYYDoe1FZIBFQ1Mev2EAqQ4g7vuo3ognKG1Us3vX1cbT1dy9e12u1Gtvwb6lMpLvyvLssbfANRXShU64T0Dmxmeq4IqU/NeUsAmXm+bZmKv16vO5TDqVNCR1zg+Po7SgFzZx+NxxKJE29vbi6DK9E4mk0mkJs3nub+/H9HP01J1M7pCptLaPI8/t5QIklPzqfoWYxuaTt+mlq3Vp06/t1gsIgkEr4PRz9heV64CHp+/ihLRVK+Vz3s4HOKjjz7CYrHI8Ols2bK9ve2E58CqzEajEQFJuBKl9ta633fIq8KFHXKaql5LiaM4aa1G8B0CzFl7sVhEfAeqQu1FOQo95j1zVdFUrccaFE7L6zBazXNeX19XgidMs2nNv3MzKnmqV51q/2pqVq+nXJ7sH1Umdw4LZTzycyuQyMV+dE9OD5PPWKs0PQ2oMHMHP2mqbxvLFxB7KDxWU7U0PY9qfwL1MewANR0bPi6VH9Qh8Tz3aDSK4nI01Wtdr9e4uLjYWni1M2QvlBTf1vmKWPSXVn+nRJrA5iFoOS5QJ0zxB6K5dA/wadWd/04rRt3NTwVAaZoCddJSLV93F1WJWjwFxklQt1scXJr/9roLDX75fWkgjW32+gkdzF4jsbe3Fwn+qoLVtgmn3W5X52K/qmIWJx9HuGo9g5O9nJ+fV+PDsQzr9bo63mtxer1e1RYPUne73WqcsXJWn7+Xhmsa3kvLdYLkPTD1qpotTCE7MbCSxDjm4v7+/klsg1reVmTLli1pO+E5UNJeg2QenFE0l2sU9Pv9atYl4EiRZDRP6+zt7UUqTJyZB4NBxP+gYCpe2z2B4XCYJOYANq69087TlJbOA6Cj0ShCRiqiz3kuVLnK6xlSNHhO2a9ek1PkNZvNiCBHvTtfxbituby8jBCLGsR1b4LXHw6HVTtZP6FBZiWTYRt4T/78lHQ4pa3Jc7Ndrm2hrrwjeZV3whGPo9HoyWA6P1MVcD1G70FreZziX5/Lti3Her2uAsgapExZ9hyyZcuWtJ0JSB4cHNQCdh5MUkEYDyJqStL1GxXU4qSiqiTl4Kl2u12LB/Az/qsrG1Cn43LCVtrBwUFUU6GUbhp81e9CCFF9gQKB2B/0EtT78f5UHgmndHvKlDLeuRd4v+12O1ptNQDnv1OAlgfOlEJOVacBVBWcnU6noqJ3PdSiKGo1JkA9lsN4CU0h0+xPjwE1m83qnK7Xqvt8B1+pZ6TCM2yLg5fYT5PJJKqf0P51sJxS+dE0/c5j2LfU6fyiqzKzZcv2U2474Tk0Go0wGAzQarWiVCat0+lEK7LOuA54UQisFxZpWtBr6TUL4bwKej3fp2tGwoFHqWIup9kvyzKa+bnP1D2y63bO5/NqD+ncEkBMj6/sWVz1vGhtvV5H3BdckcfjcbVycxVTLk/3DrSvnd1LeUIdcKbt9OIv7Qunc+d3KUkChdg7TD9Vecl/lerfMzRKLMzPeAzHqWpeetGg8jnQK1EgmWdxFPKuHqLe53Q6jcoJ1JvQzz4XfPr/w5j+63Q6EbmqBvVcZJUDttVqRXqWqqHIzuBD4wszHA4jmjfNpSs9GPD4sr58+bIaVJ4K0xShk4leX19HIrKsPtzf349Qe0xfjcfjaDLiMcpMrcFGYDPR+TbEXxjtY93OuIKY5tk9lamD0oOOWtHqClSaevV+dHITtkv/7XQ6Vf85mYpuUR3LADz2v4vzaoDXdUJ1vHi9znw+r20H9B50suWErMFLr+vhi6w1PJ7i1RSoM2kPBoNq4nbE8Xw+f7J8XC1vK7Jly5a0ndlWDIfDmiK2k6JoqsgpwLvdbkS/pasUZ02mN2lKtumew2AwiNx0DRg5ik5rEXwV48qsx2nKje32LQ7dxclkErmJWg/h1ZxaReiK32zLxcVFpA6mwKVtbqkiHX3V1ZWZxn49OTmJtBsU5KWU8tpPb968qdpJL4HpUdWEdDWzEELVR3zu2l4nDNJnxLbQQ+K27fXr19EWRYOl9BTZBo475Q3x62lK0msqZrNZVA+koDRXMtetio8FrVrl+fl3Dkhmy5btM9nOeA79fr/GaeAgjtlsFu2XUypV/B1Xnv39/YiyTGGmrr/Ic3/66afVnj8FsVWgkVqr1Yo8HGVj8nvQvajW2bN9QH2fr7BbYJPW84AWr69grZSuomtB0rrdbuQF6IrFlYcQZO7JQwiRirjGSnx1pymwyuMuyi/qq7WCrpxaT+n3nAFMU7fuFSoQz8Vt2u12BH7TOh2OR3o2eh1ngFIPl6u6Qv55fVcJU0kClV/QY1SRzeMSvV6vBn6aTqfZc8iWLdtns53IVrDwSslZvdqu2WxGUFCNBvuMzBl9Op1Gqy2t1WpFkVv+e3JyErE8KZDF4wMK1uLq9d5771X3x/N4SlKh0p6m1Mg/+8N5Ga6uriIOBeVv5CrmVX3aF5pNATZ97irimnVw0R5N+Xr6VwFaLuiiq756esBjtml/f7/6m6YeGdvJNimYzfkXGbu4ubmp+oPX0+yTMmIBj8/x9vY24s/kMb1er6qKdRYsjUfwM9XT5O8cqr5eryN+SfV02f/OQLVcLqtzsV8UpOfHb7Od2FY0m80wHA5rD9T1EZfLZeR28Zjj4+MooJiSeXfKrXa7HaXXNLfNl5yDSl1fpyXTdsp9Aahj7T1Nxm3J+fl5NUg4ABRrz0lS01y8npOo0KXXsnPN//O6TmSrKVCv1+Bgvri4iIhUFTPAScwJVRVXwX7VazjhjN4T2+AEOyGEKE2tKEUXZeZ5bm5uqhfDX5Dr6+vq/theDYrrC699oJWlXlav2qqeqr26uto6cczn8+ocroamRDB8xqotwuvwnPqsef77+/uslZktW7bPbjvhObTb7fDixQvc3NxERCBaE6/04UAdSej1+Zxhz87OIj4HRe05+aimlXR21++Ojo4ijgF1w7kaeS29cjY4ZbwiMp8iyeVnSo2/jZMiRRemICEnzVHQkJOTaNs8IKlkMXxG3E4QJagBQq8hUJp1B3mpXmSqfzRAB8TaH0DsrquyNU1Xdqd11/Qq+5hBblUX88CuIl79Gelz4T3Qc+T19HfqTfB+fSusXqkDwFSzVIOVD9Wy2XPIli3b29tOBCTX6zUuLy9rqtA0JWvlzM+VUfddXgugTEK+B1QQiMN0NQjoZKA0Qr15DuAxMDUajSLVZF1RvDJUf++05RoE9HiJVo86pwT/f3BwUNPiBOqU7x4gTNVmeGDrqepKDSzyd1wNJ5NJlPpMcRo4THy1WkXpSlXqUk1NoF7v4cAjWqvVis7FNiktHZ+pUt55TIRjREl5HUSlHmpKa5Pfucpbp9OJeCeU/NbT4nqMUxRq2lNrR57aOWTPIVu2bEnbiZgDRW36/f7WfXdZltEenrZer5OrA1CPHfjqpJV7XN31PJ72U3CTA3r0Gq4irXs8r+vXqjuPMKspASrwuFqMRqNqxfFMhnJP+n3e399XfZtStuYK5anXu7u7iD2JnpUS4TLWwPYqvT7361qY5lqlCkYjfJnwaZ5zMBhUsRembFOcnP6sVATJuUe1rz0Frqlo9p3CytmPPiYGg0FUUEgPR7MlWqXK/nTZxBSzGc+h3znBL5+ZyxVMp9OtVZk7MTm0Wq1wfHyMsiy3DmYNTKXo25xBWR8sO5gvneoLbKvYXK/XEbaALrJiC3zLotRs3KqoLoFPDrTZbBal1XTCcVZmpS5z9SZFPnoKTfUwPfDGF3o4HFZ95ds8dXX9RfZ7BepbFkcv8jwvXryoBr/XWGj60LddBwcHVbDY2bmB7SQoSqzjJfcaHPWU8mq1qn7HPtOaGk9r64TOc7G9OtmqFqe2qSzLrVWud3d3UZ2Go4tTNp/Pa1opD+MnBySzZcv29vY2Wpl/B+A3ALwJIXzt4bO/AvCbAEoA/42NJubVw3ffAfBHAO4A/GkI4UfPNYI0cRogUbAOsJm1UzX7QL1G3VOFzWYzoubSe3Y9S926ODpQ6xR0BmcbgDqtmVPTz+fziHeCq9LLly9raDs9t26NvCajKIqIKFYBUq6UpHUQ3p9c5TXoyHNz1T88PIzcbU0x+2rGPtO2sH2qgenISq+14LWBRwX1brdb45IAHgOnr1+/rm13gPqz5u/oLb169arqX25VHJW4XC5r9HVA/fn7GFRtE9fWVISsI385lk5OTqrv3DNmfwOP44vPaDgcRnUoHFvD4bA6bjQaPUn28jaew99jI4yr9mMAXwsh/AqA/wLwHQAoiuKXAHwTwC8//OZviqJI66Nly5Ztp+2tYg5FUfw8gH+m52Df/TaA3wkh/N6D14AQwl8+fPcjAH8RQvjXp85PPgfdu3qgqNlsRipYOjtuo25vtVrVbOuqT/RWAET79vV6HQWWlIWHs7WmTIF6VZ+rdO/t7UW0XwrxdcJWZfHhyuHEqJeXl1GsQT0dX6loRVFUbeAqqGkzZzXSFd3bqbwCXjOSgnl75azWMzgZ7HK5jMh1lQ+CHpHTrGsVqKd6U1qZ6vEoXFrbFEKIVMA1JerpUf7/9PS0iqH4+6btdA6Gi4uL6JkqZZ7rmOpY9PIDrbJVyYPr6+vP5Tk8Z38I4F8e/v4ZAB/Jdx8/fBZZURR/XBTFh0VRfLgLQdFs2bLV7XOBoIqi+HMAawD/wI8ShyXf/BDCBwA+ADYxh2azidlsVqtWA+qkor4q6Z5coc3A44qn3AsOmdW0DmdfJTZ1PUwtpPHMAttydnYWVXMqPbjHHGgaZXdwy3g8jkA3Cm5h2z1Vu1gsogI0rf13L4S/H41GODs7q32nKVB6P14wpHBm7uEZH3j16lV1Ts200LxASOMgPJ6RfhU8cjEiTe/xuXmcQAu93IPQlLmnH0ejUZQy13bzb89yzWazKLvF7xaLRY02HqhnfFLxC6DOAKbj0q/noKvLy8vouW+zd54ciqJ4H5tA5TfC49L/MYCvymFfAfCTtzxfTQCUpiK4GtwC6qk+Dv7z83MAdRyBK1bRVA/CkWjKCuwvWFmWkQupKTun7VJ2YA+0KZ7DA2i0brcbBfo0EMe/nXhX6cI4cHXicdwAr6EUcnwh+VxOT09r2pHA44RVlmXFTM0tnFZnusCwphMVoQg8PttGo1E9P0+vavDXXXMg1jehabDZafSUKdoJfXT7yv7gvZ+cnETl32yvBnE5mWl7HcugC5YTuWha1vtTkb+e/tUAPxdATWen7J22FUVR/DqAPwPwWyEEpQz6IYBvFkXRKYriFwD8IoB/f5drZMuW7cu1Zz2Hoii+D+DrAE6LovgYwHexyU50APz4YWb7txDCn4QQ/qMoih8A+E9sthvfDiHcpc/8aNQ06HQ6kUuuaahtFGKqeOWr4Gq1igJa/O7m5marypS6jx501JWIf3PW11STBxb7/X7kGnMWL8syCh5pX/jKzwCXohK9gpJ9A8Qua6/Xq9xLV4Ber9eRErMSpbgug4LTfIvD3y0WiwgZqUHgbSQxSgDk3BKz2awWeNb7HAwGEfJTqeY9+MdjlULf07gKyOJ33MbqlpF9p3UlTjnHYw4PD6NqYwXWcZy4LqlWx/q9KHI0VXejW7anFLefnRxCCN9KfPy3Txz/PQDfe+682bJl223bCfh0o9EIvV4Pd3d3EWZdgSEOrEnt2zwA02q1Itiu7hs9UKRpUu7dXWFL922+r9X9nlOHd7vdqH5CvR/fJ/Lcq9UqqlakpeogNFaiwCY9Z6fTqT7T6kiex4NcqVWXKziPvbq6ioBDqirtCtNs23g8jpTOtBLW26cxCMYD+Bn/PT09re7P+SB0tfa9/Gq1qsaXQ6RVScpJgOfzeRRoTVX1uhRCo9GI4gJaE+LjhP07n88jVijV+KTn4CrkGghvNBqYTCb/p6nMbNmy/RTaTngOe3t7wWMFjHprQQ49APld9a+vdFr3zhnV9+TKvuQwauWC9HMvl8uqnYT06u+3FS0pJ4WntI6OjiKtROV0dMYqXkOrOT1uouI0fp/K9qSFaEC9UlBVwPk7r5jlObUwyaPsKhpDU7CWg9F0pVRafG2nalc6RLosy2rVdOVv5c5gDEjJYfV+tD/0XfGVvN1ub824rFaryqPheFEOB4e4c5wXRRHxMWiMhd6H85eqJIHHW2azWc0LXS6XuL+/312tTOARfeaDX7HrHpxRV9BfAlpRFFHakJPFzc1N9be7dP1+v/qdV+npuVwDUdOQPEarOTmYVJMC2Ax0J3nR1KnXaeg2xgOtNNUQZZ+9fPmyup6n6lLbCraBg1qJRGiq6+HoR3/ZgfgZTafTWjCNnwGbF9NJc5SizenatO9cnUq3PB7A1BfGa2oU8eoEsfwdJ8/UOQeDQbTtcfJbIB7zh4eH1Wc+hvW507Qa0xHGOpnxWbpYtVveVmTLli1pO7GtYFWmYtfpWnEl0YpNriq64nF2p5up6SfOqFzBP/nkEwB13QqvAm02m1E1Jlf2siyrdtGlU94EpwrX1JQjQNU153W84q8sy+reqaFAV/n+/j4iNtVzphSdeC9eBahUeVx1/TkoAYlvGebzeRT01YpYX/0Udal/A/WV3IlsU2NWuRporg9KgFy/34/qJ7ia3tzcRClMDW771lQBea6ZonUYXr+iqFkn1eVWR9OqKa0Wmm+7dCz5du729rZWP5QVr7Jly/aZbSc8h6IozgHcArj4stvyYKfIbUlZbktsu9IO4N3a8nMhhBepL3ZicgCAh+rMX/2y2wHktmyz3JbdbQfwxbclbyuyZcuWtDw5ZMuWLWm7NDl88GU3QCy3JW25LbHtSjuAL7gtOxNzyJYt227ZLnkO2bJl2yHLk0O2bNmSlieHbNmyJS1PDtmyZUtanhyyZcuWtP8F44tGP4FZ36cAAAAASUVORK5CYII=\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm_calc.calculate_DDM_matrix()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Digging into the DDM xarray.Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the dataset created after running `calculate_DDM_matrix`. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "    framelag          (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n",
+       "  * q_y               (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q_x               (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q                 (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * y                 (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "  * x                 (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    first_image       (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n",
+       "    avg_image_ft      (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n",
+       "    num_pairs_per_dt  (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n",
+       "    B                 float64 211.2\n",
+       "    B_std             float64 1.491\n",
+       "    Amplitude         (q) float64 -211.2 2.585e+05 1.024e+04 ... -1.699 -0.52\n",
+       "    ISF               (lagtime, q) float64 0.0 0.9997 0.9892 ... -4.952 -19.73\n",
+       "Attributes: (12/24)\n",
+       "    units:                   Intensity\n",
+       "    lagtime:                 sec\n",
+       "    q:                       μm$^{-1}$\n",
+       "    x:                       pixels\n",
+       "    y:                       pixels\n",
+       "    info:                    ddm_matrix is the averages of FFT difference ima...\n",
+       "    ...                      ...\n",
+       "    split_into_4_rois:       no\n",
+       "    use_windowing_function:  no\n",
+       "    binning:                 no\n",
+       "    bin_size:                2\n",
+       "    central_angle:           no\n",
+       "    angle_range:             no
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n", + " framelag (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n", + " * q_y (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q_x (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n", + " * y (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + " * x (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n", + " ddm_matrix (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n", + " first_image (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n", + " avg_image_ft (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n", + " num_pairs_per_dt (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n", + " B float64 211.2\n", + " B_std float64 1.491\n", + " Amplitude (q) float64 -211.2 2.585e+05 1.024e+04 ... -1.699 -0.52\n", + " ISF (lagtime, q) float64 0.0 0.9997 0.9892 ... -4.952 -19.73\n", + "Attributes: (12/24)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference ima...\n", + " ... ...\n", + " split_into_4_rois: no\n", + " use_windowing_function: no\n", + " binning: no\n", + " bin_size: 2\n", + " central_angle: no\n", + " angle_range: no" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(ddm_calc.ddm_dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Notice the data variables: \n", + " Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n", + " ddm_matrix (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n", + " first_image (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n", + " avg_image_ft (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n", + " num_pairs_per_dt (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n", + " B float64 211.2\n", + " B_std float64 1.491\n", + " Amplitude (q) float64 -211.2 2.585e+05 1.024e+04 ... -1.699 -0.52\n", + " ISF (lagtime, q) float64 0.0 0.9997 0.9892 ... -4.952 -19.73\n" + ] + } + ], + "source": [ + "print(\"Notice the data variables: \\n\", ddm_calc.ddm_dataset.data_vars)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Within this `ddm_datset`, we have the DDM matrix $D(q_x, q_y, \\Delta t)$ stored as `ddm_matrix_full`. We can take a look at a slice of this matrix with the `matshow` function in `matplotlib`. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'DDM matrix for lag time of 0.288 s')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###############################################################\n", + "# Displaying a slice of the full three-dimensional DDM matrix #\n", + "###############################################################\n", + "\n", + "lagtime_for_ddmmatrix = 10\n", + "fig,ax = plt.subplots()\n", + "plt.matshow(ddm_calc.ddm_dataset.ddm_matrix_full[lagtime_for_ddmmatrix], fignum=0, cmap='gray')\n", + "\n", + "#Setting up the ticks and tick labels so that they match q_x and q_y\n", + "ticks = np.linspace(0,ddm_calc.ddm_dataset.ddm_matrix_full.shape[1]-1,7,dtype=int)\n", + "ticklabelsx = [\"{:4.2f}\".format(i) for i in ddm_calc.ddm_dataset.q_x[ticks].values]\n", + "ticklabelsy = [\"{:4.2f}\".format(i) for i in ddm_calc.ddm_dataset.q_y[ticks].values]\n", + "ax.set_xticks(ticks)\n", + "ax.set_xticklabels(ticklabelsx)\n", + "ax.set_yticks(ticks)\n", + "ax.set_yticklabels(ticklabelsy)\n", + "\n", + "plt.title(\"DDM matrix for lag time of %.3f s\" % ddm_calc.ddm_dataset.lagtime[10])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The slice of the DDM matrix above looks pretty radially symmetric. This is expected as we are analyzing a video of silica particles diffusing randomly with no preferred direction. Because of this symmetry, we can radially average the DDM matrix to go from $D(q_x, q_y, \\Delta t)$ to $D(q, \\Delta t)$ where $q = \\sqrt{q_x^2 + q_y^2}$. \n", + "\n", + "Let's plot a slice of this radially averaged DDM matrix $D(q, \\Delta t)$ (which is stored as the variable `ddm_matrix` in the `ddm_dataset`)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "######################################################################\n", + "# Plotting the radially averaged DDM matrix for a particular q-value #\n", + "######################################################################\n", + "\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix[:,q_index], 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Different data selecting methods" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since we are slicing this [xarray dataset](https://xarray.pydata.org/en/stable/generated/xarray.Dataset.html), let's use the opportunity to go over different ways of selecting data stored in a dataset. See the [xarray user guide](https://xarray.pydata.org/en/stable/user-guide/indexing.html) for more info. \n", + "\n", + "1. We can use the `isel` function (see [xarray.DataArray.isel](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.isel.html)). \n", + "```python\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.isel(q=q_index), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for q = %.3f \" % ddm_calc.ddm_dataset.q[q_index])\n", + "```\n", + "\n", + "\n", + "2. We can select the desired *q* not based on its **index** but on its actual **value** with `sel` (see [xarray.DataArray.sel](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.sel.html). Note that here we have to use `method = 'nearest'` since we do not have a *q* value of exactly 3 $\\mu$m$^{-1}$.\n", + "```python\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.sel(q=3, method='nearest'), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for q = %.3f \" % ddm_calc.ddm_dataset.q[q_index])\n", + "```\n", + "\n", + "\n", + "3. Lastly, we can create this plot (using whichever slicing method) with xarray's plotting function (which just wraps `matplotlib.pyplot`). For more, see [xarray.DataArray.plot](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.plot.html).\n", + "```python\n", + "q_index = 15\n", + "ddm_calc.ddm_dataset.ddm_matrix.isel(q=q_index).plot(xscale='log', marker='o', ls='none')\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Determing the A and B parameters to get the ISF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now look at the `avg_image_ft` data variable. This is a radially averaged average of all the Fourier transforms of the images (i.e., the radially average of $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$). This function should equal $ (1/2) \\times \\left[ A(q) + B(q) \\right] $. \n", + "\n", + "If we make the assumption that at the highest wavevectors (large $q$) the amplitude, $A(q)$, goes to zero, then we can estimate the background, $B$. If we also assume that the background is a constant that's independent of $q$, then we can determine $A(q)$. \n", + "\n", + "Plotted below is this `avg_image_ft` along with a horizontal line which can be used to estimate **half** the background. This estimate is taken from the last 10% of the wavevectors. The background can be saved to the `B` data variable. And then we can determine the amplitude which is saved as the `Amplitude` variable.\n", + "\n", + "
\n", + " Note: What is described above is the default method for getting the background. Other methods can be selected with the optional parameter 'background_method' passed to the method 'calculate_DDM_matrix'.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "############################################################################################\n", + "# Plotting the average squared Fourier-transformed image as a function of the wavevector q #\n", + "############################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogy(ddm_calc.ddm_dataset.q[1:], ddm_calc.ddm_dataset.avg_image_ft[1:], 'ro')\n", + "plt.xlabel(\"Wavevector, q ($\\mu$m$^{-1}$)\")\n", + "plt.ylabel(r\"$\\left< | \\tilde{I}(q, t) |^2 \\right>_t$\", fontsize=14)\n", + "plt.title(\"Default method to estimate the background and find the amplitude\")\n", + "\n", + "number_of_hi_qs = int(0.1*len(ddm_calc.ddm_dataset.q)) #getting highest 10% of q's\n", + "plt.axhline(y = ddm_calc.ddm_dataset.avg_image_ft[-1*number_of_hi_qs:].mean())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The other methods for getting the background (and from the background then estimating the amplitude) are:\n", + "* `background_method` = 1: $B$ will be the minimum of the DDM matrix\n", + "* `background_method` = 2: $B$ will be the average (over all lag times) of the DDM matrix at the largest wavevector $q$\n", + "* `background_method` = 3: $B$ = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we know $A(q)$ and $B$, then we can find the intermediate scattering function, $f(q, \\Delta t)$, by assuming that the DDM matrix is equal to $D (q, \\Delta t) = A(q) \\times \\left[ 1 - f(q, \\Delta t) \\right] + B$. \n", + "\n", + "The ISF is stored as the data variable `ISF` in the `ddm_dataset`. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#############################################################################################################\n", + "# Plotting the intermediate scattering function (ISF) for a particular value of q as a function of lag time #\n", + "#############################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ISF.sel(q=1.5, method='nearest'), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"ISF\")\n", + "plt.title(\"ISF for q = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q.sel(q=1.5, method='nearest'));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Checking the background estimate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We expect the ISF to go from 1 to 0. We may not see exactly this behavior in the ISF for all wavevectors. At larger wavevectors, the dynamics might be fast and we might not be taking images fast enough to see the early decay of the ISF. Conversely, at lower wavevectors, the dynamics might be slow and we may not be able to calculate the ISF for large enough lag times to see it decay all the way to zero. Additionally, for non-ergodic dynamics, the ISF may **not** decay to zero but to some value sometimes referred to as the non-ergodicity parameter. \n", + "\n", + "But another reason that the ISF may not go from 1 to 0 is that we did a poor job in estimating the background, $B$. Using the default method (`background_method = 0`), we try to estimate $B$ by looking at the average Fourier transforms of all the images, radially averaging that, and assuming that the amplitude goes to zero at large wavevectors. But another way to estimate $B$ is to look at the DDM matrix at large wavevectors, as is plotted below. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###################################################################################################\n", + "# Plotting the radially averaged DDM matrix for the greatest value of q as a function of lag time #\n", + "###################################################################################################\n", + "\n", + "q_index = -1 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix[:,q_index], 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index]);\n", + "plt.axhline(y = ddm_calc.ddm_dataset.B)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The DDM matrix should go from the background, $B$, to the background plus amplitude, $B + A$, as a function of the lag time. From the above plot, it does look like we overestimated the background (perhaps the amplitude hadn't gone quite to zero by the last wavevectors we measure?). From the plot, clearly the background is less than 195. \n", + "\n", + "Let's estimate the background at about 190. We can make this adjustment with the `recalculate_ISF_with_new_background` function. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "    framelag          (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n",
+       "  * q_y               (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q_x               (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q                 (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * y                 (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "  * x                 (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    first_image       (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n",
+       "    avg_image_ft      (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n",
+       "    num_pairs_per_dt  (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n",
+       "    B                 int32 190\n",
+       "    B_std             float64 1.491\n",
+       "    Amplitude         (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    ISF               (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n",
+       "Attributes: (12/24)\n",
+       "    units:                   Intensity\n",
+       "    lagtime:                 sec\n",
+       "    q:                       μm$^{-1}$\n",
+       "    x:                       pixels\n",
+       "    y:                       pixels\n",
+       "    info:                    ddm_matrix is the averages of FFT difference ima...\n",
+       "    ...                      ...\n",
+       "    split_into_4_rois:       no\n",
+       "    use_windowing_function:  no\n",
+       "    binning:                 no\n",
+       "    bin_size:                2\n",
+       "    central_angle:           no\n",
+       "    angle_range:             no
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n", + " framelag (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n", + " * q_y (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q_x (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n", + " * y (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + " * x (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n", + " ddm_matrix (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n", + " first_image (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n", + " avg_image_ft (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n", + " num_pairs_per_dt (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n", + " B int32 190\n", + " B_std float64 1.491\n", + " Amplitude (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n", + " ISF (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n", + "Attributes: (12/24)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference ima...\n", + " ... ...\n", + " split_into_4_rois: no\n", + " use_windowing_function: no\n", + " binning: no\n", + " bin_size: 2\n", + " central_angle: no\n", + " angle_range: no" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_ddm_matrix = ddm.recalculate_ISF_with_new_background(ddm_calc.ddm_dataset, background_val=190)\n", + "display(new_ddm_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's save this `ddm_dataset`. When the `calculate_DDM_matrix` method is executed, the `ddm_dataset` is automatically saved to disk. But we can overwrite that with the `resave_ddm_dataset` method. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "ddm_calc.resave_ddm_dataset(new_ddm_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "#### Additional notes about the background" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default way that **this** code estimates the background is to compute the power spectrum of the images, as described above. That is, we find $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$ and recognize that $\\left< | \\tilde{I}(q, t) |^2 \\right>_t = 0.5 \\times \\left[ A(q) + B \\right]$ and assume that as $q \\rightarrow q_{max}$, $A(q) \\rightarrow 0$. Therefore, $\\left< | \\tilde{I}(q_{max}, t) |^2 \\right>_t \\approx 0.5\\times B$ (see [**Cerbino 2017**] or Eq. 5 in [**Giavazzi 2018**]). \n", + "\n", + "But, there are other ways. In [**Kurzthaler 2018**], they set the background, $B$, to zero (to do that, use `background_method = 3` as an optional parameter in the function `calculate_DDM_matrix`). They note that for their fluorescence imaging \"the camera noise is usually negligible.\" However, they note that for bright-field of phase contrast modalities, the camera is not negligible and $B$ will be non-zero. \n", + "\n", + "In [**Bayles 2017**], they approximate $B$ by $\\min \\left[ D(q, \\Delta t_{min}) \\right]$. But they note that the frame rate needs to be \"sufficiently small\" and that this will give an overestimate of $B$. To try this, use `background_method = 1` as an optional keyword parameter in the function `calculate_DDM_matrix` (or set the value of `background_method` in the YAML file under `Analysis_parameters`).\n", + "\n", + "\n", + ">[**Cerbino 2017**] Cerbino, R., Piotti, D., Buscaglia, M. & Giavazzi, F. [Dark field differential dynamic microscopy enables accurate characterization of the roto-translational dynamics of bacteria and colloidal clusters.](https://doi.org/10.1088/1361-648X/aa9bc5) J. Phys.: Condens. Matter 30, 025901 (2017).\n", + "\n", + ">[**Giavazzi 2018**] Giavazzi, F., Malinverno, C., Scita, G. & Cerbino, R. [Tracking-Free Determination of Single-Cell Displacements and Division Rates in Confluent Monolayers.](https://doi.org/10.3389/fphy.2018.00120) Front. Phys. 6, (2018).\n", + "\n", + ">[**Kurzthaler 2018**] Kurzthaler, C. et al. [Probing the Spatiotemporal Dynamics of Catalytic Janus Particles with Single-Particle Tracking and Differential Dynamic Microscopy.](https://doi.org/10.1103/PhysRevLett.121.078001) Phys. Rev. Lett. 121, 078001 (2018).\n", + "\n", + ">[**Bayles 2017**] Bayles, A. V., Squires, T. M. & Helgeson, M. E. [Probe microrheology without particle tracking by differential dynamic microscopy.](https://doi.org/10.1007/s00397-017-1047-7) Rheol Acta 56, 863–869 (2017).\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "## Initiazing DDM_Fit class and fitting our data to a model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We initlize the `DDM_Fit` class by passing it the yaml file containing our analysis parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Initial guess Minimum Maximum\n", + "Amplitude 100.0 1.000 1000000.0\n", + "Tau 1.0 0.001 10.0\n", + "Background 25000.0 0.000 10000000.0\n", + "StretchingExp 1.0 0.500 1.1" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading file C:/Users/rmcgorty/Documents/GitHub/PyDDM/Examples/images_nobin_40x_128x128_8bit_ddmmatrix.nc ...\n" + ] + } + ], + "source": [ + "#Note that to initialize the DDM_Fit class we need to pass it the YAML file containing the parameters \n", + "# *or* a dictionary with the same parameters. \n", + "\n", + "ddm_fit = ddm.DDM_Fit(ddm_calc.data_yaml)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Based on what was done above in terms of estimating the background, we found that $B$ should be about 190. We use that estimate of the background to determine $A(q)$ and the intermediate scattering function, $f(q,\\Delta t)$. We could proceed to then fit the ISF. But here we choose not to. We fit the DDM matrix and have the amplitude and background, $A$ and $B$, be fitting parameters. But we can constrain these parameters based on what we found above. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter 'Background' set to 190.\n", + "Parameter 'Background' lower limit set to 10.\n", + "Parameter 'Background' upper limit set to 220.\n" + ] + } + ], + "source": [ + "#We update the intial guess for the background and the lower and upper bounds\n", + "ddm_fit.set_parameter_initial_guess('Background', 190)\n", + "ddm_fit.set_parameter_bounds('Background', [10, 220])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our first attemp at fitting the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we execute the fit below, we can use the optional argument `use_A_from_images_as_guess` set to True. This will use the value of $A(q)$ we esimated from the average Fourier tranform of all images and the estimated background. We can further limit the bounds on $A(q)$ with the optional parameter `update_limits_on_A` set to True. This will restrict the range that $A(q)$ can take to be within 10% of the estimated $A(q)$. If we want the bounds to be stricter or looser than 10%, we can change the optional parameter `updated_lims_on_A_fraction` to be something other than 0.1 (the default)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit01'.\n" + ] + } + ], + "source": [ + "#Note that the method `fit` has many optional parameters\n", + "\n", + "fit01 = ddm_fit.fit(name_fit = 'fit01', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "In hf.plot_one_tau_vs_q function, using new tau... \n" + ] + }, + { + "data": { + "text/html": [ + "
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+       "Dimensions:          (parameter: 4, q: 64, lagtime: 40)\n",
+       "Coordinates:\n",
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+       "  * lagtime          (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 1.0 2.326e+05 ... 0.705 0.7446\n",
+       "    theory           (lagtime, q) float64 10.0 315.0 338.5 ... 206.7 206.8 206.9\n",
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+       "    ddm_matrix_data  (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    A                (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    B                int32 190\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 100.0, 'limits': [1.0...\n",
+       "    effective_diffusion_coeff:      0.6168642315520588\n",
+       "    tau_vs_q_slope:                 [-1.98005917]\n",
+       "    msd_alpha:                      [1.01007082]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  C:/Users/rmcgorty/Documents/GitHub/PyDDM/...\n",
+       "    FileName:                       images_nobin_40x_128x128_8bit.tif\n",
+       "    pixel_size:                     0.242\n",
+       "    frame_rate:                     41.7\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  2
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 64, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate plots for inspecting the outcome of the fits\n", + "\n", + "ddm.fit_report(fit01, q_indices=[3,6,9,22], forced_qs=[4,16], use_new_tau=True, show=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our second attemp at fitting the data - updating initial guesses for tau" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the results of the fit, we can estimate a diffusion coefficient of about 0.6 $\\mu m^2 / s$. We determine this by looking at the characteristic decay time vs the wavevector ($\\tau$ vs $q$). On a log-log plot, power laws relationships between the two variables will come across as a straight line where the slope of the line is equal to the power. And, for this data, we see a clear power law show a relationship of $\\tau \\propto q^{-2}$ which indicates diffusive motion. Note that our data deviates from this power law relationship for $q$ greater than about 4 $\\mu m^{-1}$. This could be due to poor optical resolution limiting the high wavevectors (which correspond to small length scales). Or it could be due to not having the temporal resolution necessary to detect fast decay times. Lastly, it could also be due to poor fit performance. We could try to use an initial guess for $\\tau$ for each $q$ that is based on an estimated diffusion coefficient. That is, when we fit $D(q, \\Delta t)$ (or $f(q,\\Delta t)$), for each $q$, we will calculate $\\tau_{guess} = 1 / (Dq^2)$ and use that as the initial guess in the fits. We do that below." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit02'.\n" + ] + } + ], + "source": [ + "fit02 = ddm_fit.fit(name_fit = 'fit02', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=True,\n", + " update_tau_based_on_estimated_diffcoeff=True, estimated_diffcoeff=0.6, \n", + " update_limits_on_tau=True, updated_lims_on_tau_fraction=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:          (parameter: 4, q: 64, lagtime: 40)\n",
+       "Coordinates:\n",
+       "  * parameter        (parameter) <U13 'Amplitude' 'Tau' ... 'StretchingExp'\n",
+       "  * q                (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * lagtime          (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 1.0 2.326e+05 9.894e+03 ... 0.5 0.5\n",
+       "    theory           (lagtime, q) float64 10.0 152.4 361.6 ... 202.0 201.7 201.6\n",
+       "    isf_data         (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n",
+       "    ddm_matrix_data  (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    A                (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    B                int32 190\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 100.0, 'limits': [1.0...\n",
+       "    effective_diffusion_coeff:      0.6584064996820138\n",
+       "    tau_vs_q_slope:                 [-1.89886818]\n",
+       "    msd_alpha:                      [1.053259]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  C:/Users/rmcgorty/Documents/GitHub/PyDDM/...\n",
+       "    FileName:                       images_nobin_40x_128x128_8bit.tif\n",
+       "    pixel_size:                     0.242\n",
+       "    frame_rate:                     41.7\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  2
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 64, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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jnMzpD3Y/9jolPF1vEUANT7faXk+i/yzORJszURNIPMNrHMczqeUxnAR6hzFmkvF0oR9z3H6cqtLhJLUzRyZ1RABtjnnPMUC1Y69jjLnE53fr72Nf9zjZ59/NGLPM516NOfL598HpMl1onO7yo7r0yf7zjwDe8blmouc6NY+Nx/N7fyaTpE4Uw+3H/Bwvxql+i5wxJXciZ8hTNZqMUxm52NMch9OFV9taWxb4mByO3Tnm2u9aa1sAjXC6Z58+/NJJTt2I09V1suv39nTplcpmxuRWoKbveCUg3OfxFpx/qADwdNtVBDZnc8tWOJWfnT7X9x0LGH7M8dn+HD2VxBestQ2BC3GqSt2yf7e5biOw3lpbzuertLX2tKsvxphSOF3Tc0/zEgeBMJ/nRyVd1to4a+3FOJ+ZBV7N5joTgTuNMRcAoTiVL3De8y/HvOdS1tr7j72AtXauz+9Wdt222X7+nkraCJz/OFX0/EfqL458/tustT2ttTVwqnEfmpwtf7IRuO+Y9xBqrZ13bDye3/vTGquagxjGHxNDSWvt0Dy4lxRDSu5EzpBx3Igz9ucfT3NpINFam2qMaY0z9uZUr9vKU7kKwvlHOxUngQRndm7dE5w+EnjJGBPpia+pMabiqcaAM+khA3jEGBNonEH1rX1ejwN6GGPOM8aE4HRxLbDWbsgmTt8uWXC6qu4yxjT0jF0ceMz9s/05GmM6GGOaGGddsX043XSZ5J+FwD7jTFIINc4klsbGmFae+NobZymYkzLGhBhjWuCMb9wDjDnNmJYB1xpjKniqyI/53OMcY0xHz+eUijM+Mbuf13ScBPBF4DNrrdvTPg2ob4zpaowJ8ny1Msace5rxfg48Y4wpb4ypBTzs81pJnAR0pyf+HjiVu8Pv53bPOeD8zOwJ3o+vjz33bOS5TlljzO2e174FGhljbvFUZx8hi6pkLpgARBljrvL83pTw/L7UOumZIjmg5E7k9E01xhzASSwGA92ttYe7nx4AXjTG7Aeex/lH7FSVwalc7MHprtoNvO55bRTO2Km9xpivszj3Tc89Z3riG4VTgTkl1to0nIHnd3niuAOY7PP6LOA5nHFXW3Gqhb5jzgYBYz1xduKYJVCstd/hjGuaDazxfPd1op9jNZxZyvtwkupfcP7RzBeeMXhROOOo1uOsNzcSZ/A/OBWf+Se5TB/Pe0sExgFLgAs94w9Px3icCR4bcD573xmkIcBQT5zbcAb5Z7nOoGd83WScKmKcT/t+nIk+nXGqtttwqn8hpxnvCzi/2+s98Y73uddK4A2cn+F2oAnwm8+5rYAFnj+DU4BHrbXrT3ZDa+1XnpgnGWP24VQDr/G8tgu4HefntBtnks9v2VzqtHnGF96I8/PfiVPJexr9myy5xFgtjyQi+cA4y5QswxkAX+T/4jHOjg9fWGu/93csIlK8KLkTkXxhjKkPtLDWTvR3LCIiRZmSOxEREZEiRP37IiIiIkVIoL8DKEgqVapk69Sp4+8wRERERE5qyZIlu6y1x+1souTOR506dVi8eLG/wxARERE5KWNMfFbt6pYVERERKUKU3ImIiIgUIUruRERERIoQJXciIiIiRYiSOxEREZEiRMmdiIiISBGi5E5ERESkCMnT5M4YM9oYs8MY85dPWwVjzA/GmP8838v7vPaMMWaNMeZfY8xV2VzzlM83xrQwxqzwvPauMcbk1XsWERER8ae8rtx9Clx9TFs/YJa1NhKY5XmOMaYh0Blo5DnnQ2NMQBbXPJ3zPwJ6AZGer2NjEhERESkS8jS5s9bOARKPab4RGOt5PBa4yad9krX2kLV2PbAGaJ3FZU/pfGNMdaCMtXa+tdYC43zOERERESlS/DHmrqq1diuA53sVT3tNYKPPcZs8bWd6fk3P45Ndl507d9KyZUvv1/Dhw0/pjYmIiIj4W0HaWzarcXA2F87P8XUrV66svWVFRESkUPNH5W67p6sUz/cdnvZNQG2f42oBW3Lh/E2exye7roiIiEih54/kbgrQ3fO4O/CNT3tnY0yIMeYsnIkPC8/0fE/X7X5jTFvPLNluPueIiIiIFCl5vRTKRGA+cI4xZpMx5h5gKHCFMeY/4ArPc6y1fwOfAyuBGcCD1tpMz3VGGmNaei57yucD9wMjcSZZrAW+y8v3LSIiIuIvxplAKgAtW7a0GnMnIiIihYExZom1tuWx7dqhwkdSUhK9evVi6tSp/g5FRERE5LQUpNmyfle2bFktfyIiIiKFmip3+SQ2FurUAZfL+R4b6++IREREpChS5S4fxMZCr16QnOw8j493ngPExPgvLhERESl6VLnLB/37H0nsDktOdtpFREREcpOSOx95NaEiIeHU2kVEREROl7plfeTVhIrwcKcrNqt2ERERkdykyl0+GDwYwsKObgsLc9pFREREcpOSu3wQEwPDh0NEBBjjfB8+XJMpREREJPepWzafxMQomRMREZG8p8qdiIiISBGi5E5ERESkCFFy50N7y4qIiEhhpzF3PrS3rIiIiBR2qtyJiIiIFCFK7kRERESKECV3IiIiIkWIkjsRERGRIkTJnYiIiEgRouROREREpAhRcudD69yJiIhIYad17nxonTsREREp7FS5ExERESlClNyJiIiIFCFK7kRERESKECV3IiIiIkWIkjsRERGRIkTJnYiIiEgRouTOh9a5ExERkcJO69z50Dp3IiIiUtipciciIiJShCi5ExERESlClNyJiIiIFCFK7kRERESKECV3IiIiIkWIkjsRERGRIkTJnYiIiEgRouROREREpAhRciciIiJShCi586Htx0RERKSw0/ZjPvJl+zFrwZi8vYeIiIgUW6rc5afda2Hk5bBztb8jERERkSJKyV1+St4NezbAiI7w73f+jkZERESKICV3+al2a7jvF6h4NkzsDL8MA7fb31GJiIhIEaLkLr+VrQV3z4Cmd8BPg2HRCH9HJCIiIkWIJlT4Q1Ao3PwJ1O0AjW5y2jTRQkRERHKBKnf+Ygycd6eT6KUmwagr4L8f/B2ViIiIFHJK7gqCQwcgPRVib4e5bzpVPBEREZHToOSuIChbE+75HhrdDLNegC97QNpBf0clIiIihZCSu3wUFxfHtm3bsn4xuCTcNhoufwFWfgPTn87f4ERERKRIUHKXT2bMmMGbb75JTEwM8+bNy/ogY+DixyDmS+g4wGlTF62IiIicAiV3+eDgwYO8+uqrgLN/7aOPPsrHH3+MO7s17updBmVqgDsTJt4J895TkiciIiI5ouQuH5QsWZK33nqLypUrA2CtZeTIkTz00EMkJiZmf2JmGgQEwcwBMLknpCXnU8QiIiJSWCm5yyfnnXcesbGxtG7d2tu2cOFCYmJiWLZsWdYnBYVCp3FOF+2KL2H0VbA3IX8CFhERkUJJyZ2PpKQkevXqxdSpU/Pk+hUqVOD999+nZ8+eGM+CxTt37qRXr16MGzcOm1XXqzHQ7mmI/szZl3ZitLpoRUREJFsmy4SimGrZsqVdvHhxvtzr999/p3///iQlJXnbLr30UgYNGkTp0qWzPmnXf3BoP9Rs7uxJa4x2tRARESmmjDFLrLUtj21X5c5P2rZtS1xcHE2bNvW2/fLLL8TExLBq1aqsT6oU6SR2ALMGwTcPOosfi4iIiHgoufOjqlWr8sknnxAdHe1t27JlC3fffTeTJ0/OupsWnG7ZwFBYFgtjroGkzfkUsYiIiBR0Su78LCgoiCeeeIJhw4ZRsmRJANLS0hgyZAgDBw4kJSXl+JOMgQ7PwB2xsGs1DG8P8fPzN3AREREpkJTcFRAdO3Zk/PjxREZGetumT59O9+7dWb9+fdYnnXs93DsLQko5+9Imn2BZFRERESkWlNwVIOHh4Xz66afceOON3rZ169bRrVs3vv/++6xPqtIAev4EncZCWAWnzZ2ZD9GKiIhIQaTkroAJCQnhueeeY+DAgYSEhACQkpJC//79GTp0KGlpacefFFrO2dUCYPnnzji8/dnsYSsiIiJFmpK7AioqKoqxY8cSHh7ubfvyyy+599572bJlS/YnBobAthXwyaWwcVE+RCoiIiIFiZK7AqxevXqMHz+eyy+/3Nu2cuVKunTpwty5c7M+qeGNcM8PTpL36bWwdFw+RSsiIiIFgZK7Aq5kyZK88sorPPXUUwQGBgKwb98+Hn/8cd577z0yM7MYX1etMfT6GSIugikPw6Yl+Ru0iIiI+I2Su0LAGEPnzp0ZOXIkVatW9baPHTuW+++/n127dh1/UlgFiPkS7pwEtVo4bZkZ+RSxiIiI+IuSu0KkcePGxMXFceGFF3rbli5dSnR0NFlumxYQCOdc4zzevAQ+aAWbl+ZTtCIiIuIPSu4KmbJly/L222/zwAMP4HI5H19iYiIPPPAAo0ePxu12Z32iKwgy02H01bBsYj5GLCIiIvlJyV0h5HK5uPvuu/nggw+oUMFZ287tdvPhhx/y+OOPk5SUdPxJ1Zs64/Bqt4ave8N3/ZxkT0RERIoUJXeFWKtWrYiNjeX888/3tv3222/ExMTw999/H39CyUrQ9Stocz8s+EgzaUVERIogJXeFXOXKlfn444/p1q2bt23btm3cc889fP7551hrjz4hIAiuGepMtmhxl9OmCp6IiEiRoeSuCAgICOCRRx7hzTffpHTp0gBkZGQwbNgwnn32WZKTk48/KfIKcAU4O1l80BpWfJnPUYuIiEheUHJXhLRr147Y2FgaNGjgbfvhhx/o2rUra9euzfok44JSVeF/98APz2tfWhERkUJOyV0RU6NGDUaPHs2tt97qbYuPj6dbt25Mmzbt+BNKVYFuU6DlPfDbOxB7GyQn5mPEIiIikpvMcWOyirHIyEjboUMHoqKiiIqK8nc4Z+y7775j8ODBpKamettuuukmnn76aUJCQo4/YclY+PZJOD8Got7Jx0hFRETkVBljllhrWx7XruTuiJYtW9osFwMuxNatW0ffvn1Zv369t61+/foMGzaMWrVqHX/CpiVQ8WwILQcZaRAYnH/BioiISI5ll9ypW7aIq1u3LmPHjuXqq6/2tq1evZqYmBhmz559/Am1WjiJXXoqjLkGZr2ocXgiIiKFiJK7YiAsLIyXXnqJZ555hqCgIAAOHjxInz59eOutt8jIyGLPWWOgakOY+wZM7Awpe/M3aBERETktSu6KCWMMt956K6NGjaJGjRre9tjYWHr16sWOHTuOPiEwBKLehevegLWzYURH2PlvPkctIiIip0rJXTHTsGFDJkyYQLt27bxty5cvJzo6mgULFhx9sDHQ6l7oPhUO7YOveoPGaIqIiBRomlDhoyhOqMiO2+1mwoQJvP/++7jdbsCp7vXs2ZN7770Xl+uYvD9pkzMOr1I9Z6KFKxCOPUZERETyjSZUyFFcLhfdunXj448/pmLFigBYaxk+fDgPP/wwe/bsOfqEsrWcxM5amPoIfBYDqfv8ELmIiIiciJK7Yq558+bExcXRsuWRxH/BggXExMSwfPnyrE+qfh6s/h5GXg671uRPoCIiIpIjSu6EihUr8uGHH3L33Xd723bs2EHPnj2JjY3lqK57Y6Btb+j2NRzc6Uy0WD0z/4MWERGRLCm5E8Dppn3ggQd45513KFOmDACZmZm89dZb9OnThwMHDhx9wlntoNfPUD4cJveE1KR8jzk2FurUcYb+1anjPBcRESnulNzJUS666CJiY2Np1KiRt+2nn36iS5curF69+uiDy0fA3TOdKl6Jss54vPSUfIkzNhZ69YL4eOe28fHOcyV4IiJS3Cm5k+NUr16dkSNHcscdd3jbNm3axF133cXXX399dDdtcBjUON95PP99GHEZJK4nr/XvD8nJR7clJzvtIiIixZmSO8lSUFAQTz/9NK+88gphYWEApKWl8fLLL/PCCy+Qmpp6/ElVG8G+zTC8vbPwcR5KSDi1dhERkeJCyZ2c0BVXXMH48eM5++yzvW3Tpk2je/fuxMfHH33w2R2dcXhlasKEW+G3d/Ns0ePw8FNrFxERKS6U3MlJRUREMHbsWK6//npv29q1a+natSs//PDD0QdXOAvumQnnRsGPA2HbijyJafBg8BQUvcLCnHYREZHiTDtU+ChOO1ScDmstU6ZM4dVXXyUtLc3b3qlTJx577DGCg4N9D4bNS6CWZ/28tIMQXDJX44mNdcbYJSQ4FbvBgyEmJldvISIiUmBlt0OFkjsfSu5yZvXq1fTp04dNmzZ52xo1asTQoUOpXr368Sf89yN83RtuG+0soSIiIiJnTNuPSa6pX78+EyZMoEOHDt62v//+m5iYGObNm3f8CRXOgtAKMO4m+P2jPBuHJyIiIkru5DSVKlWKYcOG8cQTTxAQEADAvn37eOSRR/jwww/JzMw8cnDFs6HnLDjnGpjRD76+P9/WwxMRESlulNzJaTPGEB0dzYgRI6hSpYq3ffTo0Tz44IPs3r37yMEhpaHTeGj/LPw5Ef7+Ov8DFhERKQaU3MkZa9q0KbGxsbRt29bbtnjxYqKjo1m6dOmRA10uaN8Xev4EzTo7bYf253O0IiIiRZuSO8kV5cuX591336VXr14YYwDYvXs3vXv3ZuzYsbjd7iMH12wOxsCuNfBOM1g0UuPwREREcomSO8k1LpeLXr168f7771OuXDkA3G437733Hk8++ST79u07+oRSlaFmS/j2SZjyMGQcyv+gRUREihgld5Lr2rRpQ1xcHE2bNvW2zZ07ly5durBy5cojB5YoC3dOgnZPwx/j4dPrYN9WP0QsIiJSdCi5kzxRpUoVhg8fTozPqsJbtmzhnnvu4csvv8S7vqLLBR0HQKdxsH0lzHvXTxGLiIgUDVrE2IcWMc4bs2fP5oUXXuDgwYPetquvvppnn32WMN89xHauhnLhEFQCUpOcyp6IiIhkSYsYi9907NiRCRMmUL9+fW/bjBkz6N69O+vWrTtyYOX6nsRuH4zoCNOegIy0LK4oIiIi2VFyJ/midu3ajBkzhptuusnbtn79erp168Z333139MHBJaHB9bB4FIy7AfZvz99gRURECjF1y/pQt2z++PbbbxkyZAiHDh2ZHXvLLbfw1FNPERwcfOTAFV/CNw9BaHm4YwLUauGHaEVERAqmAtUta4wZbYzZYYz5y6etgjHmB2PMf57v5bM592pjzL/GmDXGmH45Od8Y84zn+H+NMVfl7buTk7nuuusYO3Ys4eHh3rbJkydz9913s3nz5iMHNrkN7pkJrkD4caDWwhMREckBf3XLfgpcfUxbP2CWtTYSmOV5fhRjTADwAXAN0BC40xjT8ETne17vDDTy3PNDz3XEj+rVq8eECRO44oorvG2rVq0iJiaGOXPmHDmwelPo9TPcOtJZ+Dh1H2Sm53/AIiIihYRfkjtr7Rwg8ZjmG4GxnsdjgZuyOLU1sMZau85amwZM8px3ovNvBCZZaw9Za9cDazzXET8LCwtjyJAh9OnTh8DAQAAOHDjAE088wbvvvktGRoZzYMmKULqaU7n7sgeMvxkO7vJj5CIiIgVXQZpQUdVauxXA871KFsfUBDb6PN/kaTvR+Sc6R/zMGEOnTp0YNWoU1apV87aPGzeO3r17s3PnTt+DocntsHEhDG8PW//M/4BFREQKuIKU3OWEyaLtZAOxcnzOzp07admypfdr+PDhpxygnJ5GjRoRGxvLRRdd5G1btmwZMTExLFy48MiBzTrD3TPAumHUVbD8Cz9EKyIiUnAVpORuuzGmOoDn+44sjtkE1PZ5XgvYcpLzT3TOUSpXrszixYu9X7169TrtNyOnrmzZsrz11ls88MADuFzOr2ZiYiIPPfQQo0aNwu12OwfWbA69fnG+//A8HDrgx6hFREQKloKU3E0Bunsedwe+yeKYRUCkMeYsY0wwzkSJKSc5fwrQ2RgTYow5C4gEfEpBUpC4XC7uvvtuPvzwQypUqACA2+3mo48+4rHHHmPv3r3OgaUqQ7dv4K5pEFIKMjMgZY//AhcRESkg/LUUykRgPnCOMWaTMeYeYChwhTHmP+AKz3OMMTWMMdMBrLUZwEPA98A/wOfW2r89l83yfM/rnwMrgRnAg9bazPx5p3K6WrZsSVxcHM2bN/e2zZs3j5iYGFasWOE0BARBxbOdx7NfhE8uhW1/ZXE1ERGR4kOLGPvQIsYFT2ZmJh9++CFjx471tgUGBvLYY49xxx13YIxnSOWmxfBZF2dP2ps+hEY3+yliERGR/FGgFjEuqJKSkujVqxdTp071dyjiERAQwMMPP8xbb71F6dKlAcjIyOD111/nmWee4eDBg86BtVo64/CqNYEv7oIfB4FbBVoRESl+VLnzocpdwbZlyxb69u3LP//8420LDw/n1VdfJTIy0mnISIPvnoY/J8F9c6DyOX6KVkREJG+pcieFXo0aNRg1ahS33367ty0hIYHu3bsfqbYGBkPUO3D/vCOJ3YGsJl6LiIgUTUrupFAJDg6mb9++vPzyy4SGhgKQlpbGCy+8wIsvvsihQ4ecAw9PtFj+Bbx7PvwzzU8Ri4iI5C8ld1IoXX311YwbN466det626ZMmUKPHj1ISEg4cmDEhVCpPnwWAz8NgcNr5YmIiBRRSu6k0DrrrLMYO3Ys11xzjbdt9erVdOnShdmzZzsNZWtCj+/gvBj45VUnyUvd56eIRURE8p6SOx+aLVv4hIaG8uKLL/Lss88SFBQEQHJyMn369OHNN98kPT0dgkrAjR/ANa/BfzNh/S9+jlpERCTvaLasD82WLdxWrVpFnz592LLlyO5yTZs25ZVXXqFq1apOQ+J6qHCW83j/NihdzQ+RioiInDnNlpUir0GDBkyYMIF27dp525YvX050dDTz5893Gg4ndlv/hHeawS+vaRyeiIgUKUrupEgpU6YMb7zxBo888ggul/PrnZSUxCOPPMInn3yC+3AiV6k+NLwRfnoZvugGh/b7MWoREZHco+ROihxjDN26deOTTz6hUqVKAFhrGTFiBA899BCJiYkQFAo3fwJXDYFV38LIK2D3Wj9HLiIicuaU3EmRdf755xMXF0erVq28bQsXLiQmJoZly5aBMXDBg9BlMhzYBss/91+wIiIiuUQTKnxERkbaDh06EBUVRVRUlL/DkVzidrsZPnw4I0eO9La5XC4eeeQRYmJiMMZA0mZncoUrwHlcpoaT/ImIiBRQ2U2oUHLnQ7Nli7Z58+YxYMAA9u07ss5d+/btGThwIKVLl3YaDu6Gjy6AiIvgxvchuKSfohURETkxzZaVYu/CCy8kLi6Oxo0be9t+/vlnunTpwr///us0hFWAtvfD31/BqCthzwb/BCsiInKalNxJsVKtWjVGjBjBnXfe6W3bvHkzPXr0YPLkyViAix+HmC8haSMMbw/rfvZTtCIiIqdOyZ0UO0FBQTz55JMMHTqUsLAwANLS0hgyZAgDBw4kJSUFIi+Hnj9BqWqwYLifIxYREck5jbnzoTF3xU9CQgJ9+vRhzZo13ra6desybNgw6tSp46x/Z91Qoiwc2AEhpZ1lVERERPxMY+5EshAeHs6nn37KDTfc4G1bt24d3bp1Y+bMmU4yV6Kss4vFxDth9NWwd6MfIxYRETkxJXdS7JUoUYLnn3+e559/nuDgYACSk5N59tlnGTZsGGlpaeByQbunIHGdMw5vw2/+DVpERCQbSu58JCUl0atXL6ZOnervUMQPbrjhBj799FNq167tbfv888+599572bJlC5xzDdw7C0LLw7gbnLF4GtYgIiIFjMbc+dCYOwE4cOAAL774IrNnz/a2lSlThhdffJGLL74YUpNgci+nitfrFwgO82O0IiJSXGkR4xxQcieHWWuZNGkSb7/9NpmZmd72Hj160Lt3bwKMgeTdUKoypCU7CV+Z6n6MWEREihtNqBA5BcYY7rzzTkaMGEGVKlW87WPGjOH+++9n9549TmIHMKMfDL8UEn73U7QiIiJHKLkTOYGmTZsSFxdH27ZtvW1Lly4lOjqapUuXOg1t73e2Kfv0elg82k+RioiIOJTciZxEuXLlePfdd7nvvvswxgCwe/duevfuzZgxY3BXOgd6zoa6l8K0x2Hqo5CR5ueoRUSkuFJyJ5IDLpeLnj178sEHH1C+fHkA3G43H3zwAU888QT70gMg+nNn67K/v4b9W/wbsIiIFFtK7kROQevWrYmNjaVZs2betl9//ZWYmBhWrvoXLh8EDy2G8nWcZVJ2rcn2WiIiInlByZ3IKapSpQqffPIJXbt29bZt3bqVe+65h88//xxbspLTuGgkfHQB/DHBT5GKiEhxpOTOhxYxlpwKDAzk0Ucf5fXXX6dUqVIApKenM2zYMPr3709ycjI0vhXCL4BvHoTpT0Nmup+jFhGR4kDr3PnQOndyOjZt2kTfvn35999/vW0RERG89tpr1I0Ihx8Hwvz3IeIiuH3skSVUREREzoDWuRPJI7Vq1WLMmDHccsst3rb4+Hi6devG9O9nwlWD4ZYRsPVP2LHSj5GKiEhxoMqdj7yu3B3KyOSV6au4tXktmtQqm2f3Ef+ZPn06Q4YMITU11dt2yy238NRTTxGccQDCKjiNO1ZBlQZ+ilJERIoCVe4KgH+27uezRRuJev9Xot77lYkLEzh4KMPfYUkuuvbaaxk3bhwRERHetsmTJ9OjRw82JSY7DfHz4cO28H1/yNTnLyIiuUuVOx/5MeZuX2o6X/+xmbgFCazatp+SwQHceH5NoluH07imqnlFRXJyMi+//DIzZ870tpUqVYpBgwbR/pKLYOYAWPAxnHUp3DYGSlb0Y7QiIlIYZVe5U3LnIz8nVFhrWZqwl7gFCUxbvoVDGW6a1S5HdOva3N6iNi6XyZc4JO9Ya/niiy948803ycg4UqHr0qULDz30EIErPnN2tChdFTrHQbUmfoxWREQKG3XLFjDGGFpElOeNTs1Y+OzlDIxqSPKhDCb8nuBN7LbvSz3JVaQgM8bQqVMnRo0aRfXq1b3tEyZM4L777mNHzSugx3dO12z8PD9GKiIiRYkqdz78vRSKtZY9yelUKBlMUko6bYb8yMMdI3mwQz2/xSS5Y9++fTz//PP8+uuv3rby5cszePBgWjepDyXKgjGwfSVUPgdcAX6MVkRECgNV7goBYwwVSgYDEOgyPH1VAy47twoAf27cy6Apf7N6+35/hiinqUyZMrz55ps89NBDuFzOH7s9e/bQufODVKz1BcZlaXXudtI/uRJib4eUPX6OWERECisldwVUyZBA7rn4LBpUKwPAX1uSiFuQwJVvzeG2j+YxeekmUtMz/RylnAqXy8Vdd93FRx99RIUKFUhMhPh4S2LiJ8AjLF4VwmPfvUzm2jkwvAPs+MffIYuISCGkblkfkZGRtkOHDkRFRREVFeXvcI6TeDCNL5dsZOLCjazfdZCyoUHc0rwmMW3CqVeltL/Dk1Owa9cuzjrrWQ4cWOrTWgUYys0tU5h8R1c4dABu/hga3uCvMEVEpADTbNkc8PeYu5yy1jJ/7W5iFyYw8+9tpGdaWtepwL2XnMWVjar5OzzJIWMygY+BMT6tAcBjuJMuxXzW1Vno+MYP/BOgiIgUaBpzV4QYY7iwXiU+iG7O/Gcuo981Ddi+P5VlG/cCkOm2rNt5wL9ByklFRAQADwJvAWU8rZkEB79B35ff5mCnL+C6N53m3WshNck/gYqISKGi5K6Qq1QqhN6Xns1PT7bnkcsiAfhl9Q46vvEL89bu8nN0ciKDB0NYGMAlwASgIS4X1KwJs2fPpstd97B6XTy4M2HinTDiMti52r9Bi4hIgafkrohwuQwlgpzlM5rWKkf/a8+lVR1nH9Mxv63nlen/sGHXQX+GKMeIiYHhwyEiAoypQXj4SDp16kQFz/azGzdu5K677mLKtG/h+recGbQjOsK/3/k3cBERKdA05s5HYRlzd6oGfvMXExYkkOm2XFSvItGtI7iiYVWCA5XbF0QzZ87kpZdeIiUlxdt2ww030Kd3DCW+uhu2LoP2z0K7p8Glz1BEpLjShIocKKrJHcCOfal8vtiZabt5bwqVSgVze8va3NkqnPCKYf4OT46xYcMG+vTpw7p167xtkZGRDBv8ArWXvQF71kP3aRAY7McoRUTEn5Tc5UBRTu4Oy3Rb5vy3k7gFCcxetYNMt+WSyEo8cUV9zg8v7+/wxEdKSgqvvPIK06dP97aFhYUx8PnnueySthBSCpITne7aimf7MVIREfEHzZYVAAJchg7nVGFEt5b81rcjj19en7U7DnAoww3A1qQUNiYm+zlKAQgNDeWFF16gf//+BAc7Fbrk5GT69uvHG+9/Qnp6Okx/ylnw+L8f/BytiIgUFKrc+SgOlbusZLotLuMssTJoyt9MXJjAkueuoFRIoL9DE49Vq1bRt29fNm/e7G1r0qQJw555kMqzHoPtf8Flz8PFjzt71IqISJGnyp1kK8BlMJ6EoFe7urzZ6TxvYvdg7FLenPkvm/emnOgSkscaNGjAhAkTaN++vbdtxYoVdL6/L783fhEa3wKzXoAv7oI0zYoWESnOVLnzUVwrd9lJTc+k94Ql/LJ6JwZof04VoluH0/6cygQG6P8F/mCtJTY2lnfffRe32+lKN8Zwd48e3Nc0DdeiUdBzFpSq4udIRUQkr2lCRQ4oucvaxsRkPlu0kc8Wb2Tn/kNUL1uCTi1r07l1baqXDfV3eMXSsmXLeOaZZ9i5c6e3rXXr1rw88FkqVK0FmRnOkim1jvszLyIiRYSSuxxQcndi6ZluZv2zndgFCcz9bxcuAx0bVOHFGxtTo5ySvPyWmJjIgAEDWLhwobetcuXKvPLKK5x34Genm/aKF+GChzQOT0SkCFJylwORkZG2Q4cOREVFERUV5e9wCrSE3clMXJTA939v49uHLyE0OIA/EvZQo1woVcuU8Hd4xYbb7WbEiBGMHDmSw3+WXS4Xjz3QkztD52D+mQJNboeodyFY6xmKiBQlSu5yQJW7U2etxRiDtZYr3ppD+bAgvuh94VGvSd6bP38+AwYMICkpydt26aXtGHJNJUJ+HQbVmkDnWCgX7scoRUQkN2m2rOSJw8mbMYaR3Vry3PUNAUg8mMblb/7CBz+tYcf+VH+GWCxccMEFxMXF0bRpU2/bL7/M4fZ3f2dju9fhwHZnwWMRESnylNxJrqlTqSRNa5UDYE9yGlXLlOC17//lwldmc/+EJcz9bydutyrFeaVq1ap88sknREdHe9u2bNnCHQNG83WdF7HVmzmNG34FVexFRIosdcv6ULds7lu38wCTFm3ki8Ub2ZOcTniFMO5sHc7tLWtRqVSIv8MrsmbPns2gQYNITj6y28i1115L/84XEvL5HXBeDFz3JgRpfKSISGGlblnxi7qVS/Hstefy+7OX8U7n86hetgSvzljFBa/M4pGJf6iSl0c6duzIhAkTiIyM9LZNnz6dboNGsadZb1gWC2OugaTNR50XGwt16sALZhB16jjPRUSkcFHlzocqd/ljzY4DTFyYwN7kdN7o5HQVTlu+hQvqVqSiqnm56tChQ7z66qtMmTLF2xYaGso7D1xF8/UfQVAodBoPERcQGwu9ekFyMlgMBktYGAwfDjExfnwTIiKSJc2WzQEld/6xfV8qbV+ZxSMdI3n8ivq43RZj0EzbXDRlyhSGDh1KWlqat+2+W9pzb6nZmI4DoPEt1KkD8fHOa4eTO4CICNiwIf9jFhGRE1O3rBRYVcuU4PvH2tH1gggAZq7cxmVv/sLIuevYczDtJGdLTtxwww2MHTuW8PAjS6F8Mvln7ll8LlsqtAVgoL0XG2CwOEm1xXncI36QP0IWEZHTpOROCoT6VUt7J1iUCgmiXGgQL3/7D21emcVjk/5g4fpEVGU+M5GRkYwfP57LLrvM27Z85b906dKFBT98RXS3b5jX/XKql9oK4EntLGMiBvkpYhEROR3qlvWhbtmCZdW2fcQtSOCrpZvZfyiDelVKcWfrcG5tXpNyYcH+Dq/Qstby2Wef8fbbb5ORkeFt796qBT3KT2XfodLU+GwtZnOGxtyJiBRgGnOXA0ruCqbktAym/bmVuIUJLNu4l5BAF70vPZvHr6jv79AKtRUrVtCvXz+2b9/ubWtWrS7P1/+HmmGbeeb3dzivR1cldiIiBZSSuxxQclfw/b0liYkLE2hasxydWtXm4KEMvlyyiZub16RMiSB/h1fo7N27l+eff5558+Z52yKqlGH0tVD23A5w2XN+jE5ERE5EEyqkSGhUoywv39SETq1qA/DL6p0MnPI3/20/AEBqeqbG5p2CcuXK8fbbb/PAAw/gcjl/HcTv2MfV4/czZkN13G43bFkGB3b4N1AREckxVe58qHJXOK3ato9zqpbGGMMzk1fwR8IeYtqEc+P5quadioULFzJgwAASE4/sQXvJRRfwRsRPuHDDHROgZnM/RigiIr5UuZMiq0G1Mt418VrVKU9ggOG5b/6mzeBZ9P1yOX9u3KtqXg60bt2a2NhYzjvvPG/b3N/m8+j8SqRlZMLoq2HZRP8FKCIiOaLKnQ9V7oqO5Zv2ErcggW+WbSElPZNGNcoQ3SacG8+rSamQQH+HV6BlZGTw4YcfMm7cOG9bxVAYF+WiavK/0OZ+uPJlCNDPUUTEnzShIgeU3BU9+1PT+XrZFuIWJPDP1n2EBQfw+u3NuLZJdX+HVuDNmTOH559/ngMHnPGMAcbyxlVhtG1QncDoSeBS4V9ExJ/ULSvFUukSQXRtG8H0Ry7mqwcu5Lom1WlQrTQASxP2MHFhAqnpmX6OsmBq164dsbGxNGjQAIBMa3hsRgp3fpXO2vXrYe9G2Lrcz1GKiMixlNxJsWCM4fzw8rx2ezPqVi4FwLQ/tzJsxioOb2G7N1lbnR2rZs2ajB49mltuucXbtj5+I926dWPbp91h1JWw4ks/RigiIsdSt6yPyMhI26FDB6KiooiKivJ3OJLHrLVsTUqlRrlQ3G5L+9d/pnzJYGJah3N9s+qEBWtMma/vvvuOwYMHk5qaCkCF4AxGXplOOJvgwkfg8kHgCvBvkCIixYjG3OWAxtwVX2kZbib8Hk/cwgTW7DhA6ZBAbm5ek+g24TSoVsbf4RUY69ato0+fPmzYsAGAQGN58aJ0riwXD3U7wO1jILS8f4MUESkmlNzlgJI7sdayaMMe4hbEM/2vbaRluGkeXo7oNhFc37Q6JYJUmUpOTmbIkCHMmDHD29apXir3twyi9MNzIKS0H6MTESk+lNzlgJI78bXnYBr/W7qJuIUJrNt5kDIlAvn6wYu8Y/aKM2stkydP5vXXXyc9PR0AF5Y7Y7rwcO97CNy0ACKv8HOUIiJFm5K7HFByJ1mx1rJgfSLfrdjKwKhGuFyG2AXxlAoJ5Mbzavo7PL9auXIl/fr1Y8uWLd62/hcHcXO5lXDJk9Chv8bhiYjkES2FInKajDG0rVuRF25sjMtlnKrV0s3M+Gub95hNe5L9GKH/NGzYkAkTJnDJJZd424bNO8T0bZVg7hswsTOk7PVfgCIixZAqdz5UuZOcstayLzWDsqFBrN15gMve+IXWZ1Ugpk04VzeuRkhg8apWud1uxo8fzwcffIDb7QYst0bso2+TXZgKZ2HunASV6/s7TBGRIkWVO5FcZIyhbGgQABVLBtPvmgZs35fKo5OW0XbILAZ/u5J1Ow/4Ocr843K56N69Ox9//DEVK1YEDP+LL0vP32qwbccukg6m+DtEEZFiQ5U7H6rcyZlwuy3z1u4mbmE8M//eTobbckHdikS3CeeqRtUIDiwe/5favXs3/fv35/CfJYOlcpWqDH3lFZoGrIWGN2nrMhGRXKAJFTmg5E5yy479qXyxeBMTFyawaU8K4RXC+Omp9gS4jL9DyxeZmZl88sknjB492tvWrloKb7bchD3nGszNw6GE1g8UETkTSu5yQMmd5Da32zJ3zS4270khuk041lqe/eovrm9anYvqVfJ3eHnut99+47nnnmPfvn2A5Y46STzRaBemYj1c0ZOgUj1/hygiUmhpzJ2IH7hchkvrVya6TTgAOw8cYs7qncTvdmbXHjiUQcLuojvT9qKLLiI2NpZGjRoBhs82lOOB32uwf8cGMj+5FP770d8hiogUOUruRPJRldIlmNOnA7e1qAXA5KWbuPT1n+g6agEz/tpKeqbbzxHmvurVqzNy5EjuuOMOAJbsDiPml5r8uyuT3xYsQr0HIiK5S92yPtQtK/ltW1IqkxYl8NmijWxNSqVK6RA6taxN59a1qVU+zN/h5bqZM2fy8ssvk5ycjMFiMVx//fU8e1Njgs+9GkK0+4eISE5pzF0OKLkTf8nIdPPzvzuJW5jAz//uwILTnds6nI4NqhAYUHSK7PHx8fTp04dFi9ayeTM0C93Ebw+nkhR0NpUe+gIq1PV3iCIihYLG3IkUYIEBLi5vWJXRd7Vibt+OPNyhHv9s3Uev8Ut44vM//R1eroqIiODqq8eyceN1pKWBO2k718ZVx3VwPcnvXAJrZvk7RBGRQk2VOx+q3ElBkpHpZvaqHZQvGUyrOhXYmpTCc1//Rd+rGxBZtbS/wzsjdepAfLwFvuECbmY+LTirXDrf3LmFRlXSsZe/QMDFj/o7TBGRAk2VO5FCJjDAxZWNqtGqTgUA1u88yIrNSZQIcrY2W7vzAFuTCufODz3iB2FxYbmZT4EbWUKFvcu5aWQgs7aUJG7Sl2zdutXfYYqIFEqq3PlQ5U4Kuky39S6EfO/YRcxetYOODaoS0yacdvUrF5pFkp3KnfPYYjDsA14kOPgnmjRx/k4qU6Ys7z1+K40uvh7KR/gtVhGRgkqVO5EiwDd5e/76Rtx36dks27iHHp8uot2wn3hv1n9s35fqxwhzZvBgCDtqMnBpQkOHcc89jxMQEAgYkvcnUfHX50l5ty2Za37yU6QiIoWPKnc+VLmTwigtw80PK7cTtzCe39bsJsBluKxBFaLbhNMusjKuAlrNi42F/v2dLtoxEYMYPBhiYmD58uX069ePHTt2ULtkGq+33EqdUumktutPyY5PgSmY70dEJL9pKZQcUHInhd2GXQeZuCiBLxdvYvfBNF66sRFdL6jj77BO2Z49e+jfvz8LFy4kLMDNC+dvo0O1g+yudQUVe0yCgEB/hygi4ndK7nJAyZ0UFYcyMpn593YurleJ8iWD+WbZZmb8tY1Xb2tKmRJB/g4vR9xuNyNHjmTEiBFg3dwdmUjV0EwOtH+ZLl264HJpVImIFG/ZJXf6769IERQSGEBUsxre5/tSM9i5/xClQ5w/8r/+t4sG1UtTqVSIv0I8KZfLRa9evWjatCkDBgxg1H8GsLD8XbYtn82Dd0dTsuGV/g5TRKTAyVHlzhgTBlQG9lprk/I8Kj9R5U6KMmstxhgOZWTS6uUfSUnP5MpG1YhpHc4FZ1fEFOCxbDt27KBfv34sX74cgLdbbaZtlRR2tniS6lEDNA5PRIqlU54ta4wJMsYMNMasA/YD64FEY8wOY8wHxphKeRiviOSyw8lbSGAAkx+4kK5t6/Drf7uIHrmAjm/8wvA5a0k8mObnKLNWpUoVhg8fTnR0NAD9/6jG/B2hVF/6OuvfjcKmF/wZwiIi+SXLyp0xJhj4EpgF/AhsBA4AoUBV4CKgK3C3tXZTvkWbx1S5k+ImNT2T6Su2ErcggcXxewgOcHF142pEtwmnzVkVCmQ1b/bs2bzwwgskHzzAffUTubd+Igm2GpUe/pGwSrX9HZ6ISL45pQkVxpiWQKK1dt0JLlgKuNhaOyNXI/UjJXdSnP27bT8TFybwv6Wb2J+awY9PtKNeldLe7tyCZOPGjfTt25fVq1fTodoBbgpP4v1dFzJ46GvUrVvX3+GJiOQLzZbNASV3IpCSlsmva3ZxRcOqAPT58k9CgwJ44cbGfo7saIcOHeK1117j66+/BixgqFI6kFfu7kizrkP8HJ2ISN477R0qjDFPGGOeMsa4jDHfGWN2G2Oi8yZMEfG30OAAb2IHUKZEEKU9y6dYa/lsUQJJyen+Cs8rJCSEAQMGMHDgQEJCSgBwc/XtNFv7AaNvuZRBAc9Sp46zWLKISHFy0sqdMWYU0BO4HngcuBF431rbLe/Dy1+q3Imc2J8b93LjB78REujiuqbViWkTTvPw8n7vtl2zZg19+vRh+Z/x9Ky7m74X7eHfhAwu/fw39tvzGD7c2f1CRKQoOZO9ZXdYa93AbcCH1tp9wLbcDhDAGDPaMxv3r2xeN8aYd40xa4wxy40xzX1eu9oY86/ntX4+7RWMMT8YY/7zfC+fF7GLFAfNapfj20cu5rYWtZj593Zu/Wg+V789l7HzNpCU4r9qXr169Rg/fjw7d11Bvx8rcceX1QivFsDiXpdzdqmx9O/vt9BERPJdTpK7s40x7wOXAVOMMecCDfIonk+Bq0/w+jVApOerF/ARgDEmAPjA83pD4E5jTEPPOf2AWdbaSJzZv/2OvaiI5FyjGmUZfHMTFjx7Ga/c0oTgQBcDp/xNmyE/8vQXf7I0YQ/+GMtbsmRJHt8XwiSWEP/3au4efZDtiSlUPdCDc+OvISMjI99jEhHxh5x0y1YGugA/W2v/MMb0BLZaa6flSUDG1AGmWWuPG71tjPnEE8dEz/N/gfZAHWCQtfYqT/szANbaVw4fY63daoyp7jn/nKzurW5ZkdOzYlMScQsT+GbZZsqGBvFr344EuAyZbkuAK/+6bOvUgfh4gL+4jiZ8SwsAwkpYRvQqxRXPTKRytRonuoSISKFxSt2yxpgShx9ba3daa9+y1v7heT7icGLne1w+qYmz5t5hmzxt2bUDVLXWbgXwfK+S3cV37txJy5YtvV/Dhw/P1eBFiqomtcryyi1NWNj/coZ3bUmAy5Ce6eayN35m/PwN+RbH4MEQFgbQGGcexUW4XNCl9UGiyy9jy6utWTp3Zr7FIyLiD9l1y55rjHnDGJPtxpPGmPuBW/ImrGxlVQKwJ2g/JZUrV2bx4sXer169ep1ygCLFWamQQJrUKgvAwUMZtDmrIuEVSwKwaU8ysQviOXAo77pHY2Jg+HCIiIC3GUh4+Fvcc88D/JFShuf+qMo5pQ5QfdqdfP3RC7jd7jyLQ0TEn7LtljXG3AS8AfwNJAAHgRJANaAl8LG19rVcD0jdsiJF0si563j5238oGRzADefVJKZNOI1rls2Xey9atIj+/ftTJXMLr7fcSrngTCYkX8ptz42lXLly+RKDiEhuO+XZstbar4EmQCyQBJQDDuFsR3ZBXiR2OTAF6OaZNdsWSPJ0tS4CIo0xZ3m2TuvsOfbwOd09j7sD3+R30CIC91x8FpMfuJBrmlTnqz82cf17v3LD+78yaWECB/OwmgfQqlUr4uLiCDv7QrrOrc2S3aHM/mMdMTExrFixIk/vLSKS3wrUDhXGmIk4lbhKwHZgIBAEYK392DiLab2PM6M2GehhrV3sOfda4G0gABhtrR3saa8IfA6E41Qgb7fWJmZ1f1XuRPJHUko6X/+xmbgFCfy7fT+lQgK56fwaxLSJ4NzqZfLsvpmZmXz44YeMHTvW23bHWfs4+6Y+3Bx9j9/X6xMRORXafiwHIiMjbYcOHYiKiiIqKsrf4YgUedZalibsIfb3BKat2MoNzWrw+u3NAEhNz6REUECe3HfOnDkMHDiQcu7dfNYugR2pAXwZeAs9B7xNyZIl8+SeIiK5TcldDqhyJ+I/e5PTSEnPpHrZUFZsSiJ65O+M6NaStnUr5sn9tmzZQt++fXFt/YPXWm6hdKCb9zc34qZnPyUyMjJP7ikikpvOZIcKEZE8Vy4smOplQwFnf9srG1bzdtHO+mc7Xy7ZRGp6Zq7dr0aNGowaNYqGV3Sl69xwVu8L4emIv/j5hWuYOnVqrt1HRCS/nVblzhhzs7X2qzyIx69UuRMpmB6MXcq3K7ZSpkQgtzSvRUybcCKrls6168+YMYOhg1/k4XobWbgrjFlbS3PDDTfQt29fQkKyXRFKRMSvTrtb1hgzOovmNtbaRrkVXEGh5E6kYLLW8vu6ROIWJjDjr62kZ1pa1SlPdJtwrmlcPVfG5q1bt45+/fqxbt06AK6ssZ/08pE8/NKHhIeHn/H1RURy25kkdz8AEzxPg4DzgBRr7dO5HaS/KbkTKfh2HzjEl0s2MXFhAht2J1MuLIhbm9ei2wURRFQ8s8kQKSkpDBkyhNnff8v/OsRTOiiTISsjuOyht+jYsWMuvQMRkdxxJsldbWvtxmPahlpr++VyjH6n2bIihYfbbZm/bjdxCxL4/u9tvHnHedzQrAbJaRkEuAwhgadXzbPW8tVXX/Hpu0MY0iyBxuUPMWJ1BfY1f5BHHn2UoKCgXH4nIiKn50ySO9/+CBdQHXjVWtsud0P0P1XuRAqnnfsPUSY0kJDAAD78eQ2j5q5n9pPtKRt2+onYP//8Q4+uT9O79p/c1WwfU1eX5I1NV/LZF69StWrVXIxeROT0ZJfcBebg3BXAbpz9Wy2wFRiWu+GJiJy+yqWPTHpoVacCh9Ld3sTuvVn/cVblklzZsBrBgTlfIGDp0nNZvjKOHksGsn3zBxwMrcDc3/6iY8doRo58mQsuuCDX34eISG7ISeXuMWvt2/kTjn+pcidStKRluLnq7Tms33WQSqWCua1Fbe5sXTtHY/Pq1IH4eADLWFx0pxXgpuPZKTQ9x02DGx6jZ8+euFxaUUpE/OO017nLKrEzxkTnUlwiInkmONDFrCcu5dMerWgeXp4Rc9dx6Ws/02XkAr5bsZX0THe25/aIH4TFYHHRDVjKIq5iCc+22cobLbfg/ulVHn7oQRITs9zNUETEb3JSuasGPA9E4uzbChBpra2dx7HlO1XuRIq2bUmpfL54I5MWJrAlKZVKpULo1LIW91x8FhVLHb2e3ZHKHVgMBgskUqlcX8be+h3X1trP7K0leX9TY54fPIzzzjsvv9+OiBRzZ7JDxWvAbGAv8ALwKTAnN4MTEckP1cqW4JHLIpnbtyOj72rJebXLMurX9WR6/pO7LSnVW80bPBjCwo4+PyysAm+++wkJLfrz5t+VaFf1IK+d8wd9HrqbCRMmoO0cRaQgyMmEio3W2i+NMRdba38BMMY0zuO4/CIpKYlevXppKRSRIi7AZejYoCodG1QlKTndO/ni0Ul/kOm2fHn/hcTEOMf27w8vxA8kIsJJ+GJiXMD9zGvWjL6vP0K7ctvZk2p4++23WbZsGQMHDqR06dzbPUNE5FTlJLmr7vlexhhzHpAIXJxnEflR2bJlGT58uL/DEJF85LtcSs9L6nord4cyMplv/mT4tzXo2OB5Bh6zbN6FF15I3Q+n0a9fPyx/US00nRrxX9Gly2qGDXuNc845Jz/fhoiIV07G3D0KbAI2A98DJYG+1to38j68/KUxdyJy2Kpt++g2aiE79h+iWpkSdGpVm86talOjXOhRx6Wnp/Puu+9Sdsn73Fs/kZlbSjH0n9o89Hgfbr75ZowxfnoHIlLUnfYixsdcJAioBuyy1qbkYnwFgpI7EfGVkelm1qodxC1IYM5/OzFAh3OqEN0mnPbnVCHAdSRx+/GHH1gz9mF6nb2VNfuDeWpRDc7rcCPPPPMMoaGh2d9EROQ0nckOFW9Zax/3eX4Z8KC19pbcD9O/lNyJSHY2JiYzaVECny/exM79h6hRtgR3tArnwQ5nExjgzE1LSEgg9oW7ebDqEtzAg7/XJL1SQ4YNG0adOnX8Gr+IFD2nPFvWGBPu2XqsnDGmts/z9XkZqIhIQVS7QhhPX9WAef068lFMc86uUorZq7Z7E7tV2/ZRs1ZtHv9gGmND7mLhrjASDgazbt06unXrxsyZM/38DkSkuMi2cmeMOZzEVcCZRHFYCjDRWvtSHseW71S5E5FTkZqeSYmgAJJS0mkz5Ee6X1iHZ645F4ApU6YwdOhQXJmp3HX2HsasKc+Nt3XmscceIzg42M+Ri0hRcCbdso9Ya9/Ns8gKkMjISNuhQwcthSIipyQtw80PK7dzTrVS1KtSmqUJexj+yzra1XQRP/Zh+tZZwb9JITy1uDoV6zZj6NCh1KhRw99hi0ghlysTKoo6Ve5EJDd8u3wrz33zF4kH07AHShCV8DGDG/1Iutvw7B/VWJNRjRdffJGLLy6Sq0qJSD45kx0qRETkFFzXtDqP1unIvhnncSgxjGkN7+KmzFfZY8rxQdsttCm1mccee4wPPviAzMxMf4crIkWMKnc+VLkTkdziuzftmgq1aNVsJtWa/MNLZcbwzv6OJK77lxJbltCiRQuGDBlCxYoV/RqviBQ+qtyJiOSjHvGDsBgshrMTN5P4UyOWfnAnX0zuwIGgymSGlqF3/d0krFzITb2eZsmSJf4OWUSKCCV3IiJ5YEzEIE9q5/SOGCyhmWn8fvBJFr8aw6BLy3Fn3T2Mv2QzVeo35u4Bb/Lpp5/idrv9HLmIFHZK7kRE8sDgwRAWdnRbWJjT7nK5uOOB/qzrMJzUTMOkoBfpFLaI999/n+v7vMv94xby+7rdaNiMiJyOQH8HICJSFMXEON/794cX4gcSEeEkdofbAZpc1omdkefzzwfX07/JNmqGpjEsPoFVJpzvVu7k7MolubN1OLe1qEW5MK2NJyI5owkVPjShQkT8ISPtEEvfvI1RP61lye4wrCuIjBpNKdviOhIOBhAc6OK6JtWJbhNOy4jyGGNOflERKfK0zl0OaBFjEfGnn3/+mUGDBnF95Y2s2BPK33tL0OqKmyjX4nqmrdjO/kMZRFYpxYDrG3Jp/cr+DldE/EzJXQ6ocici/rZ5/WoCR1xKuYAUHp5RmWmLD5IUdiEDXxpKnUtCiF2YwDPXNKBt3YpsTExmx/5DNA8vp2qeSDGkpVBERAqBmmfV56d6f/BrQjjDr9vB29fsIS11Pc88fReLPl/BNw9eRJuzKgAw5rcN3Dn8d5JS0gE0AUNEAFXujqLKnYgUBHXqwKaEDF69oitPXjCdH9eFcuX4mgQFGwYOvIWnnnqK4OBgDhzK4M+Ne7moXiUAuoxcQI1yJbizdTjn1VY1T6Soy65yp9myIiIFTI/4QQzkBZgJ27cEsiY4heZsZ0tadSZPnszff//Nq6++Sq1atbyJXXqmm9oVQvlm2RY+X7yJhtXLEN0mnBvPq0HpEkF+fkcikp9UufOhyp2IFAS+W5dZDIaDwMvc1ngy59Z1M31zGUqVKsWgQYNo3779UefuT03nm2VbiFuQwMqt+wgLDuDG82oQ3TqCJrXK5vdbEZE8pAkVOaDkTkQKgthY6NULkpMPJ3eW0FA3Cx+7lMbBy4ldV453/6lEpjV07dqVBx98kMDAoztirLX8uSmJuAXxTP1zKynpmTSpWZZ37zyfsyqV9NM7E5HcpAkVIiKFREwMDB8OERHwAs4CyCNGuGj80mx2R3Yipu5e3muzmbJBmYwfP57evXuzY8eOo65hjOG82uUYdlszFvS/jBdvbERoUADVy5YA4Nf/dvHX5iR/vD0RyWOq3PlQ5U5ECoOU+SMJnNGHHSmGrnPD2ZceQPny5Rk8eDCtW7fO0TWufWcuJYJcTH7gIsAZsxcUoP/vixQmqtyJiBQRoRfcS8C9M9lZ/TIOZDqTJfbs2UPnzg9SseJIBpqB1KnjdO9mZ2LPtgy7rSkAiQfTaDtkFgO+XsHKLfvy4R2ISF5SciciUgi5arfkvMc/56OPPqJFrRL0CN/FxgQ3iYkfk8iLxMfvpVev7BO8smFB1KtSGoDU9EwurV+Zzxdv4tp353LTB7/x+eKNpKRl5uM7EpHcom5ZH9p+TEQKo+TvBhK24G1mrAkj+n/VqJu6jCVcAwwlIqIpGzbk7Dp7k9P439LNxC2IZ+3Og5QuEcgt59ckuk0E51QrnZdvQUROg2bL5oDG3IlIYTWlxS1cd+2PbE2yPDkpmbU73QQAtbmFL9xfntKCxtZaFq5PJG5hAt+t2EZappvWZ1Ug9t42GpcnUoBozJ2ISBH2yO7JXPzpj7iCKvHpvSWx1RuxkBZMDY6nb9++HDx4MMfXMsbQpm5F3ul8Pr8/exkDrjuXhtXLeBO78b/Hs2bHgbx6KyJyhpTciYgUAYMHw/LE1rQcPo/MP9JYvv08XC6oWRNmz55Nly5dWL169Slft0LJYO69pC6DbmgEOJMvXpq2kmnLtwCQkekmNV1j80QKEiV3IiJFwOG18YIrVueNGf2oUWs099x5Ha9fup2SgZls3LiRu+66iylTppzRfSqUDGZev47cdWEdAH5YuZ0LXpnFy9NWsnanqnkiBYHG3PnQmDsRKVJWfYv7s65sOhDI4wurEX8wGICoqCj69u1LiRIlzvgWKzYl8fEva/n+721kuC1t61bgztbhXN24GiGBAWd8fRHJniZU5ICSOxEpcuLnkTkxhkMHk+i/pApzd5QCoF69egwbNozw8PBcuc2O/al8sXgTkxYlsDExhQolg7mtRS3ubB2u7c5E8oiSuxxQciciRVLSJtwTo3Ft+5Pn/qjKd5vLABAWFsbzzz/P5Zdfnmu3crstc9fsIm5BPD/+s4NMt6VL23BevqlJrt1DRByaLSsiUlyVrYXrnu+xFzxM2y79CQ4OJjERFixIptsV3Shf/nXGjk3PlVu5XIZL61fmk64tmd+vI09dWZ9WdSoAcOBQBsNmrGJrUkqu3EtEshbo7wBERCQfBIVirnqZ64BV61tS9rdbeTUpmLKJW1mydxL33PMXBw4M5cEHq+XaLauUKcFDHSO9zxdvSOSTOeu4vGFVqpcNJSk5nbCQAK2dJ5LL9CdKRKSY+S42gJvOSWVRz61cVM/5P35m5l88+WQ08+bNy7P7tj+nCvOf6cj5tcsBMHTGKi54ZTbDZqxiY2Jynt1XpLhRciciUsxcsnwSlYYnUHZvCm9Hh/LBxStowRIqHFrFo48+ykcffYTb7c6Te1cpXcK7W8Y1javRrFZZPv5lLe1e+4luoxcy469tZGTmzb1FigtNqPChCRUiUhzUqQPx8RAamEzyDZWgSRBvzq/OMz+Xooln3kPr1q15+eWXqVChQp7Hs2VvCpMWbeTzRRvZti+VKqVDuKNVbe5oVZta5cPy/P4ihZUmVIiICODsZhEWBikZYTA5hSe+H8ykVaO45JLW3mMWLlxIdHQ0f/zxB7GxTkL4ghlEnToQG5u78dQoF8oTV9Tn174dGNGtJY1qlOH9n9ZwybCfmLQwIXdvJlIMqHLnIzIy0nbo0IGoqCiioqL8HY6ISJ6JjYX+/aFH/CDGRAxi8GC48043y9+8mRGz/mPBTqditmePi02bHiItrSsWFwZLWJizG0ZMTN7Ft2lPMp8v2sjNzWtxVqWSLFi3m3lrd9OzXV1KhWguoAhonbscUbesiBRrqftg9FXYHav4ZF0NRq4swYoVhrQ0gHYk8RZlcf7NiIiADRvyL7T3Z//Hp/M28Fu/joQEBpCwO5ma5UMJcJn8C0KkgFFylwNK7kSk2Dt0AL6+H/6ZwvyDteny9m7KZ2wDoAbwKnAu8AIDGWgH5Wto+1PTKV0iCLfbcunrP5GZabmjVTh3tKpNtbJnvpWaSGGj5C4HlNyJiADWwtw3sLNfZv7m2lw0MhgwtGAJS2gLPE14+M3Ex/unapbptsz8extxCxOY+98uAlyGjg2qEN0mnHaRlVXNk2Iju+ROAxdERORoxkC7pzDVmpL+Uxoh48M4dGiQ58V0XK4hNG++jJSUZwgNDc338AJchmuaVOeaJtWJ332QiQs38sXijfywcjs1y4VyZ+vadGpZmyplVM2T4kmVOx+q3ImIHC82FlaMeZ1yB95j4B+VqFnTUKEC1K1bl1dffZWzzjrL3yGSluFm5sptxC1IYN7a3QS6DFMeupiGNcr4OzSRPKNu2RxQcicikgVr4Yu7YOXX/Gkacf+3qaS5nZW0QkND6d+/P1dffbV/Y/SxftdBpv65hYc61MPlMoyYsw6Anu3q+jkykdylde5EROT0GAO3jYH2z9DM/s23t1lqlXH++UhJSWHAgAEMHTqUsWPT8nQ9vJw6q1JJHrksEpdn7N3ShD38sXGP9/U/N+7F7VZhQ4ouVe58qHInInISq6bD5F5kuIK5a3FjVm3YAkBiIiQkNCQzcyiWmvm2Hl5OpWW4CQ50sXbnAS574xfqVAyjc+twbm9Ri4qlQvwdnshpUbdsDii5ExHJgZ3/wvo5HGwUzUsvvcSPP/7IihV41sMrzS/8zKV+Wg/vZFLTM/nur61MXLCRhRsSCQowXNWoGtFtwrmgbkXvvrcihYGSuxxQcicicmrs+jms/eY1rnxqKRUyt3jbuwMPAC/7YT28nPpv+37iFibwvyWb2JeaQd1KJbmzdTi3tqhFhZLB/g5P5KSU3OWAkjsRkVP061vw4yAWb2/EDRPC2Hpgr2c9vBZAc2rVGsLGjZX8HeUJpaZn8u3yrcQtTGBJ/B4qlAxmwbOXERSgYelSsGlChYiI5L6LH4fbx9Ks2gaW3BdP21r1vC+5XEspVy6agv6f5hJBAdzaohb/u/9Cvn+sHS/c0IigABfWWu6fsIRpy7ec/CIiBYiSOxEROTONbiKo9w+UKh/GL3f9yMXVOhAc7CIiAkJCEnnggQcYPXo0brfb35Ge1DnVShPVrAYASSnpbE1KZX9qBgD7UtNZvCER9XhJQafkTkREzlzVRpR+/CeCr3yGt7fM4tdfP6BevQoAuN1uPvzwQx5//HFGjEgqEMul5ES5sGC+fvAiOreqDcBXSzdz28fzuertOXz623qSktP9HKFI1jTmzofG3ImI5JI9Gzg05UmemRfGnCX/AM5yKfHx1XC7h2JpUuCWSzmZg4cymPrnFiYuTODPTUmUCHJxXZMaRLcJp3l4Oc20lXynCRU5oORORCSXrJ4Jn3fDhpbjM3MDr8fN9lkuJZBJLKAzbsAUuOVScuKvzUnELkhgyrLNHEzLpEG10kS3Ceem82tSpkSQv8OTYkLJXQ4ouRMRyUVbl8OkGDiwnVX1H+Dqzp9SiXjvy1cAzwGvFeDlUk7mwKEMpizbQtzCeP7avI/Lz63CyO6t/B2WFBNK7nJAyZ2ISC47uBu+6A4b5vLoz0N595ffgFU+y6WEU6PGMDZvrneyKxV4yzftxWBoUqssW/amcN/4Jbx4YyPODy/v79CkiNJSKCIikv9KVoSuX8PlL3DBPd0IDR0N3OJ92eVKoGTJ7kybNg1wJlgUlgkXx2paqxxNapUFYOf+Q1gslTxbm/29JYkVm5L8GZ4UI6rc+YiMjLQdOnQgKiqKqKgof4cjIlLkfDb+ABV/vofZ0w/y5p691KiRSgVnUi1nnXUT3377NCkpIVhMoZtwcSK9xy9hxt/baFKzLNFtwrmhWQ1KhgT6Oywp5NQtmwPqlhURyWM7V8P4myA5ke1tn+PBj39ig2c2hTPhoj7wKpZwTAHdn/Z0JKWk882yzcQtSGDVtv2UDA7gxvNrEt06nMY1y/o7PCmklNzlgJI7EZF8cGAHfN4dEuaR3up+Xpxn+O77H9iyZAs12EpJYCDQ0XP4C4V4wsWxrLUsTdhL3IIEpi3fwqEMN81qOdW8qGY1CAtWNU9yTsldDii5ExHJJ5npMOMZWDQC26Y3/zvYipiYN0hLcxYGdiZcvAk8TEREYKGv3GUlKTmdyX9sIm5BAv/tOMBz1zfknovPwlqrNfMkR7JL7vRfBBERyX8BQXDd61CzOabOxdxWLpx16xry7LP9yMw8vJdrLAEBK+jTZyhQxZ/R5omyYUH0uOgs7rqwDkvi91CvSikAvlyyibiFCYzs1pKKngkZIqdCs2VFRMR/zouGcuHgdtPn7LeY8WZnSpduxxaqExwM4eHLmTw5mgULFgBHZtO6XBS62bTZMcbQsk4FyoUFAxAWHEjFkiFUKOk8/27FVlZv3+/PEKWQUbesD3XLioj4SWoSTLgNNi3EXvwEEzZH8N4HH+J2uwEnAWratCcTJ95LSsqRukRRmU2bnYxMN21fmcWuA2m0jChPdJtwrm1SnRJBAf4OTQoAjbnLASV3IiJ+lHEIvusDSz6FyCv5s97D9Hl+MLt37wYOz6ZtA7wMHFkYuCjMpj2RxINp/M/TVbt+10HKhgZxa/NaRLepTb0qpf0dnviRkrscUHInIlIALB4N0/tAzRbsvjGW/gMGsHjxYpYsOXxAFWAo0BQAY8BT4CvSrLXMX7ebuAUJfP/3NtIzLa3PqkB063CublxN1bxiSMldDii5ExEpIOLnO98jLsDtdvPxxx/z+OOjSUs7fEAA8ChwJxERpkhX7rKy68AhvlyyiYkLE4jfncz3j7XjnGqlSc90ExSg4fTFhbYfExGRwiPiAucLcP0ylAfO3csz/d7C5SrjOSATeJPAwL4899wB72lFccJFViqVCqH3pWfz05Pt+eqBCzmnmtM9+9QXf3LfeBUpijsldyIiUnBZC0mb4ZdXGdTgQz56ezglSzYCIDgYateezdSpXVi9ejWxsdCrF8THO6fFxzvPi2qCB+ByGc4PPzL+sEnNsjSrXQ5wunE/+GkN63cd9FN04i/qlvWhblkRkQLIWlg43Fn0uOLZpN82jrfHT+Ozzz7zHhIcHMyaNX3ZufMG4OgFgIv6hIvs/LttP9e+O5dMt+XCsysS3SacKxtWIzhQdZ2iQmPuckDJnYhIAbZ+LnzRHTDw6DJ+mPM7L730EsnJyQCeCRfXA/2AEt7TisuEi6xs35fK54s2MmnRRjbvTaFSqWBua1Gb6NbhhFcM83d4coaU3OWAkjsRkQJubwJs+QMa3ghA/IYN9Onbl7Vr13qWSgGoBwwDwoEjlbvYWOjfHxISIDwcBg8uuuvjHSvTbZmzeiexCxKYvWo7bguXRFYiunU4VzaqRoBL250VRkruckDJnYhIIfL3V/D3V6Re/RZD33yPceOmER9/uEoXBjxHWNgVDB/uHN6rF3iKfEDRXwA5O1uTUvh80SYmLUrAZQxz+nQgwGU4eCiDkiHalbQwUXKXA0ruREQKkQXDYUZfqNwAe0csU35dwdNPv0p8fBppac6Ei1tuuYNx4x4jMjKI+PjjL1Fcx+OBU83btCeZiIolSctwc/Grs4lpE8Gjl0f6OzTJIS2FIiIiRUubXtBlMuzfihnRnhsblWTatE+55ppatGgBTZrAf/99Rs+ePYmP35blJRIS8jnmAiTAZYioWBKA9Ew3nVuH06qOM/N2Y2Iyb878l817U/wZopwmJXciIlJ4nd0Bev4EZWpB7O3UL5vBhAkT6NChg/eQv/76i5CQaGDecaeHh+djrAVYyZBAnriiPhfWqwTA/LW7ee+nNVzy6mzu/nQRP67cTkZmMZ2VUgipW9aHumVFRAqptIPOGLzzuwBg3W4mTprEO++8Q2ZmJomJeMbj3Q30BlzeMXdQfCdanMjGxGQ+W7SRzxZvZOf+Q1QvW4JOLWvTuXVtqpcN9Xd4gsbc5YiSOxGRImDrcpj+FNwyguUbk+jXrx87duwgMRE2b4a0tJbUqjWEoUMrAJpocTLpmW5m/bOduIUbmbN6Jy4DHRtUodsFdWhXv7K/wyvWNOZORESKh+TdsGMVDG9P01J7iI2NpW3btlSo4IzDa9FiMY0aRXPuuUvp3//oxA6c5/37+yf0gigowMXVjasz7u7WzHm6A/ddejbLNu5l6p9bvMfsOnDIjxHKsZTciYhI0XJ2B+j1E5SsDONvpvyqibz7zjv06tULY5z13Hbt2kXv3r2Jjx8HHD+W7PBEi+KyV21OhVcMo+/VDZjX7zKevfZcAFZsSqLNkFnMXrXdz9HJYUruRESk6Kl4NvScBedcA98/g+uvL+nVqxfvv/8+5cqVA8DtdhMc/C7wFLDvqNPDwymWe9XmVHCgi/IlgwGoXDqEXu3q0rKO08397fKtfPDTGnbsT/VniMWaxtz50Jg7EZEixu2GPydC004QEATWsmPnTvr168fy5ct9JlrUAF4FzvWOuevfH62Ndxqe/+Yvxs2PJ9BluKJhVaLbhHPR2ZVwaReMXKcJFTmg5E5EpAg7sBPibocrB5NRqw3vvfcesbGxPhMtgqhU6SneeusWunQxuFxOxe5YxXmv2pxat/MAExcm8OWSTexJTie8QhidW9fm9ha1qVw6xN/hFRmaUCEiIsXboX1w6ACMu4HApWN4/LHHGDZsGLVrl/RMtEgnIuIVVq16juTk5GzXwDvcZauxeNmrW7kU/a9ryO/PXsY7nc+jetkSDJvxLxcOncWDsUtZvmmvv0Ms0lS586HKnYhIEZeaBJN7weoZzpp4173Jxq076Nu3L6tXr/YedtZZZ3Hhha8yYEDd45ZJ6d4dxo7V8imnas0Op5r3v6WbeOnGxkQ1q0FSSjoZmW4qllI173SoWzYHlNyJiBQDbjf8/ArMGQZtH4Srh3Do0CFee+01vv76a+9hJUqU4MIL+/P559cctcCxxuKdmdT0TAJchqAAFx/8tIZ3Zv3Hb307qrv2NCi5ywEldyIixci/30HtNhBWwRlcZwzTpk3jlVde4dChI+u23XrrrTz55JMEBzuzQzUWL/es2XGAuf/tpMdFZwEwZPo/VCkdwq3Na3ln40r2NOZORETE1znXOIldRhqMuwEWj+H6669n7NixhPsMuPvf//7H3XffzZYtzqK92Y3Fq1BB4/BOVb0qpbyJXabb8ufGvbz87T+0eWUWj036g4XrE1ER6tQVuOTOGHO1MeZfY8waY0y/LF5vYIyZb4w5ZIx5KifnGmMqGGN+MMb85/lePj/ei4iIFAIZqRAQDNMeg2mPU69OOBMmTODKK6/0HrJq1SpiYmKYM2cOgwc7Y+x8BQXB/v1aE+9MBLgMn913ATMeu4TOrWoz658ddPpkPle8NYdRv65nb3Kav0MsNApUt6wxJgBYDVwBbAIWAXdaa1f6HFMFiABuAvZYa18/2bnGmGFAorV2qCfpK2+t7Xvs/dUtKyJSTLkzYdaL8NvbULstdBqHLVWFL774gjfffJOMjAzvod26daN8+Qd57rkA71i8Awdg9+7jLxsRcWScnu+4PU28OLnktAym/bmV2IUJ/LlxLyGBLq5rWp0nrzyHmuVC/R1egVBYumVbA2usteustWnAJOBG3wOstTustYuA9FM490ZgrOfxWJzEUERExOEKgCtegNtGw9Y/4cu7McbQqVMnRo0aRbVq1byHjhs3jjlzerNo0U7cbmcSRWJi1pc9XMFTRe/UhQUH0qlVbb558CK+feRibm9Zi59W7SA4wEld1u08QFLKsamAQMFL7moCG32eb/K0nem5Va21WwE836tkdYGdO3fSsmVL79fw4cNPKXgRESnkGt8K9/4A177mPHe7adSoEbGxsVx00UXew/744w9iYmJYtGgRkP04vICAo5dMAed5//55EXzR1ahGWV6+qQkLnr3cO6v2mckruOOT+X6OrGAK9HcAx8hqb5Kc9hufybkAVK5cGXXLiogUc9WaON+thWmPQmAoZa8azFtvvcWnn37Kxx9/jNvtJjExkQcffJD77ruPl17qQe/eruPWvjs2sTssISHv30ZRFBx4pCb13PUN2X3QGYeXmp7JXWMWcl2T6tx0fk1KlwjyV4gFQkGr3G0Cavs8rwVsyYVztxtjqgN4vu84wzhFRKSosxZCysDCT2DcTbhSErn77rv58MMPqVChAgBut5uPPvqIRYse4+23k4iIcJZEiYhwFjWOiMj60ppZe+Ya1yzLpfUrA7B9Xyr7UzN47pu/aT14Fn2/XM6fG/cW25m2BS25WwREGmPOMsYEA52BKblw7hSgu+dxd+CbXIxZRESKIpcLrhoMt4yAzYtheHvYsoyWLVsSFxdH8+bNvYfOmzePr7+OZurUFd5xeDExnNLM2gceUMJ3uiIqlmTawxfzzYMXceN5NZjy5xZu/OA3rn/vVyb8Hs+BQxknv0gRUqBmywIYY64F3gYCgNHW2sHGmN4A1tqPjTHVgMVAGcANHAAaWmv3ZXWu55oVgc+BcCABuN1ae9zwV82WFRGRLG35AyZ1gcxD8OhyCA4jMzOTDz/8kLFjx3oPCwwM5LHHHuOOO+7AGGe0UGzs0bNls5tZa8zRiyNrS7PTty81nW/+2Ezcwo38s3UfYcEB3HheDQbd0IiQwAB/h5drtENFDii5ExGRbB3YCbv+hToXO1mYdYMrgDlz5jBw4ED279/vPfSyyy7j+eefp2TJksddJrsdLrKiLc3OjLWWPzbuZeKCBBISk/nsvgsA+H3dbprULEvJkII29eDUFJalUPwqKSmJXr16MXXqVH+HIiIiBU2pyk5iB7BwBIy/GQ7upl27dsTGxnLuued6D501axZdu3blv//+O+4y2c2szUp8/Kl31cbGqnv3MGMMzcPL89rtzZjUqy0ASSnpdB+9kFdnrPJzdHlHyZ2PsmXLMnz4cKKiovwdioiIFGQhpSBhPoxoD9tWUKNGDUaNGsVtt93mPSQhIYHu3bsfVzDIahyeyWq9B0/7qayRFxt7/Lp6PXpApUpK9g53k5cpEUhczzbc7dn2bEl8Ijd+8BufL9pIclrRGJunblkf6pYVEZEc27QYPusCKXvhpg+cNfKAGTNmMHjwYFJSUryH3nDDDfTt25eQEGeNtmPH4V17LYwde/TSKceOwTssIADc7qx3u6hTx0noTkRj+Y4297+dvDB1JWt2HKB0SCA3N69JdJtwGlQr4+/QTkpj7nJAyZ2IiJyS/dvh866wcSE8uBAq1wdg/fr19O3bl3Xr1nkPrV+/PkOHDiU8m37ZYxO+kyVp4CRq3bvD9OnOeaczlu/Y+xbH7dGstSzasIe4BfFM/2sbaRlumoeXI7pNBNc3rU6JoII5CUPJXQ4ouRMRkVOWkQbrfob6VzrPMzMgIJCUlBReeeUVpk+f7j00LCyMQYMG0bFjx5NeNidVOMi+wneyc9zuI924xy6+XJwre3sOpvG/pZuIW5jAup0HKVMikHsvqcsjl0X6O7TjKLnLgcjISNuhQweioqI07k5ERE7dul/g2yfhjvFQ5VystXz11Ve89tprpKcf2Qc1Ojqahx9+mKCg7HdSyCrxyi2Hu3ZdLsjMPP51zdJ1qnkL1icStyCBelVK8chlkWRkupn+1zaubFi1QFTzlNzlgCp3IiJyRhIWON20hw7AzR9DwxsAWLVqFX369GHLliObLjVt2pRXXnmFqlWrZns53y7T7BKx7Bjj7ISxfz+kpZ36WzGm+HbTZufnf3dw15hFfNylBVc3robbbXG5spkNkw+0FIqIiEheC28DvX6GKg2cJG/2YHC7adCgARMmTKBdu3beQ5cvX050dDTz58/P9nIxMU4Fze12JlzkdJZtRIRzzq5dMHo03m3RAk6h2JTTGbrFyaX1KxPXsw2XnVsFgHdm/UenT+bzzbLNHMo4hcw7jym5ExERyU1lasBd0+G8LjBnGKz82mkuU4Y33niDRx55BJfL+ec3KSmJRx55hE8++QS3233Cy8bEHNmv9vD+tb17H5/whYU51Tbf8w4niCe5RZaSk53qoTjLqVx4diWCApzPr1rZEmxLSuXRSctoO2QWL09bydqdB/wcpbplj6JuWRERyTXWwn8/QOQVTjaWmQ4Bzhi7P/74g2eeeYZdu3Z5D2/dujUvv/wyFSpUOKXbnMps1+wmaRweg3eilEDdtFlzuy2/rd1F3IIEfli5nQy3ZWLPtlxwdsU8v7fG3OWAkjsREckTieth3A1wzTA45xqnKTGR/v37s2jRIu9hlStXZujQoTRr1ixPwjjZ7Fitk3dmduxP5Zs/tnDXRXW81b28pDF3IiIi/hIQBKEVYGJn+GUYuN1UqFCBDz74gHvvvdd72M6dO+nZsycTJkwgL4ovWXXt+iZqWe2ecSx102avSukS9GxXN18SuxNR5c6HlkIREZE8k54CUx+F5Z9Bg+ud2bQhpQGYN28eAwYMYN++fd7D27dvz8CBAyldunS+hunbzXuiFCEiQl20/qZu2RxQt6yIiOQpa+H3j2DmALjwYbjiBe9L27Zto1+/fvz111/etpo1azJs2DDOOeccf0R70m5addH6l7plRURE/M0YuOAB6DEdLu3rtGUcAqBatWqMGDGCzp07ew/fvHkzPXr04KuvvsqTbtqTOVk3rbpoCyYldyIiIvktvC0Eh8Gh/TC8A8x9E6wlKCiIp556iqFDhxLmyarS0tIYPHgwgwYNIiUlJV/D9B2jl534eGeB5Tp1tB5eQaHkTkRExF9MgLPg8awX4MsekHYQgMsvv5wJEyZQr14976Hffvst3bt3Z0M+7wt2eJ28EyV4WvC4YFFyJyIi4i/BYXDrKLjiRVj5DYy8wlk2BQgPD+fTTz/lhhtu8B6+bt06unXrxsyZM/M91JzOpO3SRVU8f1NyJyIi4k/GwEWPQswXsG8TTHvc+1KJEiV4/vnnef755wkODgYgOTmZZ599lmHDhpF2OpvGnqZjl1E5EVXx/EuzZX1otqyIiPhV4jpwBUG52pCeCoEh3kxq9erV9O3bl40bN3oPb9iwIUOHDqVGjRr5HmpOFjyOiHC6dCVvaLZsDiQlJdGrVy+mTp3q71BERKQ4qlDXSezcbmcM3uRezvp4QP369Rk/fjwdO3b0Hr5y5Uq6dOnCr7/+mu+h5qSbNj5eXbT+oMqdD1XuRESkQLAW5r4OswdD9aZwR6yT9AHWWiZNmsTbb79NZmam95QePXrQu3dvAgIC8i3Mwwsea8sy/1DlTkREpLAwBto9DdGfORMshl8K6+d6XjLceeedjBgxgipVqnhPGTNmDPfffz+7d+/OtzAPz6SdMOHk6+FpokX+UXInIiJSUNW/CnrOhrCK8NV9zjg8j6ZNmxIXF0fbtm29bUuXLiU6OpqlS5fma5g5WQ8PNNEiv6hb1oe6ZUVEpEBK3Qd7E6BaY3BnQmY6BJUAwO12M3r0aD755BPvLhYul4sHHniAbt264XLlbx1HEy3yj7plRURECqsSZZzEDuCnITDmGkjaDDiJ3L333sv7779PuXLlACfhe//993nyySfZt29fvoaa04kW2tUi7yi5ExERKUxqnA+7VsPw9hA/39vcpk0b4uLiaNasmbdt7ty5xMTEsHLlynwLL6ddtNrVIu8ouRMRESlMzr0e7p0FIaVg7PWwaJT3pSpVqvDJJ5/QpUsXb9vWrVu55557+Pzzz8mvoVg5nWgBmmyRF5TciYiIFDZVGkDPn6BuB5jRz1n82CMwMJDHHnuM1157jVKlSgGQnp7OsGHD6N+/P8nJyfkWpna18A9NqPARGRlpO3ToQFRUFFFRUf4OR0RE5MTcmbBlGdRq4Tw/dMCp6Hls2rSJvn378u+//3rbIiIiGDZsGGeffXY+B6vJFrlNEypyoGzZsgwfPlyJnYiIFA6ugCOJ3V//g/dbwsZF3pdr1arFmDFjuOWWW7xt8fHxdOvWjenTp+d3tNrVIp8ouRMRESkKKp0DAcHw6bWwdJy3OTg4mGeffZYXX3yREiWc5VMOHTrE888/z+DBg0lLS8u3ELUeXv5QciciIlIUVGsMvX6GiItgysPw7ZOQcSRxu/baaxk3bhx16tTxtn311Vf06NGDTZs25VuYp7KrRffuSvBOh5I7ERGRoiKsAsR8CRc+DItGwtpZR71ct25dxo0bx5VXXult+/fff+nSpQs///xzvoaakypeZqYqeKdDEyp8aIcKEREpMjYvhZrNnceH9kNIae9L1lq+/PJL3njjDTIyMrztXbt25cEHHyQwMDBfQ83pRIvBg52kUByaUCEiIlKcHE7stv4JbzWGPyd5XzLGcPvttzN69GiqV6/ubR8/fjy9e/dmx44d+RpqTidaqIqXM0ruREREirIyNaFaE/jqPpjxDGQeqdQ1bNiQ2NhYLrnkEm/bsmXLiImJYeHChfkW4uEu2oCAEx+XnAz9++dPTIWZkjsREZGirGQl6PoVtLkffv8QJtwMB3d7Xy5TpgxvvPEGDz30EC6Xkxbs2bOHBx98kJEjR+J2u/MlzJgYGDtWS6XkBiV3IiIiRV1AEFwzFG76CBIWOJMtfLhcLu666y4++ugjKlSoADjj8j7++GMeffRR9u7dmy9haqmU3KHkTkREpLg4L9pZLuWSJ53nKXuPerlFixbExcXRvHlzb9v8+fOJjo5m+fLl+RLiqSyVoj1ps6bkzkdSUhK9evVi6tSp/g5FREQkb1RtCAGBcHAXfHQhzHzO2cbMo1KlSnz00Uf06NHD27Zjxw569uzJxIkTya9VNlTFO31aCsWHlkIREZFiIyMNZvSDxaPg7I5w6yhnnTwfc+fOZeDAgezbt8/b1rFjR55//nlKlSp17BXzTE6WSgkIcMbsFaelUrQUioiIiBwRGAzXvwlR78D6uTCiA2z/+6hDLrnkEiZMmEDDhg29bbNnz6Zr166sXr0630LNyVIpWvD4CCV3IiIixVmLu6DHdEhPhZ+GHPdyjRo1GDlyJJ06dfK2bdy4kbvuuospU6bkS4g57aLVODyHumV9qFtWRESKrX1bITDE6ZpN2evsaOE6euG5mTNn8vLLL5OcnOxtu+GGG+jTpw8lSpTIlzBjY50KnU8IWQoLcxLCotxNq25ZERERyV6Z6k5il5kBcZ1gYufjZtNeeeWVjBs3jrp163rbpkyZwl133UVCQkK+hHkqCx537148K3hK7kREROQIVwA07QRrZ8PIy2Dnv0e9XKdOHcaOHcu1117rbVuzZg1dunThxx9/zJcQc7rgcXEdh6fkTkRERI4wBlrdC92nQmoSjLgMVk0/6pDQ0FBeeOEF+vfvT3BwMADJycn069eP119/nfT09DwPU+PwsqfkTkRERI4XcaGz4HGlevDDc87SKT6MMdx8882MGTOGmjVretsnTZpEr1692LZtW56HmNMFj6F4rYen5E5ERESyVrYW9PgOukx2lk5JT4XUfUcdcs455zBhwgTat2/vbVuxYgUxMTHMmzcvX8LUOLyjKbkTERGR7AWFQnlP3+d3fWDk5bBrzVGHlC5dmtdee41HH30Ul8tJLZKSknj00Uf5+OOPcbvdeR6mxuEdoeROREREcqbJbZC8C0Z0hNXfH/WSMYauXbsyfPhwKleuDIC1lpEjR/LQQw+RmJiY5+FpHJ5DyZ2IiIjkzFntnHF45SMg7g6Y8zocs17ueeedR2xsLK1bt/a2LVy4kOjoaP744488D1Hj8JTciYiIyKkoFw53fw+Nb4Vf34akTccdUqFCBd5//3169uyJMQaAXbt2cd999zFu3DjyYwOF4jwOTztU+IiMjLQdOnQgKiqKqKgof4cjIiJScFkLieug4tnO44M7oVSV4w6bP38+AwYMICkpydt26aWXMmjQIEqXLp3nYeZ0RwuAihXhnXcKz64W2e1QoeTOh7YfExEROQ0LR8Dsl+H2MXB2x+Ne3r59O/369WPFihXetho1ajBs2DAaNGiQ5+HFxkL//k437MkUpm3LtP2YiIiI5I16l0GZmjDhVvjtnePG4VWtWpXhw4cTHR3tbduyZQt33303kydPzvNu2lMZh1cUJluocudDlTsREZHTdOgAfPMArPwGGt8GN7wHwcdnUrNnz2bQoEEk+/STXnvttTzzzDOEhobmeZixsc4Yu8zMkx9b0Kt4qtyJiIhI3gkpBbePhcueh5Vfw+asiyUdO3ZkwoQJREZGetumT59O9+7dWb9+fZ6HmdP18KDwTrZQciciIiK5wxi45El4eImzbArAvq3HHRYeHs6nn37KjTfe6G1bt24d3bp1Y8aMGXke5uGZtBUrnvzYwrjosZI7ERERyV3l6zjfN/wK7zSD3z86bhxeSEgIzz33HAMHDiQkJASAlJQUBgwYwNChQ0lLSyMvxcTArl3OOLycLHpcmCp4Su5EREQkb1RrCpFXwIx+8PX9kJ5y3CFRUVGMHTuW8PBwb9uXX37JPffcw5YtW/I8xJxOtihMFTwldyIiIpI3SpSBTuOh/TPw50QYc02Wix7Xq1eP8ePHc/nll3vb/vnnH2JiYpgzZ06+hJqTRY8LSwVPyZ2IiIjkHZcL2veDzhNh1xr4Z2qWh5UsWZJXXnmFp556isDAQAD279/PE088wXvvvUdmTqa3nqGcTLbIzHSWSqlUqeAmeVoKxYeWQhEREclDSZuc9fCMOfrxMVasWEG/fv3Yvn27t6158+YMGTKESpUq5XmYOV0u5f/t3XmczvX+//HHe5BBEWWQLUqY9TL2aCxZS4rIlkhRX5VyfpRT56TSdtSJFinHkSVbtOikFNmmjXBw4ogwypJ9nRkx5vX7Y2auMzOuaxhmxsw1z/vtdt1mrs/n/f583p/rdX3en9f1WS/1rVJ0KxQRERG5tMpU+V9iN/5G+PQRSPrjrGIRERFMnz6dG2+80TtszZo19O7dm7zYCXO+t0vJr4dpldyJiIhI3rriGmg4EP49DSbf6vN2KVdeeSVjx45l8ODBBAWlpCuHDh1i8ODBTJo0ieTk5Fxt4vmcgwf58zCtkjsRERHJW0FBcPNf4a6psHcjTGgBv630USyIAQMGMG7cOMqVKwdAcnIyb7/9NkOHDuXo0aO52szs3PD44MH8czWtkjsRERG5NEJvh/sXQbESsHqy32INGzZk+vTpeDwe77Bvv/2WPn36sGHDhlxtYnZueJxfDtMquRMREZFLp0IoDFwCt7ya8v7Ybkg6+wbG5cuX55133uGee+7xDvv999+57777+OCDD8jNC0TT3/D4fA7TXuo9eEruRERE5NIqWQ4uK5mS1E29A6Z2hhP7zipWtGhRhgwZwmuvvcbll18OQFJSEqNHj+bJJ58kPj4+V5tZUC60UHInIiIi+UPRy6DF47B7LbzbAnat9lksJiaG6dOnU6dOHe+whQsX0rdvX3755ZdcbeL5Hqa9lHvwlNyJiIhI/hHRDe77CoKKwqSOsHaGz2KVK1dm0qRJdO3a1Tvs119/pV+/fnz22We52sTzPUybkABPPZWrTfFJNzFORzcxFhERySfiD8Lc/vDHCbhvIRQp6rfoF198wQsvvMDJkye9w+644w6GDx9O8eLFc7WZ06en7KFLSPA93jnIrbu2+LuJsZK7dGrVqmWtWrXitttu47bbbrvUzRERESncziTByaNQ6qqUv2dOQynfT6jYtm0bTzzxBNu3b/cOu+GGGxg9ejRVqlTJ1WZm9USL6tUhLi535qsnVJyHMmXKMGHCBCV2IiIi+UGRoimJHaQ8zWJCS9izzmfRmjVrMmXKFDp06OAdtnnzZvr06cOSJUtytZn+LrQoWRJeeCFXZ+2TkjsRERHJ/5oPBTP4Z3tYP8dnkZIlSzJq1ChGjBhBsWLFAIiPj2f48OGMGTOGpKSkXGte2oUW1aunHIqtXv3SPXdWh2XT0Tl3IiIi+diJffBBP/j1O2j6MLR51u+5eBs3bmTEiBHs3r3bOywyMpKXX36ZkJCQvGpxrtJhWRERESnYLg+Bfp+mPJf2P3Mg8ZDfoqGhobz//vvcdNNN3mHr16+nd+/erFixIi9ae8loz1062nMnIiJSQMQfSLm4IvkMHI6Dq67zWSw5OZlp06Yxbtw4klMvW3XOMXDgQO6//36Cggrufi7tuRMREZHAkXbV7DevwTvNYcMnPosFBQXRr18/3nnnHa5KvfOwmTFhwgQeeeQRDh8+nEcNzjtK7kRERKTgqtcXKoTDnH6w6NmUPXk+REdHM2PGDBo0+N+OrhUrVtCnTx/Wr1+fV63NE0ruREREpOC6oiL0/wzq90/ZizejByT63ht31VVXMW7cOAYMGOAdtm/fPgYOHMiMGTMIlFPVlNyJiIhIwVa0ONz2OnQaA79+D4e2+S1apEgRBg8ezBtvvEHp0qUBOHPmDK+99hpPPPEEJ06cyKtW5xoldyIiIhIYGgyAx/4DleunvN/3X79Fb7zxRmbMmEFYWJh32OLFi7n77rvZvHlzbrc0Vym5ExERkcBRslzK381fwttNYMmLfh/uWrFiRSZOnEiPHj28w3bu3En//v2ZN29egT1Mq+ROREREAk+NFuDpA8v+BrP7wMljPosVK1aM4cOH89JLL1Ey9flhp06dYtSoUTz77LOcPHkyL1udI5TciYiISOApFgy3j4OOo1P24k28GQ5s8Vu8bdu2TJs2jeuu+9/98j777DP69evHjh078qLFOUbJnYiIiAQm56DxA3DPPEg4CLvWZFm8evXqTJkyhVtvvdU7bOvWrfTt25eFCxfmdmtzjJ5QkY6eUCEiIhKgEo9AiStT/v/9JwgJBT9PpzAz5s2bx+jRozl16pR3eI8ePXjssccoVqxY7rf3POgJFSIiIlJ4pSV2h7alHKKdcw/8cdxnUeccd9xxB5MnT6ZKlSre4bNnz+b+++9nz549edDgC6fkTkRERAqPsjWg9V9h03yY2AYObvVb9IYbbuD999+ndevW3mEbNmygT58+fPvtt3nR2gui5E5EREQKD+fgxoeh78dwYi/8oxX8sshv8csvv5y//e1vDB06lCJFigBw7NgxHn30Ud5++23OnPH9uLNLScmdiIiIFD41W8KgpVCmKmxbmmVR5xx9+vRhwoQJhISEeIdPmjSJhx56iIMHD+ZqU7NLyZ2IiIgUTmWvhfu+gpufSXm//2c4Fe+3eFRUFNOnT6dx48beYatWraJ3796sWZP1lbh5ScmdiIiIFF6XlYIiReH0SZjWFf7ZHg7H+S1etmxZ3nzzTQYNGoRzDoCDBw/y4IMPMmXKFJL9PA0jLym5ExERESkWDLe9Dkd/hQktszxUGxQUxKBBg3jrrbe48sorAUhOTubNN9/k//2//8exY76fhpFXlNyJiIiIANRqAwOXwOUVYVoX+O4tyOJ+wI0bN2bGjBlERkZ6h8XGxnL33XezcePGvGixT0ruRERERNJcdR3cvxDq3ArbloBlfZg1JCSECRMm0KdPH++w3bt38+CDD16yPXhK7kRERETSK34FdJ8Kd02FoCJwbA8c+c1v8aJFizJ06FBGjx5NqVKlAHjkkUcoXbp0XrU4Y3suyVxFRERE8rOgoJSLLQDmPQR71sFdU+Da5n6rtG7dmlq1ajF//ny6deuWRw09m/bciYiIiGSlw8tQoixMvR1WTMjyPLyqVavy4IMPeq+kvRSU3ImIiIhkpfwNMPBruL4NfDEcPn045dYp+ZSSOxEREZFzCS4DPWdCzOPw6wpIUnInIiIiUrAFBUHrp+CB5VDiypS9d7vyz5Mp0uS75M4518E597Nz7hfn3Agf451z7o3U8eudc9Hpxk1yzu1zzv2UqU4559xC59yW1L9l82JZREREJABdVjLl77KX4Z/tYNV7l7Y9meSr5M45VwQYB3QEQoFezrnQTMU6ArVSX4OA8enGTQY6+Jj0COBrM6sFfJ36XkREROTCNXsUaraAzx6Dfz0GSacudYuAfJbcAY2AX8xsm5mdAmYBt2cqczsw1VL8AFzpnKsEYGbLgUM+pns7MCX1/ynAHbnReBERESlESpSF3h9A86Gw+j2Y0gmO773Urcp3yV1lIP1dAnemDstumcwqmNkegNS/Ib4K7d+/nwYNGnhfEyZMyFbjRUREpJAJKgJtnoFu78GRX+GPS/tcWch/NzH2dVOYzDeTOZ8yF6R8+fKsWrUqJyYlIiIihUl4V6h9CxQLvtQtyXd77nYCVdO9rwLsvoAyme1NO3Sb+nffRbZTREREJKN8kNhB/kvufgRqOedqOOcuA3oCn2Yq8ylwT+pVs02Ao2mHXLPwKdAv9f9+wLycbLSIiIhIfpGvkjszSwIeBr4E/gt8YGYbnHMPOuceTC32ObAN+AX4BzA4rb5zbibwPVDbObfTOXdf6qiXgbbOuS1A29T3IiIiIgHHWRbPRytsatWqZa1ateK2227jtttuu9TNEREREfHLObfazBpkHp7fLqi4pMqUKaMrZEVERKRAy1eHZUVERETk4ii5ExEREQkgSu5EREREAoiSOxEREZEAouQunaNHjzJo0CD+9a9/XeqmiIiIiFwQXS2bjq6WFRERkYJOe+5EREREAoiSOxEREZEAouROREREJIAouRMREREJIEru0tHVsiIiIlLQ6WrZdHS1rIiIiBR02nMnIiIiEkCU3ImIiIgEECV3InJJ6BQIEclthbWfUXKXRwLlIo38tBx52ZbcnFdOTvtip3Wh9S+kXmHtdHNTflo/L0Z+Wg71Mzk/HfUzuU/JXR7JT53VxchPy6FON+enlZedruS8QIlDfloO9TM5Px31M7nPmdmlbkO+4ZzbD+zIpcmXAY7m0rTzUn5ajrxsS27OKyenfbHTutD6F1LvauDABcxL/MtP6+fFyE/LoX4m56ejfibnVDez8pkHKrkTERERCSA6LCsiIiISQJTciYiIiAQQJXcictGcc5Occ/uccz/5Ge+cc284535xzq13zkWnG9fBOfdz6rgR6YaXc84tdM5tSf1bNi+WRUTyD199y/n2DRfStzjn/pxa/mfnXPvcXbrco+RORHLCZKBDFuM7ArVSX4OA8QDOuSLAuNTxoUAv51xoap0RwNdmVgv4OvW9iBQukzm7bzln33AhfUvq+J5AWOo8306dToGj5E5ELpqZLQcOZVHkdmCqpfgBuNI5VwloBPxiZtvM7BQwK7VsWp0pqf9PAe7IlcaLSL7lp285n77hQvqW24FZZvaHmW0HfkmdToGj5E5E8kJl4Ld073emDvM3HKCCme0BSP0bkgftFJH873z6hgvpW7KqU6AouRORvOB8DLMshouIXIwL6VsCpj9ScicieWEnUDXd+yrA7iyGA+xNPXRL6t99edBOEcn/zqdvuJC+Jas6BYqSOxHJC58C96ReNdsEOJp6OORHoJZzroZz7jJSTmb+NF2dfqn/9wPm5XWjRSRfOp++4UL6lk+Bns654s65GqRcALYyF9qf6/SEChG5aM65mUBLUh71sxcYCRQDMLN3nHMOeIuUK9ASgHvNbFVq3VuAsUARYJKZvZA6/CrgA6Aa8CvQ3cyyumhDRAKMn77lE3z0Dc65a4CJZnZLat1s9y3OuaeAAUAS8JiZfZEnC5rDlNyJiIiIBBAdlhUREREJIEruRERERAKIkjsRERGRAKLkTkRERCSAKLkTERERCSBK7kREREQCiJI7ERERkQCi5E5EJJucc5c55xrlwXzKOOcmOed+yzQ8xDl3Q27PX0QKJiV3IiLZkPooo7nA0dyel5kdNbMBwM+ZRh0EnnTO3ZjbbRCRgqfopW6AiEgBMxz43swyJ1wXzDl3HfBupsFfmtkrvsqb2Rnn3BPAMudcqJkl51RbRKTgU3InIgI45x4B7gR+AgzoCowys3cyFe0L3J1a5x7gJaAPKQ8qfx8oa2YtnXP/B/wVmEnKMywjgRFAA1KelXkU6GxmSWa2FWiTnfaa2V7n3AngJmBZthdYRAKWDsuKSKHnnIsAngI6mtnDpCReWzIndqmHZGuT8rBxzGwqsCX1/3jg9bSyZjYe+Aq42sy6A4OBqcAUM2sGlAZanUfbxgF1nHPvOOdqZBr9GxCR/SUWkUCmPXciIilJ1iozS0x9Hws091Hu6tS/8dmY9nepf7cBJ8xsc+r7rUClc1U2s4eAh/yMPgGUz0ZbRKQQ0J47ERFwpByKPZcjqX+DMw1P60uL+ajzR+pfS/d/2vuL7YNLpGuTiAig5E5EBGAJ0NA5VyL1va+9dphZArAHqJhpVNoeOE+utM6/CqQeFhYRSaPDsiJS6JnZeufcC8AC59y/gaQsis8FmgEb0g173DnXBDgE1HLODSQlCWwMVHHOfQv8BSjnnHuUlIQsbdwFXXnrnCsJ1AAWZreuiAQ2Z3Y+RyJERAoP51xL4Bkza+lj3NXAB0BXMzvinFuaWnZpHjYR59woYLOZTcvL+YpI/qfDsiIi6TjnqgB/Am5wzg3OPN7MDpByO5Sb8rptaZxzFUm5AESJnYicRXvuRERERAKI9tyJiIiIBBAldyIiIiIBRMmdiIiISABRciciIiISQJTciYiIiAQQJXciIiIiAUTJnYiIiEgA0ePH0ilRosTvJ0+erHCp2yHZFxwcnHzy5En9WCmgFL+CS7Er2BS/gi04OHhvYmJi5mdd6ybG6TnnTJ9HweScQ7EruBS/gkuxK9gUv4ItNX4u83Bl6yIiIiIBRMmdiIiISABRciciIiISQJTciYiIiAQQJXciIiIiAUTJnYiIiEgAUXKXiw4ePIjH48Hj8VCxYkUqV67sfX/q1KlL3bzzdvnll1/qJuSoIkWKeOPg8Xh4+eWXAYiNjSUsLAyPx0NiYiLDhw8nLCyM4cOHZ3seL774Yob3N954Y460Pb1nnnmGV199FYCnn36aRYsWATm7HOcjr+eXk5xz9O3b1/s+KSmJ8uXL06lTJwD27t1Lp06diIqKIjQ0lFtuuQWAuLg4SpQoQb169ahbty6NGjViypQp2Zp3XFwc4eHhF10m0OXF9/yWW27hyJEjOdnsizJnzhzq1q1Lq1atAOjVqxeRkZGMGTPmErcsf7rQbVT679PYsWNJSEjIyWZdWmamV+or5ePIHSNHjrRXXnkl16afm0qVKnWpm3BO2Ymdv+V54IEHbNKkSd73V1xxhZ08efKC2pMXn5m/71ROLsf5yIn55ea6l5VSpUqZx+OxhIQEMzP7/PPPLSoqym699VYzMxs0aJCNHTvWW37dunVmZrZ9+3YLCwvzDt+6datFRUVl+BzOJfM0LrTMpZbbscsv3/O81L59e1u8eLGZme3Zs8eqVauWa/O6VOteTsqJ/rZ69eq2f//+HGhN3kqN31n5jPbc5bF//OMfNGzYkKioKO68807vL4X+/fszd+5cbzlfv0SeeOIJ3n77be/7Z555hr///e/s2bOHmJgYPB4P4eHhxMbGnlV3wYIF1KlTh+bNmzNkyBDvnon0NmzYQKNGjfB4PERGRrJly5YM482M4cOHEx4eTkREBLNnzwZg6dKlxMTE0KVLF0JDQ3nwwQdJTk4G4KuvvqJp06ZER0fTvXt3Tpw4cQGfWu6bOHEiH3zwAc899xx9+vShc+fOxMfH07hxY2bPns3+/fu58847adiwIQ0bNuTbb78F4MSJE9x7771EREQQGRnJhx9+yIgRI0hMTMTj8dCnTx/gf/Hs0aMHn3/+uXe+/fv358MPP+TMmTMMHz6chg0bEhkZybvvvuuznS+88AK1a9emTZs2/PzzzxmmM3fu3HMuR3q+2g4wc+ZMIiIiCA8P54knnvCW9xXL7Mwvv+rYsSPz588HUpa9V69e3nF79uyhSpUq3veRkZE+p1GzZk1ee+013njjjbPGxcXFcdNNNxEdHU10dDTffffdWWUmT57M7bffTocOHahduzbPPvusd9yZM2cYOHAgYWFhtGvXjsTERMB/XxIILvZ77q8/9ddXXnvttRw4cACA1157jfDwcMLDwxk7diyQEsO6dev6jEN6e/fupUuXLkRFRREVFeWNta9pArz//vvePveBBx7gzJkzPPfcc3zzzTc8+OCDDB8+nHbt2rFv3z48Ho/Pvj0Q+dvWvfLKK94+cuTIkWfV87eNAhg9ejQRERFERUUxYsQI4H/fpzfeeIPdu3fTqlUrWrVqxT//+U+GDh3qrfuPf/yDP/3pT7m4xLnAV8ZXWF/kwZ67AwcOeIc99dRT9sYbb5iZWb9+/WzOnDnecb5+iaxZs8ZiYmK87+vWrWs7duywV1991Z5//nkzM0tKSrJjx45lqJeYmGhVqlSxzZs3W3JysnXv3t27ZyK9hx9+2N5//30zM/vjjz+8ezPS2jJ37lxr06aNJSUl2e+//25Vq1a13bt325IlS6x48eK2detWS0pKsjZt2ticOXNs//79dtNNN9mJEyfMzOzll1+2Z599Nvsf3nnITuyCgoIsKirK+5o1a5aZZR2DXr16WWxsrJmZ7dixw+rUqWNmZo8//rg9+uij3nKHDh06q2769x999JHdc889ZpbyGVepUsUSEhLs3XfftVGjRpmZ2cmTJ61+/fq2bdu2DNNYtWqVhYeHW3x8vB09etSuu+467x6N9G0/n++Sv7bv2rXLqlatavv27bPTp09bq1at7OOPP84yluc7v6zk5rqXlVKlStm6devszjvvtMTERIuKirIlS5Z4148FCxZYmTJlrGXLlvb888/brl27zMz3HrXDhw9bcHDwWfOIj4+3xMREMzPbvHmz1a9f/6xpvPfee1axYkU7cOCAJSQkWFhYmP3444+2fft2K1KkiP373/82M7Pu3bvbtGnTzMz89iV5LadjlxPfc3/j/PWVaXtt0uZ94sQJO378uIWGhtqaNWuyjEN6d911l40ZM8Y7/SNHjvid5saNG61Tp0526tQpMzP7v//7P5syZYqZmbVo0cJ+/PFHM8v9vbeXat3Liq9t3ZQpU2zgwIGWnJxsZ86csVtvvdWWLVtmZufeRn3++efWtGlTi4+PNzOzgwcPmlnG70n6PXcnTpywmjVremPTtGlTW79+fd4sfDbhZ8+dni2bx3766Sf+8pe/cOTIEU6cOEH79u3Pu269evXYt28fu3fvZv/+/ZQtW5Zq1arRsGFDBgwYwOnTp7njjjvweDwZ6m3atIkaNWpQq1YtAO6++24mTJhw1vSbNm3KCy+8wM6dO+natau3fJpvvvmGXr16UaRIESpUqECLFi348ccfKV26NI0aNaJmzZpAyvkh33zzDcHBwWzcuJFmzZoBcOrUKZo2bZqdjytXlChRgrVr12arzqJFi9i4caP3/bFjxzh+/DiLFi1i1qxZ3uFly5bNcjodO3ZkyJAh/PHHHyxYsICYmBhKlCjBV199xfr16717G44ePcqWLVuoUaOGt25sbCxdunShZMmSAHTu3Dlby+BrmTK3ffny5bRs2ZLy5csD0KdPH5YvX07RokXzZSxzQmRkJHFxccycOdN7Tl2a9u3bs23bNhYsWMAXX3xBvXr1+Omnn3xOJ6WfPdvp06d5+OGHWbt2LUWKFGHz5s0+y7Vt25arrroKgK5du/LNN99wxx13UKNGDe86Xb9+feLi4oCL60vys5z+nqd3rr7ym2++oUuXLpQqVQpIiUNsbCydO3f2G4f0Fi9ezNSpU4GUc3vLlCnjd5pBQUGsXr2ahg0bApCYmEhISEiOLWtB5mtbt379er766ivq1asHpBx52LJlCzExMd56/rZRy5Yt49577/V+p8qVK5fl/EuVKkXr1q357LPPqFu3LqdPnyYiIiL3FjgXKLnLY/379+eTTz4hKiqKyZMns3TpUgCKFi3qPZRpZn4vuOjWrRtz587l999/p2fPngDExMSwfPly5s+fT9++fRk+fDj33HNPhnrOnfXoubP07t2bxo0bM3/+fNq3b8/EiRNp3bq1d7y/jZev6ac9r7Bt27bMnDnznPPO75KTk/n+++8pUaJEhuFmdl6fbZrg4GBatmzJl19+yezZs72HAM2MN99885wb6OzM61x8td1fjAMplr507tyZYcOGsXTpUg4ePJhhXLly5ejduze9e/emU6dOLF++nPr16581jX//+9/UrVv3rOFjxoyhQoUKrFu3juTkZIKDg322wdc6BFC8eHHvsCJFingPB/rrSwLBxX7P/fWn5+ors+rj/MXhXLJap/r168dLL710XtMpbDJv6+Li4vjzn//MAw884LdOVp91dr9T999/Py+++CJ16tTh3nvvzVbd/EDn3OWx48ePU6lSJU6fPs306dO9w6+99lpWr14NwLx58zh9+rTP+j179mTWrFnMnTuXbt26AbBjxw5CQkIYOHAg9913H2vWrMlQp06dOmzfvp2tW7cC+N1Ab9u2jZo1azJkyBA6d+7M+vXrM4yPiYlh9uzZnDlzhv3797N8+XIaNWoEwMqVK9m+fTvJycnMnj2b5s2b06RJE7799lt++eUXABISEvzutcjv2rVrx1tvveV9n7bnL/Pww4cPA1CsWLEsY/jee+8RGxvrTebat2/P+PHjvXU2b95MfHx8hnoxMTF8/PHHJCYmcvz4cf71r3/l6DIdPnyYxo0bs2zZMg4cOMCZM2eYOXMmLVq0CKhY+jJgwACefvrps36dL1682Hsu2/Hjx9m6dSvVqlU7q35cXBzDhg3jkUceOWvc0aNHqVSpEkFBQUybNo0zZ874bMPChQs5dOgQiYmJfPLJJ969pP7460sKupz4nvvrT8/VV8bExPDJJ5+QkJBAfHw8H3/8MTfddNN5z/fmm29m/PjxQMq5kseOHfM7zZtvvpm5c+eyb98+AA4dOsSOHTuyvayBKvO2rn379kyaNMl73vauXbu8n10af9uodu3aMWnSJO+6fOjQobPmd8UVV3D8+HHv+8aNG/Pbb78xY8aMDOfhFhRK7vLYqFGjaNy4MW3btqVOnTre4QMHDmTZsmU0atSIFStWeHfhZxYWFsbx48epXLkylSpVAlIuaPB4PNSrV48PP/yQRx99NEOd4OBgJkyYwK233krz5s2pXr26z2nPnj2b8PBwPB4PmzZtOmvvX5cuXYiMjCQqKorWrVszevRoKlasCKQc0h0xYgTh4eHUqFGDLl26UL58eSZPnuy9jL9JkyZs2rTpgj+7nJJ2sUPaK+3k2qy88cYbrFq1isjISEJDQ3nnnXcA+Mtf/sLhw4cJDw8nKiqKJUuWADBo0CAiIyO9F1Sk165dO5YvX06bNm247LLLgJRfiaGhoURHRxMeHs4DDzxAUlJShnrR0dH06NEDj8fDnXfema2Nji++2l6pUiVeeuklWrVqRVRUFNHR0dx+++35NpY5pUqVKmetNwCrV6+mQYMGREZG0rRpU+6//37vYbStW7d6b4Vy11138cgjj/j8hT948GCmTJlCkyZN2Lx5s991u3nz5vTt29cb3wYNGmTZZn99SUGXE99zf/3pufrK6Oho+vfvT6NGjWjcuDH333+/9zDg+Xj99ddZsmQJERER1K9fnw0bNvidZmhoKM8//zzt2rUjMjKStm3bsmfPnmwva6DKvK1r164dvXv3pmnTpkRERNCtW7cMyRj430Z16NCBzp0706BBAzwej/fWOukNGjSIjh07em8/A3DXXXfRrFmzc55ukx+5rHZDFzbOOSsMn8fSpUt59dVX+eyzz/Ll9C5E2mFgKZgKe/wmT57MqlWrMuxJLSgKe+wKOsXPv06dOjF06FBuvvnmS90Uv1Ljd9YxZ+25ExEREUl15MgRbrjhBkqUKJGvE7usaM9dOoVlz10g0q/Pgk3xK7gUu4JN8SvYtOdOREREpBBQciciIiISQJTciYiIiAQQJXciIiIiAUTJnYiIiEgA0ePH0gkODk52zinhLYCCg4Nz9NFckrcUv4JLsSvYFL+CLTg4ONnXcN0KJR3dCqXg0uX8BZviV3ApdgWb4lew6VYoIiIiIoWAkjsRERGRAKLkTkRERCSAKLkTERERCSBK7kREREQCiJI7ERERkQCi5K4Q2rRpE02bNqV48eK8+uqrfst9/fXXREdH4/F4aN68Ob/88gsAhw8fpkuXLkRGRtKoUSN++uknb50xY8YQFhZGeHg4vXr14uTJkwCsXbuWJk2a4PF4aNCgAStXrgRg+vTpeDwe7ysoKIi1a9fm3sIHkAULFlC7dm2uv/56Xn75ZZ9lli5disfjISwsjBYtWniHX3vttURERHjjkcZfnNL8+uuvXH755Rm+N0899RRVq1bl8ssvz+ElDFwDBgwgJCSE8PBwn+PNjCFDhnD99dcTGRnJmjVrvOP8xe6vf/0rkZGReDwe2rVrx+7duwFYuHAh9evXJyIigvr167N48WJvnVOnTjFo0CBuuOEG6tSpw4cffphLSxxYLnTdO3nyJI0aNSIqKoqwsDBGjhzpLe8vfqdPn6Zfv35ERERQt25dXnrpJW+dli1bUrt2bW//uW/fvlxc6sBwoevezz//nGFbVbp0acaOHQvAnDlzCAsLIygoiFWrVnmnldX2LdfXPTPTK/WV8nEEvr1799rKlSvtySeftFdeecVvuVq1atnGjRvNzGzcuHHWr18/MzMbNmyYPfPMM2Zm9t///tdat25tZmY7d+60a6+91hISEszMrHv37vbee++ZmVnbtm3t888/NzOz+fPnW4sWLc6a3/r1661GjRoXtEyFJXZpkpKSrGbNmrZ161b7448/LDIy0jZs2JChzOHDh61u3bq2Y8cOM0uJe5rq1avb/v37z5ruueLUtWtX69atW4bvzffff2+7d++2UqVKXfDyFLb4LVu2zFavXm1hYWE+x8+fP986dOhgycnJ9v3331ujRo284/zF7ujRo97/X3/9dXvggQfMzGzNmjW2a9cuMzP7z3/+Y9dcc4233NNPP21PPfWUmZmdOXPG53TPpbDF7mLWveTkZDt+/LiZmZ06dcoaNWpk33//vZn5j9/06dOtR48eZmYWHx9v1atXt+3bt5uZWYsWLezHH3+8qOUpbPG7mHUvTVJSklWoUMHi4uLMzGzjxo22adOmLOORefuWE+uemTd+Z+UzekJFIRQSEkJISAjz58/PspxzjmPHjgFw9OhRrrnmGgA2btzIn//8ZwDq1KlDXFwce/fuBSApKYnExESKFStGQkKCt46/aaU3c+ZMevXqlTMLGeBWrlzJ9ddfT82aNQHo2bMn8+bNIzQ01FtmxowZdO3alWrVqgEpcT+XrOL0ySefULNmTUqVKpWhTpMmTS56eQqbmJgY4uLi/I6fN28e99xzD845mjRpwpEjR9izZw+VKlXyW6d06dLe/+Pj471PHahXr553eFhYGCdPnuSPP/6gePHiTJo0iU2bNgEQFBTE1VdffZFLFvguZt1zznn3cJ8+fZrTp0974+Qvfs454uPjvX3rZZddlqGsZE9OrHtff/011113HdWrVwegbt2655xv5u1bbq97Oiwrfk2cOJFbbrmFKlWqMG3aNEaMGAFAVFQUH330EZDS0e3YsYOdO3dSuXJlhg0bRrVq1ahUqRJlypShXbt2AIwdO5bhw4dTtWpVhg0bluHQQprZs2cruTtPu3btomrVqt73VapUYdeuXRnKbN68mcOHD9OyZUvq16/P1KlTveOcc7Rr14769eszYcIE73B/cYqPj+dvf/tbhsNIknuyiq+/2MH/DpFPnz6d55577qzpfvjhh9SrV4/ixYtz5MgRIOVwYHR0NN27d/f+SBP/LnbdO3PmDB6Ph5CQENq2bUvjxo2943zFr1u3bpQqVYpKlSpRrVo1hg0bRrly5bx17r33XjweD6NGjdKTJnLA+cR31qxZ2d5Wpd++5cW6p+RO/BozZgyff/45O3fu5N577+VPf/oTACNGjODw4cN4PB7efPNN6tWrR9GiRTl8+DDz5s1j+/bt7N69m/j4eN5//30Axo8fz5gxY/jtt98YM2YM9913X4Z5rVixgpIlS/o9D0Iy8tWJZ34+ZFJSEqtXr2b+/Pl8+eWXjBo1is2bNwPw7bffsmbNGr744gvGjRvH8uXLAf9xGjlyJEOHDtV5dXkkq/j6ix3ACy+8wG+//UafPn146623MtTfsGEDTzzxBO+++y6Q8v3YuXMnzZo1Y82aNTRt2pRhw4bl4lIFhotd94oUKcLatWvZuXMnK1euzHDOsq/4rVy5kiJFirB79262b9/O3//+d7Zt2waknNP1n//8h9jYWGJjY5k2bVpuLXahca74njp1ik8//ZTu3buf9zQzb9/yYt1TcldIjBs3zntSZ9qJulnZv38/69at8/6q7NGjB9999x2QcvjgvffeY+3atUydOpX9+/dTo0YNFi1aRI0aNShfvjzFihWja9eu3jpTpkyha9euAHTv3v2sE/Uv5JdQYValShV+++037/udO3eedai7SpUqdOjQgVKlSnH11VcTExPDunXrALxlQ0JC6NKlizce/uK0YsUKHn/8ca699lrGjh3Liy++eFbyIDknq/j6i116vXv3znCC9s6dO+nSpQtTp07luuuuA+Cqq66iZMmSdOnSBUiJd/oLN8S3i1330lx55ZW0bNmSBQsWnDWP9PGbMWMGHTp0oFixYoSEhNCsWTPvSfuVK1cG4IorrqB3794+vwuSPeeK7xdffEF0dDQVKlQ472lm3r7lxbqn5K6QeOihh1i7di1r1671eb5bZmXLluXo0aPeX5sLFy70nldw5MgRTp06BaQcuo2JiaF06dJUq1aNH374gYSEBMyMr7/+2lvnmmuuYdmyZQAsXryYWrVqeeeVnJzMnDlz6NmzZ44ucyBr2LAhW7ZsYfv27Zw6dYpZs2bRuXPnDGVuv/12YmNjSUpKIiEhgRUrVlC3bl3i4+M5fvw4kHK49auvvvL+ovQXp9jYWOLi4oiLi+Oxxx7jySef5OGHH87DJS5cOnfuzNSpUzEzfvjhB8qUKUOlSpWyjN2WLVu89T/99FPq1KkDpKyvt956Ky+99BLNmjXzlnHOcdttt7F06VIg5Tyi9OeNiW8Xs+7t37/fe0guMTGRRYsWeePkL37VqlVj8eLFmBnx8fH88MMP1KlTh6SkJA4cOACknL/32Wef6chHDvC37qXJ7rnhvrZvebLu+brKorC+KCRXDe3Zs8cqV65sV1xxhZUpU8YqV67svVKrY8eO3ivrPvroIwsPD7fIyEhr0aKFbd261czMvvvuO7v++uutdu3a1qVLFzt06JB32k8//bTVrl3bwsLC7O6777aTJ0+amVlsbKxFR0dbZGSkNWrUyFatWuWts2TJEmvcuPFFLVNhiV168+fPt1q1alnNmjXt+eefNzOz8ePH2/jx471lRo8ebXXr1rWwsDAbM2aMmZlt3brVIiMjLTIy0kJDQ711zbKOU5qRI0dmuFp2+PDhVrlyZXPOWeXKlW3kyJHZXpbCFr+ePXtaxYoVrWjRola5cmWbOHFihtglJyfb4MGDrWbNmhYeHu69Ai+r2HXt2tXCwsIsIiLCOnXqZDt37jQzs1GjRlnJkiUtKirK+0q7ejMuLs5uuukmi4iIsNatW3uv7syOwhY7swtf99atW2cej8ciIiIsLCzMnn32WW95f/E7fvy4devWzUJDQ61u3bo2evRoMzM7ceKERUdHW0REhIWGhtqQIUMsKSkp28tS2OJ3oeueWcrVyuXKlbMjR45kmOZHH31klStXtssuu8xCQkKsXbt23nH+tm85se6Z+b9a1plOwPRyzpk+j4LJOaeTiQswxa/gUuwKNsWvYEuNn8s8XIdlRURERAKIkjsRERGRAKLkTkRERCSAKLkTERERCSBK7kREREQCiJI7ERERkQCi5E5EREQkgCi5ExEREQkgRS91A/KT4ODgvc65839gnOQbwcHByc45/VgpoBS/gkuxK9gUv4ItODh4r6/hekKFiIiISABRti4iIiISQJTciYiIiAQQJXciIiIiAUTJnYiIiEgAUXInIiIiEkD+P/P1EEWVCtw5AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm.fit_report(fit02, q_indices=[3,6,9,22], forced_qs=[4,16], use_new_tau=False, show=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It doesn't appear that that helped much. In fact, we see that the $\\tau$ values appear to be \"hitting the rails\" of the bounds we imposed on the parameter. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we plot $\\tau$ vs $q$ for the last two fittings. We see that updating the initial guess didn't improve things. So the reason that the $\\tau$ found for the high wavevectors is off does not seem to be related to the fitting algorithm using a poor initial guess. Perhaps at the high wavevectors the dynamics are too fast for us detect with the camera frame rate we used? Below we also plot a horizontal line corresponding the time interval between frames. We see that the fits are off even well above our temporal resolution. So it is also not the case that the fits at some of the high wavevectors is due to poor temporal resolution. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last two fits #\n", + "################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess based on estimated diffusion coeff\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.legend(loc=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our third attemp at fitting the data - tightening the bounds on the stretching exponent" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's try one more thing with this fitting. Let's think about the stretching exponent. For normal diffusive motion, we expect the intermediate scattering function to be a simple exponential: $f(q,\\Delta t) = \\exp(-\\Delta t / \\tau)$. But sometimes when the dynamics are heterogeneous or subdiffusion is present, we see that a stretched exponential works better. That is, for the ISF we use: $f(q,\\Delta t) = \\exp(-\\Delta t / \\tau)^s$ where $s$ is the stretching exponent. \n", + "\n", + "For this example data, we just have movie of silica colloidal particles diffusing in water. The dynamics should be diffusive. So we could try constraining the stretching exponent to be around to 1 as we expect (notice how the stretching exponent is between 0.6 and 0.7 for the high $q$ values in the previous fits)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter 'StretchingExp' set to 1.\n", + "Parameter 'StretchingExp' lower limit set to 0.85.\n", + "Parameter 'StretchingExp' upper limit set to 1.\n" + ] + } + ], + "source": [ + "#We update the intial guess for the background and the lower and upper bounds\n", + "ddm_fit.set_parameter_initial_guess('StretchingExp', 1)\n", + "ddm_fit.set_parameter_bounds('StretchingExp', [0.85, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit03'.\n" + ] + } + ], + "source": [ + "fit03 = ddm_fit.fit(name_fit = 'fit03', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=True,\n", + " update_tau_based_on_estimated_diffcoeff=True, estimated_diffcoeff=0.6, \n", + " update_limits_on_tau=True, updated_lims_on_tau_fraction=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:          (parameter: 4, q: 64, lagtime: 40)\n",
+       "Coordinates:\n",
+       "  * parameter        (parameter) <U13 'Amplitude' 'Tau' ... 'StretchingExp'\n",
+       "  * q                (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * lagtime          (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 1.0 2.326e+05 ... 0.85 0.85\n",
+       "    theory           (lagtime, q) float64 10.0 78.85 304.9 ... 200.8 200.6 200.4\n",
+       "    isf_data         (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n",
+       "    ddm_matrix_data  (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    A                (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    B                int32 190\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 100.0, 'limits': [1.0...\n",
+       "    effective_diffusion_coeff:      0.6779463827208101\n",
+       "    tau_vs_q_slope:                 [-1.84532034]\n",
+       "    msd_alpha:                      [1.08382266]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  C:/Users/rmcgorty/Documents/GitHub/PyDDM/...\n",
+       "    FileName:                       images_nobin_40x_128x128_8bit.tif\n",
+       "    pixel_size:                     0.242\n",
+       "    frame_rate:                     41.7\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  2
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 64, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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kZGSQm5vLihUr+OijjzjggAM46KCDMDPOOeecmLdFOEkVFhZywAEH0L17dwDOP/98XnvttXJxQ+gw9MCBA2nTpg0dO3akZcuWrF+/Pub1xWPXXXeNHN049NBDWbFiBRDabqNHjwaIbL9YVdU6r2naWWedxYwZM3j++ef56U9/WuV8NW3/DRs2MHr0aA455BCuvfZali9fXuUyYq0ntVNCl0pyJueQ0br8v0ZG6wxyJuekKKKdGnNsDSkZP1wGDx7M119/TUlJCdOnT6ekpISlS5dSUFBAdnY2W7Zswd2rvXTmsMMOY+nSpXzzzTdAzQkDYLfddqt2Wngdu+yyS6TzlruzdevWSJ2srJ3vPTMzk+3bt5ebN17heGqLO7zejIyMcjFkZGREYmhoLVq0iLyv6PdaV0VFRWRmZrL33ntXOf3dd9+lV69e5cpGjRrFE088QZcuXdhjjz2qXXZ123/ixIkMHz6cZcuW8eKLL1Z7PXWs9aR2SuhSSXZ+Nj2m9CCraxYYZHXNoseUHo2i01ljjq0hJeOHy0cffcSOHTto3749GzZsYO+996ZFixbMnz8/0nlsxIgRzJo1i3Xr1gFEkjfAcccdx0033cSJJ57Ixo0b6dmzJ0VFRZHW5MyZM6td9xFHHMGMGTMAmD59OkceeSQQOme9dOlSAF544QW2bdtW43vo2bMnn332GZ9++ikATz/9dNzboWfPnqxYsSLSq/uJJ55g6NChcS+nNm3atGHjxo3Vvo7FoEGDePbZZwEi2682JSUlXHrppVx55ZVVJt/333+fSZMmccUVV5Qrb9WqFb///e+ZMGFCtcuuaftv2LCB/fbbDwh1AAyr+L6rqyfxUy93qVJ2fnajTZKNObaGEn5/Dd3LPXwOHUIt02nTppGZmUl+fj6jRo0iLy8vco4doHfv3kyYMIGhQ4eSmZlJ//79y33pjh49mo0bN3LSSScxd+5cHnjgAY477jg6dOjA4YcfXm0c9913HxdeeCF//OMf6dixI1OnTgXgkksu4eSTT+bwww9nxIgRNbbqIXTuf8qUKZx44ol06NCBI488kmXLlsW1TVq2bMnUqVMZPXo027dv57DDDuPSSy+NaxmxOOuss7jkkku47777mD17NmPGjOHSSy+lVatWLF68OKZl3HPPPZxzzjnceeednHjiibRt27bKeuHPedu2beyyyy6ce+65XHfddZHpixYton///mzatIm9996b++67L9LDvWLMNalp+//yl7/k/PPP56677uLHP/5xZJ7hw4dz++23k5uby7hx46qtJ/Gz2g43NWZ5eXle23WRIo3Fhx9+WOmwZrr5/vvv2X333XF3rrjiCg466KByncOkfjZt2kSrVq0wM2bMmMHTTz9d7ooEST9VfW+Y2VJ3z6tYVy10EWkwjzzyCNOmTWPr1q3079+fn//856kOKa0sXbqUK6+8Endnzz335NFHH011SNKIqIUukiTNoYUuIg0rnha6OsWJiIikASV0ERGRNKCELiIikgaU0EVERNKAErpIM6LhUxM/fGp4G4cf4Rvt1McXX3zB6aefXq9l3HbbbfWOIxY33HADvXv35oYbbkjK+mJRUlLCwIED6d+/P4sWLSo3rSGHrU01XbYm0oxo+NTED58avY0bwvbt2+nUqVNcP6B27NhBZmZmubLbbrutyoFPwvfyz8homPbdww8/TElJSbnb5NYkGf8P8+bNo2fPnkybNq3StIYctjbV1EIXaaY0fGrDD59anYKCAgYNGkTfvn356U9/yrfffgtQbsjUr7/+mm7dugGhW6COHj2aUaNGccwxx7BixQoOOeQQIJSsb7jhBg477DD69u3Lww8/HNlGw4cP5+yzz6ZPnz7l1n/TTTdF7h6Xn5/PihUr6NWrF5dffjkDBgxg9erVXHbZZeTl5dG7d29uueWWyLzdunXjlltuifxvhEdlW7hwYeQoRP/+/SN3DPzhhx8YOHAgM2fOrPFzvu666xg+fDg33ngjY8aM4bLLLmP48OHk5OSwcOFCLrzwQnr16sWYMWMi73vMmDEccsgh9OnTp8ojLVWtr6CggF/+8pfMnTs3MlRttIrD1t54440ceuihHH300bz11lsMGzaMnJwc5syZA8CKFSsYMmQIAwYMKHeUq6ysjMsvv5zevXszcuRITjjhhMj/8tKlSxk6dCiHHnooxx57LF9++SUQumPiwQcfTN++fWu9K19Mwr/OmuLj0EMPdZGm4oMPPij3eujQoZUe999/v7u7//DDD1VOnzp1qru7l5SUVJoWi4yMDO/Xr5/36NHD99hjD1+yZIm7u2/bts03bNgQWfaBBx7oZWVlvmzZMu/evbuXlJS4u/u6devc3f3888/3Z555xm+44QYfO3asl5WV+ebNm71z585eVFTk7u5nnXWWn3jiie7ufsstt/iAAQN806ZN7u4+cuRIf+yxx9zd/S9/+YuffPLJ5ZYbtttuu7m7+/z5832PPfbw1atX+44dO3zQoEG+aNGiyDo//vhjLysr89GjR0fWGe2zzz7z3r17l9v2l112mbt7ZBmFhYXu7n7uuef63Xff7e7uXbt29QceeMDd3a+55hrv06ePf/fdd7527Vrv2LFjjdu4X79+fsopp7i7e58+fXzBggXu7j5x4kS/+uqrI3G8/fbbke3etWtXd3efOnWq77fffpHtHR3/ww8/7JMmTXJ39y1btvihhx7qRUVFPn/+fG/dunVk+1cU3pbh5ZmZL168OFIWXtf27dt96NCh/t5770W2wX333efu7vfff79fdNFF7h76DF9//XV3d9+4caNv27at0npq+pxPPPFE3759e+T1mWee6WVlZf788897mzZt/P333/cdO3b4gAED/N133/UlS5b40UcfHVn2t99+W+k9Vre+qVOn+hVXXFHldon+DACfO3euu7ufcsop/pOf/MS3bt3qBQUF3q9fP3cP7ZubN292d/ePP/7Yw3nomWee8eOPP9537NjhX375pe+5557+zDPP+NatW33w4MG+du1ad3efMWOGX3DBBe7uvu+++/qWLVuqfT/ulb83gjiXeBU5US10kWZEw6fulKjhU8PbuKCggOeee44NGzawfv36yIAvFZdfnZ/85CfltnfY3//+dx5//HFyc3MZOHAg69at47///W9kG4W3f226du3KoEGDIq9nzZrFgAED6N+/P8uXLy93XvnUU08Fyg/l+qMf/YjrrruO++67j/Xr11d52Lymz3n06NHlTguMGjUKM6NPnz5kZ2fTp08fMjIy6N27NytWrCAnJ4eioiL+3//7f7zyyitVjgBXl/+raLvuuivHHXccEPq8hw4dSosWLejTp0/kfW/bto1LLrmEPn36MHr06Mh2ev311xk9ejQZGRnss88+DB8+HAj9fy1btoyf/OQn5Obm8tvf/pY1a9YA0LdvX/Lz83nyyScb5LSDzqGLpMiCBQuqnda6desap3fo0KHG6bGIHj517ty5keFTW7RoQbdu3eIaPnWvvfbS8Kl1EP1+Kw4bWt32cnf+93//l2OPPbZc+YIFC2odzKa65X/22WfccccdvP3227Rr144xY8aUiyf8vqO3e3ikvblz5zJo0CD++c9/Rgb1qU70Z1Ux1tq2c7t27Xjvvfd49dVXuf/++5k1a1att76N938jetja6DiiP+u7776b7Oxs3nvvPcrKymjZsiVQ/f+Ru9O7d+8qB+D529/+xmuvvcacOXOYNGkSy5cvr1diVwtdpJnS8Kk7l5HI4VPbtm1Lu3btIr2ro5cf/X5j7fR27LHH8uCDD0a2zccff8wPP/xQ63wtWrSodnt+99137LbbbrRt25bi4mJefvnlWpf36aef0qdPH2688Uby8vIi59ajVfc518XXX39NWVkZp512GpMmTeKdd95J6Pqqs2HDBvbdd18yMjJ44okn2LFjBwBHHnkkzz77LGVlZRQXF0d+cPfo0YOSkpJIQt+2bRvLly+nrKyM1atXM3z4cP7whz+wfv16vv/++3rFpha6SDOi4VOrXkaih0+dNm0al156KZs2bSInJyfyfn/xi19wxhln8MQTT8Q8dOjFF1/MihUrGDBgAO5Ox44def7552udb+zYsfTt25cBAwYwefLkctP69etH//796d27Nzk5OfzoRz+qdXn33HMP8+fPJzMzk4MPPpjjjz++Up3qPue6+Pzzz7ngggsiRzR+97vfJXR91bn88ss57bTTeOaZZxg+fHjkf/S0005j3rx5HHLIIXTv3p2BAwfStm1bdt11V2bPns1VV13Fhg0b2L59O9dccw3du3fnnHPOYcOGDbg71157LXvuuWe9YkvY4Cxmtj/wOLAPUAZMcfd7zWwvYCbQDVgBnOHu3wbzjAMuAnYAV7n7qzWtQ4OzSFPSHAZn0fCp0pyF///XrVvH4YcfzhtvvME+++xTr2U2lsFZtgPXu3svYBBwhZkdDNwEzHP3g4B5wWuCaWcBvYHjgAfMLLPKJYtIo/TII4+Qm5tL79692bBhg4ZPlWZl5MiR5ObmMmTIECZOnFjvZB6vhB1yd/cvgS+D5xvN7ENgP+BkYFhQbRqwALgxKJ/h7qXAZ2b2CXA4ULkngYg0Stdee61a5NJs1bejan0lpVOcmXUD+gP/B2QHyT6c9PcOqu0HrI6abU1QVnFZY81siZktKSkpSWjcIg0tUae4RCT9xPt9kfCEbma7A88C17j7dzVVraKs0rtx9ynunufueR07dmyoMEUSrmXLlqxbt05JXURq5e6sW7cucllcLBLay93MWhBK5tPdPXxPxmIz29fdvzSzfYG1QfkaYP+o2TsDXyQyPpFk6ty5M2vWrEFHlkQkFi1btqRz584x109YQrfQ1fl/AT5097uiJs0BzgduD/6+EFX+lJndBXQCDgLeSlR8IsnWokWLmO/iJSISr0S20H8EnAv8x8wKgrLxhBL5LDO7CFgFjAZw9+VmNgv4gFAP+SvcfUcC4xMREUkbiezl/jpVnxcHGFHNPJOByVVNExERkerp1q8iIiJpQAldREQkDSihi4iIpAEldBERkTSghC4iIpIGNHxqBcOGDatUdsYZZ3D55ZezadMmTjjhhErTx4wZw5gxY/j66685/fTTK02/7LLLOPPMM1m9ejXnnntupenXX389o0aNorCwsMrBLH71q19x9NFHU1BQwDXXXFNp+m233cYRRxzBm2++yfjx4ytNv+eee8jNzeWf//wnv/3tbytNf/jhh+nRowcvvvgid955Z6XpTzzxBPvvvz8zZ87kwQcfrDR99uzZdOjQgccee6zc0Jphc+fOpXXr1jzwwAPMmjWr0vTw/Y/vuOMOXnrppXLTWrVqFRmbedKkScybN6/c9Pbt2/Pss88CMG7cuMiYw2GdO3fmySefBOCaa66hoKCg3PTu3bszZcoUIDS85Mcff1xuem5uLvfccw8A55xzDmvWrCk3ffDgwZFhHE877bTIuOFhI0aMYOLEiQAcf/zxbN68udz0kSNH8otf/ALQ/57+9/S/Fy1d/veSSS10ERGRNJCw8dCTQeOhi4hIc5OK8dBFREQkSZTQRURE0oASuoiISBpQQhcREUkDSugiIiJpQAldREQkDSihi4iIpAEldBERkQZUPL2Yxd0WsyBjAYu7LaZ4enFS1qtbv4qIiNRR8fRiiiYUUbqyFAyocK+20pWlFI4tBCA7PzuhsaiFLiIiUgfF04spHFsYSuZQKZmHlW0q4+OrP656YgNSQhepRaoOn4lI8sWyvxdPL2ZRh0V8eM6HlG0qi2m5O9btSPh3hw65i9Qg/As8vNMm8/CZiCReTYfMw/v7hjc2sG7uumoPq8eqaEJRQr831EIXqUHRhKJKv8DLNpVRNKEoRRGJSEOJ5ZB52aYyvnjwi1oPq8eidFVp3WeOgVroIjWobgdM9I4pInUXaXWvKiWrSxY5k3MAdrbEM4Ed7PybJFldshK6fCV0kRpkdcna+cu8QrmINA7RCTxzr0zKNpbhW0NN6dKVpXx4wYeYWaQsksSTmMwzWmdEflgkbB0JXbpIE5czOYeM1uV3k2TsmCJSu+jOaaUrS8FDnc8iiTtsG5XLGpjtavR6shfDfBjDfBi9nuxFVtcsMMjqmkWPKT0S3u9GLXSRGoR3wIqH79QhTiTxKra8DWP7N9vJ6pJF+xPa89W0r2LuZZ5Iu7TfhYPuPajc90J2fnbSvyfMPbG/WhIpLy/PlyxZkuowRESkgVW8wiSpajq3ngGUhVrdqfpxb2ZL3T2vYrla6CIi0qgUTy/mw/M/TOo5bggl6cErBlf9Y8Kg06Wd6P5A9+QGFQcldBERSbnabqGaaNF9Y5rqqTYldBERSZni6cV8fPXH7FgX1RxPcDIPHy6vKWGn4hx4fSmhi4hISjTkefLM9uUvVwOgBeUvV2NnS7wpJuza6LI1ERGpl3jHOwjXj+de6BjYblapOKN1Br2e7MWQr4fQ89Ge5S4V6zW1V6WyZFw+lirq5S4iInGr6Zx3RuuMahNnXVrl0cur6i5w6Zqgq1NdL3cldBERiUusSTmzfflrxyPnrau4+2IlwY+EVF4e1ljpsjUREWkQVQ1aVJXojm6lK0v58NwPY+rwVtWNWqR2SugiIhKXOg9OVEsyV2u8fpTQRUQkLtUNWlRXNZ1zl9ipl7uIiMSlqkGLqNwBPSbp3vM8mdRCFxGRuFR3JzUgrh7s4VutSsNQQhcRkbjVdGOWSiOkrdte5aVtGoa4YSmhi4hIg6ku0ev68cRTQhcRkYRLx1utNjbqFCciIpIGlNBFRETSgBK6iIjUKt4BWCT5dA5dRERqVPHe7aUrSykcWwig8+KNiFroIiJSo6ru3V62qYyiCUUpikiqooQuIiI1qu7e7XW+p7skhBK6iIjUKKtLVlzlkhpK6CIiUqOq7t2uO701PglL6Gb2qJmtNbNlUWW3mtnnZlYQPE6ImjbOzD4xs0IzOzZRcYmISHyy87PpMaUHWV2zwDSgSmNVYy93M2sJjASGAJ2AzcAy4G/uvryWZT8G/Al4vEL53e5+R4X1HAycBfQO1vNPM+vu7jtifB8iIpJAutNb41dtC93MbgXeAAYD/wc8DMwCtgO3m9k/zKxvdfO7+2vANzHGcTIww91L3f0z4BPg8BjnFRERafZqaqG/7e63VjPtLjPbG+hSh3VeaWbnAUuA6939W2A/4N9RddYEZZWY2VhgLECXLnVZvYiISPqptoXu7n+raUZ3X+vuS+Jc34PAgUAu8CVwZ1BuVa2imvVOcfc8d8/r2LFjnKsXERFJT3XqFBe0kuPm7sXuvsPdy4BH2HlYfQ2wf1TVzsAXdVmHiIhIc1TXXu5Vtahrn8ls36iXPyXUwQ5gDnCWmWWZ2QHAQcBbdYxNRESk2anTvdzd/eHa6pjZ08AwoIOZrQFuAYaZWS6hw+krgJ8Hy1tuZrOADwh1urtCPdxFRERiZ+5VnqreWcHs5qrK3f03CYkoDnl5eb5kSbyn8UVERJouM1vq7nkVy2Npof8Q9Tx8XfqHDRWYiIiI1F+tCd3d74x+bWZ3EDrnLSIiIo1EXTrFtQZ0A18REZFGpNYWupn9h53XhGcCHYGUnz8XERGRnWI5hz4y6vl2oNjdtycoHhEREamDWM6hr0xGICIiIlJ3db1T3EsNHYiIiIjUXV3vFHdJg0YhIiIi9VKnhO7uXzZ0ICIiIlJ3tSZ0MzvIzGab2QdmVhR+JCM4ERFJneLpxSzutpgFGQtY3G0xxdOLUx2S1CCWFvpUQsOebgeGA48DTyQyKBERSa3i6cUUji2kdGUpOJSuLKVwbKGSeiMWS0Jv5e7zCN33faW73wr8OLFhiYhIKhVNKKJsU1m5srJNZRRN0AHaxiqW69C3mFkG8F8zuxL4HNg7sWGJiEgqla4qjatcUi+WFvo1hG73ehVwKHAOcH4CYxIRkRTL6pIVV7mkXiw3lnk7ePo9cEFiwxERkcYgZ3IOhWMLyx12z2idQc5kDeXRWFXbQjezKWbWp5ppu5nZhWaWn7jQREQkVbLzs+kxpQdZXbPAIKtrFj2m9CA7PzvVoUk1amqhPwBMDJL6MqCE0HjoBwF7AI8C0xMeoYiIpER2frYSeBNSbUJ39wLgDDPbHcgD9gU2Ax+6e2FywhMREZFYxHIO/XtgQeJDERERkbqq673cRUREpBFRQhcREUkDSugiIiJpoNpz6Gb2IuDVTXf3kxISkYiIiMStpk5xdwR/TwX2AZ4MXv8MWJHAmERERCRONV22thDAzCa5+1FRk140s9cSHpmIiIjELJZz6B3NLHKvPzM7AOiYuJBEREQkXrGMtnYtsMDMwmPmdQN+nrCIREREJG6x3FjmFTM7COgZFH3k7ho/T0REpBGJpYUOoWFTuwX1+5kZ7v54wqISERGRuNSa0M3sCeBAoADYERQ7oIQuIiLSSMTSQs8DDnb3aq9JFxERkdSKpZf7MkLXoYuIiEgjFUsLvQPwgZm9BUQ6w+lOcSIiIo1HLAn91kQHISIiIvUTy2VrC5MRiIiIiNRdLL3cN7JzkJZdgRbAD+6+RyIDExERkdjF0kJvE/3azE4BDk9UQCIiIhK/uMdDd/fngR83fCgiIiJSV7Eccj816mUGoevSdU26iIhIIxJLL/dRUc+3ExoL/eSERCMiIiJ1Ess59AuSEYiIiKRW8fRiiiYUUbqqlKwuWeRMziE7PzvVYUmMaj2Hbmadzew5M1trZsVm9qyZdU5GcCIikhzF04spHFtI6cpScChdWUrh2EKKpxenOjSJUSyd4qYCc4BOwH7Ai0GZiIikiaIJRZRtKitXVrapjKIJRSmKSOIVS0Lv6O5T3X178HgM6JjguEREJIlKV5XGVS6NTywJ/WszO8fMMoPHOcC6RAcmIiLJk9UlK65yaXxiSegXAmcAXwFfAqcHZSIikiZyJueQ0bp8SshonUHO5JwURSTxqrGXu5llArdpZDURkfQW7s2uXu5NV40J3d13mFlHM9vV3bcmKygREUm+7PxsJfAmLJYby6wA3jCzOcAP4UJ3vytRQYk0B7rmV0QaUizn0L8AXgrqtol61MjMHg2uXV8WVbaXmf3DzP4b/G0XNW2cmX1iZoVmdmz8b0Wk6dA1vyLS0Mw9MbdlN7OjgO+Bx939kKDsD8A37n67md0EtHP3G83sYOBpQqO4dQL+CXR39x01rSMvL8+XLFmSkPhFEmlxt8WhZF5BVtcsBq8YnIKIRKSpMLOl7p5XsTyWwVlepPJgLBuAJcDD7r6lqvnc/TUz61ah+GRgWPB8GrAAuDEon+HupcBnZvYJoeS+uLb4RJoiXfMrIg0tlkPuRYRa2o8Ej++AYqB78Doe2e7+JUDwd++gfD9gdVS9NUFZJWY21syWmNmSkpKSOFcv0jjoml8RaWixJPT+7n62u78YPM4BDnf3K4ABDRSHVVFW5bkAd5/i7nnuntexo25YJ02TrvkVkYYW061fzaxL+EXwPJxJ472UrdjM9g2Wsy+wNihfA+wfVa8zoc54ImkpOz+bHlN6kNU1Cyx07rzHlB7q5S4idRbLZWvXA6+b2aeEWtIHAJeb2W6EzoPHYw5wPnB78PeFqPKnzOwuQp3iDgLeinPZIk2KrvkVkYYUy3joc83sIKAnoYT+UajYS4F7qpvPzJ4m1AGug5mtAW4hlMhnmdlFwCpgdLCO5WY2C/gA2A5cUVsPdxEREdmp1svWzOxRd78w6vVuwBx3H5Ho4Gqjy9ZERKS5qe6ytVjOoX9uZg8GC2kH/AN4soHjExERkXqoNaG7+0TgOzN7CPg7cKe7T014ZCIiIhKzas+hm9mpUS/fAiYGf93MTnX3vyY6OBEREYlNTZ3iRlV4/S7QIih3QAldRESkkag2obv7BckMREREROqu1nPoZjbNzPaMet3OzB5NaFQiIiISl1h6ufd19/XhF+7+LdA/YRGJiIhI3GJJ6BkVxi3fi9juMCciIiJJEktivhN408xmB69HA5MTF5KIiIjEK5Zbvz5uZkuB4YRu/Xqqu3+Q8MhERCThiqcXUzShiNJVpWR1ySJnco7GGGiiYjp0HtxrvQRoCaER19x9VUIjExGRBhedwDP3yqRsYxm+NXQL8NKVpRSOLQRQUm+CYunlfpKZ/Rf4DFgIrABeTnBcIiLSwIqnF1M4tpDSlaXgsGPdjkgyDyvbVEbRhKIURSj1EUunuEnAIOBjdz8AGAG8kdCoRESkwRVNKKJsU1mt9UpXlSYhGmlosST0be6+jlBv9wx3nw/kJjYsERFpaLEm6qwuWQmORBIhlnPo681sd+A1YLqZrSU0ZrmIiDQhWV2yQofba5DROoOcyTlJikgaUiwt9JOBTcC1wCvAp1S+z7uIiDRyOZNzyGhd4Wu/BezSfhcwyOqaRY8pPdQhromK5bK1H4KnZWb2N2Cdu3tN84iISOMTTtS6TC091TR86iDgduAbQh3jngA6EDqXfp67v5KcEEVEpKFk52crgaepmlrofwLGA22BfwHHu/u/zawn8DShw+8iIiLSCNR0Dn0Xd/+7uz8DfOXu/wZw94+SE5qIiIjEqqaEHn2x4uYK03QOXUREpBGp6ZB7PzP7jtD921sFzwlet0x4ZCIiIhKzahO6u2cmMxARERGpu1iuQxcREZFGTgldREQkDSihi4iIpAEldBERkTSghC4iIpIGlNBFRETSgBK6iIhIGlBCFxERSQNK6CIiImlACV1ERCQNKKGLiIikASV0ERGRNKCELiIikgaU0EVERNKAErqIiEgaUEIXERFJA0roIiIiaUAJXUREJA0ooYuIiKQBJXQREZE0oIQuIiKSBpTQRURE0oASuoiISBpQQhcREUkDSugiIiJpQAldREQkDeySipWa2QpgI7AD2O7ueWa2FzAT6AasAM5w929TEZ+IiEhTk8oW+nB3z3X3vOD1TcA8dz8ImBe8FhERkRg0pkPuJwPTgufTgFNSF4qIiEjTkqqE7sDfzWypmY0NyrLd/UuA4O/eVc1oZmPNbImZLSkpKUlSuCIiIo1bSs6hAz9y9y/MbG/gH2b2UawzuvsUYApAXl6eJypAERGRpiQlLXR3/yL4uxZ4DjgcKDazfQGCv2tTEZuIiEhTlPSEbma7mVmb8HPgGGAZMAc4P6h2PvBCsmMTERFpqlJxyD0beM7Mwut/yt1fMbO3gVlmdhGwChidgthERESapKQndHcvAvpVUb4OGJHseERERNJBY7psTUREROpICV1ERCQNKKGLiIikASV0ERGRNKCELiIikgaU0EWauOLpxSzutpgFGQtY3G0xxdOLUx2SiKRAqm79KiINoHh6MYVjCynbVAZA6cpSCscWApCdn53K0EQkydRCF2nCiiYURZJ5WNmmMoomFKUoIhFJFSV0kSasdFVpXOUikr6U0EWasKwuWXGVi0j6UkIXacJyJueQ0br8bpzROoOcyTkpikhEUkUJXaQJy87PpseUHmR1zQKDrK5Z9JjSQx3iRJoh9XIXaeKy87OVwEVELXQREZF0oIQuIiKSBpTQRZox3WVOJH3oHLpIM6W7zImkF7XQRZop3WVOJL0ooYs0U7rLnEh6UUIXaaZ0lzmR9KKELtJM6S5zIulFCV2kmdJd5kTSi3q5izRjusucSPpQC11ERCQNKKGLiIikASV0ERGRNKCELiIikgaU0EVERNKAErqIiEgaUEIXERFJA0roIiIiaUAJXUREJA0ooYuIiKQBJXQREZE0oIQuIiKSBpTQRURE0oASuoiISBpQQhcREUkDGg89UDy9mKIJRZSuKiWrSxY5k3M0TrRIFeLdV2KtH0u9hqhT0/S6TGuIcqBOZe1PaM+6uevirqPvtvRk7p7qGOosLy/PlyxZUu/lFE8vpnBsIWWbyiJlGa0z6DGlh/7xRaLEu6/EWj+Weg1Rp6bpQNzT9jl/H76a9lW9ymkBZoZv9fjLKoqhjr7bmj4zW+rueZXKldBhcbfFlK4srVSe1TWLwSsG13v5Iuki3n0l1vqx1GuIOjVNB+KeRiawo3Jx3OVJpu+2pq26hK5D7kDpqip21BrKRZqrePeVWMtjqdcQdeqyr9f4PVBdco63PMn03Zae1CkOyOqSFVe5SHMV774Sa3ks9RqiTk3T6zKNzKqL4y5PMn23pScldCBncg4ZrctviozWGZEOJiISEu++Emv9WOo1RJ2aptdlWqexnepdTguwXa1uZRXFUEffbelLCR3Izs+mx5QeoXNlFjq/pE4jIpXFu6/EWj+Weg1Rp6bpdZnW/YHu9S7vNbUXPR/tWaeyTpd1iruOvtvSlzrFiYiINCHVdYpTC11ERCQNKKGLiIikASV0ERGRNNDoErqZHWdmhWb2iZndlOp4REREmoJGldDNLBO4HzgeOBj4mZkdnNqoREREGr9GldCBw4FP3L3I3bcCM4CTUxyTiIhIo9fYEvp+wOqo12uCMhEREalBY7uXe1W3OCp3obyZjQXGBi+/N7PCBlp3W2BDAy0rEZIdX6LW11DLrc9y6jJvvPPEWr8D8HWcsaSzxrwfpiK2xrwfJnsfjHe+dN4Hu1ZZ6u6N5gEMBl6Nej0OGJekdU9J9ftvTPElan0Ntdz6LKcu88Y7T6z1gSXJ/Fwb+6Mx74epiK0x74fJ3gfjna857oON7ZD728BBZnaAme0KnAXMSdK6X0zSeuoq2fElan0Ntdz6LKcu88Y7T2P/f2qsGvN2S0VsjXk/TPY+GO98jfl/KSEa3a1fzewE4B5C4xI96u6TUxuRSOKY2RKv4haOIpIc6bQPNrZz6Lj7XGBuquMQSZIpqQ5ApJlLm32w0bXQRUREJH6N7Ry6iIiI1IESuoiISBpQQhcREUkDSugiIiJpQAldpJEws93MbJqZPWJm+amOR6Q5MrMcM/uLmc1OdSzxUkIXSSAze9TM1prZsgrlVQ0TfCow290vAU5KerAiaSqe/dBDg4NdlJpI60cJXSSxHgOOiy6oYZjgzuwcnGhHEmMUSXePEft+2GQpoYskkLu/BnxTobi6YYLXEErqoH1TpMHEuR82WfrSEEm+6oYJ/itwmpk9SDO8D7VIklW5H5pZezN7COhvZuNSE1rdNLpbv4o0A1UOE+zuPwAXJDsYkWaquv1wHXBpsoNpCGqhiyTfGmD/qNedgS9SFItIc5V2+6ESukjypXKYYBEJSbv9UAldJIHM7GlgMdDDzNaY2UXuvh24EngV+BCY5e7LUxmnSDprLvuhRlsTERFJA2qhi4iIpAEldBERkTSghC4iIpIGlNBFRETSgBK6iIhIGlBCFxERSQNK6CIiImlACV1ERCQNKKGLSNKYWY6Z/cXMZqc6FpF0o4QuIgCYWSszW2hmmYlaRzD29EUV1rurmb1mZhr9UaQetAOJSNiFwF/dfUd9F2RmfYDfVVy+u6+tWNfdt5rZPOBMYHp91y3SXCmhizQDZjYBOA9YDZQAS939jgrV8oGzg/rdgJfc/ZDg9S+A3YHHgFeA14FBwHvAVODXwN5Avru/5e7/AUbGEeLzhH4AKKGL1JEOuYukOTM7lNDQkP2BU4HDqqizK5Dj7itiWOT/APcCfYGehH4EHAn8AhhfSyztzewhoL+ZjYuatKyquEQkdmqhi6S/IcBz7r4JwMyqGvO5A7A+xuV9FrTAMbPlwDx3dzP7D9CtphndfR1waRXlO8xsq5m1cfeNMcYhIlHUQhdpHmobJ3kz0LJCmUU9bxH1vDTqeVnU6zLq10jIArbUY36RZk0JXST9vQb8NOjF3gYYVbGCu38LZJpZdFLvamYdzSwDOApIWO93M2sPlLj7tkStQyTdKaGLpDl3fweYCRQAzwKLqqn6d0LnwsPWAY8DSwmd4z6PxCX14cDcBC1bpFkw99qOxIlIOjGzW4HvK/ZyN7P+wHXufm7FXu5JiOmvwDh3L0zG+kTSkVroIgKAu78LzE/kjWWqEvSwf17JXKR+1EIXERFJA2qhi4iIpAEldBERkTSghC4iIpIGlNBFRETSgBK6iIhIGlBCFxERSQNK6CIiImlACV1ERCQN/H+fKJ+ZlEBz0AAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm.fit_report(fit03, q_indices=[3,6,9,22], forced_qs=[4,16], use_new_tau=False, show=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last three fits #\n", + "##################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess\")\n", + "plt.loglog(fit03.q, fit03.parameters.loc['Tau'], 'go', label=\"Restricting the stretching exponent\")\n", + "plt.xlabel(\"$q$ ($\\mu$m$^{-1})$\")\n", + "plt.ylabel(\"Decay time, $\\\\tau$ (s)\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.legend(loc=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What to make of the results at high $q$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we have tried a couple things to improve the results of our fits for $q \\gtrsim 6 \\mu m^{-1}$. We tried:\n", + "1. Updating the intial guess for $\\tau$ for each $q$ based on an expected diffusion coefficient and constraining the bounds of $\\tau$ around that guess. \n", + "2. Narrowing the bounds of the stretching exponent to be close to what we would expect for normal diffusive motion (i.e., near 1). \n", + "\n", + "But, these didn't seem to make the result for $\\tau (q)$ reasonable for the larger $q$ values. So what is going on? \n", + "\n", + "The horizontal line in the plot above corresponds to the minimum time lag we are measuring (24 ms given our frame rate of 41.7 Hz). So we are not lacking in temporal resolution. \n", + "\n", + "But what about **spatial resolution**? Even though our pixels are 0.242 $\\mu m$ in size doesn't mean that we can truly measure dynamics occurring around such small length scales. \n", + "\n", + "The data used here was acquired using a not-so-great microscope with a 40x 0.5NA objective and a 0.3NA condenser. Assuming light of a wavelength of 550 nm, that means our theoretical resolution is $\\frac{1.22 \\times 0.550}{0.5+0.3} = 0.763 \\mu m$. Note that this is more than 3 times the pixel size.\n", + "\n", + "As described in [**Safari 2015**], the maximum $q$ is determined either by (1) the pixel size, (2) the smallest distance a particle can be detected moving between two frames given the frame rate, and (3) the smallest resolvable distance given the optical resolution limit. In the case of (3): $q_{max} = \\frac{2 \\pi NA}{\\lambda}$. For our data, that would be $q_{max} = 5.7 \\mu m^{-1}$. \n", + "\n", + "**So it seems we have found the culprit of the poor fitting at large $q$: our limited optical resolution.**\n", + "\n", + ">[**Safari 2015**] Safari, M. S., Vorontsova, M. A., Poling-Skutvik, R., Vekilov, P. G. & Conrad, J. C. [Differential dynamic microscopy of weakly scattering and polydisperse protein-rich clusters.](https://doi.org/10.1103/PhysRevE.92.042712) Phys. Rev. E 92, 042712 (2015).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Lines correspond roughly to limits of temporal (horizontal line) and spatial (vertical line) resolution')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last three fits #\n", + "##################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess\")\n", + "plt.loglog(fit03.q, fit03.parameters.loc['Tau'], 'go', label=\"Restricting the stretching exponent\")\n", + "plt.xlabel(\"$q$ ($\\mu$m$^{-1})$\")\n", + "plt.ylabel(\"Decay time, $\\\\tau$ (s)\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.axvline(x = 5.7)\n", + "plt.legend(loc=0)\n", + "plt.title(\"Lines correspond roughly to limits of temporal (horizontal line) and spatial (vertical line) resolution\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Determining the mean squared displacement from the ISF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we assume that the particle displacements are Gaussian, then the ISF can be written as \n", + "$f(q,\\Delta t) = \\exp \\left[ (-q^2 / 4) \\left< \\Delta r^2(\\Delta t) \\right> \\right]$. We can then find the MSD, $\\left< \\Delta r^2(\\Delta t) \\right>$ from the DDM matrix, $D(q, \\Delta t)$, using:\n", + "$$ \\left< \\Delta r^2(\\Delta t) \\right> = \\frac{4}{q^2} \\ln \\left[ \\frac{A(q)}{A(q)-D(q,\\Delta t)+B(q)} \\right]$$\n", + "\n", + "See equation 6 in [**Bayles 2017**] or equation 7 in [**Edera 2017**]. \n", + "\n", + "We find $\\left< \\Delta r^2(\\Delta t) \\right>$ in this code with the method `extract_MSD` in the `DDM_Fit` class. The code will use the *'Amplitude'* and *'Background'* parameters of the fit. But, if those parameters are not present (as would be the case if we fit to the ISF instead of the DDM matrix) then the code will use the estimate for $A(q)$ and $B$ found using $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$ as described previously in this document.\n", + "\n", + "\n", + ">[**Bayles 2017**] Bayles, A. V., Squires, T. M. & Helgeson, M. E. [Probe microrheology without particle tracking by differential dynamic microscopy.](https://doi.org/10.1007/s00397-017-1047-7) Rheol Acta 56, 863–869 (2017).\n", + "\n", + ">[**Edera 2017**] Edera, P., Bergamini, D., Trappe, V., Giavazzi, F. & Cerbino, R. [Differential dynamic microscopy microrheology of soft materials: A tracking-free determination of the frequency-dependent loss and storage moduli.](https://doi.org/10.1103/PhysRevMaterials.1.073804) Phys. Rev. Materials 1, 073804 (2017).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\rmcgorty\\Anaconda3\\lib\\site-packages\\xarray\\core\\computation.py:742: RuntimeWarning: invalid value encountered in log\n", + " result_data = func(*input_data)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Diffusion coefficient: 0.66499 um^2/s\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###############################################################################################\n", + "# Plotting the mean squared displacement as a function of lag time as determined from the ISF #\n", + "###############################################################################################\n", + "\n", + "msd, msd_std = ddm_fit.extract_MSD(fit=fit01)\n", + "poly_fit_results = np.polyfit(msd.lagtime[1:10], msd[1:10], 1)\n", + "\n", + "fig,ax = plt.subplots()\n", + "plt.loglog(msd.lagtime, msd, 'o', color='darkblue')\n", + "plt.plot(msd.lagtime, np.polyval(poly_fit_results,msd.lagtime), '-r')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"MSD ($\\mu$m$^2$)\")\n", + "plt.title(\"MSD vs lag time\")\n", + "\n", + "print(r\"Diffusion coefficient: %.5f um^2/s\" % (poly_fit_results[0]/4.))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + }, + "toc-autonumbering": false, + "toc-showcode": false, + "toc-showmarkdowntxt": false, + "widgets": { + "state": { + "0689152f16ed41dc8a8bcb723dd208ff": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "26aa4e49158c4ac1849007468d752942": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "2f4331df93e34013bb2c39527f242747": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "44268e92f7a341398441a40371d4d52e": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "865c7b14e4224de59bdedc2a153c180c": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "875f47d176124605be1a53d9c460194d": { + "views": [ + { + "cell_index": 4 + } + ] + }, + "a7696b918cb04f9dba715f91419757d3": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "a7856b7a541d49899761758860c70a33": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "f3ec44c7464c43d6bb1b7c50fc36cceb": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "f848a825e63a484f96afe2eaf70e7127": { + "views": [ + { + "cell_index": 5 + } + ] + } + }, + "version": "1.2.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Examples/Achiriloaie_activeAMT_1000fr_5.yml b/Examples/Achiriloaie_activeAMT_1000fr_5.yml new file mode 100644 index 0000000..04a1c6b --- /dev/null +++ b/Examples/Achiriloaie_activeAMT_1000fr_5.yml @@ -0,0 +1,26 @@ +DataDirectory: '/Users/gregor/Downloads/Daisy/' #'C:/Users/Ryan/Documents/GitHub/PyDDM/Examples/' +FileName: 'Achiriloaie_activeAMT_1000fr_5.tif' +Metadata: + pixel_size: 0.81 #size of pixel in um + frame_rate: 2.65 #frames per second +Analysis_parameters: + starting_frame_number: 0 + ending_frame_number: 999 + number_lagtimes: 40 + first_lag_time: 1 + last_lag_time: 600 + crop_to_roi: null # set to 'null' (no quotes) for no cropping [topleft,bottomleft,topright,bottomright] + split_into_4_rois: no + use_windowing_function: no #Use Blackmann-Harris windowing or not? + binning: yes + bin_size: 2 + central_angle: null + angle_range: null +Fitting_parameters: + model: 'DDM Matrix - Single Exponential' #Options are 'ISF - Single Exponential' and ... + Tau: [1.0, 0.001, 10] + StretchingExp: [1.0, 0.5, 1.1] + Amplitude: [1e2, 1, 1e6] + Background: [2.5e4, 0, 1e7] + Good_q_range: [5, 20] + Auto_update_good_q_range: True \ No newline at end of file diff --git a/Examples/Achiriloaie_activeAMT_1000fr_7.yml b/Examples/Achiriloaie_activeAMT_1000fr_7.yml new file mode 100644 index 0000000..4ee2940 --- /dev/null +++ b/Examples/Achiriloaie_activeAMT_1000fr_7.yml @@ -0,0 +1,26 @@ +DataDirectory: '/Users/gregor/Downloads/Daisy/' #'C:/Users/Ryan/Documents/GitHub/PyDDM/Examples/' +FileName: 'Achiriloaie_activeAMT_1000fr_7.tif' +Metadata: + pixel_size: 0.81 #size of pixel in um + frame_rate: 2.65 #frames per second +Analysis_parameters: + starting_frame_number: 0 + ending_frame_number: 999 + number_lagtimes: 40 + first_lag_time: 1 + last_lag_time: 600 + crop_to_roi: null # set to 'null' (no quotes) for no cropping [topleft,bottomleft,topright,bottomright] + split_into_4_rois: no + use_windowing_function: no #Use Blackmann-Harris windowing or not? + binning: yes + bin_size: 2 + central_angle: null + angle_range: null +Fitting_parameters: + model: 'DDM Matrix - Single Exponential' #Options are 'ISF - Single Exponential' and ... + Tau: [1.0, 0.001, 10] + StretchingExp: [1.0, 0.5, 1.1] + Amplitude: [1e2, 1, 1e6] + Background: [2.5e4, 0, 1e7] + Good_q_range: [5, 20] + Auto_update_good_q_range: True \ No newline at end of file diff --git a/Examples/DDM - Walkthrough - Diffusing Silica Beads - More in-depth.ipynb b/Examples/DDM - Walkthrough - Diffusing Silica Beads - More in-depth.ipynb index dc7f7d1..4fe64a1 100644 --- a/Examples/DDM - Walkthrough - Diffusing Silica Beads - More in-depth.ipynb +++ b/Examples/DDM - Walkthrough - Diffusing Silica Beads - More in-depth.ipynb @@ -120,7 +120,9 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", @@ -4817,7 +4819,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -4831,7 +4833,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.12" }, "toc-autonumbering": false, "toc-showcode": false, diff --git a/Examples/DDM - Walkthrough - Diffusing Silica Beads - Simple.ipynb b/Examples/DDM - Walkthrough - Diffusing Silica Beads - Simple.ipynb index 9180d24..bf5d820 100644 --- a/Examples/DDM - Walkthrough - Diffusing Silica Beads - Simple.ipynb +++ b/Examples/DDM - Walkthrough - Diffusing Silica Beads - Simple.ipynb @@ -3944,7 +3944,9 @@ "metadata": {}, "outputs": [], "source": [ - "ddm.save_fit_results_to_excel(fit01)" + "ddm.save_fit_results_to_excel(fit01)\n", + "fit01.to_netcdf(\"example_netcdf_file.nc\")\n", + "loaded_netcdf_file = xr.open_dataset(\"example_netcdf_file.nc\")" ] }, { @@ -3975,7 +3977,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -3989,7 +3991,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.12" }, "toc-autonumbering": false, "toc-showcode": false, diff --git a/Examples/DDM - Walkthrough - gregor's version.ipynb b/Examples/DDM - Walkthrough - gregor's version.ipynb new file mode 100644 index 0000000..7e42173 --- /dev/null +++ b/Examples/DDM - Walkthrough - gregor's version.ipynb @@ -0,0 +1,5159 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# More detailed walkthrough" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See the simple walkthrough for a quicker introduction to the PyDDM package. Here, we will go into a little more depth." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Tip: Before working through this, go through the simple walkthrough.\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing the necessary modules\n", + "\n", + "We will ned to import [numpy](https://numpy.org/), [matplotlib](https://matplotlib.org/), and [xarray](https://xarray.pydata.org/en/stable/). \n", + "We will also import the [PyDDM](https://rmcgorty.github.io/PyDDM/) package. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'xarray'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m \u001b[1;31m#numerical python used for working with arrays, mathematical operations\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mxarray\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mxr\u001b[0m \u001b[1;31m#package for labeling and adding metadata to multi-dimensional arrays\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'xarray'" + ] + } + ], + "source": [ + "\n", + "\n", + "%matplotlib inline\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np #numerical python used for working with arrays, mathematical operations\n", + "import xarray as xr #package for labeling and adding metadata to multi-dimensional arrays\n", + "\n", + "import sys\n", + "sys.path.append(\"../PyDDM\") #must point to the PyDDM folder\n", + "import ddm_analysis_and_fitting as ddm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initializing DDM_Analysis class and computing the DDM matrix\n", + "The instance of the `DDM_Analysis` class we create will need, when initialized, metadata about the images to analyze and the analysis and fitting parameters. This can be done by using a [yaml](https://yaml.org/) file as shown in the following cell of code (there, the metadata is saved in the file \"*example_data_silica_beads.yml*\". But one can also initialize `DDM_Analysis` with a dictionary containing the necessary metadata. One way to create such a dictionary and then using it to initialize `DDM_Analysis` is shown below. \n", + "```python\n", + "import yaml\n", + "ddm_params_AE_40x_t2_1 = \"\"\"\n", + "DataDirectory: 'Z:/Gregor L/__Kai Colloids/6-20-22 1xB WT vs WT-kaiA/AE_40x_t2_1/'\n", + "FileName: 'AE_40x_t2_1_MMStack_Pos0.ome.tif'\n", + "Metadata:\n", + " pixel_size: 0.1815 # size of pixel in um\n", + " frame_rate: 62.5 #frames per second\n", + "Analysis_parameters:\n", + " number_lag_times: 40\n", + " last_lag_time: 600\n", + " binning: no \n", + "Fitting_parameters:\n", + " model: 'DDM Matrix - Single Exponential' \n", + " Tau: [1.0, 0.001, 10]\n", + " StretchingExp: [1.0, 0.5, 1.1]\n", + " Amplitude: [1e2, 1, 1e6]\n", + " Background: [2.5e4, 0, 1e7]\n", + " Good_q_range: [5, 20]\n", + " Auto_update_good_q_range: True\n", + "\"\"\"\n", + "parameters_as_dictionary = yaml.safe_load(ddm_params_AE_40x_t2_1)\n", + "ddm_calc = ddm.DDM_Analysis(parameters_as_dictionary)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Provided metadata: {'pixel_size': 0.091, 'frame_rate': 64.3}\n", + "Image shape: 1000-by-512-by-512\n", + "Number of frames to use for analysis: 1000\n", + "Maximum lag time (in frames): 500\n", + "Number of lag times to compute DDM matrix: 40\n", + "Using the full frame, dimensions: 512-by-512.\n", + "Applying binning...\n", + "Dimensions after binning (1000, 256, 256), the new pixel size 0.182\n" + ] + } + ], + "source": [ + "#The yaml file `example_data_silica_beads.yml` contains the metadata and parameters above\n", + "\n", + "ddm_calc = ddm.DDM_Analysis(\"ddm_params_AE_40x_test3_t6_1.yml\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, with the method `calculate_DDM_matrix`, we compute the DDM matrix and some associated data. The data will be stored as an [xarray Dataset](https://xarray.pydata.org/en/stable/generated/xarray.Dataset.html) as an attribute to `ddm_calc` called `ddm_dataset`.\n", + "\n", + "**Note**: There are a few optional arguments we can pass to `calculate_DDM_matrix`. There is an optional argument `quiet` (*True* or *False*, *False* by default). Then we have some optional keyword arguments (all of which could also be specified in the YAML file). These are: `overlap_method` which sets the degree of overlap between image pairs when finding all image differences for a each lag time and is either *0*, *1*, *2*, or *3*, `background_method` which sets how to estimate the background parameter *B* and is either *0*, *1*, *2*, or *3*, and `number_lag_times`. If any of these three keyword arguments are set here, the value specified in the YAML file will be overwritten. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The file Z:/Gregor L/__Kai Colloids/6-20-22 1xB WT vs WT-kaiA/test videos/AE_40x_test3_t6_1/AE_40x_test3_t6_1_MMStack_Pos0.ome_ddmmatrix.nc already exists. So perhaps the DDM matrix was calculated already?\n", + "Do you still want to calculate the DDM matrix? (y/n): y\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-07-08 17:22:42,835 - DDM Calculations - Running dt = 1...\n", + "2022-07-08 17:22:55,091 - DDM Calculations - Running dt = 5...\n", + "2022-07-08 17:23:07,177 - DDM Calculations - Running dt = 9...\n", + "2022-07-08 17:23:19,310 - DDM Calculations - Running dt = 16...\n", + "2022-07-08 17:23:31,379 - DDM Calculations - Running dt = 27...\n", + "2022-07-08 17:23:43,307 - DDM Calculations - Running dt = 44...\n", + "2022-07-08 17:23:54,838 - DDM Calculations - Running dt = 74...\n", + "2022-07-08 17:24:06,520 - DDM Calculations - Running dt = 123...\n", + "2022-07-08 17:24:17,476 - DDM Calculations - Running dt = 205...\n", + "2022-07-08 17:24:27,131 - DDM Calculations - Running dt = 341...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DDM matrix took 111.92038583755493 seconds to compute.\n", + " Background estimate ± std is 425.90 ± 10.40\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\gleech\\Anaconda3\\lib\\site-packages\\xarray\\core\\indexes.py:234: FutureWarning: Passing method to Float64Index.get_loc is deprecated and will raise in a future version. Use index.get_indexer([item], method=...) instead.\n", + " indexer = self.index.get_loc(\n" + ] + }, + { + "data": { + "text/html": [ + "
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... -0.001866 -0.004267\n", + " avg_image_ft (q) float64 0.0 5.896e+06 7.373e+06 ... 206.7 213.9 203.8\n", + " num_pairs_per_dt (lagtime) int32 999 998 997 996 995 ... 659 613 560 500\n", + " B float64 425.9\n", + " B_std float64 10.4\n", + " Amplitude (q) float64 -425.9 1.179e+07 1.475e+07 ... 1.812 -18.3\n", + " ISF (lagtime, q) float64 0.0 0.9993 0.9993 ... 44.87 -3.906\n", + "Attributes: (12/18)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference images...\n", + " ... ...\n", + " frame_rate: 64.3\n", + " number_lag_times: 40\n", + " last_lag_time: 500\n", + " overlap_method: 3\n", + " binning: True\n", + " bin_size: 2" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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0JMvVIN618EOSzw147WuBk5KcmOQQ4KXA9kXHfBh4epKDkjwYeArwtQE/R9KIbdu5hy1bd3DihVezZesOtu3cM+oiaQiW66TubiY6dJALV9X+JOcD1wDrgMur6sYkr+nsv7Sqvpbkr4AbgPuB91bVVwb5HEmj5RIc02u5gHhQkocwX9NY+PmnoVFVP1jq5Kr6GPCxRdsuXfT+YuDiQQotaXwstQSHATHZlguIo4Dr+FkofLFrXwGPaqNQkiaHS3BMryUDoqpOWKNySJpQx25Yz56GMHAJjsm33CimRyY5quv96Un+IMkbOh3PkmacS3BMr+VGMX0QOAwgyROAPwe+DTyBrhFOkmbXOadt4qJzT2XThvUE2LRhPRede6r9D1NguT6I9VW1MHfhFcyPRPr9JA8Crm+1ZJImhktwTKflahDdw1yfCfwNQFXd31qJJEljYbkaxI4kHwS+AzwE2AGQ5OHAPS2XTZI0QssFxH8EXgI8HHhaVd3b2f7zwH9usVySpBFbbphrAVc2bN/ZWokkTZVtO/f4DIkJtWRAJLmTB67ACvN9E1VVR7ZSKklTwWU4JtuSndRVdURVHdnwOsJwkLScpZbh0Phr9ZnUkmaby3BMNgNCUmt6LbfhMhyTwYCQ1BqX4Zhsyw1zlaQVW+iIdhTTZDIgJLXKZTgml01MkqRGBoQkqZEBIUlqZB+EpJFwCY7xZ0BIWnMuwTEZbGKStOZcgmMyGBCS1pxLcEwGA0LSmnMJjslgQEhacy7BMRnspJa05lyCYzIYEJJGwiU4xp9NTJKkRgaEJKmRASFJamQfhKSx4hIc48OAkDQ2XIJjvNjEJGlsuATHeDEgJI0Nl+AYLwaEpLHhEhzjxYCQNDZcgmO82EktaWy4BMd4MSAkjRWX4BgfNjFJkhoZEJKkRgaEJKmRfRCSJoJLcKw9A0LS2HMJjtGwiUnS2HMJjtEwICSNPZfgGA0DQtLYcwmO0TAgJI09l+AYDTupJY09l+AYDQNC0kRwCY61ZxOTJKlRqwGR5MwkNyXZleTCJY77hST3JXlxm+WRJPWvtSamJOuAS4BnA7uBa5Nsr6qvNhz3u8A1bZVF0nRzlnU72qxBPBnYVVU3V9U9wJXA2Q3HvQ74C+C2FssiaUotzLLec/s+ip/Nst62c8+oizbx2gyITcAtXe93d7b9VJJNwC8Dly51oSTnJZlLMrd3796hF1TS5HKWdXvaDIg0bKtF798BvKmq7ms49mcnVV1WVZuravPGjRuHVT5JU8BZ1u1pc5jrbuD4rvfHAbcuOmYzcGUSgKOB5ybZX1XbWiyXpCly7Ib17GkIA2dZr16bNYhrgZOSnJjkEOClwPbuA6rqxKo6oapOAD4E/LrhIGkQzrJuT2s1iKran+R85kcnrQMur6obk7yms3/JfgdJ6oezrNuTqsXdAuNt8+bNNTc3N+piSNJESXJdVW0e5ByX2pA0tZwfsToGhKSp5FPoVs+1mCRNJedHrJ4BIWkqOT9i9QwISVPJp9CtngEhaSo5P2L17KSWNJWWmh/h6Kb+GBCSplbTU+gc3dQ/m5gkzRRHN/XPgJA0Uxzd1D8DQtJMcXRT/wwISTPF0U39s5Na0kxx9df+GRCSZk7T6CY9kAEhSR3OjziQASFJOD+iiZ3UkoTzI5oYEJKE8yOaGBCShPMjmhgQkoTzI5rYSS1JOD+iiQEhSR3OjziQTUySpEbWICSpD7M4ic6AkKRlzOokOpuYJGkZszqJzoCQpGXM6iQ6A0KSljGrk+gMCElaxlKT6Lbt3MOWrTs48cKr2bJ1B9t27hlRKYfPTmpJWkavSXTAVHdeGxCS1IemSXRbtu7o2Xk9DQFhE5MkrdC0d14bEJK0QtPeeW1ASNIKTfsKsPZBSNIKTfsKsAaEJK3CNK8Aa0BIUgumYXE/A0KShmxaFvezk1qShmxaFvczICRpyKZlfoQBIUlDNi3zIwwISRqyaZkfYSe1JA3ZtMyPMCAkqQW95kdM0vBXA0KS1sikDX+1D0KS1sikDX81ICRpjUza8FcDQpLWyKQNfzUgJGmNTNrwVzupJWmNTNrwVwNCktbQJC0P3moTU5Izk9yUZFeSCxv2vzzJDZ3XZ5M8vs3ySJL611oNIsk64BLg2cBu4Nok26vqq12H/T3wr6vqH5OcBVwGPKWtMknSOBu3SXRtNjE9GdhVVTcDJLkSOBv4aUBU1We7jv88cFyL5ZGksTWOk+jabGLaBNzS9X53Z1svrwY+3rQjyXlJ5pLM7d27d4hFlKTxMI6T6NoMiDRsq8YDk9OZD4g3Ne2vqsuqanNVbd64ceMQiyhJ42EcJ9G1GRC7geO73h8H3Lr4oCT/AngvcHZVfb/F8kjS2BrHSXRtBsS1wElJTkxyCPBSYHv3AUkeAVwF/GpVfaPFskjSWBvHSXStdVJX1f4k5wPXAOuAy6vqxiSv6ey/FHgr8HPAu5IA7K+qzW2VSZLG1ThOoktVY7fA2Nq8eXPNzc2NuhiSNFGSXDfoH+CuxSRJamRASJIauRaTJI25Uc2wNiAkaYyNcoa1TUySNMZGOcPagJCkMTbKGdYGhCSNsVHOsDYgJGmMjXKGtZ3UkjTGRjnD2oCQpDE3qseU2sQkSWpkQEiSGhkQkqRGBoQkqZEBIUlqZEBIkhoZEJKkRhP3RLkke4FvreFHHgXcMQbXG+S8fo5d6phB9/U6/mjge8uUYy0M8x5Owv1bav8g26fx/q3mepN+Dx9ZVRuXKdOBqsrXEi/gsnG43iDn9XPsUscMuq/X8cDcqO/fsO/hJNy/Ze5J39un8f55Dwd72cS0vI+MyfUGOa+fY5c6ZtB9w/5vNGzDLN8k3L+l9g+6fRzM4r/Bpfav2T2cuCYmTY4kczXgQ9I1Prx/k2+199AahNp02agLoFXx/k2+Vd1DaxCSpEbWICRJjQwISVIjA0KS1MiAkCQ1MiC05pI8Ksn7knxo1GVR/5IcluT9Sd6T5OWjLo8GN+i/PQNCA0lyeZLbknxl0fYzk9yUZFeSC5e6RlXdXFWvbrek6seA9/Nc4ENV9e+AF655YdVokHs46L89A0KDugI4s3tDknXAJcBZwOOAlyV5XJJTk3x00etha19kLeEK+ryfwHHALZ3D7lvDMmppV9D/PRzIQcMonWZHVX06yQmLNj8Z2FVVNwMkuRI4u6ouAp6/xkXUAAa5n8Bu5kPievzjcmwMeA+/Osi1vckahk387C9LmP9FsqnXwUl+LsmlwGlJ3tx24TSwXvfzKuBFSd7NeK/dpB73cNB/e9YgNAxp2NZzin5VfR94TXvF0So13s+quht41VoXRivS6x4O9G/PGoSGYTdwfNf744BbR1QWrZ73c/IN5R4aEBqGa4GTkpyY5BDgpcD2EZdJK+f9nHxDuYcGhAaS5APA54CTk+xO8uqq2g+cD1wDfA34YFXdOMpyqj/ez8nX5j10NVdJUiNrEJKkRgaEJKmRASFJamRASJIaGRCSpEYGhCSpkQGhqZbkriFd55zu1TCTvC3Js4Zx7UWfkyQ7khy5xDFXJjlp2J8tLWZASP05h/llkwGoqrdW1Sdb+JznAl+qqh8uccy7gTe28NnSAQwIzYQkhyf5myRfTPLlJGd37XtLkq8n+eskH0jynxad+6+Yf0DOxUmuT/LoJFckeXFn/zeT/E6SzyWZS/LEJNck+X9JXtN1nQuSXJvkhiT/tUdRXw58uHP8YUmuTvKlJF9J8pLOMZ8BnpXExTbVKv8PplnxY+CXq+qHSY4GPp9kO/Ak4EXAacz/e/gicF33iVX12c6xH62qDwEkD1gs85aq+pdJ/jvzD3DZAhwK3AhcmuQ5wEnMr9MfYHuSX6yqTy+6zhbg33d+PhO4taqe1/nMozrluT/JLuDxi8sqDZM1CM2KAL+T5Abgk8yvl38M8DTgw1W1r6ruZOXPOVhYCO3LwBeq6s6q2gv8OMkG4Dmd107mQ+gU5gNjsYd2yrFwrWcl+d0kT6+qO7qOuw04doVllfpiDUKz4uXARuBJVXVvkm8y/xd+07r5K/GTzv/e3/XzwvuDOp9zUVX9z2Wusz/Jg6rq/qr6RpInMd8vcVGST1TV2zrHHQrsG1LZpUbWIDQrjgJu64TD6cAjO9v/FnhBkkOTHA48r8f5dwJHrOLzrwH+beczSLKpx/O5bwIe1TnmWOBHVfUnwO8BT+w67jHMN19JrbEGoVnxp8BHkswx/0zlrwNU1bWd/oUvAd8C5oA7Gs6/EnhPktcDLx70w6vqE0keC3yu039xF/AK5puKul0NPAPYBZzKfMf4/cC9wGsBkhwD7Kuq7wxaDmkQLvetmZfk8Kq6K8mDgU8D51XVF0dUlocDf1RVz17imDcAP6yq961dyTSLrEFIcFlnEtyhwPtHFQ4AVfWdJO9JcuQScyFuB/54DYulGWUNQpLUyE5qSVIjA0KS1MiAkCQ1MiAkSY0MCElSo/8PUzK3hDxzSAUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm_calc.calculate_DDM_matrix()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Digging into the DDM xarray.Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the dataset created after running `calculate_DDM_matrix`. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 256, q_x: 256, q: 128, y: 256, x: 256, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.01555 0.0311 0.04666 ... 6.843 7.776\n",
+       "    framelag          (frames) int32 1 2 3 4 5 6 7 ... 265 301 341 387 440 500\n",
+       "  * q_y               (q_y) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n",
+       "  * q_x               (q_x) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n",
+       "  * q                 (q) float64 0.0 0.1349 0.2697 0.4046 ... 16.86 16.99 17.13\n",
+       "  * y                 (y) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n",
+       "  * x                 (x) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 212.8 231.8 ... 221.1 210.2\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n",
+       "    first_image       (y, x) float64 1.932e+03 1.991e+03 ... 1.827e+03 1.846e+03\n",
+       "    alignment_factor  (lagtime, q) float64 nan 6.123e-17 ... -0.001866 -0.004267\n",
+       "    avg_image_ft      (q) float64 0.0 5.896e+06 7.373e+06 ... 206.7 213.9 203.8\n",
+       "    num_pairs_per_dt  (lagtime) int32 999 998 997 996 995 ... 659 613 560 500\n",
+       "    B                 float64 425.9\n",
+       "    B_std             float64 10.4\n",
+       "    Amplitude         (q) float64 -425.9 1.179e+07 1.475e+07 ... 1.812 -18.3\n",
+       "    ISF               (lagtime, q) float64 0.0 0.9993 0.9993 ... 44.87 -3.906\n",
+       "Attributes: (12/18)\n",
+       "    units:                Intensity\n",
+       "    lagtime:              sec\n",
+       "    q:                    μm$^{-1}$\n",
+       "    x:                    pixels\n",
+       "    y:                    pixels\n",
+       "    info:                 ddm_matrix is the averages of FFT difference images...\n",
+       "    ...                   ...\n",
+       "    frame_rate:           64.3\n",
+       "    number_lag_times:     40\n",
+       "    last_lag_time:        500\n",
+       "    overlap_method:       3\n",
+       "    binning:              True\n",
+       "    bin_size:             2
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 256, q_x: 256, q: 128, y: 256, x: 256, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.01555 0.0311 0.04666 ... 6.843 7.776\n", + " framelag (frames) int32 1 2 3 4 5 6 7 ... 265 301 341 387 440 500\n", + " * q_y (q_y) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n", + " * q_x (q_x) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n", + " * q (q) float64 0.0 0.1349 0.2697 0.4046 ... 16.86 16.99 17.13\n", + " * y (y) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n", + " * x (x) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 212.8 231.8 ... 221.1 210.2\n", + " ddm_matrix (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n", + " first_image (y, x) float64 1.932e+03 1.991e+03 ... 1.827e+03 1.846e+03\n", + " alignment_factor (lagtime, q) float64 nan 6.123e-17 ... -0.001866 -0.004267\n", + " avg_image_ft (q) float64 0.0 5.896e+06 7.373e+06 ... 206.7 213.9 203.8\n", + " num_pairs_per_dt (lagtime) int32 999 998 997 996 995 ... 659 613 560 500\n", + " B float64 425.9\n", + " B_std float64 10.4\n", + " Amplitude (q) float64 -425.9 1.179e+07 1.475e+07 ... 1.812 -18.3\n", + " ISF (lagtime, q) float64 0.0 0.9993 0.9993 ... 44.87 -3.906\n", + "Attributes: (12/18)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference images...\n", + " ... ...\n", + " frame_rate: 64.3\n", + " number_lag_times: 40\n", + " last_lag_time: 500\n", + " overlap_method: 3\n", + " binning: True\n", + " bin_size: 2" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(ddm_calc.ddm_dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Notice the data variables: \n", + " Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 212.8 231.8 ... 221.1 210.2\n", + " ddm_matrix (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n", + " first_image (y, x) float64 1.932e+03 1.991e+03 ... 1.827e+03 1.846e+03\n", + " alignment_factor (lagtime, q) float64 nan 6.123e-17 ... -0.001866 -0.004267\n", + " avg_image_ft (q) float64 0.0 5.896e+06 7.373e+06 ... 206.7 213.9 203.8\n", + " num_pairs_per_dt (lagtime) int32 999 998 997 996 995 ... 659 613 560 500\n", + " B float64 425.9\n", + " B_std float64 10.4\n", + " Amplitude (q) float64 -425.9 1.179e+07 1.475e+07 ... 1.812 -18.3\n", + " ISF (lagtime, q) float64 0.0 0.9993 0.9993 ... 44.87 -3.906\n" + ] + } + ], + "source": [ + "print(\"Notice the data variables: \\n\", ddm_calc.ddm_dataset.data_vars)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Within this `ddm_datset`, we have the DDM matrix $D(q_x, q_y, \\Delta t)$ stored as `ddm_matrix_full`. We can take a look at a slice of this matrix with the `matshow` function in `matplotlib`. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'DDM matrix for lag time of 0.187 s')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###############################################################\n", + "# Displaying a slice of the full three-dimensional DDM matrix #\n", + "###############################################################\n", + "\n", + "lagtime_for_ddmmatrix = 30\n", + "fig,ax = plt.subplots()\n", + "plt.matshow(ddm_calc.ddm_dataset.ddm_matrix_full[lagtime_for_ddmmatrix], fignum=0, cmap='gray')\n", + "\n", + "#Setting up the ticks and tick labels so that they match q_x and q_y\n", + "ticks = np.linspace(0,ddm_calc.ddm_dataset.ddm_matrix_full.shape[1]-1,7,dtype=int)\n", + "ticklabelsx = [\"{:4.2f}\".format(i) for i in ddm_calc.ddm_dataset.q_x[ticks].values]\n", + "ticklabelsy = [\"{:4.2f}\".format(i) for i in ddm_calc.ddm_dataset.q_y[ticks].values]\n", + "ax.set_xticks(ticks)\n", + "ax.set_xticklabels(ticklabelsx)\n", + "ax.set_yticks(ticks)\n", + "ax.set_yticklabels(ticklabelsy)\n", + "\n", + "plt.title(\"DDM matrix for lag time of %.3f s\" % ddm_calc.ddm_dataset.lagtime[10])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The slice of the DDM matrix above looks pretty radially symmetric. This is expected as we are analyzing a video of silica particles diffusing randomly with no preferred direction. Because of this symmetry, we can radially average the DDM matrix to go from $D(q_x, q_y, \\Delta t)$ to $D(q, \\Delta t)$ where $q = \\sqrt{q_x^2 + q_y^2}$. \n", + "\n", + "Let's plot a slice of this radially averaged DDM matrix $D(q, \\Delta t)$ (which is stored as the variable `ddm_matrix` in the `ddm_dataset`)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uh3wrVqyI4cOHb/w55HPzzTfHgQce2C7txRdfjEMOOSRuvfXWgv8EP/jBD8ZTTz0VERFLly7dGOiL/fl1pukqq2X8m3Rl1bHUsbR8sTT7WnVWWc325ptvxj777BP33XdfRBSOl9dee21MmTJl4/vvfve78YMf/KDD8WoVS2sWR7P/rvJVVDOvCvztZbiyWusAe9VVyR1I7h1JGX7QuUE0ImKbbbaJf/zjH51uy+w7d+7cOPLII+Ott96KsWPHxu23314wwPbu3TseffTRWL9+fey7775x/PHHx4YNG+KGG26II444IiIili1bFhERq1evjtGjR8fSpUs37p/9xy6p3R1w9mc566yz4mtf+1qccsopeSt7ERHDhg2LJUuWRETE7NmzY8yYMbFq1apYuXJljBo1Kh566KGC54lIWi4POOCAmDNnTkREnHrqqXH44YfnPdf73//+GDt2bIfXLbfc0i7fb37zm3ZB8Morr4yvfOUrHY738MMPx3vf+96YPHlyjBs3LqZMmRKrVq1ql+f444+Piy66qF3akUceGbNnzy74M4qIGDx48MZWj9tuuy2OPvroiCj+55fP0qVL48QTT4wRI0YU/HlENFhltcx/k66sOpY6lpYvlmZfq64qq+vWrYuxY8fGFltsEd/85jc3pheKl0888USMHDkyli5dGm+++WYccMABceqpp3Y4bq1iaU3iaL6/q0IV1QoqNY76cavlkm8W3erVSXoFxgklP/Pitu29994sXLiQq6++mokTJ3Z63F122YW99toLgNGjR3PooYciib322ouF6ZMpLrzwQq6//noAXnzxRZ599lna2to6HGvYsGEccMABec9z9tln8973vpd+/fpx4YUXdlomgLvvvpvPfOYzbLHFFgB89rOf5a677uLwww8veJ4bbriBUaNGse+++wKw5557ss022+Q9/l133dVlGSD/dc+3bt66det46KGHuOiii9h///057bTTOO+88/je974HwJo1a7jxxhv5/ve/v3GfP/7xj2y//fbst99+3HHHHXnPv2jRIgYPHkyvXslw80cffZS999574/Zifn75tLW1cemll3b5+RtKlf8mrUwcSzscqxljaXf07t2bRx55hNdff53PfOYzPP744yxcuLBgvNxzzz0544wz+MhHPsKWW27J2LFj6dOnfXWn5WJpvr+rXHW8jJ8nWJVLFZ+M8/zzz9O7d2+23377orcdfvjhfP3rX+eYY47p9Njvete7Nn7fq1evje979erFunXruOOOO/jrX//Kvffey9y5c9lnn30KPo0jEwzzWb58OatWrWLlypVFPc2js38ohc7z8MMPM27cuI3v586dy9ixY/Pm/cAHPtBu4lPm9de//rVdviFDhvDiiy9ufL948WJ22mmnDscbMmQIQ4YMYf/99wfgqKOO4qGHHtq4/c9//jP77rsvO+yww8a0e+65hxtvvJHhw4dz9NFHc9ttt/GlL32p3XEfeeSRdgF1zpw57d539fNrKX5aVWNyLO2gGWNpKbbZZhsOPvhgbrrppi7j5ZQpU3jooYe48847GThwICNHjmx3rKaPpd2Z6d8Ay/i5slouVXoyzpIlSzjppJM49dRTO7TodbbthBNO4Oyzz954p1iqFStWsO2229K/f3+eeuop7rvvvo3bBgwYwMqVK4s6ztSpU/ne977HpEmTOOOMM7rM/0//9E/ccMMNrF69mjfffJPrr7+eD3zgA53u09bWxlNPPQXA/fffz5VXXtkuGGW76667eOSRRzq8PvzhD7fL9973vpdnn32WBQsWsGbNGq655hoOP/zwDsd797vfzc4778zTTz8NwK233sqoUaM2br/66qs7/LP7/ve/z+LFi1m4cCHXXHMNhxxyCFdddVW7PHPnzt34D+nZZ5/l97//fY9/pk3LT6tqTI6lLRFLi7VkyRJef/11AN566y3++te/sscee3QZL1999VUAXnjhBa677roO8bapY2l3ZvoPG9YQy/h5GEC5TJuW/HJkN7OXqUn9rbfeYty4caxdu5Y+ffpw7LHHcvrpp3e5LduQIUM47bTTelyWww47jEsvvZS9996b3XffvV2XUVtbGwcddBBjxoxhzz33LHiMK6+8kj59+vDFL36R9evXc+CBB3LbbbdxyCGHFNxn33335Z//+Z+ZMGECAF/+8pfZZ599Ou2OOfbYY/nEJz7BXnvtxcSJE2lra2O33Xbr/ofO0qdPHy6++GI+9rGPsX79ek444QRGjx69cfvEiRP5+c9/zk477cRFF13EpEmTWLNmDSNGjOCXv/wlAKtXr+aWW27hZz/7WbfP/8gjj7D55pszduxY9t57b/bcc09mzJjBf/3Xf/XoczWlCv5NWgU5lrZELAU45phjuOOOO1i6dClDhgzhO9/5DlOmTAE2xdKlS5cyefJk1q9fz4YNG/j85z9f1HJhRx55JMuWLaNv37785Cc/Ydttt223valjaaHF/aX2i/w3UjwsZaBrM77qeQar9dwLL7wQEyZMqHUxemzXXXeNN954o2bnb6gJVhFeDcCx1MrMsbTnKh5HO5vtX+O/q1LjaNO2rErqB9wJvIukBfm3EXFO53v10KRJdd2M3srmzp1bsNuqUaxcuZJevXoxYMCAWhelcfhvsjH551a3HEsbwNCh+ceoZp461YCaeczqO8AhETEWGAccJin/dEprep/85Ce57LLLal2MHhkwYADPPPNMrYthZi3MsbQBTJuWdPFna6Qu/zyatrKatjivSt/2TV+Fp0GambUISTtLul3Sk5LmSeowCFOJCyXNl/SopH1rUVYz66ZJk5KZ/cOGNcRM/2I0bWUVQFJvSY8ArwK3RMT9NS6SmVk9WAd8LSL2BA4AviJpVE6ejwMj09dU4JLqFtHMipK7TNXMmUnFdOHChpjpX4ymrqxGxPqIGAcMASZIGpO9XdJUSbMlzV6yZElNymhmVm0R8XJEPJR+vxJ4Ehick+0I4Mq0l+o+YBtJO1a5qGbWmXzLVE2dmqQ3kaaurGZExOvAHcBhOenTI2J8RIwfNGhQLYpmZlZTkoYD+wC5PU+DgRez3i+mY4XWzGqpsye+NZGmraxKGiRpm/T7zYEPA0919zjJSgtmVvd/C/m6wqxTkrYEfgf8W0S8kbs5zy55fwmK6aWq+98fsyoo+99Bizypr2krq8COwO2SHgUeJBmz+sfuHKBfv34sW7bMQdZaXkSwbNky+vXrV+ui5NciXWHlJKkvSUV1ZkRclyfLYmDnrPdDgJfyHaurXirHUrMKxdEWeVJf066zGhGPknRtlWzIkCEsXrwYj2c1SyocQ4YMqXUx8uusK6zBJxZUgpJniP4CeDIizi+Q7UbgVEnXAPsDKyLi5VLO51hqlih7HG2RJ/U1bWW1HPr27csuu+xS62KYWVdapCusjA4CjgUeS1dMAfgPYChARFwKzAImAvOB1cDxpZ7MsdSsTGbOTG7CX3ghaT2dNi1Zlio3rclu0l1ZNbPGV+iJLU3WFVYuEXE3+cekZucJ4CvVKZGZdSkz3CnTipoZ7jR9esM+mapYzTxm1cxaRRM+scXMrJ0WmfmfjyurZtb4mvCJLWbW4nJXOMnXewQtMdzJwwDMrDlMmuTKqZk1h3xd/lKy2kmuFhju5JZVMzMzs3qSr8s/IqmwZmuR4U6urJqZmZnVk0Jd+xEtOdzJlVUzazx+WpWZNbNCXfvDhiUz/zdsSL62QEUVXFk1s0bjp1WZWbPJvQGfONErnGRxZdXMGksLL99iZk0o3w34jBkweXJLdvnn49UAzKyx+GlVZtZMCt2Az5rV9Iv9F8stq2bWWAqN5WqB5VvMrAn5BrxLrqyaWWPx06rMrJn4BrxLrqyaWWPx06rMrJn4BrxLrqyaWeOZNKkll28xsyaQO/MffAPeBVdWzay+eU1VM2sWhZbeA9+Ad8KVVTOrX15T1cyaiZfeK4krq2ZWvxzYzayZeOZ/SVxZNbP65cBuZs3EM/9LUveVVUnb50nbvRZlMbMqc2DvkmOkWQPxzP+S1H1lFbhL0uczbyR9Dbi+huUxs2pxYC+GY6RZo/DSeyVphMrqwcCxkn4j6U7gPcCE2hbJzKrCgb0YB+MYaVaf8q1m4qX3uq1PrQvQlYh4WdJNwJnABuDMiFhV42KZWbVMmuRg3gnHSLM6lVnNJDNJNHuZKse0bqn7llVJtwD7A2OAicCPJP2/2pbKzKw+OEaa1SmvZlI2dV9ZBX4SEcdFxOsR8ThwILCi1oUyM6sTJcVISZdLelXS4wW2HyxphaRH0tfZ5S64WVPzaiZlU/eV1Yi4Ief9uoj4Xo2KY2aV5KdVdVsPYuQVwGFd5LkrIsalr++WWESz1uTVTMqmbiurku5Ov66U9EbWa6WkN2pdPjMrMz+tqlt6GiMj4k5gecULataqvJpJ2dRtZTUi3p9+HRARW2W9BkTEVrUun5mVmcd3dUuVYuT7JM2V9GdJowtlkjRV0mxJs5csWVKmU5s1mNyeIfBqJmVSt5VVAEm9Co2nMrMm4/Fd3VbhGPkQMCwixgIXATcUyhgR0yNifESMHzRoUIWKY1bHCvUMgZepKoO6rqxGxAZgriQP8DBrdh7f1W2VjJER8UZmCayImAX0lbRduc9j1hTcM1RRdb/OKrAjME/SA8CbmcSIOLx2RTKzsps2rf2ahODxXcWpSIyU9G7glYgISRNIGjeW9aikZs3KPUMV1QiV1e/UugBmVgWZ7rGzzkoC/NChSUXV3WZdKSlGSrqa5OlX20laDJwD9AWIiEuBo4CTJa0D3gKOjogoS4nNms3QoUnXf75067FGqKxOjIgzshMk/QD4W43KY2aV4qdVlaKkGBkRx3Sx/WLg4p4Xz6wJzZzZ/sZ64kSYMcM9QxVS12NWUx/Jk/bxrnaStLOk2yU9KWmepNMqUDYzK5XXVC2XkmKkmZUo32SqGTNg8mTP/K+Qum1ZlXQycAowQtKjWZsGAH8v4hDrgK9FxEOSBgBzJN0SEU9UoLhm1h1+ZnaPlSFGmlkpCk2mmjUrmfFvZVe3lVXgV8Cfge8D38pKXxkRXS5kHREvAy+n36+U9CQwGHBl1azWOps568pqsXoUI82sRJ5MVXV1OwwgIlZExMKIOCYiFpEM8A9gy+4u0yJpOLAPcH9OuheyNqsFB/seK2eMNLNu8DJ7VVe3ldUMSZ+S9CywgGTCwEKS1oRi998S+B3wbxHR7hGEXsjarEYc7MumpzHSzLrJj1GturqvrAL/DRwAPBMRuwCHAvcUs6OkviQV1ZkRcV3limhm3eJgX04lx0gzK8GkSX6MapU1QmV1bUQsA3pJ6hURtwPjutpJkoBfAE9GxPkVLqOZdcbPzK6kkmKkmRUp38olkyb5MapVVM8TrDJeT7vy7wRmSnqVZKZ/Vw4CjgUek/RImvYf6WMDzaxaCs38nz7dM2fLo9QYaWZd8coldUH1/kASSVsAbwMCJgFbk3Trl/Wxf+PHj4/Zs2eX85BmBklLRL4nuwwb1lCVVUlzImJ8rcuRq1oxsliOpdZUmiR+1YtS42jdt6xGxJsAkrYC/lDj4phZd3nmf0U5RppVkONXXaj7MauSTpT0CvAoMBuYk341s0bgmf8V5RhpVkGOX3Wh7iurwNeB0RExPCJGRMQuETGi1oUysyJ55n+lOUaaVYrjV11ohMrqc8DqLnOZWX3yMi+V5hhpVi5euaQu1f2YVeBM4O+S7gfeySRGxFdrVyQz69TMmcmjU194IekumzbNkxEqxzHSrBy8ckndaoTK6s+A24DHgA01LouZdcVLvVSbY6RZOZx11qa4lbF6dZLu2FVTjVBZXRcRp9e6EGZWJAf8anOMNCsHz/yvW40wZvV2SVMl7ShpYOZV60KZWQEO+NXmGGlWDp75X7caoWX1i+nXM7PSAvBsV7N6NHRo/kW0HfArxTHSrBymTWs/hAk8879O1H3LaroMS+7LQdisXuTOnp040Uu9VJFjpFmJPPO/YdR9ZdXM6lhmMtWiRRCRfJ0xAyZPdsA3s/qVL3ZlJoIuXAgbNiRfHbfqQiMMAzCzelVoMtWsWV7qxczqlyeCNhS3rJpZ6TyZyswakWNXQ6nbllVJ+3a2PSIeqlZZzKwAT6aqmZ7GSEmXA58EXo2IMXm2C7gAmEjyhKx/dty1puHY1VDqtrIKzAbmAUvS98raFsAhVS+RWavLfTLVxInJGFXPnq2FnsbIK4CLgSsLbP84MDJ97Q9ckn41a3ye+d9Q6nkYwNeAFcBbwC+BT0XEh9KXK6pm1ebJVPWmRzEyIu4ElneS5QjgykjcB2wjacdyFNys6jzzv6HVbctqRPwI+JGkXYBjgFslLQLOjYhHalo4s1bkyVR1pQoxcjDwYtb7xWnay7kZJU0FpgIMdTeq1ZtCj4CePt2xq0HUc8sqABGxAPg98BdgAvCe2pbIrEV5QkJdqmCMVJ60KFCG6RExPiLGDxo0qEynNyuTzmb+W0Oo25ZVSSOAo0m6ol4ErgGmRcTbNS2YWavyhIS6UoUYuRjYOev9EOClMh3brHp8o93w6rlldT7weeAm4F5gKHCKpNMlnV7Tkpm1Aj+Zqt5VOkbeCBynxAHAiojoMATArO4VuqH2jXbDqNuWVeC7bOpy2rKWBTFrOfnGeGUmU82atWk1gGnTPCGhdnoUIyVdDRwMbCdpMXAO0BcgIi4FZpEsWzWfZOmq43teZLMa8Mz/hqeIvEOQWs748eNj9uzZtS6GWX0YPjx/l/+wYS07IUHSnIgYX+ty1DvHUqu53CX2MpXS3DTfaFddqXG0nltWkfQh4FRgjzTpSeDiiLijZoUyawUe49UQHCPNcnjmf1Oq2zGrkj4BXA78EfgiMImkW+pySRNrWTazppM7PnXgwPz5PMarbjhGmuXhmf9NqZ5bVr8BfDoi5malPSJpNnARSVA2s57K1xLRty9sthmsWbMpn8d41RvHSLNc7hVqSnXbsgq8OycIAxARjwI71KA8Zs0pX0vE2rUwYICf7lLfHCPNcnnmf1Oq58rqmyVuM7PuKNTisHx5MsZrw4bkqyuq9cYx0sxL7LWEeh4GsKukG/OkCxhR7cKYNY3cmbIDB8KyZR3zuSWi3jlGWmvzEnsto54rq0d0su3/Va0UZs3E41ObiWOktbZCk6lmzfLM/yZTt5XViPhb5ntJg9K0JbUrkVkTKDQ+ta0NttzSLRENxDHSWp4nU7WMuh2zmj7i7xxJS4GngGckLZF0dq3LZtawPD61aThGWsvxEnstq24rq8C/Ae8H3hsRbRGxLbA/cJCkf69pycwalWfKNpN/wzHSWkVmCNOiRRCRfH3jjWQIUzYPYWpK9VxZPQ44JiIWZBIi4nngS+m2Tkm6XNKrkh6vYBnN6ptnyjazHsVIs4biJfZaWj1XVvtGxNLcxHRMVt8i9r8COKzchTJrGPlaIjIzZR3cm0FPY6RZ4/AQppZWtxOsgDUlbgMgIu6UNLx8xTFrMJ4p2+x6FCPNGsrQockNd750a3r13LI6VtIbeV4rgb1qXTizuueZss3OMdKal4cwWZa6raxGRO+I2CrPa0BElKWLS9JUSbMlzV6yxCu+WIPzTNmWUo0YaVYTHsJkOep5GEDFRcR0YDrA+PHjo8bFMSudF/s3s2bhIUyWo25bVs2sGzxT1syahYcwWY6mraxKuhq4F9hd0mJJU2pdJrOK8UxZM2tUHsJkXWjaympEHBMRO0ZE34gYEhG/qHWZzMrGwd3MmoEX+7ciNG1l1axpObibWSPLvtmePNlDmKxLLT3ByqwhFRqf2tYGW26ZDAkYOjSpqDq4m1k9yZ0Mun59/nzLl8PSDs+8sBblyqpZo+lsfKqDuxVJ0mHABUBv4OcRcV7O9oOB3wOZx7leFxHfrWYZrQnlu9nOx0OYLIuHAZjVO49PtTKT1Bv4CfBxYBRwjKRRebLeFRHj0pcrqtZzxczo9xAmy+HKqlk98/hUq4wJwPyIeD4i1gDXAEfUuEzWCgrdVPfu7fGpVpArq2b1JLcV9bTTPPnAKmEw8GLW+8VpWq73SZor6c+SRlenaNY0cuPZzJnJTXW+x6bOmOEl9qwgV1bN6kW+VtRly/Ln9fqp1jPKk5b7FL+HgGERMRa4CLih4MH86GrLlS+eTZ2abJs+3Tfb1i2eYGVWL4qdeAAen2o9tRjYOev9EOCl7AwR8UbW97Mk/VTSdhHRYRafH11tHRR6ZOpZZ/kG27rNLatmtZLbRbZoUXH7eXyq9dyDwEhJu0jaDDgauDE7g6R3S1L6/QSS/xcFmvqt5RUbz/zIVCuBW1bNaiF3rcFFi5IuscjTKOX1U63MImKdpFOBm0mWrro8IuZJOindfilwFHCypHXAW8DREfl+Qa3ldSeeuVfISuDKqlk1zJyZdH9lKpyrVnXsIovoGOD794cLLnDl1MouImYBs3LSLs36/mLg4mqXyxpEdkzr1avj4v6F4pl7hawEHgZgVmndmTgV4YkHZlbfcmNaoadQOZ5Zmbhl1azSujNxatiwZPKBmVm9KKZnKB/HMysTt6yalZsnTplZs+hOz1A2xzMrI1dWzcopX2BXviUtSSZOuYvMzOpZd3qG/BQqqxBXVs16opgnTmUmGmTLTJzywv5mVk960jPkp1BZhbiyatYd2YF8u+3ghBM8ccrMmoN7hqxOeYKVWbFy1xIsZtxWhicamFk9yZ00NW1a/i5/L6lndcAtq2bF6s7YrWyeaGBmtdZVr1CmRTUf9wxZjbmyapZP7ritmTOLf0ygu8fMrJ7kdu8vWwZr1rTPs3p1MkEqn0zPkMejWo14GIC1tnxdYdDx0YFTp8LAgV13/bt7zMzqTbG9QuvXJzEsO697hqwOuGXVWksxXWH5ZvRn3vfv3z69b9+kJdWtqGZWa/l6hKD4XqFMDHPPkNUZt6xa6yhmgtTq1YVbIJYvh//9344tsQ7kZlZtub1CEycmS0fl9ghBsr2rJagyLaiTJjmmWd1xy6o1t+yWhsmTS5sglTF0aBLEPXbLzGop3xJTl16av0forLOSSqh7hayBubJqzSO3C+yUU9oH9PXriztOW1vHwO5xW2ZWK8U+fCSfF15IKqG53fu//CUsXeobb2sIrqxa48k3LqvYloauZCZIedyWmVVbsbGtO2s8Dx2afHWvkDUwj1m1+pc9NmvgQFi5ctOyK5lxWZtvXnxLQ7a+fWGrrZLxqLljUB3Mzazc8q1AMmlSxzH1ncW2QvIt3u8eIWsCblm16svXXZ9vBmsmbzHrA3anpaF3b3eFmVn15WslnTp1UwU235jTYmNb//5w0knuEbKm5MqqVVZX40gXLYJLLskfvKH0p0Zl5D7Xun//ZMasK6dmVm6Flo7KKFQhzbS0dke+h4/89Kfu6rem5MqqlUc5x5Fmgjd076lR+SZFuaXBzHqiqwpodr5CraYZheJZZkhAPoVi2wUXuGJqLcOVVUsUE5AL5SkUpLszYzVXJqgXCuDZOpsU5ZYGMytVMRXQjM5aTTMKxbPM2NVClVJP+LRWFxF+RbDffvtF07nqqohhwyKk5OtVVxXO179/RBKOk1f//u3zd5Zn2LD26eV4DRtW+Lx9+0a0tXX9uczKCJgddRCr6v1Vl7G02FiYq1Bsy8SnbFL+vFL7cnQWa0stp1mDKDWO1jyw1curqQJsZt+uKqAZxQTkzvIUCtKFXl3lz1dRdgC3GnNltUFjaXdiYa5iKqAZxVZsHc+shbmymu/DwWHA08B84Fud5S06wFYr0PQkwEaUv0WgszyFztXWlv8znHxy+2uY+97B2+pQs1VWu4qPgIAL0+2PAvsWc9y6i6XdiYU92benMdusBbiy2jHQ9gaeA0YAmwFzgVGF8hcVYKsZjHoSYCPK3yLQWZ7OrotbEaxJNFNltZj4CEwE/pxWWg8A7i/m2HUXS7sTC3taTsc7s065stoxGL8PuDnr/ZnAmYXyFxVge1qB7I6eBNjulrWnY1Yz2x2krYk1WWW1y/gI/Aw4Juv908COXR277mJpT8/l2GZWNqXG0WZeDWAw8GLW+8Vp2kaSpkqaLWn2kiVLuj5iZ8uOlFtns0aLUWhmab6nmeR7bnTubNOu8vhRfmaNpMv4WGSe0lQzlnYnFubj2GZWc81cWVWetGj3JmJ6RIyPiPGDBg3q+og9rUB2RzkCbHeWOykmIDtomzWLLuNjkXmSjN298a9mLO1uLDSzutPMldXFwM5Z74cAL/XoiD2tQHZHOQKsK5dmll8x8bHoGNrtG/9qxlJwLDRrcM1cWX0QGClpF0mbAUcDN/boiNW+Q3eANbPKKCY+3ggcp8QBwIqIeLksZ3drp5l1Q59aF6BSImKdpFOBm0lmvl4eEfN6fOBJkxxQzayhFYqPkk5Kt18KzCJZEWA+sBo4vqyFcCw1syI1bWUVICJmkQRcMzPLki8+ppXUzPcBfKXa5TIzy9XMwwDMzMzMrMEpuXk2SUuARRU49NbAiirtX0zezvIU2pYvPTct9/12wNIuylIurXqNoXrXuVWucb60zDUeFhFFzB5qbRWKpf79q46eXGdf4+K0+jUuLY6WsjirX91afHt6tfYvJm9neQpty5eem5bnfdUWUG/Va1zN69wq17jAdW+ahwE06su/f/V/nX2NfY0reY09DKDy/lDF/YvJ21meQtvypeem9fRz9oSvceW1yjUu9vxWXf79q46enNvXuDi+xiXwMACrCEmzI2J8rcvR7HydK8/X2GrJv3+V52tceT29xm5ZtUqZXusCtAhf58rzNbZa8u9f5fkaV16PrrFbVs3MzMysbrll1czMzMzqliurZmZmZla3XFk1MzMzs7rlyqpVnaQRkn4h6be1LkszkbSFpBmSLpPkh65XgH93rV74d7EyHEero7u/v66sWrdIulzSq5Iez0k/TNLTkuZL+lZnx4iI5yNiSmVL2hy6eb0/C/w2Iv4FOLzqhW1Q3bnG/t21cnAcrS7H0eqoZCx1ZdW66wrgsOwESb2BnwAfB0YBx0gaJWkvSX/MeW1f/SI3tCso8noDQ4AX02zrq1jGRncFxV9js3K4AsfRaroCx9FquIIKxdI+5SidtY6IuFPS8JzkCcD8iHgeQNI1wBER8X3gk1UuYlPpzvUGFpME2kfwjWjRunmNn6hy8awJOY5Wl+NodVQylvoHYeUwmE13opD8sQ8ulFlSm6RLgX0knVnpwjWhQtf7OuBISZfgR4b2VN5r7N9dqyDH0epyHK2OssRSt6xaOShPWsGnTUTEMuCkyhWn6eW93hHxJnB8tQvTpApdY//uWqU4jlaX42h1lCWWumXVymExsHPW+yHASzUqSyvw9a48X2OrNv/OVZevd3WU5Tq7smrl8CAwUtIukjYDjgZurHGZmpmvd+X5Glu1+Xeuuny9q6Ms19mVVesWSVcD9wK7S1osaUpErANOBW4GngSujYh5tSxns/D1rjxfY6s2/85Vl693dVTyOiui4JAYMzMzM7OacsuqmZmZmdUtV1bNzMzMrG65smpmZmZmdcuVVTMzMzOrW66smpmZmVndcmXVzMzMzOqWK6vWECStqsAx/yPn/d/LfY70uPtI+nkn2wdJuqkS5zYzy3ActUblyqq1snZBNiIOrOB5Liq0MSKWAC9LOqhC5zczqxTHUas4V1atYUn6lKT7JT0s6a+SdkjTB0m6RdJDkn4maZGk7XL2PQ/YXNIjkmamaavSrwdL+pukayU9I+k8SZMkPSDpMUm7Zp3nd5IeTF8dgqSkAcDeETE3ff/B9JyPpOUekGa9AZhUoUtlZpaX46g1hIjwy6+6fwGr8qRty6ansH0Z+GH6/cXAmen3hwEBbNfVMTPvgYOB14EdgXcB/wd8J912GvDj9PtfAe9Pvx8KPJnnHB8Cfpf1/g/AQen3WwJ90u8HA4/V+jr75ZdfzftyHPWrUV99uqrMmtWxIcCvJe0IbAYsSNPfD3wGICJukvRaCcd+MCJeBpD0HPCXNP0xksAJ8GFglKTMPltJGhARK7OOsyOwJOv9PcD5aSvEdRGxOE1/FdiphHKamfWE46jVPQ8DsEZ2EXBxROwFnAj0S9NVeJeivZP1/Yas9xtg401eL+B9ETEufQ3OCbAAb2WVi4g4j6T1YnPgPkl7pJv6pXnNzKrJcdTqniur1si2JulaApiclX438HkASR8l6ebKZ62kvj04/1+AUzNvJI3Lk+dJYLesPLtGxGMR8QNgNpAJsu8BHu9BWczMSuE4anXPlVVrFP0lLc56nQ58G/iNpLuApVl5vwN8VNJDwMeBl4HcO3WA6cCjmYkBJfgqMF7So5KeAE7KzRARTwFbZ00A+DdJj0uaS9IC8Oc0/UPAn0osh5lZMRxHrSFlBlWbNQ1J7wLWR8Q6Se8DLomIcTUsz78DKyOiszUC7wSOiIhSxoWZmZWV46jVE0+wsmY0FLhWUi9gDfAvNS7PJcDnCm2UNAg43wHWzOqI46jVDbesmpmZmVnd8phVMzMzM6tbrqyamZmZWd1yZdXMzMzM6pYrq2ZmZmZWt1xZNTMzM7O65cqqmZmZmdUtV1at4Uj6gKSnS9x3d0kPS1op6avlLlsR518laUSJ+94h6cvlLlMX5zxI0rNpuT9dzXObWeU4jlaP42jPubLa4CQtlPRWGjRel/R3SSelCzln8lwhaU2aZ2X6mLrvS9o6K88/SwpJ5+cc/9Np+hVV+jwhabfO8kTEXRGxe4mn+CZwR0QMiIgLSzxGySJiy4h4vtrn7YHvAhen5b4hd6OkUyXNlvRO7u+IpOHpz3NV1uu/qlRus6I5jnab42j3FIyjkt4l6ReSFqW/Vw9L+nhOnkMlPSVptaTbJQ2rZuHrgSurzeFTETEAGAacB5wB/CInz/+keQYBxwMHAPdI2iIrz3PAFyRlP9nsOOCZipW8m3LKVophwLwanbsRdXW9XgL+G7i8kzzbpEF6y4j4XllLZ1Y+jqPFcxztns6uVx/gReCDwNbAf5E8OWw4gKTtgOvS9IHAbODXFS5v3XFltYlExIqIuBH4AjBZ0pg8ed6OiAeBw4E2koCb8Q/gMeBjAJIGAgcCNxY6p6SDJS2W9E1Jr0p6OW1FmCjpGUnLJf1HVv4Jku5NWy9elnSxpM3SbXem2eamrXBfyDr+GZL+Afwyk5bus2t6jn3T9ztJWirp4DxlvQ34EHBxevz3SNpa0pWSlqR3tv+ZaU1JW0nukfQjScuBb+c55uZpi8trkp6Q9I1M2Qpcr40tHul+P5H0p/SO+n5Ju2bl/Uh6N71C0sWAco51gqQn03PfnLnbTq/VfZl/CpJOljRPUr8CZfoXSfPT63ijpJ3S9OeAEcAf0uv1rtx9I+K6tKVgWaHPbNZIHEcdR9P0qsTRiHgzIr4dEQsjYkNE/BFYAOyXZvksMC8ifhMRb6fXb6ykPQpdn2bkymoTiogHgMXABzrJsxK4JU+eK0laAQCOBn4PvNPFKd8N9AMGA2cDlwFfIvlj+wBwtjaNL1oP/DuwHfA+4FDglLRM/5TmGZu2wv066/gDSe5Op+Z8judIWkBmSuoP/BK4IiLuyPOZDwHuAk5Nj/8McBHJ3ewIkjvb42j/j2d/4Hlge2Bans9+DrBr+voYMLmT65TPMcB3gG2B+ZlzKLmb/h3wnyTX6jngoMxOSsY9/QdJIBuUfq6r083/H8mzvP9T0kjgXOBLaaBrR9IhwPeBzwM7AouAawAiYlfgBZIWpy0joqvfg0IWpf8of5l+LrO65zjqOEoN4qikHYD3sKkldjQwN7M9It5MP8foLq9KE3FlNYeky9M728eLzP/59E5wnqRfVbp83fASSWDqbp7rgYOVjMM6jiTodmUtMC0i1pL8gW4HXBARKyNiHskf3d4AETEnIu6LiHURsRD4GUlw68wG4JyIeCci3srdGBGXAc8C95MEirOKKDOSepO0npyZlnUh8EPg2KxsL0XERWl5O5ybJDhNi4jlEfEi0N3xW9dFxAMRsQ6YCYxL0ycCT0TEb9Pr+mOSFpuME4HvR8ST6b7nAuMkDYuIDSQ/u6+StOb8T0Q8XOD8k4DLI+KhNIieCbxPaRdUDy0F3kvyz3E/YED6Gc0aheNoFxxHgTLFUUl90/LPiIin0uQtgRU5WVeQxNOW4cpqR1cAhxWTMb3bOhM4KCJGA/9WuWJ122BgeXfzpIHkT6R3ohFxTxHnWhYR69PvM4Holaztb5H8wZF2Gf1R0j8kvUESHLpqbVuS7242x2XAGOCibrQAbgdsRnIXnLGI5LpkvNjFMXbKybOoUMYCsgPnatLrlHvciIic8wwDLki7AV8n+TmKtOzpP4zbgeHAT7oo/8YyR8Qqki79wQX3KFJErIqI2ek/qFeAU4GPStqqp8c2qxLH0a45jpYhjqbDJv6XpDX31KxNq4DcmLkVsLLYYzcDV1ZzRMSd5ASedDzPTZLmSLora6zIvwA/iYjX0n1frXJx85L0XpI/krs7ybMl8GGSbo9cVwJfI/nDKbdLgKeAkRGxFUkXjDrfhehsY/pZfkwyGeLbSsaIFWMpSWtG9szKocD/FXtu4GVg55z9y6HdcSUp5zwvAidGxDZZr80j4u9p/okk3YO3knRnFfISWZ9fyUSRNtpfg3LJXMuuft5mNec46jharTialusXwA7AkWkrcMY8YGzOsXelxAlujcqV1eJMB/41IvYDvg78NE1/D/CedPD4fZKKapGtFElbSfokSRfSVRHxWJ4875K0H3AD8BrJ2KRcfwM+QjIOqdwGAG8Aq9JK/8k5218hGffUHRcAcyLiyyStGZcWs1PainEtME3SgHRg/enAVd0497XAmZK2lTQE+NfuFb2gPwGjJX02HeD/VZIxZxmXpucdDaBkgsPn0u+3Iwl8XyYZ+/WpNOjm8yvgeEnj0oH/5wL3py0KXZLUJ51w0BvoLalf1oSE/ZWsx9hLUhtJ194dEZHbpWVWNxxHHUfT76sWR0luPvYkGdeaO0ziemCMpCPTWHs28GjWMIGW4MpqF9K7zQOB30h6hGRs0I7p5j7ASOBgkgHeP5e0TfVLyR8krSS5SzwLOJ/2g9sBvpnmWU5yxz8HODAdrN1OJG6NiK66v0rxdeCLJF0Yl9FxCY5vAzPSbpnPd3UwSUeQDNs4KU06HdhX0qQiy/OvwJskg//vJgk6nS3DlOs7JN0/C4C/UKZWlIhYCnyOZAmdZSS/Z/dkbb8e+AFwTdoN+DiQWZtvOvD7iJgVEcuAKSS/m215znMryZIovyNphdiVZEJIsf6TpHvyWySTQd5K0yD5Z3kTyc/6cZIJJsd049hm1eQ46jha9TiaVu5PJBln+w9tWpN6UnrsJcCRJJPGXiOZrNadGN0UlAzhsGzpoOg/RsSYdHzd0xGxY558lwL3RcQV6ftbgW9FsqSJtSAlS71cFRFDalwUM7OG5Dhqudyy2oWIeANYkNU1IEmZ8SM3kKw3l+kyeA/JnaWZmZmZlYErqzkkXQ3cC+yuZG3IKSTLUkyRNJdkUPMRafabgWWSniCZMfiNtLvAzMzMzMrAwwDMzMzMrG65ZdXMzMzM6pYrq2ZmZmZWt/rUugD1Yrvttovhw4fXuhhmVqfmzJmzNCIG1boc9c6x1MwKKTWOurKaGj58OLNnz651McysTknq7iMgW5JjqZkVUmoc9TAAMzMzM6tbrqyamZmZWd1yZdXMmsPMmTB8OPTqlXydObNn+czMGkELxDSPWe3E2rVrWbx4MW+//Xati2JWc/369WPIkCH07du31kXpaOZMmDoVVq9O3i9alLy/5x6YNQteeAGGDoWJE2HGjI75ACYV+xh06y7HUrNE2eNosbFv2rSGjnF+KEBq/PjxkTspYMGCBQwYMIC2tjYk1ahkZrUXESxbtoyVK1eyyy671Lo4HQ0fngTpXBJkx7jc9xnDhsHChZ2eQtKciBjfo3K2AMdSs/wqEkeLjX39+8P06TWvsJYaRz0MoBNvv/22g6sZIIm2trb6bRl74YX86bkV00I354X2t7JwLDWrUBwtNvatXg1nnVW+81aZK6tdcHA1S9TV30LuGK2BA3t2vKFDy1Eq60Rd/f6Y1UiP/w56Evsa+KbclVUzayyZMVqLFiWtB4sWwRtvwGabtc9X6J9Cbnr//sl4LjOzetbT2DdwYPuK7imnNMzELFdWzayxnHXWpskEGWvXwoABydhTKfl60klJRTRb//5Jena+OhjHZWbWpZ7Evr59YeXK9hXdSy5p/37q1LqtwHo1ADPj+eefZ9q0aaxYsYLf/va3tS5O5wp1ZS1fDkuXtk876KAkwDfJjFgzq29ljaUzZ7aPX/kmUkFxsW/VKli2rPPzrV4Nl166abxrHa2W4pbVBtC7d2/GjRvH6NGjGTt2LOeffz4bNmzochsk42OOPfbYje/XrVvHoEGD+OQnP1n2cr7++uv89Kc/7TTPgQceWPTxLrzwQvbcc08m1VHl4sUXX+RDH/oQe+65J6NHj+aCCy4omPemm25i9913Z7fdduO8887rcv+3336bCRMmMHbsWEaPHs0555xT8c+TMWLECH7xi19U7XzdUuwYrXzjTidNSmb5b9iQfK2j3yWrPsfS+vn9704sff311znqqKPYY4892HPPPbn33nsBuOCCCxgzZgyjR4/mxz/+8cb8Tz/9NOPGjdv42mqrrdptr6SyxdJ8Xf6FuveLiX3Llxd33nwTs047rfatrRHhVwT77bdf5HriiSc6pNXCFltssfH7V155JQ499NA4++yzu9yW2T5u3LhYvXp1RETMmjUrxo4dG5/4xCfKXs4FCxbE6NGjO6Rv2LAh1q9f3+3j7b777vH8888Xnb/U83THSy+9FHPmzImIiDfeeCNGjhwZ8+bN65Bv3bp1MWLEiHjuuefinXfeib333jvmzZvX6f4bNmyIlStXRkTEmjVrYsKECXHvvfeW/TM8+uij8YlPfKLd65VXXomIiCOPPLLTfav+N3HVVRH9+0ckITR59e0bsdlm7dP690/yVhAwO+ogVtX7y7G05xxL2zvuuOPisssui4iId955J1577bV47LHHYvTo0fHmm2/G2rVr49BDD41nnnmmw77r1q2LHXbYIRYuXFj2z1BqLM3793DVVRHDhkVIyde2tvYxLvOSSot9w4blP14prx7E21LjaM0DW728yhJgc3/ZyvTPMzuIRkQ899xzMXDgwNiwYUOn2zL7nnnmmfGb3/wmIiKOPfbYOO+88/IG2AULFsTuu+8eU6ZMidGjR8cXv/jFuOWWW+LAAw+M3XbbLe6///6IiDjiiCNi3333jVGjRsXPfvazjft/4QtfiH79+sXYsWPjqKOOij322CNOPvnkGDdu3MZAscUWW8QDDzwQe+21V7z11luxatWqGDVqVDz22GPtynLiiSdG3759Y8yYMXH++edHRMQPf/jDGD16dIwePTp+9KMfbSxzvvNkPPPMM/HBD34w9ttvv/jGN74Ru+66a7eufVcOP/zw+Mtf/tIh/e9//3t89KMf3fj+3HPPjXPPPbfo/d98883YZ5994r777uuw7YMf/GA89dRTERGxdOnSjf/Uiv35dabuKquFAmxbW0X+1jrjyqpjqWNp9WPpihUrYvjw4Rt/DhnXXnttTJkyZeP77373u/GDH/ygw/4333xzHHjggXnPWatY+sSDD7b//T755I435Z29SvnbyHfj31VFuKsylMCV1VoH2Hy/CGVq7ckNohER22yzTfzjH//odFtm37lz58aRRx4Zb731VowdOzZuv/32ggG2d+/e8eijj8b69etj3333jeOPPz42bNgQN9xwQxxxxBEREbFs2bKIiFi9enWMHj06li5dunH/7D92SR1aBjPlPeuss+JrX/tanHLKKXkrcRERw4YNiyVLlkRExOzZs2PMmDGxatWqWLlyZYwaNSoeeuihgueJSO6oDzjggI1376eeemocfvjhec/1/ve/P8aOHdvhdcstt+TNn/mMO++8c6xYsaLDtt/85jftAumVV14ZX/nKV7rcf926dTF27NjYYost4pvf/Gbe8w4ePHhjq8dtt90WRx999MbjFfPzy2fp0qVx4oknxogRIwr+PCJqUFktFDyl6pYjSg+yrfZyLHUsLWcsffjhh+O9731vTJ48OcaNGxdTpkyJVatWxRNPPBEjR46MpUuXxptvvhkHHHBAnHrqqR32P/744+Oiiy7Ke96axNKlS+OJm27qGM8qXEmMiI43gSefXHqlucQYXGoc9QSrcsk3Sy+zCG8FxgklP/Pitu29994sXLiQq6++mokTJ3Z63F122YW99toLgNGjR3PooYciib322ouF6RN+LrzwQq6//nogGXf07LPP0tbW1uFYw4YN44ADDsh7nrPPPpv3vve99OvXjwsvvLDTMgHcfffdfOYzn2GLLbYA4LOf/Sx33XUXhx9+eMHz3HDDDYwaNYp9990XgD333JNtttkm7/HvuuuuLsuQbdWqVRx55JH8+Mc/ZquttuqwPd/PJ3t9vUL79+7dm0ceeYTXX3+dz3zmMzz++OOMGTNm4/ZFixYxePBgevVKhps/+uij7L333hu3F/Pzy6etrY1LL720+AtQDrmTBzLLR2WnDRyYf1KA10VtXo6lHY7VyrF03bp1PPTQQ1x00UXsv//+nHbaaZx33nl873vf44wzzuAjH/kIW265JWPHjqVPn/ZVmjVr1nDjjTfy/e9/v8NxaxZL/+//in9YSa6eLrM3aVLXf0PFTszKLINVpcmrnmBVLoVmKFdgEd7nn3+e3r17s/322xe97fDDD+frX/86xxxzTKfHfte73rXx+169em1836tXL9atW8cdd9zBX//6V+69917mzp3LPvvsU/BpHJlgmM/y5ctZtWoVK1euLOppHp39Qyl0nocffphx48ZtfD937lzGjh2bN+8HPvCBdgPyM6+//vWvHfKuXbuWI488kkmTJvHZz3427/GGDBnCiy++uPH94sWL2WmnnYref5tttuHggw/mpptuapf+yCOPtAuoc+bMafe+q59fzeROkjrllI6TB44/Hk44oes1BL0uanNzLO2g1WPpkCFD2H///QE46qijeOihhwCYMmUKDz30EHfeeScDBw5k5MiR7fb985//zL777ssOO+zQ4bhVi6XLlsGjj8Ls2cnXNWuK37etrfrL7OVOzLrgguKWwZo6taITr1xZLZdCLT1lbgFasmQJJ510EqeeemqHJ2F0tu2EE07g7LPP3ninWKoVK1aw7bbb0r9/f5566inuu+++jdsGDBjAypUrizrO1KlT+d73vsekSZM444wzusz/T//0T9xwww2sXr2aN998k+uvv54PfOADne7T1tbGU089BcD999/PlVde2S4YZbvrrrt45JFHOrw+/OEPt8sXEUyZMoU999yT008/veC53/ve9/Lss8+yYMEC1qxZwzXXXMPhhx/e6f5Llizh9ddfB+Ctt97ir3/9K3vssUe7PHPnzt34D+nZZ5/l97//fY9/phWRXTndbruOldBLL82/XmBuIM+3hqDXRW1ujqWOpVne/e53s/POO/P0008DcOuttzJq1CgAXn31VQBeeOEFrrvuug43EFdffXXBm4qqxNJly5J4l4lrnVVU8z2s5IILar+ayaRJSczNjsFbbdXxs1T4ca4eBlAu06YldxbZ/4DL1AL01ltvMW7cONauXUufPn049thjN/5xd7Yt25AhQzjttNN6XJbDDjuMSy+9lL333pvdd9+9XZdRW1sbBx10EGPGjGHPPfcseIwrr7ySPn368MUvfpH169dz4IEHctttt3HIIYcU3Gfffffln//5n5kwYQIAX/7yl9lnn3067Y459thj+cQnPsFee+3FxIkTaWtrY7fdduv+h85yzz338L//+7/stddeG1sazj333I1dghMnTuTnP/85O+20ExdffDEf+9jHWL9+PSeccAKjR4/m7rvvLrj/yy+/zOTJk1m/fj0bNmzg85//fIdlcR555BE233xzxo4dy957782ee+7JjBkz+K//+q8efa6yyiy5kvlbyNeFVGy3F+RfQ9Cal2OpYyntY+lFF13EpEmTWLNmDSNGjOCXv/wlAEceeSTLli2jb9++/OQnP2HbbbfdePzVq1dzyy238LOf/Szv+SsSS5ctS7r516xJeoQ2bEheXenfHyZPhlmz6nNN6NzhA70KtHNW8HGu6qxLoJWMHz8+Zs+e3S7tySef7DRQdJBvDF69/LK1uBdffJGjjjqK+++/v9ZF6ZHddtuNhx9+mAEDBtTk/EX9TQwfXnjx6lIMG5a0KtSYpDkRMb7W5ah3jqXNzbG0gEwrahGV0yeXLmXPk05q3N/vQjG+iFhdahyt25ZVSZcDnwRejYgxebZPAjJ9HquAkyNibrptIbASWA+sq9o/mGIGL1tNzJ07t2C3VaNYuXIlvXr1qllFtaBin7KSS2rfwtq3b5KW3b3k8amtybG0bjmWpkptRQXo3bsubsBLVsHej0LqeczqFcBhnWxfAHwwIvYGvgdMz9n+oYgY55YQA/jkJz/JZZddVuti9MiAAQN45plnal2M9rrzlJVs/fsnz6/OHgf1y1/C5Zd7fKpZHXMsJf9Y1GInXfXqBVnDFRpSvnGsFY7VdduyGhF3Shreyfa/Z729DxhS8UKZWXv5lhmKyN9qutVWyfjTrrq9XDltR9I2wM+BMUAAJwBPA78GhgMLgc9HxGtp/jOBKSQ9S1+NiJvT9P1IGgE2B2YBp0VESHoXcCWwH7AM+EJELEz3mQz8Z1qU/46IGRX9sGaN4P/+r/hW1D59kgpqpgV28GBIJ4Y1tCr3ftRzy2p3TAH+nPU+gL9ImiNpao3KZNZ83nyz/RJUhbr8Izq2mi5dWttZrY3rAuCmiNgDGAs8CXwLuDUiRgK3pu+RNAo4GhhN0jP1U0m90+NcAkwFRqavTM/VFOC1iNgN+BHwg/RYA4FzgP2BCcA5khq8ScisDIpdfqpXL9h5Z9h7bxg/PvmaZx1d61rdtqwWS9KHSILt+7OSD4qIlyRtD9wi6amIuDPPvlNJgjdDvci4WeeWLdvU/QWbuvzzTdKsk0lRjU7SVsA/Af8MEBFrgDWSjgAOTrPNAO4gGcN/BHBNRLwDLJA0H5iQjuPfKiLuTY97JfBpkpv8I4Bvp8f6LXCxkvWaPgbcEhHL031uIangXl2pz2vWEDbbLH+FNV8rqiunZdHQlVVJe5N0j308IjaujxMRL6VfX5V0PUmrQIfKakRMJx3rOn78eC+LYNaZQk9eya2welJUOY0AlgC/lDQWmAOcBuwQES8DRMTL6Y05wGCSYVEZi9O0ten3uemZfV5Mj7VO0gqgLTs9zz7t+MbfmlruZKqtt07SsocCZFpRXTmtiIYdBiBpKHAdcGxEPJOVvoWkAZnvgY8Cj5d6Hi/tZZaINWvyj9PK7fL3pKhy6gPsC1wSEfsAb5J2+ReQb3ZbdJJe6j7tEyOmR8T4iBg/aNCgvAVzLLWGlG8y1bJlSaU083S9zTZLYl8RFVX/HZSmbltWJV1N0s21naTFJGOn+gJExKXA2SR3/z9NnzCSWaJqB+D6NK0P8KuIuKnDCYrQr18/li1bRltbW4enmJi1kohgmUS/+fM7bnSXfyUtBhZHRGZRy9+SVFZfkbRj2qq6I/BqVv6ds/YfAryUpg/Jk569z2JJfYCtgeVp+sE5+9xRyodwLLWGlW8y1YYNsGJFMga1GyKCZcuW0a9fvzIWsDXUbWU1Ijp98HJEfBn4cp7050kmIfTYkCFDWLx4MUuWLCnH4cway5tvwmuvwfr10KsX/d5+myE/+EH7PO7yr6iI+IekFyXtHhFPA4cCT6SvycB56dffp7vcCPxK0vnATiQTqR6IiPWSVko6ALgfOA64KGufycC9wFHAbekqATcD52ZNqvoocGYpn8Ox1BrWSy8V3ta3b7cP169fP4YM8eJF3VW3ldV60LdvX3bZZZdaF8Os+nIfmQr1/0jA5vWvwExJmwHPA8eTDOG6VtIU4AXgcwARMU/StSSV2XXAVyJifXqck9m0dNWf2bSCyi+A/00nYy0nWU2AiFgu6XvAg2m+72YmW3WXY6k1rI9/vOSnNVn5+HGrqXyPCDRrWT14nF6z8uNWi+NYag0t94l8EyfCjBkdb9w9Nr8kpcbRhp1gZWYV9MIL3Us3M2t0+Z7IN2NG0qPkSaQ15WEAZtbR0KH5W1a9LJGZNat8T+RbvToZ+tSiPUr1wi2rZpa0KGQ/mWrixKSrK5snU5lZM3OPUt1yZdWs1bnry8yscM+Re5RqzpVVs1bXVdfXhg3JV1dUzayZuEepYbiyatbq3PVlZq3GPUoNxROszFqdJ1OZWavxZKqG4pZVs1bjri8za3XuUWoorqyatRJ3fZmZeTJVg/EwALNW4q4vM7Ok5yjfI6Xdo1SX3LJq1krc9WVmrSh3+BMkPUjuUWoIblk1ayWeTGVmrSYz/CnTirpoUfJ++nT3KDUIt6yatZJp0zyZysxaS6HhT2edVZvyWLe5smrWzNz1ZWatzsOfGl7dVlYlXS7pVUmPF9guSRdKmi/pUUn7Zm07TNLT6bZvVa/UZnUk38z/qVOTbX4ylZm1Cs/8b3h1W1kFrgAO62T7x4GR6WsqcAmApN7AT9Lto4BjJI2qaEnN6pG7vsysFXkt6aZTt5XViLgTWN5JliOAKyNxH7CNpB2BCcD8iHg+ItYA16R5zVqLu77MrNV4LemmVPHVACRtHxGv5qTtHhFP9/DQg4EXs94vTtPype/fw3OZNR7P/K8bFYyDZpbNa0k3pWq0rN4l6fOZN5K+BlxfhuMqT1p0kt7xANJUSbMlzV6yZEkZimRWRzzzv55UKg6aWTb3KDWlalRWDwaOlfQbSXcC7yHpqu+pxcDOWe+HAC91kt5BREyPiPERMX7QoEFlKJJZHZk0yTP/68fBVCYOmlk2T6ZqShWvrEbEy8BNwPuA4STjTFeV4dA3AselqwIcAKxIz/UgMFLSLpI2A45O85o1t9xJBTNnJhVTz/yvuQrGQTPL5h6lplTxyqqkW0jGjI4BJgI/kvT/itjvauBeYHdJiyVNkXSSpJPSLLOA54H5wGXAKQARsQ44FbgZeBK4NiLmlfljmdWXQstUzZxZ65IZpcdBM+uC15JuCYrIO5yzfCeQPh0RN2S97wOcGRHfq+iJu2n8+PExe/bsWhfDrDTDh+efTDVsmCcVlImkORExvsR9GyIOloNjqVVN7mNUIWlFdeW0bpUaR6sxDOCGnPfrmjFAm9WUJxXUNcdBswrwWtIto2KVVUl3p19XSnoj67VS0huVOq9ZS/KkgrrkOGhWQb5JbxkVq6xGxPvTrwMiYqus14CI2KpS5zVrSZ5UUJccB80qyDfpLaOiwwAk9ZL0eCXPYdaSPKmgYTgOmpWJH6PasipaWY2IDcBcSb7NMSuXQjP/wctU1SHHQbMy8GNUW1rFH7cK7AjMk/QA8GYmMSIOr8K5zZpPZ5MKHKTrleOgWU/4MaotrRqV1e9U4RxmrcOTChqR46BZTzjutbRqPG51YkT8LftFsii2mZXCkwoakeOgWU847rW0alRWP5In7eNVOK9Zc/LM/0bkOGjWE457La2S66yeLOkxkselPpr1WgA8VqnzmjW9SZM8879BOA6alcgrnliWSras/gr4FHBj+jXz2i8i/NtlVqzcoD1zZhKgPfO/EZQlDkrqLelhSX9M3w+UdIukZ9Ov22blPVPSfElPS/pYVvp+kh5Lt10oSWn6uyT9Ok2/X9LwrH0mp+d4VtLkHl4Ls+J4xRPLUcmHAqyIiIURcUxELALeAgLY0ku4mBWpUNCeObPWJbMilDEOngY8mfX+W8CtETESuDV9j6RRwNHAaOAw4KeSeqf7XAJMBUamr8PS9CnAaxGxG/Aj4AfpsQYC5wD7AxOAc7IrxWYV48eoWo6Kj1mV9ClJzwILgL8BC4E/V/q8Zk3BQbsp9CQOShoCfAL4eVbyEcCM9PsZwKez0q+JiHciYgEwH5ggaUdgq4i4NyICuDJnn8yxfgscmra6fgy4JSKWR8RrwC1squCaVY5n/luOakyw+m/gAOCZiNgFOBS4pwrnNWt8DtrNoidx8MfAN4ENWWk7RMTLAOnX7dP0wcCLWfkWp2mD0+9z09vtExHrgBVAWyfH6kDSVEmzJc1esmRJkR/LrADP/Lcc1aisro2IZUAvSb0i4nZgXBXOa9b4HLSbRUlxUNIngVcjYk6R51GetOgkvdR92idGTI+I8RExftCgQUUV1Kwgz/y3HNWorL4uaUvgTmCmpAuAdVU4r1njc9BuFqXGwYOAwyUtBK4BDpF0FfBK2rVP+vXVNP9iYOes/YcAL6XpQ/Kkt9tHUh9ga2B5J8cyKy/P/LcuVKOyegTJpIJ/B24CniOZDWtmXfEyVc2ipDgYEWdGxJCIGE4yceq2iPgSyeoCmdn5k4Hfp9/fCBydzvDfhWQi1QPpUIGVkg5Ix6Mel7NP5lhHpecI4Gbgo5K2TSdWfTRNMysfz/y3IlS8shoRb0bEeqA/8AfgKgp0JeWSdFi6/Mp8Sd/Ks/0bkh5JX49LWp/OYEXSwnSZlkckzS7nZzKrGC9T1ZR6EgcLOA/4SDpp6yPpeyJiHnAt8ARJpfgr6XkBTiaZpDWfpLKcmeD1C6BN0nzgdNKVBSJiOfA94MH09d00zax8PInUiqDkBrqCJ5BOBL5L0qqwgWQcVETEiC726w08QxKIF5MEy2Mi4okC+T8F/HtEHJK+XwiMj4ilxZRz/PjxMXu267RWQ5kWhuzA3b+/W1LrhKQ5ETG+xH1LioONyLHUuqVXr6RFNZeU3KBbUyk1jlZjGMDXgdERMTwiRkTELkUG6AnA/Ih4PiLWkIzXOqKT/McAV5ehvGa14RaGZlZqHDRrPtk9SL0KVEM8idSyVKOy+hywustcHXVn2ZT+JOv//S4rOYC/SJojaWqB/bzcitUPL1PVzEqNg2bNJXeM6vr1HfN4Eqnl6FOFc5wJ/F3S/cA7mcSI+GoX+xW9bArJRIV7csZTHRQRL0naHrhF0lMRcWe7g0VMB6ZD0nXVRXnMKmvo0CSA50u3RldqHDRrLvl6kAB69066/YcOTSqqHvpkWapRWf0ZcBvwGO0Xte5Kd5ZNOZqcIQAR8VL69VVJ15MMK7gzz75m9WHatPxjVt3C0AxKjYNmzaVQT9GGDR6jagVVYxjAuog4PSJ+GREzMq8i9nsQGClpF0mbkVRIb8zNJGlr4INsWoYFSVtIGpD5nmTJlcfL8WHMysZrC7aSUuOgWXPxg06sBNWorN6ejg3dUdLAzKurndLH/p1Ksq7fk8C1ETFP0kmSTsrK+hngLxHxZlbaDsDdkuYCDwB/ioibyveRzHrIawu2mpLioFnT8YNOrATVWLpqQZ7kuluyxcutWFUNH55/fOqwYUkl1epOD5euaog4WA6OpdalmTOTsasvvOAxqi2m1Dha8TGrEbFLpc9h1nA887+lOA5aSypUKc28zIpUjWEAZpbL47bMrJkVGuo0c2atS2YNyJVVs2rInUw1caLHbZlZ8/JDTqyMXFk1q7R8LQwzZsDkyZ75b2bNyUOdrIwqNmZV0r6dbY+Ihyp1brO6UqiFYdYsT6Zqco6D1rL8kBMro0pOsJoNzAMyzzHNfiJVAIdU8Nxm9cMtDK3McdBaQ+5kqokTkx4kP+TEyqCSldWvAUcCbwHXANdHxKoKns+sPrmFoZU5Dlrzywx1ylRMs4c6zZrlJaqsxyo2ZjUifhQR7ydZ2H9n4FZJ10oaV6lzmtUlL4LdshwHrSV0NdTJDzmxHqr4BKuIWEDyKNS/ABOA91T6nGY15ceoWg7HQWtqHupkFVbJCVYjgKOBI4AXSbrApkXE25U6p1nN5esOmzo1qZx6MlXLcRy0luChTlZhlWxZnQ98HrgJuBcYCpwi6XRJp1fwvGa147UFrT3HQWtO2T1Iq1bBZpu13+6hTlZGlZxg9V2S2a4AW1bwPGb1w91h1p7joDWf3B6kZcugb19oa4Plyz2ZysquYpXViPh2pY5tVrfcHWZZHAetKeXrQVq7FrbcEpYurU2ZrKlVdIKVpA9J+p2keenrt5IOruQ5zarKj1G1LjgOWtNxD5JVWcUqq5I+AVwO/BH4IjAJmAVcLmlipc5rVjV+jKp1wXHQmkLuTfnAgfnzuQfJKqSSY1a/AXw6IuZmpT0iaTZwEUnANmtcfoyqdc1x0BpbvhVO+vZNJlStWbMpn3uQrIIqOQzg3TkBGoCIeBTYoZgDSDpM0tOS5kv6Vp7tB0taIemR9HV2sfua9Zi7wqxrPY6DZjVVaHzqgAHuQbKqqWTL6pslbgNAUm/gJ8BHgMXAg5JujIgncrLeFRGfLHFfs+7Jfv51r16wfn3HPO4Ks016FAfNaq7Qzffy5Z5MZVVTycrqrpJuzJMuYEQR+08A5kfE8wCSriFZWLuYCmdP9jXLL7c7LF9F1V1h1l5P46BZbXmFE6sDlaysHtHJtv9XxP6DSZ74krEY2D9PvvdJmgu8BHw9IuYVu6+kqcBUgKH+w7Ou5OsOA+jdO3n2tdcWtI56GgfNamvatPY36eCbcqu6Sq6z+rfM95IGpWlLunEI5TtszvuHgGERsSqdWXsDMLLIfYmI6cB0gPHjx3fYbtZOoe6wDRuSl1mOMsRBs+rKHuqUuQGfPr1jmm/KrYoquXSVJJ0jaSnwFPCMpCXZk6C6sBjYOev9EJLW040i4o2IWJV+PwvoK2m7YvY167ZCre9ulbcCyhAHzaon33J8U6cm2xYuTG7KFy50RdWqrpKrAfwb8H7gvRHRFhHbknTFHyTp34vY/0FgpKRdJG0GHA20G/sl6d2SlH4/geTzLCtmX7NumzbNC/5bd/0bPYuDZtVTaDm+s86qTXnMUpWsrB4HHBMRCzIJ6YSnL6XbOhUR64BTgZuBJ4FrI2KepJMknZRmOwp4PB2zeiFwdCTy7lvGz2bNLncR7Jkzk9aE6dO9XIt1R4/ioFlVeTk+q1OVnGDVNyI6rGsREUsk9S3mAGnX/qyctEuzvr8YuLjYfc2Kkm8R7ExX2KRJrpxad/Q4DppVjWf+W52qZMvqmhK3mdWWu8KsfBwHrT7l6z3yUCerU5WsrI6V9Eae10pgrwqe16xn3BVm5dOjOChpZ0m3S3pS0jxJp6XpAyXdIunZ9Ou2WfucmT6572lJH8tK30/SY+m2C7PG+79L0q/T9PslDc/aZ3J6jmclTS7nhbEa6mwilYc6WR2qWGU1InpHxFZ5XgMiwt1fVh/ytS541r+VSRni4DrgaxGxJ3AA8BVJo4BvAbdGxEjg1vQ96bajgdHAYcBP0yf6AVxCsq70yPR1WJo+BXgtInYDfgT8ID3WQOAckglhE4BzsivF1sA66z2aNMkz/63uVLJl1ay+FWpdmDjRXWFWFyLi5Yh4KP1+JcmE0cEkDxuYkWabAXw6/f4I4JqIeCed1DUfmCBpR2CriLg3IgK4MmefzLF+Cxyatrp+DLglIpZHxGvALWyq4Fqjyb4xzzcuFdx7ZHXLlVVrXYVaF2bNcleY1Z20e34f4H5gh4h4GZIKLbB9mi3f0/sGp6/FedLb7ZOupLICaOvkWPnKNlXSbEmzlyzxMw/qTu6NeSHuPbI65cqqtZZiWxfcFWZ1RNKWwO+Af4uINzrLmictOkkvdZ/2iRHTI2J8RIwfNGhQJ8Wzmij0qOhs7j2yOubKqrUOty5YA0qXuPodMDMirkuTX0m79km/vpqmF3p63+L0+9z0dvtI6gNsDSzv5FjWaDrr3nfvkTUAV1atdbh1wRpMOnb0F8CTEXF+1qYbgczs/MnA77PSj05n+O9CMpHqgXSowEpJB6THPC5nn8yxjgJuS8e13gx8VNK26cSqj6Zp1mgK3YAPG+beI2sIrqxacyum2x/cumD16iDgWOAQSY+kr4nAecBHJD0LfCR9T/qkvmuBJ4CbgK9ExPr0WCcDPyeZdPUc8Oc0/RdAm6T5wOmkKwtExHLgeySPr34Q+G6aZo3G66dag6vkE6zMaiv3SVSFDBuWtCyY1ZmIuJv8Y0cBDi2wzzSgQy0kImYDY/Kkvw18rsCxLgcuL7a8VmMzZyY9SC+8kLSmTpvW/ql7+baZNQBXVq15udvfzFpFMY+JduXUGpSHAVjz8qQCM2sVfky0NTFXVq155D6NauDA/Pk8qcDMGl1uvPNC/9bEPAzAmkO+LrC+fWGzzWDNmk353O1vZo0uX7yT8i/J56X4rAm4ZdWaQ74usLVrYcAAP4nKzJpLvngXkcS5bL45tybhyqo1ntzur5kzC3d1LV/uJ1GZWWMrtss/wjfn1pTqehiApMOAC4DewM8j4ryc7ZOAM9K3q4CTI2Juum0hsBJYD6yLiPHVKrdVUKEZrwMHwrJlHfO7C8zMGll3uvy9DJ81qbqtrErqDfyEZMHrxcCDkm6MiCeysi0APhgRr0n6ODAd2D9r+4ciYmnVCm2Vkb12YK9esH59++2rV8PmmyddXtldY+4CM7NG11mXf3aF1fHOmlg9DwOYAMyPiOcjYg1wDXBEdoaI+HtEvJa+vY/2z762ZpBpVVi0KAnMuRXVjOXLky4vd4GZWTMpNMTJXf7WQuq5sjoYeDHr/eI0rZApbHp8IEAAf5E0R9LUCpTPqqGYhf0h6e6fNMnjU82sceUbj19oKFOmy9/xzlpAPVdW8z1iMM8gHZD0IZLK6hlZyQdFxL7Ax4GvSPqnPPtNlTRb0uwlS5aUo8xWbsWsEejuLzNrdLm9SJnx+BMnJjEum2OetZh6rqwuBnbOej8EeCk3k6S9gZ8DR0TExhk2EfFS+vVV4HqSYQXtRMT0iBgfEeMHDRpU5uJb0fK1JmQUalXo3dvdX2bWPAo9gWrWLA9xspZXz5XVB4GRknaRtBlwNHBjdgZJQ4HrgGMj4pms9C0kDch8D3wUeLxqJbfiFWpNyFRYp03L36owY4a7v8yseRTqRXrhBQ9xspZXt5XViFgHnArcDDwJXBsR8ySdJOmkNNvZQBvwU0mPSJqdpu8A3C1pLvAA8KeIuKnKH8EKyW5JnTy58+dZT5rkVgUzax6FepIK9SJ5+T0zFPnWamtB48ePj9mzZ3ed0Xomd83AQqSkFcGsTkia4/Wau+ZY2ol88a9//+QGHApv8825NYlS42jdrrNqTSJ7jdShQ2HVquJn95uZNZNC41LPOmvTYv7Z8XLaNFdUzXBl1Sop35NXiuGZrmbWjDoblwpJxdSVU7MO6nbMqjWYfOOwil0jFTy738waX2crm4DHpZqVyJVV67lCM/q705Lq2f1m1si6WtkECq9u4p4ks065smo9V2gcVu/e+fO3tXl2v5k1l87Go2Z4dROzkriyasUr1MVVaBzW+vX5WxEuuMBrBppZc+lqPGqG10w16zZXVq04nXVxdfbsarcimFkj62ocaobHo5pVjCurlugqIHfWxdXZOCy3IphZoypmHGqGx6OaVYwrq1ZcQO7qUYBuQTWzZlPMONQMx0GzinFltZkV231VTEDuqovLLahm1myKHYea4ThoVhGurDar7nRfFROQ3cVlZo2q2Bv3XB6HalYXXFltVt3pviomILuLy8waUXdu3HP5Jt2sLriyWs9KbQ2A7nVfFRuQ3cVlZo2mOzfuuXyTblYX+tS6AFZApjUgE2QzrQFQXKAcOjT/E6TytaJmjnfWWUlldujQTTP5zcwaWXfHneaaNMmx0KzG3LJar3rSGgDd775yq6mZNSOPOzVreK6sdldPuua7oxytAe6+MrN6Va1Y6nGnZg2vriurkg6T9LSk+ZK+lWe7JF2Ybn9U0r7F7luSngzU765ytAa4tdTM6lE1Y6lv3M0aXt1WViX1Bn4CfBwYBRwjaVROto8DI9PXVOCSbuzbfT3tmu8OtwaYWbOqZiwF37ibNbi6rawCE4D5EfF8RKwBrgGOyMlzBHBlJO4DtpG0Y5H7dl9Pu+a7w60BZlYHKtJLVc1YamYNr54rq4OBF7PeL07TislTzL7dV+2B+m4NMLMaqlgvlSc9mVk31HNlVXnSosg8xeyLpKmSZkuavWTJkq5L5K55M2stlemlciw1s26o58rqYmDnrPdDgJeKzFPMvkTE9IgYHxHjBw0a1HWJ3DVvZq2lqF6qbt/4O5aaWTfU80MBHgRGStoF+D/gaOCLOXluBE6VdA2wP7AiIl6WtKSIfUvjBaLNrHUU1UsVEdOB6QDjx4/vsD0vx1IzK1LdVlYjYp2kU4Gbgd7A5RExT9JJ6fZLgVnARGA+sBo4vrN9a/AxzMwaWVG9VGZmlVS3lVWAiJhFUiHNTrs06/sAvlLsvmZm1i3F9HCZmVWUkvqepUMHFlXg0FsDK6q0fzF5O8tTaFu+9Ny03PfbAUu7KEu5tOo1hupd51a5xvnSMtd4WEQUMbi9uUiaCPyYTb1Unc6CqlAs9e9fdfTkOvsaF6fVr3FpcTQi/KrgC5herf2LydtZnkLb8qXnpuV5P9vXuLLXuJrXuVWucYHrXrXfZb96/vvT0/1b+fevJ9fZ19jXuJLXuJ5XA2gWf6ji/sXk7SxPoW350nPTevo5e8LXuPJa5RoXe36rLv/+VUdPzu1rXBxf4xJ4GIBVhKTZETG+1uVodr7OledrbLXk37/K8zWuvJ5eY7esWqVMr3UBWoSvc+X5Glst+fev8nyNK69H19gtq2ZmZmZWt9yyamZmZmZ1y5VVMzMzM6tbrqyamZmZWd1yZdWqTtIISb+Q9Ntal6WZSNpC0gxJl0nyQ9crwL+7Vi/8u1gZjqPV0d3fX1dWrVskXS7pVUmP56QfJulpSfMlfauzY0TE8xExpbIlbQ7dvN6fBX4bEf8CHF71wjao7lxj/+5aOTiOVpfjaHVUMpa6smrddQVwWHaCpN7AT4CPA6OAYySNkrSXpD/mvLavfpEb2hUUeb2BIcCLabb1VSxjo7uC4q+xWTlcgeNoNV2B42g1XEGFYmmfcpTOWkdE3ClpeE7yBGB+RDwPIOka4IiI+D7wySoXsal053oDi0kC7SP4RrRo3bzGT1S5eNaEHEery3G0OioZS/2DsHIYzKY7UUj+2AcXyiypTdKlwD6Szqx04ZpQoet9HXCkpEvwI0N7Ku819u+uVZDjaHU5jlZHWWKpW1atHJQnreDTJiJiGXBS5YrT9PJe74h4Ezi+2oVpUoWusX93rVIcR6vLcbQ6yhJL3bJq5bAY2Dnr/RDgpRqVpRX4eleer7FVm3/nqsvXuzrKcp1dWbVyeBAYKWkXSZsBRwM31rhMzczXu/J8ja3a/DtXXb7e1VGW6+zKqnWLpKuBe4HdJS2WNCUi1gGnAjcDTwLXRsS8WpazWfh6V56vsVWbf+eqy9e7Oip5nRVRcEiMmZmZmVlNuWXVzMzMzOqWK6tmZmZmVrdcWTUzMzOzuuXKqpmZmZnVLVdWzczMzKxuubJqZmZmZnXLlVVrCJJWVeCY/5Hz/u/lPkd63H0k/byT7YMk3VSJc5uZZTiOWqNyZdVaWbsgGxEHVvA8FxXaGBFLgJclHVSh85uZVYrjqFWcK6vWsCR9StL9kh6W9FdJO6TpgyTdIukhST+TtEjSdjn7ngdsLukRSTPTtFXp14Ml/U3StZKekXSepEmSHpD0mKRds87zO0kPpq8OQVLSAGDviJibvv9ges5H0nIPSLPeAEyq0KUyM8vLcdQaQkT45Vfdv4BVedK2ZdNT2L4M/DD9/mLgzPT7w4AAtuvqmJn3wMHA68COwLuA/wO+k247Dfhx+v2vgPen3w8Fnsxzjg8Bv8t6/wfgoPT7LYE+6feDgcdqfZ398suv5n05jvrVqK8+XVVmzerYEODXknYENgMWpOnvBz4DEBE3SXqthGM/GBEvA0h6DvhLmv4YSeAE+DAwSlJmn60kDYiIlVnH2RFYkvX+HuD8tBXiuohYnKa/CuxUQjnNzHrCcdTqnocBWCO7CLg4IvYCTgT6pekqvEvR3sn6fkPW+w2w8SavF/C+iBiXvgbnBFiAt7LKRUScR9J6sTlwn6Q90k390rxmZtXkOGp1z5VVa2Rbk3QtAUzOSr8b+DyApI+SdHPls1ZS3x6c/y/AqZk3ksblyfMksFtWnl0j4rGI+AEwG8gE2fcAj/egLGZmpXActbrnyqo1iv6SFme9Tge+DfxG0l3A0qy83wE+Kukh4OPAy0DunTrAdODRzMSAEnwVGC/pUUlPACflZoiIp4CtsyYA/JukxyXNJWkB+HOa/iHgTyWWw8ysGI6j1pAyg6rNmoakdwHrI2KdpPcBl0TEuBqW59+BlRHR2RqBdwJHREQp48LMzMrKcdTqiSdYWTMaClwrqRewBviXGpfnEuBzhTZKGgSc7wBrZnXEcdTqhltWzczMzKxuecyqmZmZmdUtV1bNzMzMrG65smpmZmZmdcuVVTMzMzOrW66smpmZmVndcmXVzMzMzOqWK6vWcCR9QNLTJe67u6SHJa2U9NVyl62I86+SNKLEfe+Q9OVyl6mLcx4k6dm03J+u5rnNrHIcR6vHcbTnXFltcJIWSnorDRqvS/q7pJPShZwzea6QtCbNszJ9TN33JW2dleefJYWk83OO/+k0/YoqfZ6QtFtneSLirojYvcRTfBO4IyIGRMSFJR6jZBGxZUQ8X+3z9sB3gYvTct+Qu1HSVZJelvSGpGdy/wlIOlTSU5JWS7pd0rBqFdysWI6j3eY42j2dxtEMSSMlvS3pqpz0lo+jrqw2h09FxABgGHAecAbwi5w8/5PmGQQcDxwA3CNpi6w8zwFfkJT9ZLPjgGcqVvJuyilbKYYB82p07kbU1fX6PjA8IrYCDgf+W9J+AJK2A64D/gsYCMwGfl3Z4pqVzHG0eI6j3VPs9foJ8GB2guNowpXVJhIRKyLiRuALwGRJY/LkeTsiHiSpWLSRBNyMfwCPAR8DkDQQOBC4sdA5JR0sabGkb0p6NW1l+7SkiWlL23JJ/5GVf4Kke9PWi5clXSxps3TbnWm2uWl3yReyjn+GpH8Av8ykpfvsmp5j3/T9TpKWSjo4T1lvAz4EXJwe/z2StpZ0paQlkhZJ+s9Ma0raSnKPpB9JWg58O88xN09bXF6T9ISkb2TKVuB6bWzxSPf7iaQ/pS0190vaNSvvR9K76RWSLgaUc6wTJD2ZnvvmzN12eq3uy/xTkHSypHmS+hUo079Imp9exxsl7ZSmPweMAP6QXq935e4bEfMi4p3M2/SV+QyfBeZFxG8i4u30+o2VtEeh62NWa46jjqNpetXiaJrvaOB14NacTY6juLLalCLiAWAx8IFO8qwEbsmT50qSVgCAo4HfA+/QuXcD/YDBwNnAZcCXgP3S45+tTeOL1gP/DmwHvA84FDglLdM/pXnGpt0lv846/kCSu9OpOZ/jOZIWkJmS+gO/BK6IiDvyfOZDgLuAU9PjPwNcBGxNEkw+mH727H88+wPPA9sD0/J89nNIKme7kvxzmtzJdcrnGOA7wLbA/Mw5lNxN/w74T5Jr9RxwUGYnJeOe/oMkkA1KP9fV6eb/j+RZ3v8paSRwLvClNNC1I+kQktbRzwM7AouAawAiYlfgBZIWpy2zKqW5x/ippNXAU8DLwKx002hgbiZfRLyZfo7RxV4cs1pxHHUcpUpxVNJWJEMFvpbnszmO4spqM3uJJDB1N8/1wMFKxmEdRxJ0u7IWmBYRa0n+QLcDLoiIlRExj6T7Y2+AiJgTEfdFxLqIWAj8jCS4dWYDcE5EvBMRb+VujIjLgGeB+0kCxVlFlBlJvUlaT85My7oQ+CFwbFa2lyLiorS8Hc5NEpymRcTyiHgR6O74resi4oGIWAfMBMal6ROBJyLit+l1/TFJi03GicD3I+LJdN9zgXGShkXEBpKf3VdJWnP+JyIeLnD+ScDlEfFQGkTPBN4naXixHyAiTgEGkPxDvY5N/5S3BFbkZF+R5jVrBI6jXXAcBXoeR78H/CL97LkcR3FltZkNBpZ3N08aSP5EeicaEfcUca5lEbE+/T4TiF7J2v4WyR8caZfRHyX9Q9IbJMFhuy6OvyTf3WyOy4AxwEWFWgDz2A7YjOQuOGMRyXXJyBc8su2Uk2dRoYwFZAfO1aTXKfe4ERE55xkGXJB2A75O8nMUadnTfxi3A8NJxkF1Vv6NZY6IVcAy2l+DLkXE+oi4GxgCnJwmrwK2ysm6FbCyO8c2qyHH0a45jvYgjkoaB3wY+FGBLI6juLLalCS9l+SP5O5O8mxJ8gdyV57NV5J0R/xvBYp3CUl38chIJuX8BzljiPKIzjamn+XHJJMhvp2OESvGUpLWjOyZlUOB/yv23CTd3jvn7F8O7Y4rSTnneRE4MSK2yXptHhF/T/NPJOkevJWkO6uQl8j6/EomirTR/hp0Rx82jVmdB4zNOfaulDgxw6yaHEcdR6sURw8mqQy/kI4n/jpwpKSH0u2Oo7iy2lQkbSXpkyRdSFdFxGN58rxLyWztG4DXSMYm5fob8BGScUjlNgB4A1iVDhA/OWf7KyTjnrrjAmBORHyZpDXj0mJ2SlsxrgWmSRqQDqw/Hbiq8z3buRY4U9K2koYA/9q9ohf0J2C0pM+mA/y/SjLmLOPS9LyjAdIJDp9Lv9+O5B/Ol0nGfn0qDbr5/Ao4XtK4dOD/ucD9aYtCpyRtL+loSVtK6i3pYyRjx25Ls1wPjJF0ZDop4Wzg0Yh4qjsXwqyaHEcdR9PvqxJHgekklc9x6evStNwfS7c7juLKarP4g6SVJHeJZwHn035wO8A30zzLSe745wAHpoO124nErRHRVfdXKb4OfJGkC+MyOi7B8W1gRtot8/muDibpCOAw4KQ06XRgX0mTiizPvwJvkgz+v5sk6Fxe5L6QDOpfBCwA/kKZWlEiYinwOZIldJYBI4F7srZfD/wAuCbtBnwc+Hi6eTrw+4iYFRHLgCnAzyW15TnPrSRLovyOpBViV5IJIUUVk+Sf5GKSf9j/D/i3iPh9euwlwJEkkx1eI5lkUeyxzarNcdRxtOpxNCJWR8Q/Mi+Sbv+30/jpOJpSMoTDzMpByVIvV0XEkBoXxcysITmOWi63rJqZmZlZ3XJl1czMzMzqlocBmJmZmVndcsuqmZmZmdUtV1bNzBqUpIWSHpP0iKTZadpASbdIejb9um1W/jOVPL/86XSpsUz6fulx5ku6MF2PMrNE06/T9Pu78UQeM7Oy8TCA1HbbbRfDhw+vdTHMrE7NmTNnaUQMqnU5sklaCIxPl+jJpP0PsDwizpP0LWDbiDhD0iiS555PIHnizl+B90TEekkPAKcB9wGzgAsj4s+STgH2joiTJB0NfCYivtBZmRxLzayQUuNon0oUphENHz6c2bNn17oYZlanJHX3EZC1cgTJU3EAZgB3AGek6dekj9FcIGk+MCGt8G4VEfcCSLoS+DTw53Sfb6fH+i1wsSRFJ60cjqVmVkipcdTDAMzMGlcAf5E0R9LUNG2HiHgZIP26fZo+mPbPRV+cpg1Ov89Nb7dPRKwDVpA8RtLMrGrcsmpm1rgOioiXJG0P3CKps0cw5nt2fHSS3tk+7Q+cVJSnAgwdWq7HupuZJdyyambNYeZMGD4cevVKvs6cWesSVVxEvJR+fZXkGeITgFck7QiQfn01zb4Y2Dlr9yHAS2n6kDzp7fZJn62+NcmjRnPLMT0ixkfE+EGD6mpYr5lVQpXjrSurZlY/Sg2AM2fC1KmwaBFEJF+nTs2/f5NUaiVtIWlA5nvgoyTPNr8RmJxmmwz8Pv3+RuDodIb/LiTPSX8gHSqwUtIB6SoAx+XskznWUcBtnY1XNbMS5YtLPUkrZzny5Sk23pZLRPgVwX777RdmVkNXXRXRv39EEv6SV//+SXq+vMOGRUjJ17a29vtlXsOGlX6OHMDsqINYlXkBI4C56WsecFaa3gbcCjybfh2Ytc9ZwHPA08DHs9LHk1R0nwMuZtNKMf2A3wDzgQeAEV2Vy7HUrJvyxaW+fSM226y0tP79I04+uX2MLCaOnnxycfFx2LDi4m0epcZRL12VGj9+fHgGq1mZzJwJZ50FL7wAQ4fCtGkwaVLn+wwfntyh52prgy233HSsiRNhxgxYvbq4sgwbtmnfVatg2bL8eRYu7PQwkuZExPjiTtq6HEvNsuSLhdA+rVBc6gkpqUJm9O8P06dvisOZ1tHsOJq7T0ZufOzVK38+CTZs6KJYpcVRV1ZTDrBmZZIvCOYGyky+7ICdr6KaT6GA2pO8FQyyrcax1FpWbkzLd2Pdt28Sb9asqX75siudhRoHOtu3hjf9HrNqZvmVOl7qtNM6tnquXg2TJ2/Kc8opHcc8Kd/E8zzKXVGFJACbmZUq3zjOSy/tGAvXrq1NRRWSMmVidXcqqlL7z/XGG7DZZu3z9O+/qdW4Arx0lZl13SKwaBEcf3z7FoFCaYWsX78pz6WXdqxIRnSvgpkrd7hAscG4wkHWzBpcsV35uRXTnvRc52uBLTatUBzNVDo7k7tvvmOtXdsx3hYz1KsH3LJq1up60iJQaitBoSAekXQlScnXtgLrz+e2wvbvDxdckHRBbdiQfB02LP++bW3tz5E7PMHMWkMxPUX5eoGOPx5OOKF9Wk/HnObGpV/+Ei6/vLS0k05KYmK2YhoC+vdP9s0+VqF9li9vH28rHUNLmZXVjC/PYLWmlDvb86qrip9JX4tXsbP3i53pWuLM/3yos9UA6vXlWGp1qZiZ7/lm1ks9i2m5+xeavV9iXCr683ZVxkJxtAcz//MpNY7WPLDVy8sB1hpeqcG4Eq+2tk1l6d27cIAsJmDnq3CXek168A/BlVXHUmsQxcTCnlZCi3kVurEuY1wqWqmVzjq56a95YKuXlwOsNbR8AaUaLQLFtBL0pHW0jriy6lhqDaASsbCUm/R6i2k9qXTWwU2/J1iZNaLcAf/lHtzfv38ye3/WrM4nFRRKyx6/lPm+u+uumpl1pdKxEDqO98w3qSkzbr5e41pP4vCkSTX/XF5nNeW1Aa1uFbN2X09VeWZnI/I6q8VxLLWqybemc3cUWwkt9sbdMbNLpcZRt6ya1bPcYFxo2adCmqFFwMwMimtFLSTfE516Wgl1zKwaV1bN6tlZZ5XepeUWATNrFvlu3ItVKBa6EtowXFk1q2cvvFB83u505TsYm1kjyXfjXoiHNTUdPxTArJ7kLkg9cGD+fMUsiu/gbGaNKjcWdueJdI6FTceVVbN6ke9JUoWewZz7lBE/hcnMmkW+WJh7g57hJ9K1BA8DMKsX+bq5avAMZjOzmio0Vj/fJClPDm0Jblk1q5Viu7mq/QxmM7NqKjYWRrgVtUW5ZdWsFvLNbM1tNcgYOrS6ZTMzq5buxMJhw5Ibdms5blk1q4XOurmy9e+/abkpM7NmkN2SOnmyY6F1qWKVVUmXS3pV0uNZad+W9H+SHklfE7O2nSlpvqSnJX0sK30/SY+l2y6Ukt9gSe+S9Os0/X5Jw7P2mSzp2fQ1uVKf0axkhZakcjeXmTWz3MlT69fnz+dYaFkqOQzgCuBi4Mqc9B9FxP/LTpA0CjgaGA3sBPxV0nsiYj1wCTAVuA+YBRwG/BmYArwWEbtJOhr4AfAFSQOBc4DxQABzJN0YEa9V5mOaFSH3ySsDB8KyZR3zuZvLzJpZseulOhZaloq1rEbEncDyIrMfAVwTEe9ExAJgPjBB0o7AVhFxb0QEScX301n7zEi//y1waNrq+jHglohYnlZQbyGp4JrVRneWpHI3l5k1s2IedOJYaDlqMWb1VEmPpsMEtk3TBgMvZuVZnKYNTr/PTW+3T0SsA1YAbZ0cy6w2Ci1JNWCAu7nMrLUUmjDau7djoRVU7crqJcCuwDjgZeCHaXq+1X6jk/RS92lH0lRJsyXNXrJkSSfFNuuBQi0JXpLKzJpZ7pJUM2cmLab9+7fP178/zJjhWGgFVbWyGhGvRMT6iNgAXAZMSDctBnbOyjoEeClNH5Invd0+kvoAW5MMOyh0rHzlmR4R4yNi/KBBg3ry0cw2KfaRqV6SynpIUm9JD0v6Y/p+oKRb0smlt2T1XpV1EqtZl/INf5o6Ndk2fbp7laxbqlpZTcegZnwGyKwUcCNwdBocdwFGAg9ExMvASkkHpAH0OOD3WftkZvofBdyWjmu9GfiopG3TQP3RNM2s8jw+1arrNODJrPffAm6NiJHAren73EmshwE/ldQ73ScziXVk+sqM8d84iRX4EckkVrPi5Bv+tHp1kj5pknuVrFsquXTV1cC9wO6SFkuaAvxPegf/KPAh4N8BImIecC3wBHAT8JV0JQCAk4Gfk0y6eo5kJQCAXwBtkuYDp5MG5YhYDnwPeDB9fTdNM6s8j0+1KpE0BPgESXzMyJ54OoP2E1LLNYnVrGuFhj8VM8HKLEfFlq6KiGPyJP+ik/zTgA5NTRExGxiTJ/1t4HMFjnU5cHnRhTUrl87Gpy5dWt2yWLP7MfBNYEBW2g5pjxQR8bKk7dP0wSTL/2VkJp6upchJrJIyk1g7/CJLmkrSOstQD28xSIY55Xtsqn8/rAR+gpVZORUKxA7QVkaSPgm8GhFzit0lT1qpk1g7Jnr8v+WO1Z84Mf9EKg9/shK4smrWEw7QVhsHAYdLWghcAxwi6SrglczcgPTrq2n+ck5iNWsv31j9GTOSR6l6+JOVgSurZqVygLYaiYgzI2JIRAwnmTh1W0R8ifYTTyfTfkJquSaxmrVXaDLVrFmeSGVlUcnHrZo1t64CtFn1nQdcm05ofYF0XH9EzJOUmcS6jo6TWK8ANieZwJo9ifV/00msy0kqxWYdeTKVVZgrq2alcoC2OhARdwB3pN8vAw4tkK9sk1jN2vFkKqswDwMw647sMaq9Cvz5OECbWbPLjoWrVnktaasot6yaFSszRjXT9b9+fcc8DtBm1uxyY+GyZdC3L7S1Jcv0DR2axEGPUbUycWXVrFj5xqgC9O6dTCBwgDazVlDo4Sdbbun1pK0iXFk1K1ahsagbNiQvM7NW4PH6VmUes2pWLC/4b2bmWGhV58qqWbGmTfOC/2bWevzwE6sxV1bNijVpUrLAvxf8N7NW4YefWB1wZdUsn9yWhJkzk/RJk/xEFjNrHX46ldUBT7Ayy5W7LMuiRcl7cEA2s9biyVRWB7psWZW0fZ603StTHLM6UKgl4ayzalMea2qOsVbXPJnK6kAxwwDukvT5zBtJXwOur1yRzGrMLQlWXY6xVr88sdTqQDGV1YOBYyX9RtKdwHuACRUtlVktuSXBqutgHGOtXuSO1wdPLLWa67KyGhEvAzcB7wOGA1dGxKoKl8usdtySYFXkGGt1I9/M/8x4fU+mshoqZszqLcD+wBhgIvAjSf+v0gUzq4p8s/69RJVVkWOs1Q2P17c6VcxqAD+JiBvS71+XdCBwZuWKZFYlXc36d+XUqsMx1uqDx+tbnSpmGMANOe/XRcT3KlYis2pxK4LVAcdYqxser291qmBlVdLd6deVkt7Ieq2U9Eb1imhWIW5FsBpyjLW64/H6VqcKDgOIiPenXwdUrzhmVTR0aNL1ny/drMIcY63uZIY+nXVWctM+dGhSUfWQKKuxTocBSOol6fFqFcas4rInVK1aBZtt1n67WxGsihxjrWb8SGlrIJ1WViNiAzBXkpuarPHlLsuybFnyta3Ns/6tJhxjrSYKLVGVqbCa1ZliVgPYEZgn6QHgzUxiRBxesVKZVUK+CVVr18KWW8LSpbUpk5ljrFVbZ5NLfbNudaiYyup3Kl4Ks2rwhCqrT46xVl2OhdZginnc6sSI+Fv2i2TharPG4mVZrD45xlrlZY9R7VXgX79jodWpYiqrH8mT9vFyF8Ss4rwsi9WnkmKspH6SHpA0V9I8Sd9J0wdKukXSs+nXbbP2OVPSfElPS/pYVvp+kh5Lt10oSWn6uyT9Ok2/X9Lwnn9cq7rcMarr13fM41hodayzdVZPlvQYsLukR7NeC4DHqldEsx7Ibk046yyYPNmPUbW6UIYY+w5wSESMBcYBh0k6APgWcGtEjARuTd8jaRRwNDAaOAz4qaTe6bEuAaYCI9PXYWn6FOC1iNgN+BHwg55+bquBfGNUAXr3diy0htDZmNVfAX8Gvk8a7FIrI2J5RUtlVg75Hqc6Y4aDstWLHsXYiAhgVfq2b/oK4Ajg4DR9BnAHcEaafk1EvAMskDQfmCBpIbBVRNwLIOlK4NNp2Y4Avp0e67fAxZKUntsaRaGxqBs2JC+zOlewZTUiVkTEwog4JiIWAW+RBMItvcyKNQQ/TtXqWDlirKTekh4BXgVuiYj7gR0i4uX0HC8D26fZBwMvZu2+OE0bnH6fm95un4hYB6wA2vKUY6qk2ZJmL1mypJiiWzV5vL41uC7HrEr6lKRngQXA34CFJHfcZvXNM16tAfQkxkbE+ogYBwwhaSUd09mp8h2ik/TO9sktx/SIGB8R4wcNGtRFqa3qPF7fGlwxE6z+GzgAeCYidgEOBe6paKnMysGtCdYYehxjI+J1ku7+w4BXJO0IkH59Nc22GNg5a7chwEtp+pA86e32kdQH2BrwMLBGM2lSMvzJ4/WtQRVTWV0bEcuAXpJ6RcTtJIP5OyXpckmvZj9KsFqzVCVNTs/xrKTJRV0Jaz5uTbDGUGqMHSRpm/T7zYEPA08BNwKZuDcZ+H36/Y3A0Wns3IVkItUD6VCBlZIOSOPrcTn7ZI51FHCbx6s2KD9G1RpYMZXV1yVtCdwJzJR0AbCuiP2uYNOM0oyKz1KVNBA4B9gfmACck10ptiaW+6xrcGuCNYJSY+yOwO2SHgUeJBmz+kfgPOAj6dCCj6TviYh5wLXAE8BNwFciIrOG0cnAz4H5wHNsGobwC6AtnYx1Ou0ngpmZVYW6ukmWtAXwNsnYpUkk3UAz05aArvYdDvwxIsak758GDo6Il9PuqTsiYndJZwJExPfTfDeTzEBdCNweEXuk6cek+5+YyRMR96bdU/8ABpFUeg+OiBPTfX6Wnufqzso6fvz4mD17dlcfyepV7sx/SFpRXTm1MpE0JyLGV+C4JcfYeuRYamaFlBpHu2xZjYg307vv/sAfgKvIM8C+SNWYpVroWB14BmsT8cx/a1BljrHWynJ7l2bOrHWJzMqis3VWAZB0IvBdkmVVNpDc/QcwoozlKOcs1aJmr0IygxWYDklrQNfFtLrlmf/WoKoUY63Z5VtXeurU5Hv3LlmDK2bM6teB0RExPCJGRMQuEVFqEK3GLNVCx7Jm5pn/1rjKGWOtVbl3yZpYMZXV54A8z2krSTVmqd4MfFTStunEqo+madbMPPPfGlc5Y6y1KvcuWRPrchgAcCbwd0n3kzyLGoCI+GpnO0m6muSRf9tJWkwyQ/884FpJU4AXgM+lx5onKTNLdR0dZ6leAWxOMkM1e5bq/6azVJeTTKwiIpZL+h7J7FiA7/rxsC0g08111llJcB46NKmouvvL6l9JMdasnaFDk67/fOlmDa6Y1QAeAO4GHiMZTwVARMyobNGqyzNYG8jMma6UWtVVcDWApoqxjqVVkhsHJ06EGTO8IorVtVLjaDEtq+si4vQSymRWfp5EYM3HMda6J18cnDEDJk+GWbN8I29Np5jK6u2SppIsqZLdReWudau+ziYROChbY3KMte4pFAdnzUqeTmXWZIqprH4x/XpmVpqXVbHa8CQCaz6OsdY9joPWYrqsrEbELtUoiFlB2WOzevWC9es75vEkAmtQjrHWbZ5MZS2mmKWrzGonMzZr0SKIyF9R9RJVZtZKvFSftRhXVq2+5RubBdC7N0gwbJhnu5pZc8t9jCokcW/YMMdBawnFjFk1q51CY7A2bEheZmbNrNAKKNOnezKVtYyClVVJ+3a2Y0Q8VP7imOXw2CxrUo6xVhSvgGLWacvqbGAesCR9r6xtARxSqUKZbTRtWvtWBfDYLGsWjrHWNc/8N+u0svo14EjgLeAa4PqIWFWVUpll+DGq1rwcY61r7l0yKzzBKiJ+FBHvB04FdgZulXStpHHVKpwZkFRMFy5MxqguXOiKqjUFx1grimf+m3W9GkBELAB+D/wFmAC8p9KFMjNrFY6x1qlJkzzz31pewcqqpBGS/kPS/cB3gLnAHhFxbdVKZ60hd1mWmTNrXSKzinOMtaK5d8laXGctq/OBzwM3AfcCQ4FTJJ0u6fRqFM5aQO6i/5llWVxhtebnGGvt+cbdLK/OJlh9l2RGKsCWVSiLtSIvy2KtyzHWNim0nio4FlrLK1hZjYhvV7Ec1qq8LIu1KMdYa8c37mYFdTrBStKHJP1O0rz09VtJB1enaNYSCi2/4mVZrAX0JMZK2lnS7ZKeTPc9LU0fKOkWSc+mX7fN2udMSfMlPS3pY1np+0l6LN12oSSl6e+S9Os0/X5Jw8t6AWwT37ibFdTZBKtPAJcDfwS+CEwCZgGXS5pYneJZU8oel7VqFWy2WfvtXpbFWkAZYuw64GsRsSdwAPAVSaOAbwG3RsRI4Nb0Pem2o4HRwGHATyX1To91CTAVGJm+DkvTpwCvRcRuwI+AH/ToQ1thvnE3K6izltVvAJ+OiF9GxNyIeCQiLgc+DZxRldJZ88mdULVsWfK1rc3Lslir6VGMjYiXM49kjYiVwJPAYOAIYEaabUZ6PNL0ayLinXS5rPnABEk7AltFxL0REcCVOftkjvVb4NBMq6uVmddTNSuoswlW746IubmJEfGopB0qWCZrZvnGZa1dC1tuCUuX1qZMZrVRthibds///+3deZxU1Z3//9eHRbEBtxYN0rIpUWigG2iRuEdjRHTANUE7ShSHuCVmkkyU4TsmmXyJ5PubMXGJGhKNGInGmKgkUSNKjMagpEFwV5DNHok2EHaQ7fP7495qq6urqqtr76r38/G4j6o699xbp25Xf+rcc885dwTwMnCYu68J97XGzA4Ns/UBXorarDFM2xU+j02PbPN+uK/dZrYRqAT0z5ptulufSELJKqtb01wnkpj6ZYlEZCXGmlkP4LfA1919U5KGz3grPEl6sm1iyzCFoBsBfXXZOn319aqcisSRrLJ6pJnNiZNuwMAclUdKne5zLRKRcYw1s64EFdXZ7v67MPlDM+sdtqr2Bj4K0xsJbusaUQV8EKZXxUmP3qbRzLoABwDrY8vh7jOBmQB1dXWtKrMSZfZstZ6KtFOyyuqEJOv+O9sFkRIVG5jHjYNZs1p2BVC/LClPGcXYsO/oPcBb7n5L1Ko5wCRgRvj4eFT6r8zsFuBwgoFUC9x9j5ltNrMxBN0ILgNuj9nXfOBCYF7Yr1XSoblURdJiqcQdM+sF4O5NOS9RgdTV1XlDQ0Ohi1FaYgMzBBXTSZPgiSfUsiAdipktdPe6HO273THWzE4EXgBeA/aGyf9BUOF8mOCOWKuBi9x9fbjNNOAKgpkEvu7uT4bpdcB9wH7Ak8BX3d3NrBvwS4L+sOuBie6+PFm5FEuT6N8//pWlfv2C26iKlLh042jCymp41n4T8FWCy1KdCALc7e7+XxmUtSgpwOaAArOUkGxXVks1xiqWJtGpUzD7SSwz2Lu3dbpIiUk3jiabuurrwInAse5e6e4HAccBJ5jZv6VXTCkrGkwlkszXUYwtL5pLVSQtySqrlwEXh/PxARBe/vlSuE4kOQVmkWQUY8uN5lIVSUuyympXd281l17Yp6pr7ookJUOBWSQZxdhyU18f3PSkXz/dBEWkHZLNBrAzzXUiAU1yLZKMYmw50lyqIu2WrGW1xsw2xVk2A8PyVUDpIGbPDgZUdeoUPM6eHaTX1weDqfbuDR4VpEUiFGNFRFKQsLLq7p3dff84S0931yUq+URkiqpVq4KRrpG5AyMVVhFpRTG2BCU6aReRjCRrWRVJzbRpLedSheD1tGmFKY+ISL7ppF0kZ1RZlcxpiioRKXc6aRfJmYJUVs1spZm9ZmaLzawhTDvYzOaa2dLw8aCo/FPNbJmZvWNmZ0aljwr3s8zMbgsn2cbM9jWzX4fpL5tZ/7x/yHKiKapEpNzppF0kZwrZsvpZd6+NupPBjcCz7j4IeDZ8jZkNASYC1cBY4E4z6xxucxcwheAe14PC9QCTgX+6+1HAj4Af5uHzlC9NUSUi5U4n7SI5U0zdACYAs8Lns4Bzo9IfcvePw8mzlwGjzaw3sL+7z/fgnrH3x2wT2dcjwOmRVlfJQLIR/5o7UETKmU7aRXKmUJVVB542s4VmNiVMO8zd1wCEj4eG6X2A96O2bQzT+oTPY9NbbOPuu4GNQGVsIcxsipk1mFlDU1NTVj5YyWpr8ICmqBKRcqaTdpGcKVRl9QR3HwmcBVxrZicnyRuvRdSTpCfbpmWC+0x3r3P3ul69erVV5vKmwQMiIsnppF0kJwpSWXX3D8LHj4BHgdHAh+GlfcLHj8LsjcARUZtXAR+E6VVx0ltsY2ZdgAOA9bn4LGVDgwdERESkAPJeWTWz7mbWM/Ic+DzwOjAHmBRmmwQ8Hj6fA0wMR/gPIBhItSDsKrDZzMaE/VEvi9kmsq8LgXlhv1ZJlwYPiIiISAF0KcB7HgY8Go536gL8yt2fMrO/Aw+b2WRgNXARgLu/YWYPA28Cu4Fr3X1PuK+rgfuA/YAnwwXgHuCXZraMoEV1Yj4+WEmbPj3ooxrdFUCDB0RERCTH8l5ZdfflQE2c9HXA6Qm2mQ60qhW5ewMwNE76DsLKrmRJpO/VtGnBpf++fYOKqvpkiUgpmz1bcU+kwIpp6ioppFTuaa3BAyJSTnQLVZGioMqqKCCLiMSjWVBEioIqq6KALCISj2ZBESkKqqyKArKISDyaBUWkKKiyKgrIIiLx6BaqIkVBlVVRQBYRiUe3UBUpCqqsigKySAdkZvea2Udm9npU2sFmNtfMloaPB0Wtm2pmy8zsHTM7Myp9lJm9Fq67LbzJCuGNWH4dpr9sZv3z+gGLhWZBESm4QtwUQIrMrl27aDz+eHY8+WTLFW+9VZgCiRRQt27dqKqqomvXroUuSlvuA+4A7o9KuxF41t1nmNmN4esbzGwIwc1RqoHDgWfM7NPhDVbuAqYALwFPAGMJbrAyGfinux9lZhOBHwJfzMsn66B27dpFY2MjO3bsKHRRRAoq23FUldVSluJk1o2NjfTs2ZP+/fsTNqqIlCV3Z926dTQ2NjJgwIBCFycpd38+TmvnBODU8Pks4DnghjD9IXf/GFgR3t1vtJmtBPZ39/kAZnY/cC5BZXUC8N1wX48Ad5iZ6dbViSmWiuQmjqobQKlqx9ypO3bsoLKyUsFVyp6ZUVlZ2ZFbxg5z9zUA4eOhYXof4P2ofI1hWp/weWx6i23cfTewEajMWclLgGKpSG7iqCqrpaqdc6cquIoESvR/Id6H8iTpybZpvXOzKWbWYGYNTU1NaRaxNJTo90ekXbL9f6DKaqnS3Kki5ehDM+sNED5+FKY3AkdE5asCPgjTq+Kkt9jGzLoABwDr472pu8909zp3r+vVq1eWPkoWpXI7aREpWqqslirNnSpSjuYAk8Lnk4DHo9InhiP8BwCDgAVhV4HNZjYmnAXgsphtIvu6EJjXIfur6nbSIh2eKqulSnOnirSyfPlyJk+ezIUXXljoomTMzB4E5gNHm1mjmU0GZgBnmNlS4IzwNe7+BvAw8CbwFHBtOBMAwNXAz4FlwHsEg6sA7gEqw8FY3yCYWaDj0e2kRbIu37FUldVS1QHnTu3cuTO1tbVUV1dTU1PDLbfcwt69e9tcB0H/mEsvvbT59e7du+nVqxfnnHNO1su5YcMG7rzzzqR5jj/++JT3d9tttzF48GDqi/Bvs2fPHkaMGJH0OD711FMcffTRHHXUUcyYMSOl7Tds2MCFF17IMcccw+DBg5k/f35Oyh9r4MCB3HPPPXl5r1xz94vdvbe7d3X3Kne/x93Xufvp7j4ofFwflX+6ux/p7ke7+5NR6Q3uPjRcd12k9dTdd7j7Re5+lLuPdvflhficGSvDLlGKpcUVS/v378+wYcOora2lrq4ubp4dO3YwevRoampqqK6u5jvf+U7zultvvZWhQ4dSXV3Nj3/841bbphKnsy3fsVRTV5Wy+vqirpzG2m+//Vi8eDEAH330EZdccgkbN27ke9/7XtJ1AN27d+f1119n+/bt7LfffsydO5c+ffokeKfMRALsNddc0yLd3XF3OnXqxN/+9reU93fnnXfy5JNPpjzFR/T75Nqtt97K4MGD2bRpU9z1e/bs4dprr2Xu3LlUVVVx7LHHMn78eIYMGZJ0++uvv56xY8fyyCOPsHPnTrbFtnxlwWuvvcbUqVNbpN17770ceuihCbaQktS3b3DpP156iVIsLb5Y+uc//5lDDjkk4fp9992XefPm0aNHD3bt2sWJJ57IWWedRY8ePfjZz37GggUL2GeffRg7dixnn302gwYNat62rTidqWKIpWpZLWbFOiggD+U69NBDmTlzJnfccQex3eQSrTvrrLP44x//CMCDDz7IxRdfHHffK1eu5JhjjuHKK69k6NCh1NfX88wzz3DCCScwaNAgFixYAMC5557LqFGjqK6uZubMmc3b33jjjbz33nvU1tZy0UUXMXjwYK655hpGjhzJ++8HswP16NGDv//97wwfPpwdO3awdetWqquref3111uU5aqrrmL58uWMHz+eH/3oRwDccsstDB06lKFDhzafRa9cuTLu+0QsXbqUU089lbq6Or797W9z1FFHtfeQt9LY2Mgf//hHrrzyyoR5FixYwFFHHcXAgQPZZ599mDhxIo8//njS7Tdt2sTzzz/P5MmTAdhnn3048MADW+371FNP5Z133gFg3bp1DB06FEj97zds2DD+8Ic/tFhUUS1DxdwlSrG0LGJpKsyMHj16AMHNJXbt2oWZ8dZbbzFmzBgqKiro0qULp5xyCo8++mjzdqnE6ZKIpZEzi3JfRo0a5UXlgQfcKyrcgyEBwVJREaRn2ZtvvlkU5erevXurtAMPPND/8Y9/JF0X2XbJkiV+wQUX+Pbt272mpsb//Oc/+9lnn91quxUrVnjnzp391Vdf9T179vjIkSP98ssv97179/pjjz3mEyZMcHf3devWubv7tm3bvLq62teuXdu8fXV1dfNzM/P58+fH/SzTpk3zb37zm37NNdf4D37wg7ifu1+/ft7U1OTu7g0NDT506FDfsmWLb9682YcMGeKLFi1K+D7u7rt37/YxY8b4woUL3d39uuuu8/Hjx8d9rxNPPNFrampaLXPnzm2V94ILLvCGhoaEx9Hd/Te/+Y1Pnjy5+fX999/v1157bdLtX3nlFT/22GN90qRJXltb65MnT/YtW7a02nefPn18z5497u4+b948nzhxorun/veLZ+3atf6Vr3zFBw4cmPDv4R7/fwJo8CKIVcW+FF0sdQ/iU79+7mbBYw7iqLtiqWJp/Fjav39/HzFihI8cOdJ/+tOfxt1f5P1ramq8e/fu/u1vf9vdg+/UoEGDfO3atb5161YfM2aMX3fddc3bpBKnCxVLsxlH1Q2gWCUbFFDIS/t5Llfw3U5t3fDhw1m5ciUPPvgg48aNS7rfAQMGMGzYMACqq6s5/fTTMTOGDRvGypUrgaD/U+QM9v3332fp0qVUVraeE71fv36MGTMm7vvcdNNNHHvssXTr1o3bbrstaZkA/vrXv3LeeefRvXt3AM4//3xeeOEFxo8fn/B9HnvsMYYMGcLIkSMBGDx4cNyWSoAXXnihzTIAzWfOo0aN4rnnnkuYL97fx8ySbr97924WLVrE7bffznHHHcf111/PjBkz+P73v9+cZ9WqVfTp06f58tyrr77K8OHDm9en8veLp7KykrvvvjuFIyAlpRi7RCmWttpXKcZSgBdffJHDDz+cjz76iDPOOINjjjmGk08+uVW+zp07s3jxYjZs2MB5553H66+/ztChQ7nhhhs444wz6NGjBzU1NXTpElTdUonTpRJL1Q2gWBXroIA8lmv58uV07tw57uWGROvGjx/Pt771rYSXrSL23Xff5uedOnVqft2pUyd2797Nc889xzPPPMP8+fNZsmQJI0aMSHg3jkgwjGf9+vVs2bKFzZs3p3Q3j2Q/KIne55VXXqG2trb59ZIlS6ipqYmb96STTqK2trbV8swzz7TI9+KLLzJnzhz69+/PxIkTmTdvHl/60pda7a+qqqrFZbTGxkYOP/zwpNtXVVVRVVXFcccdB8CFF17IokWLWux38eLFLQLqwoULW7xu6+8nUvQUS1spxVgKcPjhhwNBt4vzzjuv+fJ6IgceeCCnnnoqTz31FACTJ09m0aJFPP/88xx88MHN/VVTidOlEktVWS1WxTpPap7K1dTUxFVXXcV1113X6k4YydZdccUV3HTTTc1niunauHEjBx10EBUVFbz99tu89NJLzet69uzJ5s2bU9rPlClT+P73v099fT033HBDm/lPPvlkHnvsMbZt28bWrVt59NFHOemkk5JuU1lZydtvvw3Ayy+/zP33398iGEV74YUXWLx4cavlc5/7XIt8N998M42NjaxcuZKHHnqI0047jQceeKDV/o499liWLl3KihUr2LlzJw899BDjx49Puv2nPvUpjjjiiOY+VM8++2zzgKyIJUuWNP8gLV26lMcffzzjv6lIUVEsLYtYunXr1ubPuHXrVp5++unmPqPRmpqa2LBhAwDbt2/nmWee4ZhjjgGCgXAAq1ev5ne/+13zCUQqcbpUYqm6ARSr6dODiaujLxMVw6CAHJZr+/bt1NbWsmvXLrp06cKll17KN77xjTbXRauqquL666/PuCxjx47l7rvvZvjw4Rx99NEtLhlVVlZywgknMHToUAYPHpxwH/fffz9dunThkksuYc+ePRx//PHMmzeP0047LeE2I0eO5Mtf/jKjR48G4Morr2TEiBFJL8dceumlnH322QwbNoxx48ZRWVmZ80EB48aN4+c//zmHH344d9xxB2eeeSZ79uzhiiuuoLq6us3tb7/9durr69m5cycDBw7kF7/4RYv1ixcvZr/99qOmpobhw4czePBgZs2axX/+53/m6iOJ5JdiaVnE0g8//JDzzjsPCLpAXXLJJYwdO7Z5fSSWrl27lkmTJrFnzx727t3LF77wheapqC644ALWrVtH165d+clPfsJBBx2U8vuXTCxNp6NrKS4aFNAOeSqXtN/q1at99OjRhS5Gxo488kjftGlTwd5fA6xKLJbmiWJp6VAszZwGWJWLYhwUAMVbLmHJkiUJL1t1FJs3b6ZTp0707Nmz0EURyS3F0qKlWFpcVFkVKSHnnHNOXu9ikgs9e/bk3XffLXQxRKSMKZYWFw2wEhEREZGipcpqexXrXaVERDoSxVIRSZG6AbTH7NktR2+uWhW8BvU7EhFJlWKpiLSDWlbbI9kdR0REJDWKpSLSDqqstkex3lUqC4IZJURE/wt5oFgqUtKy/X+gymp7FOtdpTLUrVs31q1bpyArZc/dWbduHd26dSt0UUqbYqlIycpFHFWf1fYo1rtKZaiqqorGxkaampoKXRSRguvWrRtVVVWFLkZpUywVKWnZjqOqrLZHpOP/tGnB5aq+fYPg2sEHBHTt2pUBAwYUuhgiUi4US0WkHVRZbS/dcUREJHOKpSKSIvVZFREREZGipcqqiIiIiBQt06jFgJk1AatysOsDgI152j6VvMnyJFoXLz02Lfb1IcDaNsqSLeV6jCF/x7lcjnG8tMgx7ufuvdooV9nLUSzV9y8/MjnOOsapKfdjnF4cdXctOVyAmfnaPpW8yfIkWhcvPTYtzusGHePcHuN8HudyOcYJjnvevstaMv/+ZLp9OX//MjnOOsY6xrk8xuoGkHu/z+P2qeRNlifRunjpsWmZfs5M6BjnXrkc41TfX/JL37/8yOS9dYxTo2OcBnUDkJwwswZ3ryt0OUqdjnPu6RhLIen7l3s6xrmX6TFWy6rkysxCF6BM6Djnno6xFJK+f7mnY5x7GR1jtayKiIiISNFSy6qIiIiIFC1VVkVERESkaKmyKiIiIiJFS5VVyTszG2hm95jZI4UuSykxs+5mNsvMfmZmuul6Dui7K8VC38XcUBzNj/Z+f1VZlXYxs3vN7CMzez0mfayZvWNmy8zsxmT7cPfl7j45tyUtDe083ucDj7j7vwLj817YDqo9x1jfXckGxdH8UhzNj1zGUlVWpb3uA8ZGJ5hZZ+AnwFnAEOBiMxtiZsPM7A8xy6H5L3KHdh8pHm+gCng/zLYnj2Xs6O4j9WMskg33oTiaT/ehOJoP95GjWNolG6WT8uHuz5tZ/5jk0cAyd18OYGYPARPc/WbgnDwXsaS053gDjQSBdjE6EU1ZO4/xm3kunpQgxdH8UhzNj1zGUv0hJBv68MmZKAT/7H0SZTazSjO7GxhhZlNzXbgSlOh4/w64wMzuQrcMzVTcY6zvruSQ4mh+KY7mR1ZiqVpWJRssTlrCu024+zrgqtwVp+TFPd7uvhW4PN+FKVGJjrG+u5IriqP5pTiaH1mJpWpZlWxoBI6Iel0FfFCgspQDHe/c0zGWfNN3Lr90vPMjK8dZlVXJhr8Dg8xsgJntA0wE5hS4TKVMxzv3dIwl3/Sdyy8d7/zIynFWZVXaxcweBOYDR5tZo5lNdvfdwHXAn4C3gIfd/Y1ClrNU6Hjnno6x5Ju+c/ml450fuTzO5p6wS4yIiIiISEGpZVVEREREipYqqyIiIiJStFRZFREREZGipcqqiIiIiBQtVVZFREREpGipsioiIiIiRUuVVekQzGxLDvb5HzGv/5bt9wj3O8LMfp5kfS8zeyoX7y0iEqE4Kh2VKqtSzloEWXc/Pofvc3uile7eBKwxsxNy9P4iIrmiOCo5p8qqdFhm9i9m9rKZvWJmz5jZYWF6LzOba2aLzOynZrbKzA6J2XYGsJ+ZLTaz2WHalvDxVDP7i5k9bGbvmtkMM6s3swVm9pqZHRn1Pr81s7+HS6sgaWY9geHuviR8fUr4novDcvcMsz4G1OfoUImIxKU4Kh2Cu2vRUvQLsCVO2kF8che2K4H/CZ/fAUwNn48FHDikrX1GXgOnAhuA3sC+wP8C3wvXXQ/8OHz+K+DE8Hlf4K047/FZ4LdRr38PnBA+7wF0CZ/3AV4r9HHWokVL6S6Ko1o66tKlrcqsSBGrAn5tZr2BfYAVYfqJwHkA7v6Umf0zjX3/3d3XAJjZe8DTYfprBIET4HPAEDOLbLO/mfV0981R++kNNEW9fhG4JWyF+J27N4bpHwGHp1FOEZFMKI5K0VM3AOnIbgfucPdhwFeAbmG6Jd4kZR9HPd8b9XovNJ/kdQI+4+614dInJsACbI8qF+4+g6D1Yj/gJTM7JlzVLcwrIpJPiqNS9FRZlY7sAIJLSwCTotL/CnwBwMw+T3CZK55dZtY1g/d/Grgu8sLMauPkeQs4KirPke7+mrv/EGgAIkH208DrGZRFRCQdiqNS9FRZlY6iwswao5ZvAN8FfmNmLwBro/J+D/i8mS0CzgLWALFn6gAzgVcjAwPS8DWgzsxeNbM3gatiM7j728ABUQMAvm5mr5vZEoIWgCfD9M8Cf0yzHCIiqVAclQ4p0qlapGSY2b7AHnffbWafAe5y99oCluffgM3unmyOwOeBCe6eTr8wEZGsUhyVYqIBVlKK+gIPm1knYCfwrwUuz13ARYlWmlkv4BYFWBEpIoqjUjTUsioiIiIiRUt9VkVERESkaKmyKiIiIiJFS5VVERERESlaqqyKiIiISNFSZVVEREREipYqqyIiIiJStFRZFREREZGipcqqdDhmdpKZvZPmtkeb2StmttnMvpbtsqXw/lvMbGCa2z5nZldmu0xtvOcJZrY0LPe5+XxvEckdxdH8URzNnCqrHZyZrTSz7WHQ2GBmfzOzq8K7jkTy3GdmO8M8m8N7Kt9sZgdE5fmymbmZ3RKz/3PD9Pvy9HnczI5KlsfdX3D3o9N8i28Dz7l7T3e/Lc19pM3de7j78ny/bwb+C7gjLPdjsSvDwL8jDMJbYn/8zOx0M3vbzLaZ2Z/NrF++Ci6SKsXRdlMcbZ+24uhgM5tnZhvNbJmZnRezvuzjqCqrpeFf3L0n0A+YAdwA3BOT5/+FeXoBlwNjgBfNrHtUnveAL5pZ9G14LwPezVnJ2ymmbOnoB7xRoPfuiFI5XteFQbhH9I+fmR0C/A74T+BgoAH4dc5KKpIZxdHUKY62T8LjFR6Px4E/EMTJKcADZvbpcL3iKKqslhR33+juc4AvApPMbGicPDvc/e/AeKCSIOBG/AN4DTgTwMwOBo4H5iR6TzM71cwazezbZvaRma0JWxHGmdm7ZrbezP4jKv9oM5sftl6sMbM7zGyfcN3zYbYlYSvdF6P2f4OZ/QP4RSQt3ObI8D1Ghq8PN7O1ZnZqnLLOAz4L3BHu/9NmdoCZ3W9mTWa2ysz+T6Q1JWwledHMfmRm64HvxtnnfmGLyz/N7E0z+/dI2RIcr+YWj3C7n5jZH8OWmpfN7MiovGeEZ9MbzewOwGL2dYWZvRW+958iZ9vhsXop8qNgZleb2Rtm1i1Bmf41PJtfb2ZzzOzwMP09YCDw+/B47ZvocyVwPvCGu//G3XcQHL8aMzumnfsRyRvFUcXRMD1fcfQY4HDgR+6+x93nAS8Cl4brFUdRZbUkufsCoBE4KUmezcDcOHnuJ2gFAJhIcMb3cRtv+SmgG9AHuAn4GfAlYFS4/5vsk/5Fe4B/Aw4BPgOcDlwTlunkME9N2Er366j9H0xwdjol5nO8R9ACMtvMKoBfAPe5+3NxPvNpwAt80hL4LnA7cABBMDkl/OzRPzzHAcuBQ4HpcT77d4Ajw+VMYFKS4xTPxcD3gIOAZZH3sOBs+rfA/yE4Vu8BJ0Q2sqDf038QBLJe4ed6MFz9/wE7gf9jZoOAHwBfCgNdC2Z2GnAz8AWgN7AKeAjA3Y8EVhO0OPVw90Tfg5vDH7YXY37cqoElkRfuvjX8HNVtHxaRwlIcVRwlP3HUaM2AyEmS4iiqrJayDwgCU3vzPAqcakE/rMsIgm5bdgHT3X0XwT/oIcCt7r7Z3d8guPwxHMDdF7r7S+6+291XAj8lCG7J7AW+4+4fu/v22JXu/jNgKfAyQaCYlkKZMbPOBK0nU8OyrgT+h0/OaAE+cPfbw/K2em+C4DTd3de7+/tAe/tv/c7dF7j7bmA2UBumjwPedPdHwuP6Y4IWm4ivADe7+1vhtj8Aas2sn7vvJfjbfY2gNef/ufsrCd6/HrjX3ReFQXQq8Bkz659i+W8g+IHqA8wkaD2ItGr0ADbG5N8I9Exx3yKFpjjaBsVRILM4+jbwEfDvZtbVzD5P8LesCNcrjqLKainrA6xvb54wkPyR8EzU3V9M4b3Wufue8HkkEH0YtX47wT8c4SWjP5jZP8xsE0FwOKSN/TfFO5uN8TOCM9Hbk7QAxjoE2IfgLDhiFcFxiXi/jX0cHpNnVaKMCUQHzm2Exyl2v+7uMe/TD7g1vAy4geDvaIRlD38w/gz0B37SRvmby+zuW4B1tDwGCbn7y+EP1MfuPovg8tW4cPUWYP+YTfYHNqeyb5EioDjaNsXRDOJoWIk+Fzg7/BzfBB4maNUHxVFAldWSZGbHEvyT/DVJnh7A5wgue8S6n+Af5pc5KN5dBGeSg9x9f4JLMPEug0TzZCvDz/JjgsEQ37Wgj1gq1hK0ZkSPrOwL/G+q7w2sAY6I2T4bWuzXzCzmfd4HvuLuB0Yt+7n738L84wguDz5LcDkrkQ+I+vwWDBSppOUxaA/nk7/nG0BNzL6PJM2BGSL5pDiqOJqvOOrur7r7Ke5e6e5nElytWhCuVhxFldWSYmb7m9k5BJeQHnD31+Lk2dfMRgGPAf8k6JsU6y/AGQT9kLKtJ7AJ2BJ2EL86Zv2HBP+o7XErsNDdryRozbg7lY3CVoyHgelm1jPsWP8N4IF2vPfDwFQzO8jMqoCvtq/oCf0RqDaz88MO/l8j6HMWcXf4vtUA4QCHi8LnhxD84FxJ0PfrX8KgG8+vgMvNrDbs+P8D4OWwRSEpMzvQzM40s25m1sXM6oGTgT+FWR4FhprZBeGghJuAV9397fYcCJF8UhxVHA2f5yWOhu81PIyjFWb2LYJuGPeFqxVHUWW1VPzezDYTnCVOA26hZed2gG+HedYTnPEvBI4PO2u34IFn3b2ty1/p+BZwCcEljJ/RegqO7wKzwssyX2hrZ2Y2ARgLXBUmfQMYGVacUvFVYCtB5/+/EgSde1PcFoJO/auAFcDTZKkVxd3XAhcRTKGzDhhEcIk9sv5R4IfAQ+FlwNeBs8LVM4HH3f0Jd18HTAZ+bmaVcd7nWYIpUX5L0ApxJMGAkFR0Bf4v0ETQuvJV4Fx3fyfcdxNwAcFgh38SDLJIdd8i+aY4qjhaiDgKQf/eNQR9V08Hzoh0w1AcDVjQhUNEsiEcDf+Au1cVuCgiIh2S4qjEUsuqiIiIiBQtVVZFREREpGipG4CIiIiIFC21rIqIiIhI0epS6AIUi0MOOcT79+9f6GKISJFauHDhWnfvVehyFDvFUhFJJN04qspqqH///jQ0NBS6GCJSpMysvXfVKUuKpSKSSLpxVN0ARETKgJkdbWaLo5ZNZvZ1MzvYzOaa2dLw8aCobaaa2TIze8fMzixk+UWkfKmyKiJSBtz9HXevdfdaYBTBPdQfBW4EnnX3QQS3lbwRwMyGEEw+Xk0wYfydZta5EGUXkfKmyqqIlIbZs6F/f+jUKXicPbvQJSpmpwPvufsqYAIwK0yfBZwbPp8APOTuH7v7CmAZMDrfBRWRIpTneKvKqoh0fLNnw5QpsGoVuAePU6bED6Cq1ELQYvpg+Pwwd18DED4eGqb3Ibj1aERjmNaKmU0xswYza2hqaspRkUWkKLQn3maJKqsiUjxSrUjG5rv+eti2rWWebduC9Oh811yT9yBbbMxsH2A88Ju2ssZJizsxt7vPdPc6d6/r1UsTJoiUtGnT4sfbadNy9paqrIpI9qVS6YzNk6giec01bedbty5+Odata5nv7rvzHmSL0FnAInf/MHz9oZn1BggfPwrTG4EjorarAj7IWylFpDitXt2+9CxQZVVEUhevEppKpfPyy+GQQ5LnSVSRvPvutvOlKtEd+3IYZIvQxXzSBQBgDjApfD4JeDwqfaKZ7WtmA4BBwIK8lVJE8i+Vhoa+feNvmyg9C1RZFZHMKqFXXNF2ZXLXrqCVM1meRBXJ2PRc3CI6h0G2mJhZBXAG8Luo5BnAGWa2NFw3A8Dd3wAeBt4EngKudfc9+S2xiORNor6osVe3xo2DioqW21ZUwPTpOSuaeS4CfwdUV1fnmshaysLs2cFl79Wrg0rauHEwa1bLymPXrmAGO3d+kmaWm4pitlRWQo8en3yuLVvidw+I/RwVFTBzJtTXJ929mS1097osl7rkKJaKdBCxvwXtiZmTJsETT3yy7fTpbcbQYFfpxVG1rIqUinRbRxO1hEZXVCE/FVWz5K8TpVdUwK23wsqVsHdv8HjrrfHP/q+6Cvr1C/bRr19KFVURkZISrxU1Ud//2Ni/bVtQUY2OtzmOoQWprJrZvWb2kZm9HpX2/5nZ22b2qpk9amYHRq2LexcVMxtlZq+F624zC37Bwj5Wvw7TXzaz/vn8fCI5l81L9LmohCaqZCbLE68iedVV6Vc46+uD9Nh8d96Z1yArIlIUon83Jk1Kv+8/5L+fv7vnfQFOBkYCr0elfR7oEj7/IfDD8PkQYAmwLzAAeA/oHK5bAHyGYIqVJ4GzwvRrgLvD5xOBX7dVplGjRrlIh/DAA+4VFe5BNTNYzFq+ztUS+z5du7rvs0/LtIoK96uvdu/XL8hfWdl2nn79gs+V6POmki/HgAYvQLzsaItiqUgRive7kU7Mjyz9+qVVjHTjaEFaVt39eWB9TNrT7r47fPkSwTQpkOAuKuEUK/u7+/zwANxPyzuvRO7I8ghweqTVVaTDSWVOUc+wdTT236NrV9hnn5Zp8Vo0f/ELuPfe5K2Xa9e2nSdZC2d9vVpCRUTaI5XfjXgqK1O7upXDwVTxdMnru6XuCuDX4fM+BJXXiMhdVHaFz2PTI9u8D+Duu81sI1AJrM1hmUWyL9KvKBJkVq3KfJ+pdpaHlp3vk3Wgb6sCWV+vSqaISC60NWg21d+NSN//2Fh9wgmp/xbkSNFVVs1sGrAbiEzuleguKsnurpLSnVfMbAowBaBvmUxdI0Uu3ujMVPsVxVZC443ob+8oTlUwRUSKV7wGjbvvTv1qW+fOwVWrZL8FRdDYUFSzAZjZJOAcoD68tA+J76LSyCddBaLTW2xjZl2AA4jpdgC6RaAUWCqDpBKNzoyV7iV6XVYXEek4stktrKIiaIHtAL8FRdOyamZjgRuAU9w9+sjPAX5lZrcAhxPeRcXd95jZZjMbA7wMXAbcHrXNJGA+cCEwL6ryK1J4mZ4Nx84pqtZREZHSlmm3sPb8bhSZglRWzexB4FTgEDNrBL4DTCUY8T83HAv1krtf5e5vmFnkLiq7aXkXlauB+4D9CGYDeDJMvwf4pZktI2hRnZiPzyWSUCqX99tzNhyvX5GIiJSObHYL6+C/GwWprLr7xXGS70mSfzrQauiZuzcAQ+Ok7wAuyqSMImnLVmf3iA58NiwiImnIpBU1gztMFaui6QYgUhIyvbxfYmfDIiKSgkxaUcugQUOVVZFMZPvyfomdDYuISBsybUUtgwYNVVZF0lXGnd1FRCRNakVtN1VWRdojOsh06gR79rS9DejyvoiIqBU1TUU1z6pIUYsEmcg8qKlWVOPNgTpzZlkGHBGRspLubU+h9a1Py/h3Qy2rIqmaNi31eyuX4WUaEZGyls2ZYMq4FTUetayKxBN7Njx7dhCA2hIJMLpDlIhI+Yi98haZCUatqFmhllWRWPH6FE2ZAgcfHP/2p6ncW1lEREqHbvSSV6qsisSKd7l/2zbYb78gqESvq6jQGbCISDnRTDB5p24AIrESXe5fvz6omOpSjYhI+Up1/AIEvxXR1FUsLaqsSnmL1ze1b9/4efv2DYKKgoyISPlKZfwCaCaYLFJlVcpXvA7xU6YEIzgrKlrmragILtWIiEh5iW3UOPjg+PniDZK68041cGSBKqtSvhL1TX3iCV3uFxGR+I0amzbBPvu0zKfL+zmlyqqUl+gz5ESd4lev1uV+EZFylMok/rt2Qc+eatDII80GIOUjdgRnIon6rIqISOlqzyj/9eth7dr8lEvUsiplJJURnOqbKiXMzA40s0fM7G0ze8vMPmNmB5vZXDNbGj4eFJV/qpktM7N3zOzMQpZdJOfaM8pfjRp5pcqqlI9kIzh1KUfKw63AU+5+DFADvAXcCDzr7oOAZ8PXmNkQYCJQDYwF7jSzzgUptUguxF7yT3W+VDVq5F1BKqtmdq+ZfWRmr0eltfvs3sxGmdlr4brbzIIJzcxsXzP7dZj+spn1z+sHlOIRHYw6Jfi69+unvqlS8sxsf+Bk4B4Ad9/p7huACcCsMNss4Nzw+QTgIXf/2N1XAMuA0fkss0jOxBs4FTsnaoRuhVpwhWpZvY/gTD1aOmf3dwFTgEHhEtnnZOCf7n4U8CPghzn7JFK8YoPRnj2t8+gMWcrHQKAJ+IWZvWJmPzez7sBh7r4GIHw8NMzfB3g/avvGME2k44t3yd9dk/gXqYJUVt39eWB9THK7zu7NrDewv7vPd3cH7o/ZJrKvR4DTI62uUkYS9T/q3FlnyFKOugAjgbvcfQSwlbBRIIF4MTPuzc7NbIqZNZhZQ1NTU+YlFcm2VC/5u6sVtQgV02wALc7uzSz67P6lqHyRs/td4fPY9Mg274f72m1mG4FKoMXQPTObQtAyS191li49ifqo7t0bLCLlpRFodPeXw9ePEFRWPzSz3mHc7Q18FJX/iKjtq4AP4u3Y3WcCMwHq6uriVmhFCibeKH+zoGIaq1+/oPVUikpHGGCV6Ow+2Vl/Si0C7j7T3evcva5Xr14ZFFGKUrLbpoqUGXf/B/C+mR0dJp0OvAnMASaFaZOAx8Pnc4CJ4RiAAQRdrRbkscgi2dGeS/7qFlaUiqmy+mF4Vk+KZ/eN4fPY9BbbmFkX4ABadzuQUhN7mUe3TRWJ9VVgtpm9CtQCPwBmAGeY2VLgjPA17v4G8DBBhfYp4Fp3j9PxW6TIJbrKpkv+HUYxVVbbdXYfdhnYbGZjwv6ol8VsE9nXhcC8sF+rlKp4IztnzYJJkxSMRELuvji8mjTc3c9193+6+zp3P93dB4WP66PyT3f3I939aHd/spBlF0lZbMPFwQfHzxe55K+BU0WvIH1WzexB4FTgEDNrBL5DcDb/sJlNBlYDF0Fwdm9mkbP73bQ8u7+aYGaB/YAnwwWCqVl+aWbLCFpUJ+bhY0khxbvMs20bPPGE+h+JiJSLeP1Tu3aFffaBnTs/yaerbB2KqcExUFdX5w0NDYUuhqSrU6f4neXNNJhKssLMFrp7XaHLUewUS6WgEo30r6yEHj2CLgF9+wYVVbWk5l26cbSYugGIpE+DqUREyk+qU1KtX69L/h2YKqtSGqZP12AqEZFSFlsxveaa1O9CpYaLDi2jymrUXKjRaUfHyyuSNbEBa/bs4Cx55kwNppKyoNgrZSfeINq779aUVGUi05bVF8zsC5EXZvZN4NEM9ymSWLyANWXKJxVWXeaR8qDYK+Ul0Vyp8WhKqpKT6WwApwIzzewi4DDgLWB0poUSSSjRqP9p0xSMpJycimKvlJNEc6XGo7tQlZyMWlbDuU6fAj4D9Afud/ctWSiXSHyJAlZ7AplIB6fYKyUv1blSdcm/LGTaZ3UucBwwFBgH/MjM/jsbBRNpFh20OiX4yqrzvJQRxV4pafG6e23aFMyVGq2iAq66Spf8y0Cm3QB+4u6Phc83mNnxwNQM9ynyidgJnvfEudujzqSl/Cj2SumK191r1y7NlVrGMqqsRgXLyOvdwPcz2adIC/GCFkDnzsFAKgUsKUOKvVJSZs8OYn2kEppsrtS1a/NbNikKaVVWzeyv7n6imW0GoofjGeDuvn9WSieSqC/q3r26M5WUHcVeKTnxbo9qFn+kv7p7la20KqvufmL42DO7xRGJkegsW0FLypBir5SE6JbUTp1ad++KzJUaXWFVd6+ylvYAKzPrZGavZ7MwIq3ozlQiLSj2SocWO3gq3jgE0Fyp0kLafVbdfa+ZLTGzvu6ueYMkNyLBKbo/k/qoShlT7JUOLdE4hFiaK1WiZDobQG/gDTNbAGyNJLr7+Az3K/KJ+npVTkVaUuyVjimVObF19UxiZFpZ/V5WSiEiIu2h2CvFL3aU//TpicchaIYXSSKjmwIA49z9L9ELwQTVIqmLvVPJ7NmFLpFIsVPsleIWb2L/KVNg3Lj44xBmzQoqqytXqqIqrWRaWT0jTtpZmezQzP7NzN4ws9fN7EEz62ZmB5vZXDNbGj4eFJV/qpktM7N3zOzMqPRRZvZauO42s9h7sklRSBTQVGEVSSbrsVckq+L1Td22DZ54IhgspcFT0g5pVVbN7Gozew042sxejVpWAK+lWxgz6wN8Dahz96FAZ2AicCPwrLsPAp4NX2NmQ8L11cBY4E4z6xzu7i5gCjAoXMamWy7JoUQBbdq0wpRHpIjlKvaKZCz2Clmiif1Xrw4qpitXqiVVUpZun9VfAU8CNxNWHEOb3X19Fsq0n5ntAiqADwhuI3hquH4W8BxwAzABeMjdPwZWmNkyYLSZrQT2d/f5AGZ2P3BuWGYpJok626fSCV+k/OQy9oqkRxP7S46l1bLq7hvdfaW7X+zuq4DtBHdT6WFmaX8T3f1/gf8GVgNrgI3u/jRwmLuvCfOsAQ4NN+kDvB+1i8YwrU/4PDZdik2iwKWAJtJKrmKvSLtFt6ROmtT6CllkYv9oGuUvacqoz6qZ/YuZLQVWAH8BVpJB62XYF3UCMAA4HOhuZl9KtkmcNE+SHvt+U8yswcwampqa0imyZEqT/ou0W7Zjr0hSsZf4r7lGE/tLXmU6wOr/AmOAd919AHA68GIG+/scsMLdm9x9F/A74HjgQzPrDRA+fhTmbwSOiNq+iqDbQGP4PDa9BXef6e517l7Xq1evDIot7RId+KZNC87KFdBE2iPbsVckvniDYO++u30T+6tvqmQo08rqLndfB3Qys07u/megNoP9rQbGmFlFOHr/dOAtYA4wKcwzCXg8fD4HmGhm+5rZAIKBVAvCrgKbzWxMuJ/LoraRQooX+GbNClpSFdBEUpXt2CsSX7xBsPH6osbSFTLJokxvCrDBzHoAzwOzzewjYHe6O3P3l83sEWBRuJ9XgJlAD+BhM5tMUKG9KMz/hpk9DLwZ5r/W3SPXI64G7gP2I7g8pktkxSDZ6H9VUkVSldXYK5JQewa7amJ/yRHzVM6QEm1s1h3YQdBHtB44AJgdnvF3KHV1dd7Q0FDoYpS+Tp3in5WbBUFOpEiZ2UJ3ryt0OSD92BvOlLIZ2APsdvc6MzsY+DXQn6Dv6xfc/Z9h/qnA5DD/19z9T22VTbG0g4u969SWLbAuztcqdrR/RYW6cEmb0o2jGXUDcPetYUtmBfB74AHiDGQSaabR/yIZyzD2ftbda6N+MNKZx1pKUbxuWps2wT77tMxXUQFXXaWxBpI3GXUDMLOvAP9FMH3KXoKzfAcGZl40KUnTp7ecjw/Ut0mknbIceyfQjnmsgfmZlF2KWLxuWrt2QWUl9OjxSWurLvFLnmU6wOpbQLW793f3ge4+wN1VUZVPxE55ArrVnkjm0o29DjxtZgvNbEqY1t55rFvRNIAlIlH/1PXrNapfCirTyup7QArzV0hZindJaUr4+6jAJ5KJdGPvCe4+EjgLuNbMTk6SN6X5qkHTAHZIsQ0Js2erm5YUrUxnA5gK/M3MXgY+jiS6+9cy3K+UAo38F8mVtGKvu38QPn5kZo8SXNb/0Mx6u/uaFOexlo4u3u1Rp0wJ5ryeNUvdtKToZNqy+lNgHvASsDBqEUl8Sak9U6GISDztjr1m1t3MekaeA58HXqed81hn+XNIvrR1e9Rt2+CJJ9RNS4pSpi2ru939G1kpiZSevn2DM/Z46SKSiXRi72HAo8F9UugC/MrdnzKzv9P+eaylI4ltSU10e9TVq4OKqSqnUmQyraz+Oeyk/3taXopan+F+pRRo5L9IrrQ79rr7cqAmTvo6grsFxttmOqB/2I4uXpeseNSQIEUq08rqJeHj1Kg0TV0lgcjZefQE05ryRCQbFHsldal0vVJDghSxTG8KMCDOomApn6iv18h/kSxT7JW44o3wh8Qtpp07q2+qdAiZDrASCSQKkiIiknuJpgqcPTtoMa2oaJm/oiIY+a+GBOkAMu0GIJJ4GhRQABQRyYdkUwWuXPlJHnXJkg5ILauSuWRBUkREsi/2ala8mVfgk/6q6pIlHVhaLatmNjLZendflF5xpEPSfKoieaHYK0D8q1lmweX/WBrhLyUg3W4ADcAbQOQm0NG35XPgtEwKJR2M5lMVyRfFXol/Ncu9dYVVI/ylRKTbDeCbwEZgO/AL4F/c/bPhomBZbhJ13leQFMk2xd5ylOolf3fdfUpKUlqVVXf/kbufCFxHcO/oZ83sYTOrzbRAZnagmT1iZm+b2Vtm9hkzO9jM5prZ0vDxoKj8U81smZm9Y2ZnRqWPMrPXwnW3WXjbFsmB+nrdok8kD3IZe6VIxRvln+jnrF8/9UuVkpTpPKsrCO4j/TQwGvh0Fsp0K/CUux9DcLeVt4AbgWfdfRDwbPgaMxsCTASqgbHAnWbWOdzPXcAUgvtZDwrXS66o875I3uQo9koxSnbJP5quZkkJS6uyamYDzew/zOxl4HvAEuAYd384k8KY2f7AycA9AO6+0903ABOAWWG2WcC54fMJwEPu/nEYvJcBo82sN7C/u893dwfuj9pG0qW5VEUKKlexV4pYooGquuQvZSTdAVbLgFcJzuw3AX2BayJX2t39ljT3O5Bg4MAvzKwGWAhcDxzm7mvCfa8xs0PD/H2Al6K2bwzTdoXPY9MlXZpLVaQY5Cr2SrFKNIA1cslfpAyk2w3gv4BHgb1AD6BnzJKuLsBI4C53HwFsJbzkn0C8jjueJL3lxmZTzKzBzBqampribCLNNJeqSDHIVeyVYhDv6pUGsIqk17Lq7t/NcjkiGoFGd385fP0IQWX1QzPrHbaq9gY+isp/RNT2VcAHYXpVnPQW3H0mMBOgrq4uzgR10kxzqYoUXA5jrxRaoqtXM2cGi+4+JWUs7QFWZvZZM/utmb0RLo+Y2amZFMbd/wG8b2ZHh0mnA28Cc4BJYdokgktghOkTzWxfMxtAMJBqQdhlYLOZjQlnAbgsahtJR6I5UzWXqkhe5SL2ShFIdvVKA1ilzKU7wOps4F7gD8AlQD3wBHCvmY3LsExfBWab2atALfADYAZwhpktBc4IX+PubwAPE1RonwKudfc94X6uBn5O0MfrPeDJDMtV3nQpSqTgchx7pZB09UokoXQHWP07cK67L4lKW2xmDcDtBMEzLe6+GKiLs+r0BPmnA61qTO7eAAxNtxwSI3Imr0tRIoWUs9greTJ7dvw4qjsBiiSUbmX1UzHBEgB3f9XMDsuwTFKs6utVORUpLMXejizZrCrTp7dcB7p6JRJKt7K6Nc11IiKSPsXejixZv9TINFS6eiXSSrqV1SPNbE6cdCOYK1VERLJPsbcja6tfqq5eicSVbmV1QpJ1/53mPqWQEvWjEpFiotjbkalfqkha0p1n9S+R52bWK0zTrPodle5OJdIhKPZ2cOqXKpKWdKeuMjP7jpmtBd4G3jWzJjO7KbvFk7zQ3alEOgTF3g6uvj6Y4L9fPzALHmfOVKOASBvSvSnA14ETgWPdvdLdDwKOA04ws3/LVuEkTzS/n0hH8XUUe4tXvNulxtIE/yLtlm5l9TLgYndfEUlw9+XAl8J10pHo7lQiHYVib7GKdKdatQrcP+lOFa/CKiLtkm5ltau7r41NDPtOdc2sSJJ3ujuVSEeRcew1s85m9oqZ/SF8fbCZzTWzpeHjQVF5p5rZMjN7x8zOzNqnKEXqTiWSM+lWVnemuU6KkfpRiXQU2Yi91wNvRb2+EXjW3QcBz4avMbMhwESgGhgL3Glmndtd4nKh7lQiOZPu1FU1ZrYpTroB3TIojxSK5vcT6Qgyir1mVgWcTXCL6m+EyROAU8Pns4DngBvC9Ifc/WNghZktA0YD8zMof+nStFQiOZNWy6q7d3b3/eMsPd1d3QBERHIgC7H3x8C3gb1RaYe5+5pw/2uAQ8P0PsD7UfkawzSJR92pRHIm3W4AIiLSgZjZOcBH7r4w1U3ipHmCfU8xswYza2hqKtNpX9WdSiRn0u0GICIiHcsJwHgzG0fQZWB/M3sA+NDMerv7GjPrDXwU5m8Ejojavgr4IN6O3X0mMBOgrq4uboW2LKg7lUhOqGVVRKQMuPtUd69y9/4EA6fmufuXgDnApDDbJODx8PkcYKKZ7WtmA4BBwII8F1tERC2rIiJlbgbwsJlNBlYDFwG4+xtm9jDwJrAbuNbd9xSumCJSrtSyWspSuZuKiJQdd3/O3c8Jn69z99PdfVD4uD4q33R3P9Ldj3b3JwtX4gJSHBUpuKKrrGZjwmozG2Vmr4XrbjOzeAMFSpvupiIikhnFUZGiUHSVVbIzYfVdwBSCPlaDwvXlRXdTERHJjOKoSFEoqspq1ITVP49KnkAwUTXh47lR6Q+5+8fhfbKXAaPD0az7u/t8d3fg/qhtyofupiIikhnFUZGiUFSVVbIzYXWf8HlseislPTdgorum6G4qIiKpURwVKQpFU1nN4oTVKU9k7e4z3b3O3et69eqV4tt2ELqbiohIZhRHRYpC0VRW+WTC6pXAQ8Bp0RNWA6Q4YXVj+Dw2vbzobioiIplRHBUpCkVTWc3WhNVhV4HNZjYmnAXgsqhtykt9PaxcCXv3Bo8KsCIi7aM4KlJwHeGmAOlMWH01cB+wH/BkuIiIiIhIB1OUlVV3fw54Lny+Djg9Qb7pQKvOQ+7eAAzNXQlFREREJB+KphuAiIiIiEgsVVZFREREpGipsioiIiIiRUuVVRERKW2zZ0P//tCpU/A4e3ahSyQi7VCUA6wkNHt2cA/q1auDO6ZMn56zaVN27dpFY2MjO3bsyMn+RTqKbt26UVVVRdeuXQtdFMmG2bNhyhTYti14vWpV8BrSiqeKlSJty3YcVWW1WGU5wLalsbGRnj170r9/f4LpaUXKj7uzbt06GhsbGTBgQKGLI9kwbdoncTRi27YgPY1Yqlgpklwu4qi6ARSrZAE2B3bs2EFlZaWCr5Q1M6OyslKtZqVk9er2pbdBsVIkuVzEUVVWi1WWA2wqFHxF9H9Qcvr2bV96CvQdEUku2/8jqqwWqxwEWBGRsjN9OlRUtEyrqAjSRaRDUGW1WCnAiohkrr4eZs6Efv3ALHicOTNng1VFJPtUWS1WCrAiObF8+XImT57MhRdeWOiiSL7U18PKlbB3b/CoOCqSkXzHUVVWi1kZBtjOnTtTW1tLdXU1NTU13HLLLezdu7fNdRD0kbn00kubX+/evZtevXpxzjnnZL2cGzZs4M4770ya5/jjj095f7fddhuDBw+mvsj+xhs2bODCCy/kmGOOYfDgwcyfP7/F+nfeeYfa2trmZf/99+fHP/5xizx79uxhxIgRzX+HHTt2MHr0aGpqaqiuruY73/lOvj4OAAMHDuSee+7J63uKZJtiZXHFyiuuuIJDDz2UoUOHtkh///33+exnP8vgwYOprq7m1ltvbdf2ieJlKrE3l/IeR91dizujRo3ycvbmm28Wugju7t69e/fm5x9++KGffvrpftNNN7W5LrK+trbWt23b5u7uTzzxhNfU1PjZZ5+d9XKuWLHCq6urW6Xv3bvX9+zZ0+79HX300b58+fKU86f7Pu112WWX+c9+9jN3d//444/9n//8Z8K8u3fv9sMOO8xXrlzZIv1//ud//OKLL27+O+zdu9c3b97s7u47d+700aNH+/z587Ne9ldffdXPPvvsFsuHH37YvP6CCy5IuG28/wegwYsgVhX7UuqxVLGyfcolVv7lL3/xhQsXtvqsH3zwgS9cuNDd3Tdt2uSDBg3yN954I+XtU4mXiWJvNhRLHC14YCuWpdQDbFuKMQC7u7/33nt+8MEH+969e5Oui2w7depU/81vfuPu7pdeeqnPmDEjbgBesWKFH3300T558mSvrq72Sy65xOfOnevHH3+8H3XUUf7yyy+7u/uECRN85MiRPmTIEP/pT3/avP0Xv/hF79atm9fU1PiFF17oxxxzjF999dVeW1vbHDC6d+/uCxYs8GHDhvn27dt9y5YtPmTIEH/ttddalOUrX/mKd+3a1YcOHeq33HKLuwcVvOrqaq+urvYf/ehHzWWO9z4R7777rp9yyik+atQo//d//3c/8sgj23XsY23cuNH79+/ffHzb8qc//cmPP/74Fmnvv/++n3baaf7ss8/G/Tts3brVR4wY4S+99FLcfZ5yyin+9ttvu7v72rVrvbq6OuW/XVtUWVUsTYdipWJlIokq5tHGjx/vTz/9dFrbJ4qX8WJvtFKIowUPbMWylHqAbUu7A/ADD7j36+duFjw+8EBWyhEbZN3dDzzwQP/HP/6RdF1k2yVLlvgFF1zg27dv95qaGv/zn/+cMAB37tzZX331Vd+zZ4+PHDnSL7/8ct+7d68/9thjPmHCBHd3X7dunbu7b9u2zaurq33t2rXN20eCyooVK9zMWp3tRso7bdo0/+Y3v+nXXHON/+AHP4j7ufv16+dNTU3u7t7Q0OBDhw71LVu2+ObNm33IkCG+aNGihO/jHpxZjxkzpvkM/rrrrvPx48fHfa8TTzzRa2pqWi1z585tke+VV17xY4891idNmuS1tbU+efJk37JlS9x9urtffvnlfvvtt7dIu+CCC7yhoaHV32H37t1eU1Pj3bt3929/+9sJ99mnT5/mVpF58+b5xIkTU/7bJbJ27Vr/yle+4gMHDkz491BlVbE0EcVKxcrYWBl9rJJVNlesWOFHHHGEb9y4sV3btxUv48XeaKUQR3UHK2m/PN9dK/h+p7Zu+PDhrFy5kgcffJBx48Yl3e+AAQMYNmwYANXV1Zx++umYGcOGDWPlypVA0D/q0UcfBYK+R0uXLqWysrLVvvr168eYMWPivs9NN93EscceS7du3bjtttuSlgngr3/9K+eddx7du3cH4Pzzz+eFF15g/PjxCd/nscceY8iQIYwcORKAwYMHc+CBB8bd/wsvvNBmGSDox7Zo0SJuv/12jjvuOK6//npmzJjB97///VZ5d+7cyZw5c7j55pub0/7whz9w6KGHMmrUKJ577rkW+Tt37szixYvZsGED5513Hq+//nqrvlqrVq2iT58+dOoUdK1/9dVXGT58OJDa3y6RyspK7r777pSOgUhGFCtb7asUY2UqtmzZwgUXXMCPf/xj9t9//3Ztmyxexou90UoljhbVACszO8LM/mxmb5nZG2Z2fZh+sJnNNbOl4eNBUdtMNbNlZvaOmZ0ZlT7KzF4L191mmsU5e/J4d63ly5fTuXNnDj300JTXjR8/nm9961tcfPHFSfe97777Nj/v1KlT8+tOnTqxe/dunnvuOZ555hnmz5/PkiVLGDFiRMI7ckSCZTzr169ny5YtbN68OaU7eiT7wUn0Pq+88gq1tbXNr5csWUJNTU3cvCeddFKLjvmR5ZlnnmmRr6qqiqqqKo477jgALrzwQhYtWhR3n08++SQjR47ksMMOa0578cUXmTNnDv3792fixInMmzePL33pSy22O/DAAzn11FN56qmnWu1z8eLFzUEVYOHChc2v2/rbiRQFxcpWSjFWtmXXrl1ccMEF1NfXc/7557dr22jx4mW82ButVOJoUVVWgd3AN919MDAGuNbMhgA3As+6+yDg2fA14bqJQDUwFrjTzDqH+7oLmAIMCpex+fwgJS1Pd9dqamriqquu4rrrrmt1N4xk66644gpuuumm5jPGdG3cuJGDDjqIiooK3n77bV566aXmdT179mTz5s0p7WfKlCl8//vfp76+nhtuuKHN/CeffDKPPfYY27ZtY+vWrTz66KOcdNJJSbeprKzk7bffBuDll1/m/vvvbxGgor3wwgssXry41fK5z32uRb5PfepTHHHEEbzzzjsAPPvsswwZMiTuPh988MFWP3g333wzjY2NrFy5koceeojTTjuNBx54gKamJjZs2ADA9u3beeaZZzjmmGNa7XPJkiXNP1hLly7l8ccfz/hvWs7MrJuZLTCzJWFjwPfC9HY3BkiKFCvLIlYm4+5MnjyZwYMH841vfCPl7SLaipfxYm+0UomjRdUNwN3XAGvC55vN7C2gDzABODXMNgt4DrghTH/I3T8GVpjZMmC0ma0E9nf3+QBmdj9wLvBkvj5LSevbN7icFS89Q9u3b6e2tpZdu3bRpUsXLr300uZ/8GTrolVVVXH99ddnXJaxY8dy9913M3z4cI4++ugWl5QqKys54YQTGDp0KIMHD064j/vvv58uXbpwySWXsGfPHo4//njmzZvHaaedlnCbkSNH8uUvf5nRo0cDcOWVVzJixIikl2UuvfRSzj77bIYNG8a4ceOorKzkqKOOav+HjnH77bdTX1/Pzp07GThwIL/4xS+a140bN46f//znHHjggcydO5ef/vSnKe1zzZo1TJo0iT179rB3716+8IUvxJ0yZ/Hixey3337U1NQwfPhwBg8ezKxZs1pMuSPt8jFwmrtvMbOuwF/N7EngfILGgBlmdiNBY8ANMY0BhwPPmNmn3X1PoT5Ah6NYWTax8uKLL+a5555j7dq1VFVV8b3vfY/Jkyfz4osv8stf/pJhw4Y1t+j+4Ac/YNy4cc0x9PDDD0+4fbJ4uW3btjZjb8nE0XQ6uuZjAfoDq4H9gQ0x6/4ZPt4BfCkq/R7gQqAOeCYq/STgD8ner9QHBbSlXYMGHnjAvaLCHT5ZKiqyNnBAMrN69WofPXp0oYuRsSOPPNI3bdpUkPcu9QFWQAWwCDgOeAfoHab3Bt4Jn08FpkZt8yfgM23tu9RjqWJl6SiVWJlMqcTRYusGAICZ9QB+C3zd3TclyxonzZOkx77PFDNrMLOGpqam9ApbjnR3raK2ZMmShJe1OorNmzfTqVMnevbsWeiilBQz62xmi4GPgLnu/jJwmAdXtSJXtyIdG/sA70dt3himxduvYmk8ipVFrRRiZTKlFEeLqhsAQHh56rfAbHf/XZj8oZn1dvc1ZtabINBCEDyPiNq8CvggTK+Kk96Cu88EZgLU1dUl7qktrdXXK+AWqXPOOScnd6LJp549e/Luu+8Wuhglx4NL+LVmdiDwqJkNTZI9pZP+cL+KpYkoVhatUoiVyZRSHC2qltVwxP49wFvufkvUqjnApPD5JODxqPSJZravmQ0gGEi1IGwd2GxmY8J9Xha1jYhIWXP3DQR9/8cSNgYApNgYICKSV0VVWQVOAC4FTjOzxeEyDpgBnGFmS4Ezwte4+xvAw8CbwFPAtf5J5/+rgZ8Dy4D3yNbgqtmzoX9/6NQpeJw9Oyu7FRHJJTPrFbaoYmb7AZ8D3qadjQFZK5BiqYikqKi6Abj7X4l/6Qng9ATbTAemx0lvAJJd4mq/PE/wLCKSRb2BWeH0fp2Ah939D2Y2H3jYzCYTDGq9CILGADOLNAbspmVjQGYUS0WkHYqqslr0kk3wrAArIkXM3V8FRsRJX0c7GwMyplgqIu1QbN0AilueJngulGBWCZHypv+DPOjgsVTfEZHksv0/ospqeySayDkLEzwXWrdu3Vi3bp2CsJQ1d2fdunV069at0EUpbR04lipWiiSXiziqbgDtMX16y35WABUVQXoHV1VVRWNjI5ojUcpdt27dqKqqajujpK8Dx1LFSpG2ZTuOqrLaHpG+VNOmBZer+vYNgmsJ9LHq2rUrAwYMKHQxRKQcdOBYqlgpkn+qrLaXJngWEcmcYqmIpEh9VkVERESkaKmyKiIiIiJFyzSiMWBmTcCqHOz6AGBjnrZPJW+yPInWxUuPTYt9fQiwto2yZEu5HmPI33Eul2McLy1yjPu5e682ylX2chRL9f3Lj0yOs45xasr9GKcXR91dSw4XYGa+tk8lb7I8idbFS49Ni/O6Qcc4t8c4n8e5XI5xguOet++ylsy/P5luX87fv0yOs46xjnEuj7G6AeTe7/O4fSp5k+VJtC5eemxapp8zEzrGuVcuxzjV95f80vcvPzJ5bx3j1OgYp0HdACQnzKzB3esKXY5Sp+OcezrGUkj6/uWejnHuZXqM1bIquTKz0AUoEzrOuadjLIWk71/u6RjnXkbHWC2rIiIiIlK01LIqIiIiIkVLlVURERERKVqqrIqIiIhI0VJlVfLOzAaa2T1m9kihy1JKzKy7mc0ys5+ZmW66ngP67kqx0HcxNxRH86O9319VVqVdzOxeM/vIzF6PSR9rZu+Y2TIzuzHZPtx9ubtPzm1JS0M7j/f5wCPu/q/A+LwXtoNqzzHWd1eyQXE0vxRH8yOXsVSVVWmv+4Cx0Qlm1hn4CXAWMAS42MyGmNkwM/tDzHJo/ovcod1HiscbqALeD7PtyWMZO7r7SP0Yi2TDfSiO5tN9KI7mw33kKJZ2yUbppHy4+/Nm1j8meTSwzN2XA5jZQ8AEd78ZOCfPRSwp7TneQCNBoF2MTkRT1s5j/GaeiyclSHE0vxRH8yOXsVR/CMmGPnxyJgrBP3ufRJnNrNLM7gZGmNnUXBeuBCU63r8DLjCzu9AtQzMV9xjruys5pDiaX4qj+ZGVWKqWVckGi5OW8G4T7r4OuCp3xSl5cY+3u28FLs93YUpUomOs767kiuJofimO5kdWYqlaViUbGoEjol5XAR8UqCzlQMc793SMJd/0ncsvHe/8yMpxVmVVsuHvwCAzG2Bm+wATgTkFLlMp0/HOPR1jyTd95/JLxzs/snKcVVmVdjGzB4H5wNFm1mhmk919N3Ad8CfgLeBhd3+jkOUsFTreuadjLPmm71x+6XjnRy6Ps7kn7BIjIiIiIlJQalkVERERkaKlyqqIiIiIFC1VVkVERESkaKmyKiIiIiJFS5VVERERESlaqqyKiIiISNFSZVU6BDPbkoN9/kfM679l+z3C/Y4ws58nWd/LzJ7KxXuLiEQojkpHpcqqlLMWQdbdj8/h+9yeaKW7NwFrzOyEHL2/iEiuKI5KzqmyKh2Wmf2Lmb1sZq+Y2TNmdliY3svM5prZIjP7qZmtMrNDYradAexnZovNbHaYtiV8PNXM/mJmD5vZu2Y2w8zqzWyBmb1mZkdGvc9vzezv4dIqSJpZT2C4uy8JX58SvufisNw9w6yPAfU5OlQiInEpjkqH4O5atBT9AmyJk3YQn9yF7Urgf8LndwBTw+djAQcOaWufkdfAqcAGoDewL/C/wPfCddcDPw6f/wo4MXzeF3grznt8Fvht1OvfAyeEz3sAXcLnfYDXCn2ctWjRUrqL4qiWjrp0aasyK1LEqoBfm1lvYB9gRZh+InAegLs/ZWb/TGPff3f3NQBm9h7wdJj+GkHgBPgcMMTMItvsb2Y93X1z1H56A01Rr18EbglbIX7n7o1h+kfA4WmUU0QkE4qjUvTUDUA6stuBO9x9GPAVoFuYbok3SdnHUc/3Rr3eC80neZ2Az7h7bbj0iQmwANujyoW7zyBovdgPeMnMjglXdQvziojkk+KoFD1VVqUjO4Dg0hLApKj0vwJfADCzzxNc5opnl5l1zeD9nwaui7wws9o4ed4CjorKc6S7v+buPwQagEiQ/TTwegZlERFJh+KoFD1VVqWjqDCzxqjlG8B3gd+Y2QvA2qi83wM+b2aLgLOANUDsmTrATODVyMCANHwNqDOzV83sTeCq2Azu/jZwQNQAgK+b2etmtoSgBeDJMP2zwB/TLIeISCoUR6VDinSqFikZZrYvsMfdd5vZZ4C73L22gOX5N2CzuyebI/B5YIK7p9MvTEQkqxRHpZhogJWUor7Aw2bWCdgJ/GuBy3MXcFGilWbWC7hFAVZEiojiqBQNtayKiIiISNFSn1URERERKVqqrIqIiIhI0VJlVURERESKliqrIiIiIlK0VFkVERERkaKlyqqIiIiIFK3/H4i0VkUuanNdAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(9.5,12)) #* Create figure of size 15x15 (inches)\n", + "\n", + "for i,q_index in enumerate([5,10,15,20,30,40,50,90]):\n", + "\n", + "\n", + "#* plotting parameters \n", + " font_plt = {'family': 'serif',\n", + " 'color': 'darkred',\n", + " 'weight': 'normal',\n", + " 'size': 9,\n", + " }\n", + " font_plt_ax = {'family': 'serif',\n", + " 'color': 'black',\n", + " 'weight': 'normal',\n", + " 'size': 10,\n", + " }\n", + " ax = plt.subplot(4,2,i+1) #* creating 4 subplots in a 2x2 grid\n", + " #ax.semilogx(times,ravs[:,q_index],'r|',alpha=0.4) #* alpha changes color intensity\n", + " \n", + "#* if no plateaus are present, comment out the line below to remove the best fit line \n", + " #ax.plot(times[:len(theoryB)], theoryB, '-b',lw=1)\n", + " \n", + " ax.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix[:,q_index], 'ro', label=\"DDM matrix for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index])\n", + " ax.set_xlabel(\"Lag time (s)\")\n", + " ax.set_ylabel(\"DDM matrix\")\n", + " ax.set_title(\"DDM matrix for q index of %i\" % q_index)\n", + " ax.legend()\n", + " \n", + " plt.tight_layout(pad=.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "######################################################################\n", + "# Plotting the radially averaged DDM matrix for a particular q-value #\n", + "######################################################################\n", + " \n", + "q_index = 1 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix[:,q_index], 'ro')\n", + "#plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.isel(q=q_index), 'ro')\n", + "#plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.sel(q=0.01, method='nearest'), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Different data selecting methods" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since we are slicing this [xarray dataset](https://xarray.pydata.org/en/stable/generated/xarray.Dataset.html), let's use the opportunity to go over different ways of selecting data stored in a dataset. See the [xarray user guide](https://xarray.pydata.org/en/stable/user-guide/indexing.html) for more info. \n", + "\n", + "1. We can use the `isel` function (see [xarray.DataArray.isel](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.isel.html)). \n", + "```python\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.isel(q=q_index), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for q = %.3f \" % ddm_calc.ddm_dataset.q[q_index])\n", + "```\n", + "\n", + "\n", + "2. We can select the desired *q* not based on its **index** but on its actual **value** with `sel` (see [xarray.DataArray.sel](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.sel.html). Note that here we have to use `method = 'nearest'` since we do not have a *q* value of exactly 3 $\\mu$m$^{-1}$.\n", + "```python\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.sel(q=3, method='nearest'), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for q = %.3f \" % ddm_calc.ddm_dataset.q[q_index])\n", + "```\n", + "\n", + "\n", + "3. Lastly, we can create this plot (using whichever slicing method) with xarray's plotting function (which just wraps `matplotlib.pyplot`). For more, see [xarray.DataArray.plot](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.plot.html).\n", + "```python\n", + "q_index = 15\n", + "ddm_calc.ddm_dataset.ddm_matrix.isel(q=q_index).plot(xscale='log', marker='o', ls='none')\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Determing the A and B parameters to get the ISF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now look at the `avg_image_ft` data variable. This is a radially averaged average of all the Fourier transforms of the images (i.e., the radially average of $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$). This function should equal $ (1/2) \\times \\left[ A(q) + B(q) \\right] $. \n", + "\n", + "If we make the assumption that at the highest wavevectors (large $q$) the amplitude, $A(q)$, goes to zero, then we can estimate the background, $B$. If we also assume that the background is a constant that's independent of $q$, then we can determine $A(q)$. \n", + "\n", + "Plotted below is this `avg_image_ft` along with a horizontal line which can be used to estimate **half** the background. This estimate is taken from the last 10% of the wavevectors. The background can be saved to the `B` data variable. And then we can determine the amplitude which is saved as the `Amplitude` variable.\n", + "\n", + "
\n", + " Note: What is described above is the default method for getting the background. Other methods can be selected with the optional parameter 'background_method' passed to the method 'calculate_DDM_matrix'.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [], + "source": [ + "ddm_calc.ddm_dataset?" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "############################################################################################\n", + "# Plotting the average squared Fourier-transformed image as a function of the wavevector q #\n", + "############################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogy(ddm_calc.ddm_dataset.q[1:], ddm_calc.ddm_dataset.avg_image_ft[1:], 'ro')\n", + "plt.xlabel(\"Wavevector, q ($\\mu$m$^{-1}$)\")\n", + "plt.ylabel(r\"$\\left< | \\tilde{I}(q, t) |^2 \\right>_t$\", fontsize=14)\n", + "plt.title(\"Default method to estimate the background and find the amplitude\")\n", + "\n", + "number_of_hi_qs = int(0.1*len(ddm_calc.ddm_dataset.q)) #getting highest 10% of q's\n", + "plt.axhline(y = ddm_calc.ddm_dataset.avg_image_ft[-1*number_of_hi_qs:].mean())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The other methods for getting the background (and from the background then estimating the amplitude) are:\n", + "* `background_method` = 1: $B$ will be the minimum of the DDM matrix\n", + "* `background_method` = 2: $B$ will be the average (over all lag times) of the DDM matrix at the largest wavevector $q$\n", + "* `background_method` = 3: $B$ = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we know $A(q)$ and $B$, then we can find the intermediate scattering function, $f(q, \\Delta t)$, by assuming that the DDM matrix is equal to $D (q, \\Delta t) = A(q) \\times \\left[ 1 - f(q, \\Delta t) \\right] + B$. \n", + "\n", + "The ISF is stored as the data variable `ISF` in the `ddm_dataset`. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%matplotlib notebook\n", + "plt.figure(figsize=(9.5,12)) #* Create figure of size 15x15 (inches)\n", + "\n", + "for i,q_index in enumerate([5,10,15,20,30,40,50,90]):\n", + "\n", + "#* plotting parameters \n", + " font_plt = {'family': 'serif',\n", + " 'color': 'darkred',\n", + " 'weight': 'normal',\n", + " 'size': 9,\n", + " }\n", + " font_plt_ax = {'family': 'serif',\n", + " 'color': 'black',\n", + " 'weight': 'normal',\n", + " 'size': 10,\n", + " }\n", + " ax = plt.subplot(4,2,i+1) #* creating 4 subplots in a 2x2 grid\n", + " #ax.semilogx(times,ravs[:,q_index],'r|',alpha=0.4) #* alpha changes color intensity\n", + " \n", + "#* if no plateaus are present, comment out the line below to remove the best fit line \n", + " #ax.plot(times[:len(theoryB)], theoryB, '-b',lw=1)\n", + " \n", + " ax.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ISF[:,q_index], 'ro', label=\"ISF for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index])\n", + " ax.set_xlabel(\"Lag time (s)\")\n", + " ax.set_ylabel(\"ISF\")\n", + " ax.set_title(\"ISF for q index of %i\" % q_index)\n", + " ax.legend()\n", + " plt.ylim([0, 1.1])\n", + " plt.tight_layout(pad=.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\gleech\\Anaconda3\\lib\\site-packages\\xarray\\core\\indexes.py:234: FutureWarning: Passing method to Float64Index.get_loc is deprecated and will raise in a future version. Use index.get_indexer([item], method=...) instead.\n", + " indexer = self.index.get_loc(\n", + "C:\\Users\\gleech\\Anaconda3\\lib\\site-packages\\xarray\\core\\indexes.py:234: FutureWarning: Passing method to Float64Index.get_loc is deprecated and will raise in a future version. Use index.get_indexer([item], method=...) instead.\n", + " indexer = self.index.get_loc(\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#############################################################################################################\n", + "# Plotting the intermediate scattering function (ISF) for a particular value of q as a function of lag time #\n", + "#############################################################################################################\n", + "q_val = 0.5\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ISF.sel(q=q_val, method='nearest'), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"ISF\")\n", + "plt.title(\"ISF for q = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q.sel(q=q_val, method='nearest'));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Checking the background estimate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We expect the ISF to go from 1 to 0. We may not see exactly this behavior in the ISF for all wavevectors. At larger wavevectors, the dynamics might be fast and we might not be taking images fast enough to see the early decay of the ISF. Conversely, at lower wavevectors, the dynamics might be slow and we may not be able to calculate the ISF for large enough lag times to see it decay all the way to zero. Additionally, for non-ergodic dynamics, the ISF may **not** decay to zero but to some value sometimes referred to as the non-ergodicity parameter. \n", + "\n", + "But another reason that the ISF may not go from 1 to 0 is that we did a poor job in estimating the background, $B$. Using the default method (`background_method = 0`), we try to estimate $B$ by looking at the average Fourier transforms of all the images, radially averaging that, and assuming that the amplitude goes to zero at large wavevectors. But another way to estimate $B$ is to look at the DDM matrix at large wavevectors, as is plotted below. " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###################################################################################################\n", + "# Plotting the radially averaged DDM matrix for the greatest value of q as a function of lag time #\n", + "###################################################################################################\n", + "\n", + "q_index = -1 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix[:,q_index], 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.ylim(150,250)\n", + "plt.title(\"DDM matrix for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index]);\n", + "plt.axhline(y = ddm_calc.ddm_dataset.B)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The DDM matrix should go from the background, $B$, to the background plus amplitude, $B + A$, as a function of the lag time. From the above plot, it does look like we overestimated the background (perhaps the amplitude hadn't gone quite to zero by the last wavevectors we measure?). From the plot, clearly the background is less than 195. \n", + "\n", + "Let's estimate the background at about 190. We can make this adjustment with the `recalculate_ISF_with_new_background` function. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 256, q_x: 256, q: 128, y: 256, x: 256, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.01555 0.0311 0.04666 ... 6.843 7.776\n",
+       "    framelag          (frames) int32 1 2 3 4 5 6 7 ... 265 301 341 387 440 500\n",
+       "  * q_y               (q_y) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n",
+       "  * q_x               (q_x) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n",
+       "  * q                 (q) float64 0.0 0.1349 0.2697 0.4046 ... 16.86 16.99 17.13\n",
+       "  * y                 (y) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n",
+       "  * x                 (x) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 212.8 231.8 ... 221.1 210.2\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n",
+       "    first_image       (y, x) float64 1.932e+03 1.991e+03 ... 1.827e+03 1.846e+03\n",
+       "    alignment_factor  (lagtime, q) float64 nan 6.123e-17 ... -0.001866 -0.004267\n",
+       "    avg_image_ft      (q) float64 0.0 5.896e+06 7.373e+06 ... 206.7 213.9 203.8\n",
+       "    num_pairs_per_dt  (lagtime) int32 999 998 997 996 995 ... 659 613 560 500\n",
+       "    B                 int32 220\n",
+       "    B_std             float64 10.4\n",
+       "    Amplitude         (q) float64 -220.0 1.179e+07 1.475e+07 ... 207.7 187.6\n",
+       "    ISF               (lagtime, q) float64 0.0 0.9992 0.9993 ... 0.3915 0.3811\n",
+       "Attributes: (12/18)\n",
+       "    units:                Intensity\n",
+       "    lagtime:              sec\n",
+       "    q:                    μm$^{-1}$\n",
+       "    x:                    pixels\n",
+       "    y:                    pixels\n",
+       "    info:                 ddm_matrix is the averages of FFT difference images...\n",
+       "    ...                   ...\n",
+       "    frame_rate:           64.3\n",
+       "    number_lag_times:     40\n",
+       "    last_lag_time:        500\n",
+       "    overlap_method:       3\n",
+       "    binning:              True\n",
+       "    bin_size:             2
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 256, q_x: 256, q: 128, y: 256, x: 256, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.01555 0.0311 0.04666 ... 6.843 7.776\n", + " framelag (frames) int32 1 2 3 4 5 6 7 ... 265 301 341 387 440 500\n", + " * q_y (q_y) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n", + " * q_x (q_x) float64 -17.26 -17.13 -16.99 ... 16.86 16.99 17.13\n", + " * q (q) float64 0.0 0.1349 0.2697 0.4046 ... 16.86 16.99 17.13\n", + " * y (y) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n", + " * x (x) int32 0 1 2 3 4 5 6 7 ... 249 250 251 252 253 254 255\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 212.8 231.8 ... 221.1 210.2\n", + " ddm_matrix (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n", + " first_image (y, x) float64 1.932e+03 1.991e+03 ... 1.827e+03 1.846e+03\n", + " alignment_factor (lagtime, q) float64 nan 6.123e-17 ... -0.001866 -0.004267\n", + " avg_image_ft (q) float64 0.0 5.896e+06 7.373e+06 ... 206.7 213.9 203.8\n", + " num_pairs_per_dt (lagtime) int32 999 998 997 996 995 ... 659 613 560 500\n", + " B int32 220\n", + " B_std float64 10.4\n", + " Amplitude (q) float64 -220.0 1.179e+07 1.475e+07 ... 207.7 187.6\n", + " ISF (lagtime, q) float64 0.0 0.9992 0.9993 ... 0.3915 0.3811\n", + "Attributes: (12/18)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference images...\n", + " ... ...\n", + " frame_rate: 64.3\n", + " number_lag_times: 40\n", + " last_lag_time: 500\n", + " overlap_method: 3\n", + " binning: True\n", + " bin_size: 2" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_ddm_matrix = ddm.recalculate_ISF_with_new_background(ddm_calc.ddm_dataset, background_val=220)\n", + "display(new_ddm_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's save this `ddm_dataset`. When the `calculate_DDM_matrix` method is executed, the `ddm_dataset` is automatically saved to disk. But we can overwrite that with the `resave_ddm_dataset` method. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "ddm_calc.resave_ddm_dataset(new_ddm_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "#### Additional notes about the background" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default way that **this** code estimates the background is to compute the power spectrum of the images, as described above. That is, we find $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$ and recognize that $\\left< | \\tilde{I}(q, t) |^2 \\right>_t = 0.5 \\times \\left[ A(q) + B \\right]$ and assume that as $q \\rightarrow q_{max}$, $A(q) \\rightarrow 0$. Therefore, $\\left< | \\tilde{I}(q_{max}, t) |^2 \\right>_t \\approx 0.5\\times B$ (see [**Cerbino 2017**] or Eq. 5 in [**Giavazzi 2018**]). \n", + "\n", + "But, there are other ways. In [**Kurzthaler 2018**], they set the background, $B$, to zero (to do that, use `background_method = 3` as an optional parameter in the function `calculate_DDM_matrix`). They note that for their fluorescence imaging \"the camera noise is usually negligible.\" However, they note that for bright-field of phase contrast modalities, the camera is not negligible and $B$ will be non-zero. \n", + "\n", + "In [**Bayles 2017**], they approximate $B$ by $\\min \\left[ D(q, \\Delta t_{min}) \\right]$. But they note that the frame rate needs to be \"sufficiently small\" and that this will give an overestimate of $B$. To try this, use `background_method = 1` as an optional keyword parameter in the function `calculate_DDM_matrix` (or set the value of `background_method` in the YAML file under `Analysis_parameters`).\n", + "\n", + "\n", + ">[**Cerbino 2017**] Cerbino, R., Piotti, D., Buscaglia, M. & Giavazzi, F. [Dark field differential dynamic microscopy enables accurate characterization of the roto-translational dynamics of bacteria and colloidal clusters.](https://doi.org/10.1088/1361-648X/aa9bc5) J. Phys.: Condens. Matter 30, 025901 (2017).\n", + "\n", + ">[**Giavazzi 2018**] Giavazzi, F., Malinverno, C., Scita, G. & Cerbino, R. [Tracking-Free Determination of Single-Cell Displacements and Division Rates in Confluent Monolayers.](https://doi.org/10.3389/fphy.2018.00120) Front. Phys. 6, (2018).\n", + "\n", + ">[**Kurzthaler 2018**] Kurzthaler, C. et al. [Probing the Spatiotemporal Dynamics of Catalytic Janus Particles with Single-Particle Tracking and Differential Dynamic Microscopy.](https://doi.org/10.1103/PhysRevLett.121.078001) Phys. Rev. Lett. 121, 078001 (2018).\n", + "\n", + ">[**Bayles 2017**] Bayles, A. V., Squires, T. M. & Helgeson, M. E. [Probe microrheology without particle tracking by differential dynamic microscopy.](https://doi.org/10.1007/s00397-017-1047-7) Rheol Acta 56, 863–869 (2017).\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "## Initiazing DDM_Fit class and fitting our data to a model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We initlize the `DDM_Fit` class by passing it the yaml file containing our analysis parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Initial guess Minimum Maximum\n", + "Amplitude 100.0 1.000 1000000.0\n", + "Tau 1.0 0.001 10.0\n", + "Background 25000.0 0.000 10000000.0\n", + "StretchingExp 1.0 0.500 1.1" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading file Z:/Gregor L/__Kai Colloids/6-20-22 1xB WT vs WT-kaiA/test videos/AE_40x_test3_t6_1/AE_40x_test3_t6_1_MMStack_Pos0.ome_ddmmatrix.nc ...\n" + ] + } + ], + "source": [ + "#Note that to initialize the DDM_Fit class we need to pass it the YAML file containing the parameters \n", + "# *or* a dictionary with the same parameters. \n", + "\n", + "ddm_fit = ddm.DDM_Fit(ddm_calc.data_yaml)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Based on what was done above in terms of estimating the background, we found that $B$ should be about 190. We use that estimate of the background to determine $A(q)$ and the intermediate scattering function, $f(q,\\Delta t)$. We could proceed to then fit the ISF. But here we choose not to. We fit the DDM matrix and have the amplitude and background, $A$ and $B$, be fitting parameters. But we can constrain these parameters based on what we found above. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter 'Background' set to 220.\n", + "Parameter 'Background' lower limit set to 0.\n", + "Parameter 'Background' upper limit set to 300000.\n", + "Parameter 'Amplitude' set to 10000000.0.\n", + "Parameter 'Amplitude' lower limit set to 0.\n", + "Parameter 'Amplitude' upper limit set to 10000000000.0.\n", + "Parameter 'StretchingExp' set to 1.\n", + "Parameter 'StretchingExp' lower limit set to 0.8.\n", + "Parameter 'StretchingExp' upper limit set to 1.\n" + ] + } + ], + "source": [ + "#We update the intial guess for the background and the lower and upper bounds\n", + "ddm_fit.set_parameter_initial_guess('Background', 220)\n", + "ddm_fit.set_parameter_bounds('Background', [0, 300000])\n", + "\n", + "ddm_fit.set_parameter_initial_guess('Amplitude', 1e7)\n", + "ddm_fit.set_parameter_bounds('Amplitude', [0, 1e10])\n", + "\n", + "ddm_fit.set_parameter_initial_guess('StretchingExp', 1)\n", + "ddm_fit.set_parameter_bounds('StretchingExp', [0.8, 1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our first attemp at fitting the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we execute the fit below, we can use the optional argument `use_A_from_images_as_guess` set to True. This will use the value of $A(q)$ we esimated from the average Fourier tranform of all images and the estimated background. We can further limit the bounds on $A(q)$ with the optional parameter `update_limits_on_A` set to True. This will restrict the range that $A(q)$ can take to be within 10% of the estimated $A(q)$. If we want the bounds to be stricter or looser than 10%, we can change the optional parameter `updated_lims_on_A_fraction` to be something other than 0.1 (the default)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit01'.\n" + ] + } + ], + "source": [ + "#Note that the method `fit` has many optional parameters\n", + "\n", + "fit01 = ddm_fit.fit(name_fit = 'fit01', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "In hf.plot_one_tau_vs_q function, using new tau... \n" + ] + }, + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:          (parameter: 4, q: 128, lagtime: 40)\n",
+       "Coordinates:\n",
+       "  * parameter        (parameter) <U13 'Amplitude' 'Tau' ... 'StretchingExp'\n",
+       "  * q                (q) float64 0.0 0.1349 0.2697 0.4046 ... 16.86 16.99 17.13\n",
+       "  * lagtime          (lagtime) float64 0.01555 0.0311 0.04666 ... 6.843 7.776\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 2.015e-06 2.792e+06 ... 0.8 0.8\n",
+       "    theory           (lagtime, q) float64 3.201e-09 3.698e+04 ... 336.7 327.6\n",
+       "    isf_data         (lagtime, q) float64 0.0 0.9992 0.9993 ... 0.3915 0.3811\n",
+       "    ddm_matrix_data  (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n",
+       "    A                (q) float64 -220.0 1.179e+07 1.475e+07 ... 207.7 187.6\n",
+       "    B                int32 220\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 10000000.0, 'limits':...\n",
+       "    effective_diffusion_coeff:      0.2306739263976093\n",
+       "    tau_vs_q_slope:                 [-1.95948487]\n",
+       "    msd_alpha:                      [1.02067642]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  Z:/Gregor L/__Kai Colloids/6-20-22 1xB WT...\n",
+       "    FileName:                       AE_40x_test3_t6_1_MMStack_Pos0.ome.tif\n",
+       "    pixel_size:                     0.091\n",
+       "    frame_rate:                     64.3\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  3
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 128, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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HzOLjBg4GvgqvUVnd/Hc23DVGdXYG019PVTMaGOjuM81sX+B+4E/AbwHM7H2Cf/hD3f216IpZ99z9UzN7BvgcyAf+W5vXcfevzOxq4I2wUikCzgXyzewUoNjdn7RggM8HZvYnd387+dpm9hTQE9jCzOYC17n7GDM7D3id4LN6xN2nh6+xPSkGc1bnvYbXag786O4/mdlrwEAz+wL4BvgoxTlFZjaMoE/jD8CMpH0V/h6q+F5fAfqH/T7bA2PD31kO8Ky7v0zlXrCgP2cRcG78D9MUFhHcldoKeBM4heBulYikgQyosw8ATgamWTDuBuAqd38lC+vsyt5rcp0NcD4QC/9g+R44LYynrJst6ON+CHBWRe85pDo7g5l7de+aZT8LBoi87O67WdD3bCHBf+K4xu6+swXzWhcRDGLpQFBB7ObBKO8GwYKR87+6++1Rl6UmLOjbfbq7X1KFY4eSwe+1tiX/P4m6LCJSNZlej6nOrjnV2ZlPLe0blgMsDUeDlzeXYPqlIuAHM/uGYODKpHosn2yEcCaDDVb+IiISPdXZ0pCppT2F8n+NWrBS3F3u/lzYJ20Pd59qZr2Bv7t7PzPbAvgM6BqOpBYRERERqRUaiFpO2Ef4Q2BHM5trZmcQzLV6hplNBaYTLvBA0NdukZl9BbwDXK6EXURERERqm1raRURERETSnFraRURERETSnAaihrbYYgvv0qVL1MUQEamRKVOm/OLubaMuR31SvS0imaomdbaS9lCXLl2YPHly1MUQEakRM8vf8FHZRfW2iGSqmtTZ6h4jIiIiIpLmlLSLiIiIiKQ5Je0iIiIiImlOSbuIiIiISJpT0i4iIiIikuaUtIuICGa2o5l9nvRYbmYXmVlrM5toZjPDn62SzhlsZrPM7BszOzQpvreZTQv33WtmFsYbm9kzYfxjM+uSdE6/8DVmmlm/en3zIiIZQEm7iIjg7t+4e1d37wrsDRQCLwKDgLfcfQfgrXAbM9sF6APsCvQG7jez3PByo4ABwA7ho3cYPwNY4u7bA3cBt4bXag1cB+wLdAeuS/7jQERElLSLiMj6Dga+c/d84ChgbBgfC/w1fH4U8LS7r3H3H4BZQHczaw+0cPcP3d2Bx8udE7/W88DBYSv8ocBEd1/s7kuAiaxL9EVEBCXtIiLpIRaDLl0gJyf4GYtFWZo+wFPh83bu/hNA+HPLML4NMCfpnLlhbJvwefl4mXPcvRhYBrSp5FrrMbMBZjbZzCYvXLiwRm9ORDJYetWV9UpJu4hI1GIxGDAA8vPBPfg5YEAkX0ZmtglwJPDchg5NEfNK4jU9p2zQfbS7d3P3bm3bVmsFcBHJdGlUV0ZBSbuISNSGDIHCwrKxwsIgXv8OAz519/nh9vywywvhzwVhfC7QMem8DsC8MN4hRbzMOWaWB7QEFldyLRGRdSqrKxtAC7ySdhGRqBUUJJ4urCBej/7Ouq4xABOA+Gwu/YCXkuJ9whlhtiUYcPpJ2IVmhZn1CPurn1LunPi1jgPeDvu9vw70MrNW4QDUXmFMRGSdiurEeIt7lrfAK2kXEYlap058TDBaswswPylen8ysKXAIMD4pfAtwiJnNDPfdAuDu04Fnga+A14Bz3b0kPOds4GGCwanfAa+G8TFAGzObBVxCOBONuy8GbgAmhY9hYUxEZJ2K6sTc3HS6W1ln8qIugIhIQ+XuvPnmm9y82Wa8kxS/F7ixaVO48cb6Lk8hwcDQ5NgigtlkUh1/I7BeId19MrBbivhq4PgKrvUI8Ej1Sy0iDcaNNwYt6MkJetOm6yfscdHcrawzamkXEalnpaWlvPDCC+yzzz706tWLd776qsz+uZttBqNHQ9++EZVQRCQN9e0b1I2dO4NZ8DO+nUo9362sa0raRUTq0aRhw9hr00057rjjmDJlSiKem5vLySefzLRp0xj7669K2EVEUg0u7dsXZs+G0tLgZ9++QQt806Zlz43gbmVdU/cYEZG6EosFfSoLCijs0IFrW7fmrqlTKU06ZFPg9D//mcsfeoguXbpEVFARkTQTn94x3vUlPrgU1m/UiG+H9S2dOgUJe5Y1fqilXUSkLiTNJ/yOO7vPmcMdSQl7E4JRmLOBkTNnKmEXEUlW3alwU7XAQ1ZNBamWdhGRujBkCMsKC7kceKjcroOB0cB28UCWDZYSEdloFdWL1akvw8aTksJCVgGr8vNZ1b8/q15+mdXvvsuan36iuF07is88k+KDDqK4uJji4mJKSkooLS1d7xHMUBtMIpD8fOutt+aggw7ayDe8YUraRUTqwLf5+RwBzEyKtQTuBE6j3BKgWTZYSkRko3XqFHSJSRUHVq5cyZw5c8o85s6dy8KFC1myZAlLly5lyfTpLC0pYUXy+atXw9NPr9uePx+GDw8eNXTYYYcpaRcRyUTvvPMOx+bksKR0Xe/1vwIjga3NgsU/4rJwsJSIyEYLp3csLSxkFjAV+Dwvj6mtWvF5hw78+OOPUZcwwZPr9DqkpF1EZGMlDTgd06oVA5ctozhM2DclWGXoRMCaNoV+/eCVV7J6sJSIyMaYOXMmry1ezKs77MB7X3zBynhSXFwMn39e7esZwTii+GPT8GdjoBFBMhx/5IY/c+KPpk2xww7DzMjJySFY6BnMLPF8zz33rPF7rQ4l7SIiGyOpz+Rg4B+L1y3kuVXLlkxo0oR95s9Xgi4iUoGSJ57gzcsu418LFvBaXh7fFRdv8JxGjRrRoUMHOnbsWOax1VZb0apVKzbffHNavfsum191FS1WrVo380r5u50bsmoVPP98jd5XbVPSLiKyMYYMobCwkBOBl5LCezZqxL+mTaNjx45RlUxEJK39/PPPPHLBBYx+/nnyk1vTy9lyyy3Za6+92HPPPenatStdu3Zlhx12IC9vA2nsXntB27Zlp4I8/HAYO3b9VVWbNIFFi9a/RhqNOVLSLiKyEVbn5/NXYGJS7EggVlREMyXsIiJluDvvvvsuo0aNYvz48RSnSNI3A/7UpAmH3XEHhx56KNttt936F6qqvn3Xv8N5wAHrz+kOZeeFh3VjjpK6QEZ511RJu4hIDRUVFdGnSRMmrlqViF0K3ArkVrSstohIA/XGoEFcfuedfFFUtN6+NsDJwBHA74HGq1fD2WfXTUFSJfJxG0rmK1vkqY4paRcRqYGSkhL69evHS0kJ+zDgGtCMMCIiSaZPn85lJ57Ia198sd6+A/LyOLu4mGMJBogmRNEtJVUy36VLxYs81XPSrhVRRUSqKlxZz80YuPnmPPXUU4ldV7RowdUAnTvD6NEacCoiDVssxoKOHTnbjD12261Mwt4UOJtgGsf/tWxJ36ZNyybs6dTwURuLPNUSJe0iIlURzhLj+flcAjz866+JXeeccw63LF2KuZddPltEpAHyceMYcdppbD93Lg8A8RUrDDgDmAXcD+wBsHhx0NDRuXMws0u6NXxU1OIfwZ0AJe0iIlUxZAgUFjIUuDspfMpmm3Hfffcl5usVEWnIFi1axFEDBnB+UVGZlUj/DHxOsG5F++QTOnUKEvTZs6G0NP0aPm68MWj5TxbRnQAl7SIiVVFQwFME/dbjjgPGrFxJTo6qUhGR9957jz333JN/JY312Rn4N/AGYct6snTqBlORvn1T3wmAoL97Tk7wMxar86Lom0ZEpAq+2Gorzkja7g3EgDzNEiMiDVxJSQnDhg3joIMO4scff0zELwY+Aw4n6BpDmzbp2w2mMuXvBEAwg0x+frBQU3xGmTpO3DV7jIjIBixevJijS0qItx39Fnga2CQTWolEROrQzyNH0ufSS3l3zZpErE2zZjxWVMQRSTGaNoV77smMJH1Dwu6SZdTDjDJqaRcRSSWcKabEjL7bbMP3CxYA0MyMfwItM6mVSESkDsy64w72O//8Mgn7gTk5TL3pJo4YMyYzW9WrIqIZZdTSLiJSXjhTDIWFXAe8tnp1YtfY559n52OOia5sIiJp4LPPPqP3FVewwB0IWoGvA4aUlpJ7xx3pN6C0NnXqFHSJSRWvQ2ppFxEpL7z1+U8gufPL4BYtOEYJu4g0cP/5z3/o2bMnC0qDyRybABOAa4FciGQO83oV0YwyStpFRMorKGAGcEpS6FDghuXLIyqQiEjEwi6D/zSj90EHsTysDzcHJgJ/ST42itVM61NFM8rU8Z0FdY8RESlnTceO/K2gIDHH8LbAk0CuZooRkYYo7DL4aGEh/Vm3WFL7pk15vbSU3ZO6EGbENI61oW/feu/+o5Z2EZFyhnXtSnzB7U2BF4HWDeWLSESkvCFDeLawkDNYl7BvD3zQqhW7P/xw9g44TTNqaRcRSfLRRx9xy8svJ7ZvBfbs3DlI2PVFJCIN0Fv5+ZwEeLi9F/Aq0G7evEhanBsqJe0iIqHCwkL69etHaTi46qCDDuK8N98MVrwTEWmAPv30U442oyicJWYngj7sbSD7+66nGX0TiYiEBg8ezLfffgtA8+bNeeSRR8hRwi4iDU046PQ7Mw7bZx9WhAn7NsDrhAm7ugzWO30biYgAb7/9Nvfee29i+6677qJLly7RFUhEJArhoNP5+fn0gsS0jptvsgmvt29PJ/Vdj4y6x4hIg7ds2TJOO+20xPZf/vIXTj/99AhLJCISkSFDWF5YyGHA92FoU+DlVq3Ydd68CAsmamkXkQbv4osvpiBcDKR169Y89NBDmFnEpRIRqX+l+fn8Hfgs3M4FngUOWLAgukIJoKRdRBq4V155hUcffTSxff/999O+ffsISxQdM9vczJ43sxlm9rWZ7Wdmrc1sopnNDH+2Sjp+sJnNMrNvzOzQpPjeZjYt3HevhX8BmVljM3smjH9sZl2SzukXvsZMM+tXr29cRBJuatmSV5K2RwP/Bxp0mgYyLmk3s45m9k74hTLdzC5McYyFXxSzzOwLM/tdFGUVkfS2atUqzjv11MT235o25W/FxdEVKHr3AK+5+07AnsDXwCDgLXffAXgr3MbMdgH6ALsCvYH7zSw3vM4oYACwQ/joHcbPAJa4+/bAXQQzamJmrYHrgH2B7sB1yX8ciEj9mDhxItcmrfx8BXA6aNBpmsi4pB0oBi51952BHsC54ZdHssNY92UxgOALRESkjFv69uWHhQsBaAXcV1gIAwYEA7EaGDNrAfwRGAPg7mvdfSlwFDA2PGws8Nfw+VHA0+6+xt1/AGYB3c2sPdDC3T90dwceL3dO/FrPAweHrfCHAhPdfbG7LyGYUS6e6ItIPZgzZw4nnngiHs4Uc2DjxtwIGnSaRjIuaXf3n9z90/D5CoKWoG3KHXYU8LgHPgI2D79IREQAmDVrFre++GJi+2agLUBhIQwZElWxorQdsBB41Mw+M7OHzWwzoJ27/wRB/QtsGR6/DTAn6fy5YWyb8Hn5eJlz3L0YWEYwe1xF11qPmQ0ws8lmNnlh+AeXiGyctWvXcvzxx/PLL78A0L59e56ePZs8d5g9Wwl7msi4pD1Z2B9yL+Djcruq9AWgyl+kYXJ3zj//fNaE2/sA/ZMPCAelNjB5wO+AUe6+F7CSsCtMBVKN1PVK4jU9p2zQfbS7d3P3bm3btq2keCJSVZdeeikffxykUrm5uTzzzDNstdVWEZdKysvYpN3MmgEvABe5+/Lyu1Ocst4XgCp/kYbpn//8J6+99hoQVBb3E8yQkNAwB1zNBea6e7wR5HmCJH5+/E5l+HNB0vEdk87vAMwL4x1SxMucY2Z5QEtgcSXXEpG6FIvxVNu2jBgxIhG69dZb+cMf/hBhoaQiGZm0m1kjgoQ95u7jUxyiLwARSWnlypVceOG68esD8/LolnxAAx1w5e4/A3PMbMcwdDDwFTABiM/m0g94KXw+AegTzgizLcEYok/CLjQrzKxH2F/9lHLnxK91HPB22O/9daCXmbUKB6D2CmMiUldiMb7q35/+YZcYgGNyc7mkXbsICyWVybikPfwSGAN87e53VnDYBOCUcBaZHsCyeJ9MEWnYhg8fzpw5Qe+5LbbYguEjRgQDrbTKH8D5QMzMvgC6AjcBtwCHmNlM4JBwG3efTjB981fAa8C57l4SXuds4GGCwanfAa+G8TFAGzObBVxC2P3G3RcDNwCTwsewMCYidWTtVVdx4urVFIbbOwCPlpRgV18dZbGkEhYfJZwpzOz3wH+BaUBpGL4K6ATg7g+Eif0IgtkHCoHT3H1yZdft1q2bT55c6SEikuFmzJjBHnvsQVFREQCPPPJImZVQM5mZTXH3bhs+Mnuo3hapuWvMGB4+3xT4BNgdggaM0tIKz5PaUZM6O6+uClNX3P1/pO6znnyMA+fWT4lEJBO4O+edd14iYd9///3p109r+IhIwzNp0iRuTtq+iTBhh4Y6picjZFz3GBGRmnjppZd46623AMjJyeH+++8nJ0dVoIg0LKtXr6Zfv37E+7L9EUiM8mmgY3oyhb6xRCTrFRUVceWVVya2zz33XPbcc88ISyQiEo1rrrmGr7/+GoDNGjfm0a23JkdjejKCknYRyXoPPfQQ3377LRDMMXjdiy82yFVPRaRhe//997njjjsS27fffTfb/fhj0IddiyilPSXtIpLVli9fztDBgxPbVwFt5s6FAQOUuItIg7Fy5Ur69etHfAKSQw45hLPOOiviUkl1KGkXkax26623snB5sP5aJ+CC+I7CQhgyJKpiiYjUn1iMQe3b89133wHQokkTxowZQzDZnmQKJe0ikrXmzp3LnXeuW87hJoKpzRIKCuq7SCIi9SsW470zzmDEihWJ0D0lJXR8770ICyU1oaRdRLLW1VdfzerVqwH4HfD38gdoajMRyXJrr7qKs9esSWwfAfRbu1Z3GjOQknYRyUpTp07l8ccfT2zf3rhx2QpPU5uJSANwV0EBX4XPmwGjCBe70Z3GjKOkXUSyTyzG5T16JAZc/aVrVw4aMyaY0kxTm4lIA5Gfn8+wpH7r1wMd4hu605hxMm5FVBGRSsVivH7GGUwMbwfnALfNmBHsmz07smKJiNS3Cy64gMKw8WIPkgbi605jRlJLu4hkldKrrmJQUv/N/sAuq1er/6aINCgTJkxgwoQJie1R7dqRpzuNGU0t7SKSVcYXFPB5+LwpMDS+Q/03RaSBWLlyJRdckGhXp3///uz/0EMRlkhqg1raRSRrlJSUcG2jRont84H28Q313xSRBmL48OHk5+cD0KZNG2655ZaISyS1QUm7iGSNp556iq+LigBoDlwe36H+myLSQHz11Vfcfvvtie3bbruNNm3aRFgiqS1K2kUkKxQVFTF06NDE9iUtW9JG/TdFpAFxd8455xyKi4sBOOCAAzj11FOjLZTUGvVpF5GsMHbs2MQS3a1ateLiH36Ali0jLpWISP15/sILeffddwHIBUYdcQQ5OWqfzRb6JEUk461Zs4YbbrghsX3FFVfQUgm7iDQgqx99lCtGjEhsnw/sfsMNEItFVyipVUraRSTjPfzwwxSEs8O0bduW8847L+ISiYjUr3suuYTZ4ZzsbYBrAQoLNd1tFlHSLiIZrbCwkOHDhye2Bw8eTLNmzSIskYhI/Zo/fz43Ll2a2B4KtIpvaLrbrKGkXUQyVyzGqA4d+PnnnwHYulUrBg4cGHGhRETq17XXXsuK8PlOwFnJOzXdbdZQ0i4imSkWY8WZZ3LLkiWJ0NW//kqT8eMjLJSISP2aNm0aDz/8cGL7DiCxWoWmu80qStpFJDMNGcKIVav4JdzsDJxRVKT+myLSYLg7l1xyCaWlpQD02n13DuvUCTTdbVbSlI8ikpF+zc/njqTta4FNQP03RaTB+Pe//82bb74JQE5ODnc8+SS2224Rl0rqilraRSQjjdp8cxaFz7sAJ8d3qP+miDQARUVFXHbZZYntAQMGsJsS9qympF1EMk5hYSH/CG8HA1xF2IdT/TdFpIEYNWoU33zzDQAtWrRg2LBhEZdI6pqSdhHJOA8++CALly8HoGNuLv1A/TdFpMFYtmwZ119/fWL76quvpm3bthGWSOqDknYRySirVq3itttuS2wPuvdeNnGH2bOVsItIg3DbbbexePFiALYFLhgxQiufNgBK2kUko4wZM2bdvOxbb83pp58ecYlEROrPTz/9xN13rBuGPxxoXFAAAwYocc9yStpFJGOsWbOGW265JbF95ZVXsummm0ZYIhGR+nXDDTdQuGYNAHsCfeI7Cgs15W2WU9IuIhnjscce48cffwSgXbt2nHnmmRGXSESk/syaNYuHHnoosX0z5RI5TXmb1ZS0i0j6i8VY27kzNw0cmAhdfvnlNGnSJMJCZR8zm21m08zsczObHMZam9lEM5sZ/myVdPxgM5tlZt+Y2aFJ8b3D68wys3vNzMJ4YzN7Jox/bGZdks7pF77GTDPrV49vWyRjXH311RQXFwNwINC7/AGa8jarKWkXkfQWi8GAATxRUEC8DWkLYODmm0dYqKx2kLt3dfdu4fYg4C133wF4K9zGzHYhuDO/K0HucL+Z5YbnjAIGADuEj3hucQawxN23B+4Cbg2v1Rq4DtgX6A5cl/zHgYjAlClTeOaZZxLbtzRujCUfoClvs56SdhFJb0OGUFxYyE1JocuAzW64IaoSNTRHAWPD52OBvybFn3b3Ne7+AzAL6G5m7YEW7v6huzvweLlz4td6Hjg4bIU/FJjo7ovdfQkwkRSNiCIN2eDBgxPPjz76aHqMGRNMdWumKW8biLyoCyAiUqmCAp4Gvg83WwPnhHGpdQ68YWYOPOjuo4F27v4TgLv/ZGZbhsduA3yUdO7cMFYUPi8fj58zJ7xWsZktA9okx1OcU4aZDSBoxaeTugJIA/HWW28xceJEAHJycrjxxhth552VpDcwamkXkbRW2rEjNydtXwg0B/XdrBsHuPvvgMOAc83sj5UcayliXkm8pueUDbqPdvdu7t5Ni8lIQ+DuDBo0KLF92mmnsfPOO0dYIomKknYRSWsTjjmGr8LnzYDzQX0364i7zwt/LgBeJOhfPj/s8kL4c0F4+FygY9LpHYB5YbxDiniZc8wsD2gJLK7kWiIN3gsXXcTkyZMBaAwM3WOPaAskkVHSLiJpy9256f33E9vnAK3Ud7NOmNlmZtY8/hzoBXwJTADis7n0A14Kn08A+oQzwmxLMOD0k7ArzQoz6xH2Vz+l3Dnxax0HvB32e38d6GVmrcIBqL3CmEiDVvz441x9332J7fOBDoMHaxGlBkp92kUkbb311ltMmjQJgMaNG3Px7Nmw1VbRFip7tQNeDGdnzAOedPfXzGwS8KyZnQEUAMcDuPt0M3sW+AooBs5195LwWmcDjwFNgFfDB8AY4Akzm0XQwt4nvNZiM7sBmBQeN8zdF9flmxXJBLFLLuEbD3qKtQAGw7pFlNRw0eAoaReRtHXTTevmjDnjjDPYSgl7nXH37wkWWCwfXwQcXME5NwLr9VNy98nAbiniqwmT/hT7HgEeqV6pRbJXUVER1y9alNi+lGAgPqCB+A2UuseISFr68MMPeeeddwDIy8vjiiuuiLhEIiL159FHH+WH8Hlr4KLknRqI3yApaReRtJTcyt63b186d+4cYWlEROrP6tWruSFpLYorCbrHABqI34ApaReRtDN16lRefvllAMyMK6+8MuISiYjUn9GjRzN3brDcQbuWLTm3Y0ctoiTq0y4i6eeWW25JPD/mmGM0J7GINBgrV64sc6fxqmHD2OyCCyIskaQLtbSLSFqZeccdPPv004ntwV27RlcYEZF6NnLkSObPnw9Ahw4dGDBgQMQlknShpF1E0kcsxm1XXklpuHkosPfNN2tOYhFpEJYvX86tt96a2L7mmmvYdNNNIyyRpBMl7SKSNuZeeSVjS0oS21fBujmJRUSy3N13383ixcESBdtttx2nnXZaxCWSdKKkXUTSxp0//khR+Hx/4A/xHZqTWESy3OIHH+SOoUMT29cdcgiNGjWKrkCSdpS0i0haWLRoEaOD1TiBYOW/xJbmJBaRbBaLccd557E8XP10J6Dv44+ra6CUoaRdRNLCiBEjWBl+Ye0O/CW+Q3MSi0iW+2XQIO4tLk5sDwVyV61S10ApIyOTdjN7xMwWmNmXFezvaWbLzOzz8HFtfZdRRKru119/5d57701sD9piC0xzEotIA3HH3Ln8Gj7fFTg+vkNdAyVJps7T/hgwAni8kmP+6+5H1E9xRGRjPPzww4nBV9tuuy0nfPst5GVq9SQiUnULFy7kPjMI7zQOJalFVV0DJUlGtrS7+3vA4qjLISIbb+3atdxxxx2J7csvv5w8Jewi0kD84x//SHQN3AM4Jr5DXQOlnIxM2qtoPzObamavmtmuqQ4wswFmNtnMJi9cuLC+yyciwLhx49Yt192unaY4E5EGY8GCBYwcOTKxfV3btuSoa6BUIFubsz4FOrv7r2Z2OPBPYIfyB7n7aGA0QLdu3bxeSygilJSUlFlI5KKLLtJCIiLSYNx2220UFhYCsOeee/LXTz+FnGxuT5WNkZX/Mtx9ubv/Gj5/BWhkZltEXCwRSRaL8c+ttuLbb78FoEWTJpx99tkRF0pEpH78/PPP3H///Ynt66+/nhwl7FKJrPzXYWZbmQUTPptZd4L3uSjaUolIQiyGn3kmN//ySyJ0blERLV9+OcJCiYjUk1iMW3/7W1atWgXA77p04cgjj4y4UJLuMjJpN7OngA+BHc1srpmdYWYDzWxgeMhxwJdmNhW4F+jj7ur+IpIuhgzhzVWrmBJubgpcWFysOYlFJPvFYszr358HVqxIhIbOm4c9+WSEhZJMkJF92t397xvYP4JgSkgRSUcFBdyctHk60C6Mi4hktSFDuGX1alaHm92AI9auDRotNPBUKpGRLe0iktk+bteOd8LnucDl8R2ak1hEstyP+fnBDBih6wEDNVrIBilpF5F6d/M22ySe/x3oApqTWEQahFuaN2dN+Lw7cFh8hxotZAOUtItIvZo+fTovTZmS2B4EmpNYRBqEH3/8kdHh4FMIVj81UKOFVElG9mkXkcyVPC/7kUceya4vvRRhaURE6s/NN9/M2uJiAPbdZBN6r10bNFrceKMaLWSDlLSLSL2ZPXs2TybNkDB48OAISyMiUn/mzp3LQw89lNge+tJLWO/eEZZIMk1k3WPMbMsUsR2jKIuI1I/bb7+dkpISAHr27EmPHj0iLlH2Ud0qkp5uvvlm1q5dC0CPHj049NBDIy6RZJoo+7T/18xOiG+Y2aXAixGWR0Tq0Pz58xkzZkxiW63sdUZ1q0iamTNnDg8//HBie+jQoYRrQIpUWZRJe0/gZDN7zszeA35LMJBaRLJNLMY9v/0tq1cHMxP/rksXDjnkkIgLlbV6orpVJK0kt7Lvt99+9OrVK+ISSSaKLGl395+A14D9CGZ8e9zdf42qPCJSR2Ixlp15JiOXL0+EBmv1vzqjulUkvaiVXWpLlH3aJwL7ArsBhwN3mdntUZVHROrIkCGMWrWKeMr+W+Do+Op/UutUt4qkkViMm3bZhaKiIgD232EH3WWUGouye8xIdz/F3Ze6+5fA/sCyCMsjInVgVX4+dydtX0mwCqpW/6szqltF0kEsRkH//oz5dd2NrqEFBbrLKDUWZfeYf5bbLnb3GyIqjojUkTGtWjE/fN4BOCm+Q6v/1QnVrSJpYsgQblq9mqJw8wDgz2vW6C6j1Fi9J+1m9r/w5wozW570WGFmyzd0vohkjrVr13Jbzrpq5nJgE9Dqf3VjR9j4utXMcs3sMzN7OdxubWYTzWxm+LNV0rGDzWyWmX1jZocmxfc2s2nhvnst7MBrZo3N7Jkw/rGZdUk6p1/4GjPNrF8t/D5EIpWfn88jSdtDCVc/1V1GqaF6T9rd/ffhz+bu3iLp0dzdW9R3eUSk7owbN445ixYB0DYnh/4QrP43erRW/6t930Ct1K0XAl8nbQ8C3nL3HYC3wm3MbBegD7Ar0Bu438xyw3NGAQOAHcJHfAWZM4Al7r49cBdwa3it1sB1BH3xuwPXJf9xIJKJbmzWLNHK/nvg4PgO3WWUGoqke4yZ5ZjZl1G8tojUj5KSEm655ZbE9sXDh9PUHWbPVsJeRza2bjWzDsBfgIeTwkcBY8PnY4G/JsWfdvc17v4DMAvobmbtgRbu/qG7O/B4uXPi13oeODhshT8UmOjui919CTCRdYm+SMb54YcfeHTVqsT2MMJWdt1llI0QSdLu7qXAVDPTn5siWer5559n5syZALRs2ZJzzjkn4hJlv1qoW+8GrgBKk2Ltwmkk49NJxldc3QaYk3Tc3DC2Tfi8fLzMOe5eTDBAtk0l11qPmQ0ws8lmNnnhwoXVfHsi9WP48OEUh6s/H9i4MQeZ6S6jbLS8CF+7PTDdzD4BVsaD7n5kdEUSkdrg7tx0002J7fPPP5+WLVtGWKIGpUZ1q5kdASxw9ylm1rMKr5NqommvJF7Tc8oG3UcDowG6deuW8hiRKM2aNYuxY8cmtq9//XU48MAISyTZIsqk/foIX1tE6tDLL7/MF198AUDTpk258MILIy5Rg1LTuvUA4EgzOxzYFGhhZuOA+WbW3t1/Cru+LAiPnwt0TDq/AzAvjHdIEU8+Z66Z5QEtgcVhvGe5c/5Tw/chEqkbbriBkrCV/U9/+hMHKmGXWhLlPO2Hu/u7yQ+ChUBEJFPFYnjnztx45LpG3YEDB7LFFltEWKgGp0Z1q7sPdvcO7t6FYIDp2+5+EjABiM/m0g94KXw+AegTzgizLcGA00/CLjQrzKxH2F/9lHLnxK91XPgaDrwO9DKzVuEA1F5hTCSjfPvtt4wbNy6xff31ap+U2hNl0p5qSbDD6r0UIlI7YjEYMIC3Cwr4OAxtAly67bZRlqohqu269RbgEDObGV77FgB3nw48C3wFvAac6+4l4TlnEwxmnQV8B7waxscAbcxsFnAJ4Uw07r4YuAGYFD6GhTGRjDJs2DBKS4MhIb169eL3v/99xCWSbGJBI0c9vqDZ2cA5wHYElXlcc+ADd49khEa3bt188uTJUby0SHbo0gXy8/kT8E4YGgiM6tw5mDFG6pSZFQDLSbO6tS6p3pa0EYvx9RVXsNu8eYlR3B9++CE9evSItFiSvsxsirt3q845UfRpf5Kg1eVmwlaW0Aq1rIhksIICPmRdwp5LMA2JFhKpN4uBo1HdKlK/wruMwwoLEwn7YTk59PjuO1DSLrUoisWVlrn7bHf/u7vnA6sIZglopikgRTJYp04kzz7cF9g2jEu9KFHdKhKBIUOYXljIM0mhoaWlMGRIZEWS7BRZn3Yz+7+wj+QPwLvAbNb1exSRDPNp//78O3xuwGDQQiIRUN0qUs8KChjKujlKjyBY1ld3GaW2RTkQdTjQA/jW3bclWOH3/QjLIyIbYVhS3+LjgJ20kEhUVLeK1KPPttqK55O2h8af6C6j1LIok/Yid18E5JhZjru/A3SNsDwiUkOff/45L730UmL7mi++CAafKmGPgupWkXp07VZbJZ4fA+wNussodSLKxZWWmlkz4D0gZmYLgOIIyyMiNXTDDTcknh977LHsvvvuEZamwVPdKlJPPvroI17+7DMg6BZ4PUDnzkHCrkYLqWVRtrQfRTBQ6mKCOX6/A/4vwvKISA1MmzaN8ePHJ7avueaaCEsjqG4VqTfXXntt4vnfTzyR3dx1l1HqTGQt7e6+EsDMWgD/iqocIrJxklvZ//rXv7LnnntGWBpR3SpSP959910mTpwIQE5ODtddd13EJZJsF+XsMWeZ2XzgC2AyMCX8KSIZYvr06Tz//LohWGplj57qVpE6FovhnTtzTc+eiVC/fv347W9/G12ZpEGIsk/7ZcCu7v5LhGUQkZqIxWDIEIbn5yemOfu///s/fve730VaLAFUt4rUnXAhpYmFhfw3DDUCrt1jjyhLJQ1ElH3avwMKI3x9EamJ8EtrRn5+mcVErt1nn8iKJGWobhWpK0OG4IWFXJ0U6g90ufvuiAokDUmULe2DgQ/M7GNgTTzo7hdEVyQR2aAhQ6CwkOGsW0zkcKDbmDGg7jHpQHWrSF0pKGACMCncbAwMCeMidS3KpP1B4G1gGlAaYTlEpDoKCvgWeCopdG0Yl7SgulWkjpR07MhVSXXdOcA2oIWUpF5EmbQXu/slEb6+iNREp07ckJ+fyAYPBfYN45IWVLeK1JFxvXvz1ejRADQnuK2lhZSkvkTZp/0dMxtgZu3NrHX8EWF5RKQKvj7nHGJJ29eCvrTSi+pWkTqwZs0arn3ttcT2ZUDbzp1h9GjNyy71IsqW9hPDn4OTYg5sF0FZRKSKhk6ZkujLfhiwv1b/SzeqW0XqwAMPPEBB2DWmbdu2XPzdd9C8ecSlkoYkysWVto3qtUWkZqZOncqzzz6b2B42aRJ06xZhiaQ81a0itW/FihUMHz48sT1kyBCaK2GXehZl9xgRyTDJK/4dddRRdFPCLiINwF133cUvvwRLH3Tq1ImBAwdGXCJpiJS0i0iVTJo0iZdeeimxPWzYsAhLIyJSPxYuXMjtt9+e2B42bBiNGzeOsETSUClpF5EqufbaaxPPTzjhBPbQCoAi0gDcfPPNrFixAoBddtmFk046KeISSUNV733azazSdc7d/dP6KouIVM3777/Pa+GsCTk5OQwdOjTaAkkqTSurX1W3ilRDLAZDhlCQn8/IpPBNN91Ebm5uZMWShi2KgaiTgenAwnDbkvY58Kd6L5GIpBZ+cV2Tn58I9e3bl5133jnCQkkFdgbGorpVZOPEYjBgABQWMhRYG4Z7bL89Rx55ZIQFk4YuiqT9UuBYYBXwNPCiu/8aQTlEpDLhF9fbhYW8E4ZygWv33DPKUknF5gDLUN0qsnGGDIHCQr4i+Cs47uYVKzCzis4SqXP13qfd3e9y998D5wEdgbfM7Fkz61rfZRGRSgwZghcWck1S6FRg+/vui6hAsgELVLeK1IJwLvaroczKzz0XLIiqRCJAhANR3f0H4CXgDaA78NuoyiIiKRQU8BrwQbjZCIIEPvxCk/SkulVkI3XqxEfAi0mhm8K4SJTqPWk3s+3M7Coz+xi4HpgK7OTuz27gVBGpRyUdO3Jl0vaZQGfQF1f62kR1q8jG8+HDuSxnXXp0AvC7pk2DlZ9FIhRFn/ZZwBcELUHLgU7AOfF+Yu5+ZwRlEpFynjz8cKY98AAATQlb2fXFlc52J7ibr7pVZCO82LQp75cGHWMaATdtvTXcdhv07RttwaTBiyJpH0YwkwFAswheX0Q2YPXq1Vz9yiuJ7UuBrTp3DhJ2fXGlq59Yd0dfdatIDaxdu5Yrr1x3j/G8iy/mN3fq711JD/WetLv70Pp+TRGpnlGjRlEQ9l3fYostuOy776BFi4hLJRswz92vj7oQIpls1KhRzJo1C4DNN9+cq6++OuISiawTyUBUMzvIzF4ws+nh43kz61mN8x8xswVm9mUF+83M7jWzWWb2xYYWdBKRdZYtW8aNSV1grr76alooYc8IG1u3ijRkS5YsYdiwYYnta665htatW0dYIpGyohiI+hfgEeBl4ESgL/AK8IiZHV7FyzwG9K5k/2HADuFjADCqpuUVaWj+8Y9/sGjRIgC6dOnCwIEDIy6RVFFLNr5uFWmwbrrpJhYvXgzAdtttx7nnnhtxiUTKiqKl/XLgr+7+qLtPdffP3f0R4K9QZrKKCrn7e8DiSg45CnjcAx8Bm5tZ+40tuEi2++mnn7gzqf/m8OHDady4cYQlkmrYio2oW81sUzP7xMymhq3014fx1mY20cxmhj9bJZ0zOLyj+Y2ZHZoU39vMpoX77rVwNKyZNTazZ8L4x2bWJemcfuFrzDSzfrX2WxGpTCwGXbrwgxn33n57InzLLbeo7pO0E0XSvpW7Ty0fdPcvgHa19BrbEKwOGDc3jJVhZgPMbLKZTV64cGH53SINzvXXX8+qVasA2HPPPfn73/8ecYmkGvI2sm5dA/zJ3fcEugK9zawHMAh4y913AN4KtzGzXYA+wK4Edz7vN7Pc8FqjCO5yxu94xu+MngEscfftgbuAW8NrtQauA/YlmFv+uuQ/DkTqRLjqM/n5DAbWhuH9dtiB4447LsqSiaQURdK+sob7qiPVOsO+XsB9tLt3c/dubdu2raWXFslAsRjfbLMNDz/4YCJ06623kpMT2fprUn2llezbYN0a3pn8NdxsFD6c4M5lfDX3sQQt94Txp919Tbig0yyge3hXs4W7f+juDjxe7pz4tZ4HDg5b4Q8FJrr7YndfAkyk8i6QIhtvyBAoLOQj4Jmk8B0rVhCfKlUknUQx5eNvzGxCirgB29XSa8wlWMY7rgMwr5auLZJdwtamIYWFlIShP+Xk0Et3nzJN442tW8OW8inA9sBId//YzNq5+08A7v6TmW0ZHr4N8FHS6fE7mkXh8/Lx+DlzwmsVm9kyoA1VvDsalnEAQSs+nbTQl2yMggIcuCwpdDyw3/z5ERVIpHJRJO1HVbLv9kr2VccE4Dwze5rgduuy+JeOiJQzZAgfFBbyQlLoltJS7Oqr4aSTIiuWVNss4I4K9lWpbnX3EqCrmW0OvGhmu1VyeEV3NCu701mTc8qXcTQwGqBbt24pjxGpkk6dGJ+fz/vhZiPg5jAuko6imKf93fhzM2sbxqrVpGdmTwE9gS3MbC5BX8hG4bUeIJgx4XCCL7FC4LTaKLtINirNz+eipO0TgH0AwnnaJWP8Gq9fa1q3xrn7UjP7D0EXlflm1j5sZW8PLAgPq+iO5tzwefl48jlzzSyPYMabxWG8Z7lz/lOTsotU1arrruOyM84AD/72Ox/4jVZ9ljQWxZSPZmbXmdkvwAzgWzNbaGbXVvUa7v53d2/v7o3cvYO7j3H3B8KEPd4381x3/4277+7uk+vq/YhkulibNkwKnzcGbonvUGtTxtmYutXM2oYt7JhZE+DP4XUmAPHZXPoBL4XPJwB9whlhtiUYcPpJeFdzhZn1CPurn1LunPi1jgPeDvu9vw70MrNW4QDUXmFMpM7c8eOPzA4T9jbA1R06wOjRWvVZ0lYU3WMuAn4P7BMOXsLMtgNGmdnF7n5XBGUSaZBWrlzJoNJ14xcvAbYFUGtTJtqSjatb2wNjw37tOcCz7v6ymX0IPGtmZwAFBN1+cffpZvYs8BVQDJwbdq8BOJtgPY0mwKvhA2AM8ISZzSJoYe8TXmuxmd0Aib8fh7l7ZdP6imyUuXPncvPNNye2h48aRSutSSFpztzrt0ugmX0GHOLuv5SLtwXecPe96rVAoW7duvnkyWqQl4bluuuuS6wA2C4nh5mlpTTv3DlI2NXalFHMbBXQKd3q1rqkeluqJRYLZowpKODEJk14qrAQCKa3nTJlCrm5uRu4gEjtMbMp7t6tOudE0dLeqPyXCgR9L82sUQTlEWmQCgoKuO222xLbNz30EM1PPz3CEslGMtWtIhWIz8leWMj/IJGwA9x7771K2CUjRDEJ89oa7hORWjR48GBWr14NwF577UW/flqEMsNVNk+76lZp2MI52UuAC5LCJzRtyh//+MeoSiVSLVG0tO9pZstTxA3YtL4LI9IQffjhhzz55JOJ7bvuukstTZmvqepWkQqEs2E9AnwWhpoA/0hqcRdJd/Xe0u7uue7eIsWjubvrFq5IXYrFKO3cmYv33z8ROvbYYznwwAMjLJTUkimqW0Uq0KkTS4GrkkJXAp06d46mPCI1oDXKRRqKsE/nUwUFfByGNgFuO+CAKEslIlL3bryRIXl5xAd9dAIub9JEs2RJRlHSLtJQDBnCr4WFXJkUuhjY7p57oiqRiEi9mLzjjowqKUls37HFFjR96CHNkiUZJYo+7SIShYIChgE/hptbEt4q1sqnIpLFSkpKGDhwIPEprnv37s2xr7wCZhGXTKR61NIu0kB8udVWJK+uczvQArTyqYhktQcffJApU6YA0LhxY0aMGIEpYZcMpKRdpAFwd85t2ZLicPuPwEmglU9FJDvFYtClCz+bcdV55yXCV111Fb/5zW8iLJhIzSlpF2kAxo0bx3szZgBBn7iRgHXuDKNHq0+niGSX+EJK+flcDiwLu8XssNVWXHHFFdGWTWQjqE+7SJZbsmQJl112WWL74ssvZ7eklVBFRLJKuJDSf4BxSeERpaVsuqmWLJDMpZZ2kSx39dVXs2DBAgA6dOjAtddeG3GJRETqUEEBa4FzkkInAL0WLoyoQCK1Q0m7SBabMmUKo0aNSmzffffdNGvWLMISiYjUsU6d+AfwdbjZHIJB+Bp0LxlOSbtIlip54gnO3n//ddOc7bEHxxxzTMSlEhGpW1+fcw7DkraHAVtr0L1kASXtItkoFmP0GWcwae1aABoD9337Lfbkk9GWS0SkDpWWltL/pZdYG27vA5zXqZMG3UtWUNIukoXmXnklVxYVJbYHAduvXh0M0BIRyVL3338/H3zwAQB5eXmM+eIL8vLzlbBLVlDSLpJl3J2BP/7IinB7B+DK+E6tfioiWSo/P59BgwYltq+66ip23333CEskUruUtItkmaeeeop/J22PAZrENzQQS0SykLtz1llnsXLlSgB22WUXrrrqqohLJVK7lLSLZJEFCxZwwQUXJLbPBf4Q39BALBHJNuHKp0/k5PD6668DYGaMGTOGxo0bR1w4kdqlpF0ki1x44YUsWrQIgE5t2nBzx45gBlr9VESyTbjy6fz8fC5KCl946KH06NEjqlKJ1BmtiCqSJSZMmMDTTz+d2B4di9H80EMjLJGISB0KVz49H1gShroAw6dPj65MInVILe0imS4WY2mnTpx91FGJUL9+/ThUCbuIZLOCAl4AnksKPQRsNnduRAUSqVtK2kUyWXh7+PI5c5gXhtoBd+63X5SlEhGpc/O23poBSdunA38GDbiXrKWkXSSTDRnCvwsLeTgpNBJoffPNUZVIRKTOuTunt27N4nC7I3AHaMC9ZDUl7SIZbEF+PqcnbR8HHAuaj11EstrIkSN5fdo0AAx4HNhcA+4lyylpF8lQ7s6ZTZqwINxuD4yK79TtYRHJUl9//TWXX355YvvSyy6jpzvMnq2EXbKaknaRDPXwww8zYdWqxPajwBag28MikrXWrl3LSSedxOrVqwHYY489GD58eMSlEqkfStpFMtDMmTO56KKLEtvnN2/OoZqPXUSy3PXXX8+nn34KwCabbMK4ceO0iJI0GJqnXSTDFBUVcdJJJ1FYWAjAzjvvzK1TpkCTJhGXTESkDsRiMGQI7+fnc0tS+Oabb2b33XePrFgi9U1Ju0iGGT58OJ988gkAjRo1IhaL0UQJu4hko3Ba2+WFhZwMlIbhP+2yS5m7jSINgZJ2kUwRi/HhZZcx/OefE6Hhw4ez1157RVgoEZE6FK56eiHwQxjaHBi7bBk5OerhKw2L/sWLZIJYjOVnnsnJP/+caGn6Y04Ol7ZvH2mxJHuYWUcze8fMvjaz6WZ2YRhvbWYTzWxm+LNV0jmDzWyWmX1jZocmxfc2s2nhvnvNzMJ4YzN7Jox/bGZdks7pF77GTDPrV49vXdJZQQHPAI8lhUYBHebNS328SBZT0i6SAfyqqzhj1Sq+C7dbAI+XlpJ7zTVRFkuySzFwqbvvDPQAzjWzXYBBwFvuvgPwVrhNuK8PsCvQG7jfzHLDa40CBgA7hI/eYfwMYIm7bw/cBdwaXqs1cB2wL9AduC75jwNpuGa2b8+ZSdsnEvyj07S20hApaRfJAPcWFPB80vaDQGfQIkpSa9z9J3f/NHy+Avga2AY4ChgbHjYW+Gv4/CjgaXdf4+4/ALOA7mbWHmjh7h+6uxOse5N8TvxazwMHh63whwIT3X2xuy8BJrIu0ZeGJhaDLl1YbcYJ8+ezIgz/BrgfNK2tNFhK2kXS3EcffcRlSdvnELY0gVqbpE6E3Vb2Aj4G2rn7TxAk9sCW4WHbAHOSTpsbxrYJn5ePlznH3YuBZUCbSq6VqmwDzGyymU1euHBhDd+hpK1w4Cn5+VwKfF5SAsAmwLNAS01rKw2YBqKKpLFFixZxwgknUBxudwPujO9Ua5PUATNrBrwAXOTuy8Pu6CkPTRHzSuI1Pads0H00MBqgW7duKY+RDBYOPH2WsFU9dGfr1vxu0aKoSiWSFtTSLpKmSktLOfnkk5kzJ2iA3LxpU57demsaaxElqSNm1oggYY+5+/gwPD/s8kL4c0EYnwt0TDq9AzAvjHdIES9zjpnlAS2BxZVcSxqaggK+BvonhY4Dzlm8OKICiaQPJe0i6SgW4+Y2bXj11VcToceffpptf/wRSkth9mwl7FKrwr7lY4Cv3f3OpF0TgPhsLv2Al5LifcIZYbYlGHD6SdiFZoWZ9QiveUq5c+LXOg54O+z3/jrQy8xahQNQe4UxaWCWbLMNR0KiH/t2wMOAde4cXaFE0oS6x4ikm1iMt884g2vXrEmErszL4/+WL4+wUNIAHACcDEwzs8/D2FXALcCzZnYGUAAcD+Du083sWeArgplnznX3kvC8swlm6WsCvBo+IPij4Akzm0XQwt4nvNZiM7sBmBQeN8zd1bTawBQXF9OnVStmzQ2GRDQluO3TUl0BRQCwoJFDunXr5pMnT466GCL8sM027DNvHvHem38kmGcvr3PnoIVdJAUzm+Lu3aIuR31SvZ1dLr30Uu68c91NnmeB4zt3DhJ23VmULFOTOlvdY0TSyIoVKzgyKWFvBzxFeEtM0zuKSJYaO3ZsmYT96quv5nh3dQUUSaKkXSRNxAeefhlubwK8CGwdP0DTO4pIFvroo48YMGBAYvuoo47i+uuvj7BEIulJSbtImrjmmmt46aWXEtujgf3iG+rTKSJZ6Mcff+Too49m7dq1AOy666488cQT5OQoPREpT/8rRKIWi/FU27bcdNNNidClhx9Ov86dQdM7ikiWWrVqFUcffTQ///wzAK1bt2bChAk0b9484pKJpCfNHiMSpViMj884g9OTZoo5LCeHW/v0gZNPjrBgIiJ1x90ZMGAAkyYFEwbl5uby3HPPsd1220VcMpH0pZZ2kQh9c8UV/GXNGlaH2zsCT5WWknvNNVEWS0SkbsRi0KULd+TkMG7cuET47rvv5k9/+lOEBRNJf2ppF4nIvHnzODRpppg2wL8IlojUTDEiknViMRgwgFcLC7kiKdy/Z0/OPffcyIolkikysqXdzHqb2TdmNsvMBqXY39PMlpnZ5+Hj2ijKKVKRpUuX0rt3b/LD7abAvwmWlAQ0U4yIZJ8hQ5haWEgfIL5CzO+Bkd9/T7B4rohUJuNa2s0sFxgJHALMBSaZ2QR3/6rcof919yPqvYAiG7B69WqOOuoopk2bBgT/CZ8H9o0foJliRCQL/ZCfT28gvrZzR4IVTzeZMye6QolkkExsae8OzHL37919LfA0cFTEZRKpkpKSEvr27ct7772XiI056ywO00wxIpLFFixYQK+8PH4Ot1sCLwNbgu4silRRxrW0A9sAyX+WzyWpkTLJfmY2FZgHXObu08sfYGYDgAEAnVRpSB1zd84//3zGjx+fiN16662ccsUVlZwlIpLZVqxYwV/+8hdmFRcD0BiYAOwBurMoUg2Z2NKequObl9v+FOjs7nsC9wH/THUhdx/t7t3cvVvbtm1rt5QiyWIxhrdqxahRoxKhiy++mMsvvzzCQomI1KFYjLWdO3NsixZMnjwZgBwznmzblj/qzqJItWViS/tcgq5wcR0IWtMT3H150vNXzOx+M9vC3X+ppzKKrBOLMfK007i2qCgROjE3l9v32kuDr0QkO8VilJ55JqetWsXEpPD9p57KMY88ElmxRDJZJra0TwJ2MLNtzWwToA/BnbYEM9vKwmzIzLoTvM9F611JpB6MOP98zktK2A8BHi0pIUdzsYtIliq96irOWrWKJ5Ni1wNnvf12VEUSyXgZ19Lu7sVmdh7wOpALPOLu081sYLj/AeA44GwzKwZWAX3cvXwXGpE6d99993HBkiWJ7X0JZ0sAzcUuIlnJ3Tm3oICHk2IDgWtA9Z7IRsi4pB2CLi/AK+ViDyQ9HwGMqO9yiSS75557uOiiixLb+wGvAc3jAQ1+FpEsEx9w/0BS7BSCL2QD1XsiGyETu8eIpL277767TMK+f04OrwEt4gHNmCAiWcbdufjiixk5cmQi1hd4hOC2uOo9kY2jpF2kNsVi3NW6NRdffHEidMABB/Dagw/SQnOxi0iWcncuu+wy7rnnnkSsT48ePNapE7mq90RqRUZ2jxFJRz5uHLedfjqDkgad/j4nh1dOPZXm/ftD//4Rlk5EpG74uHEMOvdc7lyemLiN448/nieefJK8PKUZIrVFLe0itaC0tJTLzjmnTML+B+CV0lKaDx8eXcFEROpQyRNPcN5pp3FbUsJ+TG4usb/8RQm7SC1T0i6ykdauXcspp5zCnStWJGIHEoyUbg6aLUFEstLatWvpO3Ag94crnQIcBTxVUkKj666LrmAiWUpJu0hNxWL82qkT/9e4MbFYLBE+hmCWmGbxgGZLEJEs8+uvv3LEEUfwTGFhIvZ34Fk0pa1IXdG9K5GaiMVYcOaZHLFqFZOSwmfl5DCytDSYKQE0W4KIZJ1ffvmFv/zlL3zyySeJ2HnAPSS1BKqxQqTWqaVdpAa+uPxy9imXsA8FRm2+ObmaJUZEstScOXP4wx/+UCZhH9aoEfeSlFCosUKkTqilXaSaXnrpJfr+9BMrw20D7idY8Y8lS2DRosjKJiJSV2bMmEGvXr2YM2cOAGbGyJEjObtFCxgyJOgS06lTkLCrsUKk1ilpF6mKWAy/6ipuLSjgKsDDcHPgaeDw+HG6JSwiWeitwYM54bbbWFxaCkCj3FzGPfkkJ5xwQnCAknSROqekXWRDYjFWn3kmA1at4omk8LbAv4Bd4wHdEhaRLOPu3HPKKVw2bhwlYWwz4J95efw5aYpbEal76tMusgHfXXEFB5RL2P8IfNKqFbuq/7qIZKnVq1dz2mmncXFSwt4eeAf485o1QZcYEak3amkXqcT48eM5bd48lifF+gMjgU2WLoXFi6MpmIhIHZo3bx5HH310mQGnPYAXgK3jAU3rKFKv1NIuksLatWu58MILOfbYYxMJeyPgPmA04TzE6r8uIlnoo48+olu3bmUS9tOA/5CUsIPqQJF6pqRdJFksxuwOHfh948bce++9iXAXMz4gmIvYQP3XRSQrPfrooxx44IH89NNPAOTm5nLvKacwpkkTGicfqDpQpN4paReJi8V49vTT2evHH8vMv/7Xvffm0wceoJv6r0uWM7NHzGyBmX2ZFGttZhPNbGb4s1XSvsFmNsvMvjGzQ5Pie5vZtHDfvWZmYbyxmT0Txj82sy5J5/QLX2OmmfWrp7csoTVr1nDBBRdw+umns3btWgBat27NG2+8wfljx2IPPRTUfaoDRSJj7r7hoxqAbt26+eTJk6MuhkRk4cKFnNulC88lLcmdB/wDuLBTJyw/P7KyiVSFmU1x924beY0/Ar8Cj7v7bmHsNmCxu99iZoOAVu5+pZntAjwFdCfoNfEm8Ft3LzGzT4ALgY+AV4B73f1VMzsH2MPdB5pZH+Bod/+bmbUGJgPdCGZUnQLs7e5LKiuv6u3a8cUXX3DSEUcwLZx/HWD3jh156d132XbbbSMsmUj2qkmdrZZ2afDGjx/PrrvuWiZh7wz8D7gIsKQvMpFs5u7vAeVHVx8FjA2fjwX+mhR/2t3XuPsPwCygu5m1B1q4+4cetAo9Xu6c+LWeBw4OW+EPBSa6++IwUZ8I9K7t9ydllZaWcvvtt7PP3nuXSdiPBT745Re2/eCD6AonIutR0i4NTywGXbqwyIwTN9uMY489loULFyZ29we+APaNBzTYShq2du7+E0D4c8swvg2Q/Bft3DC2Tfi8fLzMOe5eDCwD2lRyrfWY2QAzm2xmk5P/30r15Ofnc/DBB3P55ZeztrgYgE2BEcBzQLNVqzSlo0iaUdIuDUssBgMGMCE/n12Bp5Ja17dp1YpXGzfmIaBFPKjBViIVsRQxryRe03PKBt1Hu3s3d+/Wtm3bKhVU1nF3nnjiCfbYYw/+85//JOLdgM+Ac0n6MDSlo0haUdIuDcqcK6/k2MJCjgLmJ8VP3Wwzvvz+e3qPGaPBViJlzQ+7vBD+XBDG5wIdk47rAMwL4x1SxMucY2Z5QEuC7jgVXUtq0aJFi/jb3/7GKaecwvLlwWS2OTk5XNOyJR8AO5U/QXcZRdKKknbJfrEYRZ078w8zdv7xR8Yn7WoP/At4tLCQzTffPEjQZ8+G0tLgpxJ2kQlAfDaXfsBLSfE+4Yww2wI7AJ+EXWhWmFmPsL/6KeXOiV/rOODtsN/760AvM2sVzk7TK4xJLXn99dfZfffdee655xKx3/zmN/zvf/9j2MiRNGratOwJussokna0IqpkNR83jn/3788Va9bwdbl9pwJ3AK1BLUoigJk9BfQEtjCzucB1wC3As2Z2BlAAHA/g7tPN7FngK6AYONfd46vdnw08BjQBXg0fAGOAJ8xsFkELe5/wWovN7AZIzLY6zN213HAtWLx4MVdffTWjRo0qEx8wYAB33HEHzZo1g/32C4JDhgRdYjp1ChJ2NVqIpBVN+RjS1GHZ58MPP+TKgw7iv2vWlInvBowCfh8PNG2qbjCS8WpjysdMo3q7YkVFRTzwwANcN3gwS1auTMS3bNGCMbEYRxxxRISlExFN+SgCfPPNNxx77LHsv//+ZRL2ZgQt658SJuzqty4iWejVV19ljz324IILLiiTsB8JTCsq4ohly6IrnIjUmJJ2yRrz5s3jrLPOYtddd2X8+HU91/OA8wgmkb4EaARBsq5+6yKSRb7++msOP/xwDj/8cGbMmJGIb0swKf4/gS01laNIxlLSLpktFmNZp04MMWP7Dh0YPXo0JSUlid19evTg60035T6gXTyoAVYikkUWL17MBRdcwO67786rr76aiDcHbgW+JlgwSVM5imQ2Je2SsX554AGuO/VUtp0zh5uAVUnjMw4++GAmT57MUx9+yPYPP6xpHEUk6xQVFXHfffex/fbbc9999yUaLMyM/v37M7NDB64AGpc/UQPvRTKSZo+RzBGLwZAhzMnP547mzXloxQoKyx3SFbh1yy05ZOJEgtnmCBJ0JekikkVeffVVLrnkkjLdYAB69uzJXXfdRdeuXROLyZG0iJzuNIpkLrW0S2aIxZjavz+n5+fzG+Cecgn7b4AYMAXotXDhuoRdRCSLTJ06lcMOO2y9fuvbbbcd48eP5+233w4SdggaK0aP1p1GkSyhlnZJa0VFRYwfP54RZ5zB/8pN3QiwJzCIYJWWxD9m3foVkSxSUlLChAkTuOeee3j33XfL7GvevDnXXHMNF1xwAY0br9cRRncaRbKIknZJP7EYPw8axOi5c3kgN5efkgaWxv0BGAz0JmlwFejWr4hkjSVLlvDII48wYsQIZs+eXWafAWcedBDDnnqKdu3apTxfRLKLknZJG2vXruXfV1zBYyNG8EpJCcUASQl7HsFSjOcD+8WDbdpAs2ZaxU9EssaMGTO49957GTt2LIWFZUfu5BLMBHMVsOfHH8Obb6rOE2kglLRLNMJBpZ6fz2dbbcVje+zBk1OmsGjRovUO3QoY2KQJA4D2q1at29G0Kdxzj76wRCTjlZaW8tprr3HPPffwxhtvrLe/TU4OA0pLOQfoEA8WFgZzrqsOFGkQlLRL/YvF+KF/f55fvZongGk//ww//7zeYb8HzgWOATZZvRqeeCL4glKruohkiRUrVvDYY49x3333MXPmzPX277777lx44YWc2L8/TVJdQHOuizQYStql3nz11VeMHz+e8TfcwGdr16Y8pmNuLv1KSjgF2CF5R6dOGlAlIlnju+++Y8SIETzyyCMsX768zD4z46ijjuLCCy/kwAMPDGbDuuEGyM9f/0IaeC/SYChpl7oRi+FXXcVnBQW80KIF45s1Y8a8eSkPbUIw+0s/4KBHHyVn4EDNKywiWcfdefvtt7nnnnt4+eWX8aQF4QBatmxJ//79Offcc9l2223LnnzjjZpzXaSBU9IutWrRokW8NXQoE0eN4o2SEgoAli8PHkk2AXoRDKg6BmgBwRzCJ58MOTnqBiMiWcHdmTZtGq+//jqPP/44X3755XrH7LjjjlxwwQWccsopNGvWLPWF4nWg6kaRBktJu2yU1atX8/777zNx4kTefPNNPv300/Vaj+KamnH4scdybLt2HP7II7QoP6g03mKkbjAiksHmz5/Pm2++yeuvv87EiRP5OcWYHYDDDjuMCy+8kEMOOYScnCqsdai6UaRBU9Iu1VI0dizTBg3i7Z9/ZuKmm/Lf0lJWVdA/HaAlcCRBa/qh7jR57rlgx377qcVIRLLCmjVreP/993njjTd4/fXX+fzzzys8tpkZp/75z5w/YgS//e1v66+QIpLxlLRLhdydgoICPv744+Dx8st8+u23JNrHV69e75zc3Fy65+VxyJo1HALsCzSK7+zced2BajESkQzl7nzzzTe8/vrrvPHGG/znP/9Zbz71ZK2BQ4BDgWPcafn++zBpEihpF5FqUNIuCcuXL2fSpEnrkvSPP2b+/PkbPO+3eXkcctZZHHLIIfTs2ZOWL7+sAVMiklUWL17MW2+9lUjU58yZU+GxeXl57Lfffhx66KH0GjGC3/38M7nJB2h+dRGpASXtDZC7M3fuXGaMHMnXo0fz+ZIlfNyoEV8XF1fYHz1ZJ2B/4M8ErUedSkpgxIh1B2jAlIhkuKKiIj7++GPeeOMN3njjDSZNmkRpaWmFx2+//fb06tWLQw89lJ49e9KiRYtgxzXXpD5B86uLSDUpac9ia9asYebMmcyYMYMZM2bw9ddfM2PGDL755htWrlxZ9uCiopTXaN68Od27d6d79+7s+/DD7LtwIVuVPyjVPMHq/iIiGeb7779P9Et/++2315s/PVmLFi04+OCD6dWrF7169WK77bZLfWCnTppfXURqhZL2LLBo0aJEYp6cnP/www+VtgyVlwvs3qgR+55+Ovvuuy/77rsvO+2007pZDXbdVd1eRCRrLF++nHfeeSeRqH/33XcVHpuTk8M+++yTaE3v3r07jRo1qvD4BM2vLiK1REl7GnN3li9fzs8//8xPP/207ufbb/PTO+8we+VKvs7J4ZdqJOZxrYGdgZ2AXYB9gL2BpsXF8MADqU9StxcRyWAlJSV8+umniX7pH374IcXFxRUe37Fjx6Bfeq9eHHzwwbRu3br6L6p6U0RqiZL2CBQXF7Nw4cKyiXi5n/Hnq5LnMk+lkoTdzNh2223ZaaedEo+dd96ZnXbaiS26davZLVt1exGRDDRt2jR69uzJ4sWLKzymadOm9OzZM9GavuOOO2JmG//iqjdFpBYoaa9Fv/76a4VJePLPBQsWVGnAZ1U1AXbaZBN2OvbYMsn59ttvT5MmTVKfpFu2ItKAbL/99imnZdxrr70S/dIPOOAAGjduHEHpREQ2TEl7DX06fDi33HwzPxcW8lNeHj/n5fFrinnLN1aTJk1o37497du3Z6uttqL9Cy+wFdAe2Iage0tHIKeoCJ58suoX1i1bEWlAmjRpwoE77MDn06fTq7SUQ9u04c/DhtHunHOiLpqISJUoaa+JWIzlw4fz3Jo1wXZxcfCohi222GJdIp7iZ/x58+bNy96e7dKl9mYi0C1bEWkoYjGenDWLVqWlGMCiRXD55dCypepBEckIGZm0m1lv4B6CCU8edvdbyu23cP/hQCFwqrt/WmsFGDKEreIJe5JNgPadO1eYgMd/tmvXrmqzDqSibi0iItU3ZAity48R0iJHIpJBMi5pN7NcYCTBuj5zgUlmNsHdv0o67DBgh/CxLzAq/Fk7CgroBIwj6KYS766yOWCzZ9fay6Skbi0iItVX0WJGWuRIRDJExiXtQHdglrt/D2BmTwNHAclJ+1HA4x6M9vzIzDY3s/bu/lOtlKBTJ5rm57Nemty5c61cfoPUrUVEpHq0yJGIZLicqAtQA9sAc5K254ax6h6DmQ0ws8lmNnnhwoVVL8GNNwZdUpKpi4qISPpSvS0iGS4Tk/ZUk+aWnz+xKsfg7qPdvZu7d2vbtm3VS9C3L4weHbSsmwU/R49W67eIyEYws95m9o2ZzTKzQbV6cdXbIpLhMrF7zFyCWQ7jOgDzanDMxlEXFRGRWlPF8UobR/W2iGSwTGxpnwTsYGbbmtkmQB9gQrljJgCnWKAHsKzW+rOLiEhdSIxXcve1QHy8koiIkIEt7e5ebGbnAa8TTPn4iLtPN7OB4f4HgFcIpnucRTDl42lRlVdERKok1Vik9Wb9MrMBwACAThpEKiINSMYl7QDu/gpBYp4ceyDpuQPn1ne5RESkxqo8FgkYDdCtW7f19ouIZKtM7B4jIiLZp+7HIomIZDAl7SIikg6qMl5JRKTBysjuMSIikl0qGq8UcbFERNKGknYREUkLqcYriYhIQN1jRERERETSnAUTrYiZLQTy6/hlWgLLIrpWVY/f0HGV7a9oX6p4qtgWwC9VKGNdqK3PpibX0WdTuag+m0z7XDq7ezWWds58GVZvp2PdsLHxhlgvVOecdKkb6ltD/Gxq8n+m+nW2u+tRTw9gdFTXqurxGzqusv0V7UsVryA2OdM/m5pcR59Nen42+lz0qM6/g7q4Tl3/G9zYeEOsF+rjc6nuZ5NudUND/Gzq6/+MusfUr39FeK2qHr+h4yrbX9G+VPHa/F3UhtoqT02uo8+mclF9NvpcBLK7bqiteBSy+XOpbF8m1A0N8bOpl/8z6h4jacPMJrt7t6jLIevTZ5Oe9LlIlPTvL33ps0lPG/u5qKVd0snoqAsgFdJnk570uUiU9O8vfemzSU8b9bmopV1EREREJM2ppV1EREREJM0paRcRERERSXNK2kVERERE0pySdhERERGRNKekXTKCmW1nZmPM7Pmoy9LQmdlmZjbWzB4ys75Rl0fW0f8TSRf6t5g+VGenr+r+P1HSLnXOzB4xswVm9mW5eG8z+8bMZpnZoMqu4e7fu/sZdVvShquan9ExwPPufiZwZL0XtoGpzmej/ydSG1Rnpz/V2emrLutsJe1SHx4DeicHzCwXGAkcBuwC/N3MdjGz3c3s5XKPLeu/yA3OY1TxMwI6AHPCw0rqsYwN1WNU/bMRqQ2PoTo73T2G6ux09Rh1VGfn1UbpRCrj7u+ZWZdy4e7ALHf/HsDMngaOcvebgSPquYgNXnU+I2AuwZfA5+gP/zpXzc/mq3ounmQh1dnpT3V2+qrLOlsfnkRlG9b95Q9BpbJNRQebWRszewDYy8wG13XhBKj4MxoPHGtmo4B/RVEwSf3Z6P+J1CHV2elPdXb6qpU6Wy3tEhVLEatweV53XwQMrLviSAopPyN3XwmcVt+FkTIq+mz0/0Tqiurs9Kc6O33VSp2tlnaJylygY9J2B2BeRGWR1PQZpS99NlLf9G8u/ekzSl+18tkoaZeoTAJ2MLNtzWwToA8wIeIySVn6jNKXPhupb/o3l/70GaWvWvlslLRLnTOzp4APgR3NbK6ZneHuxcB5wOvA18Cz7j49ynI2ZPqM0pc+G6lv+jeX/vQZpa+6/GzMvcIuaSIiIiIikgbU0i4iIiIikuaUtIuIiIiIpDkl7SIiIiIiaU5Ju4iIiIhImlPSLiIiIiKS5pS0i4iIiIikOSXt0iCZ2a91cM2rym1/UNuvEV53LzN7uJL9bc3stbp4bRGRKKjOFlHSLlKbynwBuPv+dfg691W0090XAj+Z2QF19PoiItlAdbZkFCXtIiEz+z8z+9jMPjOzN82sXRhva2YTzexTM3vQzPLNbIty594CNDGzz80sFsZ+DX/2NLN3zexZM/vWzG4xs75m9omZTTOz3yS9zgtmNil8rFeBm1lzYA93nxpuHxi+5udhuZuHh/4T6FtHvyoRkcipzpaGRkm7yDr/A3q4+17A08AVYfw64G13/x3wItCp/InuPghY5e5d3T1VxbsncCGwO3Ay8Ft37w48DJwfHnMPcJe77wMcG+4rrxvwZdL2ZcC57t4V+AOwKoxPDrdFRLKV6mxpUPKiLoBIGukAPGNm7YFNgB/C+O+BowHc/TUzW1KDa09y958AzOw74I0wPg04KHz+Z2AXM4uf08LMmrv7iqTrtAcWJm2/D9wZthSNd/e5YXwBsHUNyikikilUZ0uDopZ2kXXuA0a4++7AWcCmYdwqPqXK1iQ9L03aLmXdH885wH5hy09Xd9+mXOUPQatMvFy4+y1Af6AJ8JGZ7RTu2pR1LTgiItlIdbY0KEraRdZpCfwYPu+XFP8fcAKAmfUCWlVwfpGZNdqI138DOC++YWZdUxzzNbB90jG/cfdp7n4rwe3V+BfAbyl7S1ZEJNuozpYGRUm7NFRNzWxu0uMSYCjwnJn9F/gl6djrgV5m9ilwGPATUL41BWA08EV8UFMNXAB0M7MvzOwrYGD5A9x9BtAyafDSRWb2pZlNJWileTWMHwT8u4blEBFJN6qzpcEzd4+6DCJpzcwaAyXuXmxm+wGjwkFEUZXnYmCFu1c27+97wFHuXpO+nCIiGUt1tmQrDUQV2bBOwLNmlgOsBc6MuDyjgOMr2mlmbYE7VfmLSAOlOluyklraRURERETSnPq0i4iIiIikOSXtIiIiIiJpTkm7iIiIiEiaU9IuIiIiIpLmlLSLiIiIiKQ5Je0iIiIiImlOSbuIiIiISJpT0i4iacXMtjOzMWb2fNRlERGRyqnOrj9K2qVOmNkH1Tx+qJldVguvu6mZfWJmU81supldn7Svt5l9Y2azzGzQxr7WRpbz11q8Vq6ZfWZmL1dyTIXvPdX5Zra5mT1vZjPM7OtwKfB64e7fu/sZ9fV6IhJdnZ10vVT1UNbV2WY228ymmdnnZja5gmMq+x670My+DOMXlTtvg98FdUF1dv3Ji7oAkp3cff+IXnoN8Cd3/9XMGgH/M7NXgUnASOAQYC4wycwmuPtXEZWzNl0IfA20SLXTzHKp/L2nOv8e4DV3P87MNgGa1nahzWx34OZy4dPdfUFtv5aIVC7COjuuTD1UhXorkx3k7r9Usr+i77FfgTOB7sBa4DUz+7e7zwzPq/S7YGOpzo6eWtql2sxsSNj68aaZPZWqtSXeKmFmXcKW2ofCloE3zKxJ+esAOyade1LYyvC5mT0YVt6Y2T5m9kXYCrFZeL3dkl/XA/EWkUbhwwkquVlhi8Ba4GngqPC6r5jZ1hvxXm81s3OStoea2aVm9k8zmxKWc0CK87qY2ZdJ25eZ2dAN/R7KXaMD8Bfg4VTlD1X23tc738xaAH8ExgC4+1p3X1rV8ofxGWb2cNgiFDOzP5vZ+2Y208y6h9ed5u5HlHuo8hepZelcZ4fHparHsrLOropKvsd2Bj5y90J3LwbeBY4OX3uD3wWqszOfknapFjPbG+gD7AUcA+xThdN2AEa6+67AUuDYiq5jZjsDfwMOcPeuQAnQF8DdJwETgOHAbcA4d/+Sciy4Rfg5sACY6O4fA9sAc5IOmxvGcPfD3X3eRrzXp8Myx50APEfQArE30A24wMzaVPgbWv+1K/w9lHM3cAVQWsnlKnzvFZy/HbAQeNSCW60Pm9lmVS17aHuC1vo9gJ2AE4HfA5cBV1V2opm1MbMHgL3MbHA1X1dEkmRCnU3qeihb62wH3gj/OFjvD4Ok66X6HvsS+GNYRzYFDgc6hqfczYa/CyqjOjsDqHuMVNcfgBfdvRDAzCZU4Zwf3P3z8PkUoAuwRQXXORjYm+BWKEATgkorbhhBV5fVwAWpXszdS4CuZrY58GLYsmOpDt1Auav0Xt39MzPbMmz5aQsscfeCsAXj6PCwjgRfhIs28JpxG/o9YGZHAAvcfYqZ9azkWinfeyXn5wG/A85394/N7B5gEHBNFcsOwWc+LSzndOAtd3czm0bw+VfI3RcBA6vxWiJSsbSusyuph7Kuzg4d4O7zzGxLYKKZzXD391KUcb3vMXf/0sxuBSYSdJWZChRX47ugMqqzM4CSdqmJDVWc5a1Jel5CUJlVdB0Dxrp7RX+ttwaaEdwu3BRYWWEh3Zea2X+A3sD7rGuRAOgArNdSk+oyVTgG4HngOGAr4Omw4vwzsJ+7F4bl2LTcOcWUvduVvH9DvweAA4Ajzezw8NwWZjbO3U8qd9xcUr/3lOcTtKzMDVt24u+tokFgyV+sjZKeJ3/mpUnbpajeEalv6VxnV1QPjST76mzidwjcfYGZvUjQDWi9pD3p+OTvsS/dfQxh10Uzu4mgfq/qd0G8nHGqszOMusdIdb0HHG1mTcysOfB/tXydt4DjwlYIzKy1mXVOOm80QYtvDLi1/EXNrG3YMoEF/TD/DMwgaOnZwcy2tWBgZR+C27aY2Vtmtk35a1XzvT4dXvM4gi+DlgStN4VmthPQI8U584Etw1uLjYEjkvZt6PeAuw929w7u3iV87bcrqKRTvveKznf3n4E5Zhbvs3owUNHgr87h7zyHoB98jfpwikidSes6u5J6LOvqbAv69TePPwd6EXR5odxxFX2PkXT9TgRdgJ6qxncBqM7OaPrrSarF3T81s2eAz4F84L+1eR13/8rMribo85cDFAHnAvlmdgpQ7O5PWjDA5wMz+5O7v5106fbA2HB/DvCsu78MYGbnAa8TVFKPuPv08DW2BxZvzHsNr9Uc+NHdfzKz14CBZvYF8A3wUYpzisxsGPAx8ANhpbyh30Nlv9c4M3sF6O/u89y9ONV738Alzgdi4Zfl98BpFRy3CHicoLXqTeAU4LGqlFFE6l4G1NkVvV7KeivD6+x2BF1dIMi/nnT316BsnU0l32PACxb0tS8CznX3JZX8GlNRnZ3BzL26d81E1rFg5Pyv7n571GWpCQv6u5/u7pdU4dihZPB7rW1m1gV42d3Xmw1CRNJTptdjqrNrTnV25lNLuzRo4UwGG6z8RUQkeqqzpSFTS7uIiIiISJrTQFQRERERkTSnpF1EREREJM0paRcRERERSXMaiBraYostvEuXLlEXQ0SkRqZMmfKLu7eNuhz1SfW2iGSqmtTZStpDXbp0YfLkyVEXQ0SkRsysSnP4ZxPV2yKSqWpSZ6t7jIiIbJCZzTazaWb2uZlNDmOtzWyimc0Mf7ZKOn6wmc0ys2/M7NCk+N7hdWaZ2b0WrjRjZo3N7Jkw/nE4p7SIiISUtIuISFUd5O5d3b1buD0IeMvddyBYxn0QgJntQrCc+q5Ab+D+cHVHgFHAAGCH8NE7jJ9BsIz89sBdpFjyXkSkIVPSLiIiNXUUMDZ8Phb4a1L8aXdf4+4/ALOA7mbWHmjh7h96sEjI4+XOiV/reeDgeCu8iIgoaRcRkapx4A0zm2JmA8JYO3f/CSD8uWUY3waYk3Tu3DC2Tfi8fLzMOe5eDCwD2pQvhJkNMLPJZjZ54cKFtfLGREQygQaiiohIVRzg7vPMbEtgopnNqOTYVC3kXkm8snPKBtxHA6MBunXrpiW9RaTBUEu7iIhskLvPC38uAF4EugPzwy4vhD8XhIfPBTomnd4BmBfGO6SIlznHzPKAlsDiungvIiKZSEm7iIhUysw2M7Pm8edAL+BLYALQLzysH/BS+HwC0CecEWZbggGnn4RdaFaYWY+wv/op5c6JX+s44O2w37uIiKDuMSIismHtgBfDcaF5wJPu/pqZTQKeNbMzgALgeAB3n25mzwJfAcXAue5eEl7rbOAxoAnwavgAGAM8YWazCFrY+9THGxMRyRRK2kVEpFLu/j2wZ4r4IuDgCs65EbgxRXwysFuK+GrCpF9ERNan7jEiInUlFoMuXSAnJ/gZi0VdIhERqQ0R1O9K2kVE6kIsBgMGQH4+uAc/BwyouGJXgi8ismHpUFdWt36vJUraRURS2dgvhiFDoLCwbKywMIineq0IvgBEROpVRfVqVePnnFO3dWVV6/3q1O+1yd3r5AE8QjD915dJsWeAz8PHbODzMN4FWJW074Gkc/YGphGsqHcvYGG8cXi9WcDHQJekc/oBM8NHv6qUd++993YREXd3HzfOvWlT9+BrIXg0bRrEq8qs7Pnxh9n6x3bunPrYzp2r/HLAZK+j+jxdH6q3RTJIRfXq2WdXPV5Rvdq5c3D9zp2DY+LbtVG+VNepTv1egZrU2XXZ0v4Y0Ds54O5/c/eu7t4VeAEYn7T7u/g+dx+YFB8FDCCYMmyHpGueASxx9+2Bu4BbAcysNXAdsC/BPMLXmVmrWn5vIpLNqtuKkqp1plOn1MemihcUpD62oriISKapqF4dPbrqca9gFth4i/vGdEesTr1fnfq9FtVZ0u7u71HBwhjh/LwnAE9Vdo1wsY4W7v5h+FfJ48Bfw91HAWPD588DB4fXPRSY6O6L3X0JMJFyfzyIiFSqomQ5P3/9ir6iri2HHw5Nm5Y9v2nTIL4xCb6ISCaqqF4tKalePJXc3I3vjpifX/Vy33hj6vr9xvUmzKpVUfVp/wMw391nJsW2NbPPzOxdM/tDGNuGYJW8uLlhLL5vDoC7FwPLgDbJ8RTniEhDsLH90StKls3Wr+gvvDD1l8UrrwQtRZ07B+d17gz9+sHYsVVP8Ov4C0BEZKNVtT9669apz8/NrV48WC9inaZNK07wUyXcFbWoV/R6qb4P+vZdv34fPTqI16Gokva/U7aV/Segk7vvBVwCPGlmLQBLcW783khF+yo7pwwzG2Bmk81s8sKFC6tceBFJY7Uxa0uqVhSz9W/NFhbCokWpr1tQEFTgs2dDaWnw85VXqp7g18MXgIjIRqmovk01YHT5cthkk7LnN20aHJeq0aKi+MCB69eVnTunLl91uiOWlFTceJLqe6J8/V4P9XV8UGfdXNysC/Cyu++WFMsDfgT2dve5FZz3H+Cy8Lh33H2nMP53oKe7n2VmrwND3f3D8Jo/A20JVtHr6e5nhec8CPzH3SvtitOtWzefPHnyRr1fEUkDXbqkvs3ZuXNQsSaLf+EkJ9JNmwZfAhC0yBQUBBV/RbdOK5Lq9XJyUvfJNAsq/o1gZlPcvdtGXSTDqN4WqV1FRUUsW7aMpUuXsnTpUlauXMmqVatYvXo1qyZOZPUzz7B60SKKWrWi+LDDKH7lFYqXLqUYKAFK4w8zSt3xcBuC1lPfdFNo1AhfsQKaN4cDDoCddoIZM/D334d4fP/9E3E++GD9eHkzZsBbb0Fx8bpYXh4cfPD6xz/ySHC98uLXL/96sMFr77zzzpx11lnV+l3XpM6OImnvDQx29wOTYm2Bxe5eYmbbAf8Fdnf3xeEy2ecTzBDzCnCfu79iZueGxww0sz7AMe5+QjgQdQrwu/DynxL8gZCyf32cKn+R9FJaWsqKFSuCL49YjCX33svy+fNZtcUWrD7mGFbttVfwRbJqFWvXrqW4uDh43HILxUAx675A4l8c3r8/paWlxOs9f/ZZfOXK9W/FbbYZHHts2dgLL8DKlcF5yfFNNglaaJJvz+bmwn77wbbblr3G+PGJa6z3escck9g87rjjOPLII6v4mwooaReRirg78+bNY9asWcyZM6fMY+7cufzyyy8sXbqUX3/9NeqiZqTevXvz6quvVuucmtTZedV6heoV5imgJ7CFmc0FrnP3MQQt4eVbvf8IDDOz+B9rA5OS7LMJZqJpArwaPgDGAE+Y2SyCAa99AMJE/wZgUnjcsA0l7CJS/5YtW8a0adOYOXMmc+fOTXx5zJk2jXnz5rG0tJSUbc+//LKuJby6Hn64asetXAmPP161Y9euXT9WUgL/+1/wqOrrPfFEYnPHHXesdtIuIgJQUlLCV199xeeff87UqVMTP3/55ZeoiyYbqc6Sdnf/ewXxU1PEXiCYAjLV8ZOB3VLEVwPHV3DOIwTzxItIGliwYAHvvfceU6dO5YsvvmDq1KnkV7e7iYiIpDR//nxee+01Xn31Vd544w2WLFlSo+uYGZtvvjmtGjWi5dKlNFu7liabbsqmq1fTBNg0fDQiSCAbAXl5eeQWF5NHMFAyp1Ejcn73O+zTT7GiInIIBxs2aoQdfzy2996J10r1+rVq2DBI9bto1QquvbbWrtG5oj71tazOknYRabiKi4v56KOPeO2113jttdeYMmVKja7TDGgFbB4+WgBNCb40miT9bMS6L5G8zTcn7/DDyX31VfKWLMFatyZnzRps5crEl0f8wWabYUVF2Nq160awb7IJnHrqur6MFaj1L5ckXbt2rbNri0h2+Oqrr3jyySd59dVX+fTTTzd4fPPmzdlll13o3LkzHTt2pOP8+XR89lk6rF1LO4I6tvmmm5LTp08wy1X8LuLq1akH4kMwdufGG8uO/7nxxmBQZnzu8/Lx+nTJJanjS5fCRRdV7Rpt26Ye+3TfffX+fuq0T3smUd9IkY1TXFzMv//9b8aNG8fEiRNZtmxZpcc3AnYJH52AjkCH8Oc2BPO31qhVIdWgzsoGgD7xRPRfLLVAfdpFst/atWv55z//yf3338+7775b4XFbAd2bNKFr797sedJJdM3Pp8vdd5MzZ866em7IkNQD7HNzU0+hWD5xjw/aT+f6sjoTE1SmDv4ASas+7SLSMPz88888/PDDPPjgg8ydm3JCKHJzc9lvv/3Yb7/92GOPPdjz5JPZEdgk5dEppPqyaNIk9XSLqab4qmj2l06dgoo3nb90RKTBmzt3LqNHj+ahhx7i559/Xm9/Xl4eB2y/Pb2/+47DiorYA7BVq+D112GrrYKW83hLcXxaxvLTz8ZVNOe5e5DsZlIDx403pm4lr+4aGGnyPaGkXURq5L333mPkyJGMHz+e4uSpsEIdOnTgsMMOo3fv3hy8aBEtb7wR3n8/qOzbtEmdcLdpA6tWrV/B9usXzGWe/GUBVa+Ma6viFhGpR/Pnz+faa69lzJgxlJRLpnNzcvjrpptyYmEhB7dvT8uFC6GoqOwFCguD1vDyiXh8MaFUCXpF8eq2TqeDeKKdBXdTQUm7iFTT9OnTufTSS3n99dfX29e2RQv6AycuX86uOTnYgQcGSfhFF5Vt5WnUKOg7njzzStOmcM89wfPqVLBVOTbLKm4RyW5r1qzhnnvuYfjw4awoN6f41ltvzYAePej/yitsE69X58xJcZVQRS3n8cWEUjWSJLfMx+OZ2siRJq3ktcLd9XBn7733dhGp2MKFC/2cc87x3NxcJ1wnI/74w447+pPnnOOrmzRxD26iBo+mTd3btCkbiz/atHHv3NndLPg5blzUbzGjAZM9DerS+nyo3pZsU1pa6s8995xvu+2269WzB4I/v8UWvvaxx4I6M1W9muqRm5s6Hq93U9XDFcWl1tSkztZA1JAGNImktnbtWkaMGMGwYcPKDC7NAU4FLgJ2r6yPeUVqYRVQWUcDUUUy2/fff89pp53Ge++9Vya+sxl3uHNYPFC+dbwylbWcp/sg0ixXkzo7p64KIyKZ77PPPmOPPfbg0ksvLZOw/xn4nGCFs90h+DKoTsIOqQeMiog0QM888wxdu3Ytk7C3bt2a+1q1Ympywg7r+qOn0qZN0PfcLPg5ejTcf3/ws3xcCXvGUdIuIutxd0aNGkWP7t355ptvEvHfbrUV/wLeIEzWq6JNm6BVJ1km948UEaklhYWFDBgwgD59+iT6rufl5XHxxRcza9Yszlu6lEapToz3R08WHxc0e3ZwF3P27HWJed++qeOSUZS0i0gZy5cvp0+fPpxzzjmsDWeFaQbcBUxbtowj2rQh5bJCFSXn99yjVh4RkXKmT59O9+7deeihhxKx7fLy+LC4mDvHj6fVK69UfEcyXo+qXm1QNHuMiCR89tlnHH/88Xz33XeJ2J7Ac8AOEMwE07Rp6hkHNjTzi75MREQAiMVinHnmmaxatSoR+1tuLg8WF9MS1s2lXtlMLtk0K4pUiVraRQRiMR5s04Yev/tdmYT9bOAjwoQ9bvHiilt4dAtWRKRS99xzDyeddFIiYW/SpAkPtW7NUyUlQcIeV1gYrE+hFnUJqaVdpIHzceO4/rTTuD5pgaRmwEPNmtHn11/XP0GriIqIVJu7c91113HDDTckYjvvvDPPPfccu+5ewSihggLVt5KgpF2kAXN3LjvnHO5MStgT3WEaNw5azLNlgQ0RkYiUlpZywQUXMHLkyERs/8aNefnrr2n1l79A69apZ+DSLFuSRN1jRBqokpISzjrrLO5MWm3vUOADwu4wlXWDERGRKikqKuLkk08uk7D3zsnhjTVraAVB//Xly4NVopOpkUTKUUu7SANUVFTEqaeeypNPPpmIHQM8CTSOB9QNRkRko6xatYrjjz+ef//734nY35o25fHCQsqk6EVFwQxczZqlHsgvgpJ2kQZn9erV9OnTh5deeikROzk3l0dKStZVCGrhERHZKGvWrOGII47g7bffTsTOOussRj74ICmXRlq8GH75pd7KJ5lH3WNEGpCisWM5ulWrMgn72WefzWOPPkqeusGIiNSK0tJSTj311DIJ+1VXXcWoUaPI7dw59Unqvy4boKRdpIHwceM464wzeG316kTsirw8Ru6/Pzknn6ypGkVEasmgQYN4+umnE9vDhg3jxhtvxMyCu5haJVpqQEm7SAMx/LzzeLSkJLF9NXBLcTF29dXRFUpEJMvcd999/OMf/0hsn92sGVdfey106QKxWNAookH+UgPq0y7SAIwbN45rly1LbJ8KDAMMgkFPIiKy0V544QUuvPDCxPZRubn8f3t3Hh91df1//HXCDgpFRPaAC/br0hYLpW51wwVpK2pdsIBUEERRXFnDphAWUREQUVTEJQq4r9Ufiq3UuuGKYlUUEjYBBRQMa3J+f8wnwySGEMJkPpPJ+/l4zGPmnvl8JicMuTm5cz/3Tt28OdLXFuxyCrrIX8pEI+0iKe6NN96gZ8+e0fbpwAyCgh00j1JEJA7eeustunbtirsDcGz16jyWl1f4otPcXMjICCU/qfhUtIuksMWLF3PeeeexY8cOAI4240mgWsEBmkcpIrLPvvrqK8455xy2bdsGQOvWrXlh+3ZqF3ewPt2UMlLRLpKivvvuOzp16sSPwbSYJk2a8NKkSdTTPEoRkbj5+eefOb9DB9avXw/AQWlpvHLllRyoVWIkzlS0i6SgnTt3cuHJJ5OdnQ1AHTNe6teP9Guv1SoxIiJx4u5c2bEjn69YAUBN4KX8fA4ZNgw6ddIqMRJXKtpFUtCI88/nP199BUR+yOe6c8zYsZGVC0REJC7uu+8+HvnPf6Ltu4F2EJm7/vLLWiVG4kpFu0iKefXVVxn3wgvR9i1AJ9AFUCIicfTBBx9wzTXXRNs9gctiD8jJiRTo+nRT4kRFu0gKWbVqFd27d4+2zwCGxB6gC6BERPbZhg0buOCCC9i+fTsAvwPuKnqQ5q5LnKloF0kRO3fu5O9//zvr1q0DoAnwKEV+yPVLRERkn/ijj9KjWTOWLVsGQN3q1XmyZk1qxR6kuetSDlS0i6SIW265hX//+98ApJnxWI0aHBR7gH6JiIjsm6wsZvTsyQtbtkRDs4DDLrtMc9el3GlHVJEU8NprrzFmzJhoe+SoUZxy6KGROew5OZER9sxM/RIREdkHywYN4qZg3wuA64Hztm+PXHQajLyLlBcV7SIV3A/33EO3fv2iu/CdduSRZGRkQJUqKtJFROLE3bl85Uo2B+3/A8YWPKnrhSQBym16jJnNNLO1ZvZZTGyUma00s4+DW6eY54aY2RIz+9LMzoqJtzWzRcFzU8zMgngNM5sTxN81s1Yx5/Qws6+DW4/y+h5FQpeVxXVXX82a/HwAGgFZS5dSZfbscPMSEUkx9957L68Hj9OITIupWfCkrheSBCjPOe2zgI7FxCe5e5vg9jKAmR0JdAGOCs6528yqBMdPB/oArYNbwWv2Aja4+2HAJGBC8FoHACOBPwLtgZFmVj/+355I+F68/noezcuLtu8HGm/ZoqUdRUTiaOnSpdx0003R9gAiRQag64UkYcqtaHf3N4H1pTy8MzDb3be5+1JgCdDezJoAdd39bY989v8wcG7MOQ8Fj58EOgSj8GcB89x9vbtvAOZR/B8PIhXaxo0buSJYKQagK/CXgoY+qhURiYv8/Hx69erFzz//DMCRzZoxKj1dF51KwoUxp/1qM7sUWAjcGBTWzYB3Yo5ZEcR2BI+LxgnulwO4+04z+xFoEBsv5pxCzKwPkVF80vXRllQwAwYMYFXw+CBgcuyT+v8sIhIX99xzD2+88QYAaWlpPPj009Rs3z7krKQySvSSj9OBQ4E2wGrg9iBuxRzrJcTLek7hoPsMd2/n7u0aNmxYQtoiyWXevHncf//90fY0In+xAvqoVkQkTpYuXcrAgQOj7YEDB9JeBbuEJKFFu7uvcfc8d88H7iMy5xwio+EtYg5tDqwK4s2LiRc6x8yqAvWITMfZ3WuJpITNmzfTu3fvaPtvf/gDF2h9YBGR+MnKIr9lS3oecsiuaTFHHsmoUaPCzUsqtYQW7cEc9QLnAQUryzwPdAlWhDmYyAWn77n7amCTmR0bzFe/FHgu5pyClWEuAOYH895fBc40s/rBBahnBjGRlDBkyBCys7MBOOCAA7jr+ecj6wPn50fuVbCLiJRdVhb06cP0nBz+FYSqALMuvpgaNWqEmJhUduU2p93MHgdOAQ40sxVEVnQ5xczaEJmusgy4AsDdPzezucBiYCfQz90LlsS4kshKNLWAfwY3gAeAR8xsCZER9i7Ba603s9HA+8Fxt7h7aS+IFUleWVksuPFG7lqzJhqaPHkyjRs3DjEpEZEUk5HB0txcBsaEBgJ/mDkTRowIKyuR8iva3f2SYsIPlHB8JvCLibjuvhA4upj4VuDC3bzWTGBmqZMVSXZZWWzt3ZteMVtn/zktDY2pS6IEy/AuBFa6+1+C5XXnAK2IDMJcFCwsgJkNIbIsbx7Q391fDeJt2TUI8zJwrbu7mdUgsjpYW+AH4GJ3X5awb04kVk4O1wO5QfMoIqOOWpVLwpboC1FFpCwyMpi4ZQtfB826wD35+diwYWFmJZXLtcAXMe3BwOvu3hp4PWjHdd8NkTC80rBhdB4uRPa/qAFalUtCp6JdpALIzs7etV02MJ7gCm2N/EgCmFlz4M9E6pcCsXtlPEThPTTite+GSEJt27aN/mm7SqPLgGNBq3JJUlDRLlIB3Fi7NluDx8cQbC4AGvmRRLmTyLTe/JhYo2CxAIL7g4L47vbKaEYp990ACvbd+AUz62NmC81s4bqYzcVE4uHOO+/k6+++A6CeGeNAq3JJ0lDRLpLkXnvtNZ7KzY22pxJZyUAjP5IIZvYXYK27f1DaU4qJlXXfjV8Gtb+GlJOVK1cyevToaPuWO++kkbtW5ZKkoaJdJInt2LGD/v37R9vd69ThBK3HLol1AnCOmS0DZgOnmdmjwJqCZXyD+7XB8fHcd0MkYQYMGBBdk/3oo4/mqquuCjkjkcJUtIsksalTp/LFF5Fr//bff38mfP211mOXhHL3Ie7e3N1bEbnAdL67d6PwXhk9KLyHRrz23RBJiDfffJPHH3882p46dSpVq5bbAnsiZaKiXSRJrV69utDueyNHjqRJkya7P0EkscYDZ5jZ18AZQRt3/xwo2HfjFX6578b9RC5O/YbC+240CPbduIFgJRqRcpeVxc6WLbn65JOjoYsvvphTTjklvJxEdkN/Rooko6wsBl9xBZuCj2r/r2lTrrnmmpCTksrO3f8FkU0i3f0HoMNujovbvhsi5aZg59PcXBYFodrAbccfH2ZWIrulkXaRZJOVxX979eLhoGAHmPLDD1R/4okQkxIRSTEZGazNzSV2j9PhQPM77ggrI5ESqWgXSTL5Q4dy7bZt0fb5wBnbtkFGRnhJiYikmpwcRgAbg2Zr4PogLpKMVLSLJJnZOTksDB7XBG4veEK/SERE4uaLJk0K7RZ2J9r5VJKbinaRJLJ161aGVqkSbV8HtCpo6BeJiEjcDG7cmIIrpE8HzgbtfyFJTUW7SBK56667yM6L/Bo5kJglNPSLREQkbt58802e//BDILKz162Aaf8LSXIq2kWSxPr168mMKcxH1K9PPW2kJCISV+7OTTfdFG13696dY7TzqVQAWvJRJEmMGTOGjRs3AnDYYYdxxeefQ/Xq4SYlIpIqsrIgI4O52dm8H4Rq1KjBmDFjQk1LpLRUtIuELSuLbwcO5K5Vq6Kh8ePHU10Fu4hIfARrsm/LzWVITPjaM84gXdcLSQWhol0kTMEvkqG5uewIQsenpXH+li2hpiUiklIyMiA3l+nA0iB0ADDkk09CTEpk72hOu0iYMjJ4LzeXOTGh2/LzsWHDQktJRCTl5OSwERgdExoO/GrFinDyESkDFe0iYcrJYWhM8wLguCAuIiJxkp7O7cD6oHkIcFUQF6koVLSLhOiNgw7i9eBxFSC6dox+kYiIxM3agQOZFNMeDVTXUrpSwahoFwmJuzOsbt1o+x/A4aA12UVE4mz8kiX8HDz+DdAlPV1L6UqFowtRRULyz3/+k/9+/TUA1YEREFmTPTNTv0hEROJkxYoV3H333dH26GefJa1z5xAzEikbFe0iIcjPz2dYzMWmfa6+mvSpU0PMSEQkNY0ePZpt27YB0L59e84555yQMxIpG02PEQnB008/zUcffQRArVq1yMjICDkjEZHU88033zBz5sxoOzMzEzMLMSORslPRLpJgeXl5jBgxItq+5ppraNy4cYgZiYikmKwsaNWKUYcdxs6dOwE45ZRT6NChQ8iJiZSdpseIJFhWVhZffPEFAHXr1mXgwIEhZyQikkKCTes+z80lKyacedJJGmWXCk0j7SIJtH37dkaNGhVt33DDDTRo0CC8hEREUk2w++lwwINQJ+D4hx4KMSmRfaeiXSSBZs6cydKlkU20GzRowPXXXx9yRiIiKSYnh4XAMzGhMUFcpCJT0S6SIFu2bGH06F2baA8aNIi6Meu0i4hIHKSnMyqmeSFwTBAXqchUtIskQlYW05s1Y9WqVQA0rlePfv36hZyUiEjqeb9nT14KHhtwM2jTOkkJKtpFyltWFpt692bchg3R0LDcXGo/80wJJ4mISFnc/N570ccXA0e0bKndTyUllFvRbmYzzWytmX0WE5toZv8zs0/N7Bkz+1UQb2VmW8zs4+B2T8w5bc1skZktMbMpFlz6bWY1zGxOEH/XzFrFnNPDzL4Obj3K63sUKZWMDKZs2cL3QbMl0HvHjsjFUiIiEjfvv/8+L70UGWc3M4Z//jksW6aCXVJCeY60zwI6FonNA452998CXwFDYp77xt3bBLe+MfHpQB+gdXAreM1ewAZ3PwyYBEwAMLMDgJHAH4H2wEgzqx/Pb0xkb/yUnc3tMe2RQHXQRVEiInF2yy23RB9ffPHFHHnkkSFmIxJf5Va0u/ubwPoisf/n7juD5jtA85Jew8yaAHXd/W13d+Bh4Nzg6c5AwfpNTwIdglH4s4B57r7e3TcQ+UOh6B8PIglz169+RcHEmEOB7gVP6KIoEZG4WbhwIS+++CIQjLIPHx5yRiLxFeac9p7AP2PaB5vZR2b2bzP7UxBrBqyIOWZFECt4bjlA8IfAj0CD2Hgx5xRiZn3MbKGZLVy3bt2+fj8iv7Bp0yZu37kz2s4g2NFMF0WJiMTVzTffHH180UUXaZRdUk4oRbuZZQA7IbpZ2Wog3d2PAW4AHjOzukQu/C6qYK+E3T1X0jmFg+4z3L2du7dr2LDh3nwLIqUybdo01m/eDMDBVavSDUAXRYmIxNUHH3ygUXZJeQkv2oMLQ/8CdA2mvODu29z9h+DxB8A3wOFERsljp9A0B1YFj1cALYLXrArUIzIdJxov5hyRhNm8eTO33XZbtD3s3nup5q6LokRE4iUrC1q14uZ27aKhiy66iKOOOirEpETKR0KLdjPrCAwCznH33Jh4QzOrEjw+hMgFp9+6+2pgk5kdG8xXvxR4LjjteaBgZZgLgPnBHwGvAmeaWf3gAtQzg5hIQk2bNo0ffvgBgIMPPpju3bvv4QwRESm1rCzo04cPsrN5IQgZMPyYY8LMSqTclOeSj48DbwO/NrMVZtYLuAvYH5hXZGnHk4BPzewTIheV9nX3gotYrwTuB5YQGYEvmAf/ANDAzJYQmVIzGCA4bzTwfnC7Jea1RBKi6Cj70KFDqVatWogZiYikmIwMyM3l5pjQhcBR06eHlZFIuapaXi/s7pcUE35gN8c+BTy1m+cWAkcXE99K5OezuHNmAjNLnaxInE2fPp3vv4+szN6yZUsuvfTSkDMSEUkxOTl8CIVH2YO4SCrSjqgicfbzzz8zceLEaHvo0KFUr149xIxERFJQejpjYpoXEozwaTldSVEq2kXiKSuL6c2bU7CEaHqDBvzjH/8INycRkRT0Wd++PBPTHgZaTldSmop2kXjJyiK3d28mbtwYDQ396SeqP/FEeDmJiKSozE8+iT4+F/iNltOVFKeiXSReMjK4Z8sW1gbNFsBlO3ZELpYSEZG4+fLLL5kzZ060nfH++1pOV1KeinaRONmSnc2tMe0hQHXQRVEiInE2fvx4gq1e6NixI+1i1mkXSVUq2kXi5P769VkTPG4G9Cx4QhdFiYjEzbJly3jkkUeibe1+KpWFinaRONi2bRsTYtqDgBqgi6JEROJswoQJ5OXlAXDqqady/PHHh5yRSGKoaBeJg1mzZrFywwYAGqWlcTmALooSEYmrlStXMnPmrm1Yhg0bFmI2IolVbpsriVQWO3bsYPz48dH2gFtvpdaNN4aYkYhIapo4cSLbt28H4LjjjuPUU08NOSORxNFIu8g+evTRR1m2bBkABx54IH379g03IRGRFLRmzRpmzJgRbQ8bNgwzCzEjkcRS0S5SVllZ7GzZkrE9o5eccsMNN1CnTp0QkxIRSTFZWdCqFZMaN2bLli0A/P73v+fss88OOTGRxNL0GJGyyMqCPn2Yk5vLkiBUH+h34IFhZiUiklqCvnZ9bi7TYsLD/vQnjbJLpaORdpGyyMggPzeX2HVhrgXqaqUYEZH4yciA3FwmA5uD0FFA52eeCTEpkXCoaBcpi5wcngK+CJr7A/2DuIiIxElODj8BU2JCGUDa8uUhJSQSHhXtImXgLVowJqZ9DZHpMdpISUQkjtLTmQZsDJqtgYuCuEhlo6JdpAxevOACPg0e1wauB22kJCISZ7kjRjAppj0YqKK+ViopFe0ie8ndGfOf/0TbVwIHaiMlEZG4u3/zZtYFj1sA3dLT1ddKpbXH1WPM7CB3X1sk9mt3/7L80hJJXvPmzeO9994DoEaNGty4dCk0aRJyViJ7pv5cKpLt27czceLEaHvg1KlUv/rqEDMSCVdpRtoXmNlFBQ0zuxHQZdtSaY0Zs2s2++WXX04TFexScag/l+QXrMv+cI0arFixAoBGjRrRq1evkBMTCVdpivZTgO5m9oSZvQkcDrQv16xEktSbb77JggULAKhWrRoDBw4MOSORvXIKZejPzaymmb1nZp+Y2edmdnMQP8DM5pnZ18F9/ZhzhpjZEjP70szOiom3NbNFwXNTLFhs28xqmNmcIP6umbWK8/cuFUGwLvvO7GzGx4RvOPVUatWqFVpaIslgj0W7u68GXgGOA1oBD7v75hJPEkk1wcjP6JNPjoZ69OhBulYwkApkH/rzbcBp7v47oA3Q0cyOJXJd4Ovu3hp4PWhjZkcCXYgsqd0RuNvMqgSvNR3oQ2QhkNbB8wC9gA3ufhgwCZiwT9+sVEzBuuxzgW+C0K+Avm+9FV5OIklij0W7mc0D/ggcDXQCJpnZbeWdmEjSCEZ+3snO5rUglAYMPuKIMLMS2Wtl7c89oqC4rxbcHOgMPBTEHwLODR53Bma7+zZ3XwosAdqbWROgrru/7e4OPFzknILXehLoUDAKL5VITg75wNiYUH+gbjBNRqQyK830mGnufqm7b3T3z4DjgR/LOS+R5BGM/MQuMPZ34NApU3Z3hkiyKnN/bmZVzOxjYC0wz93fBRoFo/cFo/gHBYc3A2J3v1kRxJoFj4vGC53j7juDvBoUk0cfM1toZgvXrVtX9Gmp6NLTeR74PGjWIdi4Tp9qipRqesyzRdo73X10uWUkkmxycvgIeDFoGjA0iItUJPvSn7t7nru3AZoTGTU/uoTDixsh9xLiJZ1TNI8Z7t7O3ds1bNhwD1lLReNjxpCZtqs0uRJooHXZRYASinYz+09wv8nMfoq5bTKznxKXokjI0tMLjbJfABwRxEUqgnj25+6+EfgXkbnoa4IpLwT3BctJriCyrHaB5sCqIN68mHihc8ysKlAPWL83uUnFN++gg1iYnw9ADeCGZs20LrtIYLdFu7ufGNzv7+51Y277u3vdxKUoEq7Pr7ySp2LaQ0G7n0qFsq/9uZk1NLNfBY9rAacD/wOeB3oEh/UAngsePw90CVaEOZjIBafvBVNoNpnZscF89UuLnFPwWhcA84N571KJFFpSt18/mqxYoYJdJFDi5kpmlgZ86u4lfQwqktIyP/kk+vivQJuWLSMFu36RSAWyj/15E+ChYAWYNGCuu79oZm8Dc82sF5ADXAjg7p+b2VxgMbAT6OfuecFrXQnMAmoB/wxuAA8Aj5jZEiIj7F3KkKdUYAsWLIguqVu1alUtqStSRIlFu7vnB+vypru7JvBKpfPVV18xZ86caHv4e+/BH/4QYkYiZbMv/bm7fwocU0z8B6DDbs7JBH7xcZS7LySyek3R+FaCol8qp8yYTy+7d++uJXVFiiixaA80AT43s/eAnwuC7n5OuWUlkiTGjh1LfjC/8qyzzuIPKtilYlN/Lknp/fff59VXXwUgLS2NwYMHh5yRSPIpTdF+c7lnIZKEvv32Wx599NFoe8SIESFmIxIX6s8lKY0du2tl9osuuojDDz88xGxEklNpivZO7j4oNmBmE4B/l09KIslh3Lhx5OVFpuGedtppHH/88SFnJLLP1J9L0vnss8949tlno+2hQ4eGl4xIEivN5kpnFBM7e08nmdlMM1trZp/FxA4ws3lm9nVwXz/muSFmtsTMvjSzs2Libc1sUfDclIId8oJVCeYE8XfNrFXMOT2Cr/G1mRWsRiBSajk5OTz00EPR9vDhw0PMRiRuytSfi5Sn2FH2zp0785vf/CbEbESSV0nrtF9pZouAX5vZpzG3pcCiUrz2LCLr+MYaDLzu7q2B14M2ZnYkkZUCjgrOuTtYpQBgOtCHyJJhrWNesxewwd0PAyYBE4LXOgAYSWSr7vbAyNg/DkRKlJUFrVoxoWVLduzYAcCJJ57IySefHHJiImUXh/5cpFwsWbKk0MX+GRkZIWYjktxKmh7zGJGluMYRFNeBTe6+xw0v3P3N2NHvQGfglODxQ0Q26BgUxGe7+zZgabDkV3szWwbUdfe3AczsYeDcIK/OwKjgtZ4E7gpG4c8issX2+uCceUQK/cf3lLNUcllZ0KcPq3JzeSAmPPyEEwg+4BGpqPapPxcpL+PHj49e7H/mmWfqYn+REpS0udKP7r7M3S9x92xgC5Etpfczs7Kuw9Qo2FyD4P6gIN4MWB5z3Iog1ix4XDRe6Bx33wn8CDQo4bV+wcz6mNlCM1u4bt26Mn5LkjIyMiA3l4nAtiDUHjjjcf29JxVbOfXnIvuk6DREjbKLlGyPc9rN7K9m9jWwlMjFSsvYtRlGvBQ3jOklxMt6TuGg+wx3b+fu7Ro2bFiqRCWF5eSwFrg3JjQcsOXLd3OCSMWSoP5cpFQmTpzIzp07AfjTn/7ESSedFHJGIsmtNBeijgGOBb5y94OJbKTxVhm/3hozawIQ3K8N4iuAFjHHNQdWBfHmxcQLnWNmVYF6RHbR291riZQsPZ3biQxBQmQnmT8HcZEUEc/+XGTvBdcNfWfG/dOmRcMaZRfZs9IU7TuCXe/SzCzN3d8A2pTx6z0PFKzm0gN4LibeJVgR5mAiF5y+F0yh2WRmxwbz1S8tck7Ba10AzHd3B14FzjSz+sEFqGcGMZESrRs0iGkx7WGA1a4Nmb/Y1FGkoopnfy6yd4LrhsjO5g5gq0c+BG938MGceeaZ4eYmUgGUZp32jWa2H/AmkGVma4GdezrJzB4nctHpgWa2gsiKLuOBuWbWC8gh2LLa3T83s7nA4uC1+7l7XvBSVxJZiaYWkY9xCz7KfQB4JLhodT2R1Wdw9/VmNhp4PzjuFl1oJaVxe3Z2dIvI3wDnpqfD2LHQtWuYaYnEU5n6c5G4CK4bWk9kWbhoePNmXewvUgrmXux0710HmNUBthKZK96VyDSUrGC0JmW0a9fOFy5cGHYaEpJ169Zx8MEH8/PPkbL9ySef5G9/+1vIWYmUnpl94O7t9nBMSvXn6rcrmLQ0cGcUu7bmPRr4BEjbQy0ikmpK02cXtceRdnf/OXjxusALZcxNJKndfvvt0YL9N7/5Deedd17IGYnEn/pzCVV6Oj9lZzM5JjQUSGvZMqyMRCqU0qwec4WZrQE+BRYCHwT3Iinh+++/56677oq2R44cSVpaaS73EKlY1J9LqDIzmVatGhuD5mHARbVq6bohkVIqzZz2m4Cj3P378k5GJAyxo+xHH320Rtkllak/l9Bs7tyZ22vUgGC36YwGDagyebKuGxIppdIU7d8AueWdiEgYvv/+e6ZOnRpta5RdUpz6cwnN9OnT+WHzZgBatWpF16++gmrVQs5KpOIoTdE+BPivmb3Lro0icff+5ZaVSIIUHWU///zzQ85IpFypP5dQ5ObmMnHixGh76NChVFPBLrJXSlO03wvMBxYB+eWbjkjiaC67VELqzyUU9957L+vWrQOgRYsW9OjRYw9niEhRpSnad7r7DeWeiUiiZGVBRgZ3ZGezOQhplF0qCfXnkjhBX7slO5tbq1SJhocMGUL16tVDTEykYipN0f6GmfUhsjxY7Mep2rBIKp5gR77vc3OZGhMeceqpGmWXykD9uSRGwe6nubk8AHyXF9kvsVn9+vTs2TPc3EQqqNIU7X8P7ofExBw4JP7piJSzYEe+OyA6yn4U8LfnnoMpU0JMTCQh1J9LYgR97TYiW6EXGATUqFEjpKREKrbSbK50cCISEUmInBx+gEKj7COBtOXLQ0pIJHHUn0vC5OQA8CCwMgg1Ai7fsCGsjEQqPM0HkMolPZ3bKTLKHsRFRCRO0tPZDoyLCQ0Eamn3U5EyU9EulcragQOJnQQzAkirXVs78omIxFNmJg9Vr05O0GwIXKHdT0X2iYp2qVQmfPMNPwePfwtckJ4OM2ZoRz4RkTjafuGFjNl//2j7pl/9ijr33ae+VmQf7HZOu5n9vqQT3f3D+KcjUn5WrVrF3XffHW3f/MwzpJ17bngJiSSI+nNJtJkzZ5Lzww8ANGzYkH5Ll0KdOiFnJVKxlXQh6kLgc2Bd0LaY5xw4rbySEomrYK3gsdnZbA1Cbdu2pXPnzqGmJZJA6s8lYbZt20ZmzDSYgQMHUkcFu8g+K6lov5HINXpbgNnAM+6+uYTjRZJPsFZwTm4u98WER592Gma229NEUoz6c0mY+++/nxUrVgDQqFEjrrrqqpAzEkkNu53T7u6T3P1E4GqgBfC6mc01szaJSk5knwVrBY8Btgeh44GOc+aEmJRIYqk/l0TZunUrY8eOjbYHDRpE7dq1Q8xIJHXs8UJUd18KPAf8P6A9cHh5JyUSNzk5fAPMjAmNBkzrskslpP5cytt9993HqlWrAGjcuDF9+/YNOSOR1FHShaiHAF2AzsByIh+pZrr71t2dI5J00tMZkZ1NXtA8hWDyrtZll0pE/bmUq+C6oS3Z2YyrUiUaHjJkCLVq1QoxMZHUUtKc9iXAp0RGZX4C0oGrCuYBu/sd5Z6dyD76qHdvHhs2LNrOBNC67FL5qD+X8hFcN0RuLvcCq/MiQyRN69enT58+4eYmkmJKKtpvIbKqAMB+CchFJO6GLFgQfdwZOL5ly0jBrrWCpXJRfy7lI7huKBcYHxMeAtSsWTOkpERS026LdncflcA8ROJu/vz5vPrqqwCkpaUxdtEiOPLIkLMSSTz151JuciJ7nt4DrAlCzYHLN2wIKyORlFXihahmdqqZPWVmnwe3J83slMSkJlJ27s7gwYOj7R49enCkCnapxNSfS7lIT+dnYEJMaChQs2XLkBISSV27LdrN7M9EFt14Efg70BV4GZhpZp0Sk55I2Tz11FO8//77ANSoUYObb7455IxEwqP+XMpNZiZTq1VjbdBMB3rWqqXrhkTKQUlz2gcA57r7JzGxj81sITCVSIcvknR27NhBRkZGtH3NNdfQokWLEDMSCZ36cykXGzp1YkK1arBjBwDDDjiAGlOm6LohkXJQUtHeuEgHD4C7f2pmjcoxJ5F9MnPmTL766isA6tWrx5AhQ0LOSCR06s+lXEycOJGNubkAtG7dmssWL4aqJZUWIlJWJc1p/7mMz4mE5ueffy40FWbw4MEccMABIWYkkhTUn0vcfffdd0yePDnaHj16NFVVsIuUm5J+ug41s+eLiRtwSDnlI7JPJk+ezOrVqwFo2rQp/fv3DzkjkaSg/lzibsyYMeQGo+xt2rThwgsvDDkjkdRWUtHeuYTnbot3IiL76ocffmDChF1rGIwaNYratWuHmJFI0lB/LnG1dOlSZsyYEW2PHTuWtLQSF6QTkX1U0jrt/y54bGYNg9i6RCQlUhbjxo3jp59+AuDXv/41l112WcgZiSQH9ecSbyNHjmRHcPHpiSeeSMeOHUPOSCT1lbTko5nZSDP7Hvgf8JWZrTOzEYlLT6R0cnJymDp1arQ9duxYza0UCag/l3j67LPPePTRR6PtcePGYWYhZiRSOZT0WdZ1wInAH9y9gbvXB/4InGBm15f1C5rZr83s45jbT2Z2nZmNMrOVMfFOMecMMbMlZvalmZ0VE29rZouC56ZY0GuYWQ0zmxPE3zWzVmXNV5JcVha0asXIli3Zvn07AH/84x8577zzQk5MJKlcRzn051I5DRs2DHcHoFOnTpx44okhZyRSOZRUtF8KXOLuSwsC7v4t0C14rkzc/Ut3b+PubYC2QC7wTPD0pILn3P1lADM7EugCHAV0BO42syrB8dOBPkDr4Fbw+VwvYIO7HwZMovBmbZIqsrKgTx8+y87moZjw+A4dNOojUli59OdSiQQDJO+Y8dxzz0XDmdpESSRhSiraq7n790WDwTzIanH6+h2Ab9w9u4RjOgOz3X1b8AtnCdDezJoAdd39bY/8yf8wcG7MOQV13JNAB1MVl3oyMiA3l6GAB6GzgVOyskJMSiQpJaI/l1QVDJB4djZDY8Jdjj2WNm3ahJWVSKVTUtG+vYzP7Y0uwOMx7avN7FMzm2lm9YNYM2B5zDErgliz4HHReKFz3H0n8CPQoOgXN7M+ZrbQzBauW6drsiqcnBwWAC8ETQPGBXERKSQR/bmkqmCA5DXgjSBUBbhFfa1IQpVUtP8umG9e9LYJ+M2+fmEzqw6cAzwRhKYDhwJtgNXA7QWHFnO6lxAv6ZzCAfcZ7t7O3ds1bNiw9MlLUshv0YLrYtp/B34HkJ4eSj4iSaxc+3NJcTk5OBQaZe8FtA72xBCRxNht0e7uVdy9bjG3/d09Hh+nng186O5rgq+3xt3z3D0fuA9oHxy3AmgRc15zYFUQb15MvNA5ZlYVqAesj0POkkQe7tiRD4PHNYGxALVrg+ZYihSSgP5cUll6OnOAhUGzJjAiiItI4oS5E8IlxEyNCeaoFzgP+Cx4/DzQJVgR5mAiF5y+5+6rgU1mdmwwX/1S4LmYc3oEjy8A5nvBpe6SEjZv3syQ53dt8DgASG/ZEmbMgK5dw0tMRCTFbB05ksExl4VdAzTTAIlIwoWykLWZ1QbOAK6ICd9qZm2ITGNZVvCcu39uZnOBxcBOoJ+75wXnXAnMAmoB/wxuAA8Aj5jZEiIj7F3K8duREIwfP57vvvsOgKZNmzLwyy9hv/1CzkpEJPVMXruW7GDc60BgaIsWMG6cBkhEEiyUot3dcylyYai7dy/h+EzgF3/Su/tC4Ohi4luBC/c9U0lG2dnZ3Hbbrp3Xx40bx34q2EVE4m7t2rWFlnUcdddd/KpfvxAzEqm8wpweI7J3gnWCB7VqxbZt2wBo164d3bp1CzkxkdRmZi3M7A0z+8LMPjeza4P4AWY2z8y+Du7rx5yjTfFSwKhRo9i0aRMA//d//0efPn1Czkik8lLRLhVDsE7wW9nZzIkJ39mpE2lp+m8sUs52Aje6+xHAsUC/YOO7wcDr7t4aeD1oa1O8FLF48WLuvffeaHvixIlUq6brlkXCompHKoaMDPJzcwst8XgxcMJDD+3mBBGJF3df7e4fBo83AV8Q2Q8jdiO7hyi8wZ02xavgBgwYQH5+PgAdOnTgz3/+c8gZiVRuKtqlYsjJ4REKLzk2IYiLSOIE01aOAd4FGgUreRHcHxQcpk3xKrh58+bx8ssvA2Bm3H777ehvKJFwqWiXCmFj8+YMjGnfBLQErRMskkBmth/wFHCdu/9U0qHFxLQpXgWRl5fHjTfeGG1fdtll/O53vwsxIxEBFe1SQYw44gjWBo+bA4NAGymJJJCZVSNSsGe5+9NBeE3BHhvBfcGPqTbFq8AefPBBFi1aBECdOnUYPXp0yBmJCKholwrgo48+Ytprr0Xbk4D9tJGSSMIEc8sfAL5w9ztinordyK4HhTe406Z4FdCmTZsYNmxYtD1w4ECaNm0aYkYiUiCUddpFSis/P59+/fpFL4Y688wz+dsrr4DmVook0glAd2CRmX0cxIYC44G5ZtYLyCHYH0Ob4lVct956K2vWrAGgWbNmhabJiEi4VLRLUps1axZvv/02ANWqVWPq1Km6GEokwdz9PxQ/5xygw27O0aZ4FUlWFssHDeK2lSujoczMTOrUqRNiUiISS0W7JK3169czaNCgaHvAgAEcfvjhIWYkIpKCgn0wMnJz2RqEfm9Gd+2BIZJU9BMpySfY+TSjQQO+//57ANLT08nIyAg5MRGRFJSRwXu5uTwSE7rdnbThw0NLSUR+SSPtklyCEZ+FubncGxOefP751K5dO7S0RERS1c7sbPrGtM8BTgHtgyGSZDTSLsklI4O83FyuYtcCzZ2Azk8/XcJJIiJSVnfXr89HweOaRFboArQPhkiSUdEuySUnh/uA94NmDWAKYMuX7/4cEREpk1WrVjFsy5ZoexhwCGgfDJEkpKJdksqKpk0L7Xw6CDgUNOIjIlIObrjhBjZtjVx++uuqVbkJQPtgiCQlzWmXpOHu9G3YkE3BkmOHA4NBIz4iIuVg3rx5zJkzJ9q++9VXqXHaaSFmJCIl0Ui7JI3Zs2fz0scfR9sPALU04iMiEndbt27lqquuira7du3KaSrYRZKaRtolKaxbt47+/ftH2/369ePEu+4KMSMRkdQ1YcIElixZAkC9evW4/fbbQ85IRPZEI+2SFK677rromuwtWrRg3LhxIWckIpKavv76a8aOHRttjx07lkaNGoWYkYiUhop2Cd2LL77IY489Fm3fe++97L///iFmJCKSmtydfv36sX37dgDatWvHFVdcEXJWIlIaKtolVD/99BN9++7a1qN79+6cffbZIWYkIpK65s6dy7x58wBIS0vjnnvuoUqVKiFnJSKloaJdQjVo0CBWBqvFNGzYkEmTJu3hDBERKYuffvqJ66+/Ptru168fbdu2DTEjEdkbKtolHFlZ/LtxY+65555o6K677qJBgwYhJiUikrqGDx/O6tWrAWjcuDGjR48OOSMR2RtaPUYSLyuLLb17c3nMLnydq1ThwmCOpYiIxNeHH37IXTErck2aNIl69eqFmJGI7C2NtEviZWQweMsWlgTNesDdeXnYsGFhZiUikpLy8vK48soryc/PB+D000/n4osvDjkrEdlbKtol4f6Znc2UmPZtQFOAnJxwEhIRSVVZWdx30EG89957AFSvWpVp06ZhZiEnJiJ7S0W7JNTatWv5R9qu/3bnAL0KGunpYaQkIpKasrJY3bs3Q9avj4YGA4e//354OYlImalol4Rxd3r27Mna4CPaxsD9gAHUrg2ZmSFmJyKSWnzoUC7bsoWNQftQYMjOnZCREWJWIlJWKtolYaZPn85LL70UbT900EE0NIOWLWHGDOjaNcTsRERSy7ScHF4NHhtwH1ATNBVRpILS6jGSEIsXL+bGG2+Mtq+//nrOvOOOEDMSEUldixcvZoAZuANwI3BqwZOaiihSIWmkXcrdtm3b+Pvf/87WrVsB+O1vf8vYsWNDzkpEJDVt376dbt26sTUo2H8LjCl4UlMRRSqsUIp2M1tmZovM7GMzWxjEDjCzeWb2dXBfP+b4IWa2xMy+NLOzYuJtg9dZYmZTLLgc3sxqmNmcIP6umbVK+DcpUUOHDuWTTz4BoGbNmjz22GPUrFkz5KxERFLTyJEj+eijjwCoUa0aWU2aUENTEUUqvDBH2k919zbu3i5oDwZed/fWwOtBGzM7EugCHAV0BO42syrBOdOBPkDr4NYxiPcCNrj7YcAkYEICvh8pxrx587gjZhrMxIkTOeqoo0LMSEQkdS1YsIAJE3b9yht/660cvWoV5OfDsmUq2EUqsGSaHtMZeCh4/BBwbkx8trtvc/elwBKgvZk1Aeq6+9vu7sDDRc4peK0ngQ6mRWkT7vvvv6dHjx7RdqdOnejXr1+IGYmIpK4ff/yR7t2748G0mA4dOtC/f/+QsxKReAmraHfg/5nZB2bWJ4g1cvfVAMH9QUG8GbA85twVQaxZ8LhovNA57r4T+BFoUDQJM+tjZgvNbOG6devi8o1JhD/6KJenp7N69WoADqpbl5kzZ2pDDxGRctK/f3+ys7MBqF+/PrNmzSItLZnG5kRkX4T103yCu/8eOBvoZ2YnlXBscVWelxAv6ZzCAfcZ7t7O3ds1bNhwTzlLaWVlcXfPnjy3ZUs09OC2bTR67bUQkxIRSV1PPPEEDz/8cLR9zz330Lx58xAzEpF4C6Vod/dVwf1a4BmgPbAmmPJCcL82OHwF0CLm9ObAqiDevJh4oXPMrCpQD1iPJMSbN97IdTt2RNtXA522bdOGHiIi5WDlypVcccUV0Xb37t256KKLQsxIRMpDwot2M6tjZvsXPAbOBD4DngcKJkD3AJ4LHj8PdAlWhDmYyAWn7wVTaDaZ2bHBfPVLi5xT8FoXAPO9YJKflKvly5dzwZo17AzabYFbC57Uhh4iInGVn5/PP/7xDzZs2ABAy5YtmTp1ashZiUh5CGNzpUbAM8Hc5qrAY+7+ipm9D8w1s15ADnAhgLt/bmZzgcXATqCfu+cFr3UlMAuoBfwzuAE8ADxiZkuIjLB3ScQ3Vtlt2bKF8847j4KrAxoS+RilVsEB2tBDRCSupkyZwmvB1EMz4+GHH6ZevXohZyUi5SHhRbu7fwv8rpj4D0CH3ZyTCfxiNwh3XwgcXUx8K0HRL4nh7lxxxRV88MEHQOQ/1pPEzGvShh4iInH12WefMXjw4Gh74MCBnHRSSZeIiUhFpsvKJS6mTJnCI488Em1P7tGDk1q2BG3oISISd9u2baNr165s27YNgDZt2nDLLbeEnJWIlKcwpsdIipk/fz433nhjtN2rVy+uvO++SMEuIiJxN3z4cD799FMgstN0VlYW1atXDzkrESlPGmmXfbJs2TIuuugi8vIilxkce+yxTJs2Teuxi4iUk3/961/cdttt0fatt97KkUceGWJGIpIIKtqlzHJzczn33HP54YcfAGjcuDFPPfUUNWrUCDkzEZHUtHHjRi699NLorqdnnnmmdpoWqSRUtEuZuDu9evXik08+AaBatWo8/fTTNG3aNOTMRERSk7tz5ZVXsnx5ZJPwAw44gAcffFC7nopUEvpJlzK57bbbmD17drQ9bdo0jjvuuBAzEhFJbZmZmYX63RkzZmigRKQSUdEue+3VV18ttMxY37596d27d4gZiYiktscee4zhw4dH273324+/bd0aYkYikmgq2mWvfDlxIl06dSI/Px+AEw4/nMmTJ4eclYhI6lqwYAGX9egRbXcA7tq8Gfr0gays8BITkYRS0S6ltuzOOzl90CA2BgV7M+DJ5cup/sQT4SYmIpKivvzyS84991y279wJwJFENq6rDpCbCxkZIWYnIomkol1KZdWqVXQYMIAVwYoFtYFngMZbtuiXhohIOVi3bh2dOnVi/fr1ADQCXgZ+FXtQTk7iExORUKholz1at24dp59+Ot8GIz01gOeBPxQcoF8aIiJxtWXLFjp37sy3334LQG0zXgRaFj0wPT3RqYlISFS0S4k2btzIWWedxRdffAFEttB9gsicyij90hARiZv8/Hx69OjB22+/DYCZ8dh119Gudu3CB9auDZmZIWQoImFQ0S67tXnzZjp16sRHH30ERH5xPFq9On+NPUi/NERE4mrIkCE8EXOt0KRJk+h8xx0wYwa0bAlmkfsZM6Br1xAzFZFEqhp2ApKctm7dSufOnaMjPQD3338/F9eoEZnDnpMTGWHPzNQvDRGROJkxYwa33nprtN2/f3+uvfbaSKNrV/W3IpWYinb5he3bt3PBBRcwf/78aGzKlCn07Nkz0tAvDRGRuHvllVe46qqrou1zzjmHO+64I8SMRCSZaHqMFJKXl0e3bt146aWXorGxY8dyzTXXhJiViEhq++STT7jwwgvJy8sDoG3btjz22GNUqVIl5MxEJFmoaJeo/Px8Lr/88kJzKYcOHcqQIUNCzEpEJLWtXLmSP//5z2zevBmA9PR0XnjhBerUqRNyZiKSTFS0CwDuTv/+/Zk1a1Y01r9/f8aMGRNeUiIiKW7Tpk385S9/YeXKlQDUrVuXl156iSZNmoScmYgkGxXtgrszZMgQpk2bFo317NmTSZMmYWYhZiYikrp27txJly5d+PjjjwGoWrUqTz31FEcffXS4iYlIUlLRLowdO5YJEyZE2xdffDEzZswgLU3/PUREykPBp5svv/xyNHbvvfdy+umnh5iViCQzVWWV3J133smwYcOi7b/+9a888sgjuvhJRKLMbKaZrTWzz2JiB5jZPDP7OrivH/PcEDNbYmZfmtlZMfG2ZrYoeG6KBR/lmVkNM5sTxN81s1YJ/QZDcMcddzB9+vRoOyMjY9cKXSIixVDRXknl5eUxaNAgrr/++misQ4cOzJ07l2rVqoWYmYgkoVlAxyKxwcDr7t4aeD1oY2ZHAl2Ao4Jz7jazglGA6UAfoHVwK3jNXsAGdz8MmATs+ugvBT311FMMGDAg2r7kkksYPXp0iBmJSEWgor0S+vHHHznnnHMKbeBxwgkn8Nxzz1GzZs0QMxORZOTubwLri4Q7Aw8Fjx8Czo2Jz3b3be6+FFgCtDezJkBdd3/b3R14uMg5Ba/1JNDBUvSCmnfeeYdu3boR+SeAE088kQcffFDXD4nIHqlor2S+/vprjj322ELzKP8CvJyTQ51nnw0tLxGpcBq5+2qA4P6gIN4MWB5z3Iog1ix4XDRe6Bx33wn8CDQo7ouaWR8zW2hmC9etWxenbyUxvv32W8455xy2bt0KQOvWrXn22WepUaNGyJmJSEWgor0SmTdvHu3bt+d///tfNDYEeBaou3w59OkDWVlhpSciqaG4IWMvIV7SOb8Mus9w93bu3q5hw4ZlTDHx1q9fT6dOnSj4Q+PAAw/k5ZdfpkGDYv82ERH5BRXtlYC7M3nyZDp27MjGjRsBqGnGY8BYIHrJaW4uZGSEk6SIVDRrgikvBPdrg/gKoEXMcc2BVUG8eTHxQueYWVWgHr+cjlNhrVu3jr/+9a98+eWXANSoUYPnnnuOww47LOTMRKQiUdGe4rZt28bll1/OddddR35+PgDNmjVjgTuXFHdCTk5C8xORCut5oEfwuAfwXEy8S7AizMFELjh9L5hCs8nMjg3mq19a5JyC17oAmO8Fk74ruA8++IC2bdvy3//+Nxp7+OGHOf7440PMSkQqIhXtKWzNmjWcdtppzJw5Mxr74x//yPvvv0+7li2LPyk9PUHZiUhFYWaPA28DvzazFWbWCxgPnGFmXwNnBG3c/XNgLrAYeAXo5+55wUtdCdxP5OLUb4B/BvEHgAZmtgS4gWAlmopu1qxZnHDCCSxfHpnib2bceeedXHTRRSFnJiIVUdWwE5Dy8eGHH9K5c2dWrNh13dell17KvffeG1khJjMzMoc9N3fXSbVrR+IiIjHcvdgP5oAOuzk+E/hFZ+LuC4FfbPfp7luBC/clx2Syfft2brjhhkK7TNerV4/HHnuMTp06hZiZiFRkGmlPQXPmzOHEE0+MFuxpaWncfvvtzJo1a9eSjl27wowZ0LIlmEXuZ8yIxEVEpEy+++47OnToUKhgP7p5cxbWqUOnv/wFWrXSBf8iUiYaaU8h+fn5jBgxgsyY0fJ69eoxe/ZsOnYsui8KkQJdRbqISFy88847/O1vf2PVqlXR2IXt2zNz0SL227IlEsjOjnzKCep/RWSvJHyk3cxamNkbZvaFmX1uZtcG8VFmttLMPg5unWLO0ZbYe7Bp0ybOP//8QgX74Ycfzrvvvlt8wS4iInEzY8YMTjrppGjBnpaWxq233sqc777bVbAX0EpdIlIGYUyP2Qnc6O5HAMcC/YJtrwEmuXub4PYyaEvs0vj222857rjjeO6556Kxs846i3fffZdf//rXIWYmIpLatm3bRp8+fbjiiivYsWMHAAcccACvvPIKAwYMwJYvL/5ErdQlInsp4UW7u6929w+Dx5uAL9i1K15xtCV2Cd544w3+8Ic/8Pnnn0djN954Iy+99BK/+tWvwktMRCTFrVy5kpNPPpn77rsvGmvTpg0LFy7kjDPOiAR2tyKXVuoSkb0U6oWowbSVY4B3g9DVZvapmc00s/pBrNy2xK7I22ED3H333ZxxxhmsXx/Zg6R69erMmjWL2267jSpVquzhbBERKasFCxbQtm1b3n333Wisa9euvPXWWxx88MG7DszMjKzMFUsrdYlIGYRWtJvZfsBTwHXu/hORqS6HAm2A1cDtBYcWc3pctsSuyNth9+7dm379+pGXF1n+uHHjxvz73/+mR48eezhbRETKyt256667OO2001izZg0AVapU4c477+SRRx6hdtECXSt1iUichLJ6jJlVI1KwZ7n70wDuvibm+fuAF4PmvmyJvSKVtsTesmULU6dOZdy4cWzcuDEab9u2Lc8++yzNmzff/ckiIrJPtmzZQt++fXn44YejsYYNGzJ37lxOOeWU3Z+olbpEJA7CWD3GiOx+94W73xETbxJz2HnAZ8HjSr8ldl5eHjNnzuTwww9n0KBBhQr2Sy65hAULFqhgFxEpR9nZ2Zx44omFCvZ27drxwQcflFywi4jESRgj7ScA3YFFZvZxEBsKXGJmbYhMY1kGXAGRLbHNrGBL7J38ckvsWUAtItthx26J/UiwJfZ6IqvPVDjuzgsvvMCQIUNYvHhxoecOO+wwxo4dywUXXECKXmMrIpIU5s+fz8UXX8z3338fjV122WXcfffduzasExEpZwkv2t39PxQ/5/zlEs6pdFtiv/XWWwwaNIi33nqrULxRo0aMPPtsLp8/n2oXXxxZgSAzUx+9iojEmbszadIkBgwYQH5+PgDVqlVj8uTJ9O3bVwMmIpJQ2hE1ySxevJihQ4cWWnMdYL/99mPgwIFc37Qp+/XvH9mcA7S7nohIOfj555+5/PLLmT17djTWuHFjnnzySU444YQQMxORykpFe5JYsWIFo0aN4sEHH4yO6EBkVOfKK69k2LBhNGzYEFq12lWwFyjYXU9Fu4jIPvv2228577zz+PTTT6Ox4447jieffJKmTZuGmJmIVGahrtMusGHDBgYPHkzr1q154IEHChXsf//73/nf//7H5MmTiS5Jubtd9LS7nojIPnv11Vdp165doYK9b9++/Otf/1LBLiKhUtEekq1bt3Lbbbdx6KGHMmHCBLZu3Rp97swzz+TDDz8kKyuLQw45pPCJ2l1PRCTu3J1x48Zx9tlns2HDBiCyYd3999/P9OnTqV69esgZikhlp+kxCZaXl8cjjzzCiBEjWL58eaHn2rZty/jx4zn99NN3/wKZmZE57LFTZLS7nohImW3atIl//OMfPP3009FYs2bNePrpp2nfvn2ImYmI7KKR9gRxd1588UV+97vfcdlllxUq2A899FBmz57Ne++9V3LBDtpdT0Qkjr788kv++Mc/FirYTzrpJD744AMV7CKSVDTSngBvv/02gwYNYsGCBYXiBx10ECNGjKB3795799GrdtcTEdlnL7zwAt26deOnn36Kxq699lomTpxItWrVQsxMROSXVLSXo//9738MHTqUZ555plB8v/3246abbuKGG25g//33Dyk7EZHKKT8/n1tuuYWbb745GqtZsyb33Xcf3bp1CzEzEZHdU9FeDlatWsWoUaOYOXMmeXl50XjVqlXp27cvw4YNo1GjRiFmKCJSOf34449069aNF198MRpr2bIlTz/9NL///e9DzExEpGQq2uNo48aN3Hrrrdx5551s2bKl0HNdunRhzJgxHHrooSFlJyJSuS1evJhzzz2Xr7/+Ohrr0KEDs2fP5sADDwwxMxGRPVPRHgdbt27l7rvvJjMzk/Xr1xd67vTTT2f8+PG0bds2pOxERGT+/Pl07tyZzZs3R2MDBgxg7NixVK2qX4UikvzUU+2DvLw8srKyGD58ODlFNjc65phjmDBhAmeccUZI2YmISIEjjjiC/fffn82bN1O7dm1mzpzJxRdfHHZaIiKlpiUfy+j111/nmGOOoUePHoUK9kMOOYTHH3+chQsXqmAXEUkSTZo04cknn+SII47gnXfeUcEuIhWORtrL6JtvvmHRokXRdsOGDRkxYgR9+vTRznkiIkno+OOPZ9GiRVSpUiXsVERE9ppG2suoZ8+eHH744dSpU4eRI0fyzTffcPXVV6tgFxFJYirYRaSi0kh7GVWtWpXHH3+cpk2b0rhx47DTEREREZEUpqJ9H2hNXxERERFJBE2PKausLGjVCtLSIvdZWWFnJCIiJVG/LSIVmEbayyIrC/r0gdzcSDs7O9IG6No1vLxERKR46rdFpILTSHtZZGTs6vgL5OZG4iIiknzUb4tIBaeivSyKbKS0x7iIiIRL/baIVHAq2ssiPX3v4iIiEi712yJSwaloL4vMTKhdu3Csdu1IXEREko/6bRGp4FS0l0XXrjBjBrRsCWaR+xkzdDGTiEiyUr8tIhWcVo8pq65d1dmLiFQk6rdFpALTSLuIiIiISJJT0S4iIiIikuRUtIuIiIiIJDkV7SIiIiIiSU5Fu4iIiIhIklPRLiIiIiKS5FS0i4iIiIgkORXtIiIiIiJJztw97BySgpmtA7LL+cvUA34M6bVKe/yejivp+d09V1y8uNiBwPelyLE8xOu9Kcvr6L0pWVjvTUV7X1q6e8OSU00tFazfTsa+YV/jlbFf2JtzkqVvSLTK+N6U5Wdm7/tsd9ctQTdgRlivVdrj93RcSc/v7rni4ruJLazo701ZXkfvTXK+N3pfdNub/wfl8Trl/X9wX+OVsV9IxPuyt+9NsvUNlfG9SdTPjKbHJNYLIb5WaY/f03ElPb+754qLx/PfIh7ilU9ZXkfvTcnCem/0vgikdt8Qr3gYUvl9Kem5itA3VMb3JiE/M5oeI0nDzBa6e7uw85Bf0nuTnPS+SJj0/y956b1JTvv6vmikXZLJjLATkN3Se5Oc9L5ImPT/L3npvUlO+/S+aKRdRERERCTJaaRdRERERCTJqWgXEREREUlyKtpFRERERJKcinYRERERkSSnol0qBDM7xMweMLMnw86lsjOzOmb2kJndZ2Zdw85HdtHPiSQL/V9MHuqzk9fe/pyoaJdyZ2YzzWytmX1WJN7RzL40syVmNrik13D3b929V/lmWnnt5Xt0PvCku/cGzkl4spXM3rw3+jmReFCfnfzUZyev8uyzVbRLIswCOsYGzKwKMA04GzgSuMTMjjSz35jZi0VuByU+5UpnFqV8j4DmwPLgsLwE5lhZzaL0741IPMxCfXaym4X67GQ1i3Lqs6vGIzuRkrj7m2bWqki4PbDE3b8FMLPZQGd3Hwf8JcEpVnp78x4BK4j8EvgY/eFf7vbyvVmc4PQkBanPTn7qs5NXefbZevMkLM3Y9Zc/RDqVZrs72MwamNk9wDFmNqS8kxNg9+/R08DfzGw68EIYiUnx741+TqQcqc9Ofuqzk1dc+myNtEtYrJjYbrfndfcfgL7ll44Uo9j3yN1/Bi5LdDJSyO7eG/2cSHlRn5381Gcnr7j02Rppl7CsAFrEtJsDq0LKRYqn9yh56b2RRNP/ueSn9yh5xeW9UdEuYXkfaG1mB5tZdaAL8HzIOUlheo+Sl94bSTT9n0t+eo+SV1zeGxXtUu7M7HHgbeDXZrbCzHq5+07gauBV4Atgrrt/HmaelZneo+Sl90YSTf/nkp/eo+RVnu+Nue92SpqIiIiIiCQBjbSLiIiIiCQ5Fe0iIiIiIklORbuIiIiISJJT0S4iIiIikuRUtIuIiIiIJDkV7SIiIiIiSU5Fu1RKZra5HF5zaJH2f+P9NYLXPcbM7i/h+YZm9kp5fG0RkTCozxZR0S4ST4V+Abj78eX4dabu7kl3XwesNrMTyunri4ikAvXZUqGoaBcJmNlfzexdM/vIzF4zs0ZBvKGZzTOzD83sXjPLNrMDi5w7HqhlZh+bWVYQ2xzcn2Jm/zazuWb2lZmNN7OuZvaemS0ys0Njvs5TZvZ+cPtFB25m+wO/dfdPgvbJwdf8OMh7/+DQZ4Gu5fRPJSISOvXZUtmoaBfZ5T/Ase5+DDAbGBjERwLz3f33wDNAetET3X0wsMXd27h7cR3v74Brgd8A3YHD3b09cD9wTXDMZGCSu/8B+FvwXFHtgM9i2jcB/dy9DfAnYEsQXxi0RURSlfpsqVSqhp2ASBJpDswxsyZAdWBpED8ROA/A3V8xsw1leO333X01gJl9A/y/IL4IODV4fDpwpJkVnFPXzPZ3900xr9MEWBfTfgu4IxgpetrdVwTxtUDTMuQpIlJRqM+WSkUj7SK7TAXucvffAFcANYO47f6UUtsW8zg/pp3Prj+e04DjgpGfNu7erEjnD5FRmYK8cPfxwOVALeAdM/u/4Kma7BrBERFJReqzpVJR0S6ySz1gZfC4R0z8P8BFAGZ2JlB/N+fvMLNq+/D1/x9wdUHDzNoUc8wXwGExxxzq7ovcfQKRj1cLfgEcTuGPZEVEUo36bKlUVLRLZVXbzFbE3G4ARgFPmNkC4PuYY28GzjSzD4GzgdVA0dEUgBnApwUXNZVBf6CdmX1qZouBvkUPcPf/AfViLl66zsw+M7NPiIzS/DOInwq8VMY8RESSjfpsqfTM3cPOQSSpmVkNIM/dd5rZccD04CKisPK5Htjk7iWt+/sm0NndyzKXU0SkwlKfLalKF6KK7Fk6MNfM0oDtQO+Q85kOXLi7J82sIXCHOn8RqaTUZ0tK0ki7iIiIiEiS05x2EREREZEkp6JdRERERCTJqWgXEREREUlyKtpFRERERJKcinYRERERkST3/wEz4kyiA6CnLQAAAABJRU5ErkJggg==\n", 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\n", 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mZmbWJklLI6KscblXCDAzMzMrIE7OzMzMzAqIkzMzMzOzAuLkzMzMzKyAODkzMzMzKyBOzszMzMwKiJMzMzMzswLi5MzMzMysgDg5MzMzMysgTs7MzMzMCoiTMzMzM7MC4uTMzMzMrIA4OTMzMzMrIE7OzMzMzAqIkzMzMzOzAuLkzMzMzKyAODkzMzMzKyBOzszMzMwKiJMzMzMzswLi5MzMzMysgDg5MzMzMysgTs7MzMzMCoiTMzMzM7MC4uTMzMzMrIA4OTOzJuYtn0fprFJmjhels0qZt3xevkMyM+s1nJyZWQPzls9j2sJpVNdUM+NeqK6pZtrCaU7QzMy6iJMzM2ugfFE5tdtrG5TVbq+lfFF5niIyM+td+uU7ADMrLFMXJC1mdaIi+TlzXDVMz0dEZma9i1vOzLpIXT+uPjP7FHQ/rrmTS1AFqCLZr9ueO7kkf0GZmfUiOU3OJE2StFLSakmXNFM/UNLNkpZJekjSkRl1VZKWS3pM0pJcxmmWa5n9uIIo6H5clRMrKepf1KCsqH8RlRMr8xSRmVnvkrPkTFJf4CrgZGA0cKak0Y0Ouwx4LCKOAs4BftyofkJEHBMRZbmK06wrdKd+XFPGTGHOqXMoKS5h5jgoKS5hzqlzmDJmSr5Ds17EI4atN8tln7OxwOqIWAMgaT5wGvBkxjGjge8CRMTTkkolHRIRz+cwLrMut7ZmbbvK823KmClJMjYdZuQ7GOt16lqaa7fXMuNeqJiQtDQD/k+C9Qq5vK05FFiXsb8+Lcv0OHA6gKSxQAkwLK0L4E5JSyVNy2GcZjk3onhEu8rNerPu1NJslgu5TM7UTFk02r8CGCjpMeALwKPAjrTuhIg4juS26IWSTmz2SaRpkpZIWrJx48bOidysk7kfl1n2pi6oJip2jxSu2566oDp/QZl1oVwmZ+uB4Rn7w4ANmQdExJaImBoRx5D0ORsMPJvWbUh/vgDcTHKbtImImBMRZRFRNnjw4E5/EWadIbMfl5D7cZm1wiOGrbfLZZ+zh4FRkkYC/wTOAD6VeYCkA4DaiNgGnAfcFxFbJL0J6BMRr6TbHwa+lcNYzXKuvh+XmbWqcmJlfZ+zOm5ptt4kZ8lZROyQdBFwB9AXuDYiVki6IK2fDRwB/ErSTpKBAp9NTz8EuFlSXYy/iYjbcxWrmZkVjrr/xJQvKmfmuGpKikuonFjp/9xYr6GIxt3Auq+ysrJYssRTopmZmVnhk7S0uenCvEKAmZm1i+cgM8stJ2dmZpa1zNUuZtxLQa92YdZdOTkzM7OseQ4ys9zL5WhNMzPrYaYuSFrM6tTNRTZzXDVMz0dEZj2PkzMzM8va3MklVExIJoONit1zkZUUl3ipL7NO4tuaZmaWNa92YZZ7Ts7MzCxrmatdzByHV7swywHPc2ZmZmaWB57nzMysm/A8Yma9m5MzM+sVukvC43nEzMzJmZn1eN0p4fE8Ymbm5MzMerzulPBMXVBNVOyeP6xue+qC6vwFlQPdpSXTLB88z5mZ9XjdaeLU3jCPWF1LZu32WmbcCxUTkpZMwKM+zXDLmZn1AnMnl6CK3YlO3fbcySX5C6oFvWEese7UkmmWD07OzKzH604JT2+YR6y33Lo166g25zmTtH9EbMnYfwewKSKey3Vw7eV5zsysJfOWz6N8UTlTF1Qzd3IJlRMre1TC052Uziqluqb5W7dV06vyFZZZl9uTec6+02h/L2B2p0RlZtZFpoyZQtX0KmYsDqqmVzkxy6Pu1JJplg8tDgiQdGK6OTRju+6cATmNyszMeqy6xLh8UTkzx1VTUuyWTLNMLd7WlHRPujkKWJVR9RpwY0Rcm+PY2s23Nc1sT/n2p5l1lZZua7bYchYRE9ITp0SEJ6Axsx7PUzyYWSFos89Zc4mZpJ4y3Y6ZWb2umuLBE7CaWWvaTM4kTZO0QdIOSTsl7QIu74LYzMy6VFdM8dCdlpIys/zIZrTml4FxwICI6BsRfYBv5jYsM7Ou1xWT1XoCVjNrSzbJ2WMRsSoidmWU/SlXAZmZ5UtXTPHgCVjNrC3ZrK35qqRFwN+AN9KyU4B35ywqM7M86IopHnrD2plmtmeyaTmbANwHbAOU8TAz63FyPVmtJ2A1s7Zk03L21Yi4ObNA0h05isfMrEfzBKxm1pY219YEkDQBGA78FiiLiAdzHVhHeBJaMzMz6y46vLampEuAbwFnAruAT0r6SueHaGZmZmbZ9DkbERHvB6oiYmdETAdGZHNxSZMkrZS0Ok3yGtcPlHSzpGWSHpJ0ZFq+d7r/uKQVkma250WZmZmZdVfZJGc16c/M+5/7tHWSpL7AVcDJwGjgTEmjGx12GclUHUcB5wA/TsvfAD4QEUcDxwCTJHl0qJmZmfV42SRnRZIuA0ZI+oSkX5Dc3mzLWGB1RKyJiG3AfOC0RseMBhYBRMTTQKmkQyKxNT2mf/pou3OcmZmZWTeXTXL2DWBv4JB0+19ANn3OhgLrMvbXp2WZHgdOB5A0FigBhqX7fSU9BrwA3BURf8/iOc3MzMy6tWwWPn89Ii6PiHdFRFlE/BdwZBbXbm4utMatX1cAA9Mk7AvAo8CO9Hl3RsQxJMna2Lr+aE2eJFn7c4mkJRs3bswiLDMzM7PC1eY8Z5IOAD5B0nJWl8xls0LAepLpN+oMAzZkHhARW4Cp6fMIeDZ9ZB6zWdJiYBLwROMniYg5wBxIptJo6/WYmZmZFbJsbmveBowHBtC+FQIeBkZJGilpAHAGcGvmAZIOSOsAzgPui4gtkganSSGS9gE+CDydxXOamZmZdWvZrBDwWkQ0mLpa0oK2ToqIHZIuAu4A+gLXRsQKSRek9bOBI4BfSdoJPAl8Nj39LcAv0xGffYAbIuIPWb4mMzMzs24rm+TsJkknAg9GxPa07CMknflbFRG3kbS8ZZbNzth+EBjVzHnLgGOziM3MzMysR8kmOftp3YakILmlGcB/5yooMzMzs94qmz5nt0REn/TRNyL6AJW5DszMzHqPecvnUTqrlJnjRemsUuYtn5fvkMzyJpupNP69mbLLcxOOmZn1NvOWz2PawmlU11Qz416orqlm2sJpTtCs18pm4fODJP1O0hZJNZLmSzqoK4IzM7PuqT0tYeWLyqndXtugrHZ7LeWLynMdpllByua25o9Illh6D3ACcHdaZmZm1kR7W8KmLqgmKiAqkv267akLqrsoYrPCkk1y9q+ImBMRKyLiiXTS1xdzHZiZmXVP7W0Jmzu5BFWAKpL9uu25k0tyGaZZwcomORsiqX5Up6T+JPOQmZmZNdHelrDKiZUU9S9qUFbUv4jKiR57Zr1TNlNpLASelfQoyRQaxwJfzWlUZmbWbc2dXELFhCQRi4rdLWIlxSXMaOb4KWOSec7LF5Uzc1w1JcUlVE6srC83622yGa35O+BDwJ3AXcCHIuKGXAdmZmZ7Lh9TVHSkJWzKmClUTa9ixuKganqVEzPr1bK5rQnJ8kuQtJxl09pmZmZ5lq8pKqaMmcKcU+dQUlzCzHFJi9mcU+c44TLLkiKi9QOS9THLgSUkqwMcB3wnIn6W+/Dap6ysLJYsWZLvMMzMCkLprFKqa5q/vVg1vSpfYZlZStLSiChrXJ5NK9jpwKER8Vp6oSLgj0DBJWdmZrbb1AVJi1mdug76M8dVw/R8RGRm2cgmOVtRl5gBREStpMcAJA2JiA25Cs7MzDquvR3zzawwZNPnbJekCkkfSh+XA9sknYhbz8zMCpanqDDrnrJpOfsYsAoY16h8LDCq0yMyM7NO4SkqzLqnbAYEnB8RP2+h7nMRcXVOIusADwgwM+t95i2fR/micqYuqGbuZCeg1n3syYCAJks1Sbo0Ir5bSImZmcEnf/5gk7KPHvUWzn5PKa9t28mn5z7UpP7j7xzGJ8qGs+nVbXzu+qVN6s96dwmnHj2EDZtf48u/e6xJ/X++/1A+OPoQntm4lctuWt6k/gsfGMX7Rg1ixYYavrXwySb1X590GO8sOZCl1Zv4/u0rm9Rffupo3jGkmL+uepGf3r2qSf1/nz6Gtw7elz8/+Ty/+MuaJvU/+uQxDDlgHxY+voHr/9Z0hvqrz3onB75pAP9vyTpuXLq+Sf11U8eyz4C+/PrBKv6w7Lkm9b87/z0AzLnvGRY99UKDur379+WXnxkLwE8WreL+1Q3/OR1YNIDZZ78TgO/d/jSPVL/coP4txXsz64xjAZi5cAVPbtjSoP7QwW/iu6cfBcClNy1jzcZXG9SPHrI/M059BwDT5z/KczWvN6g/rmQg35h0OAAX/HopL9dua1B/wtsG8cWJyQ2Sc699iNe372xQP/GIg5l24luB/H32nt/5Zz63YAZFr13Ak0Pg9Rfga/P/yTV33cK3Tz0hJ5+9ut+5Wa5k0+esUlJ9Vifpy8A3cxeSmZlZdsoXlfPajoZJ567YxbMvN03UzbqLbG5rngsMAfYB3g+8DqyMiOk5j66dfFvTzKx3mTleDaYLqS8fBzMWt/73zSzf9uS2ZhUwAPgOsBo4G3ijU6MzMzPrAE8XYj1RNrc1/wCcA7wXOAn4MnBHLoMyM+vu8rGmZW/k6UKsJ8omOfszcGJEPBMRWyPiYuCx3IZlZtZ95WtNy97I63haT5RNn7PiiKiRNDAiXm714DxznzMzKwRe09LMstFSn7NsWs4Ok1QF3C6pSNK9ko7t9AjNzHqIqQuqiYrda1nWbU9d0HQqDzOzxrJJzr4ETAQeiYhaYBJwUU6jMjPrxuZOLkEVu1vM6rbnTi7JX1Ad5L5zZl0vm+SsKiKeqdtJF0HfnLOIzMy6uZ7SSb1Q+845YbSeLpvkbKikoUAASHof8NacRmVm1o31lE7q5YvKqd1e26Csdnst5YvK232tzkqoCjVhNOtM2QwIOAr4PVCXoP0L+PeIWJb78NrHAwLMzDqu8RqVn15QTUUnTPBal1DVbq+tHyBR1L+oQwmrB1tYT9LSgIA2k7P05H7AYYCApyNiR+eHuOecnJmZdUxzCZQQkdw02aNEqDMTKq8IYD3JnozWJCJ2RMSKiHiiPYmZpEmSVkpaLemSZuoHSrpZ0jJJD0k6Mttzzcys8zR3CzMIhBqUdaTvXGeOXu1Jgy3MWpJVctYRkvoCVwEnA6OBMyWNbnTYZcBjEXEUySoEP27HuWZm1klaSqAuvyf2uO9cZyZUPWWwhVlrsllbs6PGAqsjYg2ApPnAacCTGceMBr4LEBFPSyqVdAhwaBbnmplZJ2ltjcqq6VUwnQ6vVVk5sbL+lmmdjiZUdYlh+aJyZo6rpqS4hMqJld1usIVZa9psOZM0oYPXHgqsy9hfn5Zlehw4PX2esUAJMCzLc83M8qInTuWQyxapzh69OmXMFKqmVzFjcVA1vcqJmfU42bScXSHpj43KtpHcjry9lfPUTFnj3ppXAD+W9BiwHHgU2JHlucmTSNOAaQAjRoxoJRwzsz2X2XF+xr1QMSGZygHo1klCrlukpoyZklxresdb4Mx6i2ym0pgPDAH+mhadQNKS1R9YGRH/1cJ57wEqIuKkdP9SgIj4bgvHC3gWOAp4R3vOrePRmmaWa57Kwcw6y56M1twUESdGxGXpYxywMSL+AxjcynkPA6MkjZQ0ADgDuLVRUAekdQDnAfdFxJZszjUzy4dCXTezJ95q7Qi/D9YTZJOcvaWZsrohNltaOimdcuMi4A7gKeCGiFgh6QJJF6SHHQGskPQ0ycjML7V2bhaxmpnlVCFO5eBZ8xN+H6ynyCY5e1HSLZK+IunLkm4FXpJ0HDCmtRMj4raIeHtEvDUiKtOy2RExO91+MCJGRcThEXF6RLzc2rlmZvlWiFM5dOYyS92Z3wfrKbIZEPB54HxgAklH/TuAOcABabmZWa9RiFM5TF1Q3WDW/LpbrjPHVcP0fESUH34frKfIavmmJidJk9oYqZkXHhBgZr1RvgcpNF6TM1/Jar7fB7P26vCAgLRTfqWkayRdK+la4Ic5idLMzNotn7daC6mf156+Dx5MYIUimz5nN6c/HwDuTR8bchaRmZm1S2dP8toehdTPa0/eh0JKMs2ymefs9oiY1KhseESsa+mcfPFtTTOzrjVzvBr086ovHwczFre/20y++Jao5UNLtzWzGRBwj6RzSVrO3kjLvkk6K7+ZmfVera3J2Z1WAvBgAisk2dzWnAFUAHey+7bmf+QwJjMza0Zn9YnqzL5VhTi1SEcU4vx11ntlk5z9MiJGZj5IkjUzM+sindUnqrP7VnVVf7dcd9bvKUmm9QxtJmcR8blmivO7TomZWS/TWR3vc9GBf8qYKVRNr2LG4qBqelVOErOOJJSZCd2g7w9i0PcHtZjc5XNQhVljLQ4IkHQe8Fvgp42rgLER8Y4cx9ZuHhBgZj1VZ3W8744d+DvSWb8uoavdXtvgnLrtov5FTr4s7zoyIGAUsDcwHLi+Ud2wTozNzMza0Fkd77tjB/6OdNZvroUwU11roZMzK0QtJmcR8Q0ASV+JiOWZdZIeyXVgZma2W+XEyvqWoDod6RPVWdfpSh1JKFtK6DK3PRLTClU2fc6WS9pb0jBJIySNAL7SBbGZmVmqs/pEdce+VR3prN/S6MvMbY/EtEKVzSS03wa+DLwE7EqLB0bEAbkNrf3c58zMrGdq7/qd7nNm3cGeTEL7b8CbI2JrxsXO78zgzMzMWjNlzJQkkZpOVn3j6pKu8kXlzBxXzUH7HATAzHEvUVKcv8XZzbKRTcvZdcB5EbEjo2xiRCzKcWzt5pYzMzPrbO1ttTPLVrtbziRdm27uBzwhaSnJ8k0CxgIFN5WGmZlZZ8q8PTrjXqiYkMyxBjhBs5xpbUBAKclSTbcC32X38k2LgQ25DszMzCwX2rPaQC4m7TVrS2t9zqZHxLLmKiQ9mKN4zMzMcqa9LWFeEN3yocWWs7rETNLpkr5XVy5pBvByF8RmZmbWqdrbEuYF0S0fsln4/DPALzP2FwA/yEk0ZmZmOTR1QTVRsbsFrG576oLml4zuyBxrdbdN+8zsk5NF2q3ny2YqjSci4sm6nYh4XNKLOYzJzMwsJ9q72kDjKTnamoYj87Yp7F6kPfNaZm3JpuWsVNJBdTuSBgEjcheSmZlZbnSkJWzKmClUTa/ibT9Nlpk++6azW2wR8wAC6wzZtJzNAZ6U9DwQwCHAmTmNyszMLAfa2xJWJ9sWsbU1a5s9v6Vys+a0OQktQNpy9p5094GI2JTTqDrIk9CamVkulM4qpbqmab+0kuISqqZXtfs4M2h5Eto2b2tK+nxEvBQRf4iIPwD/JunHOYnSzMysAGXbItaR26ZmjWXT5+zwzJ2IuA4oav5QMzOznmdEcfNdrRuXTxkzhTmnzqGkuAQhSopLvMC6tVtryzc9S9LH7EBJH82o6gs8kevAzMzMCkXlxMoGfc6g5Rax+kXazTqotQEB40nW0ayABiOMX4+I53MYk5mZWUHJHEiwtmYtI4pHeAF0y5msBgQASBoYEe1aGUDSJODHJK1t10TEFY3qi4HrSabm6Af8T0TMTeu+DJxH0nq3HJgaEa+39nweEGBmZmbdxZ4MCBgrqQq4XVKRpHslHZfFeX2Bq4CTgdHAmZJGNzrsQuDJiDiapKXuh5IGSBoKfBEoi4gjSZK7M9p6TjMzs/ZozyLoZl0lmwEBXwImAo9ERC0wiSSpastYYHVErImIbcB84LRGxwSwnyQB+wKbgB1pXT9gH0n9SAYgbMjiOc3MzLJSN3dZdU2yuHnd3GVO0CzfsknOqiLimbqdiHgN2JzFeUOBdRn769OyTFcCR5AkXsuBL0XEroj4J/A/wFrgOaAmIu7M4jnNzMyy4tn8rVBlk5wNTW8zBoCk9wFvzeI8NVPWuIPbScBjwBDgGOBKSftLGkjSyjYyrXuTpLOafRJpmqQlkpZs3Lgxi7DMzMzavwi6WVfJJjn7X2Ax8GlJrwK/BC7P4rz1wPCM/WE0vTU5FbgpEquBZ0nmVfsg8GxEbIyI7cBNwHube5KImBMRZRFRNnjw4CzCMjMzSxZBV8Xuxc/rtudOLsm6L1rdcX1m9nGfNes02SRnABOAdwHHA4dFxLIsznkYGCVppKQBJB36b210zFqS/mxIOgQ4DFiTlr87HYCg9JinsozVzMysTS3N5n/KqFOy6ouW2WctCPdZs06TTXL2V+CYiFgREU9ExI42zwDS4y4C7iBJrG6IiBWSLpB0QXrYt4H3SloOLAK+EREvRsTfgRuBR0j6ovUhWYDdzMysU2TO5j9zHPWz+d+26ras+qK5z5rlSpvznElaEBGTG5W9NyIeyGVgHeF5zszMbE/NHC9m3NtM+TiYsXj338w+M/sQTbpSgxC7ZuzKZYjWQ7Q0z1lrKwTUeVTS94G7gDfSsi8BBZecmZmZ7am5k0uomJAMCoiK3X3SSopLGiyXM6J4BNU1TQcPtLQOp1m2sp3n7F3AZcDM9DE2l0GZmZnlS0t90Rqvo5ntcWbtlU1y9pOImJD5IEnUzMya5VnXrTtrqS9a43U0M48TavE4s/bKps/ZhyLiroz9c4A+EXFdjmNrN/c5M8u/uhFstdtr628JFfUv8h8tM7NGOry2JnBq5k5E/Ar4QGcFZmY9i0ewmZntmRYHBEiaSzKj//GSrs2o6gu8LdeBmVn3NHVBdYORbnWzr88cVw3T8xGRmVn30tpozcXpz+FA5qDi14G/5CogM+vesh3pZmZmzWsxOYuIXwJIuj9dWsnMrE2VEyvr+5zV8Qg2M7PstdjnTNKRkk4nWSMTSRMkLZD003RhcjOzJrId6WZmZs1rcbSmpD8Ay4BvAfuQLEp+VVpdEhFndUmE7eDRmmZmZtZddGSFgE0RcVl68tnAQxFRnu7PzU2YZmZmZr1ba1NpvJKxPYlkIfLm6szMzMysk7SWnA2WtJektwIfBhZk1A3NaVRmZmZmvVRrydkvgWqSfmffj4gXJB0j6XFgY5dEZ2Zm1k3ULVvWZ2YfL1tme6S1qTT+KGkEsHdEbEnLHgOO7qLYzMzMuoXMZcsAqmuqmbZwGoBHKlu7tbp8U0Rsq0vMzMzMrHletsw6UzZra5qZmVkr1tasbVe5WWucnJmZme2hEcUj2lVu1honZ2ZmZnuocmIlRf2LGpR52TLrKCdnZmZmeyhz2TIhL1tme6TF5Zu6Iy/fZGZmZt1FS8s3ueXMzMzMrIA4OTMzMzMrIE7OzMzMzAqIkzMzMzOzAuLkzMzMzKyAODkzMzNrJy9ybrnU4sLnZmZm1pQXObdcc8uZmZlZO3iRc8s1J2dmZmbt4EXOLddympxJmiRppaTVki5ppr5Y0kJJj0taIWlqRl2VpOWSHpPkaf/NzKwgeJFzy7WcJWeS+gJXAScDo4EzJY1udNiFwJMRcTQwHvihpAEZ9RMi4pjmljYwMzPLBy9ybrmWy5azscDqiFgTEduA+cBpjY4JYD9JAvYFNgE7chiTmZnZHvEi55ZruRytORRYl7G/Hji+0TFXArcCG4D9gE9GxK60LoA7JQXw84iY09yTSJoGTAMYMcJNymZmlntTxkxxMmY5k8uWMzVTFo32TwIeA4YAxwBXSto/rTshIo4juS16oaQTm3uSiJgTEWURUTZ48OBOCdzMzMwsX3KZnK0HhmfsDyNpIcs0FbgpEquBZ4HDASJiQ/rzBeBmktukZmZmZj1aLpOzh4FRkkamnfzPILmFmWktMBFA0iHAYcAaSW+StF9a/ibgw8ATOYzVrFurm6185nh5tnIzs24uZ33OImKHpIuAO4C+wLURsULSBWn9bODbwHWSlpPcBv1GRLwo6VDg5mScAP2A30TE7bmK1aw7y5ytfMa9UDHBs5WbmXVnimjcDaz7KisriyVLPCWa9S6ls0qprqkGICpAFUl5SXEJVdOr8hWWmZm1QdLS5qYL89qaZt3c1AXVzLh3935UJD9njquG6fmIyMzM9oSXbzLr5uZOLkEVu1vM6rbnTi7JX1BmBuzuD9pnZh/3B7WsOTkz6+Y8W7lZYarrD1pdU00QVNck/UGdoFlbnJyZdXOZs5XPHIdnKzcrEOWLyqndXtugrHZ7LeWLyvMUkXUXHhBgZmaWA31m9iGazL0OQuyasauZM6y3aWlAgFvOzMzMcmBEcfNLCrZUblbHyZmZmVkOuD+odZSTMzMzsxzI7A8q5P6gljX3OTMzMzPLA/c5MzMzM+sGnJyZmZmZFRAnZ2ZmZmYFxMmZmZmZWQFxcmZmZmZWQJycmfUwT1x3Ha9v3tyhc5fOmtXmMfd+/evMHz++2bobTzqJV194oUPPXYiq//xn7vr857m/ooIHZs5s9piaqipuO/dcHvr+97nt3HN54fHH6+teXr2aBZMnc8vHP97knNs/+1n+/t3vcuf557Nt61YA1i5ezC2nn85DP/gBt519NsuuuSZ3L87MCpaTM7Me5onrruONHCZnx3z+8y3Wfez223nTwQd36LkLzfbaWu664AIm/OhHnFBRwcZly6hetKjJcfdMn86oyZMZ+/Wv866vfpU/nXNOfd1zf/87I085pck5d11wAUeffz7HX3opg448koe+9z0Adrz2GmMvuYSxX/saH/jJT1h00UXELi/zY9bb9Mt3AGa9wbatW1n4yU8y7MQTeXnlSo741KcYPn48f/jUp3h55UpO+fWvUb9+/Oncc3l3eTmDjz6ae770JQYffTQD9t+fv1dW8oGf/IR3ZPzhr924kcUXX8xBRxzB5jVreMe557KjtpYtVVUsnTWLAw8/nP2GDuWeL3+Zt556Krt27mT1zTdz/rp1/PXyy4kdO1DfvgzYbz/Gfv3rPH3DDbyxeTP3V1Rw0OGHc/gZZ/DAt77Frm3b6DNgABuXLeO0G28EkiTi/ooKnl+6lEOOO44TZs5k3X33cfcXv8iEWbPYb+hQbp86lf1LS3nTW97Chgce4PjLLuOtH/kIO954gzs++1mKDj6YvQ44gJW/+x2lJ53EhP/93wbv2fq//IXl117LQaNH8/LKlbz/iit48Ykn+PPnP8+w972P46ZP57azzmLsJZew8/XXufuLX+T4yy5j2yuvsPHxx5nw4x9zwMiRDa65asECHp89u8nvp7i0lA81Kt/w4IPsX1JCv732AmDoCSew5o9/pGTixAbHvbxqFfuNSJbjKT70UDYuW0btiy9SNGgQo6dM4Ynrrmtw/M7t21l3zz28+V3vqr/uHeedx/u+/W0OPfnk3dddvZoDDzsM9fH/oc16nYjoMY93vvOdYVaItr36alTddVdERNS+9FL8qqwsIiJe37w5fl5SEttfey22vfpq3HPxxRERccvHPx5PzZ8fERGbVq2Kn5eUNLnmP26+OX7/kY/EG1u3Ru2LL8ZLK1dGRMRvx42Lzc8+W3/cbeeeG49cdVVERDz38MOx5vbb44YPfai+/rfjxsXzjz4aEdHgedbcfnvcePLJ9fvLrrkmIiI2P/tszB4+PHbt3Bm7du6Mq4cObfBc1ffcExERy+fOjYVnnBERERseeih+/9GPRkTEI1deGXdecEFEROzauTNmDx/eIN6IiF27dsXVQ4bElvXr66919/TpERHx4lNPxf8dfnj8/Xvfi7WLF9ef8/OSkti0alVERDw1f37c8vGPN3nP2uPJ3/wmbj7ttPr9x3/xi/jDlClNjrtj2rR45MorIyKi+u674wcQLz/zTH398rlzY8HHPla//8qGDfGT4uL6/U2rVjV4DyMi7p85M379rnfFPx98cI9eg5kVNmBJNJPPuOXMrAtEBOsWL2bDgw/Sp39/Xtu4EYC9iosZefLJPD1/PjvfeIMjpiTLury4YgXHX3opAAccemiz13zrRz/Ky6tW8fuTTmKfwYMZ36jlKdNBRxwBwJvLynjoBz9gR20tf7/iCgD2Hz6c2jSeTBuXLeOAt72tfn/MZz9bv108cmR9i06ffi3/MzLw7W8HoGjwYLa98kr9axs4ahQA6tOH4tLSJue99uKLvL5pE0/++tcAvL5pE+rbN3kthx/O6LPP5h833sjYr3+9wXl179UBb3sbL65Y0eS6/7jpJh772c+alBePHMlJv/hFg7Kigw+ujxlg25YtFDVzy3b8D3/Ikv/9X5b86EfsPXAg+xx0EPsNG9b8GwLsM2gQO157jYhAUrPXfe/ll3PshRfyq2OO4aylS3vMrWIzy46TM7MusPyaa9i6YQOTrr2Wndu3N7i1duxFF/GnT3+aN5eVcfT55wMkt/L+8Q8OOe44Nq9Z0+w1Ny5fzhGf+hRjv/Y1Hr3qKpb+6EdM/MlP6NO3LxHBxuXLOWj06ORgqf68g48+mucefJDjL7kEgLV3312fhCk994XHHuPgo49m3eLFu1/Dtdcy+qyzmlyvVc0cd9Do0bz0xBMAxK5d1FRVNTlmn0GD2GfwYI4+/3z2HjiQ1156iQ0PPgjAa5s28cbmzQw++mge/uEPedfFF9eft3nNGga+7W28/I9/7H7tGd5++um8/fTTswp9yHvew5bqana88Qb99tqLf95/f31/u9c2baJPv37stf/+bN2wgXd99av0Lypi08qVlHz4w/QdMKDF6/bt35/hEybwr4cf5i1jx/LP++/n0I98BIDHrr6a0WefzYB992XvAw9E/fpR+8ILTs7MehknZ2ZdoPSkk/jHjTey+GtfY58DD+SNmhr+8fvf8/aPfYxB73gHA/bbj+ETJtQfP+5732PRF77AxuXL2W/48GaTnO1bt/KXWbM4aPRoNq9axVFpYlc6aRIPXXEFO15/nWMvvJCNy5bx5K9/zX7DhjHwbW+j9MMf5rmHHuK+Sy+lT79+7Hj9dU5MW9EO/chHWPzVrxI7d/KBWbPY8Le/cd+ll9Jv773Z+6CD6DtgAMuvuYYt1dVUL1rEti1beKOmhuXXXsvAt7+9/rmKR47kmYULef3ll3l59WqevP76+nOOOu88bv/MZ7j7S19i36FD2eegg5q8Pkl8dP587vvGN9hv+HC2rF1L2Ve+wvOPPMLiiy/m2Isuov+++3LLv/87sXNnfQta9Z//zBNz5/LCo48y8ac/3aPfWf+iIj549dXc/cUvUjR4MIOPOqq+v9lDV1zB3gceyPGXXMKGBx5gzW238eayMl7ftImJV15Zf43Vt9zCMwsXsmnlSh76/vfr4/zQ7Nk8+K1vUXXnnbyydm19q2ffAQNY9IUvcOBhh1Hz7LMcOXUqg488co9eh5l1P1743KwAvbxqFXsNHEjRoEFsWbuW2z/zGf7jz3/Od1idYtvWrdQ8+yyDx4wBYO6RR3LOI4+02tqUjTmlpUxrphXOzKxQtbTwuVvOzArQlupqls+YwcHHHsvm1aubjGTszna89hr3fv3rjJgwgVf/9S/e881v7nFi9uS8ebxRU8OjP/sZx7Yy1YeZWXfgljMzMzOzPGip5cwT6JiZmZkVECdnZmZmZgXEyZmZmZlZAXFyZmZmZlZAnJyZmZmZFZCcJmeSJklaKWm1pEuaqS+WtFDS45JWSJqalu8t6aGM8pm5jNPMzMysUOQsOZPUF7gKOBkYDZwpqfF6KhcCT0bE0cB44IeSBgBvAB9Iy48BJkl6d65iNTMzMysUuWw5Gwusjog1EbENmA+c1uiYAPaTJGBfYBOwI12sfWt6TP/00XMmZDMzMzNrQS6Ts6HAuoz99WlZpiuBI4ANwHLgSxGxC5KWN0mPAS8Ad0XE33MYq5mZmVlByGVy1nSl5qatXycBjwFDSG5fXilpf4CI2BkRxwDDgLGSml39V9I0SUskLdm4cWMnhW5mZmaWH7lMztYDwzP2h5G0kGWaCtyU3sZcDTwLHJ55QERsBhYDk5p7koiYExFlEVE2ePDgTgrdzMys88xbPo/SWaX0mdmH0lmlfP6Pn2+wP2/5vHyHaAUkl8nZw8AoSSPTTv5nALc2OmYtMBFA0iHAYcAaSYMlHZCW7wN8EHg6h7GamZnlxLzl85i2cBrVNdUEQXVNNVcvubrB/rSF05ygWb2cJWcRsQO4CLgDeAq4ISJWSLpA0gXpYd8G3itpObAI+EZEvAi8BbhH0jKSJO+uiPhDrmI1MzPLlfJF5dRur231mNrttZQvKu+iiKzQ9cvlxSPiNuC2RmWzM7Y3AB9u5rxlwLG5jM3MzKwrrK1Z26nHWc/nFQLMzMxyaETxiE49zno+J2dmZmY5VDmxkqL+Ra0eU9S/iMqJlV0UkRU6J2dmZmY5NGXMFOacOoeS4hIA+qpvg58lxSXMOXUOU8ZMyVuMVlhy2ufMzMzMqE+8pi2cVj84YGfsrG8xc2JmmdxyZmZm1gWaG7XpUZrWHCdnZmZmXaCl0ZgepWmNOTkzMzPrAi2NxvQoTWvMyZmZmVkXaG7UpkdpWnOcnJmZmXWBzFGbQh6laS1SROQ7hk5TVlYWS5YsyXcYZmZmZm2StDQiyhqXu+XMzMzMrIA4OTMzMzMrIE7OzMzMzAqIkzMzMzOzAuLkzMzMzKyAODkzMzMzKyBOzszMzArAvOXzKJ1VSp+ZfSidVcq85fPyHZLlSb98B2BmZtbbzVs+j2kLp9UvjF5dU820hdMAPEltL+SWMzMzszwrX1Ren5jVqd1eS/mi8jxFZPnk5MzMzCzP1tasbVe59WxOzszMzPJsRPGIdpVbz+bkzMzMLM8qJ1ZS1L+oQVlR/yIqJ1bmKSLLJydnZmZmeTZlzBTmnDqHkuIShCgpLmHOqXM8GKCXUkTkO4ZOU1ZWFkuWLMl3GGZmZmZtkrQ0Isoal7vlzMzMzKyAODkzMzMzKyBOzszMzMwKiJMzMzMzswLi5MzMzMysgOQ0OZM0SdJKSaslXdJMfbGkhZIel7RC0tRszzUzMzPriXK28LmkvsBVwIeA9cDDkm6NiCczDrsQeDIiTpU0GFgpaR6wM4tzzTpk3vJ5lC8qZ23NWkYUj6ByYqXnEjKzvGju3yNI1tqsrqmmr/qyM3Y2+SlEkEyF1Ud92BW7sjqmrTLbbd8B+zL7o7Pz8vchZ8kZMBZYHRFrACTNB04DMhOsAPaTJGBfYBOwAzg+i3PN2m3e8nlMWzitfoHh6ppqpi2cBuAEzcy6VHP/Hk1dMBVJbNu5DYCdsbPZn5nJ1K7YlfUxbZXZblu3beXTCz4NdP3fh1ze1hwKrMvYX5+WZboSOALYACwHvhQRu7I816zdyheV1/9DWKd2ey3li8rzFJGZ9VbN/Xu0fdf2+sTM8m/Hrh15+fuQy+RMzZQ1Ts9PAh4DhgDHAFdK2j/Lc5MnkaZJWiJpycaNGzserfUKa2vWtqvczCxX/O9O95CP31Muk7P1wPCM/WEkLWSZpgI3RWI18CxweJbnAhARcyKiLCLKBg8e3GnBW880onhEu8rNzHLF/+50D/n4PeUyOXsYGCVppKQBwBnArY2OWQtMBJB0CHAYsCbLc83arXJiJUX9ixqUFfUvqu+Ea2bWVZr796h/n/4M6DsgTxFZY/369MvL34ecJWcRsQO4CLgDeAq4ISJWSLpA0gXpYd8G3itpObAI+EZEvNjSubmK1XqPKWOmMOfUOZQUlyBESXEJc06d48EAZtblmvv3aO7kuVx72rWUFJcA0Fd9m/2pjN4/fdQn62PaKrPd9h2wL9dNvi4vfx8U0XNGaZSVlcWSJUvyHYaZmZlZmyQtjYiyxuVeIcDMzMysgDg5MzMzMysgTs7MzMzMCoiTMzMzM7MC4uTMzMzMrIA4OTMzMzMrIE7OzMzMzAqIkzMzMzOzAuLkzMzMzKyAODkzMzMzKyA9avkmSRuB6nzHUQCKgZp8B5GlfMWay+ftzGvv6bU6en5HzmvPOYOAF9t5/d7E3+H8Pm8hfYf35BrtPc/f4c6T7XtZEhGDm5RGhB897AHMyXcMhR5rLp+3M6+9p9fq6PkdOa895wBL8vF77y4Pf4fz+7yF9B3ek2u09zx/hzvvsae/d9/W7JkW5juAdshXrLl83s689p5eq6Pnd+S87vS5K3Td6b30dzj31+qq73F3+twVuj16L3vUbU0z6x4kLYmIsnzHYWYd4+9wbrnlzMzyYU6+AzCzPeLvcA655czMzMysgLjlzMzMzKyAODkzsw6TdK2kFyQ90UK9JP1E0mpJyyQdl1E3SdLKtO6SjPIDJd0laVX6c2BXvBaz3qK5722237uOfG8lXZoev1LSSbl9dT2DkzMz2xPXAZNaqT8ZGJU+pgFXA0jqC1yV1o8GzpQ0Oj3nEmBRRIwCFqX7ZtZ5rqPp97bN711Hvrdp/RnAO9Ln/Fl6HWuFkzMz67CIuA/Y1MohpwG/isTfgAMkvQUYC6yOiDURsQ2Ynx5bd84v0+1fApNzErxZL9XC9zab711HvrenAfMj4o2IeBZYnV7HWuHkzMxyaSiwLmN/fVrWUjnAIRHxHED68+AuiNOst8vme9eR721r51gLnJyZWS6pmbJopdzMCldHvrf+rneAkzMzy6X1wPCM/WHAhlbKAZ5Pb32S/nyhC+I06+2y+d515Hvb2jnWAidnZpZLtwLnpKM23w3UpLc8HgZGSRopaQBJh+FbM845N90+F7ilq4M264Wy+d515Ht7K3CGpL0kjSQZHPRQDuLvUTwJrZl1mKTfAuOBQcDzwAygP0BEzJYk4EqSUVq1wNSIWJKeewowC+gLXBsRlWn5QcANwAhgLfCJiGht0IGZtUML39sFNPO9kzQEuCYiTknPbff3VlI58BlgBzA9Iv7UJS+0G3NyZmZmZlZAfFvTzMzMrIA4OTMzMzMrIE7OzMzMzAqIkzMzMzOzAuLkzMzMzKyAODkzMzMzKyBOzszMzMwKiJMzM+t1JA2QNLYLnqdY0rWS1jUqP1jS23P9/GbWPTk5M7NeJV125kagJtfPFRE1EfEZYGWjqpeAyyS9N9cxmFn30y/fAZiZdbGvAQ9GROOEqcMkvRX4eaPiOyLiB80dHxE7JX0DuFfS6IjY1VmxmFn35+TMzHoESV8APgY8AQRwOvDtiJjd6NCzgbPSc84BvgtMIVnU+XpgYESMl/Q54L+A35KsF3gUcAlQRrIuYQ3wbxGxIyKeAT7Ynngj4nlJW4H3A/e2+wWbWY/l25pm1u1JGgOUAydHxEUkidOqxolZekvzMJKFmYmIXwGr0u1XgR/XHRsRVwN3AoMi4hPA54FfAb+MiBOA/YEJWcR2FXC4pNmSRjaqXgeMaf8rNrOezC1nZtYTTACWRMRr6f5fgPc1c9yg9Oer7bj2A+nPNcDWiPhHuv8M8Ja2To6IC4ELW6jeCgxuRyxm1gu45czMegKR3Mpsy+b0596Nyuv+LezfzDlvpD8jY7tuf0//Dd0nIyYzM8DJmZn1DPcA75K0T7rfXKsZEVELPAe8uVFVXQvYMTmJrmWHkN5WNTOr49uaZtbtRcQySZXA7ZIeBXa0cviNwAnAioyyr0t6N7AJGCXpP0mSuOOBYZLuB74JHCjpSyQJVV1dh0Z+SioCRgJ3tfdcM+vZFJHNnQAzs+5D0nigIiLGN1M3CLgBOD0iNktanB67uAtDRNK3gX9ExK+78nnNrPD5tqaZ9SiShgFfAd4u6fON6yPiRZLpNN7f1bHVkfRmkgEMTszMrAm3nJmZmZkVELecmZmZmRUQJ2dmZmZmBcTJmZmZmVkBcXJmZmZmVkCcnJmZmZkVECdnZmZmZgXEyZmZmZlZAXFyZmZmZlZAnJyZmZmZFZD/DylruzknWbu+AAAAAElFTkSuQmCC\n", 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\n", 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vXz86dOhASkoKmZmZrFq1is8++4xDDz2ULl26YGZcfPHFMe+LCy64AICcnBwOPfRQjjjiCAAuu+wy3n777VJxQ6iL/Nhjj6VFixa0bduWpk2bsnHjxpifb3c0adIk0ovSt29fVq1aBYT224gRIwAi+y9WXkEvQFV1I0eOZObMmbz88sucffbZFbarav9v2rSJESNGcPTRR3PzzTezfPnyCtcR63JSPSUBNZAxIYOUfUrvupR9UsiYkJGgiETqJjk97rjj+Oabb8jPz2fGjBnk5+ezZMkSli5dSnp6Otu3b8fdK71U6ZhjjmHJkiV8++23QNVfMgD77rtvpXXh52jUqFHkBDZ3Z8eOHZFl0tJ2bXtqaipFRUWl2u6ucDzVxR1+3pSUlFIxpKSkRGKobY0bN45sV/S21lRubi6pqam0a9euwvoPP/yQI488slTZsGHDmD59Oh07dmS//fardN2V7f877riDQYMGsWzZMl599dVKr3mPdTmpnpKAGkgflU7XKV1J65QGBmmd0ug6patOCpSEqovk9LPPPqO4uJjWrVuzadMm2rVrR+PGjVmwYEHkBLrBgwcze/ZsCgoKACJf+ABDhgzh9ttv54wzzmDLli1069aN3NzcyK/WWbNmVfrcxx9/PDNnzgRgxowZnHjiiUDoGPySJUsAeOWVV9i5c2eV29CtWzdWrlzJF198AcBzzz232/uhW7durFq1KnI2/PTp0xkwYMBur6c6LVq0YMuWLZXOx6J///688MILAJH9V538/HyuvfZabrzxxgq/sP/zn/9wzz33cMMNN5Qqb9asGQ888ADjx4+vdN1V7f9NmzbRvn17IHQSZFjZ7a5sOdl9ujqghtJHpetLX/Yq4fdjbV8dsG3bNjIzM4HQL+Bp06aRmprKqFGjGDZsGFlZWWRmZtKtWzcAunfvzvjx4xkwYACpqan07t271H/UI0aMYMuWLZx55pnMmzePxx57jCFDhtCmTRv69etXaRyTJk3iiiuu4He/+x1t27blqaeeAuDqq6/mrLPOol+/fgwePLjK3gMI3V99ypQpnHHGGbRp04YTTzyRZcuW7dY+adq0KU899RQjRoygqKiIY445hmuvvXa31hGLkSNHcvXVVzNp0iTmzJnD6NGjufbaa2nWrBmLFy+OaR2PPPIIF198MQ899BBnnHEGLVu2rHC58Ou8c+dOGjVqxCWXXMItt9wSqX/nnXfo3bs3W7dupV27dkyaNClyZUDZmKtS1f7/5S9/yWWXXcbDDz/Mj3/840ibQYMGcf/995OZmcnYsWMrXU52n1XXrdXQZGVleXXXrYrsLT799NNyXa4Nzffff0/z5s1xd2644Qa6dOnCzTffnOiwGoytW7fSrFkzzIyZM2fy3HPPlbqSQxqWiv7PMLMl7p5V0fLqCRCRhPrzn//MtGnT2LFjB7179+aaa65JdEgNypIlS7jxxhtxd/bff3+efPLJRIckexH1BIjsxZKhJ0BEas/u9gToxEAREZEkpSRAREQkSSkJEBERSVI6MVAkyews2EnhV4X4DseaGGnt02jcunGiwxKRBFBPgEgS2Vmwk+2rt+M7QicE+w5n++rt7Cyo/AY7Gko4/kMJh/dx+BG+edKeWLduHeedd94ereO+++7b4zhiceutt9K9e3duvfXWOnm+WOTn53PsscfSu3dv3nnnnVJ1tTmEc6KpJ0AkiRR+VQglZQpLQuWV9QZoKOH4DyUcvY9rQ1FREQcffPBuJV3FxcWkpqaWKrvvvvsYN25cuWUjg8+k1M7vyMcff5z8/PxSt1iuSl28H+bPn0+3bt2YNm1aubraHMI50dQTIJJEwj0AsZaXpaGEa38o4cosXbqU/v3707NnT84++2y+++47gFLDB3/zzTd07twZCN0+d8SIEQwbNoxTTjmFVatWcfTRRwOhL/hbb72VY445hp49e/L4449H9tGgQYO46KKL6NGjR6nnv/322yN3ERw1ahSrVq3iyCOP5Prrr6dPnz6sWbOG6667jqysLLp3785dd90Vadu5c2fuuuuuyHvjs88+A2DRokWR3o7evXtH7hz5ww8/cOyxxzJr1qwqX+dbbrmFQYMGcdtttzF69Giuu+46Bg0aREZGBosWLeKKK67gyCOPZPTo0ZHtHj16NEcffTQ9evSosEenoudbunQpv/zlL5k3b15k2OZoZYdwvu222+jbty8nn3wy77//PgMHDiQjI4O5c+cCsGrVKk466ST69OlTqjetpKSE66+/nu7duzN06FBOP/30yHt5yZIlDBgwgL59+3Lqqaeyfv16IHTnzKOOOoqePXtWe3fGmFQ2vGBDfdTGUMIidaXssKADBgwo93j00Ufd3f2HH36osP6pp55y99Bwvydmnegn9tn12PzBZt/8wWbf8tGWSmPQUMK79n28hhIO7+NevXr58OHD3d29R48evnDhQnd3v+OOO/xnP/tZJI7w8Lz5+fneqVMndw8Nt9u+ffvI/o6O//HHH48MLbx9+3bv27ev5+bm+oIFC3yfffaJ7P+yoocXXrlypZuZL168OFIWfq6ioiIfMGCAf/TRR5F9MGnSJHd3f/TRR/3KK69099Br+O6777q7+5YtWyLDAUc/T1Wv8xlnnOFFRUWR+QsuuMBLSkr85Zdf9hYtWvh//vMfLy4u9j59+viHH37o2dnZfvLJJ0fW/d1335Xbxsqer+zwxdHKDuE8b948d3cfPny4/+QnP/EdO3b40qVLvVevXu4e+mxu27bN3d0///xzD38PPf/8837aaad5cXGxr1+/3vfff39//vnnfceOHX7cccf5hg0b3N195syZfvnll7u7+0EHHeTbt2+vdHv2mqGEzaypmb1vZh+Z2XIz+3VQfoCZ/d3M/hv8bRXVZqyZrTCzHDM7Naq8r5l9HNRNsmBECzNLM7NZQfm/zKxzvLZHpCFIaZICZceDSYG09pV3w2oo4V3iNZRweB8vXbqUl156iU2bNrFx48bIoERl11+Zn/zkJ6X2d9jf/vY3nn76aTIzMzn22GMpKCjgv//9b2Qfhfd/dTp16kT//v0j87Nnz6ZPnz707t2b5cuXlzpOfs455wClhzU+4YQTuOWWW5g0aRIbN26ssEu/qtd5xIgRpQ5ZDBs2DDOjR48epKen06NHD1JSUujevTurVq0iIyOD3Nxc/ud//oc33nijwpENa/K+itakSROGDBkChF7vAQMG0LhxY3r06BHZ7p07d3L11VfTo0cPRowYEdlP7777LiNGjCAlJYUDDzyQQYMGAaH317Jly/jJT35CZmYm9957L2vXrgWgZ8+ejBo1imeeeaZWDonE86BKIfBjd//ezBoD75rZ68A5wHx3v9/MbgduB24zs6OAkUB34GDgH2Z2hLsXA5OBMcD/AfOAIcDrwJXAd+5+uJmNBB4ALojjNokk1MKFCyut22effaqsb9OmDYv+uWiPrg6IHkp43rx5kaGEGzduTOfOnXdrKOEDDjhAQwnXQPT2lh1Ct7L95e784Q9/4NRTTy1VvnDhwmoHXKps/StXruTBBx/kgw8+oFWrVowePbpUPOHtjt7v4REk582bR//+/fnHP/4RGXiqMtGvVdlYq9vPrVq14qOPPuLNN9/k0UcfZfbs2dXeNnl33xvRQzhHxxH9Wk+cOJH09HQ++ugjSkpKaNq0KVD5+8jd6d69e4WDRP31r3/l7bffZu7cudxzzz0sX758j5KBuPUEBL0Q3wezjYOHA2cB4TMtpgHDg+mzgJnuXujuK4EVQD8zOwjYz90XB90aT5dpE17XHGCw1fTTLZIkGrduTPOezWmR1YLmPZvv1uWBGkp41zriOZRwy5YtadWqVeSs9Oj1R29vrCf+nXrqqUyePDmybz7//HN++OGHats1bty40v25efNm9t13X1q2bEleXh6vv/56tev74osv6NGjB7fddhtZWVmRcwWiVfY618Q333xDSUkJ5557Lvfccw///ve/4/p8ldm0aRMHHXQQKSkpTJ8+neLiYgBOPPFEXnjhBUpKSsjLy4sk8V27diU/Pz+SBOzcuZPly5dTUlLCmjVrGDRoEL/97W/ZuHEj33//fWVPG5O4nl5pZqnAEuBw4FF3/5eZpbv7egB3X29m7YLF2xP6pR+2NijbGUyXLQ+3WROsq8jMNgGtgW/KxDGGUE8CHTt2rL0NFEkCGkq44nXEeyjhadOmce2117J161YyMjIi2/uLX/yC888/n+nTp8c8jO5VV13FqlWr6NOnD+5O27Ztefnll6ttN2bMGHr27EmfPn2YMGFCqbpevXrRu3dvunfvTkZGBieccEK163vkkUdYsGABqampHHXUUZx22mnllqnsda6Jr776issvvzzSc/Kb3/wmrs9Xmeuvv55zzz2X559/nkGDBkXeo+eeey7z58/n6KOP5ogjjuDYY4+lZcuWNGnShDlz5vDTn/6UTZs2UVRUxE033cQRRxzBxRdfzKZNm3B3br75Zvbff/89iq1OBhAys/2Bl4D/Ad519/2j6r5z91Zm9iiw2N2fCcqfINT1/yXwG3c/OSg/Cfiluw8zs+XAqe6+Nqj7Aujn7gWVxaIBhKQ+SYYBhDSUsCSz8Pu/oKCAfv368c9//pMDDzywxuvbK4cSdveNZraQ0LH8PDM7KOgFOAjYECy2FjgkqlkHYF1Q3qGC8ug2a82sEdAS+BYRqTc0lLAks6FDh7Jx40Z27NjBHXfcsUcJQE3ELQkws7bAziABaAacTOjEvbnAZcD9wd/wxcVzgWfN7GFCJwZ2Ad5392Iz22Jm/YF/AZcCf4hqcxmwGDgPeMvromtDRGrNzTffrF/+krSqOpm3LsSzJ+AgYFpwXkAKMNvdXzOzxcBsM7uSUFf/CAB3X25ms4FPgCLghuDKAIDrgKlAM0JXBYTPQHkCmG5mKwj1ANTCnRNE9i5VnW0vIhJWk9/AdXJOwN5E5wRIfbJy5UpatGhB69atlQiISKXcnYKCArZs2VLuvg8JPydARGqmQ4cOrF27lvz8/ESHIiJ7uaZNm9KhQ4fqF4yiJEBkL9a4ceOY7+YmIrK7NICQiIhIklISICIikqSUBIiIiCQpJQEiIiJJSkmAiIhIklISICIikqSUBIiIiCQpJQEiIiJJSkmAiIhIklISICIikqSUBIiIiCQpJQEiIiJJSkmAiIhIklISICIikqSUBIiIiCQpJQEiIiJJSkmAiIhIklISICIikqSUBIjsRfJm5LG482IWpixkcefF5M3IS3RIItKANUp0ACISkjcjj5wxOZRsLQGgcHUhOWNyAEgflZ7I0ESkgVJPgMheInd8biQBCCvZWkLu+NwERSQiDZ2SAJG9ROGXhbtVLiKyp5QEiOwl0jqm7Va5iMieUhIgspfImJBByj6lP5Ip+6SQMSEjQRGJSEOnJEBkL5E+Kp2uU7qS1ikNDNI6pdF1SledFCgicaOrA0T2Iumj0vWlLyJ1Rj0BIiIiSSpuSYCZHWJmC8zsUzNbbmY/C8rvNrOvzGxp8Dg9qs1YM1thZjlmdmpUeV8z+ziom2RmFpSnmdmsoPxfZtY5XtsjIiLS0MSzJ6AI+Lm7Hwn0B24ws6OCuonunhk85gEEdSOB7sAQ4DEzSw2WnwyMAboEjyFB+ZXAd+5+ODAReCCO2yMiItKgxC0JcPf17v7vYHoL8CnQvoomZwEz3b3Q3VcCK4B+ZnYQsJ+7L3Z3B54Ghke1mRZMzwEGh3sJREREpGp1ck5A0E3fG/hXUHSjmf3HzJ40s1ZBWXtgTVSztUFZ+2C6bHmpNu5eBGwCWlfw/GPMLNvMsvPz82tno0REROq5uCcBZtYceAG4yd03E+raPwzIBNYDD4UXraC5V1FeVZvSBe5T3D3L3bPatm27exsgIiLSQMU1CTCzxoQSgBnu/iKAu+e5e7G7lwB/BvoFi68FDolq3gFYF5R3qKC8VBszawS0BL6Nz9aIiIg0LPG8OsCAJ4BP3f3hqPKDohY7G1gWTM8FRgZn/B9K6ATA9919PbDFzPoH67wUeCWqzWXB9HnAW8F5AyIiIlKNeN4s6ATgEuBjM1salI0DLjSzTELd9quAawDcfbmZzQY+IXRlwQ3uXhy0uw6YCjQDXg8eEEoyppvZCkI9ACPjuD0iIiINiiXbD+esrCzPzs5OdBgiIiJ1wsyWuHtWRXW6Y6CIiEiSUhIgVcqbkcfizotZmLKQxZ0XkzcjL9EhiYhILdEAQlKpvBl55IzJoWRrCQCFqwvJGZMDoEFuREQaAPUESKVyx+dGEoCwkq0l5I7PTVBEIiJSm5QESKUKvyzcrXIREalflARIpdI6pu1WuYiI1C9KAqRSGRMySNmn9FskZZ8UMiZkJCgiERGpTUoCpFLpo9LpOqUraZ3SwCCtUxpdp3TVSYEiIg2Erg6QKqWPSteXvohIA6WeABERkSSlJEBERCRJKQkQERFJUkoCREREkpSSAJGAxkkQkWSjqwNE0DgJIpKc1BMggsZJEJHkVGVPgJk1BYYCJwEHA9uAZcBf3X15/MMTqRsaJ0FEklGlSYCZ3Q0MAxYC/wI2AE2BI4D7gwTh5+7+n/iHKRJfaR3TKFxd/gtf4ySISENWVU/AB+5+dyV1D5tZO6Bj7YckUvcyJmSUOicANE6CiDR8lSYB7v7Xqhq6+wZCvQMi9V745L/c8bkUfllIWsc0MiZk6KRAEWnQanR1gJmNcfcptR2MSCJpnAQRSTY1vTrAajUKERERqXM1SgLc/fHaDkRERETqVrWHA8zszorK3f1/az8cERERqSuxnBPwQ9R0+L4Bn8YnHBEREakr1SYB7v5Q9LyZPQjMjVtEIiIiUidqck7APoAunhYREannYjkn4GPAg9lUoC2g8wFERETquVh6AoYSun3wMOAU4GB3/2N1jczsEDNbYGafmtlyM/tZUH6Amf3dzP4b/G0V1Wasma0wsxwzOzWqvK+ZfRzUTTIzC8rTzGxWUP4vM+u8e5svIiKSvKpNAtx9ddTjK3cvinHdRYTGFjgS6A/cYGZHAbcD8929CzA/mCeoGwl0B4YAj5lZarCuycAYoEvwGBKUXwl85+6HAxOBB2KMTUREJOnV6D4BZvZadcu4+3p3/3cwvYXQFQXtgbOAacFi04DhwfRZwEx3L3T3lcAKoJ+ZHQTs5+6L3d2Bp8u0Ca9rDjA43EsgIiIiVavpHQOv3p2Fg2763oRGI0x39/UQShSAdsFi7YE1Uc3WBmXtg+my5aXaBD0Um4DWFTz/GDPLNrPs/Pz83QldRESkwarpHQPXx7qsmTUHXgBucvfNVS1a0VNVUV5Vm9IF7lPcPcvds9q2bVtdyCIiIkmh2iTAzLqY2Rwz+8TMcsOPWFZuZo0JJQAz3P3FoDgv6OIn+BseiXAtcEhU8w7AuqC8QwXlpdqYWSOgJfBtLLGJiIgku1h6Ap4idGJeETCI0DH56dU1Co7NPwF86u4PR1XNBS4Lpi8DXokqHxmc8X8ooRMA3w96HbaYWf9gnZeWaRNe13nAW8F5AyIiIlKNWG4b3Mzd55uZuftq4G4zewe4q5p2JwCXAB+b2dKgbBxwPzDbzK4EvgRGALj7cjObDXxCKOG4wd2Lg3bXAVOBZsDrwQNCScZ0M1tBqAdgZAzbIyIiIsSWBGw3sxTgv2Z2I/AVu07mq5S7v0vlQw4PrqTNBGBCBeXZwNEVlG8nSCJERERk98RyOOAmQrcK/inQF7iYXV3wIiIiUk/FMoDQB8Hk98Dl8Q1HRERE6kqlPQFmNsXMelRSt6+ZXWFmo+IXmoiIiMRTVT0BjwF3BInAMiAfaErorP39gCeBGXGPUEREROKi0iTA3ZcC5wc3+8kCDgK2EbrkL6duwhMREZF4ieWcgO+BhfEPRUREROpSTccOEBERkXpOSYCIiEiSUhIgIiKSpCo9J8DMXqWCEfnC3P3MuEQkIiIidaKqEwMfDP6eAxwIPBPMXwisimNMIiIiUgequkRwEYCZ3ePuP4qqetXM3o57ZCIiIhJXsZwT0NbMMsIzwTC/beMXkogkWt6MPBZ3XszClIUs7ryYvBl5iQ5JROIgllEEbwYWmlluMN8ZuCZuEYlIQuXNyCNnTA4lW0sAKFxdSM6Y0P3B0kelJzI0Eallsdws6A0z6wJ0C4o+c/fC+IYlIomSOz43kgCElWwtIXd8rpIAkQYmlp4ACA0h3DlYvpeZ4e5Pxy0qEUmYwi8rzvErKxeR+qvaJMDMpgOHAUuB4qDYASUBIg1QWsc0CleX/8JP65iWgGhEJJ5i6QnIAo5y90rvGSAiDUfGhIxS5wQApOyTQsaEjCpaiUh9FMvVAcsI3SdARJJA+qh0uk7pSlqnNDBI65RG1ylddT6ASAMUS09AG+ATM3sfiPQR6o6BIg1X+qh0femLJIFYkoC74x2EiIiI1L1YLhFcVBeBiIiISN2K5eqALewaSKgJ0Bj4wd33i2dgIiIiEl+x9AS0iJ43s+FAv3gFJCIiInUjlqsDSnH3l4Ef134oIiIiUpdiORxwTtRsCqH7BuieASIiIvVcLFcHDIuaLgJWAWfFJRoRERGpM7GcE3B5XQQiIiIidavacwLMrIOZvWRmG8wsz8xeMLMOMbR7MmizLKrsbjP7ysyWBo/To+rGmtkKM8sxs1Ojyvua2cdB3SQzs6A8zcxmBeX/MrPOu731IiIiSSyWEwOfAuYCBwPtgVeDsupMBYZUUD7R3TODxzwAMzsKGAl0D9o8ZmapwfKTgTFAl+ARXueVwHfufjgwEXgghphEREQkEEsS0Nbdn3L3ouAxFWhbXSN3fxv4NsY4zgJmunuhu68EVgD9zOwgYD93XxwMYPQ0MDyqzbRgeg4wONxLICIiItWLJQn4xswuNrPU4HExULAHz3mjmf0nOFzQKihrD6yJWmZtUNY+mC5bXqqNuxcBm4DWexCXiIhIUoklCbgCOB/4GlgPnBeU1cRk4DAgM1jXQ0F5Rb/gvYryqtqUY2ZjzCzbzLLz8/N3K2AREZGGqsqrA4Lj8vfV1oiB7p4Xte4/A68Fs2uBQ6IW7QCsC8o7VFAe3WatmTUCWlLJ4Qd3nwJMAcjKytI9DkRERKimJ8Ddi4G2ZtakNp4sOMYfdjYQvnJgLjAyOOP/UEInAL7v7uuBLWbWPzjefynwSlSby4Lp84C3gvMGREREJAax3CxoFfBPM5sL/BAudPeHq2pkZs8BA4E2ZrYWuAsYaGaZhLrtVwHXBOtabmazgU8I3ZDohiABAbiO0JUGzYDXgwfAE8B0M1tBqAdgZAzbIiIiIgGr7sezmd1VUbm7/zouEcVZVlaWZ2dnJzoMERGROmFmS9w9q6K6WO4YWC+/7EVERKRqsQwg9Crlz7rfBGQDj7v79ngEJiIiIvEVyyWCucD3wJ+Dx2YgDzgimBcREZF6KJYTA3u7+4+i5l81s7fd/UdmtjxegYmIiEh8xXTbYDPrGJ4JpsO3Dd4Rl6hEREQk7mLpCfg58K6ZfUHoLn2HAteb2b7sune/iIiI1DOxXB0wz8y6AN0IJQGfhYq9EHgkvuGJiIhIvFR7OMDMngxG9/vI3ZcCqcC8uEcmIiIicRXLOQFfmdlkgGDUv78Dz8Q1KhEREYm7apMAd78D2GxmfwL+Bjzk7k/FPTIRERGJq0rPCTCzc6Jm3wfuCP66mZ3j7i/GOzgRERGJn6pODBxWZv5DoHFQ7oCSABERkXqs0iTA3S+vy0BERESkbsVydcA0M9s/ar6VmT0Z16hEREQk7mK5OqCnu28Mz7j7d0DvuEUkIiIidSKWJCAluDQQADM7gNjuNCgiIiJ7sVi+zB8C3jOzOcH8CGBC/EISERGRuhDLbYOfNrMlwCBCtw0+x90/iXtkIiIiElcxdeu7+3IzyweaQmgkQXf/Mq6RiYiISFzFcnXAmWb2X2AlsAhYBbwe57hEREQkzmI5MfAeoD/wubsfCgwG/hnXqERERCTuYkkCdrp7AaGrBFLcfQGQGd+wREREJN5iOSdgo5k1B94GZpjZBqAovmGJiIhIvMXSE3AWsBW4GXgD+ILy4wqIiIhIPRPLJYI/BJMlZvZXoMDdPb5hiYiISLxV2hNgZv3NbKGZvWhmvc1sGbAMyDOzIXUXooiIiMRDVT0BfwTGAS2Bt4DT3P3/zKwb8ByhQwMiIiJST1V1TkAjd/+buz8PfO3u/wfg7p/VTWgiIiIST1UlASVR09vK1OmcABERkXquqiSgl5ltNrMtQM9gOjzfo7oVm9mTZrYhOJcgXHaAmf3dzP4b/I0enXCsma0wsxwzOzWqvK+ZfRzUTTIzC8rTzGxWUP4vM+tckx0gIiKSrCpNAtw91d33c/cW7t4omA7PN45h3VOBsicQ3g7Md/cuwPxgHjM7ChgJdA/aPGZmqUGbycAYoEvwCK/zSuA7dz8cmAg8EENMIiIiEojlPgE14u5vA9+WKT4LmBZMTwOGR5XPdPdCd18JrAD6mdlBwH7uvji4LPHpMm3C65oDDA73EoiIiEj14pYEVCLd3dcDBH/bBeXtgTVRy60NytoH02XLS7Vx9yJgE9C6oic1szFmlm1m2fn5+bW0KSIiIvVbXScBlanoF7xXUV5Vm/KF7lPcPcvds9q2bVvDEEVERBqWuk4C8oIufoK/G4LytcAhUct1ANYF5R0qKC/VxswaEbqfQdnDDyIiIlKJuk4C5gKXBdOXAa9ElY8Mzvg/lNAJgO8Hhwy2BHcvNODSMm3C6zoPeEu3MxYREYldLKMI1oiZPQcMBNqY2VrgLuB+YLaZXQl8CYwAcPflZjYb+ITQCIU3uHtxsKrrCF1p0Ax4PXgAPAFMN7MVhHoARsZrW0RERBoiS7Yfz1lZWZ6dnZ3oMEREROqEmS1x96yK6vaWEwNFRESkjikJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEklZAkwMxWmdnHZrbUzLKDsgPM7O9m9t/gb6uo5cea2QozyzGzU6PK+wbrWWFmk8zMErE9IiIi9VEiewIGuXumu2cF87cD8929CzA/mMfMjgJGAt2BIcBjZpYatJkMjAG6BI8hdRi/iIhIvbY3HQ44C5gWTE8DhkeVz3T3QndfCawA+pnZQcB+7r7Y3R14OqqNiIiIVCNRSYADfzOzJWY2JihLd/f1AMHfdkF5e2BNVNu1QVn7YLpsuYiIiMSgUYKe9wR3X2dm7YC/m9lnVSxb0XF+r6K8/ApCicYYgI4dO+5urCIiIg1SQnoC3H1d8HcD8BLQD8gLuvgJ/m4IFl8LHBLVvAOwLijvUEF5Rc83xd2z3D2rbdu2tbkpIiIi9VadJwFmtq+ZtQhPA6cAy4C5wGXBYpcBrwTTc4GRZpZmZocSOgHw/eCQwRYz6x9cFXBpVBsRERGpRiIOB6QDLwVX8zUCnnX3N8zsA2C2mV0JfAmMAHD35WY2G/gEKAJucPfiYF3XAVOBZsDrwUNERERiYKET65NHVlaWZ2dnJzoMERGROmFmS6Iuxy9lb7pEUEREROqQkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEkpSRAREQkSSkJEBERSVJKAkRERJKUkgAREZEk1SjRAYiIiMRb3ow8csfnUri6EFKBYsAAr7pdo9aN6PL7LqSPSq+DKOuekgAREdlrVfjlHfxN65RGxoQM0kell16uui/34uBvNQkAQFFBEZ9e/CmfXvzpnm7K7kmBg685mCMeOyKuT6MkQESSRuSL4stC0jru+gKRxIl+TVIPSKVkewn+QyXfzsWl/xauLqz4CzqGL/e9Xgmsm7wOIK6JgLnX771lZkOA3xPKDf/i7vdXtXxWVpZnZ2fX2vMPHDiwXNn555/P9ddfz9atWzn99NPL1Y8ePZrRo0fzzTffcN5555Wrv+6667jgggtYs2YNl1xySbn6n//85wwbNoycnByuueaacvW/+tWvOPnkk1m6dCk33XRTufr77ruP448/nvfee49x48aVq3/kkUfIzMzkH//4B/fee2+5+scff5yuXbvy6quv8tBDD5Wrnz59OocccgizZs1i8uTJ5ernzJlDmzZtmDp1KlOnTi1XP2/ePPbZZx8ee+wxZs+eDcCOvB1sX7mdksISJneaTMaEDKavn85rr71Wqm2zZs14/fXXAbjnnnuYP39+qfrWrVvzwgsvADB27FgWL15cqr5Dhw4888wzANx0000sXbq0VP0RRxzBlClTABgzZgyff/55qfrMzEzGHjOW3PG53Ln6TgrSCmh6aFOapDcB4LjjjuM3v/kNAOeeey4FBQWl2g8ePJg77rgDgNNOO41t27aVqh86dCi/+MUvgF3vveh9c/IBJ3PrpFtpcXaLuL/3Lh9+eeR5U9JSaHpoU/73D/8bee9df+H15eoffOLByHvvF1f+olz9Y889xkHLD2LWLbN4csOTkfIm6U3YkbeDn27+KQeuP5AP2nzAS61fipSH13N3+7s57oHjWNhoIb+/+/el1t+4dWPGfzee/bbtxxvBP0sxmhzYhJ0FOykpLGHiIRNpP7Q9U2ZN4R/f/iPSLlw/udNkWp/emj889wfe2fhOqfrGhY15pNMjtD69NQ8++yDvb3q/VH3zwuZMaD0Bw5hcMJlPGn0CgBc51shom9KWcTvHkdYxjT/t9yc+/vxjSgpLIvu+Y1pHftn8lxR9W8TDTR5mTfGaSFuAw4oO48bUG6EY7mtyH/kl+XjRrv/fj256NNfuey1FBUXcyZ1sZnOp17YPfbg09VIohtu4jUIKS9Ufx3FckHoBFMNN3FTuvTGQgQy34Wz37dzO7eXqhzCEISlD2FSyibu4q1z9mZzJj/kxG9jAfdxXrv58zud4judLvuRhHi5XfwmX0Je+rGAFf+SP5eqv4iqO5miWsYy/8Jdy9TdyI4dzOEtYwnSml6u/hVvoSEfe4z1mM7tc/TjG0Y52vMVbzGVuufpf82ta0jLy3ivrfu6nKU15mZcZzvBdFakwsGhgueV3h5ktcfesiurqdU+AmaUCjwI/AdYCH5jZXHf/JLGRSW3akbeDbZ9vw0tC/6EVri4kZ0wOW87akuDIytv62VZy/pxDydbQf94lhSVs+zz0RR5OBGpT2X1T9G0ROWNyOKTwkFp/rmjfzP2m1POGt/O7+d/ByVAwr6DC+m/f/BaOh2/f/LbC+tX3rWbzXzezc+vOUuXFm4vZ8fUOdpTsAGBn/k62FewqD69nx1c7yBmTw/oT1pdbf+G6QrzMT0QvcQrX7fqyK1xTyLrJ6yiiqFS7SP3qPasvLiiOTEd/QXuRR2IrXF3ID/xACbsSgPC6igp3rTe8fPR6wr+QfYeX39btTtH2IqpUXHV1tfXV/aYsqaZeyqtun++het0TYGbHAXe7+6nB/FgAd/9NZW1quydA4m9x58Wh43xlpHVK47hVxyUgosrVdayJ2jfVPW9N6yPHfONVLlLfxLknoL5fItgeWBM1vzYoK8XMxphZtpll5+fn11lwUjsKv6zgy6KK8kSq61gTtW+qe96a1lf6xV1b5SL1zMFjDo7r+uv14QBC54CWVa5rw92nAFMg1BMQ76CkdqV1TKv4V2XHtAREU7W6jjVR+6a6561pfdx7AsqeNR7DJWLSwKQAJaWvLKhI3ow8Pv/Z56UO4dQpXR0Qk7VA9MHPDsC6BMUicZIxIYOcMbuOswOk7JNCxoSMBEZVsbqONVH7prrnrWn9gZcdyNfTvo5recG8gsjVAa1Pb11uOdk7NWrdiHbnt4u8fpVdSVBb1/Wnj0pPiitH6nsS8AHQxcwOBb4CRgIXJTYkqW3hD2J9uLSrrmNN1L6p7nn3pL7lCS3jWl5W2eVan966XKJQW/OpB6RiGEXfFlU6XapN1LXxqa2raVtQVH7Zaspq/W90z0rwizvWsujt25s/4w1NvT4xEMDMTgceIfQ2fNLdJ1S1vE4MFBGRZNJgLxEEcPd5wLxExyEiIlLf1PerA0RERKSGlASIiIgkKSUBIiIiSUpJgIiISJJSEiAiIpKklASIiIgkqXp/n4DdZWb5wOpEx1HLWgKbEh0E8Y+jNte/J+uqSdvdbRPL8rEs0wb4Zjeet77SZ6Bu1xXvz0Csy+ozsEtV+6KTu7etsMbd9ajnD2BKomOoizhqc/17sq6atN3dNrEsH+My2Yl+X9TFQ5+Bul1XvD8DsS6rz8Cev546HNAwvJroAALxjqM2178n66pJ291tE8vye8vrvjfYW/aFPgO10ybWZfeW131vUKN9kXSHA0SSiZlleyW3CxVJBvoMVE09ASIN25REByCSYPoMVEE9ASIiIklKPQEiIiJJSkmAiIhIklISICIikqSUBIiIiCQpJQEiScTM9jWzaWb2ZzMbleh4ROqamWWY2RNmNifRsewNlASI1HNm9qSZbTCzZWXKh5hZjpmtMLPbg+JzgDnufjVwZp0HKxIHu/MZcPdcd78yMZHufZQEiNR/U4Eh0QVmlgo8CpwGHAVcaGZHAR2ANcFixXUYo0g8TSX2z4BEURIgUs+5+9vAt2WK+wErgl89O4CZwFnAWkKJAOjzLw3Ebn4GJIr+ExBpmNqz6xc/hL782wMvAuea2WR033Vp2Cr8DJhZazP7E9DbzMYmJrS9R6NEByAicWEVlLm7/wBcXtfBiCRAZZ+BAuDaug5mb6WeAJGGaS1wSNR8B2BdgmIRSQR9BmKgJECkYfoA6GJmh5pZE2AkMDfBMYnUJX0GYqAkQKSeM7PngMVAVzNba2ZXunsRcCPwJvApMNvdlycyTpF40Weg5jSKoIiISJJST4CIiEiSUhIgIiKSpJQEiIiIJCklASIiIklKSYCIiEiSUhIgIiKSpJQEiIiIJCklASIiIklKSYCI7NXMLMPMnjCzOYmORaShURIgIjVmZs3MbJGZpcbrOYLx4K8s87xNzOxtM9NIqCJ7QB8gEdkTVwAvunvxnq7IzHoAvym7fnffUHZZd99hZvOBC4AZe/rcIslKSYCIVMjMxgOXAmuAfGCJuz9YZrFRwEXB8p2B19z96GD+F0BzYCrwBvAu0B/4CHgK+DXQDhjl7u+7+8fA0N0I8WVCSYOSAJEa0uEAESnHzPoSGnq1N3AOcEwFyzQBMtx9VQyrPBz4PdAT6EYocTgR+AUwrppYWpvZn4DeZjY2qmpZRXGJSOzUEyAiFTkJeMndtwKYWUXjsLcBNsa4vpXBL33MbDkw393dzD4GOlfV0N0LgGsrKC82sx1m1sLdt8QYh4hEUU+AiFSmunHGtwFNy5RZ1HTjqOnCqOmSqPkS9uzHSBqwfQ/aiyQ1JQEiUpG3gbODs/9bAMPKLuDu3wGpZhadCHQys7ZmlgL8CIjbVQNm1hrId/ed8XoOkYZOSYCIlOPu/wZmAUuBF4B3Kln0b4SO7YcVAE8DSwgds7+U+CUCg4B5cVq3SFIw9+p6/EQk2ZnZ3cD3Za8OMLPewC3ufknZqwPqIKYXgbHunlMXzyfSEKknQERqzN0/BBbE82ZBFQmuTHhZCYDInlFPgIiISJJST4CIiEiSUhIgIiKSpJQEiIiIJCklASIiIklKSYCIiEiSUhIgIiKSpJQEiIiIJCklASIiIknq/wHZ2qLCeC8ZMwAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate plots for inspecting the outcome of the fits\n", + "\n", + "ddm.fit_report(fit01, q_indices=[10,20,30,40,50,60], forced_qs=[5,40], use_new_tau=True, show=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our second attemp at fitting the data - updating initial guesses for tau" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the results of the fit, we can estimate a diffusion coefficient of about 0.6 $\\mu m^2 / s$. We determine this by looking at the characteristic decay time vs the wavevector ($\\tau$ vs $q$). On a log-log plot, power laws relationships between the two variables will come across as a straight line where the slope of the line is equal to the power. And, for this data, we see a clear power law show a relationship of $\\tau \\propto q^{-2}$ which indicates diffusive motion. Note that our data deviates from this power law relationship for $q$ greater than about 4 $\\mu m^{-1}$. This could be due to poor optical resolution limiting the high wavevectors (which correspond to small length scales). Or it could be due to not having the temporal resolution necessary to detect fast decay times. Lastly, it could also be due to poor fit performance. We could try to use an initial guess for $\\tau$ for each $q$ that is based on an estimated diffusion coefficient. That is, when we fit $D(q, \\Delta t)$ (or $f(q,\\Delta t)$), for each $q$, we will calculate $\\tau_{guess} = 1 / (Dq^2)$ and use that as the initial guess in the fits. We do that below." + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit02'.\n" + ] + } + ], + "source": [ + "fit02 = ddm_fit.fit(name_fit = 'fit02', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=False,\n", + " update_tau_based_on_estimated_diffcoeff=True, estimated_diffcoeff=0.44, \n", + " update_limits_on_tau=True, updated_lims_on_tau_fraction=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:          (parameter: 4, q: 128, lagtime: 40)\n",
+       "Coordinates:\n",
+       "  * parameter        (parameter) <U13 'Amplitude' 'Tau' ... 'StretchingExp'\n",
+       "  * q                (q) float64 0.0 0.06761 0.1352 0.2028 ... 8.452 8.519 8.587\n",
+       "  * lagtime          (lagtime) float64 0.01555 0.0311 0.04666 ... 6.843 7.776\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 2.015e-06 2.989e+06 ... 0.8 0.8\n",
+       "    theory           (lagtime, q) float64 3.2e-09 3.548e+04 ... 293.9 287.5\n",
+       "    isf_data         (lagtime, q) float64 0.0 0.9992 0.9993 ... 0.3915 0.3811\n",
+       "    ddm_matrix_data  (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n",
+       "    A                (q) float64 -220.0 1.179e+07 1.475e+07 ... 207.7 187.6\n",
+       "    B                int32 220\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 10000000.0, 'limits':...\n",
+       "    effective_diffusion_coeff:      0.9005730648424813\n",
+       "    tau_vs_q_slope:                 [-2.03730013]\n",
+       "    msd_alpha:                      [0.98169139]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  Z:/Gregor L/__Kai Colloids/6-20-22 1xB WT...\n",
+       "    FileName:                       AE_40x_test3_t6_1_MMStack_Pos0.ome.tif\n",
+       "    pixel_size:                     0.1815\n",
+       "    frame_rate:                     64.3\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  3
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 128, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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ep3v/0s7g+DvjH1pOiKdpLxKo72m22+P5Q+BxnIFAJ6IBkHqCZfwPz6Cb+3ES7O3GmA+Mp4n+kOP24dRKHUxib+PfQSeRwHmH3HN3oO6h5RhjLvT6bq08dL/HsT7/HsaY37yudSb/fv6P4DTJLjFOc/x/ugxw5M8/EhjrVWaqp5wGh8bj+d6fyCCuo8Vw8yHv4wU4teciJU7Jn8gJ8tQ6fYZTs3KBZ/M0nCbCRtbacGA8hew7dEjZ46y1rYDmOM2/Dx/cdYxTN+I0pR2r/Ls9TYaVjzDicwvQwLu/FNDY6/lmnF9kAHiaBWsAKUe4ZBucmqMdXuV790VsfMjxR3wfPTWRI6y1zYD2OLVSPY58t8VuI7DBWlvN66eKtfa4a2+MMZVxmr5/Os4i9gNhXq//k5RZa6dZay/A+cwsMOoI5bwPdDPGtANCcWrOwLnnuYfcc2Vrbb9DC7DW/uT13TpSs/ARP39PTdzbOH9Y1fD8ofUn/37+W621d1lr6+PU5r1hCje9y0ag7yH3EGqtXXBoPJ7v/XH1lS1EDFMPiaGStfb5EriWyP9Q8idygozjWpy+R6s9m6sAqdbaTGNMW5y+P0Utt42n5isQ55d6Jk6CCc7o4pOOcvpE4GljTFNPfGcbY2oUNQacQRm5wABjTIBxOv239do/DYg1xrQ0xgTjNKEtttYmHiFO7yZfcJrCYowxzTx9J4cdcv0jvo/GmE7GmLOMM6/aXpxmwDxKzxJgr3EGUYQaZ5DNmcaYNp74OhpnqptjMsYEG2Na4fSv3A3EH2dMvwFdjTERnlro+72ucZoxprPnc8rE6R95pPfrG5wE8SngQ2ttvmf7V8Cpxpg7jTGBnp82xpgzjjPej4DHjDHVjTENgfu89lXCSVB3eOKPxan5O3g/N3vOAec9s0e5H2/jPdds7ikn3Bhzs2ff10BzY8wNntrdARymVrMYvAdEG2Ou8HxvQjzfl4bHPFOkGCj5Ezl+040x6TiJx0igp7X2YPNWf+ApY8w+YCjOL7miqopT87EbpzlsFzDas+8dnL5be4wx/3eYc8d4rjnTE987ODU4RWKtzcbpGB/jieNW4DOv/bOAJ3H6fW3BqW307vM2HJjiifMWDpnixVr7LU6/qtnAWs+jt6O9j3VxRlnvxUm65+L8Ui0Vnj6A0Tj9uDbgzLc3EWdwAjg1RguPUcwjnntLBd4FlgHtPf0fj8dUnAEoiTifvfcI2GDgeU+cW3EGIRx2nkVP/77PcGohp3lt34czEOk2nFrfrTi1h8HHGe8InO/2Bk+8U72utQp4Cec93AacBcz3OrcNsNjzb/BLYKC1dsOxLmit/dwT8wfGmL04tYlXevbtBG7GeZ924QxCmn+Eoo6bp3/jtTjv/w6cmsCH0e9kKSXGanooESkFxpmG5TecDvrl/j8e46yY8bG1dobbsYiIeFPyJyKlwhhzKtDKWvu+27GIiFRkSv5EREREKhD1LxARERGpQALcDsCX1KxZ00ZFRbkdhoiIiMgxLVu2bKe1tsgrwyj58xIVFcXSpUvdDkNERETkmIwxScc+6n+p2VdERESkAlHyJyIiIlKBKPkTERERqUCU/HlJS0sjLi6O6dOnux2KiIiISInQgA8v4eHhTJgwwe0wREREREqMav5EREREKhAlfyIiIiIViJI/ERERkQpEyZ+IiIhIBaLkT0RERKQCUfInIiIiUoEo+RMRERGpQJT8iYiIiFQgSv5EREREKhAlfyIiIiIViJI/ERERkQpEyZ+XtLQ04uLimD59utuhiIiIiJSIALcD8CXh4eFMmDDB7TBERERESoxq/krRpk2byMvLczsMERERqcCU/JWSlJQUevXqxUMPPURGRobb4YiIiEgFpeSvFKSnpzNgwABSU1P5+eef6du3L7t27XI7LBEREamAlPyVgrCwMDp16lTwevXq1cTGxpKYmOheUCIiIlIhKfkrBX5+ftx777089thj+Pk5b/nmzZvp1asXv/76q8vRiYiISEWi5K8U3Xjjjbz00kuEhIQAsHfvXvr378/MmTNdjkxEREQqCiV/pezCCy9kwoQJREREAJCTk8Pjjz/O1KlTsda6HJ2IiIiUd0r+StvuJJo1a8bkyZOJjIws2Dx27FhefPFF8vPzXQxOREREyjslf6Vp1Rfwaiv4NYH69esTHx9Py5YtC3Z/9NFHDBo0iMzMTPdiFBERkXJNyV9panIxRHWAL/rD7GeoWqUKb7zxBpdddlnBIfPmzaNv376kpqa6GKiIiIiUV0r+SlNoNej+CZxzJ8x7ET67iyA/y8iRI+nRo0fBYStXriQ2Npbk5GT3YhUREZFySclfafMPhGtehUuGwR8fw7rZ+Pn5MWDAAB555JGCqWBSUlKIiYlhxYoVLgcsIiIi5YmSPzcYAxc+CP0WwmlXOttys7jlllt48cUXCQ4OBpypYPr168fs2bNdDFZERETKEyV/bqrTzHnc+AuMbQlJC7j44ot56623qF69OgDZ2dk8+uijTJs2zb04RUREpNxQ8ucLKtWAoErw7rXw+0eceeaZxMfH07hxYwCstYwZM4aXXnpJU8GIiIjICVHy5wsiToLeM6FhW/jsLpj7Ag0bNGDSpEmcffbZBYe9//77PProo2RlZbkYrIiIiJRlSv68pKWlERcXx/Tp00v/4mERcOdncPZtMGck/PEJ1apV480336Rz584Fh82ZM4e7776b3bt3l36MIiIiUuYZLSn2r9atW9ulS5e6G4S18Oen0Px68PMHID8/n1deeeU//f4aNWrEuHHjaNSokVuRioiIiIuMMcusta2Lep5q/nyNMXDWTU7il5YCU67Bb08SDz74IA899BDGGAA2btxIbGwsf/zxh8sBi4iISFmi5M+X7d0MW1bAxEth4y9069aNUaNGERQUBMCePXvo27cvc+bMcTlQERERKSuU/PmyRm2gzw8QXAWmXA0rP6dz586MHz+e8PBwwJkK5pFHHuHDDz90OVgREREpC5T8+bqaTaHPLKjXAj6OgT8/4+yzzyY+Pp6GDRsCzlQwL774Ii+//LKmghEREZGjUvJXFlSqAT2+hA73wymXANC4cWPi4+M588wzCw5LSEjgscceIzs726VARURExNcp+SsrAkPgshEQEg45B2DmE1QP9WP8+PF07Nix4LBZs2bRr18/0tLS3ItVREREfJaSv7Jo4xJY9CZM6kJI5g5eeOEFbr311oLdK1asIDY2lpSUFBeDFBEREV+k5K8sOuli6P4JpG2CiZfgt3UFgwYN4oEHHig4JDk5mZiYGFauXOlioCIiIuJrlPyVVSd3cpaE8w+G+K6YtbPo3r07zz//fMFUMLt37yYuLo558+a5HKyIiIj4CiV/ZVntM+CuWRDZHqpHAXDppZfyxhtvULVqVQCysrIYNGgQH3/8sYuBioiIiK9Q8lfWVa4Nd3wKNU9xloZb8SEtzzqT+Ph46tevDzjLw40aNYpx48ZpKhgREZEKTslfebL+R/g8Dj7oRmTdCCZPnkyzZs0Kdr/77rs88cQTmgpGRESkAlPyV56c3AmuGgNrZ0H8lUQEZPLWW29x4YUXFhwyc+ZM7r33Xvbu3etioCIiIuIWJX/lTZvecPtHkLoB3r6E0LS1jB49mptuuqngkOXLl9OrVy82b97sYqAiIiLiBiV/5VHTS6HXd+AfCOnb8ff359FHH2XAgAEFhyQmJhITE8Pq1atdDFRERERKm5K/8qruWXDvLwXLwZltK+nRowcjR44kMDAQgNTUVO666y5+/vlnNyMVERGRUqTkrzwLCHYekxfB+AtgxhCuuOxSXn/9dapUqQJAZmYmDz74IJ999pmLgYqIiEhpUfJXETRsA23jYOFr8FEPzj3zNCZNmkS9evUAZyqYZ599ltdff11TwYiIiJRzSv4qAj9/6PoCdBkFf30Nk6+iSc0w4uPjOf300wsOi4+PZ9iwYeTk5LgYrIiIiJQkJX8Vyfl3w23TYMff8PfX1KxZkwkTJtChQ4eCQ7799lvuu+8+9u3b52KgIiIiUlKU/FU0p3eFe5ZAq1gAwvxyGTNmDNdff33BIUuXLqV3795s3brVrShFRESkhCj5q4iqNQJjYPtfMLYF/isSePzxx+nfv3/BIevXrycmJoZ//vnHxUBFRESkuCn5q8iq1of6LeHL+zCznqJXTAxPPfUUAQEBAOzcuZM+ffqwcOFCd+MUERGRYqPkryILqeqsBtIqBn4eA5/2putlnXnttdeoXLkyABkZGQwcOJAvvvjC3VhFRESkWCj5q+j8A+HqV+Cyp2HlZ7DwNVq3bs0777xDnTp1AGcqmKeffprx48djrXU3XhERETkhSv7E6f/XYQD0+BLaO0vAnXzSSUyePJlTTz214LCJEycyfPhwTQUjIiJShpVo8meMmWSM2W6M+dNrW4Qx5ntjzBrPY3WvfY8ZY9YaY/42xlxxhDKLfL4xppUx5g/PvnHGGFNS91ymnXQxBARBRipMvJRa+/9m4sSJtGvXruCQr7/+moEDB5Kenu5ioCIiInK8SrrmbzLQ5ZBtg4FZ1tqmwCzPa4wxzYDbgOaec94wxvgfpszjOf9NIA5o6vk5NCbxlp0OWfvg3esIW/MlL7/8Mtdcc03B7iVLltCnTx+2b9/uYpAiIiJyPEo0+bPWzgNSD9l8LTDF83wKcJ3X9g+stVnW2g3AWqDtYYot0vnGmHpAVWvtQut0WHvX6xw5nGqNofcMiGwHn/cl4KcXePKJJ7j77rsLDlm7di0xMTGsWbPGxUBFRESkqNzo81fHWrsFwPNY27O9AbDR67hNnm0nen4Dz/NjlcuOHTto3bp1wc+ECROKdGPlSmh16P4ptOwOc0dhfn6JPn36MHz4cPz9nQrV7du307t3bxYvXuxysCIiIlJYAW4H4OVw/fCKMrT0SOcXutxatWqxdOnSIlyynAsIgmtfh3otoPkNAFx99dXUrl2bQYMGkZGRQUZGBgMGDOCJJ54gOjra5YBFRETkWNyo+dvmaYrF83iw49gmoJHXcQ2BzcVw/ibP82OVK4djDJzXFyrXgrwcmH4/bU+uwTvvvEPt2k6la15eHiNGjODtt9/WVDAiIiI+zo3k70ugp+d5T+ALr+23GWOCjTFNcAZmLDnR8z1Nw/uMMed7Rvn28DpHiiJ1A6z6AiZeStPgXUyePJlTTjmlYPdbb73F008/TW5urotBioiIyNGU9FQv7wMLgdOMMZuMMb2B54HLjDFrgMs8r7HWrgQ+AlYB3wH3WGvzPOVMNMa09hRb5POBfsBEnEEg64BvS/K+y61ap0KfH5z+gFOuofb2n5g4cSJt2/47LufLL7/k/vvvZ//+/S4GKiIiIkdi1Ez3r6ZNm9pOnToRHR2t/mtHk5EKH3SH5AXQdTQ558QwcuRIvvrqq4JDTj31VMaOHUutWrVcDFRERKT8MsYss9a2PvaRh5yn5O9frVu3thrwUUi5WfDNw9CmD9Q7G2stEyZM4O233y44pE6dOowbN46TTz7ZxUBFRETKp+NN/rS8mxyfgGC4ZhzUOxsAs2wyfXvcytChQ/Hzc75W27Zto3fv3vzyyy9uRioiIiJelPzJidu5xqkFnHQF11zYgrFjxxIWFgZAeno69913H998843LQYqIiAgo+ZPiULMp3Pk57NsCEy+hXaMgJk6cSM2aNQHIzc1l6NChTJo0SVPBiIiIuEzJn5e0tDTi4uKYPn2626GUPU0uhN4/QGAYTL6KU/P+ZvLkyZx00kkFh7zxxhs8++yz5OXlHaUgERERKUlK/ryEh4czYcIEjfQ9XrVOhT6zoO5ZkJ9L3bp1eeedd2jd+t++qJ9//jkPPPAAGRkZLgYqIiJScSn5k+JVuRb0mgHNrwegyu5VvDr2Zbp27VpwyIIFC4iLi2Pnzp1uRSkiIlJhKfmT4ucZ7UvqBph8FYEf38GIxx+iV69eBYf89ddfxMbGsn79epeCFBERqZiU/EnJiWgCV42GdXMw8V3p3/0aHn/88YKpYLZs2ULv3r1Zvny5y4GKiIhUHEr+pGS1ioE7PoE9yfD2Jdxw/km8/PLLhIaGArBv3z7uueceZsyY4W6cIiIiFYSSPy8a7VtCTu7s9AP0D4R/ZtChQwfefvttatSoAUBOTg5DhgxhypQpmgpGRESkhGl5Ny9a3q2EZaRCaHUwBvZtY/O+PAYOHMiGDRsKDrnpppt4+OGH8ff3dzFQERER36fl3cT3hUU4id/ezfBmO+qvGMs7b0/g3HPPLTjkk08+YdCgQRw4cMDFQEVERMovJX9S+irXgbNvg8XjqfpNP14b8zyXX355we6ffvqJvn37kpqa6mKQIiIi5ZOSPyl9fv7Q5VnoOhrWzCAo4TqeefQeevbsWXDIqlWriImJITEx0b04RUREyiElf+KetndBtw9g51r85r3Ifffdx+DBgwumgtm8eTO9evXit99+czdOERGRckTJn7jr1Cugzw9wxUgAbrr+Ol566SVCQkIA2Lt3L/379+f77793M0oREZFyQ8mfF0314pI6zSCoEmTtg4mXcGHoGiZMmEBERAQA2dnZPPbYY0ydOlVTwYiIiJwgJX9ewsPDmTBhAtHR0W6HUnFVrg1fPUCzTe8zOX4SkZGRBbvGjh3Liy++SH5+vosBioiIlG1K/sR3BFeB296HNn1gwTjq//wYkya8QcuWLQsO+eijj3j44YfJzMx0L04REZEyTMmf+Bb/AGcU8BXPwurphP80gjfeeIPLLrus4JC5c+dqKhgREZHjpORPfI8x0O4euG0adBxMUFAQI0eO5M477yw4ZOXKlcTGxpKcnOxioCIiImWPkj/xXad3hWqNIT8fv+kDGBjdkkceeQRjDAApKSnExsby+++/uxyoiIhI2aHkT3zfgd2waSm8dwO3NM1m9OjRBAcHA84I7bvvvpvZs2e7HKSIiEjZoORPfF+lGtB7BkRdCF/cw8W583hr/JtUr14dcKaCefTRR5k2bZrLgYqIiPg+JX9eNM+fDwsJh+4fw7k94KfRnJk0mfj4eBo3bgyAtZYxY8bw0ksvaSoYERGRozCaNPdfrVu3tkuXLnU7DDkaa2H+WGh0HkS2Y8+ePTz44IP/6ffXuXNnnn766YKmYRERkfLIGLPMWtu6qOep5k/KFmPggvshsh0A1f75mPHPDKJTp04Fh8yePZt+/fqxZ88ed2IUERHxYUr+pOzKSIW5owia2pVR/a+hW7duBbt+//13YmNj2bhxo4sBioiI+B4lf1J2hUVA7+8hrCZ+793AQ5c14sEHHyyYCmbjxo3Exsby559/uhyoiIiI71DyJ2VbRBPoPRMatoXP7uL2himMGjWKoKAgAPbs2UPfvn2ZO3euy4GKiIj4BiV/UvaFRcCdn0OLblCpFp07d2b8+PGEh4cDkJWVxaBBg/joo49cDlRERMR9Sv6kfAgIguvehFYxAJxddS+Tx79CgwYNAGcqmBdeeIGxY8dqKhgREanQlPxJ+eHp60fmXvigO41m9GLKKyNo3rx5wSFTp05lyJAhZGdnuxSkiIiIu5T8SfkTUhVumwb7d1Dt4xuZMPQuLr744oLd33//Pf3792fv3r0uBikiIuIOJX9SPkV1gN4/QEhVgt+/kRdjO3DLLbcU7P7tt9+IjY1l8+bNLgYpIiJS+pT8edHybuVMzVOcBLBeS/ySFvDwww9z//33F+xOSkoiJiaGVatWuRejiIhIKdPybl60vFs5lZMJfgHgHwB7kvlh8UqeHP4UOTk5AISEhPDcc89x4YUXuhyoiIhI4Wl5N5EjCQxxEr+sdJh0JZdue4vxY1+gatWqAGRmZvLQQw/x6aefuhyoiIhIyVPyJxVHcGXoOBgSf6LFLw8zZdwz1K9fH4D8/Hyee+45Xn31VU0FIyIi5ZqSP6lYzr0T7vgU9m6m0bc9mTrqAZo1a1awe8qUKTz55JOaCkZERMotJX9S8ZzU0VkSLjCE8OVv8tZbb/2nv9+MGTO49957NRWMiIiUS0r+pGKqfTr0mQU3vEVoaCijn3uaG2+4oWD38uXL6d27N1u2bHExSBERkeKn5E8qrsq1IbQ65Gbhn3Ajg1ukMuDe/gW7N2zYQExMDH/99ZeLQYqIiBQvJX8ifoHQqC3ml7fpEfgtzz/1BIGBgQDs2rWLu+66iwULFrgcpIiISPFQ8ifi5weXPw1XvwxrZ3Fp8mgmjB5OlSpVADhw4AD3338/n3/+ucuBioiInDglfyIHte4F3T+C1ETO+vsV3pk4kbp16wLOVDAjR47kjTfeQBOji4hIWabkT8TbKZdC7xkQ/QonnXwykydP5rTTTivYPWnSJIYNG1awOoiIiEhZo+RP5FB1mkOt08Baai58hvh+7Wnfvn3B7m+++Yb77ruPffv2uRikiIjI8VHy5yUtLY24uDimT5/udijiC/KyYd9Wgn54nFeuDOP6a68p2LV06VJ69+7Ntm3bXAxQRESk6Iz6L/2rdevWdunSpW6HIb4kPw9mPA6Lx2NP68rU/Rcxbvw7Bbtr1arF2LFjOfXUU10MUkREKiJjzDJrbeuinqeaP5Gj8fOHK0dBl1GYf76jR8DXPDViBAEBAQDs2LGDPn36sHDhQpcDFRERKRwlfyKFcf7dcNs0aD+ArlddxauvvkqlSpUAyMjIYODAgXz55ZcuBykiInJsSv5ECuu0K+HUywFo47eS95+Jo3bt2oAzFcxTTz3FW2+9palgRETEpyn5EymqvBz45R3qzxnAB490/U9/v7fffpsRI0ZoKhgREfFZSv5Eiso/EGK+hpM6UvXHIUy+swntzj+vYPdXX33FwIED2b9/v4tBioiIHJ6SP5HjEVIVun0IrWIJWvwaYy9K55ro6ILdS5YsoU+fPmzfvt3FIEVERP6Xkj+R4+Uf4KwHfPkz+DU4lyeHDqVv374Fu9esWUNMTAxr1qxxMUgREZH/UvInciKMgfb3QYeBGGO467JmvPhoHP7+/gBs376dPn36sGTJEpcDFRERcSj5Eyku+XkwfQCd1j1D/LDehIWFAbB//37uu+8+vvrqK5cDFBERUfInUnz8/OGOz6ByXZotfZyPhlxfMBVMXl4ew4cPZ+LEiZoKRkREXKXkT6Q4VY+E3jMhsh11Fw7n4/4tOeWUkwt2jx8/nmeeeYbc3FwXgxQRkYpMyZ9IcQutBt0/hZZ3UClrOxPfnkjbtm0Ldn/xxRc88MADZGRkuBejiIhUWEr+REpCQBBc+xpc9yaVq1Rh7IiHuOmqzgW7Fy5cSJ8+fdixY4eLQYqISEWk5E+kpBjjTAidn0/gJz15tMYPPBR7fcHuf/75h5iYGNavX+9ikCIiUtEo+RMpaX5+cNVozIHddEufyMsP3Iqfn/NPb9u2bfTq1YulS5e6HKSIiFQUSv5ESkPj86HPDxBanQvXv8h7g68vmAomPT2de++9l2+//dblIEVEpCJQ8uclLS2NuLg4pk+f7nYoUh7VONlJABu04tSdM3n7rfHUrFkTgNzcXJ588kkmTZqkqWBERKREGf2i+Vfr1q2tmt+kxOVmQVY6VKrBto3ruP+hR1mzPrFg9w033MCjjz5asEqIiIjI4RhjlllrWxf1PNX8iZS2gGCoVAOspc7cR5naJYMLWp9VsPuzzz7jwQcf1FQwIiJSIpT8ibjFGDjzRgI2LeHl5n/S7cr2Bbvmz59PXFwcu3btKpVQEhIgKgpGmOFERTmvRUSkfFKzrxc1+4orNvwEH3bH+gfxadBNPD/1h4Jd9erVY9y4cTRp0qTELp+QAHFxkJEBFoPBEhYGEyZA9+4ldlkRETlBavYVKauaXAi9f8AEVeIm+w1DHnukYCqYLVu20KtXL5YvX15ilx8yxEn8vGVkONtFRKT8UfIn4gtqnQp9ZsFt07j+xlt4ecxLhIaGALBv3z7uueceZs6cWSKXjk0ajsVgMQAFz2OThpfI9URExF1K/kR8RaWaUPdMADpkzOTLuFOoGVEdgJycHB5//HHefffdYp8KJj5yuCfdc8o9+Dw+cnixXkdERHyDkj8RX2Mt+AVQfd3n/N8tQZxxUsOCXePGjWPUqFHk5+cX2+VGjgTPfNMFwsKc7SIiUv4o+RPxNcbApcMgehwhKQuZfNEWLml9esHuTz75hEGDBnHgwIFiuVz37s7gjshIGMEwIiM12ENEpDzTaF8vGu0rPmfdbPioJzakGkN3dOXbmbMKdjVr1oxXXnmFiIgIFwMUERG3aLSvSHl0cmfoPRPT5VlOPeM51q/vwbJl8Mcf8PPPq4iJiSEpKcntKEVEpAxR8ifi62qfQcLyaO6+248rG9blvratyM72IykJ/vxzM7GxsaxYscLtKEVEpIxQ8idSBjhz8VmiT/2WcVd+wNguTcEGkZICe/fupV+/fsyaNevYBYmISIWn5E+kDEhOBjB0/2wiLy28lwHnfcXnt1Yn0FYFIDs7m8GDB5OQkFDsU8GIiEj5ouRPpAxo3Nh5zLf+DJo5kv5fj+aqpgtYGJfBKZENALDW8vLLL/PSSy8V61QwIiJSvij5EykDDp2L782ld3HzZx9iT72Otya9y9lnn12w74MPPuDRRx8lMzPThUhFRMTXKfkTKQO85+Izxnm88bHLOXvAYMLDwxn/ZBz9Lju14Pg5c+bQr18/du/e7WLUIiLiizTPnxfN8ydl1ns3YtfNYVbwlQz+5O+CzQ0bNmTcuHE0PthuLCIi5Ybm+ROpyG6ejDnlEi7N/IqpPaLwM87mTZs20atXL37//Xd34xMREZ+h5E+kPAiuAre9D23u4ozU7/mqZw0qhwQAsGfPHu6++27mzJnjcpAiIuILlPyJlBf+AdD1RejyPLVr1ODVN8ZTrVo1wJkK5pFHHuGDDz5wN0YREXGdkj+R8sQYOL8f3JbAWWe3ZMpro2h3irP2r7WW0aNHM2bMGE0FIyJSgSn5KyUJCRAVBX5+zmNCgtsRSblmnE5/DZY9z9izV3FLmzoFu6ZNm8bgwYPJyspyKzoREXGRkr9SkJAAcXGQlAT+EftISnJeKwGUEnfVS/iFN+Theot45LJ6BZtnz55Nv3792LNnj3uxiYiIK5T8lQJnXVYIqpNGgz7zqNN9ATTezJAn1PQmJaxaY+g9AxN1IbcEz+O162tjcKZ3+v333+nVqxebNm1yOUgRESlNSv5KgbMuK+TsDiP1h2b4V8qi1rW/ktt1Dq/PWcuudDW/SQkKCYfuH8O5PTk/fAcP338PxtMsnJycTGxsLCtXrnQ5SBERKS2a5NlLSU3yHBXlNPkWMJbQk7ZT+4JEqLuToAA/rm1Rn5gOUTSvH17s1xcBwFrI3AOh1Znz/beMemYYO/c7tc/BwcE899xzXHTRRe7GKCIihVamJnk2xkwyxmw3xvzptS3CGPO9MWaN57H6Ec7tYoz52xiz1hgzuDDnG2Me8xz/tzHmipK9u/916LqsWIPZUoeRl53H9w9cxM2tGvLV71u4atzP9JmiFUakhBgDoc4/i077p/PF1ek0qxMEQFZWFoMGDeKjjz5yM0IRESkFbjX7Tga6HLJtMDDLWtsUmOV5/R/GGH/gdeBKoBnQzRjT7Gjne/bfBjT3XPMNTzml5nDrsk6Y4GxvWqcKI68/i0WPXcKQrmdwXhNnWo78fMvUhYns3p9dmqFKRdEqhmCbRfwFm7js1EoA5Ofn88ILLzBu3DhNBSMiUo65kvxZa+cBqYdsvhaY4nk+BbjuMKe2BdZaa9dba7OBDzznHe38a4EPrLVZ1toNwFpPOaWqe3dITIT8fOexe/f/7g8PC+Sui07irotOAmDFpj08+cVKfvxnO+DM0SZSbBq1hT4/4F+lDs+evorebasU7Hr33Xd54oknyM7WHx4iIuWRLw34qGOt3QLgeax9mGMaABu9Xm/ybDva+Uc75z927NhB69atC34mTJhw3Ddzos5pXJ0Z91/EVWfVB+CteevpNmERM1ZuJS9fiaAUg4gm0HsmpvF53N14PV0uOq9g18yZM7nnnnvYu3eviwGKiEhJCHA7gCIyh9l2rEyo0OfUqlWLkhjwcbxOq/tvbUz1sECSUzPoO3UZDauH0rNdFLe0bkR4WKCLEUqZF1od7vgMs2stT9U6naovvsinn3xEnjX8+uuvxMbG8uqrr1K/fn23IxURkWLiSzV/24wx9QA8j9sPc8wmoJHX64bA5mOcf7Rzyoxb2zRm7sMdGX/HuTSoFsrIb1Zz/nOzGPL5H6zZts/t8E6YVkBxUUAQ1GmGn58fD7cL4IsbDVUD8wBISkoiJiaGVatWuRykiIgUF19K/r4Eenqe9wS+OMwxvwBNjTFNjDFBOAM5vjzG+V8Ctxljgo0xTYCmwJISiL/EBfj70eXMenzYtx3fDLiQ6Bb1+HjZJi57eR53TFzM8uTdbod4XLxXQLEWrYDiIlOtEXVzkph+XSZRVZ0K8tTUVOLi4vjpp59cjk5ERIqDK/P8GWPeBzoCNYFtwDDg/4CPgMZAMnCztTbVGFMfmGit7eo5tyvwCuAPTLLWjvRsr3G48z37hgC9gFzgfmvtt4eLq6Tm+StJqfuzeX9JMlMXJvHizWdzYdNa7N6fjb+/oWpI2WgS/p95ED0iI53BMVLKEufDh93JycvnwSV1WbjJGfnr5+fH4MGDueGGG1wOUERE4Pjn+dMkz16aNm1qO3XqRHR0NNHR0W6HUyQ5efkE+BmMMTzz1So+XraJBYM7UynY97t1+vk5NX6HMsYZHS0u2LkWpt1M/t4t9Fjekr+SdxbsiomJoX///vj5+VLDgYhIxaPkrxiUxZq/w/kzJY3fNu7hjvMjAXhxxl+0jorg4qa18PM73PgXd6nmz0ft3wXJC9hVuz33338/q1evLtjVpUsXhg4dSlBQkIsBiohUbGVqhQ8pWWc2CC9I/NIO5PDJsk3Exv/CJWPmMnn+BvZl5rgc4X/9zwooOK9HjnQnHvGoVAPOiKZGjRpMfPhGxl1m8DfOH4vfffcd9957r6aCEREpg5T8lXPhoYH89EhnxnU7h+phgQyfvop2z81m+Jcr2bBzv9vhAUdfAUV8Q/CeNbQP/ocPrs6hUoAzEnj58uX06dOHLVu2uBydiIgUhZp9vZSXZt+jWbFxD5MXJPLV75vJzbd0Oq02Me2juLBpTYzxvSZh8SG/JmCnD2CPf03u/C6ErQecAUU1atRg7NixnH766S4HKCJSsajPXzEoywM+imr7vkymLU7mvUXJZObksejxS6gcHIC1VkmgHNn6ufDhnWTlww0za7Ftv/NdCQ0NZdSoUbRv397lAEVEKg4lf8WgItT8HSorN4+/t+7j7IbVsNZy61uLuPKsusR2aOJ2aOKrdvwNf37GsiqX8dCgQaSnpwPOVDCPP/441113nbvxiYhUEBrwIcclOMCfsxtWA2B/dh51w0MK5gfcm5nD/LU70R8I8h+1ToNOj9GqdWumjhlCn7PzAEt+fj7PPPMMb775pr4zIiI+TMmfFKgcHMC4budwY6uGAHy+PIXuExdzxSvzSFicREZ2rssR+gYtRfevRtt+4O7G63nugpyCkcDvvPMOw4YNIyfHt0aVi4iIQ82+Xipis+/RZObk8dXvW4ifv4GVm/cSHhrIbW0accf5kTSKCDt2AeXQwaXoMjL+3RYWVoFHJ+fnww/DYME4VmY3oN+sEDLynL8p27Rpw4svvkjlypVdDlJEpHxSn79ioOTv8Ky1LEvaTfyCRL77cyvWWi5rVoeY9k04/6SICjVARBNSH8HSSdivB7HNRtBjZmVSs52VZU4++WTGjRtHnTp1XA5QRKT8UfJXDCrSaN/jtXnPAd5blMT7S5LZnZFD9/MaM/L6s9wOq9RoKbqjWPsDdskEphy4lKdGTiAlBWpkb2Z3SAuefnosgwad6naEIiLlipK/YqCav8LLzMnjy982E1kjjPNOqsHmPQd4d2ESfS5sQs3KwW6HV2JU83dsCQkw6J6PaB7xFHs2rGQZrfDzC2Po0BcYNux8t8MTESk3NNpXSlVIoD+3tGnEeSfVAGDxhl1M+nkDmTnO6g/7MnPK5YhPLUV3bEOGwJD2S5hxRwrdWzsjx/PzM3j22YF8+eWXLkcnIiIBbgcg5cP15zTk4lNrE1EpCID73v+V7XuziOkQxTUt6hMS6O9yhMXj4KCOIUMgORkaN3YSvwo52OMIYpOGc+/ml6BqKA9cFUpUxJ88930Wm7Lr8dRTT7F161buuuuuCtVXVETEl6jZ14uafYvPB0uSiZ+fyN/b9hFRKYjb2zbmjvMjqRse4nZoUsIONo37mTzyLq8E5wfzf3/VIfarypx8utPYEB0dzZAhQwgI0N+fIiLHS82+4lNua9uY7+6/kGl3nUeryOq8/uNaLhg1m3unLWdZUmq5bBIWx8Gm8XzrDzOyuO/bFzi7TgiXXtSy4Jjp06czcOBA9u/f716gIiIVlJI/KTHGGNqfXJO3e7Rm3sOdiO0Qxdx/dnDjmwu55rX5/LNtn9shSgno3t2Z9zAyEkYwjOnb+rKk9WLe/3IC10ZfTcOwbAAWL15Mnz592L59u8sRi4hULEr+vKSlpREXF8f06dPdDqXcaRQRxpCrmrHosUt4+rozAahTxWkC/jMlje17M90MT4pZ9+7O6OdhdjiJiXDbnaEEBATwRHv46JKtnFfTqfFbs2YNMTExrF279j/nH1xFZYQZXuFXURERKW7q8+dFff7cce1rP5OdZ/l24IVuhyIlLW0TJNxC/vbVPP9HbT5LqgJApUqVGD16NG3atPnPKioWg8FW7FVURESOQPP8FQMlf+5I3LmfnelZtI6KYH9WLn2nLuPm1g258sx6BAWocrrcydwLn8TC2h+YllSLl/8Ix2IICAhg6NCh9O/ftWAuxYPJH2guRRGRQ2nAh5RZUTUr0ToqAoBNuw+wec8BBn7wGxeMms3YH9awY1+WyxFKsQqpCt0+hNa9uO2kfZzd0Kn9y83NZejQobRIupZ8DBZnKhjreR6bNNzFoEVEyg/V/HlRzZ9vyM+3zFuzg8kLEvnx7x0E+ftxdYt6xLZvwlkNw90OT4qLtbB7A9tyKjFgwABSEteQmefHH39AdvZ1wGAsgar5ExE5guOt+dMkW+Jz/PwMHU+rTcfTarNuRzrvLkjkk2Wb+Gx5Cq0iqxPTPoqrz66nSYLLOmMg4iTqAFMGdCL9u5/pO68GqQ2CSEr6P/Lzt5PhOVSrqIiIFB81+4pPO7lWZUZceyYLH7+EoVc3Y2d6Fu8tSipI/A5k57kcoRSHkMg21Kgaynsdt3JZ0wwiIyEoaAHncxYNG+7UYA8RkWKk5E/KhKohgfS6oAlzHurIa7efC8D2vZm0GfkDX/yW4nJ0csIatsL0mUVI7Sa80W4rd569l7POgqBWQbRoEUO7duvdjlBEpNxQ8udF8/z5Pj8/Q60qwQBY4Lpz6nN2w2oA/L5pD9/8sYXcvHz3ApTjVz0S02sG/k0uYETLbZxSNQeArVu30qtXL5YtW+ZygCIi5YMGfHjRgI+y7bHPfuf9JRupHx7Cne2iuK1NI6pXCnI7LCmqvBxYN5sFO6vw6KOPcuBABmAIDAxk2LBhdOnSxe0IRUR8gub5KwZK/sq2vHzLrNXbmLwgkQXrdhEc4Mf15zSgZ/sozqhX1e3w5DgkzZtG6mePMmhxTdJy/AG499576dmzpwb8iEiFp+SvGCj5Kz/+3rqPyQsS+fzXTWTm5HP+SRHEtG/CZc3q4O+npKHMWPl/2M/uYktGAPcsqMXG/U5N7o033sgjjzyCv7+/ywGKiLhHyV8xUPJX/uzJyObDXzby7sIkUvYc4ImrzqDPhSe5HZYURfIi8qfdRkbGfgYurM2K3aEAXHDBBTz77LOEhYW5HKCIiDuU/BUDJX/lV25ePj+s3kabqAhqVA7muz+3MG/NTh7vegaVgzXdpc/btQ6bcDN5uzbQ86cG/L03BIAzzjiDV155hRo1argcoIhI6dPybiJHEeDvR5cz61GjsjNSOGlXBsuTdhMW6DQbrtuRTl6+/hDyWTVOxvT5Ab/Oj9Pu+riCzatXryY2NpZELf0hIlJoqvnzopq/iiUv3+LvZ8jMyeP852ZRNSSQHu0iubl1I8JDA90OT47i2/ffYs93zzF2VQ1yraFq1aq89NJLnHPOOW6HJiJSalTzJ1JEBwd+BPgZRl53FnWqBvPM16tp99wsnvy/P1m7Pd3lCOVIrjwlgG5NdvNauy1UDshj79699O/fn5kzZ7odmoiIz1PNnxfV/MmfKWnEz09k+orNZOflc9GptYhtH8XFp9bCT6OEfcuKD7Bf3ENyegD3LazL5gNObe3AgQO54447NBWMiJR7GvBRDJo2bWo7depEdHQ00dHRbocjLtqZnsX7i5OZuiiJ7fuyiKoRxv/d04FqYZo02qck/kz++7ezb38GcfPrsW6f06fzlltuYdCgQfj5qXFDRMovJX/FQDV/cqjs3Hy+W7mVxet3MfL6swD44rcUzmoQzkm1KrscnQCwcw05M4Zy/4/BLP71z4LNF110Ec8++ywhISEuBiciUnKU/BUDJX9yLAey82g78geuaVmfkdefhbUWa1GTsA/Izs5m5LDH8Vv9BdM3VQUMzZs35+WXXyYiIsLt8EREip0GfIiUgtAgf2YNupgBlzQFYFnSbi57eS5TFyayPyvX5egqtqCgIIZd3ZhhLbfz+Fnb8TeWlStXEhsbS3JystvhiYj4DCV/IkVUu0oIdao6TYl5+ZZKwQE8+cVKzn92Fk9/tYqkXftdjrDi8mt3L1zwIDdE7mVs281UCsgjJSWFmJgYVqxY4XZ4IiI+Qc2+XtTsK8fDWsuvG/cweX4i3/yxhTxrueT02sS0b0KHU2po1Kkblk3BfnU/6/YGMnBxPbZlBhIUFMQzzzxD586d3Y5ORKRYqM9fMVDyJydq295MEhYlkbA4mV37s2lauzL3dDqF685p4HZoFc+62WR9PoA+P0awemsGAMYYHnjgAW6//XaXgxMROXHq8yfiA+pUDeHBy09j/uDOvHRzC4ID/Vi/02kGzs3LZ2NqhssRViAndyb4gd94bvw0Ihs3onm1TKy1jBkzhpdeeon8/Hy3IxQRcYWSP5ESEBLoz42tGjL93gu4r/MpAPywejsXvziHZUm7XY6uAvEPoGHDhkwd2JH4Dhu5NWoPAO+//z6PPvooWVlZ7sYnIuICJX8iJcgYQ6C/88+sZaNqPHT5abRoGA7A+0uS+WBJMgey89wMsVxJSICoKBhhhhMV5bwGCGt3F/a0K3n4zB0Mar4dPyxz5szh7rvvZvduJeMiUrGoz58X9fmT0nTnO4v5ac1OqoUFclubxvRoF0n9aqFuh1VmJSRAXBxkZIDFYLCEhcGECdC9O5Cfh505FLPoNeZtq8SQ5XU5kOdHo0aNGDduHI0aNXL7FkREikQDPoqBkj8pTdZalmxIJX5+IjNXbcUYwxXN6xDTvgltoqprlHARRUVBUpLz/GDyBxAZCYmJXgf+MpHcbwYT93NdflwXQkoKNMhOJbPeF7z44llOoigiUgZowIdIGWOM4byTajD+zlbMe6QTfS5swvy1u7jlrYVc/erPfLx0I5k5ahIurNik4VgMFidpPvg8Nmn4fw9s04eAB1dSt804kpKCqOKfRwQb2LKlL717zyloKhYRKa9U8+eladOmtlOnTkRHRxMdHe12OFIBHcjO4/9+S2Hy/ET+3raPT+5uR+uoCKy1qgk8hkLX/Hkd3ypsHPHXDuOJT9J5dW0LwFCz5iB27Li1lKIWETl+avYtBmr2FV9hrWV58h7ObVwNYwzDvviT9Kw8Rt98tpLAIzhmn79DjDDDGVblKbK7heFfx48Xvs3k06U5bKYeD495mIEDB+Lnp8YREfFdavYVKUeMMbSK/LffX3hoINXCAgte/7BqG1m5ahL21r27k+hFRsIIhhEZeeTEDyA+cjhmXz4R8VvJW5vLY1eFcttljUkNqkdCQgKPPfYY2dnZpXsTIiKlQDV/XlTzJ2XBys1pXDXuZ2pWDuL28yK547zG1PasNSyF95+aQmN4rcv93Nt2ErE/1OePzEoAtGjRgjFjxhAeHu5ytCIi/6tEa/6MMWHGmEhjjP4HFHFZs3pVmdq7LS0aVuPV2Wto//xsBn7wK78ma766ovhPTaEdxuhVY5hR/2uaXdsLAINlxYoVxMbGkpKS4nK0IiLF54g1f8aYQOBxoCcQCRjAAruAj4Fh1tqdpRRnqVDNn5Q1iTv38+7CJD5eupF9Wbm0bFSN2A5RXHlmPYIC1KvjeFhr+W7S85y6cgyDl9dlQ3ow1atX55VXXqF58+ZuhyciUqBYa/6MMUHAp8AeIBqoDgQAVYHzgUXANGNMw+MNWEROXFTNSgyNbsbCxy9hxDXN2Xsgh4Ef/Eb0qz+jLh3HxxjDlVd2oWGNMCZ12ESbGhns3r2buLg45s2b53Z4IiIn7LA1f8aY1kCqtXb9EU80pjJwgbX2uxKMr1Sp5k/Kuvx8y7w1O9iVns2NrRqSn2959pvV3Ny6EafVreJ2eGXLno0cmBRN4J4NPPtHbb7cGI6fnx8PP/wwN998s9vRiYgUb82ftXbp0RI/zzHp5SnxEykP/PwMHU+rzY2tnEr59TvTeX9JMn9v2wc48wjm5OW7GWLZUa0Rof3nktOwPUNbbOeiOunk5+czatQoxo0bR36+3kcRKZuO2SnIGPOgMWaQMcbPGPOtMWaXMeb20ghORE7MKbWrsOjxS7jyzLoATJq/gQtGzea12WvYlZ7lcnRlQEg4ob2/ZP/Fw0it8e8f1++++y5PPPGEpoIRkTKpMD3CmwNjgKuBEKAJ0KUkgxKR4lMlJJBAf+ef+jmNqnFqnSqMnvkP7Z6fzcMfr+DPlDSXI/Rx/oFU6vQgb771Nldd3JqR52yhWlAuM2fO5N5772Xv3r1uRygiUiSFSf62W2vzgZuAN6y1e4GtJRuWiJSE9qfUZGrv8/jhwYu4tXUjvv5jC1e/+jO3jF/IN39sIVdNwkcUGhrKsLtv4pIGB4jvsInIStksX76cXr16sXnzZrfDExEptGNO8myM+QjYDlwPnOT5GWWtvabkwytdGvAhFU3agRw+XrqRKQsT2Zh6gPrhIQyNbk4XTzOx/C+bvJjMyTeQnZnBw0vrsTw1jIiICMaOHcsZZ5zhdngiUoGU5CTP9wDrgKuttVnABcCEol5IRHxPeGggfS48iR8HdeLtHq1pUqsSVUMDANiSdoDVW9SkeSjT+DxC7/0Z//B6vH5+Cu1r7Sc1NZW77rqLn3/+2e3wRESO6UhTvYRYazOPeXIhjysrVPMn8q+nv1rF1IVJLBlyCdXCgtwOx/cc2M3O9/vR6/0UNu8+AICfnx+DBw/mhhtucDk4EakIirvm7wxjzEvGmOCjXLAfoP/hRMqp+zqfwpt3nFuQ+D344W+8NXcdezI0whWA0OrU7PUBYye8S6P6deh5cir+5PLss8/y+uuva5JtEfFZR1ve7TrgJWAlkAzsxxntWxdoDYy31r5YOmGWDtX8iRzegew8YicvYdH6VEIC/bjh3IbEtI/i1DqaOBpg7y8fUPXrvizbFcrDS+uxN8efK6+8kqFDhxIYGOh2eCJSTh1vzd9RB3wYY8Jwlnc7G6gJpAFrgC+stduPM1afpeRP5OhWbd7LlAWJ/N9vKWTl5tPhlBrEtG9C59Nr4+9n3A7PVVlL38N/+n2k7PdnwJL6pGQE0bp1a1588UWqVFGSLCLFr0SSv4pGyZ9I4aTuz+aDX5KZujCJLWmZNI4Io0e7SG4/rzFhQQFuh+eavA3zyXjnBjKzc4idFsj3OxrRsuVJfPHFOOrW1QhqESleJTnat8JIS0sjLi6O6dOnux2KiE+LqBRE/46n8NMjnXij+7nUrRrC2FlrOPi35IHsPHcDdMkHCzrQPn4+ibvrE5q1k+xsWLp0PZdfHsM///zjdngiIoBq/v5DNX8ix2/7vkxqVwnBWsvlL8/jwqa1GBrdzO2wSlVUFCQlAVi+wY+utOWKk/cyZ2MY551XiVGjRtGuXTuXoxSR8kI1fyLiqtpVQgDIybNc27I+bZtEAJCWkUP8/A3sy8xxM7xSEZs0HIvB4seVwD+nLue7OzYTf0UiWQf2M3DgQL744gsSEpxEcYQZTlQUJCS4HLiIVCjHlfwZY64v7kBEpHwICvDj3s5NC1YJmfXXNkZMX8X5z85i+JcrWb8j3eUIj09hErb4yOEYT/oHcOo/2Tw9rw+3n5vLuLYphPnl8MADTxMbO56kJMswRpCUBHFxSgBFpPQUZnm3SYfZfJ61tnnJhOQeNfuKlIwVG/cwZUEi03/fTE6epdNptYjp0IQLT6mJXxkYJZyQ4CRoGRlgMRgsYWEwYQJ0737s46Y/PZ6L0gaTlB7IlVPrs2ZHIHAV2TxFkCdRjIyExERXbk9EyqgSG+1rjPkeeM/zMhBoCRyw1j5c1Iv5OiV/IiVr+75Mpi1O5r1FyexMz+KkWpWIaR/FDec2pHKw744S/rcv379JHRw+YUtIgCFDnCbg+MjhjBzpJIiZq2eS+/4d9PsAVq/ZAUBb4AWgMjCCYQyzw0vnhkSkXCjJ5K+RtXbjIduet9YOLurFfJ2SP5HSkZ2bzzd/bCF+/gZWbEqjS/O6jL+zldthHdEIM5xhjPjf7UVM2HL3p1KzweukpX1Bo6o51N77O8u4FRhHZGRt1fyJSJGU5IAPY4xp7PmJMsa0A9oXPUQREUdQgB/XndOA/7unA5/1b8+9nU8BYGNqBn2mLGWdj/ULPLQv38Hn8ZHDi1ROQKUIXnvtCTqffDlrByTS/fwgYA1+fjHcd9+a4g9cROQwCtPO8gewCzCABbbgtFSIiJwQYwznNq5e8HrDzv38kbKH0EB/wEkGa1QOcn3i6JEj/+3Ld1BYmLO9qO64wxBgn2TGzF944IolhNbcwUur4IsvenPBBS9y3nnnFV/gIiKHUZhm3/utta+UTjjuUrOviPvy8m3BUnF3vrOYFRv3cGubRvRoF0WjiDDX4jpSX77jlp/P5vf6Un/9R8zfHsZjy+qRRSBPPPEE0dHRxRa3iJRfpbq8mzHmdmvttCKf6OOU/In4lqWJqcQvSOS7P7direXSM+oQ0yGKdifVwBjfHyVcGNu+GUXNxc/y/B+1+Tw5HIC+ffvSp0+fcnOPIlIySnLAR11gKNAU8PdsbmqtbVTkKH2ckj8R37Ql7QDvLUpi2uJkdmfkcHrdKsS0j+Lalg0IDfI/dgE+btfqn7hnxGusXbuOQL98tu30IzX1Ggak5fJu5FMnXssoIuVSSSZ/U4EvgFuB14BI4Aprbbn7r0jJn4hvy8zJ48vfNhO/IJHVW/ZSLSyQt3u0pk1UhNuhnbD09HReeqwvd4V8x93TazH978rcwzJeJ52wsEr/M6egiEhJjvbdaK39BEix1s611r4LpBQ5QhGRExQS6M8tbRrxzYAL+DDufC5sWovT6lYBYMHanSzZkEpZXa+8cuXKPD7iebalR/D5LVu4p80eFgFwFxkZOxgyxOUARaTcKEzyV8/zWNUY09IY0xi4oARjEhE5KmMM551Ug1e7nUPVkEAAxs1ew5P/92fBMfn5ZS8JDIxoxDfv3MzGf3J4resOHrwimDbmfbpSm2uTBrgdnoiUE4VJ/n4zxtwITADmAuuBT0s0KhGRIoqPacvr3c/FGMO+zBw6jv6RF2f8xZa0A26HViRv13+Wkz/ax8uLruD284PpcN5JfEMr3gr+nV9++cXt8ESkHCjSaF9jTCBQF9hprS1b/6MWgvr8iZQPKXsOMOLLlXy/eht+xtDlzLrEto+iVWR1nx9B670+8N/NAjn77/PIsZlERkLt2gEMHTqUrl27uh2miPiAEuvzZ4x5+eBza20OcCqQUNQLiYiUlgbVQpnQozXzHu5Erw5RzPtnBzeNX8g1r83n02WbyMrNczvEI+reHSZMcNYNfn/VEGrUmcT5LavxXpcUIkP3M3ToUCZNmlRm+zaKiPuOWPPn6dsHMAJnqpeDfy4HAKOttTeUfHilSzV/IuXT/qxcPv81hckLElm7PZ2alYO4vW1j7r/0VPz8fLsmEGDHqp/xT7iBIHJ4dFldvv2nErt3X8+APVlM0VQwIhXW8db8HW3NpLmexwigo9f2A8D7Rb2QiIhbKgUHcMf5kXQ/rzHz1+4ifv4GlifvKUj8knbtJ7JGJZejPLJazS4g/Z6f2PP65Yxtu5ncnbWZsOFzdrOMpKTBxMU5K58oARSRwijMPH8DrLXjSikeV6nmT6TiyMnLJ9Dfj61pmVwwajaDrzydPhee5HZYR5WTnsqcezpyeZMk7vmmFot/WccyugOvEBlZk8REtyMUkdJUYn3+KkriJyIVS6C/899f1dAAhkU344rmdQFYvH4Xr/zwD9v3ZboZ3mEFVo5g0dRrWTovi3Wr1wPQigSuphbXJg10OToRKSsKM9WLiEi5FRYUwJ3tomgU4TSdLlqfyis/rKHD87N58MPf+H3THncDPMSkxk/TZk4mM9I/IcDAjZdEsjisBW8F/87y5cvdDk9EyoAiTfVS3qnZV0QA1u9I592FSXy8dCP7s/M4t3E1Yjo04coz6xbUGLrFeyqYX+v6c2qvKmxN96fvvAakh1Ri+PDhXHHFFa7GKCKlo8TW9q1IlPyJiLd9mTl8smwTUxYkkrgrgzpVg7nz/Ei6tW1MjcrBrsWVkABDhkBs0nCWtDiLd7v0JdAvj4eX1WPZrjDuu+8+evTo4fNzGorIiVHyVwyU/InI4eTnW378Zzvx8xP5ac1OHu1yOv06noy11icSrG1//0J2/LXUC9rPsN/qMmNzFW666SYefvhh/P393Q5PREpISUz1IiIigJ+fofPpdeh8eh3Wbt9HrcohAHzx22YSFicx/o5WrtYE1jmtDXsfXMzKMZezKcNJ9j755BO2bdvGs88+S2hoqGuxiYjv8akBH8aYScaY7caYP4+w3xhjxhlj1hpjfjfGnOu1r4sx5m/PvsFe2yOMMd8bY9Z4HquXxr2ISPl0Su0qhIcFAuDvZwgLCqB6WBAAC9btZPf+bFfiqlq7EWc8tYIGba8B4NJ6+1g0fy59+/YlNTXVlZhExDf5VPIHTAa6HGX/lUBTz08c8CaAMcYfeN2zvxnQzRjTzHPOYGCWtbYpMMvzWkTkhEW3qM+UXm3x8zNk5ebR773lnP/cLAZ/+jurt+wt9XiCgoI444xnCEm7gudbbeXFs1JY+csfxMTEkJiYSEICREXBCDOcqCin76CIVDw+1+fPGBMFfGWtPfMw+94CfrTWvu95/TfO6iNRwHBr7RWe7Y8BWGufO3iMtXaLMaae5/zTDndt9fkTkRPxz7Z9TF6QyGfLN5GZk8/5J0UQ074JlzWrg38pLCPnPRJ4YbNAWl5fiY1pAfSdV59tuTVZv34MmZktsRgMlrAwZx1hrQwiUjaV2CTPPqYBsNHr9SbPtiNtB6hjrd0C4HmsXQpxikgFdGqdKjx7/VkseuwSHrvydDamHuDu95Zx0QtzeGvuOvZklGyT8JAhTuIHcP6qXDpPeYFqIfl83GUjdTK3kZnZH/i+4PiMDOccEalYylryd7g/ne1RthfJjh07aN26dcHPhAkTihygiEi1sCD6Xnwycx/uyPg7WtEoIpTnvv2L85+bxda0kls5JDZpOBaD9fyXuGBTX/a8s4c9+w3NKu2gFQtpxeVMBfI9x8UmDS+xeETEN5W10b6bgEZerxsCm4GgI2wH2GaMqefV7Lv9SIXXqlULNfuKSHEJ8Pejy5l16XJmXVZt3suP/2ynbrgzUvjteetpWqcyHU8rvsaI+MjhDPckcwebdtkNTb5MZNuuh8ggiea1shi74096MAoYRGSkH8OKLQIRKQvKWs3fl0APz6jf84E0T1PuL0BTY0wTY0wQcJvn2IPn9PQ87wl8UdpBi4g0q1+V/h1PASAnL5+ExUnM+cv5W9Ray77MnBO+xsiREBb2321hYfD0c1G88sokmtU+iWVxGxl6TQiBfh8SEPAww4b53hrGIlKyfKrmzxjzPs4AjprGmE3AMCAQwFo7HvgG6AqsBTKAWM++XGPMvcAMwB+YZK1d6Sn2eeAjY0xvIBm4udRuSETkMAL9/fjhwYvJyMkDYMmGVGIn/8KN5zakZ/soTqld+bjKPThwY8gQGJE0jMhIJyF0tocTFDiVl96/isfb/cKM6ik8sGg2P/7Yl2uvfZmIiIjiuTkR8Xk+N9rXTRrtKyJuWL8jnTd+XMeXv20mOy+fC5vWJLZDFB1PrY1fMY8Szs/P5/vRvemc/hmb9gdy/y8NoHoUnTu/yssvNyY2aTjxkcO9kkYR8VVa3q0YNG3a1Hbq1Ino6Giio6PdDkdEKpid6Vl8sCSZqYuS2LY3i6gaYfRsH8VNrRpSJSSwWK81J/5pzl0zhg8Tq/H8ohokJYWTn/8ylhaaBkakjFDyVwxU8yciviAnL59v/9zK5PkbWJ68h0pB/vS9+GQGXNK0WK+zaMYnDHpqDL8szSaIfNKzQ5jFQi7xTJYQGQmJicV6SREpRhVlnj8RkXIv0N+Pa1rU57P+Hfjing5c0bwugf7Of9c5efn8tGYH+fkn/of7+VfcxPi3JtA6eCfr7lnDK+2X8SiQoGlgRMo1JX8iIj6sRaNqjLm1Jf06ngzAD6u2cec7S/hp7c5iKf/MM89ka/VZzEmuy8DLQnjs6hB6+p2LYTSTGg8tlmuIiG9R8iciUoZcckYdXr/9XC44pSYAb/64jqemryJp1/7jLvOpZ0+m1zeLefan07ihVRBfddtMeMh7nHXWYLKysoordBHxEUr+vKSlpREXF8f06dPdDkVE5LCCAvy46ux6BWsFb9ubybsLE+k4+kf6TPmFn9fspKh9ubt3hwlvR/DW2p947sv6dG6SwSvX7GLr1tn069ePPXv2lMCdiIhbNODDiwZ8iEhZtG1vJgmLk5m2OImd6dk0rV2Znu2juOHcBoQFFW061/z8fD4e/QBvfDaP/bn+pKZatm6N5O4DUXwWOUZTwIj4EI32LQZK/kSkLMvKzeOrFVuIX7CBP1P2UjUkgFvbNKLXBU2oFx5apLKmTZvGyOEv8Xr7FF5eVI2Mv//mB/4gLOxMTQEj4iM02ldEpIILDvDnxlYNmX7vBXzarx0XnlqLSfMT2ZrmLOGWkZ1b6Cbh22+/HZv1BGGB8PmtW+hyXhAQR0bGXIYMKcGbEJES51PLu4mIyIkzxtAqMoJWkRFs35dJ7SohADz91SpWbdnH5/3aF2rlkFuTVxA6eRvzbwjloS4hNIz4lZe/60ijpJuAj0v4LkSkpKjmT0SkHDuY+AGc16QGVzSvg5+fwVrLpJ83kLLnwBHPjY8cztm5lo4fr+T/FmRxa9sgbr+iEV8GbWDs2LHk5+eXxi2ISDFTnz8vWt5NRCqKDTv3c8lLPwJwRfO6xLSPom2TCIz5t0YwIQHi4iAjA3ZheOSci5mbnEqaXxBpadA2O4TkxrN59tkg9QEUcYEGfBQDDfgQkYokZc8Bpi5M4oNfktmTkcMZ9aoS2z6Ka1rWJyTQH3ASwCFDIDZpOJMaD6Z69SH88cePvHjpTn5ZsYkPtsUSGjqGt9+uqgRQpJQp+SsGSv5EpCI6kJ3HF7+lED8/kb+37aN6WCDd2jbmznaR/zNKODIyn5zUYSzu8wYRITnc9EkDvlvbjAYNXmXTpvou3YFIxaTRviIiclxCg/y5rW1jvrv/QqbddR5toiIYP3cd1742n7xD1hDulfwUKenPsOSd3WxMzWd6txSebT2d4JQLWbVqlUt3ICJFoZo/L6r5ExFxbEzNYN2OdDqeVpu8fEu/95bR/fxIel5ei6Qk55jZgYb0G+sTfVo6z/wcwXeZDXjuuee48MIL3Q1epIJQzZ+IiBSbRhFhdDytNgBb92ayfud+9mflMnIkVKqeg3/lTDrlwHUffskri2rzV0YomZmZPPTQQ3z66acuRy8iR6PkT0REjqpBtVC+f+AiujSvS/fucOsTiTTsN5vOV0+hUcuTMFf+wN6ap5CaCs1y9/BUz3uIiHiVqVM1FYyIL1Ly5yUtLY24uDimT5/udigiIj7FGFMwMfTQnvXpfVEUO86tA5cvYHbAJiIvfpHM3afw6hXb+bbPfuoFTKBXryeZMiXb5chF5FDq8+dFff5ERApvf1Yuny7fxOQFiazfsZ/c9CBOWfcDHzcfT2CAHzd9VI/FOy4gJWU0VatWdTtckXJHff5ERKRUVQoOoEe7KH544GIu/+hvLts2n8QWF3G93xi2Z4fwXfdN3HXK5/Tu3ZstW7a4Ha6IeCj5ExGRE+LnZ5iZ/yCTPxlOyoSLuXT5Ei74/BlmbagEEfX4K6MSPWN68ddff7kdqoig5E9ERIrByJEQFga5uyszfNYEdiT25vpPJ/F/lbuyr/n11DI7uadvb36eP9/tUEUqPCV/IiJywrp3hwkTIDISRjCMyEh4e+KVxLa+mfxP43mz5T883XQtAybN45bRX/JnSprbIYtUWBrw4UUDPkREik9CAsTFQUbGekaecRoPXF+JrXlV6Z37KOsDomgdVZ3Y9k24onkdAvxVFyFSVFrbtxgo+RMRKT5RURSsBrIDw1UNruTL2xYRGAAPpFzCsga3kU4I9cJDuOP8SLq1bUxEpSBXYxYpSzTatxhonj8RkeITmzQci8FiqAnMSfmWN9/Zw859+XRIW0zqCwPY+/USgrNDeHHG37R7bhaPfLKCnelZbocuUq6p5s+Lav5ERIqPd82fxWCwQB7hwcPYn/MtLfKXkxzWgtSspgwd/SKZkfuYvXo7swddTFhQABtTM6gXHqImYZEjUM2fiIj4lIMjgL0Z409a1tPk5t9DpWBY1Gcj8dELeemJvsQ0D+anRzsRFhRAfr6l56Ql9E9Y7k7wIuWYkj8RESkRhxsBPNQOx+KHpTePZsH3v6ZzZ4t9fHfTEm5qcQmNGy4mIcE5/5Eup9OjXRQAu/dnM+TzP/h76z73bkiknFCzrxc1+4qIlKz/bQpeQrczexN/bTJb9+TSedopbNr/FJMmXUP37v+eN+fv7dw9dRlZufm0P7kGsR2a0Pn02vh71hsWqYg02rcYKPkTESlZ/07/4t0PcB0dGvXkq9tW8GNyFa7/sD4REXexc2ccxvyb3KXuz+aDX5KZujCJLWmZNIoIpWe7KG5u3Yjw0ED3bkrEJUr+ioGSPxGRkpeQAEOGHBwNDMMZwXbg+Qg/VhywpB2wbDV16TO0L0OGDCEw8L+JXW5ePjNXbWPy/ESWJKYSGujPja0aENM+ilNqV3HlnkTcoOSvGCj5ExEpXd7NwOkYKnMPgX4L+e6OFGYnhTFjbgTbGs3luecq/acZ+KA/U9KYsiCRL1Zs5qKmNZnYsw0A1tr/1BqKlEca7SsiImWO94jgSgC8gr//VWxJD+CZjrsYEr2SLSm9uOuu7QUDQbyd2SCcF29uwcLBnXny6mYAJO/K4JKX5rIsKbW0bkOkTFHyJyIirvnfEcEBhFUZwR2fDeWpuRFcd24Q33afS1D+HTzyyJojllOjcjCRNZz0cW9mDjUrB9OgmpNVrtq8l/U70kvlfkTKAjX7emnatKnt1KkT0dHRREdHux2OiEiFNMIMZxgj+ApY3iKQx6NDWLw+j+7TanEZl/F95NuMHMlhm4EPp8ekJcz7ZwcdT6tFTPsoLmpaCz+NEpZyQH3+ioH6/ImIuM+7H+AiDIOjzmFXRg5/bA+mLctYwnTCwq5mwoTCJYDb92Xy/uKNvLc4iR37sjipZiV6to/ixlYNqRwcUKL3IlKSlPwVAyV/IiLu+9/pYP4BBgLbePeylXy+MYrP/xpE48a9SUoqfA1edm4+3/65hUnzE1mxcQ9VggO4uXUjerSLJKpmpRK7H5GSouSvGCj5ExHxDYdOB9OfEQwKgEE9wjizoT9jv89i+sJ2zMz5gYCAotfe/Zq8m8kLEvn69y3kWcuEO1tzWbM6xX8jIiVIyV8xUPInIuJ7/m0GTmdAQBUuuK4+NzdPZ8LycFZGRvPcqBcJO3QR4ULatjeT95ck0+fCk6gcHMB3f25hR3o2t7dtrNVDxOdpqhcRESmX/p0OpjKjc+HWT3ozan514s5N49rsz+nTpw87duw4rrLrVA3h/ktPLej7992fW3l/cTIH8769mTnFcxMiPkTJn4iI+DTv6WCeZRiNGo/g70aP8czvtfkmpSr//PMPMTExrF+//oSv9fKtLZl213kYY9ibmUOH52Zz17tLWbB2J2opk/JCzb5e1OwrIlI2JCTAAw98QeCO/uwMqkf/C/aSHlqNvsPfoHXrIreCHVZaRg5v/7SeaUuSSd2fzWl1qhDTIYrrWjYgNMi/WK4hciLU568YKPkTEfF93qOBF2Do5N+Blf3/ok7lXO75JITv0uIZM+bKQs8DeCyZOXl8uWIz8fMTWb1lL+GhgdzWthF3nh9Jw+rH19dQpDgo+SsGSv5ERHyf9zyAzlQwf1G3cj+md/uTc+pmcv+M2kz47XHeeSeWO+4ovkEb1lp+SdzN5AUb+O7PrQBc0bwu47qdQ6C/elFJ6dOADxERqRCc6V8MFiexs5zOr+lzuHtyDX76J5dXr9zBqE4juO++Z8nLyyu26xpjaNskgje6t+KnRzvT9+KTCfT3K0j85q/dSWZO8V1PpKQo+RMRkTIlPnK4J/VzWq6GM4y6wJycv/jgowMkLMwi5MBWQve8zoMPPkhGRkaxx9CgWiiPdjmdcd3OAWBrWiY9Ji3htdlri/1aIsVNzb5e1OwrIuL7/ncFkH9/j2VhCOYJ4BvA0KX+Rv7JvZCHR7zF3XfXKLGYrLUsWp9KVM0w6oWHMu+fHXz4y0ZiO0TRKrI6xmjOQCl+avYtBmlpacTFxTF9+nS3QxERkSPwnvplBMOoUQOCgpx9zsNTQG8C/Czv3JzBnNvn8OaIm3n55Q0lFpMxhnYn16BeeCgAW/dm8tOaHdw0fiHRr/3MJ8s2qUlYfIZq/ryo5k9EpGzyXg7uaf/hOF39PqN73ZsZ1S2cKsGW+z4OY+b+6YwefW6xjQQ+mozsXD7/NYXJ8xNZsz2dGpWC6H5eY7qfH0mdqiElH4CUexrtWwyU/ImIlH0jzHCGMQKA+cBLVQzP3R7GybX96P91fd5dOY533rm8VBJAcJqE56/dxeQFG5j113b8jaHrWfW468KTOKtheOkEIeWSmn1FRET474CQDsDn+1bSOv48Fq/L5fKT95GV9Rh33vkuw80woqKcWsOSZIzhgqY1mdizDT8O6kjP9lHM+Ws7i9bvAiAnL5+sXDUJS+lRzZ8X1fyJiJR9hw4IAdgM3G9gkx9k50Fe5TrckbmNQbl5hIX5MWECpVYTCLA/KxdjICwogE+WbeL5b//i8/7taRShSaOl8FTzJyIiwn8HhAxnGAZLAywTLSzMu4vfzLlM7p7H5T3DqF3pHjIyDjBkSOnGWCk4gLCgAACa1KzEFc3r0LC6M1jki99SWLFxT+kGJBWKkj8RESl3uneHxERo+t5wwjyVaVWBJ6jDI3Y57/64h6Z1/Fne+z0erVmZcUkdSqUJ+HBaRVZn5PVnYYwhL98y6tu/uPb1+dzwxny+XLGZnLz80g9KyjUlfyIiUm4dOi3Mc/5P8xx5jPl7DHGT9+MfGMjg3lVZErWYpKQkYmOhZk1n0IgbyaC/n2HGAxcxPLoZuzNyGPD+r1wwajavzlrDzvSs0g1Gyi31+fOiPn8iIuWbd3/AjzAMCm/J17dvwuQc4KyJbbC8ArQomDw6LIxS7w94UH6+Ze4/O4hfkMi8f3YQFODHNS3qE9M+ijMbaJSwaKqXYqHkT0Sk/Ds4J+DkpI74MZeRwWACDTvTLZX9oXHeHbzLewUrh0RGOk3Iblq7PZ13FybyybJNZGTnMWdQR5rUrORuUOI6JX/FQMmfiEjFERUFSUkAq7iM5qykLu/dkkZWLuz+4gC35YHBaS4eZoe7GutBezNz+PHvHVzToj4AI79eRf1qocR2aOJyZOIGjfYVEREpgpEj8QwGaUY8sJnzmZFSly5nBXL6nWHUCh2BIQ8Lrg0GOVTVkMCCxC8/37JmezrJqRmAM5n0P9v2uRmelBGq+fOimj8RkYrFe1m4sdUfIC3tQW48/WemXr+F5LQguk67gT9S3ybU5f5/R5OXb/H3MyxYu5PbJy7mvCYRxHaI4tIz6hDgrzqe8kw1fyIiIkV0cEqYYXY4qanhTJr0JjM2Xc/NU0KpFpLPl7d9Rn8DsJuMDFhzx3Bq1nR3RPCh/P2ciayb1w/n8a6ns2n3Ae5+bzkXv/gj4+euY09GtrsBis9RzZ8X1fyJiEh+fj5d/bsSXH0m1UINKzfn0xAYBzSGgoEgvjAi+HDy8i0/rN7G5PmJLFy/i5BAP64/pyEx7aM4rW4Vt8OTYqQBH8VAyZ+IiMDBwSAfAqNpxVKiO0aRmx/KzfNW0+KQ5A98Y0Tw4fy1dS9TFiTy2fIUsnLzuf6cBrx8a0u3w5JiomZfERGRYuIMBrkVeJEgoFX4Vp7ulMLGa0OY42cK1gy2OM8nJ3X0iSbgQ51etyrP3XA2ix67hEe7nE7rqOoA5OTlM3n+BtIyclyOUNyg5E9EROQQ/64M0pEW3E30F+0Z9mMEV7UMIv+OOlQPmQjgSf0sHZlLUpIzgbSvJYAA1SsF0a/jyXQ/LxKABet2MXz6KpYn7wackcNScajZ10vTpk1tp06diI6OJjo62u1wRETEByQkQJ8+G8nMHMATZ33Nk9eGsnpHELMn7ORBmwf4lYkm4EOt3rKX0+pUwc/PMOq7v/gzJY2Y9lF0Oq02fp5BJOLb1OevGKjPn4iIHE5CAjz22B5qbOxEtSbZNKqaw+IVW7iWdJ4Ggr2O/ZGLuanGjwDct2s48ZHDGTnSdwaEHM6UBYm88eNatu3NIrJGGD3bRXFT64ZUDQl0OzQ5CiV/xUDJn4iIHE1WVhZPPPEEc+bM4Y8/4OqT9+FnInl71fdUP8xAEF8dEXw4OXn5fPfnViYvSGRZ0m4qBflzU6uG9Ggfxcm1KrsdnhyGBnyIiIiUsODgYEaNGkW3bt1o0MDSr3UaH9+8mOkdgoCNRzzv4ByBvjgo5KBAfz+iW9Tn037t+fLeDlxxZl3eX7KRS16aS89JS/gzJc3tEKWYqObPi2r+RESksKZNm8ZTQ19ixLlbubVZOl8vyybqm0ya5x/5nIM1gjVqwNixvl0TCLBjXxbvL0nmvUVJvN2jNS0aVWP7vkzCggKoHBzgdngVnpp9i4GSPxERKYrZs2fz5BNDiK60hcEddjNzXSVCp23hovwjNwEfZAxY6wwQ8fU+gTl5+QR6lop7+OMVzP1nB/MHdy7YJu5Qs6+IiEgp69y5M2+Of4upm0+mz5e1+W1rEA/lA3xUcMzBuQC9nw9jOAfrXnx5ipiDvJO8O86P5OErTiPQ3w9rLSOmr2TePztQZVLZoZo/L6r5ExGR45GcnMz119/Hn3+mUCN7M/Xq1yA0uCuXbAjhKUYA/1vzd6iyMkWMt61pmVz96k/sTM/mlNqV6dk+ihvOaUAlNQmXCtX8iYiIuKRx48Z8/308t93WnPqt6vHOjdv5oftbBN3xN6Gh2YUqIynJt2v/DqdueAjzB3dmzC0tCA3058n/+5Pzn5vFyK9XsTE1w+3w5AhU8+dFNX8iInIiDhw4wJAhQ/hz0WzGtNlMs2pZvLGuJUO/+ZIBu19mBMOPen5Z6gd4KGsty5N3Ez8/kW//3Eq+tVx6Rh1i20fR7uQaGKOJo4ubBnwUAyV/IiJyovLz8xk9ejRffPIBT5+zlc719vPNzoZsOO1bXnypMUlJ/yZ5x3JwVDDAkCGQnAyNG/t+Yrgl7QAJi5KZtiQZP2OYP7gTwQH+WGuVBBYjJX/FQMmfiIgUB2st7733HuPGvsJ9Z+zk1KrZjFjbnJdeHkezZs1ISIA77jj+8svCpNEAmTl5rNuRTvP64eTm5XPt6/O58/xIbmvb2O3QygX1+RMREfERxhjuvPNORj77HG+urc/9S+qzY9ceHrmnF4u//5zu3Z2m3eOVkeHUBPq6kEB/mtcPB2BfZi5RNSoRUSkIcOYQXLR+l0YJu0DJn4iISAm5/PLLeeONNwir4iRAQ85IIuqHPsxKeIWRI50avON1sPk4IMB59OXVQwCqVwri9e7ncnnzugC8vySZ2yYs4sqxP/HhL8lk5uQd9ryEBOfe/Px8/x7LCjX7elGzr4iIlIQNGzYwcOBAwvZt4JW2m6kSmMfsiDvZU2ssTz7pV6R+gEdTVpqDwWkS/uK3FOLnJ/LX1n1UDwukW9vG3HF+JPWrhQJOohcX59R0HmQM3H03vPGGS4H7EPX5KwZK/kREpKTs2rWL+++/nx3r/+CVtptpWjWLr/M70uXJjwkKCiIhAQYOhF27Tuw6NWpA5cplZ3CItZZF61OZvGAD36/ahjGGLs3rEtships6Vicp6fADRPr1UwKo5K8YKPkTEZGSlJGRweOPP86yhfMYee5Woipn88Lea3j2xVeoWrUq4NR2DRlChawN3JiawdRFSXywJJm9mbmkLTqZPXNPP+LxZWWN5JKi5K8YKPkTEZGSlpeXx6hRo/i/zz6lenAeu7ICaHpSFC+PHkXdxif/59iDiWBystPnLe/w3eKOyd8fpkwpO0lSRnYun/+awgM9qrHjn3ACauyjUrPN7PulCfmZQf85tiI3A2u0r4iISBng7+/PY489Rv9772NXlrMM2m2VF5M27kLW/Dr/P8d27+4s+Zaf7yRvxztAJC/PmVrG379sDA4JCwqAtZHs2eAMlAlplErV1hvwLJGMCc4Bz1J51sKbb0L//i4FWwYp+RMRESllxhhiYmJ45plnCAgI4MetlWgckkGVD67ltxnTDntO9+5O8+3BKWL8/f/7WBj5+c5jUpIzkMKXE8AhQyAnx3me/lskKW92Jv+AU+tX5+Yl1O0xn0rNNoG/Ux2qBLDw1OzrRc2+IiJS2pYtW8ZDDz1EQ/+dvNxmM6H+lhWnP0SHO58odBlRUU5CV1S+3Bzs53ek/o6WyuckUbVVIoE19pOXHsy+3xqz77fG5O8PqVADQdTsKyIiUga1atWKSZMmsSc0ipifG7HlQADNV7/ExNdfKfQEyMc7Z2BeHtx5p2/WmDU+4iIghvRfo9g88WK2fdiWrG1VqXbBGhr2m02Nq37jnc/3+OT9+BIlfyIiIi476aSTiI+Pp1rkmfRZ0JCBSxowPv49hg0bSk529jHP924SNsYZBRsUdMzTgH/7zNWs6VvNwIdLaMPC4JJLDr4yZCbWYscnbUmZ0JF9v0YS1nQb9XrO5/N986nVJMOn7seXKPkTERHxAbVq1eLtt9+mRdsLWbknBIDw1dNYMbQV6bt3HPN878EhO3fCpElOElhYu3b5Vj/AQxPayEjn9Q8/OHP8ecvdXYnds5qz6Y3OpH7fDIBdm4K58064/d497EzPcuEOfJeSPxERER8RFhbGmDFjuO666wDwM9A6JJmU51qzPXF1kcrq3t1JAt97r/DrCGdkQM+evpUAHkxoExP/7Zv4xhv/mwAC2OxA9i1vwtb3OmBz/bHWMjf7Ny4fvrw0w/Z5Sv5ERER8SEBAAEOGDKF///4krK/OI0vrEhmcRt74i9nwy8wil3cwgbLWSQTN4RfMKJCX59QA9u/v3pq6hVnP90gJ4H8Ztn/ampUJZ9C/P+xKz6LbhEV89ftmcvLyiz/wMkKjfb1otK+IiPiSb775hhEjRnB6lf2MabMZfwNrrvyINhdeetxl9u8P48cXfeWQ0lop5HDr+R7t2kW5n2737GFT419JTs2gXngId5wfSbe2jYmoVMgOkj5GK3wUAyV/IiLia5YsWcLDDz9MeP4ezok4wHdbqzNkyBCuueaa4y7zeNcRjox0ahFL0pGmrTnatYtyP3f3s9x473YmL0jk57U7CQrw47qW9Ylp34Rm9aueSOilrtxM9WKM6WKM+dsYs9YYM/gw+083xiw0xmQZYwYV5lxjTIQx5ntjzBrPY/XSuBcREZET1bZtW9555x1yqzTg65Sq5OXlMeONR1k2+iZs/vE1XXr3ByzKJNEH1xs2puRGBycnF207/Hs/x24GhvFvGj57rQ7v9TmP7x+4iJtbNWT6ii10HfcTt761kBkrtx5f4GWITyV/xhh/4HXgSqAZ0M0Y0+yQw1KBAcDoIpw7GJhlrW0KzPK8FhERKRNOOeUUJk+eTNOmTQG4sM5+WqV/z+9PtSc3c/9xl9u9+/EvG7drF/TqVfwJ4JHm9zvyvH//Klw/wH9XA2lapwojrz+LRY9dwuNdT2fT7gN8umxTwXEZ2bmFjLps8ankD2gLrLXWrrfWZgMfANd6H2Ct3W6t/QXIKcK51wJTPM+nANeVUPwiIiIlonbt2kycOJHzzjuP0Str8cZfNWjBajY81ZL9Ozcdu4AjODilSlFqAA/KznaWYStOXbv+76CUsDBn3r/CKGoCCBAeFkjcRScz75FOPH/j2QBs2Lmf1s/8wA+rthUh+rLB15K/BsBGr9ebPNtO9Nw61totAJ7H2icYp4iISKmrVKkSY8eO5ZprrmXS2giGLK9LpP8O0sa0ZUfy38dd7onUAB5sCi6OEcGHG7xhjDP9TFEGmhQlAaxS5d+4/f1MweCPQH/DtS3rc3ajcACWbEhl5sqt5OWX/bESvpb8HW4AemHf5RM5F4AdO3bQunXrgp8JEyYU5XQREZESFxAQwJNPPklcXBwzNleh36IG/LgpkJ5338/atWuPu1zvSZWh6DWBSUknNkl0QsLhR+1aC998U/TyCpsApqfDHXf87xJ3DauH8dwNZ1O7ijPh9pSFicRNXUbH0XOY+NN60g4c2gBZdvjUaF9jTDtguLX2Cs/rxwCstc8d5tjhQLq1dvSxzjXG/A10tNZuMcbUA3601p52aJka7SsiImXJ9OnTeeaZZ8jLywPgtJr+jOh3E6dc+3CxlH+4aVeO5XhHBB9plC84tX/HObaF/v2dGr7C6NfPSRoPJzcvn+9XbSN+QSJLNqQSGujPja0aENM+ilNqVzm+4E5QeRnt+wvQ1BjTxBgTBNwGfFkM534J9PQ87wl8UYwxi4iIuCI6OpqxY8cS5mmvva1BCqf8+gx/T4wr+kR+h3FobeCxJoiGo4/KPZyEBGfk8JESPyjcYI8jKWwNIPy3H+ChAvz9uPKsenzUtx1fD7iA6Bb1+GjpJi4dM48731nMrNXbyC8jTcI+VfMHYIzpCrwC+AOTrLUjjTF3A1hrxxtj6gJLgapAPpAONLPW7j3cuZ4yawAfAY2BZOBma23qoddWzZ+IiJRF//zzDwMHDmTPrm08efZ2ujbcxz+V2tL0ga8wAcHFeq2j1dAdFBnpDNA4Vj+9hASIjYWco7SgGgNTp5745NLFVQPobVd6Fh/8spGpC5PYujeTF246m1taNzqxQItAkzwXg6ZNm9pOnToRHR1NdHS02+GIiIgU2rZt2xgwYADr1q0l7tRU4k5NZYNpTKOH5hJQOaLYrlPYpuDCrAhyrETSGLj77sIlYoVREgkgQE5ePjNWbqXTabWpFBxw/AEWkZK/YqCaPxERKcvS09N55JFHWLJkCVc12Ms1jfcyzdzA08+PLmgaLg4JCc4UL4WpATxa/z8/v6O3Tr/3XvEvJ5eQAH37wv5CTI9YubIzCKWkl7Q7Xkr+ioGSPxERKetycnJ45pln+PrrrzFYLIaWZ5zEi4/1o3qzTsV6rWMlb3D4/YVJHkt6KbmSqgUsTeVlwIeIiIicgMDAQIYPH06fPn2wnlnQrg5cSNgHN7B1ztvFeq3CDMQwxkkSDy4LZ4wztcrREr+goMJP6ny8imsgSFmk5E9ERKScMcZw991388QTT+Dn58drf9Xg77Qgav84iI0fPVosI4HBSdAK05pclMv5+cGkSaXT1FpRE0AlfyIiIuXUddddxyuvvEJ2QFX6LWzArC2VabRqPMlv3gx5J75u7aFTwRQHa0u3j11RE0DvFUHKKiV/XtLS0oiLi2P69OluhyIiIlIs2rdvz9tvv03l6rV4fHld4tdWJzhpDh/Gv0Fx9Pvv3t3pm1dcCeCJzOl3vIqSAB5pRZCyRAM+vGjAh4iIlFdbtmxh4MCBrF+/nqqBeezN8eemG67n4Xt64R9e74TLP57VQA5VmOlhSlJRRgKD+wNBNOBDREREjqhevXpMnDiRVq1asTfHWbi39sq32ffSuRxYv+iEyz/YBFzUNYEPiox0N/ED59rp6UVrBi6LTcBK/kRERCqIqlWr8uqrr9KlSxcAZmyuwoHMbMzkruxd+tEJl9+9O0yZUrhBIAA1ajhz+VnrNB37ynx6RWkGvvPOspcAKvkTERGpQIKCgnjqqaeIjY1l3b5gYuY3Yv3eACpNv4td3z57wuV7DwIxxnk8mOAd+rNzp+8kfIcqbAJobdnrA6g+f17U509ERCqSzz77jOeff54gk8sz52ylfe0M1lwxjeYdurodms/w5RVBtMJHMdDaviIiUtH8/PPPDB48mOzMAzStmsX6A1UYMWIEl1/SCfwD3Q7PZ1Sp4vQHLIzSGgii5K8YqOZPREQqolWrVnH//feTmpoKQHTDNO5tG0zEvTMxVeu7HJ1vSEhwmncLqyTWJT6URvuKiIjIcWnWrBmTJ08mKioKgNTsAEIyNrHv5bbkb/nd3eB8RPfuhR8EAr49EETJn4iIiFC/fn0mTZrEOeecw/ztlbhrQSMOZBwge3xnsld963Z4PuGNN5wavUqVjn2stdCrl28mgEr+REREBHCmgnn99de5/PLL+WdvMLHzG5K01+D/YTf2rF/mdng+oShzAWZnw5AhJR9TUSn5ExERkQJBQUE888wz9OjRg+2Zgdy1oBHDfqtNzweeIjk52e3wfMbBWkBjjn6cL75lSv5ERETkP/z8/BgwYACPPPIImTaA71KqkpKSwgv33cTuiTdC9gms4VaOdO8OU6ce/Rg31io+FiV/XtLS0oiLi2P69OluhyIiIuK6W265hdGjRxMcHAxAff/dhG/8gbRXL4b07S5H5xuONhAkKAhGjizdeApDU7140VQvIiIi/2vlypXcf//97N69m4vrpDPy3K3kBkdQOe4bqH262+H5hIQEGDgQdu1yXteoAWPHlux0L5rnrxgo+RMRETm8lJQU7rvvPpKTkzkjPJOX22ymckgAQf3n4acE0BWa509ERERKTIMGDYiPj+fss89mdVoIMfMb8fG6UAa/+DZZWVluhydFoORPRERECiU8PJw333yTSy65hK0HAhm7uhaz58zlsXt6kDFzJOTnux2iFIKSPxERESm04OBgnnvuOW6//faCbSen/0LYghfY/97tkJPpYnRSGEr+REREpEj8/Px48MEHeeihhzDGEL+2Oq+urkGl9d+yf/ylsH+X2yHKUSj5ExERkePSrVs3Ro0aRVBQMFPWRTB4WV0Ctv9JxmsdYHei2+HJESj586J5/kRERIqmc+fOjB8/nvDwcH7YUoW7FzZg5cY9fPbtHLdDkyPQVC9eNNWLiIjI8UlOTmbAgAFs2rQJsIChx+23cG/XM/E7vavb4ZVLmupFREREXNO4cWPi4+M588wzAWfB28Bf3sTvg27kznoWVNnkM5T8iYiISLGoXr0648ePp2PHjgBMWRvBVxurEPDTKLI/6g252e4GKICSPxERESlGISEhvPDCC9x6663kWsPwFXV48+8IglZ/StY7V8GB3W6HWOEp+RMREZFi5efnx6BBg3jggQcAwztravDEr3XYl/gra35f4nZ4FZ6SPxERESl2xhi6d+/O888/T1BQEN+lVOXaWY2JefAp5s2dCzvXuh1ihaXkT0RERErMpZdeyhtvvEHVqlXJyvcjKyuLJa/1Ie/182Dl526HVyEp+RMREZES1bJlS+Lj46lfvz4A326qzB+7AuDjGPJ/GqORwKVMyZ+IiIiUuMjISCZPnkyzZs1Iy/Gn/6IGzEipjN+sEeR9cS/k5bgdYoWh5M+LVvgQEREpOREREbz11ltcdNFFZOf78cSvdXlnTXX4NYH9axe4HV6FoRU+vGiFDxERkZKXn///7d13eBT12v/x95dECKAgKCWCaCIlPSF0lCAgINIEQYoFEAU9tuNziejPckRRPDYUUY5ItRzgiFI8IqLSLUdAhUcQQUg4NOklJIEQcv/+SNgngSSQxibZz+u69kp2Zr4z9+y935l7Z3Z20nnllVf4+OOPAbiycip+NRoybtw4rrj8UihfybsBlhK6w4eIiIiUCuXKleOxxx7joYceAmB7UnkSEhJ495EenBwbBTt/8nKEZZuKPxEREbngnHPceeedvPjii1x00UUAbNhzgn0HD3Nq8o2w8XMvR1h2qfgTERERr+nUqRNvv/02l1xyCfHHKjB4RV1+O+iwmbfB9+/oSuBioOJPREREvCo2NpYpU6YQGBjIwVR/hn9XhyW7K8GXT2Dxy7wdXpmj4k9ERES8LigoiGnTphESEsKJ9HKMXBPIo6sDeWbq15w8eVJHAIuQij8REREpES677DImTpzItddei+FY+ufFfPHFQl565HbSJnWGIzu9HWKZoOJPRERESoxKlSrx+uuv07t3b8+wXZv/l9T/rubUu9fD7rXeC66MUPEnIiIiJYqfnx9PPPEE999/PwCrDlTirpV1OHjoMOmTO8OmL70cYemm4k9ERERKHOccQ4YM4fnnn8ff358/Eitwx/I6bD4I9s/+sGWJt0MstVT8iYiISInVpUsXxo8fz8UXX8z+E/4M/fYKJm2uxvx1B70dWqml27tlodu7iYiIlExbt27lwQcfZM+ePZ5hD9w1gEFX7cZ1HAXlK3sxOu/Q7d2KwJEjRxg2bBifffaZt0MRERGRLIKDg5k2bRoNGzb0DPvti4nYj5NIn3oTJO7Jo7VkpSN/WejIn4iISMmWnJzMyJEj+f777wFoU/MYLzXby0VValPu9tlQK8zLEV44OvInIiIiZV6lSpUYO3YsPXv2BGDF3ou5a8UVHD64n/TJHeG/P3g5wpJPxZ+IiIiUKv7+/jz11FPcd999APx+NIA7lgXynz3l2XrEeTm6kk/Fn4iIiJQ6zjmGDh3KqFGj8PPzY8/xi3jw28sYfP8Ifvz+W1gzHdLTvR1miaTiT0REREqtrl278tZbb1G5csbVvsnJyfz75aHw2UMwewicTPFyhCWPij8REREp1Zo3b87kyZOpWbMmAAu2V+aNDZdjG+Zh07vDsX1ejrBkUfEnIiIipV79+vWZNm0aDRo0ABwfbq3GyNW1SNvxMzapA+zb5O0QSwwVfyIiIlIm1KxZk0mTJtGiRQsAFv95CXevDGT/gYOkJB7ycnQlh4o/ERERKTMqV67Mm2++Sffu3QFYfziAbgtrMfSpN9m3bx/sWOPlCL1PxZ+IiIiUKf7+/jzzzDMMGzYMgFPm2LRpExMf6QaT2sOSF8GHb3Kh4k9ERETKHOccw4YN45lnnsHPzw+A+b+n8fnu6rDs7/DpPZB2wstReoeKPxERESmzevTowZtvvkmlSpU4ZY6/ranOO5tqwP9+DO/fDMkHvR3iBafiT0RERMq0li1bMmnSJGrUqAE4pmy6lCfW1CZt+yrMB28Hp+JPREREyryGDRsybdo0rrnmGgC+2n0JXRfV5cVPfubUqVM+dQRQxZ+IiIj4hFq1ajFp0iSaNWsGwIET/syZM4fxIwZgYyPgf2d7OcILQ8WfiIiI+IxLLrmEcePGcdNNN3mGzf9+M78frQCfDIXlr5T5K4FV/ImIiIhPueiiixg1ahRDhw4F4MhJP4YsqcaSAzVh8WiYdz+kpXo5yuKj4i+LI0eOMGzYMD777DNvhyIiIiLFyDnHfffdx5NPPkm5cuU4mV6OEd9XYVpCbfjlI1g3y9shFht/bwdQklStWpWJEyd6OwwRERG5QHr16kWtWrUYOXIkKSkpjP/1Ev6ztwI3t6xBZ4D0dChXto6Vla21EREREcmn1q1b895773HZZZcBsGpveZ586ik+nfQqNqE17Fjt5QiLloo/ERER8XkhISFMmzaNoKAgz7CPPnifw/t3Y9O6woZ5XoyuaKn4ExEREQECAwOZPHkysbGxAGxLKk/fL6uRcLwK9q9B8O24MnElsIo/ERERkUxVqlRh/PjxdO7cGYDDqf7cvugSfjwWCF89DT9N93KEhafiT0RERCSL8uXL8/zzzzN48GAATqSX44GllXh3e322VWnu3eCKgIo/ERERkTOUK1eOBx54gCeeeIJy5cphON5b6xgy/AHWrfoWZg+Fw9u9HWaBqPgTERERycUtt9zCa6+9RkBAAABHjx7lzacf4ORvC2BSB9j1s5cjzD8VfyIiIiJ5aNOmDRMnTqR69eoArN3vx23fXM6x46nY1Jtg4wIvR5g/Kv5EREREziEsLIxp06Zx1VVXAbD1WAVu+eJS/jxVFZs5ENb9y8sRnj8VfyIiIiLn4YorrmDKlCnExMQAcOCEP33+XYkfUhtyvFasd4PLBxV/IiIiIuepatWqvPPOO3Ts2BHIuBL4wUXpDH/seQ4e2A/fvgknjnk5yryp+BMRERHJh/Lly/PCCy9wxx13eIatX7+evz/YB/v6WfjtM+8Fdx5U/ImIiIjkU7ly5Xj44Yd57LHHcM4B8M2mY9y9OpR1LszL0eVNxZ+IiIhIAd166628+uqrVKhQAYC1u1O59777WLx4sZcjy52KPxEREZFCaNu2Le+++y7VqlUDIDU1lVGjRnHkyBEvR5YzFX8iIiIihRQREcHUqVOpV68e5cqVY8yYMVStWtXbYeXI39sBiIiIiJQFdevWZcqUKaxdu5bWrVt7O5xc6cifiIiISBG59NJLadu2rbfDyJOKPxEREREfouJPRERExIeo+BMRERHxISr+RERERHyIij8RERERH6LiT0RERMSHqPgTERER8SEq/kRERER8SIkr/pxzNzrnfnfO/eGcezyH8c45Ny5z/DrnXGyWcVOcc3udc7+e0aa6c+4r59zmzL/VLsS6iIiIiJQ0Jar4c875AW8DXYAwYIBzLuyMyboADTIfw4AJWcZNA27MYdaPA9+YWQPgm8znIiIiIj6nRBV/QHPgDzPbamapwEyg5xnT9ATetww/AJc65wIBzGw5cDCH+fYEpmf+Px24uTiCFxERESnpSlrxVwfYnuX5jsxh+Z3mTLXMbDdA5t+aOU20b98+mjZt6nlMnDgxX8GLiIiIlHT+3g7gDC6HYVaAaQqkRo0arF69uihmJSIiIlIilbQjfzuAK7M8rwvsKsA0Z9pz+tRw5t+9hYxTREREpFQqacXfKqCBcy7IOVce6A/MP2Oa+cCdmVf9tgSOnD6lm4f5wKDM/wcB84oyaBEREZHSokQVf2aWBjwAfAn8BvzLzNY75+51zt2bOdkCYCvwB/Ae8JfT7Z1zM4DvgUbOuR3OuaGZo14COjrnNgMdM5+LiIiI+BxnViRflysTGjRoYO3ataN79+50797d2+F4zcSJExk2bJi3wxCRAlIfFindzrcPO+fWmFnT/M6/RB3587aqVasyceLE8y78Pvvss0IvsyDzKO42uso5b0WR9wvFW7EW53KLct7e6sMFaac+XLRKSz8ui324qOdf2Hn5Yh9W8VcIZbX4k7yVpteyLO44StJOozDzKM4dh5xbaXk9y2IfLur5l8Xir7jptG8Wzrl9wLZ8NKkKHCnkYgsyj+JuczmwP5/z9yVFkfcLxVuxFudyi3Le3urDBWmnPly0Sks/Lot9uKjnX9h5leY+fJWZ1chHDICKPxERERGfotO+IiIiIj5ExZ+IiIiID1HxV8Y55250zv3unPvDOfd4DuNDnHPfO+dOOOcePZ+2zrnqzrmvnHObM/9WuxDrIuKLnHNTnHN7nXO/5jLeOefGZfbTdc652Czj1IdFvCCnfnu+/a4g/dY590Tm9L875zqfKz4Vf2WYc84PeBvoAoQBA5xzYWdMdhB4CHg1H20fB74xswbAN5nPRaR4TANuzGN8F6BB5mMYMAHUh0W8bBpn99tz9ruC9NvM8f2B8MxlvpM5n1yp+CvbmgN/mNlWM0sFZgI9s05gZnvNbBVwMh9tewLTM/+fDtxcTPGL+DwzW07Gh7Tc9ATetww/AJdm3sNcfVjES3Lpt+fT7wrSb3sCM83shJnFk3EHtOZ5xafir2yrA2zP8nxH5rDCtq11+n7KmX9rFjJOESm43Pqq+rBIyXI+/a4g/Tbf+3oVf2Wby2HY+f62T2HaisiFk1tfVR8WKX0K0m/z3UbFX9m2A7gyy/O6wK4iaLsn87QSmX/3FjJOESm43Pqq+rBIyXI+/a4g/Tbf+3oVf2XbKqCBcy7IOVeejC+Ezi+CtvOBQZn/DwLmFWHMIpI/84E7M6/6bQkcyTwlpD4sUrKcT78rSL+dD/R3zlVwzgWRcfHXj3kFojt8lHHOuZuANwA/YIqZveCcuxfAzP7hnKsNrAaqAOnAMSDMzI7m1DZznpcB/wLqAf8F+ppZXl9IF5ECcs7NAK4n43ZPe4C/AReBpw87YDwZV/klA0PMbHVmW/VhES/Ipd/OJYd+55y7AphkZjdlts13v3XOPQncBaQBfzWzL/KMT8WfiIiIiO/QaV8RERERH6LiT0RERMSHqPgTERER8SEq/kRERER8iIo/ERERER+i4k9ERETEh6j4ExEREfEhKv5ERPLJOVfeOdf8AiynqnNuinNu+xnDazrnGhb38kWkbFLxJyKSD5m3XJoNHCnuZZnZETO7C/j9jFEHgP/nnGtd3DGISNnj7+0ARERKmRHA92Z2ZkFWYM65a4B3zxj8pZm9ktP0ZnbKOTcSWOacCzOz9KKKRUTKPhV/IiKAc+5B4BbgV8CA3sDzZvaPMya9A7g9s82dwBjgNjJuyP4hUM3MrnfO3Qc8Dcwg416cUcDjQFMy7vl5BOhhZmlmtgW4IT/xmtke59wxoA2wLN8rLCI+S6d9RcTnOecigSeBLmb2ABmF2eYzC7/MU76NyLipOmb2PrA58/8k4M3T05rZBGARcLmZ9QX+ArwPTDeza4EqQLvziO1tIMQ59w/nXNAZo7cDkflfYxHxZTryJyKSUYStNrOUzOcrgOtymO7yzL9J+Zj3d5l/twLHzGxT5vMtQOC5GpvZ/cD9uYw+BtTIRywiIjryJyICODJO9Z7L4cy/AWcMP70tvSiHNicy/1qW/08/L+w2uGKWmEREzouKPxERWAI0c85VzHye01E/zCwZ2A3UPmPU6SN4McUSXe5qkXnaWUTkfOm0r4j4PDNb55x7AVjonPsZSMtj8tnAtcD6LMMec861BA4CDZxz95BRJLYA6jrnvgWeAqo75x4mo2A7Pa5AVw475yoBQcBX+W0rIr7NmZ3PmQ4REd/hnLseeNbMrs9h3OXAv4DeZnbYObc0c9qlFzBEnHPPA5vM7IMLuVwRKf102ldEJAvnXF3gf4CGzrm/nDnezPaT8XMvbS50bKc552qTcYGKCj8RyTcd+RMRERHxITryJyIiIuJDVPyJiIiI+BAVfyIiIiI+RMWfiIiIiA9R8SciIiLiQ1T8iYiIiPgQFX8iIiIiPkS3d8uiYsWKfx4/fryWt+OQ/AsICEg/fvy4PsyUUspf6aXclW7KX+kWEBCwJyUl5cx7jZ+TfuQ5C+ec6fUonZxzKHell/JXeil3pZvyV7pl5s/lt52qfREREREfouJPRERExIeo+BMRERHxISr+RERERHyIij8RERERH6LiT0RERMSHqPgrRgcOHCAmJoaYmBhq165NnTp1PM9TU1O9Hd55u/jii70dQpHy8/Pz5CEmJoaXXnoJgBUrVhAeHk5MTAwpKSmMGDGC8PBwRowYke9lvPjii9met27dukhiz+rZZ5/l1VdfBeCZZ57h66+/Bop2Pc7HhV5eUXLOcccdd3iep6WlUaNGDbp16wbAnj176NatG9HR0YSFhXHTTTcBkJCQQMWKFWncuDGhoaE0b96c6dOn52vZCQkJREREFHqasu5CvM9vuukmDh8+XJRhF8rHH39MaGgo7dq1A2DAgAFERUUxduxYL0dWMhV0H5X1/fTGG2+QnJxclGGVbGamR+Yj4+UoHn/729/slVdeKbb5F6fKlSt7O4Rzyk/ucluf4cOH25QpUzzPL7nkEjt+/HiB4rkQr1lu76miXI/zURTLK86+l5fKlStbTEyMJScnm5nZggULLDo62rp27WpmZsOGDbM33njDM/3atWvNzCw+Pt7Cw8M9w7ds2WLR0dHZXodzOXMeBZ3G24o7dyXlfX4hde7c2RYvXmxmZrt377Z69eoV27K81feKUlFsb6+66irbt29fEURzYWXmL9/1jo78XWDvvfcezZo1Izo6mltuucXzSWPw4MHMnj3bM11On2RGjhzJO++843n+7LPP8tprr7F7927i4uKIiYkhIiKCFStWnNV24cKFhISEcN111/HQQw95jmxktX79epo3b05MTAxRUVFs3rw523gzY8SIEURERBAZGcmsWbMAWLp0KXFxcfTq1YuwsDDuvfde0tPTAVi0aBGtWrUiNjaWvn37cuzYsQK8asVv0qRJ/Otf/+K5557jtttuo0ePHiQlJdGiRQtmzZrFvn37uOWWW2jWrBnNmjXj22+/BeDYsWMMGTKEyMhIoqKi+OSTT3j88cdJSUkhJiaG2267Dfi/fPbr148FCxZ4ljt48GA++eQTTp06xYgRI2jWrBlRUVG8++67Ocb5wgsv0KhRI2644QZ+//33bPOZPXv2Odcjq5xiB5gxYwaRkZFEREQwcuRIz/Q55TI/yyupunTpwueffw5krPuAAQM843bv3k3dunU9z6OionKcR3BwMK+//jrjxo07a1xCQgJt2rQhNjaW2NhYvvvuu7OmmTZtGj179uTGG2+kUaNGjBo1yjPu1KlT3HPPPYSHh9OpUydSUlKA3LclZUFh3+e5bU9z21ZeffXV7N+/H4DXX3+diIgIIiIieOONN4CMHIaGhuaYh6z27NlDr169iI6OJjo62pPrnOYJ8OGHH3q2ucOHD+fUqVM899xzrFy5knvvvZcRI0bQqVMn9u7dS0xMTI7b9rIot33dK6+84tlG/u1vfzurXW77KICXX36ZyMhIoqOjefzxx4H/ez+NGzeOXbt20a5dO9q1a8fkyZN55JFHPG3fe+89/ud//qcY19gLClIxltUHF+DI3/79+z3DnnzySRs3bpyZmQ0aNMg+/vhjz7icPsn89NNPFhcX53keGhpq27Zts1dffdVGjx5tZmZpaWl29OjRbO1SUlKsbt26tmnTJktPT7e+fft6jmxk9cADD9iHH35oZmYnTpzwHA05Hcvs2bPthhtusLS0NPvzzz/tyiuvtF27dtmSJUusQoUKtmXLFktLS7MbbrjBPv74Y9u3b5+1adPGjh07ZmZmL730ko0aNSr/L955yE/uypUrZ9HR0Z7HzJkzzSzvHAwYMMBWrFhhZmbbtm2zkJAQMzN77LHH7OGHH/ZMd/DgwbPaZn3+6aef2p133mlmGa9x3bp1LTk52d599117/vnnzczs+PHj1qRJE9u6dWu2eaxevdoiIiIsKSnJjhw5Ytdcc43niEjW2M/nvZRb7Dt37rQrr7zS9u7daydPnrR27drZnDlz8szl+S4vL8XZ9/JSuXJlW7t2rd1yyy2WkpJi0dHRtmTJEk//WLhwoVWtWtWuv/56Gz16tO3cudPMcj4id+jQIQsICDhrGUlJSZaSkmJmZps2bbImTZqcNY+pU6da7dq1bf/+/ZacnGzh4eG2atUqi4+PNz8/P/v555/NzKxv3772wQcfmJnlui250Io6d0XxPs9tXG7bytNHfU4v+9ixY5aYmGhhYWH2008/5ZmHrG699VYbO3asZ/6HDx/OdZ4bNmywbt26WWpqqpmZ3XfffTZ9+nQzM2vbtq2tWrXKzIr/6K+3+l5ectrXTZ8+3e655x5LT0+3U6dOWdeuXW3ZsmVmdu591IIFC6xVq1aWlJRkZmYHDhwws+zvk6xH/o4dO2bBwcGe3LRq1crWrVt3YVY+nyjgkT/d2/cC+/XXX3nqqac4fPgwx44do3PnzufdtnHjxuzdu5ddu3axb98+qlWrRr169WjWrBl33XUXJ0+e5OabbyYmJiZbu40bNxIUFESDBg0AuP3225k4ceJZ82/VqhUvvPACO3bsoHfv3p7pT1u5ciUDBgzAz8+PWrVq0bZtW1atWkWVKlVo3rw5wcHBQMb3U1auXElAQAAbNmzg2muvBSA1NZVWrVrl5+UqFhUrVuSXX37JV5uvv/6aDRs2eJ4fPXqUxMREvv76a2bOnOkZXq1atTzn06VLFx566CFOnDjBwoULiYuLo2LFiixatIh169Z5jlYcOXKEzZs3ExQU5Gm7YsUKevXqRaVKlQDo0aNHvtYhp3U6M/bly5dz/fXXU6NGDQBuu+02li9fjr+/f4nMZVGIiooiISGBGTNmeL7Td1rnzp3ZunUrCxcu5IsvvqBx48b8+uuvOc4nYzt8tpMnT/LAAw/wyy+/4Ofnx6ZNm3KcrmPHjlx22WUA9O7dm5UrV3LzzTcTFBTk6dNNmjQhISEBKNy2pCQr6vd5VufaVq5cuZJevXpRuXJlICMPK1asoEePHrnmIavFixfz/vvvAxnfLa5atWqu8yxXrhxr1qyhWbNmAKSkpFCzZs0iW9fSLKd93bp161i0aBGNGzcGMs5cbN68mbi4OE+73PZRy5YtY8iQIZ73VPXq1fNcfuXKlWnfvj3//ve/CQ0N5eTJk0RGRhbfCnuBir8LbPDgwcydO5fo6GimTZvG0qVLAfD39/ecKjWzXC8I6dOnD7Nnz+bPP/+kf//+AMTFxbF8+XI+//xz7rjjDkaMGMGdd96ZrZ1z577138CBA2nRogWff/45nTt3ZtKkSbRv394zPredW07zP32/yI4dOzJjxoxzLrukS09P5/vvv6dixYrZhpvZeb22pwUEBHD99dfz5ZdfMmvWLM8pRjPjrbfeOucOPD/LOpecYs8tx2Uplznp0aMHjz76KEuXLuXAgQPZxlWvXp2BAwcycOBAunXrxvLly2nSpMlZ8/j5558JDQ09a/jYsWOpVasWa9euJT09nYCAgBxjyKkPAVSoUMEzzM/Pz3O6MbdtSVlQ2Pd5btvTc20r89rG5ZaHc8mrTw0aNIgxY8ac13x8zZn7uoSEBJ544gmGDx+ea5u8Xuv8vqfuvvtuXnzxRUJCQhgyZEi+2pYG+s7fBZaYmEhgYCAnT57ko48+8gy/+uqrWbNmDQDz5s3j5MmTObbv378/M2fOZPbs2fTp0weAbdu2UbNmTe655x6GDh3KTz/9lK1NSEgI8fHxbNmyBSDXHfjWrVsJDg7moYceokePHqxbty7b+Li4OGbNmsWpU6fYt28fy5cvp3nz5gD8+OOPxMfHk56ezqxZs7juuuto2bIl3377LX/88QcAycnJuR71KOk6derE+PHjPc9PHzk8c/ihQ4cAuOiii/LM4dSpU1mxYoWn2OvcuTMTJkzwtNm0aRNJSUnZ2sXFxTFnzhxSUlJITEzks88+K9J1OnToEC1atGDZsmXs37+fU6dOMWPGDNq2bVumcpmTu+66i2eeeeasT/eLFy/2fJcuMTGRLVu2UK9evbPaJyQk8Oijj/Lggw+eNe7IkSMEBgZSrlw5PvjgA06dOpVjDF999RUHDx4kJSWFuXPneo6y5ia3bUlpVxTv89y2p+faVsbFxTF37lySk5NJSkpizpw5tGnT5ryX26FDByZMmABkfFfz6NGjuc6zQ4cOzJ49m7179wJw8OBBtm3blu91LavO3Nd17tyZKVOmeL43vnPnTs9rd1pu+6hOnToxZcoUT18+ePDgWcu75JJLSExM9Dxv0aIF27dv55///Ge27wGXFSr+LrDnn3+eFi1a0LFjR0JCQjzD77nnHpYtW0bz5s35z3/+4zlFcKbw8HASExOpU6cOgYGBQMYFFzExMTRu3JhPPvmEhx9+OFubgIAAJk6cSNeuXbnuuuu46qqrcpz3rFmziIiIICYmho0bN5519LBXr15ERUURHR1N+/btefnll6lduzaQccr48ccfJyIigqCgIHr16kWNGjWYNm2a52cKWrZsycaNGwv82hWV0xdjnH6c/vJvXsaNG8fq1auJiooiLCyMf/zjHwA89dRTHDp0iIiICKKjo1myZAkAw4YNIyoqynPBR1adOnVi+fLl3HDDDZQvXx7I+JQZFhZGbGwsERERDB8+nLS0tGztYmNj6devHzExMdxyyy352inlJKfYAwMDGTNmDO3atSM6OprY2Fh69uxZYnNZVOrWrXtWvwFYs2YNTZs2JSoqilatWnH33Xd7TtNt2bLF81Mvt956Kw8++GCORwj+8pe/MH36dFq2bMmmTZty7dvXXXcdd9xxhye/TZs2zTPm3LYlpV1RvM9z256ea1sZGxvL4MGDad68OS1atODuu+/2nGY8H2+++SZLliwhMjKSJk2asH79+lznGRYWxujRo+nUqRNRUVF07NiR3bt353tdy6oz93WdOnVi4MCBtGrVisjISPr06ZOtWIPc91E33ngjPXr0oGnTpsTExHh+OiirYcOG0aVLF8/P6wDceuutXHvttef8Ok9p5PI6zO1rnHPmC6/H0qVLefXVV/n3v/9dIudXEKdPM0vp5Ov5mzZtGqtXr852JLa08PXclXbKX+66devGI488QocOHbwdSq4y85fv70noyJ+IiIhIpsOHD9OwYUMqVqxYogu/wtCRvyx85chfWaRPr6Wb8ld6KXelm/JXuunIn4iIiIick4o/ERERER+i4k9ERETEh6j4ExEREfEhKv5EREREfIhu75ZFQEBAunNOBXEpFBAQUKS3PpMLS/krvZS70k35K90CAgLSC9JOP/WShX7qpfTSzxWUbspf6aXclW7KX+mmn3oRERERkXNS8SciIiLiQ1T8iYiIiPgQFX8iIiIiPkTFn4iIiIgPUfEnIiIi4kNU/Pmgjz76iKioKKKiomjdujVr167Ncbr4+HhatGhBgwYN6NevH6mpqQDMmzePqKgoYmJiaNq0KStXrgTg999/JyYmxvOoUqUKb7zxBgBPP/20p02nTp3YtWuXZzljxoyhfv36NGrUiC+//LJ4V74MWbhwIY0aNaJ+/fq89NJLZ40/dOgQvXr1IioqiubNm/Prr7+es+3Bgwfp2LEjDRo0oGPHjhw6dAiAhIQEKlas6MntvffeC0BiYmK2nF9++eX89a9/Ld4VLwMKk7uxY8cSHh5OREQEAwYM4Pjx4wB8/PHHhIeHU65cOVavXp1tfuvWraNVq1aEh4cTGRnpaTNr1iyioqIIDw/nscceK8Y1LlsKk7+77rqLmjVrEhERka3N2rVradWqFZGRkXTv3p2jR48CcPLkSQYNGkRkZCShoaGMGTPG00b5y7/cXv/Tctu/Qe55z23/lpqaypAhQ4iMjCQ6OpqlS5cCJWS7aWZ6ZD4yXo6y79tvv7WDBw+amdmCBQusefPmOU7Xt29fmzFjhpmZDR8+3N555x0zM0tMTLT09HQzM1u7dq01atTorLZpaWlWq1YtS0hIMDOzI0eOeMa9+eabNnz4cDMzW79+vUVFRdnx48dt69atFhwcbGlpafleJ1/J3WlpaWkWHBxsW7ZssRMnTlhUVJStX78+2zSPPvqoPfvss2Zm9ttvv1n79u3P2XbEiBE2ZswYMzMbM2aMPfbYY2ZmFh8fb+Hh4eeMKzY21pYtW5bv9fGl/BUmdzt27LCrr77akpOTzSyjj06dOtXMzDZs2GAbN260tm3b2qpVqzzzOnnypEVGRtovv/xiZmb79++3tLQ0279/v1155ZW2d+9eMzO788477euvv873+vhS7swKlz8zs2XLltmaNWvO6k9Nmza1pUuXmpnZ5MmT7amnnjIzs48++sj69etnZmZJSUl21VVXWXx8vPJXQLm9/qfltn/LK++57d/Gjx9vgwcPNjOzPXv2WGxsrJ06deqsZRZ0u2nmyV++6x0d+fNBrVu3plq1agC0bNmSHTt2nDWNmbF48WL69OkDwKBBg5g7dy4AF198secX4ZOSknL8dfhvvvmGa665hquuugqAKlWqeMZlbTNv3jz69+9PhQoVCAoKon79+vz4449Ft7Jl1I8//kj9+vUJDg6mfPny9O/fn3nz5mWbZsOGDXTo0AGAkJAQEhIS2LNnT55t582bx6BBg4DsOT8fmzdvZu/evbRp06ZoVrKMKkzuANLS0khJSSEtLY3k5GSuuOIKAEJDQ2nUqNFZy1u0aBFRUVFER0cDcNlll+Hn58fWrVtp2LAhNWrUAOCGG27gk08+Kbb1LisKm7+4uDiqV69+1nx///134uLiAOjYsaMnF845kpKSPHkvX748VapUUf4KKLfX/7Tc9m955T23/VvW90HNmjW59NJLzzoq763tpoo/Hzd58mS6dOly1vADBw5w6aWX4u+fcQfAunXrsnPnTs/4OXPmEBISQteuXZkyZcpZ7WfOnMmAAQOyDXvyySe58sor+eijj3juuecA2LlzJ1deeaVnmjOXIzk7n9ctOjqaTz/9FMjYcG3bto0dO3bk2XbPnj0EBgYCEBgYyN69ez3TxcfH07hxY9q2bcuKFSvOimnGjBn069dPt4o6h8Lkrk6dOjz66KPUq1ePwMBAqlatSqdOnfJc3qZNm3DO0blzZ2JjY3n55ZcBqF+/Phs3biQhIYG0tDTmzp3L9u3bi3hty57C5C8vERERzJ8/H8g4hX86F3369KFy5coEBgZSr149Hn30UapXr678FaOc9m/nyntO+7fo6GjmzZtHWloa8fHxrFmz5qwceWu7qeLPhy1ZsoTJkyfz97///axxlsPtfrK+OXv16sXGjRuZO3cuTz/9dLbpUlNTmT9/Pn379s02/IUXXmD79u3cdtttjB8//ryWIzk7n9ft8ccf59ChQ8TExPDWW2/RuHFj/P39C/SaBwYG8t///peff/6Z119/nYEDB3q+k3RaTgW/nK0wuTt06BDz5s0jPj6eXbt2kZSUxIcffpjn8tLS0li5ciUfffQRK1euZM6cOXzzzTdUq1aNCRMm0K9fP9q0acPVV1/t+bAnuStM/vIyZcoU3n77bZo0aUJiYiLly5cHMopHPz8/du3aRXx8PK+99hpbt25V/opRTvu3c+U9p/3bXXfdRd26dWnatCl//etfad269Vk58tZ2U+8UH/H222/z3nvvAbBgwQL279/P3XffzRdffMFll1121vSXX345hw8fJi0tDX9/f3bs2OE5vZRVXFwcW7ZsYf/+/Vx++eUAfPHFF8TGxlKrVq0cYxk4cCBdu3Zl1KhR1K1bN9snodyWI9mdz+tWpUoVpk6dCmRsuIKCgggKCiI5OTnXtrVq1WL37t0EBgaye/duatasCUCFChWoUKECAE2aNOGaa65h06ZNNG3aFMj4snpaWhpNmjQpvpUuIwqTuy+//JKgoCDPqb7evXvz3Xffcfvtt+e5vLZt23r650033cRPP/1Ehw4d6N69O927dwdg4sSJ+Pn5Fem6lkWFyV9eQkJCWLRoEZBxtPbzzz8H4J///Cc33ngjF110ETVr1uTaa69l9erVBAcHK3/FLOv+7Xz3VVn3b/7+/owdO9YzrnXr1jRo0MDz3JvbTR358xH3338/v/zyC7/88gtpaWn07t2bDz74gIYNG+Y4vXOOdu3aMXv2bACmT59Oz549Afjjjz88n4J++uknUlNTsxWQM2bMOOuTzObNmz3/z58/n5CQEAB69OjBzJkzOXHiBPHx8WzevJnmzZsX3YqXUc2aNWPz5s3Ex8eTmprKzJkz6dGjR7ZpDh8+7LlCe9KkScTFxVGlSpU82/bo0YPp06cD2XO+b98+Tp06BcDWrVvZvHkzwcHBnmXllHPJWWFyV69ePX744QeSk5MxM7755htCQ0PzXF7nzp1Zt24dycnJpKWlsWzZMsLCwgA8p/UPHTrEO++8w913310Ma1y2FCZ/eTmdi/T0dEaPHu25or5evXosXrwYMyMpKYkffvjBs/1U/opebvu3vPKe2/4tOTmZpKQkAL766iv8/f09fQ+8vN0syFUiZfWBj1z1NHToULv00kstOjraoqOjrUmTJp5xXbp0sZ07d5qZ2ZYtW6xZs2Z2zTXXWJ8+fez48eNmZvbSSy9ZWFiYRUdHW8uWLW3FihWe9klJSVa9enU7fPhwtmX27t3bwsPDLTIy0rp162Y7duzwjBs9erQFBwdbw4YNbcGCBQVaJ1/JXVaff/65NWjQwIKDg2306NFmZjZhwgSbMGGCmZl99913Vr9+fWvUqJH16tXLc4V3bm3NMq4Ebd++vdWvX9/at29vBw4cMDOz2bNnW1hYmEVFRVnjxo1t/vz52WIJCgqy3377rcDr4mv5K0zunnnmGWvUqJGFh4fb7bff7umXn376qdWpU8fKly9vNWvWtE6dOnnafPDBBxYWFmbh4eE2YsQIz/D+/ftbaGiohYaGeq7szy9fy51Z4fLXv39/q127tvn7+1udOnVs0qRJZmb2xhtvWIMGDaxBgwY2cuRIzxWniYmJ1qdPHwsLC7PQ0FB7+eWXs81L+cufnF7/rLnLa/+W23Yzt/1bfHy8NWzY0EJCQqxDhw6eX784rbDbTbOCX+3rLIfz2L7KOWd6PUon51yO38mQ0kH5K72Uu9JN+SvdMvOX7y/K67SviIiIiA9R8SciIiLiQ1T8iYiIiPgQFX8iIiIiPkTFn4iIiIgPUfEnIiIi4kNU/ImIiIj4EBV/IiIiIj5E9/bNIiAgYI9zLucb0kqJFhAQkO6c04eZUkr5K72Uu9JN+SvdAgIC9hSkne7wISIiIuJDVO2LiIiI+BAVfyIiIiI+RMWfiIiIiA9R8SciIiLiQ1T8iYiIiPiQ/w+2H673YjkgOgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm.fit_report(fit02, q_indices=[10,20,30,40,50,60], forced_qs=[5,40], use_new_tau=False, show=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It doesn't appear that that helped much. In fact, we see that the $\\tau$ values appear to be \"hitting the rails\" of the bounds we imposed on the parameter. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we plot $\\tau$ vs $q$ for the last two fittings. We see that updating the initial guess didn't improve things. So the reason that the $\\tau$ found for the high wavevectors is off does not seem to be related to the fitting algorithm using a poor initial guess. Perhaps at the high wavevectors the dynamics are too fast for us detect with the camera frame rate we used? Below we also plot a horizontal line corresponding the time interval between frames. We see that the fits are off even well above our temporal resolution. So it is also not the case that the fits at some of the high wavevectors is due to poor temporal resolution. " + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 236, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last two fits #\n", + "################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess based on estimated diffusion coeff\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.legend(loc=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our third attemp at fitting the data - tightening the bounds on the stretching exponent" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's try one more thing with this fitting. Let's think about the stretching exponent. For normal diffusive motion, we expect the intermediate scattering function to be a simple exponential: $f(q,\\Delta t) = \\exp(-\\Delta t / \\tau)$. But sometimes when the dynamics are heterogeneous or subdiffusion is present, we see that a stretched exponential works better. That is, for the ISF we use: $f(q,\\Delta t) = \\exp(-\\Delta t / \\tau)^s$ where $s$ is the stretching exponent. \n", + "\n", + "For this example data, we just have movie of silica colloidal particles diffusing in water. The dynamics should be diffusive. So we could try constraining the stretching exponent to be around to 1 as we expect (notice how the stretching exponent is between 0.6 and 0.7 for the high $q$ values in the previous fits)." + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter 'StretchingExp' set to 1.\n", + "Parameter 'StretchingExp' lower limit set to 0.85.\n", + "Parameter 'StretchingExp' upper limit set to 1.\n" + ] + } + ], + "source": [ + "#We update the intial guess for the background and the lower and upper bounds\n", + "ddm_fit.set_parameter_initial_guess('StretchingExp', 1)\n", + "ddm_fit.set_parameter_bounds('StretchingExp', [0.85, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit03'.\n" + ] + } + ], + "source": [ + "fit03 = ddm_fit.fit(name_fit = 'fit03', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=False,\n", + " update_tau_based_on_estimated_diffcoeff=True, estimated_diffcoeff=0.44, \n", + " update_limits_on_tau=True, updated_lims_on_tau_fraction=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:          (parameter: 4, q: 128, lagtime: 40)\n",
+       "Coordinates:\n",
+       "  * parameter        (parameter) <U13 'Amplitude' 'Tau' ... 'StretchingExp'\n",
+       "  * q                (q) float64 0.0 0.06761 0.1352 0.2028 ... 8.452 8.519 8.587\n",
+       "  * lagtime          (lagtime) float64 0.01555 0.0311 0.04666 ... 6.843 7.776\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 2.015e-06 2.989e+06 ... 0.8 0.8\n",
+       "    theory           (lagtime, q) float64 3.2e-09 3.548e+04 ... 293.9 287.5\n",
+       "    isf_data         (lagtime, q) float64 0.0 0.9992 0.9993 ... 0.3915 0.3811\n",
+       "    ddm_matrix_data  (lagtime, q) float64 0.0 9.101e+03 ... 346.4 336.1\n",
+       "    A                (q) float64 -220.0 1.179e+07 1.475e+07 ... 207.7 187.6\n",
+       "    B                int32 220\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 10000000.0, 'limits':...\n",
+       "    effective_diffusion_coeff:      0.9005730648424813\n",
+       "    tau_vs_q_slope:                 [-2.03730013]\n",
+       "    msd_alpha:                      [0.98169139]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  Z:/Gregor L/__Kai Colloids/6-20-22 1xB WT...\n",
+       "    FileName:                       AE_40x_test3_t6_1_MMStack_Pos0.ome.tif\n",
+       "    pixel_size:                     0.1815\n",
+       "    frame_rate:                     64.3\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  3
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 128, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm.fit_report(fit03, q_indices=[10,20,30,40,50,60], forced_qs=[5,40], use_new_tau=False, show=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "15.552099533437016\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last three fits #\n", + "##################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess\")\n", + "plt.loglog(fit03.q, fit03.parameters.loc['Tau'], 'go', label=\"Restricting the stretching exponent\")\n", + "plt.xlabel(\"$q$ ($\\mu$m$^{-1})$\")\n", + "plt.ylabel(\"Decay time, $\\\\tau$ (s)\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.legend(loc=0)\n", + "\n", + "min_lag_time = (1.0/fit01.frame_rate)*1000\n", + "print(min_lag_time)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What to make of the results at high $q$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we have tried a couple things to improve the results of our fits for $q \\gtrsim 6 \\mu m^{-1}$. We tried:\n", + "1. Updating the intial guess for $\\tau$ for each $q$ based on an expected diffusion coefficient and constraining the bounds of $\\tau$ around that guess. \n", + "2. Narrowing the bounds of the stretching exponent to be close to what we would expect for normal diffusive motion (i.e., near 1). \n", + "\n", + "But, these didn't seem to make the result for $\\tau (q)$ reasonable for the larger $q$ values. So what is going on? \n", + "\n", + "The horizontal line in the plot above corresponds to the minimum time lag we are measuring (24 ms given our frame rate of 41.7 Hz). So we are not lacking in temporal resolution. \n", + "\n", + "But what about **spatial resolution**? Even though our pixels are 0.242 $\\mu m$ in size doesn't mean that we can truly measure dynamics occurring around such small length scales. \n", + "\n", + "The data used here was acquired using a not-so-great microscope with a 40x 0.5NA objective and a 0.3NA condenser. Assuming light of a wavelength of 550 nm, that means our theoretical resolution is $\\frac{1.22 \\times 0.550}{0.5+0.3} = 0.763 \\mu m$. Note that this is more than 3 times the pixel size.\n", + "\n", + "As described in [**Safari 2015**], the maximum $q$ is determined either by (1) the pixel size, (2) the smallest distance a particle can be detected moving between two frames given the frame rate, and (3) the smallest resolvable distance given the optical resolution limit. In the case of (3): $q_{max} = \\frac{2 \\pi NA}{\\lambda}$. For our data, that would be $q_{max} = 5.7 \\mu m^{-1}$. \n", + "\n", + "**So it seems we have found the culprit of the poor fitting at large $q$: our limited optical resolution.**\n", + "\n", + ">[**Safari 2015**] Safari, M. S., Vorontsova, M. A., Poling-Skutvik, R., Vekilov, P. G. & Conrad, J. C. [Differential dynamic microscopy of weakly scattering and polydisperse protein-rich clusters.](https://doi.org/10.1103/PhysRevE.92.042712) Phys. Rev. E 92, 042712 (2015).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Lines correspond roughly to limits of temporal (horizontal line) and spatial (vertical line) resolution')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last three fits #\n", + "##################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "#plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess\")\n", + "#plt.loglog(fit03.q, fit03.parameters.loc['Tau'], 'go', label=\"Restricting the stretching exponent\")\n", + "plt.xlabel(\"$q$ ($\\mu$m$^{-1})$\")\n", + "plt.ylabel(\"Decay time, $\\\\tau$ (s)\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.axvline(x = 5.98)\n", + "plt.legend(loc=0)\n", + "plt.title(\"Lines correspond roughly to limits of temporal (horizontal line) and spatial (vertical line) resolution\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Determining the mean squared displacement from the ISF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we assume that the particle displacements are Gaussian, then the ISF can be written as \n", + "$f(q,\\Delta t) = \\exp \\left[ (-q^2 / 4) \\left< \\Delta r^2(\\Delta t) \\right> \\right]$. We can then find the MSD, $\\left< \\Delta r^2(\\Delta t) \\right>$ from the DDM matrix, $D(q, \\Delta t)$, using:\n", + "$$ \\left< \\Delta r^2(\\Delta t) \\right> = \\frac{4}{q^2} \\ln \\left[ \\frac{A(q)}{A(q)-D(q,\\Delta t)+B(q)} \\right]$$\n", + "\n", + "See equation 6 in [**Bayles 2017**] or equation 7 in [**Edera 2017**]. \n", + "\n", + "We find $\\left< \\Delta r^2(\\Delta t) \\right>$ in this code with the method `extract_MSD` in the `DDM_Fit` class. The code will use the *'Amplitude'* and *'Background'* parameters of the fit. But, if those parameters are not present (as would be the case if we fit to the ISF instead of the DDM matrix) then the code will use the estimate for $A(q)$ and $B$ found using $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$ as described previously in this document.\n", + "\n", + "\n", + ">[**Bayles 2017**] Bayles, A. V., Squires, T. M. & Helgeson, M. E. [Probe microrheology without particle tracking by differential dynamic microscopy.](https://doi.org/10.1007/s00397-017-1047-7) Rheol Acta 56, 863–869 (2017).\n", + "\n", + ">[**Edera 2017**] Edera, P., Bergamini, D., Trappe, V., Giavazzi, F. & Cerbino, R. [Differential dynamic microscopy microrheology of soft materials: A tracking-free determination of the frequency-dependent loss and storage moduli.](https://doi.org/10.1103/PhysRevMaterials.1.073804) Phys. Rev. Materials 1, 073804 (2017).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\gleech\\Anaconda3\\lib\\site-packages\\xarray\\core\\computation.py:733: RuntimeWarning: invalid value encountered in log\n", + " result_data = func(*input_data)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Diffusion coefficient: 0.23038 um^2/s\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###############################################################################################\n", + "# Plotting the mean squared displacement as a function of lag time as determined from the ISF #\n", + "###############################################################################################\n", + "\n", + "msd, msd_std = ddm_fit.extract_MSD(fit=fit01)\n", + "poly_fit_results = np.polyfit(msd.lagtime[1:20], msd[1:20], 1)\n", + "\n", + "fig,ax = plt.subplots()\n", + "plt.loglog(msd.lagtime, msd, 'o', color='darkblue')\n", + "plt.plot(msd.lagtime, np.polyval(poly_fit_results,msd.lagtime), '-r')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"MSD ($\\mu$m$^2$)\")\n", + "plt.title(\"MSD vs lag time\")\n", + "\n", + "print(r\"Diffusion coefficient: %.5f um^2/s\" % (poly_fit_results[0]/4.))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "ddm.save_fit_results_to_excel(fit01)\n", + "fit01.to_netcdf(\"example_netcdf_file.nc\")\n", + "loaded_netcdf_file = xr.open_dataset(\"example_netcdf_file.nc\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + }, + "toc-autonumbering": false, + "toc-showcode": false, + "toc-showmarkdowntxt": false, + "widgets": { + "state": { + "0689152f16ed41dc8a8bcb723dd208ff": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "26aa4e49158c4ac1849007468d752942": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "2f4331df93e34013bb2c39527f242747": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "44268e92f7a341398441a40371d4d52e": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "865c7b14e4224de59bdedc2a153c180c": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "875f47d176124605be1a53d9c460194d": { + "views": [ + { + "cell_index": 4 + } + ] + }, + "a7696b918cb04f9dba715f91419757d3": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "a7856b7a541d49899761758860c70a33": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "f3ec44c7464c43d6bb1b7c50fc36cceb": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "f848a825e63a484f96afe2eaf70e7127": { + "views": [ + { + "cell_index": 5 + } + ] + } + }, + "version": "1.2.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Examples/RAW (DMREF edits) DDM - Walkthrough - More in-depth .ipynb b/Examples/RAW (DMREF edits) DDM - Walkthrough - More in-depth .ipynb new file mode 100644 index 0000000..0087b70 --- /dev/null +++ b/Examples/RAW (DMREF edits) DDM - Walkthrough - More in-depth .ipynb @@ -0,0 +1,5508 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# More detailed walkthrough" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See the simple walkthrough for a quicker introduction to the PyDDM package. Here, we will go into a little more depth." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Tip: Before working through this, go through the simple walkthrough.\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importing the necessary modules\n", + "\n", + "We will ned to import [numpy](https://numpy.org/), [matplotlib](https://matplotlib.org/), and [xarray](https://xarray.pydata.org/en/stable/). \n", + "We will also import the [PyDDM](https://rmcgorty.github.io/PyDDM/) package. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np #numerical python used for working with arrays, mathematical operations\n", + "import xarray as xr #package for labeling and adding metadata to multi-dimensional arrays\n", + "\n", + "import sys\n", + "sys.path.append(\"../PyDDM\") #must point to the PyDDM folder\n", + "import ddm_analysis_and_fitting as ddm\n", + "\n", + "from numpy.fft import fft2, ifft2, fftshift\n", + "from matplotlib import cm\n", + "import scipy\n", + "from scipy.ndimage import gaussian_filter1d as gf1d\n", + "from scipy.ndimage import gaussian_filter as gf\n", + "from scipy.ndimage import uniform_filter as uf\n", + "\n", + "import tiff_file\n", + "import ddm_clean \n", + "\n", + "import io \n", + "import sys\n", + "import csv\n", + "import os\n", + "import glob #glob is helpful for searching for filenames or directories\n", + "import pickle #for saving data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def im_corr(image, filter=False, filtersize=80):\n", + " '''\n", + " Computes image autocorrelation. \n", + " Takes as input:\n", + " image: 2D image\n", + " filter: Boolean, if true will filter image with uniform filter\n", + " filtersize: size for uniform filtering\n", + " \n", + " Returns:\n", + " corr_im: the image autocorrelation (this will be same size as image)\n", + " rav_corr: radially averaged image autocorrelation\n", + " '''\n", + " \n", + " if filter:\n", + " image = image*1.0 - uf(image,filtersize)\n", + " image = 1.0*image-image.mean() #subtract mean\n", + " image = image/image.std() #normalize by standard deviation\n", + " corr_im = abs(fftshift(ifft2(fft2(image)*np.conj(fft2(image)))))/(image.shape[0]*image.shape[1])\n", + " \n", + " #radial average taken\n", + " rav_corr = ddm_clean.newRadav(corr_im)\n", + " \n", + " \n", + " return corr_im, rav_corr\n", + "\n", + "def filtimage(image, filtersize=80):\n", + " image = image*1.0 - uf(image,filtersize)\n", + " return image\n", + "\n", + "def last_3chars(x):\n", + " return((x.split('\\\\')[-1])[-7:-4])\n", + "#last_3chars(files[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initializing DDM_Analysis class and computing the DDM matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/gregor/Downloads/Daisy/Achiriloaie_activeAMT_1000fr_5.tif/\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/gregor/Documents/GitHub/PyDDM/Examples/tiff_file.py:725: FutureWarning: arrays to stack must be passed as a \"sequence\" type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.\n", + " for p in pages)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20.0\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import yaml\n", + "import pims\n", + "# Read YAML file\n", + "with open(\"Achiriloaie_activeAMT_1000fr_5.yml\", 'r') as stream:\n", + " data_loaded = yaml.safe_load(stream)\n", + "\n", + "#print(data_loaded)\n", + "file_to_load = str(data_loaded['DataDirectory'] + data_loaded['FileName'])+'/'\n", + "print(file_to_load)\n", + "\n", + "im_array = [0.0]\n", + "im_array = tiff_file.imread(file_to_load)\n", + "#print(\"Shape of ims is %i,%i\" % im_array.shape)\n", + "#plt.matshow(im_array[0])\n", + "v = pims.TiffStack(file_to_load)\n", + "v\n", + "print(len(v)/50)\n", + "plt.matshow(im_array[900])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,15)) #* Create figure of size 15x15 (inches)\n", + "\n", + "for i in range (int(len(v)/50)):\n", + " ax = plt.subplot(5,5,i+1) \n", + " ax.set_title(\"frame %i\" % int(i*50 + 1))\n", + " ax.matshow(im_array[i*50], cmap = 'hot') #fig.set_cmap('hot') \n", + " plt.axis('off')\n", + " #fig.axes.get_xaxis().set_visible(False)\n", + " #fig.axes.get_yaxis().set_visible(False)\n", + " plt.tight_layout(pad=.75)\n", + " #print(i*50)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "corr_im_array = [0.0] * int(len(v)/50)\n", + "corr_rad_array = [0.0] * int(len(v)/50)\n", + "all_xvalues = [0.0] * int(len(v)/50)\n", + "curve_fit_array = [[0,0]] * int(len(v)/50)\n", + "#print(curve_fit_array)\n", + "print(curve_fit_array[1][1])\n", + "corr_length_array = [0.0] * int(len(v)/50)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.22116119 1.00861017 -1.99840543 -0.16552194]\n", + "[-0.26675615 1.18402613 -2.19854886 -0.17207169]\n", + "[-0.31593654 1.35306193 -2.36166498 -0.18809972]\n", + "[-0.32233416 1.46977781 -2.60963504 -0.18707335]\n", + "[-0.34219916 1.52285903 -2.62477167 -0.19321277]\n", + "[-0.37395676 1.57330227 -2.63470751 -0.20406585]\n", + "[-0.37765129 1.64488923 -2.78767541 -0.20315623]\n", + "[-0.40546712 1.68420485 -2.7440415 -0.22237229]\n", + "[-0.43171097 1.74088165 -2.77673731 -0.22902378]\n", + "[-0.46343051 1.86417809 -2.95599867 -0.23002786]\n", + "[-0.45586035 1.87172363 -3.04567653 -0.22754139]\n", + "[-0.45252177 1.89220512 -3.11691372 -0.21820012]\n", + "[-0.42805144 1.76585572 -2.95322723 -0.22528784]\n", + "[-0.42626321 1.69648735 -2.80150336 -0.23571751]\n", + "[-0.43719196 1.74178348 -2.87257721 -0.2417975 ]\n", + "[-0.44291808 1.7654895 -2.83922772 -0.23883314]\n", + "[-0.49250767 1.92769564 -2.97536939 -0.24663862]\n", + "[-0.50190727 2.0018168 -3.11180432 -0.24815211]\n", + "[-0.48058606 1.94822825 -3.08166345 -0.24727513]\n", + "[-0.44325294 1.86925571 -3.1130776 -0.23651055]\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Achiriloaie_activeAMT_1000fr_5.tif')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%matplotlib notebook\n", + "cmap = matplotlib.cm.get_cmap('YlGnBu')\n", + "\n", + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "for i in range(int(len(v)/50)):\n", + " frame_num = \"frame %i\" % int(i*50)\n", + " corr_im_array[i], corr_rad_array[i] = im_corr(im_array[i*50],filter=False,filtersize=50)\n", + " xvalues = np.arange(len(corr_rad_array[0]))*0.196 \n", + " all_xvalues = xvalues\n", + " plt.semilogx(xvalues, gf1d(corr_rad_array[i],1),'.',ms=markerSize,c=cmap(0.99-(i/21)),label=frame_num)\n", + " #curve_fit = np.polyfit(xvalues, gf1d(corr_rad_array[i],1), 1)\n", + " y_array = gf1d(corr_rad_array[i],1)\n", + " fit_lim = 10\n", + " curve_fit = np.polyfit(xvalues[:fit_lim], np.log(y_array[:fit_lim]), 3)\n", + " #array([ 0.10502711, -0.40116352])\n", + " # y ≈ exp(-0.401) * exp(0.105 * x) = exp(a * x) * exp(b)\n", + " curve_fit_array[i][0] = curve_fit[0]\n", + " curve_fit_array[i][1] = curve_fit[1]\n", + " a = curve_fit[0]\n", + " b = curve_fit[1]\n", + " print(curve_fit)\n", + " fit_line = [0.0]*len(xvalues[:fit_lim])\n", + " for j in range(len(xvalues[:fit_lim])):\n", + " fit_line[j] = np.exp(a*xvalues[j]) * np.exp(b) #y = e(ax)*e(b) exp(a * x) * exp(b)\n", + " plt.semilogx(xvalues[:fit_lim], fit_line,'-',c=cmap(0.99-(i/21)))\n", + " #print(a,b)\n", + " #plt.semilogy(xvalues, gf1d(corr_rad_array[i],1),'.',ms=markerSize,c=cmap(0.9-(i/10)),label=data_file)\n", + " #plt.loglog(xvalues, gf1d(corr_rad_array[i],1),'.',ms=markerSize,c=cmap(0.9-(i/10)),label=data_file)\n", + " #area1_dict['x values'] = xvalues\n", + " #area1_dict[data_file] = gf1d(corr_rad_array[i],1)\n", + "\n", + "#results_dict['area 1'] = area1_dict\n", + " \n", + "plt.xlabel(\"Distance ($\\mu$m)\",fontsize=12)\n", + "plt.ylabel(\"Autocorrelation\",fontsize=12)\n", + "#plt.legend(loc=0,fontsize=12)\n", + "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "one_over_e = 1.0/np.exp(1)\n", + "#print(one_over_e)\n", + "plt.ylim(0, 0.7)\n", + "plt.axhline(y=one_over_e, color='r', linestyle='-', label='1/e')\n", + "#plt.xlim(0.14, 20)\n", + "plt.title(data_loaded['FileName'])\n", + "#ax.set_xticks([1.0, 10, 40])\n", + "#ax.set_xticklabels(['1.0','10','40'], fontsize=12)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "def find_nearest(array, value):\n", + " array = np.asarray(array)\n", + " idx = (np.abs(array - value)).argmin()\n", + " return array[idx]\n", + "\n", + "results_dict = {}" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.5418018018018018, 0.4870770770770771, 0.447987987987988, 0.4010810810810811, 0.4010810810810811, 0.3932632632632633, 0.3698098098098098, 0.3698098098098098, 0.361991991991992, 0.33853853853853855, 0.33072072072072073, 0.33072072072072073, 0.33853853853853855, 0.3541741741741742, 0.33853853853853855, 0.34635635635635637, 0.33072072072072073, 0.3150850850850851, 0.3150850850850851, 0.3150850850850851]\n", + "0.36787944117144233\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Achiriloaie_activeAMT_1000fr_5.tif')" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cmap = matplotlib.cm.get_cmap('YlGnBu')\n", + "\n", + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "for i in range(int(len(v)/50)):\n", + " frame_num = \"frame %i\" % int(i*50)\n", + " corr_im_array[i], corr_rad_array[i] = im_corr(im_array[i*50],filter=False,filtersize=50)\n", + " xvalues = np.arange(len(corr_rad_array[0]))*0.196 \n", + " all_xvalues = xvalues\n", + " plt.semilogx(xvalues, gf1d(corr_rad_array[i],1),'.',ms=markerSize,c=cmap(0.99-(i/21)),label=frame_num)\n", + " #curve_fit = np.polyfit(xvalues, gf1d(corr_rad_array[i],1), 1)\n", + " y_array = gf1d(corr_rad_array[i],1)\n", + " fit_lim = -50\n", + " #curve_fit = np.polyfit(xvalues[:fit_lim], np.log(y_array[:fit_lim]), 3) \n", + " curve_fit = np.polyfit(xvalues[:fit_lim], y_array[:fit_lim], 18)\n", + " fit_line = np.poly1d(curve_fit)\n", + " x_fit_values = np.linspace(0.19, 8, 1000)\n", + " plt.semilogx(x_fit_values, fit_line(x_fit_values),'--',c=cmap(0.99-(i/21)))\n", + " one_over_e = 1.0/np.exp(1)\n", + " a = fit_line(x_fit_values)\n", + " #index, = np.where(a == one_over_e)\n", + " #index, = np.where((a > 0.36) & (a < 0.37))\n", + " nearest = find_nearest(a, one_over_e)\n", + " index, = np.where(a == nearest)\n", + " corr_length = float(x_fit_values[index])\n", + " #print(corr_length)\n", + " results_dict[frame_num] = corr_length\n", + " corr_length_array[i] = corr_length\n", + " #plt.axvline(x=corr_length, color='r', linestyle='-')\n", + " #print(fit_line(x_fit_values))\n", + " \n", + "plt.xlabel(\"Distance ($\\mu$m)\",fontsize=12)\n", + "plt.ylabel(\"Autocorrelation\",fontsize=12)\n", + "#plt.legend(loc=0,fontsize=12)\n", + "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "#print(results_dict)\n", + "print(corr_length_array)\n", + "print(one_over_e)\n", + "plt.ylim(0, 0.7)\n", + "plt.axhline(y=one_over_e, color='r', linestyle='-', label='1/e')\n", + "#plt.xlim(0.14, 20)\n", + "plt.title(data_loaded['FileName'])" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0072547540645027464, 0.00697091823585739, 0.006786549874425998, 0.00662805870558492, 0.006505072423356198, 0.006376725133754864, 0.006308318214011955, 0.006222068511294657, 0.006152576817030618, 0.006083572910408083, 0.006030250852582947, 0.0059947205870431826, 0.005943523374094591, 0.005883478927350366, 0.005863685459478356, 0.005819420419059829, 0.00576250922209685, 0.005756141672493109, 0.005742262193210211, 0.005740971593259446]\n" + ] + } + ], + "source": [ + "from skimage import io, img_as_float\n", + "\n", + "avg_intensity_array = [0.0] * int(len(v)/50)\n", + "\n", + "for i in range(int(len(v)/50)):\n", + " frame_num = \"frame %i\" % int(i*50)\n", + " image = img_as_float(im_array[i*50])\n", + " avg_intensity_array[i] = np.mean(image)\n", + " #print(np.mean(image))\n", + " \n", + "print(avg_intensity_array)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 51, 101, 151, 201, 251, 301, 351, 401, 451, 501, 551, 601, 651, 701, 751, 801, 851, 901, 951]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cmap = matplotlib.cm.get_cmap('YlGnBu')\n", + "\n", + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "plt.plot(avg_intensity_array, corr_length_array,'o')\n", + "plt.plot(avg_intensity_array, corr_length_array,'--')\n", + "plt.xlabel(\"average intensity value\",fontsize=12)\n", + "plt.ylabel(\"correlation length\",fontsize=12)\n", + "\n", + "frame_array = [0] * int(len(v)/50)\n", + "\n", + "for i in range(int(len(v)/50)): \n", + " frame_array[i] = int(i*50) +1\n", + "print(frame_array)\n", + "\n", + "for i, frame in enumerate(frame_array):\n", + " x = avg_intensity_array[i]\n", + " y = corr_length_array[i]\n", + " x2 = avg_intensity_array[i] - 0.00005\n", + " y2 = corr_length_array[i] + 0.01\n", + " #ax.annotate(frame, xy=(x, y),xycoords='data',\n", + " # xytext=(x2, y2), textcoords='offset points')\n", + " ax.annotate(frame, xy=(x, y),xycoords='data',\n", + " xytext=(x2, y2),\n", + " arrowprops=dict(arrowstyle=\"->\", color='black'))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.optimize import curve_fit\n", + "def func(x, a, b, c):\n", + " return a*np.exp(-b * x) + c\n", + "\n", + "#popt, pcov = curve_fit(func, xdata, ydata)\n", + "\n", + "from skimage import io, img_as_float\n", + "import numpy as np\n", + "\n", + "image = io.imread('http://i.stack.imgur.com/Y8UeF.jpg')\n", + "image = img_as_float(image)\n", + "print(np.mean(image))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.36787944117144233\n", + "24.892\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Achiriloaie_activeAMT_1000fr_5.tif')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%matplotlib notebook\n", + "cmap = matplotlib.cm.get_cmap('YlGnBu')\n", + "\n", + "fig, ax = plt.subplots(figsize=(15,15/1.618))\n", + "\n", + "ax.tick_params(axis='both', which='major', labelsize=12)\n", + "markerSize = 10\n", + "\n", + "for i in range (1): #(int(len(v)/50)):\n", + " frame_num = \"frame %i\" % int(i*50)\n", + " corr_im_array[i], corr_rad_array[i] = im_corr(im_array[i*50],filter=False,filtersize=50)\n", + " xvalues = np.arange(len(corr_rad_array[0]))*0.196 \n", + " all_xvalues = xvalues\n", + " plt.semilogx(xvalues, gf1d(corr_rad_array[i],1),'.',ms=markerSize,c=cmap(0.99-(i/21)),label=frame_num)\n", + " #curve_fit = np.polyfit(xvalues, gf1d(corr_rad_array[i],1), 1)\n", + " fit_lim = -50\n", + " y_array = corr_rad_array[i]\n", + " #y_array = gf1d(corr_rad_array[i],1)\n", + " #plt.semilogx(xvalues, y_array,'.',ms=markerSize,c=cmap(0.99-(i/21)),label=frame_num)\n", + " #print(y_array)\n", + " #print(xvalues)\n", + " popt, pcov = curve_fit(func, xvalues[:fit_lim], y_array[:fit_lim])\n", + "\n", + " plt.semilogx(xvalues[:fit_lim], func(xvalues[:fit_lim], *popt),'-',c=cmap(0.99-(i/21)))\n", + " \n", + " one_over_e = 1.0/np.exp(1)\n", + " print(one_over_e)\n", + " corr_length = np.interp(one_over_e, gf1d(corr_rad_array[i],1), xvalues)\n", + " print(corr_length)\n", + " #print(a,b)\n", + " #plt.semilogy(xvalues, gf1d(corr_rad_array[i],1),'.',ms=markerSize,c=cmap(0.9-(i/10)),label=data_file)\n", + " #plt.loglog(xvalues, gf1d(corr_rad_array[i],1),'.',ms=markerSize,c=cmap(0.9-(i/10)),label=data_file)\n", + " #area1_dict['x values'] = xvalues\n", + " #area1_dict[data_file] = gf1d(corr_rad_array[i],1)\n", + "\n", + "#results_dict['area 1'] = area1_dict\n", + " \n", + "plt.xlabel(\"Distance ($\\mu$m)\",fontsize=12)\n", + "plt.ylabel(\"Autocorrelation\",fontsize=12)\n", + "#plt.legend(loc=0,fontsize=12)\n", + "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", + "#print(one_over_e)\n", + "plt.ylim(0, 0.75)\n", + "plt.axhline(y=one_over_e, color='r', linestyle='-', label='1/e')\n", + "#plt.xlim(0.14, 20)\n", + "plt.title(data_loaded['FileName'])\n", + "#ax.set_xticks([1.0, 10, 40])\n", + "#ax.set_xticklabels(['1.0','10','40'], fontsize=12)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.718281828459045\n" + ] + } + ], + "source": [ + "corr_length = numpy.interp(one_over_e, y, x)\n", + "corr_length = np.interp(one_over_e, gf1d(corr_rad_array[i],1), xvalues)\n", + "#print(np.exp(1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y_array" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Provided metadata: {'pixel_size': 0.81, 'frame_rate': 2.65}\n", + "Image shape: 1000-by-256-by-256\n", + "Number of frames to use for analysis: 999\n", + "Maximum lag time (in frames): 600\n", + "Number of lag times to compute DDM matrix: 40\n", + "Applying binning...\n", + "Dimensions after binning (999, 128, 128), the new pixel size 1.62\n" + ] + } + ], + "source": [ + "#The yaml file `example_data_silica_beads.yml` contains the metadata and parameters above\n", + "\n", + "ddm_calc = ddm.DDM_Analysis(\"Achiriloaie_activeAMT_1000fr_5.yml\")d" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, with the method `calculate_DDM_matrix`, we compute the DDM matrix and some associated data. The data will be stored as an [xarray Dataset](https://xarray.pydata.org/en/stable/generated/xarray.Dataset.html) as an attribute to `ddm_calc` called `ddm_dataset`.\n", + "\n", + "**Note**: There are a few optional arguments we can pass to `calculate_DDM_matrix`. There is an optional argument `quiet` (*True* or *False*, *False* by default). Then we have some optional keyword arguments (all of which could also be specified in the YAML file). These are: `overlap_method` which sets the degree of overlap between image pairs when finding all image differences for a each lag time and is either *0*, *1*, *2*, or *3*, `background_method` which sets how to estimate the background parameter *B* and is either *0*, *1*, *2*, or *3*, and `number_lag_times`. If any of these three keyword arguments are set here, the value specified in the YAML file will be overwritten. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-07-29 10:05:00,533 - DDM Calculations - Running dt = 1...\n", + "2022-07-29 10:05:02,338 - DDM Calculations - Running dt = 5...\n", + "2022-07-29 10:05:03,428 - DDM Calculations - Running dt = 9...\n", + "2022-07-29 10:05:04,290 - DDM Calculations - Running dt = 16...\n", + "2022-07-29 10:05:04,943 - DDM Calculations - Running dt = 27...\n", + "2022-07-29 10:05:05,483 - DDM Calculations - Running dt = 47...\n", + "2022-07-29 10:05:05,944 - DDM Calculations - Running dt = 81...\n", + "2022-07-29 10:05:06,383 - DDM Calculations - Running dt = 138...\n", + "2022-07-29 10:05:06,764 - DDM Calculations - Running dt = 236...\n", + "2022-07-29 10:05:07,092 - DDM Calculations - Running dt = 402...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DDM matrix took 6.858425855636597 seconds to compute.\n", + " Background estimate ± std is 7675.66 ± 211.04\n" + ] + }, + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.3774 0.7547 1.132 ... 198.1 226.4\n",
+       "    framelag          (frames) int64 1 2 3 4 5 6 7 ... 308 352 402 459 525 600\n",
+       "  * q_y               (q_y) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n",
+       "  * q_x               (q_x) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n",
+       "  * q                 (q) float64 0.0 0.0303 0.0606 0.0909 ... 1.848 1.879 1.909\n",
+       "  * y                 (y) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "  * x                 (x) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 4.168e+03 ... 5.971e+03\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 2.989e+03 ... 8.758e+03 9.066e+03\n",
+       "    first_image       (y, x) float64 403.8 406.5 368.2 ... 398.2 456.8 297.2\n",
+       "    alignment_factor  (lagtime, q) float64 nan 6.123e-17 ... 0.08874 0.05498\n",
+       "    avg_image_ft      (q) float64 0.0 2.687e+05 3.972e+05 ... 3.757e+03 3.73e+03\n",
+       "    num_pairs_per_dt  (lagtime) int64 998 997 996 498 497 497 ... 7 6 5 4 3 2\n",
+       "    B                 float64 7.676e+03\n",
+       "    B_std             float64 211.0\n",
+       "    Amplitude         (q) float64 -7.676e+03 5.298e+05 ... -161.6 -215.0\n",
+       "    ISF               (lagtime, q) float64 0.0 1.009 1.006 ... 11.46 7.696 7.467\n",
+       "Attributes: (12/25)\n",
+       "    units:                   Intensity\n",
+       "    lagtime:                 sec\n",
+       "    q:                       μm$^{-1}$\n",
+       "    x:                       pixels\n",
+       "    y:                       pixels\n",
+       "    info:                    ddm_matrix is the averages of FFT difference ima...\n",
+       "    ...                      ...\n",
+       "    split_into_4_rois:       False\n",
+       "    use_windowing_function:  False\n",
+       "    binning:                 True\n",
+       "    bin_size:                2\n",
+       "    central_angle:           None\n",
+       "    angle_range:             None
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.3774 0.7547 1.132 ... 198.1 226.4\n", + " framelag (frames) int64 1 2 3 4 5 6 7 ... 308 352 402 459 525 600\n", + " * q_y (q_y) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n", + " * q_x (q_x) float64 -1.939 -1.909 -1.879 ... 1.848 1.879 1.909\n", + " * q (q) float64 0.0 0.0303 0.0606 0.0909 ... 1.848 1.879 1.909\n", + " * y (y) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + " * x (x) int64 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 4.168e+03 ... 5.971e+03\n", + " ddm_matrix (lagtime, q) float64 0.0 2.989e+03 ... 8.758e+03 9.066e+03\n", + " first_image (y, x) float64 403.8 406.5 368.2 ... 398.2 456.8 297.2\n", + " alignment_factor (lagtime, q) float64 nan 6.123e-17 ... 0.08874 0.05498\n", + " avg_image_ft (q) float64 0.0 2.687e+05 3.972e+05 ... 3.757e+03 3.73e+03\n", + " num_pairs_per_dt (lagtime) int64 998 997 996 498 497 497 ... 7 6 5 4 3 2\n", + " B float64 7.676e+03\n", + " B_std float64 211.0\n", + " Amplitude (q) float64 -7.676e+03 5.298e+05 ... -161.6 -215.0\n", + " ISF (lagtime, q) float64 0.0 1.009 1.006 ... 11.46 7.696 7.467\n", + "Attributes: (12/25)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference ima...\n", + " ... ...\n", + " split_into_4_rois: False\n", + " use_windowing_function: False\n", + " binning: True\n", + " bin_size: 2\n", + " central_angle: None\n", + " angle_range: None" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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xemRh2FsxL5RJ83BL3uWQcZg+B8C3xXwPcT36Mg2Lw18CeEoI4UkhhA6y/IQ33oyG89DSLwH4UIzx/5SP3ogM/IL89xtudF9ijC+LMd4ZY7wL2Rz8cYzx25BFU77xJvflIQCfCCEQr/DlyMKrN31ekG0nnhEyWHiQvtz0eRGZNA9vBPAdIZNnANjk9uNGSR5+/UEAz40x7lkfnxdC6IYMSu9grUeXG+1QeoxOlq9GFin4OwA/dBPbfSYyU+v9yJiR3pv35RQyx+Df5r9XbvJ8PAvH0Yq784f6AIDfBNC9SX34DGR4gvcjA3ct36p5QYaL+BtkocxfQeaBvynzgix0egnAITJt/KJJ84DMlP/Z/D3+AIDPuQl9eQCZb4Hv78/L+T+U9+V+AF91te3VfA611FJLpUzDtqKWWmqZQqkXh1pqqaVS6sWhllpqqZR6caillloqZWoWhxDCPY9+1s2Rui/VUvcllWnpB3D9+3LDFocQwrNDCPeHjB7tsaDrpmaSUfdlktR9SWVa+gFc577ckMUhZJyFP4sM5vo0AN8SMj7EWmqp5e+J3CiyF1ZM/jAAhBBehwwfX0nH1Ww2Y7PZRKfTiUdHGRER8RckT4kxotXKujsaZfk2jUa2to3H4+I8/h6Px3r/iffUvymNRgOtVivq/3rPEAIcH8L7NBqNiZ8JOCW5Z4wx6WeMEY1GA91ut7ghz+dc6Dj93jo+H2dVe5Sjo6PSeHis2Wyi2+1GHvM+6XEdF5A9g6pjPkd8/tpv7TOPtVotdDqd6OQ67MNoNMKkfoYQJrbXaDRK51XNnZ/fbrdj1Wf6PPQ5ufj5Ve8n+6nj9Hnhezsej5PvStU9m80mRqMRxuNxJUPRjVocqjLCPk9PyPdH9wDZoBYXFzEajYpB7e7uAgD6/X5xzWCQ1Tedm8uIhHnuYDBIXgR+dnh4WDwYTtTs7CwAYGlpCXt7e6XPDg4OAAC9Xg+9Xg8AsLOzAwDodrsAgOFwWExwp9Mp2uE5/sXlZwcHB1hYWCgd4/8bGxtFH2ZmZgCg6NuZM2eKsbN/lH6/n3y5KSGEYv7W19dL4+x2u8kCpf/zb46PX+Sjo6PiHuwf+zsYDIqx82Xm9bu7u8VYeX273QaQzS/vwb7w//39/dLLDBw/W7ZfNYbFxUVcunSpmAcfC58pj+k9+X5tbW0l9+ZnnPPhMCO86vf7RX/47vLeMzMzxd88n3Owvb1dvFd8J/j7jjvuwNraWqk9XrewsIDNzU0AKN5T9nN7e7t47j53+hyGw2Exxiq5UYvDo2aExRjvRV6avdFoxL29PcQYk5eRAx6Px8VnHPD+fkbt1+l0kheOX6JGo1Fcxwnb2Ngo7jNpRR8Oh8ULdOrUKQDHD73dbhcvPx82+9toNIovMj/jCzs7O1v0mQ+UD2c4HGJlZQXA8cuxvJzxvm5vb2NpKasSz5dYF8Pt7e3i/vr/wsJCcX/9AnMuOB72ky/+cDgsaWCdz16vV7yonFeOaWFhoTiPLzzH2W63i3tROGfz8/PFdRwfn+P6+npxD17P9vQeHBf7Nh6Pi/HwfJ6rVgXb4Wdq4XB8nPu1tbXi2VDYt42NjeKenGuOZXt7u7iXLxJqEXMMi4sZf+7DDz+cPAf2c2dnJ7mOY5mdnU2+P5zf+fn5QlHos6ySG+WQvKWZlrXUUsu1y42yHIpMS2T04s9DTsA6SWgNUKtT83A1PDo6KlZbrr666vEzXsdVtdVqFSsrf3NVbbfbhSnIFXZ+fr64N+9JzaPmH+9BzaHmIj+jBuHYDg4OivFQeM/d3d1CK7GfHGeVKa/mMC0Mmpn8//DwsLin7613d3eLflLD8p5Vwrk+PDxM9rq0WHQe2V8+z36/XzwTCsdyeHhYzBX7e/nyZQDZM/J9N7VpCKGYd37GNmKMiQWgVpePndq00+kkPgCOodFoFJ/xOfJZzc7OFuepL4Xtcj50W8c22A7Nfb2nb00p3W43eab8fzweF/fgPXkfff/0WVbJDVkcYoyjEMJ3I6OmaiIroPJXN6KtWmqp5cbIVGRlNpvNODMzU9rLU3Q/TB8A9+bs++7ubqF5qD1Va/v+kqt3jLFYwbnSsv35+fnEH8H9e7/fLywG7u/ZXqfTKSwN3ova6fDwsOQn0T4dHR0Vmo19oiZqtVrFGOg3WV3NaurMzs4mvgbde7om17HQSuJ+lBbHwcFBssfV/zlX1Fjck4/H42KO2F/O09HRUUmz6Wfj8bi4P8fHNnZ3d4tj7CfPHY/HxT34W52UrqU5L7u7u8k+XT3+PMZ3T/0oroHVmqEPh/PK5xFjxOnTpwEcO7d53dHRUSkiBBy/S6PRqBiPO7IPDg6K89yiGo1GxfvFcarDl2Pd29vDYDCYGK2YGoRkLbXUMl0yFZZDo9GI7XYbCwsLxWpLjaVxbK7atBy4Uqv32a8bj8fJ/lAjC/zbtXWj0Si0EVdragQNB7EdrvC6h/TwU7fbTawXjbJ4OE699PyM7XLsMcbCGqGFQktibW2taI/jowbZ3t4u7knvOLVas9ks7klrgn25cuVKcS/X5BrqowWn/eU9PDJxcHBQWAfUgurn8b01ZTgcFhqS7w3/X1xcLEWX9N57e3tFv/jc2N78/HzxntAi4jk6LxSOpdPpJOF0tWb8XagKG3MMnPNms1mMwaXZbE70xTQajSQqRul0OqWQ6e7uLo6Ojioth6lYHFqtVlxaWsJgMCiF2oAycMVNQTXDHPTB646OjpIvq35B+TK7o280GiXOHC4c7Xa7+ALynleuXCn6zUWEfWHfdnZ2iofFBY7tbm5uFl9cf8kGg0FxT5q6fMCNRqOYB77MaroqTkTHcnh4WFzHPjkIp+q6VqtV9JNOQ87Z6dOnE4cytz8zMzNF/3iOOpj5JePzoPAcnRedT31eev1oNCreF1ccw+EwcQzzOei2gvOjWzJ+6ThHujVzRyb7dnBwUMyHbml5P9/eqeOW/eL7pttfP8ZxHh4eFu2xD3wnGo1GSfmsr6/j8PCw3lbUUkstj12mxnKgaUuhWUoNOxgMitWWK7qGFt3pyHNnZmaK1Z7HNMzJe3HVVjCMmmn6u9lsFv3j6k1NrlYMheYiYb/Asbbmyr63t5c4kRRB6E419jeEUBzjPanBBoNBoa21DxwD++ymbq/XK84/d+4cgGPL6OzZs7h48WJp7GqRTTKDVfvyng8/nJWZpIUGHG+XNCTp2xcd50lQZ9XOwPH2aTQaJc9PrTV/J/h7YWEhQTHSUtHwpYdX1XnIMeg5/pn2Ra0dnZf5+fnStppj5m+Hv1dt4ba2tmqHZC211HL1MhWWQ7PZjHNzc2i1WoXGckfK7Oxssf/SHAcgWzlde+r+zVdyhpWqYMKq4bj6UuNw/9xqtYrPuCLr/94/1WqeP6FOUvd76By4T0X76X4TtXTcR6EgMYehqxXkWldBO+4I42fj8bg433MlxuNx4ovh2Hu9XrEnVouBwnbYP4Ug8zNqUVqawLH1SU3J/9Wx6OCrPHmp1D+OYXZ2NnEW8z7D4TDR/Jyn0WhUOf/st1qr2s8QQuGcZDu8T6vVSt4JzWvRkLyfo4Cqzc1NjEaj2nKopZZaHrtMheVAn0MIoZQ0BBx7Wefn55OMP362sLBQrNbq3QayFZeag9YF988zMzMJqEW1IjWVg1MODg5KcGL9TDP+qCUUaMX7U8NxRb948WJh0bhmzdOTARwDsc6ePQsgg/2qh5794zmMDFB4n/F4nKR/c56uXLlSSmDSMXQ6nSQkrNB1T5ln+7pfd8DTwcFBycIAjp9Dr9dLIO5qxXhGo0K62Q4/4/VqOVCzPvJIVrRqbm4usfg0isTrNGLCc3w+2G6n00l8BvxMQWXuqwohlLJhde5mZ2cnvoPD4TCZT77fmgUaQsDOzs5Ey2EqFod2ux1XVlZKjjdOJgdcJRp68xfWH1TeDoByuFJx7Hrd0dFR4czzdGnd4ng4UFGQ/Iztzs3NVeZNANmLxwfPY/zyxBiTe1F068D+KkrUnZtsQ3EAXFwYmtQvpOM5Dg4OEtQdRfEYnA+ey75qX/jFOn36dBIi1HnStGigHKbmGDzXZXt7u/ji+7uhZrU+Uwrn2jM+Z2Zmij5rxiz75EhHzeb0LQMXguXl5eKYhiLZnodVdfHlnHFeNOypWcna3ng8LoWQt7e3621FLbXUcnUyFZZDs9mMvV4P7XY7wfJreI9azAlPNNzlAJ4YY6EZnYBkf38/yaDjfbjNAcqZk0AZZOJ9ijEWK7gjLDX0ppoKKDuKFHfP9j1cRU0wNzdXhAQdOXpwcFBwUXArxf+rtLzyJVAzumPy4OCg5NDV+dza2kpyVdQSm5QHMRwOE8SiIgi9Hd1CsH+ezzAajSqtAornT6gT0i0HZbCilnaLRd8J387odstDvcof4ZnF3W43sXaqsjSdBEc/52caMldrYmNjowZB1VJLLVcnU2E5NBqN2O12S3tYXzFjjEk4SDWzg0u4is7OziY4f2o11cge8jk4OEjyNPh7bm6upJ21Pc0F8Jx6he16aGphYSGB36rF4v4Str+4uFjSwEDZueraTDMTeS8NRfJczi15Dnx+tJ8KsPGwmtLUuZ9FeS80N8XHwntxHpW+jefROtDwtlufPOfKlStJKJnjOzo6SsKcnDNlI+M7RUtF+So8sxhAck9Ku91O3gX1L7lj+Lbbbivmk8f0fWYbnlGqFrWGgvf39yfmVtSWQy211FIpN4oJ6qqk1WphZWWltA/miqmeYmdX5oqr2ZUOh+12u0liETXB/Px8QeDpfAfq6XdgjpJysl1qyO3t7WK/rhoVyLS8axBlpaI42KvZbCaktdR0uof0ZC5lLnLwjWpWj5LoZ+wX5+n06dOF1cJ7sr1+v19YGg7zruLHUCvNIzS63+d11NbqL3BLg31ZWVlJ/BfK9+lcD7QANITt74Qya7nFube3V/SLz5ZzMR6Pi8iF+w4Gg0HiM1DNzs+quCw88UqjKxwr3339zjhIa5JMxbai1WrFubk5tNvtouNOjHp4eJg4kZQIxseh5C+eXcnPtra2EjNfH6KH0JSshP30UOhgMCgcoB4+nJmZKV5C3ltzSqqw/ED2EBXBBxy/QI1GIwmFKduyh8CUdNVj9YrHZ9tV/fUvq86Pk+vSebm1tZXg/dVcd6Qi261a3NnGzs5OQiJbRb/GZ6OZn7wHF70zZ84U7ValQPOevmDoAukLnGJKiK71d1Ed4r41VnJkP0cVKRcojqXb7Sas49pP/j03N4fV1VUMh8N6W1FLLbU8dpkay2FpaQnD4bBkggPHZuLc3FyJBBQ4XtE168010OHhYZIHoSa606trnoJbFfys1+sVK75i64FsFVf8O3CsSS5dulSs8o606/f7hbVETUkts7q6Wgpd6rysrKwU8+K5/xru4paDbaysrBR98O2ThgGpDblVGo/HhYZyLdhqtRJHpqL2vN4E55c1S1Q09Md7MmTrNRm0nxqmc3Sh1tlQAhf2j2NSGn6dx3a7XdTCYEhYUZBOLqOAvCoHO+fagV86Lq87wbEcHh4mXBb6XvtWo6reRbfbPZHspbYcaqmllkqZCsuh2WxGzXgDkOwlW61W4qxUDe37US0kwxXVMe/qQKM20vCXQo1VOp1OocWoJTR8WOVYYp/Ytmf1KY5e28nnpwRDBlCCN3t2njq4qsqo8XrdE+v1AJIQqDrw6KPgM9I8CLcY/HkAqQ9A++A+Eg1hO99Ft9st+sDrCQFXwBnP0UpUWogHKBcGquJc4GceTlfrjPdwC3U4HBZjZq6JgtEmlSTQ7yYtN1p+VbTySpvvY2D7Gh4NIbBQT2051FJLLY9dpsZymJubK+WhO+12v99PysspQMSBPKqxvP4mV1HNynTvsYaYvAzf5uZm0Z77I1Rbc/VmBuWVK1cSLUbR9hzue3BwkPBDaojS95y8z8MPP1xoKHrLCaI5PDwsLCKFhXPO3FNP+DV9JiraX0/4UVi5JyYpW5dzTjLKMRgMkhJ7FOXjcL/Szs5O0p4SBDvXqALCqhK02Bd/X9wvoePSIrYOqOOcK89FFTTak+koSj/vJe/a7XZi4WjETOf/pMSrqVgciJCcnZ0tJs/TUDc3N4sJ9pe62+0mD1KJNnAdOmQAACAASURBVNzMUzotj2lrWrDXoKz68jh5y/7+fkJUo6Qm7jhTfIOnZVO63W6xCHlWpuIAuBBoex7L1toWjialSa4kr3y5OAdcnHQMmjKuRKbsH/93olcNr7EPHKd+sXwxqQqBclz8omlhYm4ZaZoPh8OEWIdzfurUqeIzd46PRqMk41YrnnGO2B7TwGdnZ4v7u+JQvILWwWR/XSEqTYE7MPl+7uzsFO+COyQHg0EpZbvOrailllquWqbCcmg2m7Hf76PT6SQoSEqVWaoay8NIinN32i/K0dFR4tDSrYrXWOTqf/r06aSyFlfjra2tpPqWtuF8E4rwc7CVjtcdTJ5fAqTY/F6vl+R+aMjVaeK0GrUjABVl6ISoaipTy9IKobbe2dlJMlJ1u6cIU++n1wClaO0GJfBh31y7qyXoZMWa8emV3jUD0zWxonQddalOVSfWUZ4Nt1p1rjWbEjgGa+3t7SVoTW2P2zIPV3NOgcwyuiE0cSGEJ4QQ3hJC+FAI4a9CCC/Oj6+EEP4whPC3+e/lR7tXLbXUMn3yuC2HEMJ5AOdjjO8OIcwDeBeArwfwQgBrMcYfCyG8FMByjPEHT7oXaeIGg0FSL1LpvX0vr6s/LQavHrS4uFjckxpIMww9E1L3xZ49qJwKDsTSykvK/KTXacjV8xPUl+BwaCWD5T15n52dnUKrnD9/HsCxlrh8+XLJUcrztV0dn/IsuHWgLEw6t8Cxlt/f30+u86zOSeLFV5Qo2Ctbq5VIa0IdfLyfh641u9bDlAqsUrAUUHYGukZWzg32nfdSmL+D2DQXxNmalNKNffCs1V6vl1Dq6TvM+XDIulYRb7fbWF1dvf4+hxjjpRjju/O/twF8CMAdAL4OwGvy016DbMGopZZa/p7JdfE5hBDuAvDfATwdwMdjjEvy2XqMMdlahBDuAXBP/vdnz8/Po9PpFCsr95C6R6sqogJk2oJ7aw+BqrdbOR6ALGzGvz0UenR0VMlLCGSrvkcGlLDUvetsd3t7u9gz0pNNLaMRF/cPdLvdJMNTgU+cM2fI6vf7hdbjGKjdaKmpqOXgoTDCr9fW1pJQHUVZjTyac3BwUFgHyo3JcXr9TSVGpRaklaBe+SrNyHt7dEoroisMWa9vtVpJFECJhh0AptEbTXjTdvf29pKIl1o/Hq1QTgrnlVTrh2FOh/ArYFCrnHNeFSyXR3UqLYdrTtkOIcwB+G0A3xdj3Hq0NFBKjPFeAPcCGcEsHxgn27cJiuzy7EwN5ymWn+c6AzPvMzc3l6AD1VTjy+QvkLIeO/Hrzs5OsuBoxSU3LzW7k9fRFGdlKH4OlF9U9k0L4Or4Ll26lDhoFY/vBKoe89friAjVrZFvt9rtdrEY8R58Hq1Wq4TO1DnTOVbsA5CZ9Ny+8HnoVsnxA7qwevhXK2Xx/fDtpH6xNB2b5zg5rm7PnOSHz0oJX7kw6mLmi5H/1n5ygVxfXy+hJbU9DatW0ctpxauTjINrCmWGENrIFobXxhhfnx9+OPdH0C/xyLW0UUsttdwauRaHZEDmU1iLMX6fHP9xAFfEIbkSY/yBk+7VarXi/Pw8er1eYj4rQYjSigFlWnCvkUktoVl9buoOBoOEfk3zLqoQa9pGPl4Axxh9rQg1CZil91ASVK8FqaE0R2lqvQRqCSdDaTQaxRg0TAmUS817n3q9XpIToRwTTjyiW5xJYWPNG3HrQGuLOFeHVn2i9aKgJGaI+pZROTecoLbZbBZa10O1Wq7ALVTdqniJe3XG+tZPn4PnAPV6vaJtD8ezroSOy99znVvNRHYaf3XAaijzRm0rvhDAtwP4QAjhvfmx/w3AjwH4jRDCiwB8HMA/v4Y2aqmlllskUwOCmpubw2233VaslOroAcqQXg9t7e/vJ44e5hDs7e0l9GRax9ELtFATbG1tFasvRTM2Hd6t+3Y679Qnwuu9yrY6mibVytTMRKc9V5YozyzVezjDlkLVlcoNyCwyz4r1OQRSrocrV64U7XGc1OztdjsZs2aPeghTs3EnlSvQ89y3ohaj0+u32+1SHgJQrr/qoUUFInkVLPZJs1y9SrfC2L3iu47FQ5KtVivJwdF3kr4ptZbYJ7cmlBpRa4aeVPGqhk/XUkstlTI1lkOv18PMzEySZ68a0iMhvtJWie49uUrrnpzteWk4JZj1PPtGo5GEThUa7Mk1lOFwWIK/et+9UIqyALmmUVJYtxg06qD1L/Xe3W43qStK2d/fTyJDSoTrmlwtHvaP8+OZg0CaJKV8llX8jV4ERy2eSXtrLRPoURzlKuW9lEXLeTGUb4H99EiGks8qjyXnyYmPFaDloXaFZPNeniWr4CkvgtRsNov30sFhQJnzc2tr68aFMq+HNJvNBG3njpgqxJuSuvrLrBPGl4tffIY2FSFJ05gv9cbGRtEnZ37WoqlslxM+MzNTUIm5c67ZbBYPywlrut1ukdrN83Xrwj47/ZfiI5xmTqnLPK7f7/eTvmjYkeLbAyWYpSipiud+cH61uKvXbtBcDk+d13qYfN78Qmquhdfa1FR9tkdsyZkzZxIiW134J9HLqfOQz0PT5D01nAty1YKjhCts28O/SvLjtUmWl5eTLYcueL415buh77zmplRJva2opZZaKmUqthXdbjeeO3cOOzs7iVmpoT7XxFqtyAlfvVIQcLyKUssrh7/Pg9Y3dHTa4eFhElZVS4WrPBFsVeYlNZZujVzT8T5aR5OfKdGs546o08qJXDTfwzMF9Rqvc6HIUWps9k+3T1Ul5oFy1iKfG+/zyCOPFE5c5eEAyvVMnUJOAUi+jWm1WokDk9peqfUcVaqgMloA+t751kGtElqabqVx/Dp2tXodxaiEOU5+pNXLPaytVqUSGgHHzssYYym3qOZzqKWWWq5apsJyaLfbcWlpCfv7+xOrUPd6vdIeDkDCaAMcA2Q0y48rODU5V+aqva46/pwSTCtQKZBEr1Nad7cqlKPCQ6Ban9I1+XA4TIA87NPp06cLajUPFarF4VWstbI1uRc098HzGaidRqNRUmWKsri4mNDEaeEh/s17K0hIsf9AOVw9qXzA9vZ28RnngJDzw8PDJMyp7FSa76J9WVhYwEMPPQTgmFmL56iDkPdUbe3hSn0/HcasrE9VORw8l8fcItb6sLS6HAav/VT6e7V+TgJB1ZZDLbXUUilTYTk0Go3o/gCHLmtikocKFxcXE1p3jXZ4pqCGzbxqNbWF1m/0PW+z2SxW8qoCKw7IYV+UJt77G2NMknIo6+vrhRZyZiAF0fg9NWTnUYsYYwLk0WiCWld6/czMTMLMVAU99rlQLzl/a8jV30PV+p4cpc/B+1dVkoBWJfui2aq0nmiVKnuW17AcjUbJHl4jFFrfEygnmLmPg89TNTmBe7RcyKvKtoEy/NqjN8qe5RacAqS0ovhJPoepWBza7XZcWVnBeDwupbkC1eZlFXmph7IUrcYXwOs7bG9vF19IrazFc3hPCs/VnAxHoKnJyofAF1EzEz3Tc25uLhmD0pzxBeciqiS77uxS7IUX5dV8CA0zal904aAoNsEXKI5Fqe58e9BsNot7OGZDa314SrTiAJyGbXl5uWib2wrN5rzjjjuKOdLrQwglRKTOnfbLn9HOzk7xTL1wrzqwne4POF587rzzTgDHoeFer1c8Ux5Tp6UvVJRer5fk4ihdn6eyK4ZCnemXL1+ua2XWUkstVydTYTkwK1PNRNeCR0dHxWpflb3GY75qa9Vrp1dX88sdfqqR+Zv3npubK0AlrkVnZ2eTLYeWQ/frON69vb3ifHXUAWUrRklQeL1maPo5XrVL29fMQJ0XJZdRhyLPcUo35Q5wTgil8vPqWUqY4wQ56tR19KNu5ZQYRedFCYCcenAwGBTzyTljX/b39xPuBa3R6RamEgtTqgBu7sCkhBBKfQZQsi4n5c0Mh8OJ+RP6nWZ/dXxqEZ1Ut6K2HGqppZZKmQrLodPpxDNnzpTw8FX74Koq2UB5z+rAl+FwmNCaqcOQq6gCQ/ibGoRaQu/plakpyhLlOf9KQea06VpEh30gmSlwrJk8vLq0tFT4I9hfhvMajUZSoIX+l52dneJvBwJVZXWy/Xa7nWg6/822dZyaWeqh0NOnTyeErdSUWp2K91SiYbfuVOt6zoGGlN0yVR8S++fUgZubmwmrlFLPeRVx5XdwX5MC0Lx4jrbvJQnUeqKfhc9RoetuZalPR8Oae3t7dZXtWmqp5epkKhKvYow4OjoqFfFwSyDGmPAjcM+ltPXOUaB7VodKt1qt4jqGpgiUUnJPiloz7tHWYjXuG1GNynF5ohf7qtdRW7darWQ+1HPv4CmORTkwPNNTqztTqE3V+nHWp3a7neyztSSgZ1wqhT7nk5mp9Flsbm4mpfVUy9OCcu2pXA/sEwFd7Xa7GCv7yUjBwcFBsl9XTe6cnOzb8vJyMT5ni9I6rx496vf7CQRfwU28h/tIdM48ujIajQrwk1sq6tdQMl5eR2tCoyFVMhXbina7HU+dOoVms5l8gfmit1qtBO2l+AN/8WhqHx4eJmE8DUlyInVR4GeeLqshO68ypFWcJiEIdZFw87nVak2Mofd6vSSmreFchkr9ZRmPx4lTlNJsNovrOHZFNU5aULvdboIY5ZdP6ey4TdDsQA3t6T1Ho1GSGq5fXv/yKAWg54CoM9FDw4rn8HdIHa/+RdYti+MUdM48bKyfTWpP58HnYDQaJenfWjTXnZS6xXVyH83f0LylPJ+p3lbUUkstj12mxnJYXl4uaV0KV9GNjY0kxKemspPEKJ0XTSqvedloNArz17WEhjKrEI9O+KkgEyVOBcq1Pbll8DyImZmZJOzIc9X08+1B1VyphnZTVUlk2U8HWG1tbSXOP90eeD0O5YNwynadV86718VUNKPX6NR55Fzx/6WlpcQJqJWyXKMqWtNJipWkxslllLPBM1nZJw1Fe/2RVquVWE1qUTmZsoba2QeKWhBORKwOX6dS1DAu79/pdLC+vl5nZdZSSy1XJ1PhkASy1S7GmIQbuS/udruJ1tRcd7cq1BnloTdqjSoHmv7vxUa0mIv7HLR9z2PQ9tgOobLq8ON5Fy9eBHDsx+j3+8V5vCc/29jYKLSQHmNfVOup7O7uFnPL68iUBCCBnFOUecr9C6odPVR7eHhY+EQ8FK0OV84/he8F/wZQgjA7II7PRdmXHEK8u7ubMFbps3aHt/qa3M+ibFRV9HBsV+tf6u9Op5P40nTOPU+Dztnt7e0k50TrtToQS/Mv2GcHZLnUlkMttdRSKVNjOZC5x3kA1Jvv+0r1+BPiys/Uo+4gHWX48X2pkn16tqJaHlpSDChzGDrgiCv62tpaQl9O3sjd3d2iD6yWzTG12+3E865hUi8zp3PqEGeOYWVlpcSXqfOixVScfWk8Hhc+Ead31yiAA8AGg0GJwwA41mpHR0cJ05FaJQ49VlYrZ9RST7xDuTlODW9X1ZT0UnnsW7fbLZU2BNJCQtqewpn9nVDr17W8AuU8xEtRi8qjTpoWoPB1oBzF0YrbVTIVi0OMsSCJdROeD28wGCRp3Bzw2tpaUmOCZvuZM2cS0lklG/Ewl77MbpJrFqMzUqtZyr7wy8bYuxbZpVSlCvvLqQuAL369Xm+iWaohQvZTcwA4DzRVlfSFL6Ob7Yo3cbNdhX3hi6sOSXeWNRqN4h4eq1eCYF3YANCZBqBMOQdkc+1Zp1q/gvfis9Jtm6dqa+7CJMbuxcXFhD1ccTmOfdDwOMesRY7ZJ1+8NB/GlaXWo3CnuG5PdOGtqkdCqbcVtdRSS6VccygzhNAE8E4AD8YYnxNCeBKA1wFYAfBuAN8eY6xebnNptVpxcXERs7OzEytXra6ulmonAGWUoOP2aUbv7u4WphxFHUwUrxytFZWduk6djp5FODc3V6zo7LtueaipaOJqu2qaAmVqryo+Bn5GcbO92+0W2XiOLlV0JO+hFGhOFqLhNqfb88xBIK1EBRw74XiM2q3RaCRIRUWjunlfRfbieTePPPJI6f5AmbDGcyM03KlAI+2TbqmqwEWeHasWFcfAueM7MTc3l1ihbFetUCfIOTo6SrZNvG4wGCREPuowV4tvbW3thoYyXwzgQ/L/KwD8ZIzxKQDWAbzoOrRRSy213GS5JsshhHAnskrb/weAlwD4WgCXAZyLMY5CCJ8P4OUxxq886T6ETyum37MJl5eXk4xGD6UBx/t8zZr01VMpzak5uKLrHpnHqHHUeeP8EWxvcXGxRJkPlDMoWfDG/QPD4bCwTNwC0H2hF0zpdrtJPgrP397eTiqLa9iL92dfuJfXnH8Px2pGo2deDofDog+EsbOfjUajgIXTotL5dO2pVZ8o7rjTkJ/XsNzb2ysBonRe1fHte3MNU2vuDpBpeXfQag1ThzOrE9Ip6ZVdatJ3UDN1+Uw5r7u7u8l8qIXlFm2VFToej0+seHWtlsNPAfgBAHx7TwHYiDEy5/cCgDuusY1aaqnlFsjjjlaEEJ4D4JEY47tCCM/i4YpTK5fFEMI9AO7J/8be3l4JKFN0UCIGXJG9AnSv1ytFNfQ6LQ3m4R2t7ej7Whb84HnAsYZUZh+KhmCdl5KfXbp0qdBG3iey8gCp9XP69OniPFo2jDCsra0lACLVkJ61yHtubGwkFP/U7JroxfaULl3JSnUsmrHJPbWyRrklxue4vr5eWa0cKEOBncBV6fWroM7uN9Fn7GFqBd8pSa2KVn6vgt3TT+JWzPb2dtF3+io065Xvi79TOi/uixuNRkmZAk3ccmYzDf+qlXajQplfCOC5IYSvBtADsIDMklgKIbRy6+FOABerLo4x3gvgXiCreHXq1CmMRqMEf6+msi8Acq8kFKl0c5NCksps7OFAFc95CCEk4Tt1FE0KO87NzRVfGr54fIF1AVDKOSAzzWlOcgGguR5jLBZJOh/V3OS4vKjs/Px88WVl2JfX7+3tFcd8i8PsWR0X2x8Oh8XL7DR4WveRXyytqTGpbmdVarmGpj3UR+bmfr+fZDnq++NFjpV1nP3k4qWYGbajmaHsk8+VEsM4qldRmB7m1LoXnoujuTzu9NWtkeN2qvJKDg4OTixC/bi3FTHGl8UY74wx3gXgeQD+OMb4bQDeAuAb89NeAOANj7eNWmqp5dbJdcnKzLcV/yoPZd6N41DmewA8P8Z4IoibBLNK3uFVow4PD5NVmzRZWhnZnXJavt4JOLUysvQFQBkNR6kiPKGoZq5CWwKZRqE20hqgQGbme2l7apTFxcXCmqiqoUGtRG1Pi0BrerK/WsdRsyJ5jOc6YUxV6NPN78XFxWIr5gAkNXW9GrXW3tCMQSB7jp4XouFHp4ejhBAq5wooa3J1QPM6d4prmJNt04rUsLGTvShRkSN/1SlY9Wx4n0mZyBsbG8lWTEFbbsEpF4aibE/KyrwuCMkY430A7sv//jCAz70e962lllpunUwFfBo4pldzQI3u25ToEzjGqW9tbSWOF9VO1Khc7asy95xtSEM+WnyFn1EDOBBIQ4vUKgzdaViVmkCrMXmYjKv/5cuXE8cUte7+/n4CutJiM14ljO0tLS0lYCalG6N1VlXExcO3vLdCs51irdFoJH3RvAQvCFNVQYyWolptXsRIKd48a1EBXZPCv5rH4s+9ilVMrVl9d4CyherOQ7WsOGa3HKvO1/we94/xuoWFhYlFntSnMjs7e6JDsoZP11JLLZUyNUxQp06dwng8TlZ0Dc95OTTVwr6yKkBHCVD1nJmZmYT/QbMK2QcvVzYzM1NocGpDXpdTfQM4Xq15ztbWVqEl6B3/xCc+UZzDzxiJ4H5fC9c4P+HW1lYSdtSxu1+A99GsPmd0Us+7+wl6vV4S9VEQjic56V7Z+8DxbWxsJJwE+hwcNq9cjWzPoe4xxoTRiaLvGYUh9CtXriQRL61i7lEDjSx44hzPVS5Ih6Mr+5nD9MfjcVIjUyH/HtLX6AyPedhYr+/1elhdXZ3uWpnNZjPOzMxgbm6uMHsZutOUU/8i84VdWloqvhgcvLL7clHgMXVoeZybW4/9/f1SaEjbbbfbJbMeqP6y8jq298QnPrH4YtAE5/hCCImZr7kAnrKrBCtOSqMM3OwDt2Ds5/b2duLs0pwTX1SU2dpxB5RWq5UUtNWFyp2jSvvmDjclJOF8eAZsu90uhXuB4+e3traW1IGo2qo40nU0GhXHnApQa1B6LodiSpwhXMlseE9mwCrxrqeW9/v9ZOHQRdcXGnXKuvNdF0995zc2NuqKV7XUUsvVyVQ4JJvNJhYXF9HpdBKSTdVuVas1kJl9vvpSNMzJFZmaS4li3VnWbrcTPDy1/eLiYql+InBsHWhtAwUcAWXnIe+pSDat78l7AZlWrCJPYRtusipNnTtqNYzFfnkYWMN5mqfB/52qjn2bm5tLwmuaK+F90ZCdmuD6HHZ3dxNnLP+/cuVK0Xd3Ni8vLyeWGzUsAXc6drVONDsVKPNqeNi3Ks+D7wTnZW9vL6mCRktwe3s7Ic/hFmd7e7uwJvl94LyurKwU2x0HlR0dHSVbPr5n8/PzlXwmVVJbDrXUUkulTIXlQFEGG98n6l7J60aurKyU9ufAcZ7AeDxOoNHUSqPRKGGCopY5depUsuoq4w41iHMMbG5uJjR26hA7iS7dKb1o6SwvL5cw9cCxpjw8PCz8Lc5utLy8nLAFVdHIOxWZ7med0k1BSR4mUx4ItqMWhELMde52d3eTDFR9VnwmTjSrNTa9mvT29nYxHg+Tat1VL0SzurpahISdKBZAEq7UsK6HRdXB6JpcrS8PO2oFcM/K5HPX6nC8TvNn3DHPvm1ubhaWxg2DT9dSSy3/sGUqLIfxeIy9vb0S8KhqH+z7Zj3H96O6B1WuQqAMlOE9qEGU3tu1rVoO7gmv0iC0OHju3t5eUodRw3Pu4a9KBnNL5/Lly8W+VCtaAxnFvY+P5/b7/QTKTWtrYWEhgXczjBtCKLSZWwDr6+sl60PP6ff7pb2uzo+GqXkv3SP7Pl19AL5P16xOWpgedVDuRLanJK1sT8FyQBkExXlV5jGOj6JRAb5X7ncZDAbJnLEvy8vLRV/Yjrbh0Ha1IDxZTaNBjJQsLy+f6HOYilBmq9WKCwsL6PV6xUvhTiglQ3GTbm1trUQLB5Rx9I4qdIwCgCRd+uDgoOS41D5pzUSvG6kPm2PRB+XhWHVkacwcSJ1z3g7FQ5hqfvtYlX5P64lq3/b394vQp1PIKdmL164cDocJ2aluE/3LpoQk7rDTsvKcIyfJVZZlX+g0b8ZNcq2G5VvG4XBYLCJea0JxFU49eHR0lFDd6ULO8XHsbP/w8DAhE1Kcg6NmNX+Dc0vnuNY8dVyEYkx4XavVwkMPPYTBYFCHMmuppZbHLlNhOXQ6nXj69OkSzpz9ojmsTjk3rVX7OlGs5gK42T0zM1NoQbZDy0EzKD3LUrH9WtEaKHNEaCVsfjYpc08JSn2ropWWHEikpCZew+HcuXO4cOFC6Xx+Njc3lxCQ6BaniqiX13MMnu04MzOT5Jqoae1ALg1Je4aoWguu3Ql4Uqcxf5MEZ2trK0FrqgPVa4hShsNhoYG97P3Ozk5CNag1Q9TBChxbF1VWjDpqHTnKEPbOzk6y3dUtmebz+D3dIanlBJRM6MqVK3WtzFpqqeXqZCockiGEgp7LWZ4YmhoMBgmrUdW+3Z1es7OzE0lkZ2dnC23m2ZK6p/QwaRXmXVdo3/urI5Ttec3FmZmZYk/s9GT7+/sJtTxlMBgU2oV95r59bW0tsTi0ypWHU9UK0gxUFQ25OsWeOpQp/Kzb7Sb+C/VZ0EryPbnC0asqbDmEW98NZTzSOdjf3y+0p1sVMcZCyzsBb7vdTixM9UfwPPWXAJlV4/4Z9mV2drYoxHP77bcDAD72sY8VbbiPik7jTqdTGg+AEmDKiXOVstAt2klSWw611FJLpUyFz6Hb7cbz58+X2G2UWwAo79scnDI/P1+cTw2kST1e1oyrd6PRKNGqA2XqcA+FVSWBeTahcvu5NdLv94uQYFV5MydC1d+8P+/J8YYQij0qNYHyP6oXXvuiLFGuQXiNzpmCd9ybr3BtD/Fp2JF1QZXDgmPiPLi211CbQ7pVHNa8sLCQlN/TsDjbq0q48xCtlsxzuLQC8nieJ5EdHh5WFqzRe+tn6rfxcn2q9Z0jQsV9KrRmjo6OSsmCJxW1mYptxXg8xv7+Ppi2DaRZfRqW48TyJV5fX08Ymym9Xi9hKNYX0c09RRTyOsfht1qtxIGmCxbP8xTs8XhcfJF5z5PYhHUu3CmnDi72mfd68pOfDCBD+3k2ny6QbI8YfSW88a0Df6+vrydIR00ddgQg76nUcxw7zXaGsXWO2V6v1yuel9Y/BcooSD5HzYh0p6rm1kzKoGy325UhTD4H34Yohsa3tHz+6+vrRZ85d0p6TFJcTdHnuf4l1/Y9bKws6WyP1ytOhfdSyoIqqbcVtdRSS6VMxbaCtTLVzCfijavx4eFhYjFQtOw9LQi1ABxd5lW3gTKFet6nZBvjICy2zfOBDJDCvjs6UethurleFQZ0i0fbUWuGZqKbvFprkWYznV3dbjdxSCpR6SRuCQ07KpEtr3NHrXI3uLmu451UGkCv09AgP/Owtlaycrp7Je/xram+U2696rvlFHLaTw/fqnPVaew4d6PRKMm41S21W8IKanOuBj4XIHX6UrQWaIwRGxsbdSizllpquTqZCp8Dq1Ip/Jb7U+UcUMgpUKa+muScUU4Dd86sra0Vn9EXwLDS/v5+0RcP6x0eHhb9olbjqr2yslL4B1wzq5Z3qOzm5mZJIwJlbe1cFtQIS0tLiWNRKdmdPo1zNj8/X/RTNQ6vv3gxq0Xk+SVaIsBp+5R5yrMQNXTKPmhlMCek1dCtVxzTGpQcH/fUnN9+v58U7VHKO8+mVZ+Os4Px3JmZmUKrO2eHhgjZX95zf3+/VEtVPzs4OEisQQXtcWexLgAAIABJREFUuSNZGaucwk/zRRwgqEA8fzaTpLYcaqmllkqZGsuh1WphMBiUuBZcPAlFE3c8KYf7frUOuIoqByG1GD3GCuKh5lYgFpCtwvysCmDjWXbOF6nns2/z8/MJGImi+2FqQ2qNK1euFCFCZtvRMlpdXS3uxfngvG5ubhaawxmP1BNeBQHn+BwkdPr0aXz0ox8FgCSspxmADmLTUnkOK5+fn0/KFXDuNTriGvLo6Kh4X8jPwOu0HJ6Dr/T5MYrDZ/Twww8n2Zy0VLTAjsOa1X/lSW4cv86Hhn/ZF61WzjEQKu5Fbfb39xP2MvUhKdPV1GdldrvdeO7cuZJzpgq5yImtKmzrqbvclvT7/RKqTKXf7ydmm2ZiOuZCTTXf4mjWnb4w2k/NOvWFKsaYlGfXNjw+rs5KL1uvC6tvC9RU9q2bhuI8DMs2WPAYyHI3gOMXsKo2J2VlZaVoz/MSYozJl02VBPvHvmtBXscUKDaF/eTiroQyTjbM+Zmbm0sybRkC1WerNU6B7Dl6zUvd0vmWQ+faczjcEa7X6XbEK2UpsYuzh+vWWOkCTsI51NuKWmqppVKuyXIIISwBeCWApwOIAL4TwP0Afh3AXQA+CuCbYozrJ92HdSt0NdTS5kC2ijv9uOfNAykHgtaudISdkqwSSKLmsPeF7Stak9rBLR0g5YHQjE0HGa2vr08E2CgnhVZZBrLtkFegUoeh8wAoCIrHPvmTPxkA8KEPfag0v8CxZlUAmiM51QnMv91prGFjr0+qFaG0/gfb94pQOj/OA6Hkrg4Y4znnzp1LuCx0O+mVu5X63/Nl1Jno1bk1rOvhYoqGlLmNoVUYQkicoxrCppXM7SSl3W4n2xetPau1Pm5kVuZPA/h/Y4z/GMCnA/gQgJcCeHOM8SkA3pz/X0sttfw9k8dtOYQQFgC8D8DdUW4SQrgfwLNijJdCCOcB3BdjfOpJ9+p0OoXPYRLfgWbZcb/mey79W3kBvPq0Yss9DKha0bMxNavQHWG6T3TNr8LrvNjM/v5+wt5DDaQQaXUM6v/aP9WYHCutAbIGnTlzJoHmcq7vuOMO3H///QCOLZs777wTwHFlZp1P9cnwfK/apQA3B+iEECbWfez1esX8e66EPj+3ntQ/4KTFKysrBc8F+6uhTc8erape7eCwRqORWEnqV3JLUUPa7k/QsDzfFwdrjcfjUnkC/R1jLD7z4kvtdrvkh7hRPoe7AVwG8F9DCO8JIbwyhNAHcDbGeCnv5CUAt11DG7XUUsstkmuxHD4HwNsBfGGM8R0hhJ8GsAXge2KMS3LeeoxxueL6ewDcAwDNZvOzb7vtttJe3kNNTM4CyhlmFH7mMh6PkwQqZQjy1Vc5H5wlSK0LT7hyaLaK+j/oOec+0YE22o4yF9F/4SxMymmgsGn2kz4DaiO2r0lZntCmbE9e4CWEUFgOTvh66tSpAkTmYC2tCekwYbUcHBLcaDQSP4tGfNzHRE3ZarWS2pUarvSxK7+CFv7ROdDK3W6hasamZpuyT05pr34FzieBeMqDyrnyaJWS3TqwTufT/Tvj8bh411ZXV3FwcIDxeHx9a2WGEM4BeHuM8a78/y9C5l/4ZFzltqLZbMbZ2VksLCxU0osB2SLhmXSa68AvAc1njcE7yYu+ZB7G03tyYhmyYxvtdjvBYfDe6syj0PnVaDQKJ5IvZlopy4lttTKRVwLTkKHH+vXlokmuCxXPc3KSqhoMWj3K819470ajkSBUtU6po181ZOgp1FqE2BUFn5WSwbqjTxWNbyuazWZC5abPU0PP2t6pU6cSPAbHcubMmYRQWPM+PKSseAzdKgDHC4Giezl2ZS+vGjOv58LtoWUt5jwYDLC5uXn9a2XGGB8C8IkQAr/4Xw7grwG8EcAL8mMvAPCGx9tGLbXUcuvkWkOZn4EslNkB8GEA/zOyBec3ADwRwMcB/PMY49pJ92k2m7HX6+HcuXMJoaaa615LQc/11V6RZdQc1A6qDR2XruQbNP2pIb06tP7N9i5evFjaIgDH5mKj0UgqUNHiUEIXz90/ODiYWNlaiWco1Babm5vFZ0QJfvzjHy/6wn7SeqITcWZmprBsnKJtZ2cnCQkTCPTII4+U8khURqNRqQI2gFL40jWcZjS6o46ihMROwd9ut0uWHlC21vxdUj4Jnsd5Yfvr6+vFs6yqoaK0/9rGcDhMwG/qzK2q48H5deAf29ve3k7oBDV07uhVJexVguWLFy9OpKa/Jvh0jPG9AD6n4qMvv5b71lJLLbdepgI+3el04pkzZ9DpdEr8DcDxqq9wWMewnzlzptDASsGd3zuB8qqT02smqjPJmY60ErNra+UmoGZ1Tad9p5bW6t4OeWU/NzY2CmYfze+gOERW99r0B/Bemt/gmkqBXQ7IUqeXEu0Cx5bAyspKqTAOUC4D4PdUZ6BXSVfyWvcP8N7qIKyqrs7nQAtQYdcOwVfuDTptq+jX1C/DuQKq+SA009MrnWl41El1vVq6jk8tEB6jRcZxKmeD5+soxL3f759oOdTw6VpqqaVSpsJyoM/htttuS8IyaglocgyAJEkLSIvTxBhLcFGgXMfRiVuVb9A958pryJBdVcEctuMhqk6nU+yDnU/g4OAg8UdQZmZmJpb029vbS4heVYv6fl0tJa/bqCAs+lk8wqN95nXcY6+uribJR3w2vV4vIQ3m8zt16lQxLzxGzffEJz6xmGsva6e+H4+qaD89hBpCSMLafN8WFxcTfwTvzeep/SSd/M7OThLG1kiK819SqpLHFAiomZacK7bnGcHqr/F3STNb9bwLFy5MtBymZnGYnZ1Fp9MpTEE3JTudTjFAmmiOnQdS1OTc3Fwp9JW3V1zv2HMl7+ALU0XyyQfPL5gWJ/WsPm4h+v1+0g6l1WolWwBNUVdTetKY3XlVVbyWL43WoPSKSY1Go1jQ2F9ep049T+deWFgoMV8DKJHiOOpVt18aDtXxNZvN4h3QEB/P9ZCyLvaOw+C5c3NzCYJQv/hcvDgWjo/bEpWqELaznc/PzxeUAF6xTCuyOSZFnbgMh6uCZNscg97Tkbv6Hmih5suXL2M4HNbbilpqqeWxy1RYDqyVubGxUYTFNP+BMqkmgvIBuKMoxpigzLQsvJv+vOfW1laxEvN6ruytVitxmCrqz7MH2d5gMJhYC1Qp3ZQklefolgY41oLb29uJk0u3Q847ocjAqqrcQGZuOiJPsf38m9sJWkYhhKTeo9LLORpV2/Wx8z24cuVKYfFRQypBqiMk1URnO171PMaYOJSVg4OmP8flTksVNdc9o9TzdXQe1SJwNKoiY70+RhWVvIfOm81mqZKaXre7u1uixX/44Ydry6GWWmq5Opkay+HcuXOV2WtK3e7wYtXMvvqqL8GJXpXE1ENEGnpzZxXvrYVrlF0IyDQItbtmwvE6z/hTejm2xwxILUTiGYbUTt1ut1RxSvsSY0zCf1XVpd1y0EIynrW6s7NTOMUc2DM7O1vsjWk50FK6cOFCcf5Tn5qBah988MHies86pA/n7Nmzxd5aq59xLF6bU8Pc/NsZtnZ2dhJQkWZ+OleHijtvFQSlhXGAchav803wOmWJqiKK5Xw6zZ9aqBT+rxaqh5RbrVbJebu6ulpbDrXUUsvVyVRYDmSCAlKPuxb8cGCHhrK4T6S21Zx6ajZnMNra2ir2tlyRNZnFowAKRaXF4Dn/o9EoyarUAi9e85CiVcTpFaeHe2ZmJqmSrdwW7m9R7ebeau7btSiKcxcC6f5aLSW3wCga4fEyfO12u2ibQovgUz7lU/DAAw+U2tGK2u6j0IxPj24xSW40GiV+IQWqueanpaNV0h2speSzFPZlZ2cnyfDkfJ46dapUiVznZ3d3t/A/0DJWNjJPSKtiOKMoSxXntoocWfuys7MzMfFqKhYHEsxq2qtvEzT3wNO6NW3ZCU+qEJJqCvKe/hA0HuyOJUVBethydXW1aNu3AEtLS0lWn2LgvVoXz5mbmyucY454W1hYmJgforUi1JnKsTveQL/Y7Ce/NFx0OaecB+3TwsJCsaApshXIvnR8UbUeB/vL/rE9dRB6SJnSarWKMXhOxtbWVoJv0NRvzpWmjQPZc3R8i4afPcVe6696arkSEmu6OHDsJB0MBkVfPJ9Ix+Xp3MvLyxOLMjebzQTbozU6NQejDmXWUkstVy1TYTl0Op149uzZEoGnWwAbGxtJ7UjNNFPNDaBkbjpWXsFM3p7mDXh1bUX/+Yqs13sYVnPxPVSrGshp2TmGfr+f1LJgqErDXQ4IUo3M/iofhFs9uu1yJ6VW/qb2uuuuu4o5BjIt5zUtNMzqFphSALoVomhIakiOU8Oc3E6S/o7X33bbbSVgk88PNbkS7nJenSBFywGoY1Y/U14Grzal5Mi0DtRpyfezCgTFZ8OxaD0Wt5poeW5vbye1StmX9fX1Empya2vr+vM51FJLLf+wZSosh3a7HakNvPpSlQPP8eZK+FqVQ+B1IrUm5aRqy61Wq3Dq+D5TQ28UZfZxSjald3dKc3WSuRNW4dPUGDzGfINut1t8xjmgVaEU5T4/nU6n1GcAJX4Ap7Gjk7TRaCRUaZyz4XCYzItWznJnqvqCqPXYP/VBON2bOvw8XEnLcW5uLinyU+XI5BjoFDw4OCiFs/UcvZf7I+bn50tsWUC5mru/zzxXLRyOT/NaaHU6y5SWK/CCObRqdMzqe1K4/A1hgqqlllr+YctUWA6tVisuLi6WQmHO2QCkXlmK1lN0CKsCWZyQU2HCahUAmY/DYbdqjWjyirfD83lPahINx1bxQThBLPumxWkc3KKcFE7OenR0VFgRWgKNotBm/azX6yWJXrpHdnYhBf8QtKNEr+y3+o/0OrX8PKT8SZ/0SYUFR9+GWnvsl2v5KutOIxkOe1fAmofK1bLi3/SDsE6pZg1TNBHKmbw0NFlV5IftO2hKM0b1vdJ50fP8nej3+6XkuI2NjYnU9FOxOLTb7biyslKit9JqQUD2sjm1mqaqeqyYXz5Nz5X2AJTDOk4iq6SgNLHp/Nrd3U22GvzSz87Olkg+tC+rq6tJnJyyu7tbCtsCx1+QpaWl4ovBl4WmqGbZcSz8Yl6+fLkIgXmtiCqSXC4kWoVJX1T+9gVDQ6KeCs32QwgJ4lTzPLit1FqQnDufR577d3/3d0kGq+aleOhTF2ZPc+a5S0tLJewCcPwusiqbtqMLbBVdANv1hZT30fR8J7TtdrtJQVz9vrIPfGc1POpbI51zbj8ajcaJKdv1tqKWWmqplKmwHLrdbjx//nypnoDj6POQC4CUDAUo50vo/+PxOFmR1aT0e6npqo42ve7o6KiEcNP2FhYWEoy9tu/mOsepdTLcglCTleFcdTp6mFPnxLdgCgxShy5Q5iGgA5IhQrXEPNtUq065A1StDM9VUM3u+QUa0nTnn1LjO0W8ZpY6cWtVXQeng6+q2M5nrBaAkxYPh8NSuFfHHkIogdb0HM249TyWg4ODpAaG1l31cgoKdPNtjNYLVUDWSQjJ2nKopZZaKuWa2KevpxB4o5TyAEphSM8w5LkbGxsJ1Ra1hRbKccads2fP4uLFiwCOuQk0TMc+uHWhYUB3WjabzYQ8Vp1DjvNXViqu9vSpaLjNOSXUkeaZidwrdzqdpLoU50AddlXVqTRUqvMSQiiOOSx9OBwmjmFKjDHJEFT/gPNNqN/Gw7CqoTkf7gDd398vrCavh6nzoRYR78N70HGn13mFM7UONAwOHGv7/f39hEVKHdr0l/F8tru4uFg4b/mecS4ODg4SbhCtSuZZp+rrUjapSVYnUFsOtdRSywSZCp8DmaDG43GhlTxRSLW1+xe0nJpzO2pRFGpyrqLr6+vF38qtyHtOIv7UkmJe/EWTlpSzkH3iZ9QISgbrPhXlmFB2IOB477q6upqEU2m5qHfdeStGo1HiXa+CYXv5Pa1d6WFApdf3TEqFgHMsCmH2+qdsV+uZkueCyV0xxqLvzieq5Qzdgtjd3U00ahXM2yM1Wu7PMza1fipFE6E4pxwX29XiNFW1L9kH9y8cHR1NrEyudUk9uuW1QHMi5ekNZbZarbiwsID5+fmSKQag9OV1U4kPamNjo4g3O3ux1jbwHIm9vb1kEjXMqRl3PAaUacaqKjxp3oNer3gMN5UPDg4SdKeGbictVFoTwbceCwsLlXU82EdP9VZ2Zs9f0foViib0MfAenrU6GAyKY05hNh6Pk3R1Zfd2zIo6Fj0HhKIKg6ILgOfSUNT563Ur2u12gkJUtCGfkde+1FRvn+vt7e0klV3H62hLdcryneX56kBVjAVQzungd6TT6dRkL7XUUsvVy7XWyvx+AN8FIAL4ALJamecBvA7ACoB3A/j2GONw4k2QWQ7z8/PodruF+cNVUanZXFtTVPMorpz3cSow4u8XFxeTLDtdYR3Qo9rbnZxaYp3allqCmlYpwzVEy3M8m5P9VYANRfkquEVhO+pk09x9oLxdc8o6HZ9XtlakJdt2i2V/fz9xfPL9WllZSWqV6tgd5ce+KAErfyvIiPPIOaBjWYFAXrHs8PAwCTuqw48OYVoxNOU118Hp9TnfQPn9Yruej0KJMZburzI3N5c42HV7x/nTLFWKUyNqWFy5T07aVjxuyyGEcAeA7wXwOTHGpwNoAngegFcA+MkY41MArAN40eNto5Zaarl1cq2hzBaAmRDCIYBZAJcAfBmAb80/fw2AlwP4uZNuQmfOYDAoIMrUcFX1Cl3jqYbUaslAOQ+iqi6i570rxRrP8xCahjapKdUX4Ku2aidqF+6pqV329/cTp5xSe/Ez3+teuXIlIVBVMlmnllennM+L5q44SaoCdHi+sxP1+/0EyKNzzTE4y9TOzk7y/Dgvp06dSpy+PFefLd8bD8sCKRydfdWxc57a7XZhRWi1co5FQ4k6rxoW9LlTgmD6Bajl5+fnJ1pGauF4WsDy8nICkFIIudPtKWUh3x1NV6iSx205xBgfBPATAD6ObFHYBPAuABsxRrq7LwC4o+r6EMI9IYR3hhDeWbUA1FJLLbdWHrflEEJYBvB1AJ4EYAPAbwL4qopTK50aMcZ7AdwLZKFMIFuZucJWJVJ5mTENXyroCUCJX0/BUsDxyjwYDErwZf0MSCsqq4b2kJ3W2nSeR/X4cyX3RCMtQONVlnu9XnEPLS/H+/Bv7nXJIxFCKPri0Z8YY6JlNTPRrRDOk1ojfA4KAHPrTAFIk+DFi4uLxb28lmiMsfiMIUxqPi09yGeklP0cF/1Yyq/hURh9Dh4togwGg+I8vp+8d7PZLNrms+XzUCAerRhlJ3N/gr5Tntym4U4nBlaLwN8lztNoNCr5tk7yOV7LtuIrAHwkxngZAEIIrwfwBQCWQgit3Hq4E8DFR7vR0dERNjc30ev1ElOJ5l8VY3BVqMhDN1FKuPMYF46lpaXk5aeZdebMmaQ9JZz1WoRVtSkcfadVn/wF3N3dTYqe0iGmXxAuYkoIwhdNtyhA9rKwz5xHxR/wy+N0ce12OwkDKhrSazCoM1HnHThezEajUVLjQ52/TqmnWznPR9FFzbeFSu7LttmuOrudmEUddlQwfCeYlatbAHcCj8fjIpzu4UclHNI6LOwbx8N3WAl2vHoWRbOGvZ6mflfcid/r9YrxKG6jSq4llPlxAM8IIcyG7O3/cgB/DeAtAL4xP+cFAN5wDW3UUkstt0iuNZT57wF8M4ARgPcgC2vegeNQ5nsAPD/GOJh4ExzXrVCzm6KgE2oVJ/Y4PDxMNL9e7+QkCoJy7a4oRTdZVWN57UoF1bjTSrcS7DOPUesr9buHToE0T0NJcRxQpdsgJyxRc92p92mp7OzsJJaY0t87WlOdeR6y0xwSLy2geRhKNqu/1dHn25HxeFwKEwPlrEfOA8ei6Eunyef1T3jCEwpnoVd639vbS6jq+FxijIlDUp2Q7sDU5+CgKzX7laLfx+6cEkqg7O+sOjs1RL++vj6R7OWaohUxxh8G8MN2+MMAPvda7ltLLbXcepmKrExWS1ZACf9WSLFSxgEoAYOcnUjDiK7FNOefGor7UWU1cgYitt9qtZJ2VBtO4nM4PDxMqNDVoeXFV5TC3ceuITQnyVWAlTs+Vduwz7ye3A1zc3OJBUdRZxeFfdvb20tg05pX4gA3zajkeQp+ArK5ZsiT/ha+E7Ozs0kGLGV3d7eYBw8bj8fj4jqv7HX58uWiD1X1TD0Ll2Nqt9uJA5N+Ic2NcdCdkgA7EEwp+5V2nn3SUgkASlnLPL+KsUrD2p6foVLDp2uppZZKmZrEq/n5ebTb7QR2q1x7XK2rqld7Rhv3z8ra5PBdrcPoEYbBYJCAn9R34ftf3d96WFTJU6nheL7uF6nZfOya7ejaXvvn49SwrHMsagEaCud3e3s7CUXy+k6nU7TNOeZ41SvvHBPtdrvQlrQENBTtGaKa0MbzPDK0sbFR0s56joZVHZ5cFW3iWPb29hJ4uEYRqghidZ50XGppUjzZTa0wf8ZqOTj7VqPRSPrAuT99+nTi71I/iGawTj3BbLfbjbfffju2traSdGVOrNbD9ElR9mIn1Nzf359YL2FmZqbEKA2UQ6CedqymmTu5KP1+P3kwGtZTZByA0ovoTiTdXnh9UDrLlETE0ZpVlaSUDMUZrdWh5SE+Ha+HhBXL4NmjHG+r1SrGQPNXyVP5Jed2Qhc8r83Jc0MICSmQIgEZWmToTqnd3KFMTMLp06eL83m9kspyfFxovB6nzgc/29zcTJziul32d0+dwP7OKwGQf/GV0sC3GrqtVEfrww8/XGdl1lJLLVcnU2E5NJvN2O/3S7TunuugmZhVITF+7hbHcDhMQks0a/X+Tv2u9Rk890DLmFeFSal1Kbxudna2aMerdvX7/YS2TYFHvo3RStpOX06ZmZlJtiH8raauz8vOzk4xZ+yvOuJ8a6T9ddCNbpG4bfJQb7/fTxCOygvhSEANZft2Ui0QnufWwdLSUgJUouj21dGeSlbsXB+K0vX50arXDuRSfgV/hw8PDxMnpTufgZScV3MmaDmog5dztra2xirfteVQSy21PHaZilAmszJV83j24XA4TKjAlE7La1AqS45WbNbrVBR2y3apHVwzK8xbacuBbPV3Wn0FZrnzUC0OBwep04z9czBNs9lMGJnU8eqVtdRh6IVnKP1+vwj/8TNed/bs2aSOpoKifFy6D3aQEO+9traWODk1r8XzIDTE7GFjzS+hdeBZvM1ms/D5+H5fIdnnz58HcKx11Sp0iwUoO57ZDpBpe45LIc5s161lZeRyS1h9D26h8r3b3d1NHK5qlbJfCwsLJfCdS2051FJLLZUyFT4H1srUEKFrntFoVFldGyjvE91brplnXmtRr+O9qOXPnj1brPIOFNFkICcoPTg4KPZ59GizT1Wl3VTbUJt5lmS/30+gtWQ8Go1GSfRG98pqXel8djqdxD+gbTj4hqJQdYoWC/J6mMqr6HwYml1bFfrk9dTqjExo2NijRcoc5oxcTrOvfdDwIbU8x8Xncfbs2cKicm4JLS3g0R+F6TsFfxVRrCakUWi1qkWssHUdpwIGNXsXyABhypd6UrRiahaHhYWFEnGrf9lbrVYJvQiU494erlQuf0f7KXErMfbuFFKno7Nedzqdom1ONM3ZmZmZou9uumrs3Z1d3W43qZ6lD9/JcWlS3nbbbQWy0c11rc3Je+u2iWN2Z5lm9Tl5i9be8C+0hh19UdKisJ7qfebMmWIh5fPQdGetHQmUnalO5KILsRadBcpfZHfwas0OJw3mXJ85cyYJtWpWaFX6N8/x566oSF/gtE4s31Ue87qt2p5uQfz7oyFe/Xt7e7uueFVLLbVcnUyFQ5JVlNQBw9Ve6xxWka4A5XAeNRZN+4ODg4TwQpFvbuqqE8m3L5oxSK3gpKCq1dxs1/CotzcajQqt7ph5dVp5zczt7e2iL7RUdDvjForXQQBSU1e3B7R6nNxE+6LhUa+Pods8RxxyrlZXV5OKUHof9q+Kbr2q1iXnzjkNOPfKk8B702LR5+nv0vb2dhLyZhvD4bA4z8sraNtePmBubi6pb6I1LrQuBvsOlEFQDvZqt9sJOpT3VJSnZthWSW051FJLLZUyFZYDkK1oIYRCe1JDaX6D79eoKRcXF5NKypSdnZ2k0pXuh73IjFbU5v3dGdhqtRLHompWtscxKFCKVkRVcRvPtyCgR+G+DpCKMZYcX+w7P3O6MF53cHBQ3N9DoJrz736FKgoy3a9T87IPmi3pdPyUpaWl4pjSvFF8302ZnZ0trnMmqb29vcRa4n0uXbqUlBSgVdPv9wvtzPbYhuYluCVwcHBQPO8q0Jxqbu2T0ra5w10zRqucql49nqIkx+5X0sJKauVWSW051FJLLZUyNZYDV2Luxbh66x7SSTpVyyszEpASqqoo25Pv5ahJdK/rkFflifRiMwsLCwnbjwJRPJymiWYO0tLsPodWqzb1Ks30qM/MzCQEpSoO2tHK086CpBrPtZ9aJZ4hqCXsvBao+oXOnTtXGrsyXvl1FAVIuUWlkSEl6gWA22+/PcmcVfYlEtkqlJ5j8YgZRetTuhWr1h37olYprSuPhOi75BXmGWkA0mRDpbRXPkqgbFWEEE70OUxFKJM0cWq2VYWalAJMRWPa/iI0Go1iAqqosyaVjNdwJedItzjuHK36zMei4VGv0FXVnoZxeUxRcGyDLwDbVZPZMQVKTjMJkalz4aG+4XCYZLeyvYWFhcrUd96zKiTMeXHCVg3vaa0NvX52drZUrl4/0y8dFz2lrGO4l182zXZ1AhhFmTo1ni6snreieAWnHNSwLMfOY/ytSEcvFL20tFQ4IP27cnR0VMog1n4uLy+XMC+XL1+uszJrqaWWq5OpshyUbNOzFzUXgCuf4tupJXyFnp+fL1WOAsr0a0rSARxrZnVoeR0K7QNFszTZjjs0x+NxJYEIP3POBWr9CxeUD0feAAAcQElEQVQulGjqgWONcObMmYQMRWnAtKo2jwHl0CL7x7HPzc0lWkmRoErvBpQdtV6ZS6tVOTGOPkcHHFVliHquSrvdLuaKlsOlS5eKcbrDTZ2CtHY8B6HX65Wo2IBqJ67n1BwdHSX9VAvXczj47m5sbBRjZf90S+WkyFU1JzyMe3R0lFQ48+xhjuskspfacqillloqZSockiEENJtNbG1tJZlpqmHVAQkcr6KdTqfYexJDTu2kdG++f9PQm1aKBrKV2fPr9RwHl/C6+fn5pNIStZpCwJ1OTStpe8bfwsJCsvIrVb1nempmq+eqKAiKx7z6uALHnDBWw80e7lQGIopaQRry1N9AylSltG8O1+b/Dz30UPFMPLSs4UNaM5TV1dXS89KxrK6uJiFQhWS7lcbnopwNTo48HA4TP5nWG53ELaHXeehUeUrU8cl21TrWc4bDYYkFqwZB1VJLLVctU+FzIMEskIbAqKW0mjRFQzdOEa/WgmYN6m/lO/AwKZCyUanH2FdcrSDNPTH7y/bPnj2bRFN0fF6aT8O4Hs7Tfrt3XP02POZ7VtUamvzFvrh2V15Kh0arT8ap2/n/zs5OArbS7ErfN2vtU1p3XitVi744p+fh4WHRP86nZvo6Fyef1dHRUVJ3VfkyPIFNOT/8Or4Hu7u7iXVHn4drcqAMreb9nd+k2WxOhHJrkptXSd/f3y/5JjY2NiYmXk3F4tBut+PKygparVaScakmrGfC6aS4yaqZmI5YU/OdDiYnhV1ZWcGFCxcAHOPuKfpgPCtwdna2eNj6kIGy01Ep4NgXr1iloTGO9cEHHwRQJq7hVor35nZGcQDuXNWqVpoFyL5x4fDCvZo56zVI2+12khPjzkv2GSinkfvCpriOSTk1+qL7l25zc7N4lo5haTabSWhYnbOews6+LC4uFuNxlKgqKM8FUQSjL1SK4HUMRKvVSlCa6iT1Mei2kn8r5Rznl+2FEGqHZC211HL18qiWQwjhVQCeA+CRGOPT82MrAH4dwF0APgrgm2KM63lB3Z8G8NUA9gC8MMb47kfrRKPRiL1er7L6sYZyPIOS53Q6nQTwopmUTj9PTXTu3LmCvMOdXoPBIMH0c/WdnZ1NSD01/OUAG0VWuhWjNTOpHWgVUJMcHh4meH+tH0ltWcUV4Q4tp/DXz3S7MImQVitvOb/CeDxOnLBKWONjV+ev5wLolsfJU7QPzoWgWb1KNQeU6fAcsajbRL8n30nNoPQKZFrN3ZGxitb0PI8rV66Uthh6jlrLWt+VffH+6vaL9/Dvg1Y0393dpUP7cVsOrwbwbDv2UgBvjjE+BcCb8/8B4KsAPCX/uQfAzz2G+9dSSy1TKI/J5xBCuAvAm8RyuB/As2KMl0II5wHcF2N8agjhF/K/f83PO+n+7XY7Li0tIcaYwEQ1F8FXaw23MZTpBWE09Ka5A0C2QvNYVfGWSTTrg8EgYZyqKrDj4CstasNcAloLShPn+9nxeJxofA3neT1M3mdnZyeBOuve0yn1dI9NbaZVzvm/W3DKgTAJdDM3N5fUyqSmHQ6HBbORg7U081IrnPF/rWAOHIdjG41GwsikgDcHHCnYzvMmFJ6sDl29LoSQWLR8JwaDQSkcyjHzOidHVguL0GqOXR2+nHcHyA0Gg+K9pr9MfXD6Pdjf38fR0dF19Tmc5Rc+/31bfvwOAJ+Q8y7kxxIJIdwTQnhnCOGdHgOupZZabr1cbxBU1QpUaZrEGO8FcC+QlcObnZ39/9u7lhbZsrS6Tsb7le97oa7dPgZOtHHkwGFDTxyoICh0I1ioIEKDU2kctJPGgVNxUKA4kYYeaSNI0z9AkZrqQHBiVTV5b2ZlZGZExuNEZG4HkevkOmvvyLx1q7SCZn+TmzfixDn77LPP3t/+vvWtVUuFcfblSnd0dFTNqCoXBmxmUe4nldMP2MyYDofVSLinq5SjQOMParoCcVUj4et8Pt/q/SgLj8KKaR7j4LkPDw+3UpTv7+/XSFyBx1VePTFnBtJiLnpdvIfxeBxF6lVIiPfl6cdmsxlxWWg/8Xr0nuhB9Hq9iJCW1z87O6uu58Srt7e3VWyD98zsk7Io0TTt6KlrjSVso60viiIqjlOvwvkc9Pm796nm5L+avfBKTyU99mpcpc3nd3xGKhakEPptaurAu08Or4uieE+2FW8ePv8YwFfluK8A+MlzJ9MtgyPPUm5bSk7ec74kXdVgpeZ3+Tuv11DiWMdMKGUaXygnL9V6DT5sPtDhcFi5gF4nUJZlJCKrKD62U7H8PNbrQzRw6vqZGtDU6kbt106nE00OqrzEvuLv6Mrf399HQTW6vsfHxxHKT++T33Gy5gSi4so0ZYX2bQyfi1YmOoUggIhhWin5fFuoQT2ORycm1rY4wjWlsanIUU+Lq3qXYiW0zxSRyXvnxKgVoq6hoqzVGlhP2btuK34I4P2Hv98H8E/y+e8XG/s1ANfPxRuyZcu2m/Y2qczvA/g6gFMArwF8F8A/AvgBgJ8F8D8AfjeEcPmQyvxrbLIbMwB/EEL48LlGNBqN0O12a9V5Tn21t7dXrSAOlGo0GlFQTas0vVJTqxCduERdWKdfUy/Gtw5Ki+ZAGU0jsc2eXu33+5GrqlwT7sWk9CccfamAF7qPitRzb4KrzGQyifQqNJDmHpymDz2oph6hc2ekCGgcCHZ3d1et0hrAZJucx0OJebZ5hUoV715JURRVn7EyVT0zB5V5cA+IeTzKsoy4GnjsdDqtba/0d6vVKvIYn1rpvcZC/1YeEW5XuZ3bhpB8dlsRQvjWlq++kTg2APj2c+fMli3b7ttOwKcbjUYYDoe1FZIBFQ1Mev2EAqQ4g7vuo3ognKG1Us3vX1cbT1dy9e12u1Gtvwb6lMpLvyvLssbfANRXShU64T0Dmxmeq4IqU/NeUsAmXm+bZmKv16vO5TDqVNCR1zg+Po7SgFzZx+NxxKJE29vbi6DK9E4mk0mkJs3nub+/H9HP01J1M7pCptLaPI8/t5QIklPzqfoWYxuaTt+mlq3Vp06/t1gsIgkEr4PRz9heV64CHp+/ihLRVK+Vz3s4HOKjjz7CYrHI8Ols2bK9ve2E58CqzEajEQFJuBKl9ta633fIq8KFHXKaql5LiaM4aa1G8B0CzFl7sVhEfAeqQu1FOQo95j1zVdFUrccaFE7L6zBazXNeX19XgidMs2nNv3MzKnmqV51q/2pqVq+nXJ7sH1Umdw4LZTzycyuQyMV+dE9OD5PPWKs0PQ2oMHMHP2mqbxvLFxB7KDxWU7U0PY9qfwL1MewANR0bPi6VH9Qh8Tz3aDSK4nI01Wtdr9e4uLjYWni1M2QvlBTf1vmKWPSXVn+nRJrA5iFoOS5QJ0zxB6K5dA/wadWd/04rRt3NTwVAaZoCddJSLV93F1WJWjwFxklQt1scXJr/9roLDX75fWkgjW32+gkdzF4jsbe3Fwn+qoLVtgmn3W5X52K/qmIWJx9HuGo9g5O9nJ+fV+PDsQzr9bo63mtxer1e1RYPUne73WqcsXJWn7+Xhmsa3kvLdYLkPTD1qpotTCE7MbCSxDjm4v7+/klsg1reVmTLli1pO+E5UNJeg2QenFE0l2sU9Pv9atYl4EiRZDRP6+zt7UUqTJyZB4NBxP+gYCpe2z2B4XCYJOYANq69087TlJbOA6Cj0ShCRiqiz3kuVLnK6xlSNHhO2a9ek1PkNZvNiCBHvTtfxbituby8jBCLGsR1b4LXHw6HVTtZP6FBZiWTYRt4T/78lHQ4pa3Jc7Ndrm2hrrwjeZV3whGPo9HoyWA6P1MVcD1G70FreZziX5/Lti3Her2uAsgapExZ9hyyZcuWtJ0JSB4cHNQCdh5MUkEYDyJqStL1GxXU4qSiqiTl4Kl2u12LB/Az/qsrG1Cn43LCVtrBwUFUU6GUbhp81e9CCFF9gQKB2B/0EtT78f5UHgmndHvKlDLeuRd4v+12O1ptNQDnv1OAlgfOlEJOVacBVBWcnU6noqJ3PdSiKGo1JkA9lsN4CU0h0+xPjwE1m83qnK7Xqvt8B1+pZ6TCM2yLg5fYT5PJJKqf0P51sJxS+dE0/c5j2LfU6fyiqzKzZcv2U2474Tk0Go0wGAzQarWiVCat0+lEK7LOuA54UQisFxZpWtBr6TUL4bwKej3fp2tGwoFHqWIup9kvyzKa+bnP1D2y63bO5/NqD+ncEkBMj6/sWVz1vGhtvV5H3BdckcfjcbVycxVTLk/3DrSvnd1LeUIdcKbt9OIv7Qunc+d3KUkChdg7TD9Vecl/lerfMzRKLMzPeAzHqWpeetGg8jnQK1EgmWdxFPKuHqLe53Q6jcoJ1JvQzz4XfPr/w5j+63Q6EbmqBvVcZJUDttVqRXqWqqHIzuBD4wszHA4jmjfNpSs9GPD4sr58+bIaVJ4K0xShk4leX19HIrKsPtzf349Qe0xfjcfjaDLiMcpMrcFGYDPR+TbEXxjtY93OuIKY5tk9lamD0oOOWtHqClSaevV+dHITtkv/7XQ6Vf85mYpuUR3LADz2v4vzaoDXdUJ1vHi9znw+r20H9B50suWErMFLr+vhi6w1PJ7i1RSoM2kPBoNq4nbE8Xw+f7J8XC1vK7Jly5a0ndlWDIfDmiK2k6JoqsgpwLvdbkS/pasUZ02mN2lKtumew2AwiNx0DRg5ik5rEXwV48qsx2nKje32LQ7dxclkErmJWg/h1ZxaReiK32zLxcVFpA6mwKVtbqkiHX3V1ZWZxn49OTmJtBsU5KWU8tpPb968qdpJL4HpUdWEdDWzEELVR3zu2l4nDNJnxLbQQ+K27fXr19EWRYOl9BTZBo475Q3x62lK0msqZrNZVA+koDRXMtetio8FrVrl+fl3Dkhmy5btM9nOeA79fr/GaeAgjtlsFu2XUypV/B1Xnv39/YiyTGGmrr/Ic3/66afVnj8FsVWgkVqr1Yo8HGVj8nvQvajW2bN9QH2fr7BbYJPW84AWr69grZSuomtB0rrdbuQF6IrFlYcQZO7JQwiRirjGSnx1pymwyuMuyi/qq7WCrpxaT+n3nAFMU7fuFSoQz8Vt2u12BH7TOh2OR3o2eh1ngFIPl6u6Qv55fVcJU0kClV/QY1SRzeMSvV6vBn6aTqfZc8iWLdtns53IVrDwSslZvdqu2WxGUFCNBvuMzBl9Op1Gqy2t1WpFkVv+e3JyErE8KZDF4wMK1uLq9d5771X3x/N4SlKh0p6m1Mg/+8N5Ga6uriIOBeVv5CrmVX3aF5pNATZ97irimnVw0R5N+Xr6VwFaLuiiq756esBjtml/f7/6m6YeGdvJNimYzfkXGbu4ubmp+oPX0+yTMmIBj8/x9vY24s/kMb1er6qKdRYsjUfwM9XT5O8cqr5eryN+SfV02f/OQLVcLqtzsV8UpOfHb7Od2FY0m80wHA5rD9T1EZfLZeR28Zjj4+MooJiSeXfKrXa7HaXXNLfNl5yDSl1fpyXTdsp9Aahj7T1Nxm3J+fl5NUg4ABRrz0lS01y8npOo0KXXsnPN//O6TmSrKVCv1+Bgvri4iIhUFTPAScwJVRVXwX7VazjhjN4T2+AEOyGEKE2tKEUXZeZ5bm5uqhfDX5Dr6+vq/theDYrrC699oJWlXlav2qqeqr26uto6cczn8+ocroamRDB8xqotwuvwnPqsef77+/uslZktW7bPbjvhObTb7fDixQvc3NxERCBaE6/04UAdSej1+Zxhz87OIj4HRe05+aimlXR21++Ojo4ijgF1w7kaeS29cjY4ZbwiMp8iyeVnSo2/jZMiRRemICEnzVHQkJOTaNs8IKlkMXxG3E4QJagBQq8hUJp1B3mpXmSqfzRAB8TaH0DsrquyNU1Xdqd11/Qq+5hBblUX88CuIl79Gelz4T3Qc+T19HfqTfB+fSusXqkDwFSzVIOVD9Wy2XPIli3b29tOBCTX6zUuLy9rqtA0JWvlzM+VUfddXgugTEK+B1QQiMN0NQjoZKA0Qr15DuAxMDUajSLVZF1RvDJUf++05RoE9HiJVo86pwT/f3BwUNPiBOqU7x4gTNVmeGDrqepKDSzyd1wNJ5NJlPpMcRo4THy1WkXpSlXqUk1NoF7v4cAjWqvVis7FNiktHZ+pUt55TIRjREl5HUSlHmpKa5Pfucpbp9OJeCeU/NbT4nqMUxRq2lNrR57aOWTPIVu2bEnbiZgDRW36/f7WfXdZltEenrZer5OrA1CPHfjqpJV7XN31PJ72U3CTA3r0Gq4irXs8r+vXqjuPMKspASrwuFqMRqNqxfFMhnJP+n3e399XfZtStuYK5anXu7u7iD2JnpUS4TLWwPYqvT7361qY5lqlCkYjfJnwaZ5zMBhUsRembFOcnP6sVATJuUe1rz0Frqlo9p3CytmPPiYGg0FUUEgPR7MlWqXK/nTZxBSzGc+h3znBL5+ZyxVMp9OtVZk7MTm0Wq1wfHyMsiy3DmYNTKXo25xBWR8sO5gvneoLbKvYXK/XEbaALrJiC3zLotRs3KqoLoFPDrTZbBal1XTCcVZmpS5z9SZFPnoKTfUwPfDGF3o4HFZ95ds8dXX9RfZ7BepbFkcv8jwvXryoBr/XWGj60LddBwcHVbDY2bmB7SQoSqzjJfcaHPWU8mq1qn7HPtOaGk9r64TOc7G9OtmqFqe2qSzLrVWud3d3UZ2Go4tTNp/Pa1opD+MnBySzZcv29vY2Wpl/B+A3ALwJIXzt4bO/AvCbAEoA/42NJubVw3ffAfBHAO4A/GkI4UfPNYI0cRogUbAOsJm1UzX7QL1G3VOFzWYzoubSe3Y9S926ODpQ6xR0BmcbgDqtmVPTz+fziHeCq9LLly9raDs9t26NvCajKIqIKFYBUq6UpHUQ3p9c5TXoyHNz1T88PIzcbU0x+2rGPtO2sH2qgenISq+14LWBRwX1brdb45IAHgOnr1+/rm13gPqz5u/oLb169arqX25VHJW4XC5r9HVA/fn7GFRtE9fWVISsI385lk5OTqrv3DNmfwOP44vPaDgcRnUoHFvD4bA6bjQaPUn28jaew99jI4yr9mMAXwsh/AqA/wLwHQAoiuKXAHwTwC8//OZviqJI66Nly5Ztp+2tYg5FUfw8gH+m52Df/TaA3wkh/N6D14AQwl8+fPcjAH8RQvjXp85PPgfdu3qgqNlsRipYOjtuo25vtVrVbOuqT/RWAET79vV6HQWWlIWHs7WmTIF6VZ+rdO/t7UW0XwrxdcJWZfHhyuHEqJeXl1GsQT0dX6loRVFUbeAqqGkzZzXSFd3bqbwCXjOSgnl75azWMzgZ7HK5jMh1lQ+CHpHTrGsVqKd6U1qZ6vEoXFrbFEKIVMA1JerpUf7/9PS0iqH4+6btdA6Gi4uL6JkqZZ7rmOpY9PIDrbJVyYPr6+vP5Tk8Z38I4F8e/v4ZAB/Jdx8/fBZZURR/XBTFh0VRfLgLQdFs2bLV7XOBoIqi+HMAawD/wI8ShyXf/BDCBwA+ADYxh2azidlsVqtWA+qkor4q6Z5coc3A44qn3AsOmdW0DmdfJTZ1PUwtpPHMAttydnYWVXMqPbjHHGgaZXdwy3g8jkA3Cm5h2z1Vu1gsogI0rf13L4S/H41GODs7q32nKVB6P14wpHBm7uEZH3j16lV1Ts200LxASOMgPJ6RfhU8cjEiTe/xuXmcQAu93IPQlLmnH0ejUZQy13bzb89yzWazKLvF7xaLRY02HqhnfFLxC6DOAKbj0q/noKvLy8vouW+zd54ciqJ4H5tA5TfC49L/MYCvymFfAfCTtzxfTQCUpiK4GtwC6qk+Dv7z83MAdRyBK1bRVA/CkWjKCuwvWFmWkQupKTun7VJ2YA+0KZ7DA2i0brcbBfo0EMe/nXhX6cI4cHXicdwAr6EUcnwh+VxOT09r2pHA44RVlmXFTM0tnFZnusCwphMVoQg8PttGo1E9P0+vavDXXXMg1jehabDZafSUKdoJfXT7yv7gvZ+cnETl32yvBnE5mWl7HcugC5YTuWha1vtTkb+e/tUAPxdATWen7J22FUVR/DqAPwPwWyEEpQz6IYBvFkXRKYriFwD8IoB/f5drZMuW7cu1Zz2Hoii+D+DrAE6LovgYwHexyU50APz4YWb7txDCn4QQ/qMoih8A+E9sthvfDiHcpc/8aNQ06HQ6kUuuaahtFGKqeOWr4Gq1igJa/O7m5marypS6jx501JWIf3PW11STBxb7/X7kGnMWL8syCh5pX/jKzwCXohK9gpJ9A8Qua6/Xq9xLV4Ber9eRErMSpbgug4LTfIvD3y0WiwgZqUHgbSQxSgDk3BKz2awWeNb7HAwGEfJTqeY9+MdjlULf07gKyOJ33MbqlpF9p3UlTjnHYw4PD6NqYwXWcZy4LqlWx/q9KHI0VXejW7anFLefnRxCCN9KfPy3Txz/PQDfe+682bJl223bCfh0o9EIvV4Pd3d3EWZdgSEOrEnt2zwA02q1Itiu7hs9UKRpUu7dXWFL922+r9X9nlOHd7vdqH5CvR/fJ/Lcq9UqqlakpeogNFaiwCY9Z6fTqT7T6kiex4NcqVWXKziPvbq6ioBDqirtCtNs23g8jpTOtBLW26cxCMYD+Bn/PT09re7P+SB0tfa9/Gq1qsaXQ6RVScpJgOfzeRRoTVX1uhRCo9GI4gJaE+LjhP07n88jVijV+KTn4CrkGghvNBqYTCb/p6nMbNmy/RTaTngOe3t7wWMFjHprQQ49APld9a+vdFr3zhnV9+TKvuQwauWC9HMvl8uqnYT06u+3FS0pJ4WntI6OjiKtROV0dMYqXkOrOT1uouI0fp/K9qSFaEC9UlBVwPk7r5jlObUwyaPsKhpDU7CWg9F0pVRafG2nalc6RLosy2rVdOVv5c5gDEjJYfV+tD/0XfGVvN1ub824rFaryqPheFEOB4e4c5wXRRHxMWiMhd6H85eqJIHHW2azWc0LXS6XuL+/312tTOARfeaDX7HrHpxRV9BfAlpRFFHakJPFzc1N9be7dP1+v/qdV+npuVwDUdOQPEarOTmYVJMC2Ax0J3nR1KnXaeg2xgOtNNUQZZ+9fPmyup6n6lLbCraBg1qJRGiq6+HoR3/ZgfgZTafTWjCNnwGbF9NJc5SizenatO9cnUq3PB7A1BfGa2oU8eoEsfwdJ8/UOQeDQbTtcfJbIB7zh4eH1Wc+hvW507Qa0xHGOpnxWbpYtVveVmTLli1pO7GtYFWmYtfpWnEl0YpNriq64nF2p5up6SfOqFzBP/nkEwB13QqvAm02m1E1Jlf2siyrdtGlU94EpwrX1JQjQNU153W84q8sy+reqaFAV/n+/j4iNtVzphSdeC9eBahUeVx1/TkoAYlvGebzeRT01YpYX/0Udal/A/WV3IlsU2NWuRporg9KgFy/34/qJ7ia3tzcRClMDW771lQBea6ZonUYXr+iqFkn1eVWR9OqKa0Wmm+7dCz5du729rZWP5QVr7Jly/aZbSc8h6IozgHcArj4stvyYKfIbUlZbktsu9IO4N3a8nMhhBepL3ZicgCAh+rMX/2y2wHktmyz3JbdbQfwxbclbyuyZcuWtDw5ZMuWLWm7NDl88GU3QCy3JW25LbHtSjuAL7gtOxNzyJYt227ZLnkO2bJl2yHLk0O2bNmSlieHbNmyJS1PDtmyZUtanhyyZcuWtP8F44tGP4FZ36cAAAAASUVORK5CYII=\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm_calc.calculate_DDM_matrix()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Digging into the DDM xarray.Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the dataset created after running `calculate_DDM_matrix`. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "    framelag          (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n",
+       "  * q_y               (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q_x               (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q                 (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * y                 (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "  * x                 (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    first_image       (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n",
+       "    avg_image_ft      (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n",
+       "    num_pairs_per_dt  (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n",
+       "    B                 float64 211.2\n",
+       "    B_std             float64 1.491\n",
+       "    Amplitude         (q) float64 -211.2 2.585e+05 1.024e+04 ... -1.699 -0.52\n",
+       "    ISF               (lagtime, q) float64 0.0 0.9997 0.9892 ... -4.952 -19.73\n",
+       "Attributes: (12/24)\n",
+       "    units:                   Intensity\n",
+       "    lagtime:                 sec\n",
+       "    q:                       μm$^{-1}$\n",
+       "    x:                       pixels\n",
+       "    y:                       pixels\n",
+       "    info:                    ddm_matrix is the averages of FFT difference ima...\n",
+       "    ...                      ...\n",
+       "    split_into_4_rois:       no\n",
+       "    use_windowing_function:  no\n",
+       "    binning:                 no\n",
+       "    bin_size:                2\n",
+       "    central_angle:           no\n",
+       "    angle_range:             no
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n", + " framelag (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n", + " * q_y (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q_x (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n", + " * y (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + " * x (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n", + " ddm_matrix (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n", + " first_image (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n", + " avg_image_ft (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n", + " num_pairs_per_dt (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n", + " B float64 211.2\n", + " B_std float64 1.491\n", + " Amplitude (q) float64 -211.2 2.585e+05 1.024e+04 ... -1.699 -0.52\n", + " ISF (lagtime, q) float64 0.0 0.9997 0.9892 ... -4.952 -19.73\n", + "Attributes: (12/24)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference ima...\n", + " ... ...\n", + " split_into_4_rois: no\n", + " use_windowing_function: no\n", + " binning: no\n", + " bin_size: 2\n", + " central_angle: no\n", + " angle_range: no" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(ddm_calc.ddm_dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Notice the data variables: \n", + " Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n", + " ddm_matrix (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n", + " first_image (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n", + " avg_image_ft (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n", + " num_pairs_per_dt (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n", + " B float64 211.2\n", + " B_std float64 1.491\n", + " Amplitude (q) float64 -211.2 2.585e+05 1.024e+04 ... -1.699 -0.52\n", + " ISF (lagtime, q) float64 0.0 0.9997 0.9892 ... -4.952 -19.73\n" + ] + } + ], + "source": [ + "print(\"Notice the data variables: \\n\", ddm_calc.ddm_dataset.data_vars)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Within this `ddm_datset`, we have the DDM matrix $D(q_x, q_y, \\Delta t)$ stored as `ddm_matrix_full`. We can take a look at a slice of this matrix with the `matshow` function in `matplotlib`. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'DDM matrix for lag time of 0.288 s')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###############################################################\n", + "# Displaying a slice of the full three-dimensional DDM matrix #\n", + "###############################################################\n", + "\n", + "lagtime_for_ddmmatrix = 10\n", + "fig,ax = plt.subplots()\n", + "plt.matshow(ddm_calc.ddm_dataset.ddm_matrix_full[lagtime_for_ddmmatrix], fignum=0, cmap='gray')\n", + "\n", + "#Setting up the ticks and tick labels so that they match q_x and q_y\n", + "ticks = np.linspace(0,ddm_calc.ddm_dataset.ddm_matrix_full.shape[1]-1,7,dtype=int)\n", + "ticklabelsx = [\"{:4.2f}\".format(i) for i in ddm_calc.ddm_dataset.q_x[ticks].values]\n", + "ticklabelsy = [\"{:4.2f}\".format(i) for i in ddm_calc.ddm_dataset.q_y[ticks].values]\n", + "ax.set_xticks(ticks)\n", + "ax.set_xticklabels(ticklabelsx)\n", + "ax.set_yticks(ticks)\n", + "ax.set_yticklabels(ticklabelsy)\n", + "\n", + "plt.title(\"DDM matrix for lag time of %.3f s\" % ddm_calc.ddm_dataset.lagtime[10])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The slice of the DDM matrix above looks pretty radially symmetric. This is expected as we are analyzing a video of silica particles diffusing randomly with no preferred direction. Because of this symmetry, we can radially average the DDM matrix to go from $D(q_x, q_y, \\Delta t)$ to $D(q, \\Delta t)$ where $q = \\sqrt{q_x^2 + q_y^2}$. \n", + "\n", + "Let's plot a slice of this radially averaged DDM matrix $D(q, \\Delta t)$ (which is stored as the variable `ddm_matrix` in the `ddm_dataset`)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "######################################################################\n", + "# Plotting the radially averaged DDM matrix for a particular q-value #\n", + "######################################################################\n", + "\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix[:,q_index], 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Different data selecting methods" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since we are slicing this [xarray dataset](https://xarray.pydata.org/en/stable/generated/xarray.Dataset.html), let's use the opportunity to go over different ways of selecting data stored in a dataset. See the [xarray user guide](https://xarray.pydata.org/en/stable/user-guide/indexing.html) for more info. \n", + "\n", + "1. We can use the `isel` function (see [xarray.DataArray.isel](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.isel.html)). \n", + "```python\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.isel(q=q_index), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for q = %.3f \" % ddm_calc.ddm_dataset.q[q_index])\n", + "```\n", + "\n", + "\n", + "2. We can select the desired *q* not based on its **index** but on its actual **value** with `sel` (see [xarray.DataArray.sel](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.sel.html). Note that here we have to use `method = 'nearest'` since we do not have a *q* value of exactly 3 $\\mu$m$^{-1}$.\n", + "```python\n", + "q_index = 15 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix.sel(q=3, method='nearest'), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for q = %.3f \" % ddm_calc.ddm_dataset.q[q_index])\n", + "```\n", + "\n", + "\n", + "3. Lastly, we can create this plot (using whichever slicing method) with xarray's plotting function (which just wraps `matplotlib.pyplot`). For more, see [xarray.DataArray.plot](https://xarray.pydata.org/en/stable/generated/xarray.DataArray.plot.html).\n", + "```python\n", + "q_index = 15\n", + "ddm_calc.ddm_dataset.ddm_matrix.isel(q=q_index).plot(xscale='log', marker='o', ls='none')\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Determing the A and B parameters to get the ISF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now look at the `avg_image_ft` data variable. This is a radially averaged average of all the Fourier transforms of the images (i.e., the radially average of $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$). This function should equal $ (1/2) \\times \\left[ A(q) + B(q) \\right] $. \n", + "\n", + "If we make the assumption that at the highest wavevectors (large $q$) the amplitude, $A(q)$, goes to zero, then we can estimate the background, $B$. If we also assume that the background is a constant that's independent of $q$, then we can determine $A(q)$. \n", + "\n", + "Plotted below is this `avg_image_ft` along with a horizontal line which can be used to estimate **half** the background. This estimate is taken from the last 10% of the wavevectors. The background can be saved to the `B` data variable. And then we can determine the amplitude which is saved as the `Amplitude` variable.\n", + "\n", + "
\n", + " Note: What is described above is the default method for getting the background. Other methods can be selected with the optional parameter 'background_method' passed to the method 'calculate_DDM_matrix'.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "############################################################################################\n", + "# Plotting the average squared Fourier-transformed image as a function of the wavevector q #\n", + "############################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogy(ddm_calc.ddm_dataset.q[1:], ddm_calc.ddm_dataset.avg_image_ft[1:], 'ro')\n", + "plt.xlabel(\"Wavevector, q ($\\mu$m$^{-1}$)\")\n", + "plt.ylabel(r\"$\\left< | \\tilde{I}(q, t) |^2 \\right>_t$\", fontsize=14)\n", + "plt.title(\"Default method to estimate the background and find the amplitude\")\n", + "\n", + "number_of_hi_qs = int(0.1*len(ddm_calc.ddm_dataset.q)) #getting highest 10% of q's\n", + "plt.axhline(y = ddm_calc.ddm_dataset.avg_image_ft[-1*number_of_hi_qs:].mean())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The other methods for getting the background (and from the background then estimating the amplitude) are:\n", + "* `background_method` = 1: $B$ will be the minimum of the DDM matrix\n", + "* `background_method` = 2: $B$ will be the average (over all lag times) of the DDM matrix at the largest wavevector $q$\n", + "* `background_method` = 3: $B$ = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we know $A(q)$ and $B$, then we can find the intermediate scattering function, $f(q, \\Delta t)$, by assuming that the DDM matrix is equal to $D (q, \\Delta t) = A(q) \\times \\left[ 1 - f(q, \\Delta t) \\right] + B$. \n", + "\n", + "The ISF is stored as the data variable `ISF` in the `ddm_dataset`. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#############################################################################################################\n", + "# Plotting the intermediate scattering function (ISF) for a particular value of q as a function of lag time #\n", + "#############################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ISF.sel(q=1.5, method='nearest'), 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"ISF\")\n", + "plt.title(\"ISF for q = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q.sel(q=1.5, method='nearest'));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Checking the background estimate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We expect the ISF to go from 1 to 0. We may not see exactly this behavior in the ISF for all wavevectors. At larger wavevectors, the dynamics might be fast and we might not be taking images fast enough to see the early decay of the ISF. Conversely, at lower wavevectors, the dynamics might be slow and we may not be able to calculate the ISF for large enough lag times to see it decay all the way to zero. Additionally, for non-ergodic dynamics, the ISF may **not** decay to zero but to some value sometimes referred to as the non-ergodicity parameter. \n", + "\n", + "But another reason that the ISF may not go from 1 to 0 is that we did a poor job in estimating the background, $B$. Using the default method (`background_method = 0`), we try to estimate $B$ by looking at the average Fourier transforms of all the images, radially averaging that, and assuming that the amplitude goes to zero at large wavevectors. But another way to estimate $B$ is to look at the DDM matrix at large wavevectors, as is plotted below. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###################################################################################################\n", + "# Plotting the radially averaged DDM matrix for the greatest value of q as a function of lag time #\n", + "###################################################################################################\n", + "\n", + "q_index = -1 #index of the list of q values\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.semilogx(ddm_calc.ddm_dataset.lagtime, ddm_calc.ddm_dataset.ddm_matrix[:,q_index], 'ro')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"DDM matrix\")\n", + "plt.title(\"DDM matrix for $q$ = %.3f $\\mu$m$^{-1}$\" % ddm_calc.ddm_dataset.q[q_index]);\n", + "plt.axhline(y = ddm_calc.ddm_dataset.B)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The DDM matrix should go from the background, $B$, to the background plus amplitude, $B + A$, as a function of the lag time. From the above plot, it does look like we overestimated the background (perhaps the amplitude hadn't gone quite to zero by the last wavevectors we measure?). From the plot, clearly the background is less than 195. \n", + "\n", + "Let's estimate the background at about 190. We can make this adjustment with the `recalculate_ISF_with_new_background` function. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:           (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n",
+       "Coordinates:\n",
+       "  * lagtime           (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "    framelag          (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n",
+       "  * q_y               (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q_x               (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n",
+       "  * q                 (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * y                 (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "  * x                 (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n",
+       "Dimensions without coordinates: frames\n",
+       "Data variables:\n",
+       "    ddm_matrix_full   (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n",
+       "    ddm_matrix        (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    first_image       (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n",
+       "    avg_image_ft      (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n",
+       "    num_pairs_per_dt  (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n",
+       "    B                 int32 190\n",
+       "    B_std             float64 1.491\n",
+       "    Amplitude         (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    ISF               (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n",
+       "Attributes: (12/24)\n",
+       "    units:                   Intensity\n",
+       "    lagtime:                 sec\n",
+       "    q:                       μm$^{-1}$\n",
+       "    x:                       pixels\n",
+       "    y:                       pixels\n",
+       "    info:                    ddm_matrix is the averages of FFT difference ima...\n",
+       "    ...                      ...\n",
+       "    split_into_4_rois:       no\n",
+       "    use_windowing_function:  no\n",
+       "    binning:                 no\n",
+       "    bin_size:                2\n",
+       "    central_angle:           no\n",
+       "    angle_range:             no
" + ], + "text/plain": [ + "\n", + "Dimensions: (lagtime: 40, q_y: 128, q_x: 128, q: 64, y: 128, x: 128, frames: 40)\n", + "Coordinates:\n", + " * lagtime (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n", + " framelag (frames) int32 1 2 3 4 5 6 7 ... 308 352 402 459 525 599\n", + " * q_y (q_y) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q_x (q_x) float64 -12.98 -12.78 -12.58 ... 12.37 12.58 12.78\n", + " * q (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n", + " * y (y) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + " * x (x) int32 0 1 2 3 4 5 6 7 ... 121 122 123 124 125 126 127\n", + "Dimensions without coordinates: frames\n", + "Data variables:\n", + " ddm_matrix_full (lagtime, q_y, q_x) float64 194.5 183.5 ... 192.0 196.8\n", + " ddm_matrix (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n", + " first_image (y, x) float64 128.0 149.0 173.0 ... 175.0 229.0 215.0\n", + " avg_image_ft (q) float64 0.0 1.293e+05 5.225e+03 ... 105.3 104.7 105.3\n", + " num_pairs_per_dt (lagtime) int32 2999 2998 2997 1498 1498 ... 20 17 15 13\n", + " B int32 190\n", + " B_std float64 1.491\n", + " Amplitude (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n", + " ISF (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n", + "Attributes: (12/24)\n", + " units: Intensity\n", + " lagtime: sec\n", + " q: μm$^{-1}$\n", + " x: pixels\n", + " y: pixels\n", + " info: ddm_matrix is the averages of FFT difference ima...\n", + " ... ...\n", + " split_into_4_rois: no\n", + " use_windowing_function: no\n", + " binning: no\n", + " bin_size: 2\n", + " central_angle: no\n", + " angle_range: no" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "new_ddm_matrix = ddm.recalculate_ISF_with_new_background(ddm_calc.ddm_dataset, background_val=190)\n", + "display(new_ddm_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's save this `ddm_dataset`. When the `calculate_DDM_matrix` method is executed, the `ddm_dataset` is automatically saved to disk. But we can overwrite that with the `resave_ddm_dataset` method. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "ddm_calc.resave_ddm_dataset(new_ddm_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "#### Additional notes about the background" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The default way that **this** code estimates the background is to compute the power spectrum of the images, as described above. That is, we find $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$ and recognize that $\\left< | \\tilde{I}(q, t) |^2 \\right>_t = 0.5 \\times \\left[ A(q) + B \\right]$ and assume that as $q \\rightarrow q_{max}$, $A(q) \\rightarrow 0$. Therefore, $\\left< | \\tilde{I}(q_{max}, t) |^2 \\right>_t \\approx 0.5\\times B$ (see [**Cerbino 2017**] or Eq. 5 in [**Giavazzi 2018**]). \n", + "\n", + "But, there are other ways. In [**Kurzthaler 2018**], they set the background, $B$, to zero (to do that, use `background_method = 3` as an optional parameter in the function `calculate_DDM_matrix`). They note that for their fluorescence imaging \"the camera noise is usually negligible.\" However, they note that for bright-field of phase contrast modalities, the camera is not negligible and $B$ will be non-zero. \n", + "\n", + "In [**Bayles 2017**], they approximate $B$ by $\\min \\left[ D(q, \\Delta t_{min}) \\right]$. But they note that the frame rate needs to be \"sufficiently small\" and that this will give an overestimate of $B$. To try this, use `background_method = 1` as an optional keyword parameter in the function `calculate_DDM_matrix` (or set the value of `background_method` in the YAML file under `Analysis_parameters`).\n", + "\n", + "\n", + ">[**Cerbino 2017**] Cerbino, R., Piotti, D., Buscaglia, M. & Giavazzi, F. [Dark field differential dynamic microscopy enables accurate characterization of the roto-translational dynamics of bacteria and colloidal clusters.](https://doi.org/10.1088/1361-648X/aa9bc5) J. Phys.: Condens. Matter 30, 025901 (2017).\n", + "\n", + ">[**Giavazzi 2018**] Giavazzi, F., Malinverno, C., Scita, G. & Cerbino, R. [Tracking-Free Determination of Single-Cell Displacements and Division Rates in Confluent Monolayers.](https://doi.org/10.3389/fphy.2018.00120) Front. Phys. 6, (2018).\n", + "\n", + ">[**Kurzthaler 2018**] Kurzthaler, C. et al. [Probing the Spatiotemporal Dynamics of Catalytic Janus Particles with Single-Particle Tracking and Differential Dynamic Microscopy.](https://doi.org/10.1103/PhysRevLett.121.078001) Phys. Rev. Lett. 121, 078001 (2018).\n", + "\n", + ">[**Bayles 2017**] Bayles, A. V., Squires, T. M. & Helgeson, M. E. [Probe microrheology without particle tracking by differential dynamic microscopy.](https://doi.org/10.1007/s00397-017-1047-7) Rheol Acta 56, 863–869 (2017).\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [] + }, + "source": [ + "## Initiazing DDM_Fit class and fitting our data to a model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We initlize the `DDM_Fit` class by passing it the yaml file containing our analysis parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Initial guess Minimum Maximum\n", + "Amplitude 100.0 1.000 1000000.0\n", + "Tau 1.0 0.001 10.0\n", + "Background 25000.0 0.000 10000000.0\n", + "StretchingExp 1.0 0.500 1.1" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading file C:/Users/rmcgorty/Documents/GitHub/PyDDM/Examples/images_nobin_40x_128x128_8bit_ddmmatrix.nc ...\n" + ] + } + ], + "source": [ + "#Note that to initialize the DDM_Fit class we need to pass it the YAML file containing the parameters \n", + "# *or* a dictionary with the same parameters. \n", + "\n", + "ddm_fit = ddm.DDM_Fit(ddm_calc.data_yaml)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Based on what was done above in terms of estimating the background, we found that $B$ should be about 190. We use that estimate of the background to determine $A(q)$ and the intermediate scattering function, $f(q,\\Delta t)$. We could proceed to then fit the ISF. But here we choose not to. We fit the DDM matrix and have the amplitude and background, $A$ and $B$, be fitting parameters. But we can constrain these parameters based on what we found above. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter 'Background' set to 190.\n", + "Parameter 'Background' lower limit set to 10.\n", + "Parameter 'Background' upper limit set to 220.\n" + ] + } + ], + "source": [ + "#We update the intial guess for the background and the lower and upper bounds\n", + "ddm_fit.set_parameter_initial_guess('Background', 190)\n", + "ddm_fit.set_parameter_bounds('Background', [10, 220])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our first attemp at fitting the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we execute the fit below, we can use the optional argument `use_A_from_images_as_guess` set to True. This will use the value of $A(q)$ we esimated from the average Fourier tranform of all images and the estimated background. We can further limit the bounds on $A(q)$ with the optional parameter `update_limits_on_A` set to True. This will restrict the range that $A(q)$ can take to be within 10% of the estimated $A(q)$. If we want the bounds to be stricter or looser than 10%, we can change the optional parameter `updated_lims_on_A_fraction` to be something other than 0.1 (the default)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit01'.\n" + ] + } + ], + "source": [ + "#Note that the method `fit` has many optional parameters\n", + "\n", + "fit01 = ddm_fit.fit(name_fit = 'fit01', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "In hf.plot_one_tau_vs_q function, using new tau... \n" + ] + }, + { + "data": { + "text/html": [ + "
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+       "Dimensions:          (parameter: 4, q: 64, lagtime: 40)\n",
+       "Coordinates:\n",
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+       "  * lagtime          (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 1.0 2.326e+05 ... 0.705 0.7446\n",
+       "    theory           (lagtime, q) float64 10.0 315.0 338.5 ... 206.7 206.8 206.9\n",
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+       "    ddm_matrix_data  (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    A                (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    B                int32 190\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 100.0, 'limits': [1.0...\n",
+       "    effective_diffusion_coeff:      0.6168642315520588\n",
+       "    tau_vs_q_slope:                 [-1.98005917]\n",
+       "    msd_alpha:                      [1.01007082]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  C:/Users/rmcgorty/Documents/GitHub/PyDDM/...\n",
+       "    FileName:                       images_nobin_40x_128x128_8bit.tif\n",
+       "    pixel_size:                     0.242\n",
+       "    frame_rate:                     41.7\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  2
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 64, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate plots for inspecting the outcome of the fits\n", + "\n", + "ddm.fit_report(fit01, q_indices=[3,6,9,22], forced_qs=[4,16], use_new_tau=True, show=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our second attemp at fitting the data - updating initial guesses for tau" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the results of the fit, we can estimate a diffusion coefficient of about 0.6 $\\mu m^2 / s$. We determine this by looking at the characteristic decay time vs the wavevector ($\\tau$ vs $q$). On a log-log plot, power laws relationships between the two variables will come across as a straight line where the slope of the line is equal to the power. And, for this data, we see a clear power law show a relationship of $\\tau \\propto q^{-2}$ which indicates diffusive motion. Note that our data deviates from this power law relationship for $q$ greater than about 4 $\\mu m^{-1}$. This could be due to poor optical resolution limiting the high wavevectors (which correspond to small length scales). Or it could be due to not having the temporal resolution necessary to detect fast decay times. Lastly, it could also be due to poor fit performance. We could try to use an initial guess for $\\tau$ for each $q$ that is based on an estimated diffusion coefficient. That is, when we fit $D(q, \\Delta t)$ (or $f(q,\\Delta t)$), for each $q$, we will calculate $\\tau_{guess} = 1 / (Dq^2)$ and use that as the initial guess in the fits. We do that below." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit02'.\n" + ] + } + ], + "source": [ + "fit02 = ddm_fit.fit(name_fit = 'fit02', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=True,\n", + " update_tau_based_on_estimated_diffcoeff=True, estimated_diffcoeff=0.6, \n", + " update_limits_on_tau=True, updated_lims_on_tau_fraction=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:          (parameter: 4, q: 64, lagtime: 40)\n",
+       "Coordinates:\n",
+       "  * parameter        (parameter) <U13 'Amplitude' 'Tau' ... 'StretchingExp'\n",
+       "  * q                (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * lagtime          (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 1.0 2.326e+05 9.894e+03 ... 0.5 0.5\n",
+       "    theory           (lagtime, q) float64 10.0 152.4 361.6 ... 202.0 201.7 201.6\n",
+       "    isf_data         (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n",
+       "    ddm_matrix_data  (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    A                (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    B                int32 190\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 100.0, 'limits': [1.0...\n",
+       "    effective_diffusion_coeff:      0.6584064996820138\n",
+       "    tau_vs_q_slope:                 [-1.89886818]\n",
+       "    msd_alpha:                      [1.053259]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  C:/Users/rmcgorty/Documents/GitHub/PyDDM/...\n",
+       "    FileName:                       images_nobin_40x_128x128_8bit.tif\n",
+       "    pixel_size:                     0.242\n",
+       "    frame_rate:                     41.7\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  2
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 64, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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dtZqG+oZxmWRq/DM5k6RJaiL0dkkTkfucSdIkVM7eZJJqi8mZJI1Tg90mqUctbQpb69yYVrXCrTQkaRwqndS+4HJYeFihRwzYasjyxPMLPWY9evYoW3RIJ8wfu3hrXd9FAj09jIBDwBpz9pxJ0jhUbo9YLW0KW8vsYVQtMTmTpHGo3NsklbM3mQbegNaNaVUNFUvOIuL0iHggIm4doD4i4lsRsTIibomIV5TUHRERdxTrTq5UjJI0XpXbIzYeNoWtBW5Mq1pSyZ6zM4EjBqk/Eti3+GgFTgWIiKnAd4v1s4G3R8TsCsYpSePOcHrEWua0sGr+KhZclqyav8rErB/2MKqWVCw5y8wrgHWDnHI08KMsuAbYJSKeAxwArMzMezJzA3BO8VxJUpE9YqNroJuk+/tUNVRzteZewH0lx/cXy/orP3AM45KkcaH3pt7z6b3xuEauv5ukS9VQzQUB0U9ZDlLe/0UiWiNieUQsX7t27agFJ0mSVA3VTM7uB2aVHO8NrBmkvF+ZuSQzmzOzeebMmRUJVJIkaaxUMzm7AHhXcdXmq4GuzPwzcB2wb0TsExHTgeOK50qSJE14FZtzFhFnA4cCu0fE/RSmREwDyMzTgAuBo4CVQDdwYrFuU0ScBFwMTAVOz8zbKhWnJElSLalYcpaZbx+iPoEPD1B3IYXkTZIkaVLxDgGSJEk1xORMkiSphpicSZIk1RCTM0mqgI4VHTQtbmLRoUHT4iY6VnRUOyRJ44TJmSSNso4VHbQubaWzq5MFl0NnVyetS1tN0MapnkR7yqIpJtoaEyZnkjTK2pa10b2xe6uy7o3dtC1rq1JEGqnSRDtJE22NCZMzSRplJ57fSS6EXFg47nl+4vmd1QtKI2KirWqo5o3PJWlCOuOYRhYeVkjEciHEwkJ5Y32jNygfZ1Z3rR5WuTQa7DmTpFHWPreduml1W5XVTaujfW77oO1cRFB7GuobhlUujQaTM0kaZS1zWlgybwmN9Y0sOqTQY7Zk3hJa5rQM2MZFBLVppIm29HQ4rClNQP/8n1dvU/bmlz6H4w9qYv2Gzbz7jGu3qX/rK/fmbc2zWPe3DXzwrOu3qX/nqxuZt/+erHlkPR//6U3b1P/L657L62c/i7vXPs7nf7Fim/qP/P2+vHbf3bltTRf/vvT2beo/c8QLeWXjDK7vXMd/XHTHNvVfmDebF+9Zz+/vepBvX3rXNvX/59g5PG/mM7nk9r/y/d/ds039N/75Zey5y44svXkNZ12z7dyvU9/5SmY8Yzr/b/l9nHv9/dvUn3niAew4fSo/vnoVv7rlz9vU//T9BwGw5Iq7WfbHB4DncuCOZ3P72+GQaVNpmXMAAN9adhdXrnxwq7a71k3noof6n9vUev4nue622Sw+7uUALFp6G7eveXSr85478xl8+diXAvC5X9zCPWv/tlX97D13ZsG8FwMw/5wb+XPXE1vVv6JxVz57xH4AfODH1/Nw94at6l/z/N356Nx9ATjh9Gt5YuPmrernvmgPWg9+HlD+Z6/n91XrehLqtmVtrO5aTUN9A+1z2wdNtKWny+RMkmrAiecXesx69CwmWHjIX3lk36qEpKKWOS0mYxpTUbj/+MTQ3Nycy5cvr3YYkjRsTYub6OzqfxHBqvmrqhWWpAqKiOszs7lvuXPOJKkGOLdJUg+TM0kaxFitoBzJIgJJE5PDmpI0gJ4VlN0bu3uHGuum1Zk0SRoVDmtKmnSebq+Xu8NLqgaTM0kT0mjsG+ZtmCRVg8mZpAlpNHq9zjimkVj41MrJnudnHNM4WmFK0jZMziRNSKPR6+UKSknV4Ca0kiak0bj5eOnu8IsO6aSxvtHd4SVVnMmZpAmpfW5770rLHiPp9erdHX4+ZSd1kvR0OKwpaUJy3zBJ45X7nEmSJFWB+5xJkiSNAyZnkiRJNcTkTJIkqYaYnEmSJNUQkzNJkqQaYnImSZJUQ0zOJEmSaojJmSRJUg0xOZMkSaohJmeSJA1Tx4oOmhY3MWXRFJoWN9GxoqPaIWkC8cbnkiQNQ8eKDlqXttK9sRuAzq5OWpe2AnjvVo0Ke84kSRqGtmVtvYlZj+6N3bQta6tSRJpoTM4kSRqG1V2rh1UuDZfJmaSa0jOXZ9Gh4Vwe1aSG+oZ+y2fsOMN5aBoVJmeSRqQSSVTPXJ7Ork4WXP7UXB7/kVMtaZ/bTt20uq3Kpk2ZxmMbHqOzq5Mk/ezqaTE5kzRslUqinMuj8aBlTgtL5i2hsb6RIGisb2Tn7Xdmw+YNW53nZ1cjFZlZ7RhGTXNzcy5fvrzaYUgTXtPiJjq7OgHIhRALC+WN9Y2smr9qxNdddGiw4PJ+yg+BBZdNnO8qTTxTFk0h2fYzGgRbFmypQkQaDyLi+sxs7ls+ZM9ZROzc5/jFEfGc0QxO0vhy4vmd5MJCYgb0Pj/x/M6ndd0zjmkkFj6V7PU8P+OYxqd1XanSBpqHNlC5NJhyhjW/1Od4e+C0ci4eEUdExB0RsTIiTu6nfteIOC8ibomIayPiJeW2lVQ9lUqi+pvLUzetjva57U/rulKl+dnVaBowOYuIgyPiYGCvnufF412A6UNdOCKmAt8FjgRmA2+PiNl9Tvs8cFNmvhR4F/DNYbSVVCWV+oeodC7PokMKw6RL5i1xY0/VvP7mofnZ1UgNOOcsIn5bfLovcFdJ1Xrg3Mw8fdALRxwELMzMw4vHnwPIzC+XnPNr4MuZ+fvi8d3A3wHPHaptf5xzJo2djhUdtC1r48TzOznjmEba57b7D5EkDcNAc84GvH1TZh5WbNiSmSNZgrUXcF/J8f3AgX3OuRk4Fvh9RBwANAJ7l9lWUhW1zGkpJGPzYUG1g5GkCWTIOWf9JWYRUc53cfR3uT7HpwC7RsRNwEeAG4FNZbbtiaU1IpZHxPK1a9eWEZYkSVLtKme1ZmtErImITRGxOSK2AF8o49r3A7NKjvcG1pSekJmPZuaJmfkyCnPOZgL3ltO25BpLMrM5M5tnzpxZRliSJEm1q5zVmh8HDgGmZ+bUzJwC/GsZ7a4D9o2IfSJiOnAccEHpCRGxS7EO4H3AFZn5aDltJUmSJqIB55yVuCkz7+pT9t9DNcrMTRFxEnAxMBU4PTNvi4gPFOtPA14E/CgiNgO3A+8drG25b0qSJGm8GvIOARHxA2Af4BrgyWLxUZn56grHNmyu1pQkSePFiO8QABwGXAFsoDBRv+chSZKkUVbOsOanMvO80oKIuLhC8UiSJE1q5WylcV5EHBYR74qIaRFxUGZeMxbBSZIkTTblbKVxMvDvwNuBLcA/R8QnKh2YJEnSZFTOnLOGzHwdsCozN2fmfKChsmFJkiRNTuUkZ13Fn6XLOnesQCySJEmTXjkLAuoi4vNAQ0S8DXgjhVssSZIkaZSV03P2WWAH4FnF538BnHMmSZJUAUP2nGXmExTupdl7P82IeBWFWyxJkiRpFA2ZnEXELsDbKPSc9fS0HQXU3B0CJEmSxrty5pxdCNwL3A1sLpZ5hwBJkqQKKCc5W5+ZLaUFEXF+ZcKRJEma3MpZEPCLiDg4IqaVlL2pUgFJkjRRdKzooGlxE1MWTaFpcRMdKzqqHZLGgcjMwU+I2FJymBSGNDMzp1YysJFobm7O5cuXVzsMSZLoWNFB69JWujd295ZNmzKNnbffmXXr19FQ30D73HZa5rQMchVNZBFxfWY29y0vp+fsl5k5pfiYmplTgPbRD1GSpImjbVnbVokZwMYtG3lo/UMkSWdXJ61LW+1N0zbKufH5W/op+0J/50qSpILVXauHPKd7Yzdty9rGIBqNJ+Xc+Hy3iPhpRDwaEV0RcU5E7DYWwUmSNF411Jd3G+pykjhNLuUMa34DWAYcBLwGuLRYJkmSBtA+t526aXVDnlduEqfJo5ytNP6SmUtKjm+NiP0qFZAkSRNBz0T/tmVtrO5azYwdZ/DYhsfYsHlD7zl10+pon+s0bm2tnJ6zPSOiN4krbqnxnMqFJEnSxNAyp4VV81exZcEWHvzMg5x+9Ok01jcSBI31jSyZt8TVmtpGOT1nS4F7I+JGCltpvBz4VEWjkiRpAmqZ02IypiGVc+Pzn0bEzcDri0Wfycw7KhuWJEnS5FTOsCZAz4azSXm9bZIkSRqBcrbSOAm4BDgcOBL4TUR8qNKBSZIkTUbl9IIdCzw3M9cDREQd8Gvge5UMTJIkaTIqZ1jztp7EDCAzu4GbACJizwrFJUmSNCmV03O2JSIWAlcWjw8CNkTEwcAngGMqE5okSdLkU05y9o/AXcAhfcoPAPYd9YgkSZImsXKSsy9m5n/2VxERHxzleCRJkia1cuacPdi3ICI+B5CZp456RJIkSZNYOclZe0Q09xxExMeBf61cSJIkSZNXOcOaXwbeEBH/ALwOeAL4fkWjkiRJmqTKSc5WAdOBLwErgeOBJysYkyRJ0qRVTnL2Kwr7mv0d8FdgEXAY8IrKhSVJkjQ5lTPn7BLg4My8OzMfz8xPUtyEVpIkSaOrnOTs3ZmZEbFrT0FmvqeCMUmSJE1a5SRnL4yIVcBFEVEXEZdHxMsrHJckSdKkVE5y9jFgLnBD8b6aRwAnVTQqSSPSsaKDpsVNLDo0aFrcRMeKjmqHJEkapnKSs1WZeXfPQfEm6I9ULCJJI9KxooPWpa10dnWy4HLo7OqkdWmrCZokjTPlJGd7RcReQAJExGuB51U0KknD1rasje6N3VuVdW/spm1ZW5UikiSNRDlbaXwduIxCknYC8BfgLZUMStLwnXh+ocesRy4s/Fx0SCfMr0ZEkqSRGDI5y8xbIuJFwAuBAP6UmZsqHpmkYTnjmEYWHtYJFBKzWFgob6xvZEHVopIkDVc5w5pk5qbMvC0zbx1OYhYRR0TEHRGxMiJO7qe+PiKWRsTNEXFbRJxYbltJW2uf207dtLqtyuqm1dE+t71KEUmSRqKs5GwkImIq8F3gSGA28PaImN3ntA8Dt2fm/sChwNciYnqZbSWVaJnTwpJ5S2isb2TRIYUesyXzltAyp6XaoUmShqFiyRlwALAyM+/JzA3AOcDRfc5JYKeICOCZwDpgU5ltJfXRMqeFVfNXseCyZNX8VSZm0jjQswXOlEVT3AJHQBnJWUQcNsJr7wXcV3J8f7Gs1HeAFwFrgBXAxzJzS5ltJUka10q3wEnSLXAElLda85SI+HWfsg3ATZl50SDtop+y7HN8OIX7dP49he05fhMRvyuzbeFFIlqBVoCGhoZBwpEkqbYMtAXOCeedwPG/OJ6G+gba57bbCz7JlDOseS/wemCH4mMuMAd4T0R8cZB29wOzSo73ptBDVupE4BdZsLL4WvuV2RaAzFySmc2Z2Txz5swy3o4kSbVhddfqfss352Z70iaxcpKzdZl5cGZ+vvg4BFibmf8EDJYNXQfsGxH7RMR04Djggj7nrKaQ7BERz6KwXcc9ZbaVJGlca6gfesTHzaQnn3KSs+f0U9ZY/PnoQI2KW26cBFwM/BH4WWbeFhEfiIgPFE/7IvB3EbECWAZ8NjMfHKhtWe9IkqRxor8tcPozUA+bJqZy5pw9GBG/BC6nMO/rMOCBiHgFheHNAWXmhcCFfcpOK3m+BnhjuW0lSZpIeuaStS1rY3XXaqbEFDbn5m3OK6eHTRNHOT1nHwJ+A7wGeB2F3qwPUlhN+f7KhSZJ0sTXswXOlgVb+OFbfuhm0ho6OcvMjZn5ncz8x8w8NjO/C8zNzLWZaT+rJEmjpHQz6SBorG/khP1PoG1Zm/ugTSKR2e8OFU+dELEP8D7gWTyVzB2YmS+ucGzD1tzcnMuXL692GJIkjYqefdBKt9uom1bn3T8miIi4PjOb+5aXM6x5XvHnVRTmnV3OANtaSJKk0TPQPmiu3pzYylkQ8JfM3OpTEBGXVigeSZJUNNAqTVdvTmzl9Jz9NiJOiIh9I6IhIhqAf6t0YJIkTXYDrdJ09ebEVk5ytgBYCPwPTw1r/lMFY5IkSfS/D5qrNye+cpKzH2bmPqUPCsmaJEmqoP5Wb7oYYOIbcrVmv40i3pKZ5w195thytaYkSRovBlqtOeCCgIh4H3A28O2+VcABPLWKU5IkSaNksNWa+wI7ALOAs/rU7V2xiCRJkiaxAZOzzPwsQER8IjNXlNZFxA2VDkySJA2tY0VH7705G+obaJ/b7py0cW7Ifc4yc0VE7ADszlMLCD4BnFjJwCRJ0uD63kGgs6uT1qWtACZo49iQqzUj4ovAg8CVPLWVxlsqHJckSRqCdxCYmMq5Q8A/AM/OzMd7CiLi/ZULSZIkDaR0GDPpf8cF7yAwvpWTnN0IPNGnbGUFYpEkSYPo70bo/fEOAuPbYFtpnF58uhNwa0RcDzzJU1tpvLjy4UmSpB79DWP25R0Exr/Bes6agB8Wn1/Qp86tNCRJGmODDVcG4WrNCWKw5Gx+Zt7SX0VEXF2heCRJ0gAa6hvo7OrcpryxvpFV81eNfUCqiAFXa/YkZhFxbER8pac8IhYAD49BbJIkqYQ3Qp8cyrnx+Xt4angT4HzgqxWJRpIkDcgboU8O5azWvDUzb+85yMybI+LBCsYkSZIG0DKnZdBkzDsGjH/lJGdNEbFbZj4EEBG7A67RlSSpxnjHgImhnGHNJcDtEXFLRNwM3AqcWtmwJEnScHnHgImhnHtrXhoRs4GDikVXZea6yoYlSZKGa6CtNrxjwPhSzr01P5SZD2XmrzLzV8A/RMQ3xyA2SZI0DAPdGcA7Bowv5Qxr7ld6kJlnAnX9nypJkqrFrTYmhsFu33QvkMCMiHhzSdVUCvPOJElSDemZ9O9qzfEtMvu/o31ENFK4j+ZCYEFJ1ROZ+dfKhzZ8zc3NuXz58mqHIUmSNKSIuD4zm/uWD9hzlpk994d4d/ECu2amdwaQJEmqoHIWBBwQEauAiyKiLiIuj4hXVD40SZKkyaecBQEfA+YCN2RmN3AE8OGKRiVJkjRJlZOcrcrMu3sOMnM98EjFIpIkSZrEyknO9oqIvSis3CQiXgs8r6JRSZIkTVLl3Fvz68BlFJK0E4C/AG+pZFCSJEmTVTnJGcBhQD2FrTX+lJmbKheSJEnS5FXOsObvgZdl5m2ZeauJmSRJUuWUk5xdWrynZq+I+LsKxSONKx0rOmha3MSURVNoWtxEx4qOaockSRrnyhnWvDEi/gP4DfBksexjwFUVi0oaBzpWdNC6tJXujd0AdHZ10rq0FcBbpUiSRmzA2zf1nhCxDri5T/HzM3NWxaIaIW/fpLHUtLiJzq7Obcob6xtZNX/V2AckSRpXBrp9UznDmt/KzMNKH8DnRz9EaXxZ3bV6WOWSVA1Ovxh/yknOriw9iIh3AVMrE440fjTUNwyrXJLGWs/0i86uTpLsnX5hglbbyknO5pUeZOaPgL8v5+IRcURE3BERKyPi5H7qPx0RNxUft0bE5oiYUU5bqdra57ZTN61uq7K6aXW0z22vUkSStLW2ZW2982J7dG/spm1ZW5UiUjkGXBAQEWdQuCvAgRFxeknVVOD5Q104IqYC3wXeANwPXBcRF2Tm7T3nZOZXga8Wz58HfDwz15XTVqq2nkn/bcvaWN21mob6BtrntrsYQFLNcPrF+DTYas3Lij9nAZeXlD8B/K6Max8ArMzMewAi4hzgaGCgBOvtwNkjbCtVRcucFpMxSTWrob6h34VLTr+obQMmZ5n5Q4CIuDIzV47g2nsB95Uc3w8c2N+JEVEHHAGcNNy2kiSpf+1z27fa8gecfjEeDDjnLCJeEhHHUkiMiIjDIuL8iPh2ROxaxrWjn7KB9u2YB1yZmeuG2zYiWiNieUQsX7t2bRlhSZI0ObTMaWHJvCU01jcSBI31jSyZt8Qe/xo32LDmKcAtwIXFZOw8CvPAAL4NvHOIa99PYUi0x97AmgHOPY6nhjSH1TYzlwBLoLDP2RAxSZI0qTj9YvwZbLXmusz8fGY+AbwVuDYz2zKzDdhYxrWvA/aNiH0iYjqFBOyCvidFRD1wCPDL4baVJEmaaAbrOXus5PkRwLkD1PUrMzdFxEnAxRRWeJ6embdFxAeK9acVT30L8D+Z+beh2pbzhiRJksazwZKzmRGxPYUhxTcCHyyp26uci2fmhcCFfcpO63N8JnBmOW0lSZImusGGNX8IdFKYd/YfmflARLwsIm4GnHkvSZJUAYNtpfHriGgAdsjMR4tlNwH7j1FskiRJk85gw5pk5gZgwxjFIkmSNOmVc29NSZIkjRGTM0mSpBpiciZJklRDTM4kSZJqiMmZJElSDTE5kyRJqiEmZ5IkSTXE5EySJKmGmJxJkiTVEJMzSZImiY4VHTQtbmLKoik0LW6iY0VHtUNSPwa9fZMkSZoYOlZ00Lq0le6N3QB0dnXSurQVgJY5LdUMTX3YcyZJ0iTQtqytNzHr0b2xm7ZlbVWKSAMxOZMkaRJY3bV6WOWqHpMzSZImgYb6hmGVq3pMziRJmgTa57ZTN61uq7K6aXW0z22vUkQaiMmZJEmTQMucFpbMW0JjfSNB0FjfyJJ5S1wMUIMiM6sdw6hpbm7O5cuXVzsMSZKkIUXE9ZnZ3LfcnjNJkqQaYnImSZJUQ0zOJEmSaojJmSRJUg0xOZMkSaohJmeSJEk1xORMkiSphpicSZIk1RCTM0mSpBpiciZJklRDTM4kSZJqiMmZJElSDTE5kyRJqiEmZ5IkSTXE5EySJKmGmJxJkiTVEJMzSZImqY4VHTQtbmLKoik0LW6iY0VHtUMSsF21A5AkSWOvY0UHrUtb6d7YDUBnVyetS1sBaJnTUs3QJj17ziRJmoTalrX1JmY9ujd207asrUoRqYfJmSRJk9DqrtXDKtfYMTmTJphbzzyTJx55ZERtr1+8eMhzLv/MZzjn0EP7rTv38MP52wMPjOi1a1HnJZfwmw99iCsXLuSqRYv6Padr1SouPOEErv2P/+DCE07ggZtv7q1bc801XP3FL3JNezs/e/3refS++wC49+KL+dU73sEfTjmF8485hnV33gnA6ssu45fHHsu1X/0qFx5/PLf84AeVf5OatBrqG4ZVrjGUmRPm8cpXvjKlye7sQw7JR+69d0Rt/7OxcchzHrn33jz7kEP6rduyZcuIXrcWbfjb3/L7z3tebnziiczMPP/YY3PVJZdsc955Rx+dd/7iF5mZ+cAtt+SZL31pZmY+0dWV5x97bO95D999dz75+OOZmflf++2Xf7nhhszMvO7rX8+L3ve+zMy8+8ILc80f/pCZmevXrcuvb799btm8uULvUJPdWbeclXXtdclCeh917XV51i1nVTu0SQNYnv3kMxVdEBARRwDfBKYCP8jMU/o551BgMTANeDAzDym3rTRebHj8cZb+8z+z98EH8/Add/Cid7yDWYceyq/e8Q4evuMOjvrxj4nttuO/TziBV7e1MXP//fntxz7GzP33Z/rOO/OH9nb+/lvf4sXvelfvNbvXruWyT36S3V70Ih655x5efMIJbOru5tFVq7h+8WJm7LcfO+21F7/9+Md53rx5bNm8mZXnncf777uP33/hC+SmTcTUqUzfaScO+Mxn+NPPfsaTjzzClQsXstt++7Hfccdx1b//O1s2bGDK9OmsveUWjj73XAA2rV/PlQsX8tfrr+dZr3gFr1m0iPuuuIJLP/pRDlu8mJ322ouLTjyRnZuaeMZznsOaq67iwM9/nue96U1sevJJLn7ve6nbYw+232UX7vjpT2k6/HAO+/rXt/qd3f+737Hi9NPZbfZsHr7jDl53yik8eOutXPKhD7H3a1/LK+bP58J3vpMDTj6ZzU88waUf/SgHfv7zbHjsMdbefDOHffOb7LLPPltd867zz+fm007b5u9T39TEG/qUr7n6anZubGS77bcHYK/XvIZ7fv1rGufO3eq8h++6i50aCj0N9c99LmtvuYXuBx9k9SWXMO2Zz2T517/OhscfZ7fZs3nhW98KQN2znsX6tWsBWL92Lc965SsBeO6RRz513ZUrmfHCFxJTHOBQZfRM+m9b1sbqrtU01DfQPrfdxQC1oL+MbTQeFJKqu4HnAtOBm4HZfc7ZBbgdaCge71Fu2/4e9pypVm34299y1W9+k5mZ3Q89lD9qbs7MzCceeST/s7ExN65fnxv+9rf87Sc/mZmZv3zrW/OP55yTmZnr7rqr3x6tO887L3/+pjflk48/nt0PPpgP3XFHZm7bc3bhCSfkDd/9bmZm/vm66/Keiy7Kn73hDb31Zx9ySP71xhszc+ues3suuijPPfLI3uNbfvCDzCz0nJ02a1Zu2bw5t2zenKfutddWr9X5299mZuaKM87Ipccdl5mZa669Nn/+5jdnZuYN3/lO/s8HPpCZmVs2b87TZs3apqdvy5Yteeqee+aj99/fe61L58/PzMwH//jH/K/99ss/fOUrufqyy3rb/GdjY667667MzPzjOefkL9/61m1+Z8Nx+09+kucdfXTv8c3f/37+qqVlm/Mubm3NG77znczM7Lz00vwq5MN3353XnHJK/tcLX5ibNmzILZs359kHH5ydl16amZl/vemm/MlrXpOXfuITefYhh+TDK1dudc0rFy3KH7/qVfm/V1/9tN6DpNpGFXrODgBWZuY9ABFxDnB0MRnr8Q7gF5m5upgoPjCMttK4kZncd9llrLn6aqZMm9bba7J9fT37HHkkfzrnHDY/+SQvain8H+uDt93GgZ/7HAC7PPe5/V7zeW9+Mw/fdRc/P/xwdpw5k0P79DyV2u1FLwLg2c3NXPvVr7Kpu5s/nFLojN551iy6i/GUWnvLLezy/Of3Hs9573t7n9fvs09vj86U7Qb+Gtn1BS8AoG7mTDY89ljve9t1330BiClTqG9q2qbd+gcf5Il167j9xz8G4Il164ipUwvvZb/9mH388dx57rkc8JnPbNWu53e1y/Ofz4O33bbNde/8xS+46Xvf26a8fp99OPz739+qrG6PPXpjBtjw6KPU7bHHNm0P/drXWP71r7P8G99gh113ZcfddmOnvfdm+513Zo+Xv5yp06YBsOdBB3Hf5Zez12tewy/e9CZarrmGnfbem7uXLuVXb38777z22t5r/t0XvsDLP/xhfvSyl/HO66/nGf28rqSJq5LJ2V7AfSXH9wMH9jnnBcC0iLgM2An4Zmb+qMy20rix4gc/4PE1azji9NPZvHHjVkNrLz/pJP773e/m2c3N7P/+9wMUhvLuvJNnveIVPHLPPf1ec+2KFbzoHe/ggE9/mhu/+12u/8Y3mPutbzFl6lQyk7UrVrDb7NmFkyN62+2x//78+eqrOfDkkwFYfemlvUlYFNs+cNNN7LH//tx32WVPvYfTT2f2O9+5zfUG1c95u82ezUO33gpAbtlC16pV25yz4+67s+PMmez//vezw667sv6hh1hz9dUArF+3jicfeYSZ++/PdV/7Gq/65Cd72z1yzz3s+vzn8/Cddz713ku84NhjecGxx5YV+p4HHcSjnZ1sevJJttt+e/73yit52Yc+1BvDlO22Y/udd+bxNWt41ac+xbS6OtbdcQeNb3wjU6dPZ9Zhh3Hbj37Ue71HOzt53rx5bH7ySZ5Yt44dZ84E4BnPeQ6bnngCgJtOPZXZxx/P9Gc+kx1mzCC2247uBx4wOZMmmUomZ/19e2c/r/9KYC6wI3B1RFxTZtvCi0S0Aq0ADQ2uMFFtajr8cO4891wu+/Sn2XHGDJ7s6uLOn/+cF/zjP7L7i1/M9J12YtZhh/Wef8hXvsKyj3yEtStWsNOsWf0mORsff5zfLV7MbrNn88hdd/HSYmLXdMQRXHvKKWx64gle/uEPs/aWW7j9xz9mp733ZtfnP5+mN76RP197LVd87nNM2W47Nj3xBAcXe9Ge+6Y3cdmnPkVu3szfL17Mmmuu4YrPfY7tdtiBHXbbjanTp7PiBz/g0c5OOpctY8Ojj/JkVxcrTj+dXV/wgt7Xqt9nH+5eupQnHn6Yh1eu5Pazzupt89L3vY+L3vMeLv3Yx3jmXnux4267bfP+IoI3n3MOV3z2s+w0axaPrl5N8yc+wV9vuIHLPvlJXn7SSUx75jP55VveQm7e3NuD1nnJJdx6xhk8cOONzP32t5/W32xaXR2vP/VULv3oR6mbOZOZL31p73yza085hR1mzODAk09mzVVXcc+FF/Ls5maeWLeOud/5DvBUD9/ln/kMU6ZN4xnPeQ77HXccMWUKh33jG/zm/e9nxgtfyAM338zri715U6dPZ9lHPsKMF76Qrnvv5SUnnsjMl7zkab0PSeNPFIY8K3DhiIOAhZl5ePH4cwCZ+eWSc04GdsjMhcXj/wIuotBTNmjb/jQ3N+fy5ctH/81IY+zhu+5i+113pW733Xl09Woues97+KdLLql2WKNiw+OP03XvvcycMweAM17yEt51ww1MnT79aV13SVMTrf30wklSrYqI6zOzuW95JXvOrgP2jYh9gP8FjqMwx6zUL4HvRMR2FCb+Hwh8A/hTGW2lCevRzk5WLFjAHi9/OY+sXLnNSsbxbNP69Vz+mc/QcNhh/O0vf+Ggf/3Xp52Y3d7RwZNdXdz4ve/x8uLQoySNVxXrOQOIiKMobJMxFTg9M9sj4gMAmXla8ZxPAycCWyhsmbF4oLZDvZ49Z5IkjUzHig631RhjA/WcVTQ5G2smZ5IkDV/fm6AD1E2rY8m8JSZoFTRQcubuhpIkTXLeBL22mJxJkjTJeRP02mJyJknSJOdN0GuLyZkkSZNc+9x26qbVbVVWN62O9rlDrsVTBZicSZI0ybXMaWHJvCU01jcSBI31jS4GqCJXa0qSpK24rcbYqMYmtJIkaZzpu61GZ1cnrUtbAUzQxojDmpIkqZfbalSfyZkkSerlthrVZ3ImSZJ6ua1G9ZmcSZKkXm6rUX0mZ5IkqZfbalSfW2lIkiRVgTc+lyRJGgdMziRJkmqIyZkkSVINMTmTJEmqISZnkiRJNcTkTJIkqYaYnEmSJNUQkzNJkqQaYnImSZJUQ0zOJEmSaojJmSRJUg0xOZMkSaohJmeSJEk1xORMkiQNqGNFB02Lm5iyaApNi5v40K8/tNVxx4qOaoc44WxX7QAkSVJt6ljRQevSVro3dgPQ2dXJqctP7a3v7OqkdWkrAC1zWqoS40Rkz5kkSepX27K23sRsIN0bu2lb1jZGEU0OJmeSJKlfq7tWj+p5Ko/JmSRJ6ldDfcOonqfymJxJkqR+tc9tp25a3aDn1E2ro31u+xhFNDmYnEmSpH61zGlhybwlNNY3EgSN9Y18sPmDWx0vmbfExQCjLDKz2jGMmubm5ly+fHm1w5AkaVLoWNFB27I2VnetpqG+gfa57SZqwxAR12dmc99yt9KQJEnD1t82G26rMToc1pQkScPW3zYbbqsxOkzOVDV9d512l2lJGj8G2j7DbTWePpMzVUVPd3hnVydJ9naHm6BJ0vgw0PYZpeX+T/jImJypKuwOl6Txrb9tNkq31fB/wkfO5ExVYXe4JI1v/W2zUbqthv8TPnImZ6qKcrrDJUm1rWVOC6vmr2LLgi20z22nbVlb7xBmZ1dnv21Wd612uHMIJmeqiqG6wyVJ40d/Q5hB9HvujB1nONw5hIomZxFxRETcERErI+LkfuoPjYiuiLip+PhCuW01vg3VHS5JGj/6G8JMtt3kvud/yh3uHFzF7hAQEVOBO4E3APcD1wFvz8zbS845FPhUZr55uG374x0CJEkae1MWTek3GQMIgiTZbcfdAHho/UMDXme3HXfjofUPMTWmsjk3b9VmsLJy6ob7s7G+seJ3PKjGHQIOAFZm5j3FAM4BjgYGTbBGoa0kSRpDDfUNA84x60nM1m9av02PWV89idvm3LzV8VBl5dQN92c173hQyWHNvYD7So7vL5b1dVBE3BwR/x0RLx5mW0mSVGX9zSMu9dD6h4ZMzGpRtYZbK9lz1t9MwL59njcAjZn5eEQcBZwP7Ftm28KLRLQCrQANDa70kyRprPX0LJ1w3gm9PU8TRTW2eKpkz9n9wKyS472BNaUnZOajmfl48fmFwLSI2L2ctiXXWJKZzZnZPHPmzNGMX5IklallTgs/fMsP+12J3zMXbDyqxhZPlUzOrgP2jYh9ImI6cBxwQekJEfHsiIji8wOK8TxUTltJklRbBlqJ/80jv7lN0jZtyjSmT51epUjLU60tnio2rJmZmyLiJOBiYCpwembeFhEfKNafBrwV+GBEbALWA8dlYflov20rFaskSRodLXNaBpxA37asjdVdq2mob+hNenrKZuw4Axh6ZeZEWq05kIptpVENbqUhSZLGi4G20vAOAZIkSTXE5EySJKmGmJxJkiTVEJMzSZKkGmJyJkmSVENMziRJkmqIyZkkSVINMTmTJEmqISZnkiRJNcTkTJIkqYZMqNs3RcRaoLNCl68Huip07bFUS+9jLGOp5GuN5rWf7rVG2n4k7XYHHhzBa2lgtfTf59NRS+/D75nRv5bfM6OnMTNnblOamT7KeABLqh3DRHsfYxlLJV9rNK/9dK810vYjaQcsH6u/32R51NJ/nxPlffg9M/rX8num8g+HNcu3tNoBjJJaeh9jGUslX2s0r/10rzXS9rX0uZjMJsrfoZbeh98zo38tv2cqbEINa0oaOxGxPDObqx2HpIlrsn7P2HMmaaSWVDsASRPepPyesedMkiSphthzJkmSVENMziQREadHxAMRcesA9RER34qIlRFxS0S8oqTuiIi4o1h3ckn5jIj4TUTcVfy561i8F0m1o7/vlnK/G0by3RIRnyuef0dEHF7Zd1c5JmeSAM4Ejhik/khg3+KjFTgVICKmAt8t1s8G3h4Rs4ttTgaWZea+wLLisaTJ5Uy2/W4Z8rthJN8txfrjgBcXX/N7xeuMOyZnksjMK4B1g5xyNPCjLLgG2CUingMcAKzMzHsycwNwTvHcnjY/LD7/IXBMRYKXVLMG+G4p57thJN8tRwPnZOaTmXkvsLJ4nXHH5ExSOfYC7is5vr9YNlA5wLMy888AxZ97jEGckmpfOd8NI/luGazNuGJyJqkc0U9ZDlIuSU/HSL5bJsz3kcmZpHLcD8wqOd4bWDNIOcBfi0OfFH8+MAZxSqp95Xw3jOS7ZbA244rJmaRyXAC8q7hq89VAV3E44Tpg34jYJyKmU5iMe0FJmxOKz08AfjnWQUuqSeV8N4zku+UC4LiI2D4i9qGwgOnaCsRfcW5CK4mIOBs4FNgd+CuwAJgGkJmnRUQA36GwAqobODEzlxfbHgUsBqYCp2dme7F8N+BnQAOwGnhbZg626EDSBDPAd8v59PPdEBF7Aj/IzKOKbYf93RIRbcB7gE3A/Mz87zF5o6PM5EySJKmGOKwpSZJUQ0zOJEmSaojJmSRJUg0xOZMkSaohJmeSJEk1xORMkiSphpicSZIk1RCTM0mTTkRMj4gDxuB16iPi9Ii4r0/5HhHxgkq/vqTxyeRM0qRSvBXMuUBXpV8rM7sy8z3AHX2qHgI+HxF/V+kYJI0/21U7AEkaY58Grs7MvgnTiEXE84D/7FN8cWZ+tb/zM3NzRHwWuDwiZmfmltGKRdL4Z3ImaUKIiI8A/wjcCiRwLPDFzDytz6nHA+8stnkX8GWghcKNls8Cds3MQyPig8C/AWdTuIffS4GTgWYK9wrsAv4hMzdl5t3A64cTb2b+NSIeB14HXD7sNyxpwnJYU9K4FxFzgDbgyMw8iULidFffxKw4pPlCCjdLJjN/BNxVfP434Js952bmqcD/ALtn5tuADwE/An6Yma8BdgYOKyO27wL7RcRpEbFPn+r7gDnDf8eSJjJ7ziRNBIcByzNzffH4d8Br+zlv9+LPvw3j2lcVf94DPJ6ZdxaP7waeM1TjzPww8OEBqh8HZg4jFkmTgD1nkiaCoDCUOZRHij936FPe8104rZ82TxZ/ZsnznuOn+x26Y0lMkgSYnEmaGH4LvCoidiwe99drRmZ2A38Gnt2nqqcH7GUViW5gz6I4rCpJPRzWlDTuZeYtEdEOXBQRNwKbBjn9XOA1wG0lZZ+JiFcD64B9I+JfKCRxBwJ7R8SVwL8CMyLiYxQSqp66Ea38jIg6YB/gN8NtK2lii8xyRgIkafyIiEOBhZl5aD91uwM/A47NzEci4rLiuZeNYYhExBeBOzPzx2P5upJqn8OakiaUiNgb+ATwgoj4UN/6zHyQwnYarxvr2HpExLMpLGAwMZO0DXvOJEmSaog9Z5IkSTXE5EySJKmGmJxJkiTVEJMzSZKkGmJyJkmSVENMziRJkmqIyZkkSVINMTmTJEmqISZnkiRJNeT/A2xyCd8+9nJ5AAAAAElFTkSuQmCC\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm.fit_report(fit02, q_indices=[3,6,9,22], forced_qs=[4,16], use_new_tau=False, show=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It doesn't appear that that helped much. In fact, we see that the $\\tau$ values appear to be \"hitting the rails\" of the bounds we imposed on the parameter. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we plot $\\tau$ vs $q$ for the last two fittings. We see that updating the initial guess didn't improve things. So the reason that the $\\tau$ found for the high wavevectors is off does not seem to be related to the fitting algorithm using a poor initial guess. Perhaps at the high wavevectors the dynamics are too fast for us detect with the camera frame rate we used? Below we also plot a horizontal line corresponding the time interval between frames. We see that the fits are off even well above our temporal resolution. So it is also not the case that the fits at some of the high wavevectors is due to poor temporal resolution. " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last two fits #\n", + "################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess based on estimated diffusion coeff\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.legend(loc=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our third attemp at fitting the data - tightening the bounds on the stretching exponent" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's try one more thing with this fitting. Let's think about the stretching exponent. For normal diffusive motion, we expect the intermediate scattering function to be a simple exponential: $f(q,\\Delta t) = \\exp(-\\Delta t / \\tau)$. But sometimes when the dynamics are heterogeneous or subdiffusion is present, we see that a stretched exponential works better. That is, for the ISF we use: $f(q,\\Delta t) = \\exp(-\\Delta t / \\tau)^s$ where $s$ is the stretching exponent. \n", + "\n", + "For this example data, we just have movie of silica colloidal particles diffusing in water. The dynamics should be diffusive. So we could try constraining the stretching exponent to be around to 1 as we expect (notice how the stretching exponent is between 0.6 and 0.7 for the high $q$ values in the previous fits)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter 'StretchingExp' set to 1.\n", + "Parameter 'StretchingExp' lower limit set to 0.85.\n", + "Parameter 'StretchingExp' upper limit set to 1.\n" + ] + } + ], + "source": [ + "#We update the intial guess for the background and the lower and upper bounds\n", + "ddm_fit.set_parameter_initial_guess('StretchingExp', 1)\n", + "ddm_fit.set_parameter_bounds('StretchingExp', [0.85, 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "In function 'get_tau_vs_q_fit', using new tau...\n", + "Fit is saved in fittings dictionary with key 'fit03'.\n" + ] + } + ], + "source": [ + "fit03 = ddm_fit.fit(name_fit = 'fit03', display_table=False, use_A_from_images_as_guess=True, update_limits_on_A=True,\n", + " update_tau_based_on_estimated_diffcoeff=True, estimated_diffcoeff=0.6, \n", + " update_limits_on_tau=True, updated_lims_on_tau_fraction=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:          (parameter: 4, q: 64, lagtime: 40)\n",
+       "Coordinates:\n",
+       "  * parameter        (parameter) <U13 'Amplitude' 'Tau' ... 'StretchingExp'\n",
+       "  * q                (q) float64 0.0 0.2028 0.4057 0.6085 ... 12.37 12.58 12.78\n",
+       "  * lagtime          (lagtime) float64 0.02398 0.04796 0.07194 ... 12.59 14.36\n",
+       "Data variables:\n",
+       "    parameters       (parameter, q) float64 1.0 2.326e+05 ... 0.85 0.85\n",
+       "    theory           (lagtime, q) float64 10.0 78.85 304.9 ... 200.8 200.6 200.4\n",
+       "    isf_data         (lagtime, q) float64 0.0 0.9996 0.9872 ... 0.432 0.4966\n",
+       "    ddm_matrix_data  (lagtime, q) float64 0.0 294.2 321.4 ... 207.8 201.1 200.4\n",
+       "    A                (q) float64 -190.0 2.585e+05 1.026e+04 ... 19.47 20.65\n",
+       "    B                int32 190\n",
+       "Attributes: (12/18)\n",
+       "    model:                          DDM Matrix - Single Exponential\n",
+       "    data_to_use:                    DDM Matrix\n",
+       "    initial_params_dict:            ["{'n': 0, 'value': 100.0, 'limits': [1.0...\n",
+       "    effective_diffusion_coeff:      0.6779463827208101\n",
+       "    tau_vs_q_slope:                 [-1.84532034]\n",
+       "    msd_alpha:                      [1.08382266]\n",
+       "    ...                             ...\n",
+       "    DataDirectory:                  C:/Users/rmcgorty/Documents/GitHub/PyDDM/...\n",
+       "    FileName:                       images_nobin_40x_128x128_8bit.tif\n",
+       "    pixel_size:                     0.242\n",
+       "    frame_rate:                     41.7\n",
+       "    BackgroundMethod:               None\n",
+       "    OverlapMethod:                  2
" + ], + "text/plain": [ + "\n", + "Dimensions: (parameter: 4, q: 64, lagtime: 40)\n", + "Coordinates:\n", + " * parameter (parameter) " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ddm.fit_report(fit03, q_indices=[3,6,9,22], forced_qs=[4,16], use_new_tau=False, show=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last three fits #\n", + "##################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess\")\n", + "plt.loglog(fit03.q, fit03.parameters.loc['Tau'], 'go', label=\"Restricting the stretching exponent\")\n", + "plt.xlabel(\"$q$ ($\\mu$m$^{-1})$\")\n", + "plt.ylabel(\"Decay time, $\\\\tau$ (s)\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.legend(loc=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What to make of the results at high $q$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So we have tried a couple things to improve the results of our fits for $q \\gtrsim 6 \\mu m^{-1}$. We tried:\n", + "1. Updating the intial guess for $\\tau$ for each $q$ based on an expected diffusion coefficient and constraining the bounds of $\\tau$ around that guess. \n", + "2. Narrowing the bounds of the stretching exponent to be close to what we would expect for normal diffusive motion (i.e., near 1). \n", + "\n", + "But, these didn't seem to make the result for $\\tau (q)$ reasonable for the larger $q$ values. So what is going on? \n", + "\n", + "The horizontal line in the plot above corresponds to the minimum time lag we are measuring (24 ms given our frame rate of 41.7 Hz). So we are not lacking in temporal resolution. \n", + "\n", + "But what about **spatial resolution**? Even though our pixels are 0.242 $\\mu m$ in size doesn't mean that we can truly measure dynamics occurring around such small length scales. \n", + "\n", + "The data used here was acquired using a not-so-great microscope with a 40x 0.5NA objective and a 0.3NA condenser. Assuming light of a wavelength of 550 nm, that means our theoretical resolution is $\\frac{1.22 \\times 0.550}{0.5+0.3} = 0.763 \\mu m$. Note that this is more than 3 times the pixel size.\n", + "\n", + "As described in [**Safari 2015**], the maximum $q$ is determined either by (1) the pixel size, (2) the smallest distance a particle can be detected moving between two frames given the frame rate, and (3) the smallest resolvable distance given the optical resolution limit. In the case of (3): $q_{max} = \\frac{2 \\pi NA}{\\lambda}$. For our data, that would be $q_{max} = 5.7 \\mu m^{-1}$. \n", + "\n", + "**So it seems we have found the culprit of the poor fitting at large $q$: our limited optical resolution.**\n", + "\n", + ">[**Safari 2015**] Safari, M. S., Vorontsova, M. A., Poling-Skutvik, R., Vekilov, P. G. & Conrad, J. C. [Differential dynamic microscopy of weakly scattering and polydisperse protein-rich clusters.](https://doi.org/10.1103/PhysRevE.92.042712) Phys. Rev. E 92, 042712 (2015).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Lines correspond roughly to limits of temporal (horizontal line) and spatial (vertical line) resolution')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "##################################################################################################\n", + "# Plotting the characteristic decay time tau vs wavevector q determined from the last three fits #\n", + "##################################################################################################\n", + "\n", + "plt.figure(figsize=(10,10/1.618))\n", + "plt.loglog(fit01.q, fit01.parameters.loc['Tau'], 'ro', label=\"Not updating tau's initial guess\")\n", + "plt.loglog(fit02.q, fit02.parameters.loc['Tau'], 'bo', label=\"Updating tau's initial guess\")\n", + "plt.loglog(fit03.q, fit03.parameters.loc['Tau'], 'go', label=\"Restricting the stretching exponent\")\n", + "plt.xlabel(\"$q$ ($\\mu$m$^{-1})$\")\n", + "plt.ylabel(\"Decay time, $\\\\tau$ (s)\")\n", + "plt.axhline(y = 1.0/fit01.frame_rate)\n", + "plt.axvline(x = 5.7)\n", + "plt.legend(loc=0)\n", + "plt.title(\"Lines correspond roughly to limits of temporal (horizontal line) and spatial (vertical line) resolution\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Determining the mean squared displacement from the ISF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we assume that the particle displacements are Gaussian, then the ISF can be written as \n", + "$f(q,\\Delta t) = \\exp \\left[ (-q^2 / 4) \\left< \\Delta r^2(\\Delta t) \\right> \\right]$. We can then find the MSD, $\\left< \\Delta r^2(\\Delta t) \\right>$ from the DDM matrix, $D(q, \\Delta t)$, using:\n", + "$$ \\left< \\Delta r^2(\\Delta t) \\right> = \\frac{4}{q^2} \\ln \\left[ \\frac{A(q)}{A(q)-D(q,\\Delta t)+B(q)} \\right]$$\n", + "\n", + "See equation 6 in [**Bayles 2017**] or equation 7 in [**Edera 2017**]. \n", + "\n", + "We find $\\left< \\Delta r^2(\\Delta t) \\right>$ in this code with the method `extract_MSD` in the `DDM_Fit` class. The code will use the *'Amplitude'* and *'Background'* parameters of the fit. But, if those parameters are not present (as would be the case if we fit to the ISF instead of the DDM matrix) then the code will use the estimate for $A(q)$ and $B$ found using $\\left< | \\tilde{I}(q, t) |^2 \\right>_t$ as described previously in this document.\n", + "\n", + "\n", + ">[**Bayles 2017**] Bayles, A. V., Squires, T. M. & Helgeson, M. E. [Probe microrheology without particle tracking by differential dynamic microscopy.](https://doi.org/10.1007/s00397-017-1047-7) Rheol Acta 56, 863–869 (2017).\n", + "\n", + ">[**Edera 2017**] Edera, P., Bergamini, D., Trappe, V., Giavazzi, F. & Cerbino, R. [Differential dynamic microscopy microrheology of soft materials: A tracking-free determination of the frequency-dependent loss and storage moduli.](https://doi.org/10.1103/PhysRevMaterials.1.073804) Phys. Rev. Materials 1, 073804 (2017).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\rmcgorty\\Anaconda3\\lib\\site-packages\\xarray\\core\\computation.py:742: RuntimeWarning: invalid value encountered in log\n", + " result_data = func(*input_data)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Diffusion coefficient: 0.66499 um^2/s\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "###############################################################################################\n", + "# Plotting the mean squared displacement as a function of lag time as determined from the ISF #\n", + "###############################################################################################\n", + "\n", + "msd, msd_std = ddm_fit.extract_MSD(fit=fit01)\n", + "poly_fit_results = np.polyfit(msd.lagtime[1:10], msd[1:10], 1)\n", + "\n", + "fig,ax = plt.subplots()\n", + "plt.loglog(msd.lagtime, msd, 'o', color='darkblue')\n", + "plt.plot(msd.lagtime, np.polyval(poly_fit_results,msd.lagtime), '-r')\n", + "plt.xlabel(\"Lag time (s)\")\n", + "plt.ylabel(\"MSD ($\\mu$m$^2$)\")\n", + "plt.title(\"MSD vs lag time\")\n", + "\n", + "print(r\"Diffusion coefficient: %.5f um^2/s\" % (poly_fit_results[0]/4.))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + }, + "toc-autonumbering": false, + "toc-showcode": false, + "toc-showmarkdowntxt": false, + "widgets": { + "state": { + "0689152f16ed41dc8a8bcb723dd208ff": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "26aa4e49158c4ac1849007468d752942": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "2f4331df93e34013bb2c39527f242747": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "44268e92f7a341398441a40371d4d52e": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "865c7b14e4224de59bdedc2a153c180c": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "875f47d176124605be1a53d9c460194d": { + "views": [ + { + "cell_index": 4 + } + ] + }, + "a7696b918cb04f9dba715f91419757d3": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "a7856b7a541d49899761758860c70a33": { + "views": [ + { + "cell_index": 12 + } + ] + }, + "f3ec44c7464c43d6bb1b7c50fc36cceb": { + "views": [ + { + "cell_index": 5 + } + ] + }, + "f848a825e63a484f96afe2eaf70e7127": { + "views": [ + { + "cell_index": 5 + } + ] + } + }, + "version": "1.2.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Examples/ddm_clean.py b/Examples/ddm_clean.py new file mode 100644 index 0000000..7ec3cd2 --- /dev/null +++ b/Examples/ddm_clean.py @@ -0,0 +1,1624 @@ +import sys +import glob +import numpy as np +import scipy +from scipy.optimize import leastsq, least_squares +from scipy.special import gamma +import pylab +import socket + +comp_name = socket.gethostname() + +if comp_name=='D1K6SR52' or comp_name=='D1MN8282': + sys.path.append("C:\\Users\\rmcgorty\\Dropbox\\pycode") +elif comp_name=='yoga_mcg': + sys.path.append("C:\\Users\\Ryan\\Dropbox\\pycode") +import tiff_file +import radiav +import mpfit + +#This function is used to determine a new time when a distribution +# of decay times are present +newt = lambda t,s: (1./s)*gamma(1./s)*t + +kbt = 1.38064852e-23 * (273+20) #thermal energy in SI units + +def genLogDist(start,stop,numPoints,base=4): + ''' + This function will generate a logarithmically spaced set of numbers. + This is for generating the times over which to calculate the intermediate + scattering function. + :param start: First time delay (usually 1) + :param stop: Last time delay (often 598 or 998) + :param numPoints: number of time delays (can be 60 for quick calculations) + :param base: optional parameter, default is 4 + :return: unique list of numbers from start to stop, logarithmically spaced + ''' + newpts = [] #empty list + + #first, will make list of numbers log-spaced longer than intended list. + #This is due to fact that after converting list to integers, we will have + # multiple duplicates. So to generate enough *unique* numbers we need to + # first make a longer-than-desired list. + prepoints = 4*numPoints + numpts = prepoints + while abs(numpts-numPoints)>0 and (prepoints>10): + newstart = np.log(start)/np.log(base) #find log of start + newstop = np.log(stop)/np.log(base) #find log of stop + + #generate long list of numbers + pts = np.logspace(newstart, newstop, num=prepoints, base=base, dtype=np.int) + + #identify unique numbers in the list + newpts = np.unique(pts) + numpts = len(newpts) #how long is this list of unique numbers + prepoints = prepoints-1 + if numpts==numPoints: + return newpts + return newpts + +def getFFTDiffsAtTimes(imageFile, dts, limitImsTo=None, every=None, shiftAtEnd=False, noshift=False, submean=True): + ''' + This code calculates the image structure function for the series of images + in imageFile at the lag times specified in dts. + :param imageFile: Either a string specifying the location of the data or the data itself as a numpy array + :param dts: 1D array of delay times + :param limitImsTo: defaults to None + :param every: defaults to None + :param shiftAtEnd: defaults to False + :param noshift: defaults to False + :param submean: defaults to true + :return: two numpy arrays: the fft'd data and the list of times + ''' + if isinstance(imageFile, np.ndarray): + ims = imageFile + elif isinstance(imageFile, basestring): + ims = tiff_file.imread(imageFile) + else: + print("Not sure what you gave for imageFile") + return 0 + if limitImsTo is not None: + ims = ims[:limitImsTo] + if every is not None: + ims = ims[::every] + + #Determines the dimensions of the data set (number of frames, x- and y-resolution in pixels + ntimes, ndx, ndy = ims.shape + + #Initializes array for Fourier transforms of differences + fft_diffs = np.zeros((len(dts), ndx, ndy),dtype=np.float) + + steps_in_diffs = np.ceil(dts/3.0).astype(np.int) + + + j=0 + + if noshift: + shiftAtEnd=True + + #Loops over each delay time + for k,dt in enumerate(dts): + + if dt%15 == 0: + print("Running dt=%i...\n" % dt) + + #Calculates all differences of images with a delay time dt + all_diffs = ims[dt:].astype(np.float) - ims[0:(-1*dt)].astype(np.float) + + #Rather than FT all image differences of a given lag time, only select a subset + all_diffs_new = all_diffs[0:-1:steps_in_diffs[k],:,:] + + #Loop through each image difference and FT + for i in range(0,all_diffs_new.shape[0]): + if shiftAtEnd: + temp = np.fft.fft2(all_diffs_new[i] - all_diffs_new[i].mean()) + else: + if submean: + temp = np.fft.fftshift(np.fft.fft2(all_diffs_new[i]-all_diffs_new[i].mean())) + else: + temp = np.fft.fftshift(np.fft.fft2(all_diffs_new[i])) + + fft_diffs[j] = fft_diffs[j] + abs(temp*np.conj(temp))/(ndx*ndy) + + #Divide the running sum of FTs to get the average FT of the image differences of that lag time + fft_diffs[j] = fft_diffs[j] / (all_diffs_new.shape[0]) + + if shiftAtEnd and not noshift: + fft_diffs[j] = np.fft.fftshift(fft_diffs[j]) + + #fft_diffs[j] = np.fft.fftshift(np.fft.fft2(all_diffs.mean(axis=0)-all_diffs.mean())) + j = j+1 + + return fft_diffs, dts + +def getFFTDiffs(imageFile, times, limitImsTo=None, every=None, shiftAtEnd=False, noshift=False, submean=True, + returncomp = False): + if isinstance(imageFile, np.ndarray): + ims = imageFile + elif isinstance(imageFile, basestring): + ims = tiff_file.imread(imageFile) + else: + print("Not sure what you gave for imageFile") + return 0 + if limitImsTo is not None: + ims = ims[:limitImsTo] + if every is not None: + ims = ims[::every] + + ntimes, ndx, ndy = ims.shape + + dts = np.arange(times,dtype=np.uint16)+1 + + fft_diffs = np.zeros((len(dts), ndx, ndy),dtype='complex128') + + j=0 + + if noshift: + shiftAtEnd=True + + for dt in dts: + + if dt%15 == 0: + print("Running dt=%i...\n" % dt) + + all_diffs = ims[dt:].astype(np.float) - ims[0:(-1*dt)].astype(np.float) + + for i in range(0,all_diffs.shape[0]): + if shiftAtEnd: + temp = np.fft.fft2(all_diffs[i] - all_diffs[i].mean()) + else: + if submean: + temp = np.fft.fftshift(np.fft.fft2(all_diffs[i]-all_diffs[i].mean())) + else: + temp = np.fft.fftshift(np.fft.fft2(all_diffs[i])) + if returncomp: + fft_diffs[j] = fft_diffs[j] + temp/(ndx*ndy) + else: + fft_diffs[j] = fft_diffs[j] + abs(temp*np.conj(temp))/(ndx*ndy) + fft_diffs[j] = fft_diffs[j] / (all_diffs.shape[0]) + + if shiftAtEnd and not noshift: + fft_diffs[j] = np.fft.fftshift(fft_diffs[j]) + + #fft_diffs[j] = np.fft.fftshift(np.fft.fft2(all_diffs.mean(axis=0)-all_diffs.mean())) + j = j+1 + + return fft_diffs + +def getFFTDiffsMoreTimes(imageFile, time_start, time_stop, limitImsTo=None, every=None, shiftAtEnd=False, noshift=False, submean=True, + returncomp = False): + if isinstance(imageFile, np.ndarray): + ims = imageFile + elif isinstance(imageFile, basestring): + ims = tiff_file.imread(imageFile) + else: + print("Not sure what you gave for imageFile") + return 0 + if limitImsTo is not None: + ims = ims[:limitImsTo] + if every is not None: + ims = ims[::every] + + ntimes, ndx, ndy = ims.shape + + dts = np.arange(time_start,time_stop,dtype=np.uint16) + + fft_diffs = np.zeros((len(dts), ndx, ndy),dtype='complex128') + + j=0 + + if noshift: + shiftAtEnd=True + + for dt in dts: + + if dt%15 == 0: + print("Running dt=%i...\n" % dt) + + all_diffs = ims[dt:].astype(np.float) - ims[0:(-1*dt)].astype(np.float) + + for i in range(0,all_diffs.shape[0]): + if shiftAtEnd: + temp = np.fft.fft2(all_diffs[i] - all_diffs[i].mean()) + else: + if submean: + temp = np.fft.fftshift(np.fft.fft2(all_diffs[i]-all_diffs[i].mean())) + else: + temp = np.fft.fftshift(np.fft.fft2(all_diffs[i])) + if returncomp: + fft_diffs[j] = fft_diffs[j] + temp/(ndx*ndy) + else: + fft_diffs[j] = fft_diffs[j] + abs(temp*np.conj(temp))/(ndx*ndy) + fft_diffs[j] = fft_diffs[j] / (all_diffs.shape[0]) + + if shiftAtEnd and not noshift: + fft_diffs[j] = np.fft.fftshift(fft_diffs[j]) + + #fft_diffs[j] = np.fft.fftshift(np.fft.fft2(all_diffs.mean(axis=0)-all_diffs.mean())) + j = j+1 + + return fft_diffs + +def dTheory(x,a1,t1,bg,s1,a2,t2,s2): + g1 = np.exp(-1 * (x / t1)**s1) + g2 = np.exp(-1 * (x / t2)**s2) + d = a1 * (1 - g1) + a2 * (1 - g2) + bg + return d + +def dTheorySingle(x,a1,t1,bg,s1=1.0): + g1 = np.exp(-1 * (x / t1))**s1 + d = a1 * (1 - g1) + bg + return d + +def dTheoryISF(x,c,t,s): + ''' + x: independent variable: our lag time + c: the nonergodicity parameter --> SET TO 0 here + t: relaxation time (tau) + s: stretching exponent ("p" in Cho et al 2020) + ''' + g1 = np.exp(-1.0*(x/t)**s) + d = g1 + return d + + +def dTheoryNonErgISF(x,c,t,s): + ''' + x: independent variable: our lag time + c: the nonergodicity parameter + t: relaxation time (tau) + s: stretching exponent ("p" in Cho et al 2020) + ''' + g1 = np.exp(-1.0*(x/t)**s) + d = ((1-c)*g1) + c + return d + +def dTheoryTwoModeISF(x,c,t1,s,t2,a,Z): + ''' + From Wilson et. al PRL 2011 + + x: independent variable: our lag time + c: the nonergodicity parameter + t1: subdiff. relaxation time (tau) + s: stretching exponent ("p" in Cho et al 2020) + t2: ballistic relaxation time, 1/qv + a: proportion of population that is moving ballistically + Z: Schulz distribution number + ''' + theta = (x / t2)/(Z + 1.0) + VDist = ((Z + 1.0)/((Z * x)/t2)) * np.sin(Z*np.arctan(theta))/((1.0 + theta**2.0)**(Z/2.0)) + g1 = np.exp(-1.0*(x/t1)**s) + d = ((1.0-c)*g1*((1.0-a)+a*VDist)) + c + return d + + +def returnReasonableParams(d=None, fps=40.0, double=True, stretched=True, bg=100): + ''' + Function to return reasonable parameters for fits + The parameters are: + * amplitude + * decay time + * background + * alpha (stretching exponent) + :param d: + :param double: + :param stretched: + :return: + ''' + params = np.array([1e8, 15.0, bg, 0.99, 1e6, 0.8, 1.0]) + if d is not None: + params[2] = bg + params[0] = (d.max() - bg)*0.85 + w = np.where((d-params[2])>(0.6*(d.max()-params[2]))) + if len(w[0])>0: + params[1]=1*(w[0][0]/fps) + else: + params[1] = 1./fps + if params[1]==0: + params[1]=3./fps + minpars = np.array([0, 1e-6, 0, 0.1, 0, 1e-6, 0.1]) + maxpars = np.array([1e22, 1e4, 1e18, 2.0, 1e12, 1e4, 2.0]) + fixed = np.repeat(False, len(params)) + limitedmin = np.repeat(True, len(params)) + limitedmax = np.repeat(True, len(params)) + if stretched==False: + params[3]=1.0 + params[6]=1.0 + fixed[3] = True + fixed[6] = True + if double==False: + params[4] = 0 #amplitude of 2nd exponential + fixed[4] = True + fixed[5] = True #tau of 2nd exponential + fixed[6] = True #alpha (str exp) of 2nd exponential + else: + guess_amp = d[-50:].mean() - bg + params[0] = 0.9*guess_amp + params[4] = 0.1*guess_amp + params[5] = 0.1*params[1] + return params, minpars, maxpars, limitedmin, limitedmax, fixed + + +def twomodeFit_ISF(dData, times, params, minpars, maxpars, limitedmin, limitedmax, fixed, err=None, logfit=False,maxiter=600, + factor=1e-3, quiet=False): + parinfo = [ + {'n': 0, 'value': params[0], 'limits': [minpars[0], maxpars[0]], 'limited': [limitedmin[0], limitedmax[0]], + 'fixed': fixed[0], 'parname': "Nonerg", 'error': 0, 'step':0}, + {'n': 1, 'value': params[1], 'limits': [minpars[1], maxpars[1]], 'limited': [limitedmin[1], limitedmax[1]], + 'fixed': fixed[1], 'parname': "tau", 'error': 0, 'step':0}, + {'n': 2, 'value': params[2], 'limits': [minpars[2], maxpars[2]], 'limited': [limitedmin[2], limitedmax[2]], + 'fixed': fixed[2], 'parname': "Stretchexp", 'error': 0, 'step':0}, + {'n': 3, 'value': params[3], 'limits': [minpars[3], maxpars[3]], 'limited': [limitedmin[3], limitedmax[3]], + 'fixed': fixed[3], 'parname': "tau2", 'error': 0, 'step':0}, + {'n': 4, 'value': params[4], 'limits': [minpars[4], maxpars[4]], 'limited': [limitedmin[4], limitedmax[4]], + 'fixed': fixed[4], 'parname': "proportion", 'error': 0, 'step':0}, + {'n': 5, 'value': params[5], 'limits': [minpars[5], maxpars[5]], 'limited': [limitedmin[5], limitedmax[5]], + 'fixed': fixed[5], 'parname': "schulz", 'error': 0, 'step':0} + ] + + def mpfitfun(x, y, err, logfit): + if err is None: + def f(p, fjac=None): + if logfit: + return [0, (np.log(y) - np.log(dTheoryTwoModeISF(x, *p)))] + else: + return [0, (y - dTheoryTwoModeISF(x, *p))] + else: + def f(p, fjac=None): + return [0, (y - dTheoryTwoModeISF(x, *p)) / err] + return f + mp = mpfit.mpfit(mpfitfun(times, dData, err, logfit), parinfo=parinfo, quiet=quiet, maxiter=maxiter,factor=factor) + + if mp.status == 0: + raise Exception(mp.errmsg) + mpp = mp.params + mpperr = mp.perror + chi2 = mp.fnorm + + return mpp, dTheoryTwoModeISF(times,*mpp) ,mpperr,chi2 + +def newFit_ISF(dData, times, params, minpars, maxpars, limitedmin, limitedmax, fixed, err=None, logfit=False,maxiter=600, + factor=1e-3, quiet=False): + parinfo = [ + {'n': 0, 'value': params[0], 'limits': [minpars[0], maxpars[0]], 'limited': [limitedmin[0], limitedmax[0]], + 'fixed': fixed[0], 'parname': "Nonerg", 'error': 0, 'step':0}, + {'n': 1, 'value': params[1], 'limits': [minpars[1], maxpars[1]], 'limited': [limitedmin[1], limitedmax[1]], + 'fixed': fixed[1], 'parname': "tau", 'error': 0, 'step':0}, + {'n': 2, 'value': params[2], 'limits': [minpars[2], maxpars[2]], 'limited': [limitedmin[2], limitedmax[2]], + 'fixed': fixed[2], 'parname': "Stretchexp", 'error': 0, 'step':0}, + ] + + def mpfitfun(x, y, err, logfit): + if err is None: + def f(p, fjac=None): + if logfit: + return [0, (np.log(y) - np.log(dTheoryNonErgISF(x, *p)))] + else: + return [0, (y - dTheoryNonErgISF(x, *p))] + else: + def f(p, fjac=None): + return [0, (y - dTheoryNonErgISF(x, *p)) / err] + return f + mp = mpfit.mpfit(mpfitfun(times, dData, err, logfit), parinfo=parinfo, quiet=quiet, maxiter=maxiter,factor=factor) + + if mp.status == 0: + raise Exception(mp.errmsg) + mpp = mp.params + mpperr = mp.perror + chi2 = mp.fnorm + + return mpp, dTheoryNonErgISF(times,*mpp) ,mpperr,chi2 + + +def newFit(dData, times, params, minpars, maxpars, limitedmin, limitedmax, fixed, err=None, logfit=True,maxiter=600, + factor=1e-3, quiet=False): + parinfo = [ + {'n': 0, 'value': params[0], 'limits': [minpars[0], maxpars[0]], 'limited': [limitedmin[0], limitedmax[0]], + 'fixed': fixed[0], 'parname': "Amplitude1", 'error': 0, 'step':0}, + {'n': 1, 'value': params[1], 'limits': [minpars[1], maxpars[1]], 'limited': [limitedmin[1], limitedmax[1]], + 'fixed': fixed[1], 'parname': "Time1", 'error': 0, 'step':0.01}, + {'n': 2, 'value': params[2], 'limits': [minpars[2], maxpars[2]], 'limited': [limitedmin[2], limitedmax[2]], + 'fixed': fixed[2], 'parname': "Background", 'error': 0, 'step':0}, + {'n': 3, 'value': params[3], 'limits': [minpars[3], maxpars[3]], 'limited': [limitedmin[3], limitedmax[3]], + 'fixed': fixed[3], 'parname': "Alpha1", 'error': 0, 'step':0.005}, + {'n': 4, 'value': params[4], 'limits': [minpars[4], maxpars[4]], 'limited': [limitedmin[4], limitedmax[4]], + 'fixed': fixed[4], 'parname': "Amplitude2", 'error': 0, 'step':0}, + {'n': 5, 'value': params[5], 'limits': [minpars[5], maxpars[5]], 'limited': [limitedmin[5], limitedmax[5]], + 'fixed': fixed[5], 'parname': "Time2", 'error': 0, 'step':0.01}, + {'n': 6, 'value': params[6], 'limits': [minpars[6], maxpars[6]], 'limited': [limitedmin[6], limitedmax[6]], + 'fixed': fixed[6], 'parname': "Alpha2", 'error': 0, 'step':0.005} + ] + + def mpfitfun(x, y, err, logfit): + if err is None: + def f(p, fjac=None): + if logfit: + return [0, (np.log(y) - np.log(dTheory(x, *p)))] + else: + return [0, (y - dTheory(x, *p))] + else: + def f(p, fjac=None): + return [0, (y - dTheory(x, *p)) / err] + return f + mp = mpfit.mpfit(mpfitfun(times, dData, err, logfit), parinfo=parinfo, quiet=quiet, maxiter=maxiter,factor=factor) + + if mp.status == 0: + raise Exception(mp.errmsg) + mpp = mp.params + mpperr = mp.perror + chi2 = mp.fnorm + + return mpp, dTheory(times,*mpp) ,mpperr,chi2 + + + +def newFit_ALL(dData, times, params, minpars, maxpars, limitedmin, limitedmax, + fixed, err=None, logfit=True,maxiter=600, + factor=0.3, single=True, startq=10): + if params.ndim == 1: + initParams = params.copy() + allinitParams = False + else: + allinitParams = True + params_all = params.copy() + initParams = params[startq] + params = initParams + ntimes, nqs = dData.shape + allFitResults = np.zeros((nqs, 7)) + allFitErrors = np.zeros_like(allFitResults) + allTheory = np.zeros_like(dData) + allchi2 = np.zeros((nqs)) + for q in range(startq,nqs): + fit, theory, mpperr, chi2 = newFit(dData[:,q], times, params, minpars, maxpars, limitedmin, limitedmax, fixed, + err=err, logfit=logfit,maxiter=maxiter,factor=factor, quiet=True) + allFitResults[q] = fit + allTheory[:,q] = theory + allFitErrors[q] = mpperr + allchi2[q] = chi2 + if allinitParams and (q+10): + params = params_all[q-1] + else: + params = fit + return allFitResults, allTheory, allFitErrors, allchi2 + +def newFitLeastsq(dData, times, params, minpars, maxpars, limitedmin, limitedmax, fixed, err=None, logfit=True,maxiter=600, + factor=1e-3, single=True): + parinfo = [ + {'n': 0, 'value': params[0], 'limits': [minpars[0], maxpars[0]], 'limited': [limitedmin[0], limitedmax[0]], + 'fixed': fixed[0], 'parname': "Amplitude1", 'error': 0, 'step':0}, + {'n': 1, 'value': params[1], 'limits': [minpars[1], maxpars[1]], 'limited': [limitedmin[1], limitedmax[1]], + 'fixed': fixed[1], 'parname': "Time1", 'error': 0, 'step':0.01}, + {'n': 2, 'value': params[2], 'limits': [minpars[2], maxpars[2]], 'limited': [limitedmin[2], limitedmax[2]], + 'fixed': fixed[2], 'parname': "Background", 'error': 0, 'step':0}, + {'n': 3, 'value': params[3], 'limits': [minpars[3], maxpars[3]], 'limited': [limitedmin[3], limitedmax[3]], + 'fixed': fixed[3], 'parname': "Alpha1", 'error': 0, 'step':0.005}, + {'n': 4, 'value': params[4], 'limits': [minpars[4], maxpars[4]], 'limited': [limitedmin[4], limitedmax[4]], + 'fixed': fixed[4], 'parname': "Amplitude2", 'error': 0, 'step':0}, + {'n': 5, 'value': params[5], 'limits': [minpars[5], maxpars[5]], 'limited': [limitedmin[5], limitedmax[5]], + 'fixed': fixed[5], 'parname': "Time2", 'error': 0, 'step':0.01}, + {'n': 6, 'value': params[6], 'limits': [minpars[6], maxpars[6]], 'limited': [limitedmin[6], limitedmax[6]], + 'fixed': fixed[6], 'parname': "Alpha2", 'error': 0, 'step':0.005} + ] + + def leastsqfitfun(p, x, y, logfit, parinfo): + newp = np.zeros((len(parinfo))) + j = 0 + for i in range(len(parinfo)): + if parinfo[i]['fixed']: + newp[i] = parinfo[i]['value'] + else: + newp[i] = p[j] + j = j+1 + + if logfit: + diff = np.log(y) - np.log(dTheory(x, *newp)) + return diff + else: + diff = y - dTheory(x, *newp) + return diff + + params_adjust = np.repeat(0,len(fixed)-fixed.sum()).astype(np.float) + j=0 + for i in range(len(parinfo)): + if not parinfo[i]['fixed']: + params_adjust[j] = params[i] + j=j+1 + + plsq = leastsq(leastsqfitfun, params_adjust, args = (times, dData, logfit, parinfo)) + + newplsq = np.zeros((len(parinfo))) + j=0 + for i in range(len(parinfo)): + if parinfo[i]['fixed']: + newplsq[i]=parinfo[i]['value'] + else: + newplsq[i]=plsq[0][j] + j=j+1 + + return newplsq, dTheory(times,*newplsq) + +def newFitLeastsq_ALL(dData, times, params, minpars, maxpars, limitedmin, limitedmax, + fixed, err=None, logfit=True,maxiter=600, + factor=1e-3, single=True, startq=10): + ntimes, nqs = dData.shape + allFitResults = np.zeros((nqs, 7)) + allTheory = np.zeros((ntimes, 7)) + for q in range(startq,nqs): + fit, theory = newFitLeastsq(dData[:,q], times, params, minpars, maxpars, limitedmin, limitedmax, fixed, + err=err, logfit=logfit,maxiter=maxiter,factor=factor, single=single) + for q in range(startq,1,-1): + fit, theory = newFitLeastsq(dData[:,q], times, params, minpars, maxpars, limitedmin, limitedmax, fixed, + err=err, logfit=logfit,maxiter=maxiter,factor=factor, single=single) + + + + +def testingMask(im, angRange=None, rev=False): + nx,ny = im.shape + xx = np.arange(-(nx-1)/2., nx/2.) + yy = np.arange(-(ny-1)/2., ny/2.) + x,y = np.meshgrid(xx,yy) + q = np.sqrt(x**2 + y**2) + angles = np.arctan2(x,y) + mask = np.ones_like(angles) + if angRange is not None: + w1 = np.where(angles>angRange[0]) + else: + w1 = np.where(angles>(13*np.pi/14)) + mask[w1]=0 + mask = mask * np.rot90(np.rot90(mask)) + mask = mask * np.flipud(mask) + mask[np.where(mask==0)] = np.nan + if rev: + mask = np.rot90(mask) + return im*mask + +def embedInNans(arr): + im_dim_x = arr.shape[1] + im_dim_y = arr.shape[2] + larger_dim = max(im_dim_x, im_dim_y) + mid = larger_dim/2 - 1 + new_arr = np.ones((arr.shape[0], larger_dim, larger_dim))*np.nan + if im_dim_y>im_dim_x: + new_arr[:,mid-im_dim_x/2:mid+im_dim_x/2,:] = arr + else: + new_arr[:,:,mid-im_dim_x/2:mid+im_dim_x/2] = arr + return new_arr + +def newRadav(im, limangles=False, angRange=None, mask=None, rev=False, + debug_q = None): + if mask is None: + hasMask = False + else: + hasMask = True + nx,ny = im.shape + xx = np.arange(-(nx-1)/2., nx/2.) + yy = np.arange(-(ny-1)/2., ny/2.) + #x,y = np.meshgrid(xx,yy) + x,y = np.meshgrid(yy,xx) + q = np.sqrt(x**2 + y**2) + angles = np.arctan2(x,y) + + qx = np.arange(-1*nx/2,nx/2)*(1./nx) * max(nx,ny) + qy = np.arange(-1*ny/2,ny/2)*(1./ny) * max(nx,ny) + qxx,qyy = np.meshgrid(qy,qx) #qy,qx is correct order + q_new = np.sqrt(qxx**2 + qyy**2) + + if debug_q is not None: + return q_new.round().astype(np.int)==debug_q + + if mask is None: + mask = np.ones_like(angles) + if angRange is not None: + w1 = np.where(angles>angRange[0]) + else: + w1 = np.where(angles>(13*np.pi/14)) + if mask is None: + mask[w1]=0 + mask = mask * np.rot90(np.rot90(mask)) + mask = mask * np.flipud(mask) + mask[np.where(mask==0)] = np.nan + if rev: + mask = np.rot90(mask) + qr = q_new.round().astype(np.int) + #rs = np.arange(0,(nx-1)/2) + rs = np.arange(0,(max(nx,ny)-1)/2) + radav = np.zeros((len(rs)),dtype=np.float) + for i in range(0,len(rs)): + w = np.where(qr==rs[i]) + if len(w[0])>0: + if limangles or hasMask: + newim = im*mask + radav[i] = np.nanmean(newim[w]) + else: + radav[i] = np.nanmean(im[w]) + #else: + # print i + return radav + +def radialAvFFTs_v2(fft_diff, limangles=False, angRange=None, + mask=None, rev=False): + if isinstance(fft_diff, basestring): + fft_diff_data = np.load(fft_diff) + else: + fft_diff_data = fft_diff.copy() + radav = newRadav(fft_diff[0]) + ravs = np.zeros((fft_diff_data.shape[0], len(radav))) + ravs[0] = radav + for i in range(1,fft_diff_data.shape[0]): + ravs[i] = newRadav(fft_diff_data[i], limangles=limangles, angRange=angRange, + mask=mask, rev=rev) + return ravs + + + +def radialAvFFTs(fft_diff, le, xc, yc, av4=False): + if isinstance(fft_diff, basestring): + fft_diff_data = np.load(fft_diff) + else: + fft_diff_data = fft_diff.copy() + + + ravs = np.zeros((fft_diff_data.shape[0],le)) + + if av4: + for i in range(0,ravs.shape[0]): + r1, nr = radiav.radav(abs(fft_diff[i]), xc, yc, le) + r2, nr = radiav.radav(abs(fft_diff[i]), xc-1, yc-1, le) + r3, nr = radiav.radav(abs(fft_diff[i]), xc-1, yc, le) + r4, nr = radiav.radav(abs(fft_diff[i]), xc, yc-1, le) + ravs[i] = (r1+r2+r3+r4)/4.0 + else: + for i in range(0,ravs.shape[0]): + ravs[i], nr = radiav.radav(abs(fft_diff[i]), xc, yc, le) + + return ravs + + +def fittingRadAvs(radav, times, p0, plot=True, pd = False, plotLog=True): + if pd: + if len(p0)==4: + plsq = leastsq(dynamicStructFuncPDError, p0, args = (times, radav)) + elif len(p0)==5: + plsq = leastsq(dynamicStructFuncPD3Error, p0, args = (times, radav)) + else: + plsq = leastsq(dynamicStructFuncError, p0, args = (times, radav)) + #soln = least_squares(dynamicStructFuncError, p0, args=(times, radav), method='trf', loss='linear', + # tr_solver='exact') + # plsq = (soln.x, 1) + #print "plsq: ", plsq + if plot: + pylab.figure() + if plotLog: + pylab.semilogx(times, radav, 'ro') + else: + pylab.plot(times, radav, 'ro') + if pd: + if plotLog: + if len(p0)==4: + pylab.semilogx(times, dynamicStructFuncPD(plsq[0],times),'-k',lw=2) + elif len(p0)==5: + pylab.semilogx(times, dynamicStructFuncPD3(plsq[0],times),'-k',lw=2) + else: + if len(p0)==4: + pylab.plot(times, dynamicStructFuncPD(plsq[0],times),'-k',lw=2) + elif len(p0)==5: + pylab.plot(times, dynamicStructFuncPD3(plsq[0],times),'-k',lw=2) + else: + if plotLog: + pylab.semilogx(times, dynamicStructFunc(plsq[0], times), '-k', lw=2) + else: + pylab.plot(times, dynamicStructFunc(plsq[0],times),'-k',lw=2) + pylab.xlabel('Time') + pylab.ylabel('D (q,dt)') + return plsq + +def fittingRadAvsDoubleExp(radav, times, p0, plot=True, plotLog=True, log=True, wts=None, fixedB=0): + + if fixedB>0: + newp0 = np.zeros((4,)) + newp0[0] = p0[0] + newp0[1] = p0[1] + newp0[2] = p0[3] + newp0[3] = p0[4] + else: + newp0 = p0 + + plsq = leastsq(dynamicStructFuncDoubleError, newp0, args = (times, radav, log, wts, fixedB)) + + if fixedB>0: + new_plsq = np.zeros((5,)) + new_plsq[0] = plsq[0][0] + new_plsq[1] = plsq[0][1] + new_plsq[2] = fixedB + new_plsq[3] = plsq[0][2] + new_plsq[4] = plsq[0][3] + plsq = (new_plsq,1) + + if plot: + f, axarr = pylab.subplots(4, sharex=True) + theory = dynamicStructFuncDouble(plsq[0], times) + exp1, exp2, bg = dynamicStructFuncDouble_Each(plsq[0], times) + err = radav - theory + if plotLog: + axarr[0].semilogx(times, radav, 'ro') + axarr[0].semilogx(times, theory, '-k', lw=2) + axarr[1].semilogx(times, abs(err), 'ro') + #axarr[2].semilogx(times, radav-bg, 'bo') + #axarr[2].semilogx(times, exp1, '-g', lw=2) + #axarr[2].semilogx(times, exp2, '-m', lw=2) + else: + #axarr[0].plot(times, radav, 'ro') + #axarr[0].plot(times, theory,'-k',lw=2) + axarr[1].plot(times, err, 'ro') + dif = radav-bg + axarr[0].plot(times, abs(dif), 'bo') + axarr[0].plot(times, abs(exp1), '-g', lw=2) + axarr[0].plot(times, abs(exp2), '-m', lw=2) + axarr[2].plot(times, abs(dif - exp1), 'mo') + axarr[3].plot(times, abs(dif - exp2), 'go') + + axarr[1].set_xlabel('Time') + axarr[1].set_ylabel('Error') + axarr[0].set_ylabel('D (q,dt) - bg') + return plsq + +def fittingRadAvsDoubleExpPD(radav, times, p0, plot=True, plotLog=True, log=True, wts=None, fixedB=0): + + if fixedB>0: + newp0 = np.zeros((6,)) + newp0[0:2] = p0[0:2] + newp0[2:] = p0[3:] + temp = leastsq(dynamicStructFuncDoublePDError, newp0, args = (times, radav, log, wts, fixedB)) + temp2 = np.zeros((7,)) + temp2[0:2] = temp[0][0:2] + temp2[2] = fixedB + temp2[3:] = temp[0][2:] + plsq = (temp2,1) + else: + plsq = leastsq(dynamicStructFuncDoublePDError, p0, args = (times, radav, log, wts)) + + if plot: + f, axarr = pylab.subplots(2, sharex=True) + theory = dynamicStructFuncDoublePD(plsq[0], times) + err = radav - theory + if plotLog: + axarr[0].semilogx(times, radav, 'ro') + axarr[0].semilogx(times, theory, '-k', lw=2) + axarr[1].semilogx(times, abs(err), '-ro') + else: + axarr[0].plot(times, radav, 'ro') + axarr[0].plot(times, theory,'-k',lw=2) + axarr[1].plot(times, err, '-ro') + + axarr[1].set_xlabel('Time') + axarr[0].set_ylabel('D (q,dt)') + axarr[1].set_ylabel('Error') + return plsq + +def fittingRadAvsStretched(radav, times, p0, plot=True, plotLog=True, fixedalpha=0, log=False, wts=None, double=False, fixedB = 0): + + if double: + if fixedalpha>0 and fixedB==0: + temp = leastsq(dynamicStructFuncHoldStretchedDoubleError, p0, args=(times, radav, fixedalpha, fixedB, log, wts)) + temp2 = np.zeros((6,)) + temp2[0:5] = temp[0][0:5].copy() + temp2[5] = fixedalpha + plsq = (temp2, temp[1]) + elif fixedalpha>0 and fixedB>0: + newp0 = np.hstack((p0[0:2],p0[3:])) + temp = leastsq(dynamicStructFuncHoldStretchedDoubleError, newp0, args=(times, radav, fixedalpha, fixedB, log)) + temp2 = np.zeros((6,)) + temp2[0:2] = temp[0][0:2].copy() + temp2[2] = fixedB + temp2[3] = temp[0][2].copy() + temp2[4] = temp[0][3].copy() + temp2[5] = fixedalpha + plsq = (temp2,temp[1]) + elif fixedalpha==0 and fixedB>0: + newp0 = np.hstack((p0[0:2],p0[3:])) + temp = leastsq(dynamicStructFuncStretchedDoubleError, newp0, args=(times, radav, log, wts, fixedB)) + temp2 = np.zeros((6,)) + temp2[0:2] = temp[0][0:2].copy() + temp2[2] = fixedB + temp2[3] = temp[0][2] + temp2[4] = temp[0][3] + temp2[5] = temp[0][4] + plsq = (temp2, temp[1]) + else: + plsq = leastsq(dynamicStructFuncStretchedDoubleError, p0, args=(times, radav, log, wts, fixedB)) + fitres = dynamicStructFuncStretchedDouble(plsq[0],times) + else: + if fixedalpha>0 and fixedB==0: + temp = leastsq(dynamicStructFuncHoldStretchError, p0[0:3], args=(times, radav, fixedalpha, log, wts)) + temp2 = np.zeros((4,)) + temp2[0:3] = temp[0].copy() + temp2[3] = fixedalpha + plsq = (temp2, 1) + elif fixedalpha==0 and fixedB>0: + newp0 = np.hstack((p0[0:2],p0[3])) + temp = leastsq(dynamicStructFuncStretchHoldBErr, newp0, args=(times, radav, fixedB, log)) + temp2 = np.zeros((4,)) + temp2[0:2] = temp[0][0:2].copy() + temp2[2] = fixedB + temp2[3] = temp[0][2].copy() + plsq = (temp2,1) + elif fixedalpha>0 and fixedB>0: + newp0 = p0[0:2] + temp = leastsq(dynamicStructFuncHoldStretchHoldBErr, newp0, args=(times, radav, fixedalpha, fixedB, log)) + temp2 = np.zeros((4,)) + temp2[0:2] = temp[0][0:2].copy() + temp2[2] = fixedB + temp2[3] = fixedalpha + plsq = (temp2,1) + elif fixedalpha==0 and fixedB==0: + plsq = leastsq(dynamicStructFuncStretchedError, p0, args = (times, radav, log, wts), + maxfev=100000) + fitres = dynamicStructFuncStretched(plsq[0], times) + + if plot: + f, axarr = pylab.subplots(2, sharex=True) + err = radav-fitres + if plotLog: + axarr[0].semilogx(times, radav, 'ro') + axarr[0].semilogx(times, fitres, '-k', lw=2) + #axarr[1].semilogx(times, abs(err), 'ro') + else: + axarr[0].plot(times, radav,'ro') + axarr[0].plot(times, fitres, '-k', lw=2) + axarr[1].plot(times, err, 'ro') + if plot: + axarr[1].set_xlabel('Time') + axarr[1].set_ylabel('Error') + axarr[0].set_ylabel('D (q,dt)') + return plsq + +def fittingRadAvsStretchedLog(radav, times, p0, plot=True, plotLog=True): + plsq = leastsq(dynamicStructFuncStretchedLogError, p0, args = (times, radav)) + + if plot: + pylab.figure() + pylab.semilogx(times, radav, 'ro') + pylab.semilogx(times, dynamicStructFuncStretched(plsq[0], times), '-k', lw=2) + pylab.xlabel('Time') + pylab.ylabel('D (q,dt)') + return plsq + +def fittingRadAvsWithLog(radav, times, p0, plot=True, pd=False, plotLog=True, Z=False, S=False): + newTimes = times.copy() + newp0 = p0.copy() + #newp0[1] = np.exp(p0[1]) + if pd and (not Z): + if len(p0)==4: + plsq = leastsq(dynamicStructFuncLogErrorPD, p0, args=(times, radav)) + if len(p0)==5: + plsq = leastsq(dynamicStructFuncLogErrorPD3, p0, args=(times, radav)) + elif Z and (not pd) and (not S): + plsq = leastsq(dynamicStructFuncZLogError, p0, args=(times, radav)) + elif Z and pd and (not S): + plsq = leastsq(dynamicStructFuncZPDLogError, p0, args=(times, radav)) + elif not(pd) and Z and S: + plsq = leastsq(dynamicStructFuncZSLogError, p0, args=(times, radav)) + else: + temp = leastsq(dynamicStructFuncLogError, newp0, args = (newTimes, radav)) + plsq = temp + #soln = least_squares(dynamicStructFuncLogError, p0, args=(times, radav), method='lm', + # x_scale = np.array([1000,0.1,1000])) + #plsq = (soln.x, 1) + #plsq[0][1] = np.exp(temp[0][1]) + if plot: + f, axarr = pylab.subplots(2, sharex=True) + if plotLog: + axarr[0].semilogx(times, radav, 'ro') + else: + axarr[0].plot(times, radav, 'ro') + if pd and (not Z): + if plotLog: + if len(p0)==4: + theory = dynamicStructFuncPD(plsq[0],times) + axarr[0].semilogx(times, theory,'-k',lw=2) + err = radav - theory + axarr[1].semilogx(times, err,'-ro') + elif len(p0)==5: + theory = dynamicStructFuncPD3(plsq[0],times) + axarr[0].semilogx(times, theory,'-k',lw=2) + err = radav - theory + axarr[1].semilogx(times, err,'-ro') + else: + if len(p0)==4: + theory = dynamicStructFuncPD(plsq[0],times) + axarr[0].plot(times, theory,'-k',lw=2) + err = radav - theory + axarr[1].plot(times, err,'-ro') + elif len(p0)==5: + theory = dynamicStructFuncPD3(plsq[0],times) + axarr[0].plot(times, theory,'-k',lw=2) + err = radav - theory + axarr[1].plot(times, err,'-ro') + elif Z and (not pd) and (not S): + theory = dynamicStructFuncZ(plsq[0],times) + err = radav - theory + if plotLog: + axarr[0].semilogx(times, theory,'-k',lw=2) + axarr[1].semilogx(times, err,'-ro') + else: + axarr[0].plot(times, theory,'-k',lw=2) + axarr[1].plot(times, err,'-ro') + elif Z and pd and (not S): + theory = dynamicStructFuncZPD(plsq[0],times) + err = radav - theory + if plotLog: + axarr[0].semilogx(times, theory,'-k',lw=2) + axarr[1].semilogx(times, err,'-ro') + else: + axarr[0].plot(times, theory,'-k',lw=2) + axarr[1].plot(times, err,'-ro') + elif Z and S and (not pd): + theory = dynamicStructFuncZS(plsq[0],times) + err = radav - theory + if plotLog: + axarr[0].semilogx(times, theory,'-k',lw=2) + axarr[1].semilogx(times, err,'-ro') + else: + axarr[0].plot(times, theory,'-k',lw=2) + axarr[1].plot(times, err,'-ro') + else: + theory = dynamicStructFunc(plsq[0], times) + err = radav - theory + if plotLog: + axarr[0].semilogx(times, theory, '-k', lw=2) + axarr[1].semilogx(times, err,'-ro') + else: + axarr[0].plot(times, theory,'-k',lw=2) + axarr[1].plot(times, err,'-ro') + axarr[1].set_xlabel('Time') + axarr[0].set_ylabel('D (q,dt)') + axarr[1].set_ylabel('Error') + return plsq + +def fittingRadAvsWithLogHoldB(radav, times, p0, B, plot=True): + newTimes = times.copy() + newp0 = p0.copy() + #newp0[1] = np.exp(p0[1]) + temp = leastsq(dynamicStructFuncLogErrorHoldB, newp0, args = (newTimes, radav, B)) + print("temp: ", temp) + plsq = np.zeros((3,)) + plsq[0:2] = temp[0] + plsq[2] = B + #plsq[0][1] = np.exp(temp[0][1]) + if plot: + pylab.figure() + pylab.semilogx(times, radav, 'ro') + pylab.semilogx(times, dynamicStructFunc(plsq, times), '-k', lw=2) + pylab.xlabel('Time') + pylab.ylabel('D (q,dt)') + return (plsq,1) + +def fittingAllRadAvs(radavs, times, p0, plotEvery=None, noreset=True, fitWithLog=False, holdBas = None, + pd=False, plotLog=True, stretched=False, fixedalpha=0, wts=None, double=False, + fixedB = 0, startingATB=None, resetAt = 2, Z=False): + aParam = np.zeros((radavs.shape[1])) + tParam = np.zeros_like(aParam) + bParam = np.zeros_like(aParam) + stretchParam = np.zeros_like(aParam) + t2Param = np.zeros_like(aParam) + a2Param = np.zeros_like(aParam) + pd1Param = np.zeros_like(aParam) + pd2Param = np.zeros_like(aParam) + zParam = np.zeros_like(aParam) + err = np.zeros_like(aParam) + newp0 = p0.copy() + ''' + #not used since first fit is usually nans + if startingATB is not None: + newp0[0] = startingATB[0][0] + newp0[1] = startingATB[1][0] + newp0[2] = startingATB[2][0] + ''' + if holdBas is not None: + bparam_fixed = holdBas + for i in range(0,radavs.shape[1]): + if plotEvery is not None: + if i%plotEvery == 0: + toPlot=True + else: + toPlot=False + else: + toPlot=False + if fitWithLog: + if holdBas is not None: + res = fittingRadAvsWithLogHoldB(radavs[:,i], times, newp0[:2], bparam_fixed, plot=toPlot) + if Z and stretched and (not pd): + res = fittingRadAvsWithLog(radavs[:,i], times, newp0, pd=pd, plot=toPlot, plotLog=plotLog, Z=Z, S=stretched) + zParam[i] = res[0][3] + stretchParam[i] = res[0][4] + elif ((not stretched) and (not double)): + res = fittingRadAvsWithLog(radavs[:,i], times, newp0, pd=pd, plot=toPlot, plotLog=plotLog, Z=Z) + if pd: + if Z: + pd1Param[i] = res[0][4] + zParam[i] = res[0][3] + else: + pd1Param[i] = res[0][3] + if len(p0)==5: + pd2Param[i] = res[0][4] + elif Z and (not pd): + zParam[i] = res[0][3] + elif ((not stretched) and double and (not pd)): + res = fittingRadAvsDoubleExp(radavs[:,i], times, newp0, plot=toPlot, plotLog=plotLog, log=fitWithLog, + wts=wts, fixedB=fixedB) + if stretched and (not Z): + res = fittingRadAvsStretched(radavs[:,i], times, newp0, plot=toPlot, plotLog=plotLog, + fixedalpha=fixedalpha, log=fitWithLog, wts=wts, double=double, + fixedB = fixedB) + if double and pd: + res = fittingRadAvsDoubleExpPD(radavs[:,i], times, newp0, plot=toPlot, plotLog=plotLog, + log=fitWithLog, wts=wts, fixedB=fixedB) + else: + if stretched and (not Z): + res = fittingRadAvsStretched(radavs[:,i], times, newp0, plot=toPlot, plotLog=plotLog, + fixedalpha=fixedalpha, log=fitWithLog, wts=wts, double=double, + fixedB=fixedB) + elif (double and pd): + res = fittingRadAvsDoubleExpPD(radavs[:,i], times, newp0, plot=toPlot, plotLog=plotLog, + log=fitWithLog, wts=wts) + else: + res = fittingRadAvs(radavs[:,i], times, newp0, plot=toPlot, pd=pd, plotLog=plotLog) + pd1Param[i] = res[0][3] + if len(p0)==5: + pd2Param[i] = res[0][4] + if toPlot: + pylab.title("Fitting..." + str(i).zfill(2) + " ... a1=" + str(res[0][0])) + print(str(i) + ": ", res) + aParam[i] = res[0][0] + tParam[i] = res[0][1] + bParam[i] = res[0][2] + if Z and stretched and (not pd): + err[i] = np.sum(dynamicStructFuncZSError(res[0], times, radavs[:,i])**2) + elif Z and (not pd) and (not stretched): + err[i] = np.sum(dynamicStructFuncZError(res[0], times, radavs[:,i])**2) + elif Z and pd and (not stretched): + err[i] = np.sum(dynamicStructFuncZPDError(res[0], times, radavs[:,i])**2) + elif double and (not pd): + err[i] = np.sum(dynamicStructFuncDoubleError(res[0], times, radavs[:,i])**2) + elif double and pd: + err[i] = np.sum(dynamicStructFuncDoublePDError(res[0],times,radavs[:,i])**2) + elif (not double) and (not stretched) and pd and (not Z): + if len(p0)==4: + err[i] = np.sum(dynamicStructFuncPDError(res[0],times,radavs[:,i])**2) + elif len(p0)==5: + err[i] = np.sum(dynamicStructFuncPD3Error(res[0],times,radavs[:,i])**2) + elif (not double) and (not Z) and (not pd) and stretched: + err[i] = np.sum(dynamicStructFuncStretchedError(res[0], times, radavs[:,i])**2) + else: + err[i] = np.sum(dynamicStructFuncError(res[0], times, radavs[:,i])**2) + if i>resetAt and noreset: + newp0 = res[0].copy() + if (startingATB is not None) and (i<(radavs.shape[1]-1)): + newp0[0] = startingATB[0][i+1] + newp0[1] = startingATB[1][i+1] + newp0[2] = startingATB[2][i+1] + #newp0[5] = 0.85 + if ((len(res[0])>3) and stretched and (not double) and (not Z)): + stretchParam[i] = res[0][3] + if (not stretched): + stretchParam[i]=0 + if double: + t2Param[i] = res[0][4] + a2Param[i] = res[0][3] + if pd: + pd1Param[i] = res[0][5] + pd2Param[i] = res[0][6] + elif stretched: + stretchParam[i] = res[0][5] + if Z and (not pd) and (not stretched): + return aParam, tParam, bParam, zParam, err + elif Z and stretched and (not pd): + return aParam, tParam, bParam, zParam, stretchParam, err + elif Z and pd and (not stretched): + return aParam, tParam, bParam, zParam, pd1Param, err + elif double and (not pd) and (not stretched): + return aParam, tParam, bParam, a2Param, t2Param, err + elif (not double) and (not stretched) and pd: + if len(p0)==4: + return aParam, tParam, bParam, pd1Param, err + elif len(p0)==5: + return aParam, tParam, bParam, pd1Param, pd2Param, err + elif double and pd: + return aParam, tParam, bParam, a2Param, t2Param, pd1Param, pd2Param, err + elif double and stretched: + return aParam, tParam, bParam, a2Param, t2Param, stretchParam, err + return aParam,tParam,bParam,stretchParam,err + +def fittingAllRadAvsWithLogs(radavs, times, p0, plotEvery=None, reset=True): + aParam = np.zeros((radavs.shape[1])) + tParam = np.zeros_like(aParam) + bParam = np.zeros_like(aParam) + err = np.zeros_like(aParam) + newp0 = p0.copy() + for i in range(0,radavs.shape[1]): + if plotEvery is not None: + if i%plotEvery == 0: + toPlot=True + else: + toPlot=False + else: + toPlot=False + res = fittingRadAvsWithLog(radavs[:,i], times, newp0, plot=toPlot) + if toPlot: + pylab.title("Fitting..." + str(i).zfill(2)) + print(str(i) + ": ", res) + aParam[i] = res[0][0] + tParam[i] = res[0][1] + bParam[i] = res[0][2] + err[i] = np.sum(dynamicStructFuncError(res[0], times, radavs[:,i])**2) + if i>2 and reset: + newp0 = res[0].copy() + return aParam,tParam,bParam,err + +def fittingAllRadAvsWithLogsHoldB(radavs, times, p0, B, plotEvery=None, reset=True): + aParam = np.zeros((radavs.shape[1])) + tParam = np.zeros_like(aParam) + bParam = np.zeros_like(aParam) + err = np.zeros_like(aParam) + newp0 = p0.copy() + for i in range(0,radavs.shape[1]): + if plotEvery is not None: + if i%plotEvery == 0: + toPlot=True + else: + toPlot=False + else: + toPlot=False + res = fittingRadAvsWithLogHoldB(radavs[:,i], times, newp0, B, plot=toPlot) + if toPlot: + pylab.title("Fitting..." + str(i).zfill(2)) + print(str(i) + ": ", res) + aParam[i] = res[0][0] + tParam[i] = res[0][1] + bParam[i] = B + err[i] = np.sum(dynamicStructFuncError(res[0], times, radavs[:,i])**2) + if i>2 and reset: + newp0 = res[0][0:2].copy() + return aParam,tParam,bParam,err + +def estimatingOffsets(data, times): + + #First get the t->0 offset (paramter C if y = A(1-e^-t/B)+C) + firstSlope = (data(1)-data(0))/(times(1)-times(0)) + secondSlope = (data(2)-data(1))/(times(2)-times(1)) + diffSlope = firstSlope-secondSlope + if diffSlope>0: + slope = firstSlope+diffSlope + else: + slope = firstSlope + paramC = data(0) - (slope*times(0)) + + + return paramC + + +def dynamicStructFunc(params, times): + g = np.exp(-1*times/params[1]) + d = params[0]*(1-g) + abs(params[2]) + return d + +def dynamicStructFuncDouble(params, times): + g1 = np.exp(-1*(times/params[1])) + g2 = np.exp(-1*(times/params[4])) + d = params[0]*(1-g1) + params[3]*(1-g2) + params[2] + return d + +def dynamicStructFuncDouble_Each(params, times): + g1 = np.exp(-1*(times/params[1])) + g2 = np.exp(-1*(times/params[4])) + d = params[0]*(1-g1) + params[3]*(1-g2) + params[2] + return params[0]*(1-g1), params[3]*(1-g2), params[2] + +def dynamicStructFuncDoublePD(params, times): + g1 = np.exp(-1*(times/params[1]))*(1+(abs(params[5])*times*times/2.0)) + g2 = np.exp(-1*(times/params[4]))*(1+(abs(params[6])*times*times/2.0)) + d = params[0]*(1-g1) + params[3]*(1-g2) + params[2] + return d + +def dynamicStructFuncStretched(params, times): + g = np.exp(-1*(times/params[1])**params[3]) + d = params[0]*(1-g) + abs(params[2]) + return d + +def dynamicStructFuncStretchedDouble(params, times): + g1 = np.exp(-1*(times/params[1])**params[5]) + #g1 = np.exp(-1*(times/params[1])**0.8) + pow2 = 0.95 + g2 = np.exp(-1*(times/params[4])**pow2) + d = params[0]*(1-g1) + params[3]*(1-g2) + params[2] + return d + +def dynamicStructFuncStretchedDoubleError(params, times, data, log=False, wts=None, fixedB=0): + if wts is not None: + if len(wts) != len(data): + wts = wts[0:len(data)] + else: + wts = np.ones_like(data) + penalty = 0 + + if fixedB>0: + newparams = np.zeros((6,)) + newparams[0:2] = params[0:2] + newparams[2] = fixedB + newparams[3] = params[2] + newparams[4] = params[3] + newparams[5] = params[4] + else: + newparams = params.copy() + + if log: + return wts*(np.log(dynamicStructFuncStretchedDouble(newparams, times)) - np.log(data)) + penalty + else: + return wts*(dynamicStructFuncStretchedDouble(newparams, times) - data) + penalty + +def dynamicStructFuncDoubleError(params, times, data, log=False, wts=None, fixedB=0): + if wts is not None: + if len(wts) != len(data): + wts = wts[0:len(data)] + else: + wts = np.ones_like(data) + penalty = 0 + + if fixedB>0: + newparams = np.zeros((5,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = fixedB + newparams[3] = params[2] + newparams[4] = params[3] + else: + newparams = params + + newparams[0] = abs(newparams[0]) + newparams[3] = abs(newparams[3]) + + if log: + return wts*(np.log(dynamicStructFuncDouble(newparams, times)) - np.log(data)) + penalty + else: + return wts*(dynamicStructFuncDouble(newparams, times) - data) + penalty + +def dynamicStructFuncDoublePDError(params, times, data, log=False, wts=None, fixedB=0): + if wts is not None: + if len(wts) != len(data): + wts = wts[0:len(data)] + else: + wts = np.ones_like(data) + penalty = 0 + + if fixedB>0: + newparams = np.zeros((7,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = fixedB + newparams[3] = params[2] + newparams[4] = params[3] + newparams[5] = params[4] + newparams[6] = params[5] + else: + newparams = params + + newparams[0] = abs(newparams[0]) + newparams[3] = abs(newparams[3]) + + if log: + return wts*(np.log(dynamicStructFuncDoublePD(newparams, times)) - np.log(data)) + penalty + else: + return wts*(dynamicStructFuncDoublePD(newparams, times) - data) + penalty + +def dynamicStructFuncHoldStretchedDoubleError(params, times, data, alpha, fixedB=0, log=False, wts=None): + if fixedB>0: + newparams = np.zeros((6,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = fixedB + newparams[3] = params[2] + newparams[4] = params[3] + newparams[5] = alpha + else: + newparams = np.zeros((6,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = params[2] + newparams[3] = params[3] + newparams[4] = params[4] + newparams[5] = alpha + if wts is not None: + if len(wts) != len(data): + wts = wts[0:len(data)] + else: + wts = np.ones_like(data) + penalty = 0 + if params[3]<-0.2: + penalty = 1e10 + if log: + return wts*(np.log(dynamicStructFuncStretchedDouble(newparams, times)) - np.log(data)) + penalty + else: + return wts*(dynamicStructFuncStretchedDouble(newparams, times) - data) + penalty + +def dynamicStructFuncWithDrift(params, times): + g = np.exp(-1*times/params[1]) + +def dynamicStructFuncPD(params, times): + #Taking into account polydispersity + g = np.exp(-1*times/params[1])*(1+(abs(params[3])*times*times/2.0)) + d = params[0]*(1-g) + abs(params[2]) + return d + +def dynamicStructFuncPD3(params, times): + #Taking into account polydispersity + g = np.exp(-1*times/params[1])*(1+(abs(params[3])*times*times/2.0)-(abs(params[4]/6.0)*times*times*times)) + d = params[0]*(1-g) + abs(params[2]) + return d + +def dynamicStructFuncZ(params, times): + g = np.exp(-1*times/params[1])/(np.sqrt(1+times/params[3])) + d = params[0]*(1-g) + abs(params[2]) + return d + +def dynamicStructFuncZS(params, times): + g = (np.exp(-1*times/params[1])**params[4])/(np.sqrt(1+(times/params[3]))) + d = params[0]*(1-g) + abs(params[2]) + return d + +def dynamicStructFuncZPD(params, times): + g = (np.exp(-1*times/params[1])/(np.sqrt(1+times/params[3])))*(1+(abs(params[4])*times*times/2.0)) + d = params[0]*(1-g) + abs(params[2]) + return d + +def dynamicStructFuncError(params, times, data): + return dynamicStructFunc(params, times) - data + +def dynamicStructFuncStretchedError(params, times, data, log=False, wts=None): + if wts is not None: + if len(wts) != len(data): + wts = wts[0:len(data)] + else: + wts = np.ones_like(data) + penalty = 0 + if params[3]<0.01: #was 0.15; change to 0.01 on 8/16/2016 -rjm + penalty = 1e10 + if log: + return wts*(np.log(dynamicStructFuncStretched(params, times)) - np.log(data)) + penalty + else: + return wts*(dynamicStructFuncStretched(params, times) - data) + penalty + +def dynamicStructFuncPDError(params, times, data): + return dynamicStructFuncPD(params, times) - data + +def dynamicStructFuncPD3Error(params, times, data): + return dynamicStructFuncPD3(params, times) - data + +def dynamicStructFuncZError(params, times, data): + return dynamicStructFuncZ(params, times) - data + +def dynamicStructFuncZPDError(params, times, data): + return dynamicStructFuncZPD(params, times) - data + +def dynamicStructFuncZSError(params, times, data): + return dynamicStructFuncZS(params, times) - data + +def dynamicStructFuncZSLogError(params, times, data): + return np.log(dynamicStructFuncZS(params, times)) - np.log(data) + +def dynamicStructFuncHoldStretchError(params, times, data, alpha, log=False,wts=None): + newparams = np.zeros((4,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = params[2] + newparams[3] = alpha + if wts is not None: + if len(wts) != len(data): + wts = wts[0:len(data)] + else: + wts = np.ones_like(data) + if log: + return wts*(np.log(dynamicStructFuncStretched(newparams,times)) - np.log(data)) + else: + return wts*(dynamicStructFuncStretched(newparams, times) - data) + +def dynamicStructFuncLogErrorHoldB(params, times, data, B, log=False): + newparams = np.zeros((3,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = B + if log: + return np.log(dynamicStructFunc(newparams,times))-np.log(data) + else: + return dynamicStructFunc(newparams,times) - data + +def dynamicStructFuncStretchHoldBErr(params, times, data, B, log=False): + newparams = np.zeros((4,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = B + newparams[3] = params[2] + if log: + return np.log(dynamicStructFuncStretched(newparams,times)) - np.log(data) + else: + return dynamicStructFuncStretched(newparams,times) - data + +def dynamicStructFuncHoldStretchHoldBErr(params, times, data, alpha, B, log=False): + newparams = np.zeros((4,)) + newparams[0] = params[0] + newparams[1] = params[1] + newparams[2] = B + newparams[3] = alpha + if log: + return np.log(dynamicStructFuncStretched(newparams,times)) - np.log(data) + else: + return dynamicStructFuncStretched(newparams,times) - data + + +def dynamicStructFuncLogError(params, times, data): + return np.log(dynamicStructFunc(params, times)) - np.log(data) + #err = abs(dynamicStructFunc(params, times) - data) + #return np.log(1+err) + +def dynamicStructFuncLogErrorPD(params, times, data): + return np.log(dynamicStructFuncPD(params, times)) - np.log(data) + #err = abs(dynamicStructFunc(params, times) - data) + #return np.log(1+err) + +def dynamicStructFuncLogErrorPD3(params, times, data): + return np.log(dynamicStructFuncPD3(params, times)) - np.log(data) + +def dynamicStructFuncZLogError(params, times, data): + penalty = 0 + if params[3]>10000: + penalty = 1e20 + if params[3]<0: + penalty = 1e20 + return np.log(dynamicStructFuncZ(params, times)) - np.log(data) + penalty + +def dynamicStructFuncZPDLogError(params, times, data): + penalty = 0 + if params[3]>10000: + penalty = 1e20 + if params[3]<0: + penalty = 1e20 + return np.log(dynamicStructFuncZPD(params, times)) - np.log(data) + penalty + +def dynamicStructFuncStretchedLogError(params, times, data): + return np.log(dynamicStructFuncStretched(params, times)) - np.log(data) + +def getDiff(tau, qs, qmin, qmax, power=0.5): + w = np.where((qs>qmin)*(qsqminmax[0]) & (qs 0) + + # Finish up the free parameters + ifree = (numpy.nonzero(pfixed != 1))[0] + nfree = len(ifree) + if nfree == 0: + self.errmsg = 'ERROR: no free parameters' + return + + # Compose only VARYING parameters + self.params = xall.copy() # self.params is the set of parameters to be returned + x = self.params[ifree] # x is the set of free parameters + + # LIMITED parameters ? + limited = self.parinfo(parinfo, 'limited', default=[0,0], n=npar) + limits = self.parinfo(parinfo, 'limits', default=[0.,0.], n=npar) + if (limited is not None) and (limits is not None): + # Error checking on limits in parinfo + if numpy.any((limited[:,0] & (xall < limits[:,0])) | + (limited[:,1] & (xall > limits[:,1]))): + self.errmsg = 'ERROR: parameters are not within PARINFO limits' + return + if numpy.any((limited[:,0] & limited[:,1]) & + (limits[:,0] >= limits[:,1]) & + (pfixed == 0)): + self.errmsg = 'ERROR: PARINFO parameter limits are not consistent' + return + + # Transfer structure values to local variables + qulim = (limited[:,1])[ifree] + ulim = (limits [:,1])[ifree] + qllim = (limited[:,0])[ifree] + llim = (limits [:,0])[ifree] + + if numpy.any((qulim!=0.) | (qllim!=0.)): + qanylim = 1 + else: + qanylim = 0 + else: + # Fill in local variables with dummy values + qulim = numpy.zeros(nfree) + ulim = x * 0. + qllim = qulim + llim = x * 0. + qanylim = 0 + + n = len(x) + # Check input parameters for errors + if (n < 0) or (ftol <= 0) or (xtol <= 0) or (gtol <= 0) \ + or (maxiter < 0) or (factor <= 0): + self.errmsg = 'ERROR: input keywords are inconsistent' + return + + if rescale != 0: + self.errmsg = 'ERROR: DIAG parameter scales are inconsistent' + if len(diag) < n: + return + if numpy.any(diag <= 0): + return + self.errmsg = '' + + [self.status, fvec] = self.call(fcn, self.params, functkw) + + if self.status < 0: + self.errmsg = 'ERROR: first call to "'+str(fcn)+'" failed' + return + # If the returned fvec has more than four bits I assume that we have + # double precision + # It is important that the machar is determined by the precision of + # the returned value, not by the precision of the input array + if numpy.array([fvec]).dtype.itemsize>4: + self.machar = machar(double=1) + self.blas_enorm = mpfit.blas_enorm64 + else: + self.machar = machar(double=0) + self.blas_enorm = mpfit.blas_enorm32 + machep = self.machar.machep + + m = len(fvec) + if m < n: + self.errmsg = 'ERROR: number of parameters must not exceed data' + return + self.dof = m-nfree + self.fnorm = self.enorm(fvec) + + # Initialize Levelberg-Marquardt parameter and iteration counter + + par = 0. + self.niter = 1 + qtf = x * 0. + self.status = 0 + + # Beginning of the outer loop + + while(1): + + # If requested, call fcn to enable printing of iterates + self.params[ifree] = x + if self.qanytied: + self.params = self.tie(self.params, ptied) + + if (nprint > 0) and (iterfunct is not None): + if ((self.niter-1) % nprint) == 0: + mperr = 0 + xnew0 = self.params.copy() + + dof = numpy.max([len(fvec) - len(x), 0]) + status = iterfunct(fcn, self.params, self.niter, self.fnorm**2, + functkw=functkw, parinfo=parinfo, quiet=quiet, + dof=dof, **iterkw) + if status is not None: + self.status = status + + # Check for user termination + if self.status < 0: + self.errmsg = 'WARNING: premature termination by ' + str(iterfunct) + return + + # If parameters were changed (grrr..) then re-tie + if numpy.max(numpy.abs(xnew0-self.params)) > 0: + if self.qanytied: + self.params = self.tie(self.params, ptied) + x = self.params[ifree] + + + # Calculate the jacobian matrix + self.status = 2 + catch_msg = 'calling MPFIT_FDJAC2' + fjac = self.fdjac2(fcn, x, fvec, step, qulim, ulim, dside, + epsfcn=epsfcn, + autoderivative=autoderivative, dstep=dstep, + functkw=functkw, ifree=ifree, xall=self.params) + if fjac is None: + self.errmsg = 'WARNING: premature termination by FDJAC2' + return + + # Determine if any of the parameters are pegged at the limits + if qanylim: + catch_msg = 'zeroing derivatives of pegged parameters' + whlpeg = (numpy.nonzero(qllim & (x == llim)))[0] + nlpeg = len(whlpeg) + whupeg = (numpy.nonzero(qulim & (x == ulim)))[0] + nupeg = len(whupeg) + # See if any "pegged" values should keep their derivatives + if nlpeg > 0: + # Total derivative of sum wrt lower pegged parameters + for i in range(nlpeg): + sum0 = sum(fvec * fjac[:,whlpeg[i]]) + if sum0 > 0: + fjac[:,whlpeg[i]] = 0 + if nupeg > 0: + # Total derivative of sum wrt upper pegged parameters + for i in range(nupeg): + sum0 = sum(fvec * fjac[:,whupeg[i]]) + if sum0 < 0: + fjac[:,whupeg[i]] = 0 + + # Compute the QR factorization of the jacobian + [fjac, ipvt, wa1, wa2] = self.qrfac(fjac, pivot=1) + + # On the first iteration if "diag" is unspecified, scale + # according to the norms of the columns of the initial jacobian + catch_msg = 'rescaling diagonal elements' + if self.niter == 1: + if (rescale==0) or (len(diag) < n): + diag = wa2.copy() + diag[diag == 0] = 1. + + # On the first iteration, calculate the norm of the scaled x + # and initialize the step bound delta + wa3 = diag * x + xnorm = self.enorm(wa3) + delta = factor*xnorm + if delta == 0.: + delta = factor + + # Form (q transpose)*fvec and store the first n components in qtf + catch_msg = 'forming (q transpose)*fvec' + wa4 = fvec.copy() + for j in range(n): + lj = ipvt[j] + temp3 = fjac[j,lj] + if temp3 != 0: + fj = fjac[j:,lj] + wj = wa4[j:] + # *** optimization wa4(j:*) + wa4[j:] = wj - fj * sum(fj*wj) / temp3 + fjac[j,lj] = wa1[j] + qtf[j] = wa4[j] + # From this point on, only the square matrix, consisting of the + # triangle of R, is needed. + fjac = fjac[0:n, 0:n] + fjac.shape = [n, n] + temp = fjac.copy() + for i in range(n): + temp[:,i] = fjac[:, ipvt[i]] + fjac = temp.copy() + + # Check for overflow. This should be a cheap test here since FJAC + # has been reduced to a (small) square matrix, and the test is + # O(N^2). + #wh = where(finite(fjac) EQ 0, ct) + #if ct GT 0 then goto, FAIL_OVERFLOW + + # Compute the norm of the scaled gradient + catch_msg = 'computing the scaled gradient' + gnorm = 0. + if self.fnorm != 0: + for j in range(n): + l = ipvt[j] + if wa2[l] != 0: + sum0 = sum(fjac[0:j+1,j]*qtf[0:j+1])/self.fnorm + gnorm = numpy.max([gnorm,numpy.abs(sum0/wa2[l])]) + + # Test for convergence of the gradient norm + if gnorm <= gtol: + self.status = 4 + break + if maxiter == 0: + self.status = 5 + break + + # Rescale if necessary + if rescale == 0: + diag = numpy.choose(diag>wa2, (wa2, diag)) + + # Beginning of the inner loop + while(1): + + # Determine the levenberg-marquardt parameter + catch_msg = 'calculating LM parameter (MPFIT_)' + [fjac, par, wa1, wa2] = self.lmpar(fjac, ipvt, diag, qtf, + delta, wa1, wa2, par=par) + # Store the direction p and x+p. Calculate the norm of p + wa1 = -wa1 + + if (qanylim == 0) and (qminmax == 0): + # No parameter limits, so just move to new position WA2 + alpha = 1. + wa2 = x + wa1 + + else: + + # Respect the limits. If a step were to go out of bounds, then + # we should take a step in the same direction but shorter distance. + # The step should take us right to the limit in that case. + alpha = 1. + + if qanylim: + # Do not allow any steps out of bounds + catch_msg = 'checking for a step out of bounds' + if nlpeg > 0: + wa1[whlpeg] = numpy.clip( wa1[whlpeg], 0., numpy.max(wa1)) + if nupeg > 0: + wa1[whupeg] = numpy.clip(wa1[whupeg], numpy.min(wa1), 0.) + + dwa1 = numpy.abs(wa1) > machep + whl = (numpy.nonzero(((dwa1!=0.) & qllim) & ((x + wa1) < llim)))[0] + if len(whl) > 0: + t = ((llim[whl] - x[whl]) / + wa1[whl]) + alpha = numpy.min([alpha, numpy.min(t)]) + whu = (numpy.nonzero(((dwa1!=0.) & qulim) & ((x + wa1) > ulim)))[0] + if len(whu) > 0: + t = ((ulim[whu] - x[whu]) / + wa1[whu]) + alpha = numpy.min([alpha, numpy.min(t)]) + + # Obey any max step values. + if qminmax: + nwa1 = wa1 * alpha + whmax = (numpy.nonzero((qmax != 0.) & (maxstep > 0)))[0] + if len(whmax) > 0: + mrat = numpy.max(numpy.abs(nwa1[whmax]) / + numpy.abs(maxstep[ifree[whmax]])) + if mrat > 1: + alpha = alpha / mrat + + # Scale the resulting vector + wa1 = wa1 * alpha + wa2 = x + wa1 + + # Adjust the final output values. If the step put us exactly + # on a boundary, make sure it is exact. + sgnu = (ulim >= 0) * 2. - 1. + sgnl = (llim >= 0) * 2. - 1. + # Handles case of + # ... nonzero *LIM ... ...zero * LIM + ulim1 = ulim * (1 - sgnu * machep) - (ulim == 0) * machep + llim1 = llim * (1 + sgnl * machep) + (llim == 0) * machep + wh = (numpy.nonzero((qulim!=0) & (wa2 >= ulim1)))[0] + if len(wh) > 0: + wa2[wh] = ulim[wh] + wh = (numpy.nonzero((qllim!=0.) & (wa2 <= llim1)))[0] + if len(wh) > 0: + wa2[wh] = llim[wh] + # endelse + wa3 = diag * wa1 + pnorm = self.enorm(wa3) + + # On the first iteration, adjust the initial step bound + if self.niter == 1: + delta = numpy.min([delta,pnorm]) + + self.params[ifree] = wa2 + + # Evaluate the function at x+p and calculate its norm + mperr = 0 + catch_msg = 'calling '+str(fcn) + [self.status, wa4] = self.call(fcn, self.params, functkw) + if self.status < 0: + self.errmsg = 'WARNING: premature termination by "'+fcn+'"' + return + fnorm1 = self.enorm(wa4) + + # Compute the scaled actual reduction + catch_msg = 'computing convergence criteria' + actred = -1. + if (0.1 * fnorm1) < self.fnorm: + actred = - (fnorm1/self.fnorm)**2 + 1. + + # Compute the scaled predicted reduction and the scaled directional + # derivative + for j in range(n): + wa3[j] = 0 + wa3[0:j+1] = wa3[0:j+1] + fjac[0:j+1,j]*wa1[ipvt[j]] + + # Remember, alpha is the fraction of the full LM step actually + # taken + temp1 = self.enorm(alpha*wa3)/self.fnorm + temp2 = (numpy.sqrt(alpha*par)*pnorm)/self.fnorm + prered = temp1*temp1 + (temp2*temp2)/0.5 + dirder = -(temp1*temp1 + temp2*temp2) + + # Compute the ratio of the actual to the predicted reduction. + ratio = 0. + if prered != 0: + ratio = actred/prered + + # Update the step bound + if ratio <= 0.25: + if actred >= 0: + temp = .5 + else: + temp = .5*dirder/(dirder + .5*actred) + if ((0.1*fnorm1) >= self.fnorm) or (temp < 0.1): + temp = 0.1 + delta = temp*numpy.min([delta,pnorm/0.1]) + par = par/temp + else: + if (par == 0) or (ratio >= 0.75): + delta = pnorm/.5 + par = .5*par + + # Test for successful iteration + if ratio >= 0.0001: + # Successful iteration. Update x, fvec, and their norms + x = wa2 + wa2 = diag * x + fvec = wa4 + xnorm = self.enorm(wa2) + self.fnorm = fnorm1 + self.niter = self.niter + 1 + + # Tests for convergence + if (numpy.abs(actred) <= ftol) and (prered <= ftol) \ + and (0.5 * ratio <= 1): + self.status = 1 + if delta <= xtol*xnorm: + self.status = 2 + if (numpy.abs(actred) <= ftol) and (prered <= ftol) \ + and (0.5 * ratio <= 1) and (self.status == 2): + self.status = 3 + if self.status != 0: + break + + # Tests for termination and stringent tolerances + if self.niter >= maxiter: + self.status = 5 + if (numpy.abs(actred) <= machep) and (prered <= machep) \ + and (0.5*ratio <= 1): + self.status = 6 + if delta <= machep*xnorm: + self.status = 7 + if gnorm <= machep: + self.status = 8 + if self.status != 0: + break + + # End of inner loop. Repeat if iteration unsuccessful + if ratio >= 0.0001: + break + + # Check for over/underflow + if ~numpy.all(numpy.isfinite(wa1) & numpy.isfinite(wa2) & \ + numpy.isfinite(x)) or ~numpy.isfinite(ratio): + errmsg = ('''ERROR: parameter or function value(s) have become + 'infinite; check model function for over- 'and underflow''') + self.status = -16 + break + #wh = where(finite(wa1) EQ 0 OR finite(wa2) EQ 0 OR finite(x) EQ 0, ct) + #if ct GT 0 OR finite(ratio) EQ 0 then begin + + if self.status != 0: + break; + # End of outer loop. + + catch_msg = 'in the termination phase' + # Termination, either normal or user imposed. + if len(self.params) == 0: + return + if nfree == 0: + self.params = xall.copy() + else: + self.params[ifree] = x + if (nprint > 0) and (self.status > 0): + catch_msg = 'calling ' + str(fcn) + [status, fvec] = self.call(fcn, self.params, functkw) + catch_msg = 'in the termination phase' + self.fnorm = self.enorm(fvec) + + if (self.fnorm is not None) and (fnorm1 is not None): + self.fnorm = numpy.max([self.fnorm, fnorm1]) + self.fnorm = self.fnorm**2. + + self.covar = None + self.perror = None + # (very carefully) set the covariance matrix COVAR + if (self.status > 0) and (nocovar==0) and (n is not None) \ + and (fjac is not None) and (ipvt is not None): + sz = fjac.shape + if (n > 0) and (sz[0] >= n) and (sz[1] >= n) \ + and (len(ipvt) >= n): + + catch_msg = 'computing the covariance matrix' + cv = self.calc_covar(fjac[0:n,0:n], ipvt[0:n]) + cv.shape = [n, n] + nn = len(xall) + + # Fill in actual covariance matrix, accounting for fixed + # parameters. + self.covar = numpy.zeros([nn, nn], dtype=float) + for i in range(n): + self.covar[ifree,ifree[i]] = cv[:,i] + + # Compute errors in parameters + catch_msg = 'computing parameter errors' + self.perror = numpy.zeros(nn, dtype=float) + d = numpy.diagonal(self.covar) + wh = (numpy.nonzero(d >= 0))[0] + if len(wh) > 0: + self.perror[wh] = numpy.sqrt(d[wh]) + return + + + def __str__(self): + return {'params': self.params, + 'niter': self.niter, + 'params': self.params, + 'covar': self.covar, + 'perror': self.perror, + 'status': self.status, + 'debug': self.debug, + 'errmsg': self.errmsg, + 'nfev': self.nfev, + 'damp': self.damp + #,'machar':self.machar + }.__str__() + + # Default procedure to be called every iteration. It simply prints + # the parameter values. + def defiter(self, fcn, x, iter, fnorm=None, functkw=None, + quiet=0, iterstop=None, parinfo=None, + format=None, pformat='%.10g', dof=1): + + if self.debug: + print('Entering defiter...') + if quiet: + return + if fnorm is None: + [status, fvec] = self.call(fcn, x, functkw) + fnorm = self.enorm(fvec)**2 + + # Determine which parameters to print + nprint = len(x) + print("Iter ", ('%6i' % iter)," CHI-SQUARE = ",('%.10g' % fnorm)," DOF = ", ('%i' % dof)) + for i in range(nprint): + if (parinfo is not None) and (parinfo[i].has_key('parname')): + p = ' ' + parinfo[i]['parname'] + ' = ' + else: + p = ' P' + str(i) + ' = ' + if (parinfo is not None) and (parinfo[i].has_key('mpprint')): + iprint = parinfo[i]['mpprint'] + else: + iprint = 1 + if iprint: + print(p + (pformat % x[i]) + ' ') + return 0 + + + def print_results(self, **kwargs): + self.defiter(self.fcn, self.params, self.niter, parinfo=self.parinfo_in, + dof=self.dof, fnorm=self.fnorm, **kwargs) + + # DO_ITERSTOP: + # if keyword_set(iterstop) then begin + # k = get_kbrd(0) + # if k EQ string(byte(7)) then begin + # message, 'WARNING: minimization not complete', /info + # print, 'Do you want to terminate this procedure? (y/n)', $ + # format='(A,$)' + # k = '' + # read, k + # if strupcase(strmid(k,0,1)) EQ 'Y' then begin + # message, 'WARNING: Procedure is terminating.', /info + # mperr = -1 + # endif + # endif + # endif + + + # Procedure to parse the parameter values in PARINFO, which is a list of dictionaries + def parinfo(self, parinfo=None, key='a', default=None, n=0): + if self.debug: + print('Entering parinfo...') + if (n == 0) and (parinfo is not None): + n = len(parinfo) + if n == 0: + values = default + + return values + values = [] + for i in range(n): + if (parinfo is not None) and (parinfo[i].has_key(key)): + values.append(parinfo[i][key]) + else: + values.append(default) + + # Convert to numeric arrays if possible + test = default + if type(default) == types.ListType: + test=default[0] + if isinstance(test, types.IntType): + values = numpy.asarray(values, int) + elif isinstance(test, types.FloatType): + values = numpy.asarray(values, float) + return values + + # Call user function or procedure, with _EXTRA or not, with + # derivatives or not. + def call(self, fcn, x, functkw, fjac=None): + if self.debug: + print('Entering call...') + if self.qanytied: + x = self.tie(x, self.ptied) + self.nfev = self.nfev + 1 + if fjac is None: + [status, f] = fcn(x, fjac=fjac, **functkw) + if self.damp > 0: + # Apply the damping if requested. This replaces the residuals + # with their hyperbolic tangent. Thus residuals larger than + # DAMP are essentially clipped. + f = numpy.tanh(f/self.damp) + return [status, f] + else: + return fcn(x, fjac=fjac, **functkw) + + + def enorm(self, vec): + ans = self.blas_enorm(vec) + return ans + + + def fdjac2(self, fcn, x, fvec, step=None, ulimited=None, ulimit=None, dside=None, + epsfcn=None, autoderivative=1, + functkw=None, xall=None, ifree=None, dstep=None): + + if self.debug: + print('Entering fdjac2...') + machep = self.machar.machep + if epsfcn is None: + epsfcn = machep + if xall is None: + xall = x + if ifree is None: + ifree = numpy.arange(len(xall)) + if step is None: + step = x * 0. + nall = len(xall) + + eps = numpy.sqrt(numpy.max([epsfcn, machep])) + m = len(fvec) + n = len(x) + + # Compute analytical derivative if requested + if autoderivative == 0: + mperr = 0 + fjac = numpy.zeros(nall, dtype=float) + fjac[ifree] = 1.0 # Specify which parameters need derivatives + [status, fp] = self.call(fcn, xall, functkw, fjac=fjac) + + if len(fjac) != m*nall: + print('ERROR: Derivative matrix was not computed properly.') + return None + + # This definition is consistent with CURVEFIT + # Sign error found (thanks Jesus Fernandez ) + fjac.shape = [m,nall] + fjac = -fjac + + # Select only the free parameters + if len(ifree) < nall: + fjac = fjac[:,ifree] + fjac.shape = [m, n] + return fjac + + fjac = numpy.zeros([m, n], dtype=float) + + h = eps * numpy.abs(x) + + # if STEP is given, use that + # STEP includes the fixed parameters + if step is not None: + stepi = step[ifree] + wh = (numpy.nonzero(stepi > 0))[0] + if len(wh) > 0: + h[wh] = stepi[wh] + + # if relative step is given, use that + # DSTEP includes the fixed parameters + if len(dstep) > 0: + dstepi = dstep[ifree] + wh = (numpy.nonzero(dstepi > 0))[0] + if len(wh) > 0: + h[wh] = numpy.abs(dstepi[wh]*x[wh]) + + # In case any of the step values are zero + h[h == 0] = eps + + # Reverse the sign of the step if we are up against the parameter + # limit, or if the user requested it. + # DSIDE includes the fixed parameters (ULIMITED/ULIMIT have only + # varying ones) + mask = dside[ifree] == -1 + if len(ulimited) > 0 and len(ulimit) > 0: + mask = (mask | ((ulimited!=0) & (x > ulimit-h))) + wh = (numpy.nonzero(mask))[0] + if len(wh) > 0: + h[wh] = - h[wh] + # Loop through parameters, computing the derivative for each + for j in range(n): + xp = xall.copy() + xp[ifree[j]] = xp[ifree[j]] + h[j] + [status, fp] = self.call(fcn, xp, functkw) + if status < 0: + return None + + if numpy.abs(dside[ifree[j]]) <= 1: + # COMPUTE THE ONE-SIDED DERIVATIVE + # Note optimization fjac(0:*,j) + fjac[0:,j] = (fp-fvec)/h[j] + + else: + # COMPUTE THE TWO-SIDED DERIVATIVE + xp[ifree[j]] = xall[ifree[j]] - h[j] + + mperr = 0 + [status, fm] = self.call(fcn, xp, functkw) + if status < 0: + return None + + # Note optimization fjac(0:*,j) + fjac[0:,j] = (fp-fm)/(2*h[j]) + return fjac + + + + # Original FORTRAN documentation + # ********** + # + # subroutine qrfac + # + # this subroutine uses householder transformations with column + # pivoting (optional) to compute a qr factorization of the + # m by n matrix a. that is, qrfac determines an orthogonal + # matrix q, a permutation matrix p, and an upper trapezoidal + # matrix r with diagonal elements of nonincreasing magnitude, + # such that a*p = q*r. the householder transformation for + # column k, k = 1,2,...,min(m,n), is of the form + # + # t + # i - (1/u(k))*u*u + # + # where u has zeros in the first k-1 positions. the form of + # this transformation and the method of pivoting first + # appeared in the corresponding linpack subroutine. + # + # the subroutine statement is + # + # subroutine qrfac(m,n,a,lda,pivot,ipvt,lipvt,rdiag,acnorm,wa) + # + # where + # + # m is a positive integer input variable set to the number + # of rows of a. + # + # n is a positive integer input variable set to the number + # of columns of a. + # + # a is an m by n array. on input a contains the matrix for + # which the qr factorization is to be computed. on output + # the strict upper trapezoidal part of a contains the strict + # upper trapezoidal part of r, and the lower trapezoidal + # part of a contains a factored form of q (the non-trivial + # elements of the u vectors described above). + # + # lda is a positive integer input variable not less than m + # which specifies the leading dimension of the array a. + # + # pivot is a logical input variable. if pivot is set true, + # then column pivoting is enforced. if pivot is set false, + # then no column pivoting is done. + # + # ipvt is an integer output array of length lipvt. ipvt + # defines the permutation matrix p such that a*p = q*r. + # column j of p is column ipvt(j) of the identity matrix. + # if pivot is false, ipvt is not referenced. + # + # lipvt is a positive integer input variable. if pivot is false, + # then lipvt may be as small as 1. if pivot is true, then + # lipvt must be at least n. + # + # rdiag is an output array of length n which contains the + # diagonal elements of r. + # + # acnorm is an output array of length n which contains the + # norms of the corresponding columns of the input matrix a. + # if this information is not needed, then acnorm can coincide + # with rdiag. + # + # wa is a work array of length n. if pivot is false, then wa + # can coincide with rdiag. + # + # subprograms called + # + # minpack-supplied ... dpmpar,enorm + # + # fortran-supplied ... dmax1,dsqrt,min0 + # + # argonne national laboratory. minpack project. march 1980. + # burton s. garbow, kenneth e. hillstrom, jorge j. more + # + # ********** + # + # PIVOTING / PERMUTING: + # + # Upon return, A(*,*) is in standard parameter order, A(*,IPVT) is in + # permuted order. + # + # RDIAG is in permuted order. + # ACNORM is in standard parameter order. + # + # + # NOTE: in IDL the factors appear slightly differently than described + # above. The matrix A is still m x n where m >= n. + # + # The "upper" triangular matrix R is actually stored in the strict + # lower left triangle of A under the standard notation of IDL. + # + # The reflectors that generate Q are in the upper trapezoid of A upon + # output. + # + # EXAMPLE: decompose the matrix [[9.,2.,6.],[4.,8.,7.]] + # aa = [[9.,2.,6.],[4.,8.,7.]] + # mpfit_qrfac, aa, aapvt, rdiag, aanorm + # IDL> print, aa + # 1.81818* 0.181818* 0.545455* + # -8.54545+ 1.90160* 0.432573* + # IDL> print, rdiag + # -11.0000+ -7.48166+ + # + # The components marked with a * are the components of the + # reflectors, and those marked with a + are components of R. + # + # To reconstruct Q and R we proceed as follows. First R. + # r = fltarr(m, n) + # for i = 0, n-1 do r(0:i,i) = aa(0:i,i) # fill in lower diag + # r(lindgen(n)*(m+1)) = rdiag + # + # Next, Q, which are composed from the reflectors. Each reflector v + # is taken from the upper trapezoid of aa, and converted to a matrix + # via (I - 2 vT . v / (v . vT)). + # + # hh = ident # identity matrix + # for i = 0, n-1 do begin + # v = aa(*,i) & if i GT 0 then v(0:i-1) = 0 # extract reflector + # hh = hh # (ident - 2*(v # v)/total(v * v)) # generate matrix + # endfor + # + # Test the result: + # IDL> print, hh # transpose(r) + # 9.00000 4.00000 + # 2.00000 8.00000 + # 6.00000 7.00000 + # + # Note that it is usually never necessary to form the Q matrix + # explicitly, and MPFIT does not. + + + def qrfac(self, a, pivot=0): + + if self.debug: print('Entering qrfac...') + machep = self.machar.machep + sz = a.shape + m = sz[0] + n = sz[1] + + # Compute the initial column norms and initialize arrays + acnorm = numpy.zeros(n, dtype=float) + for j in range(n): + acnorm[j] = self.enorm(a[:,j]) + rdiag = acnorm.copy() + wa = rdiag.copy() + ipvt = numpy.arange(n) + + # Reduce a to r with householder transformations + minmn = numpy.min([m,n]) + for j in range(minmn): + if pivot != 0: + # Bring the column of largest norm into the pivot position + rmax = numpy.max(rdiag[j:]) + kmax = (numpy.nonzero(rdiag[j:] == rmax))[0] + ct = len(kmax) + kmax = kmax + j + if ct > 0: + kmax = kmax[0] + + # Exchange rows via the pivot only. Avoid actually exchanging + # the rows, in case there is lots of memory transfer. The + # exchange occurs later, within the body of MPFIT, after the + # extraneous columns of the matrix have been shed. + if kmax != j: + temp = ipvt[j] ; ipvt[j] = ipvt[kmax] ; ipvt[kmax] = temp + rdiag[kmax] = rdiag[j] + wa[kmax] = wa[j] + + # Compute the householder transformation to reduce the jth + # column of A to a multiple of the jth unit vector + lj = ipvt[j] + ajj = a[j:,lj] + ajnorm = self.enorm(ajj) + if ajnorm == 0: + break + if a[j,lj] < 0: + ajnorm = -ajnorm + + ajj = ajj / ajnorm + ajj[0] = ajj[0] + 1 + # *** Note optimization a(j:*,j) + a[j:,lj] = ajj + + # Apply the transformation to the remaining columns + # and update the norms + + # NOTE to SELF: tried to optimize this by removing the loop, + # but it actually got slower. Reverted to "for" loop to keep + # it simple. + if j+1 < n: + for k in range(j+1, n): + lk = ipvt[k] + ajk = a[j:,lk] + # *** Note optimization a(j:*,lk) + # (corrected 20 Jul 2000) + if a[j,lj] != 0: + a[j:,lk] = ajk - ajj * sum(ajk*ajj)/a[j,lj] + if (pivot != 0) and (rdiag[k] != 0): + temp = a[j,lk]/rdiag[k] + rdiag[k] = rdiag[k] * numpy.sqrt(numpy.max([(1.-temp**2), 0.])) + temp = rdiag[k]/wa[k] + if (0.05*temp*temp) <= machep: + rdiag[k] = self.enorm(a[j+1:,lk]) + wa[k] = rdiag[k] + rdiag[j] = -ajnorm + return [a, ipvt, rdiag, acnorm] + + + # Original FORTRAN documentation + # ********** + # + # subroutine qrsolv + # + # given an m by n matrix a, an n by n diagonal matrix d, + # and an m-vector b, the problem is to determine an x which + # solves the system + # + # a*x = b , d*x = 0 , + # + # in the least squares sense. + # + # this subroutine completes the solution of the problem + # if it is provided with the necessary information from the + # factorization, with column pivoting, of a. that is, if + # a*p = q*r, where p is a permutation matrix, q has orthogonal + # columns, and r is an upper triangular matrix with diagonal + # elements of nonincreasing magnitude, then qrsolv expects + # the full upper triangle of r, the permutation matrix p, + # and the first n components of (q transpose)*b. the system + # a*x = b, d*x = 0, is then equivalent to + # + # t t + # r*z = q *b , p *d*p*z = 0 , + # + # where x = p*z. if this system does not have full rank, + # then a least squares solution is obtained. on output qrsolv + # also provides an upper triangular matrix s such that + # + # t t t + # p *(a *a + d*d)*p = s *s . + # + # s is computed within qrsolv and may be of separate interest. + # + # the subroutine statement is + # + # subroutine qrsolv(n,r,ldr,ipvt,diag,qtb,x,sdiag,wa) + # + # where + # + # n is a positive integer input variable set to the order of r. + # + # r is an n by n array. on input the full upper triangle + # must contain the full upper triangle of the matrix r. + # on output the full upper triangle is unaltered, and the + # strict lower triangle contains the strict upper triangle + # (transposed) of the upper triangular matrix s. + # + # ldr is a positive integer input variable not less than n + # which specifies the leading dimension of the array r. + # + # ipvt is an integer input array of length n which defines the + # permutation matrix p such that a*p = q*r. column j of p + # is column ipvt(j) of the identity matrix. + # + # diag is an input array of length n which must contain the + # diagonal elements of the matrix d. + # + # qtb is an input array of length n which must contain the first + # n elements of the vector (q transpose)*b. + # + # x is an output array of length n which contains the least + # squares solution of the system a*x = b, d*x = 0. + # + # sdiag is an output array of length n which contains the + # diagonal elements of the upper triangular matrix s. + # + # wa is a work array of length n. + # + # subprograms called + # + # fortran-supplied ... dabs,dsqrt + # + # argonne national laboratory. minpack project. march 1980. + # burton s. garbow, kenneth e. hillstrom, jorge j. more + # + + def qrsolv(self, r, ipvt, diag, qtb, sdiag): + if self.debug: + print('Entering qrsolv...') + sz = r.shape + m = sz[0] + n = sz[1] + + # copy r and (q transpose)*b to preserve input and initialize s. + # in particular, save the diagonal elements of r in x. + + for j in range(n): + r[j:n,j] = r[j,j:n] + x = numpy.diagonal(r) + wa = qtb.copy() + + #addded 5/19/16 RJM + x.flags.writeable = True + wa.flags.writeable = True + + # Eliminate the diagonal matrix d using a givens rotation + for j in range(n): + l = ipvt[j] + if diag[l] == 0: + break + sdiag[j:] = 0 + sdiag[j] = diag[l] + + # The transformations to eliminate the row of d modify only a + # single element of (q transpose)*b beyond the first n, which + # is initially zero. + + qtbpj = 0. + for k in range(j,n): + if sdiag[k] == 0: + break + if numpy.abs(r[k,k]) < numpy.abs(sdiag[k]): + cotan = r[k,k]/sdiag[k] + sine = 0.5/numpy.sqrt(.25 + .25*cotan*cotan) + cosine = sine*cotan + else: + tang = sdiag[k]/r[k,k] + cosine = 0.5/numpy.sqrt(.25 + .25*tang*tang) + sine = cosine*tang + + # Compute the modified diagonal element of r and the + # modified element of ((q transpose)*b,0). + r[k,k] = cosine*r[k,k] + sine*sdiag[k] + temp = cosine*wa[k] + sine*qtbpj + qtbpj = -sine*wa[k] + cosine*qtbpj + wa[k] = temp + + # Accumulate the transformation in the row of s + if n > k+1: + temp = cosine*r[k+1:n,k] + sine*sdiag[k+1:n] + sdiag[k+1:n] = -sine*r[k+1:n,k] + cosine*sdiag[k+1:n] + r[k+1:n,k] = temp + sdiag[j] = r[j,j] + r[j,j] = x[j] + + # Solve the triangular system for z. If the system is singular + # then obtain a least squares solution + nsing = n + wh = (numpy.nonzero(sdiag == 0))[0] + if len(wh) > 0: + nsing = wh[0] + wa[nsing:] = 0 + + if nsing >= 1: + wa[nsing-1] = wa[nsing-1]/sdiag[nsing-1] # Degenerate case + # *** Reverse loop *** + for j in range(nsing-2,-1,-1): + #sum0 = sum(r[j+1:nsing,j]*wa[j+1:nsing]) + #wa[j] = (wa[j]-sum0)/sdiag[j] + wa[j] = (wa[j] - (sum(r[j+1:nsing,j]*wa[j+1:nsing])))/sdiag[j] + + # Permute the components of z back to components of x + x[ipvt] = wa + return (r, x, sdiag) + + + + + # Original FORTRAN documentation + # + # subroutine lmpar + # + # given an m by n matrix a, an n by n nonsingular diagonal + # matrix d, an m-vector b, and a positive number delta, + # the problem is to determine a value for the parameter + # par such that if x solves the system + # + # a*x = b , sqrt(par)*d*x = 0 , + # + # in the least squares sense, and dxnorm is the euclidean + # norm of d*x, then either par is zero and + # + # (dxnorm-delta) .le. 0.1*delta , + # + # or par is positive and + # + # abs(dxnorm-delta) .le. 0.1*delta . + # + # this subroutine completes the solution of the problem + # if it is provided with the necessary information from the + # qr factorization, with column pivoting, of a. that is, if + # a*p = q*r, where p is a permutation matrix, q has orthogonal + # columns, and r is an upper triangular matrix with diagonal + # elements of nonincreasing magnitude, then lmpar expects + # the full upper triangle of r, the permutation matrix p, + # and the first n components of (q transpose)*b. on output + # lmpar also provides an upper triangular matrix s such that + # + # t t t + # p *(a *a + par*d*d)*p = s *s . + # + # s is employed within lmpar and may be of separate interest. + # + # only a few iterations are generally needed for convergence + # of the algorithm. if, however, the limit of 10 iterations + # is reached, then the output par will contain the best + # value obtained so far. + # + # the subroutine statement is + # + # subroutine lmpar(n,r,ldr,ipvt,diag,qtb,delta,par,x,sdiag, + # wa1,wa2) + # + # where + # + # n is a positive integer input variable set to the order of r. + # + # r is an n by n array. on input the full upper triangle + # must contain the full upper triangle of the matrix r. + # on output the full upper triangle is unaltered, and the + # strict lower triangle contains the strict upper triangle + # (transposed) of the upper triangular matrix s. + # + # ldr is a positive integer input variable not less than n + # which specifies the leading dimension of the array r. + # + # ipvt is an integer input array of length n which defines the + # permutation matrix p such that a*p = q*r. column j of p + # is column ipvt(j) of the identity matrix. + # + # diag is an input array of length n which must contain the + # diagonal elements of the matrix d. + # + # qtb is an input array of length n which must contain the first + # n elements of the vector (q transpose)*b. + # + # delta is a positive input variable which specifies an upper + # bound on the euclidean norm of d*x. + # + # par is a nonnegative variable. on input par contains an + # initial estimate of the levenberg-marquardt parameter. + # on output par contains the final estimate. + # + # x is an output array of length n which contains the least + # squares solution of the system a*x = b, sqrt(par)*d*x = 0, + # for the output par. + # + # sdiag is an output array of length n which contains the + # diagonal elements of the upper triangular matrix s. + # + # wa1 and wa2 are work arrays of length n. + # + # subprograms called + # + # minpack-supplied ... dpmpar,enorm,qrsolv + # + # fortran-supplied ... dabs,dmax1,dmin1,dsqrt + # + # argonne national laboratory. minpack project. march 1980. + # burton s. garbow, kenneth e. hillstrom, jorge j. more + # + + def lmpar(self, r, ipvt, diag, qtb, delta, x, sdiag, par=None): + + if self.debug: + print('Entering lmpar...') + dwarf = self.machar.minnum + machep = self.machar.machep + sz = r.shape + m = sz[0] + n = sz[1] + + # Compute and store in x the gauss-newton direction. If the + # jacobian is rank-deficient, obtain a least-squares solution + nsing = n + wa1 = qtb.copy() + rthresh = numpy.max(numpy.abs(numpy.diagonal(r))) * machep + wh = (numpy.nonzero(numpy.abs(numpy.diagonal(r)) < rthresh))[0] + if len(wh) > 0: + nsing = wh[0] + wa1[wh[0]:] = 0 + if nsing >= 1: + # *** Reverse loop *** + for j in range(nsing-1,-1,-1): + wa1[j] = wa1[j]/r[j,j] + if j-1 >= 0: + wa1[0:j] = wa1[0:j] - r[0:j,j]*wa1[j] + + # Note: ipvt here is a permutation array + x[ipvt] = wa1 + + # Initialize the iteration counter. Evaluate the function at the + # origin, and test for acceptance of the gauss-newton direction + iter = 0 + wa2 = diag * x + dxnorm = self.enorm(wa2) + fp = dxnorm - delta + if fp <= 0.1*delta: + return [r, 0., x, sdiag] + + # If the jacobian is not rank deficient, the newton step provides a + # lower bound, parl, for the zero of the function. Otherwise set + # this bound to zero. + + parl = 0. + if nsing >= n: + wa1 = diag[ipvt] * wa2[ipvt] / dxnorm + wa1[0] = wa1[0] / r[0,0] # Degenerate case + for j in range(1,n): # Note "1" here, not zero + sum0 = sum(r[0:j,j]*wa1[0:j]) + wa1[j] = (wa1[j] - sum0)/r[j,j] + + temp = self.enorm(wa1) + parl = ((fp/delta)/temp)/temp + + # Calculate an upper bound, paru, for the zero of the function + for j in range(n): + sum0 = sum(r[0:j+1,j]*qtb[0:j+1]) + wa1[j] = sum0/diag[ipvt[j]] + gnorm = self.enorm(wa1) + paru = gnorm/delta + if paru == 0: + paru = dwarf/numpy.min([delta,0.1]) + + # If the input par lies outside of the interval (parl,paru), set + # par to the closer endpoint + + par = numpy.max([par,parl]) + par = numpy.min([par,paru]) + if par == 0: + par = gnorm/dxnorm + + # Beginning of an interation + while(1): + iter = iter + 1 + + # Evaluate the function at the current value of par + if par == 0: + par = numpy.max([dwarf, paru*0.001]) + temp = numpy.sqrt(par) + wa1 = temp * diag + [r, x, sdiag] = self.qrsolv(r, ipvt, wa1, qtb, sdiag) + wa2 = diag*x + dxnorm = self.enorm(wa2) + temp = fp + fp = dxnorm - delta + + if (numpy.abs(fp) <= 0.1*delta) or \ + ((parl == 0) and (fp <= temp) and (temp < 0)) or \ + (iter == 10): + break; + + # Compute the newton correction + wa1 = diag[ipvt] * wa2[ipvt] / dxnorm + + for j in range(n-1): + wa1[j] = wa1[j]/sdiag[j] + wa1[j+1:n] = wa1[j+1:n] - r[j+1:n,j]*wa1[j] + wa1[n-1] = wa1[n-1]/sdiag[n-1] # Degenerate case + + temp = self.enorm(wa1) + parc = ((fp/delta)/temp)/temp + + # Depending on the sign of the function, update parl or paru + if fp > 0: + parl = numpy.max([parl,par]) + if fp < 0: + paru = numpy.min([paru,par]) + + # Compute an improved estimate for par + par = numpy.max([parl, par+parc]) + + # End of an iteration + + # Termination + return [r, par, x, sdiag] + + + # Procedure to tie one parameter to another. + def tie(self, p, ptied=None): + if self.debug: + print('Entering tie...') + if ptied is None: + return + for i in range(len(ptied)): + if ptied[i] == '': + continue + cmd = 'p[' + str(i) + '] = ' + ptied[i] + exec(cmd) + return p + + + # Original FORTRAN documentation + # ********** + # + # subroutine covar + # + # given an m by n matrix a, the problem is to determine + # the covariance matrix corresponding to a, defined as + # + # t + # inverse(a *a) . + # + # this subroutine completes the solution of the problem + # if it is provided with the necessary information from the + # qr factorization, with column pivoting, of a. that is, if + # a*p = q*r, where p is a permutation matrix, q has orthogonal + # columns, and r is an upper triangular matrix with diagonal + # elements of nonincreasing magnitude, then covar expects + # the full upper triangle of r and the permutation matrix p. + # the covariance matrix is then computed as + # + # t t + # p*inverse(r *r)*p . + # + # if a is nearly rank deficient, it may be desirable to compute + # the covariance matrix corresponding to the linearly independent + # columns of a. to define the numerical rank of a, covar uses + # the tolerance tol. if l is the largest integer such that + # + # abs(r(l,l)) .gt. tol*abs(r(1,1)) , + # + # then covar computes the covariance matrix corresponding to + # the first l columns of r. for k greater than l, column + # and row ipvt(k) of the covariance matrix are set to zero. + # + # the subroutine statement is + # + # subroutine covar(n,r,ldr,ipvt,tol,wa) + # + # where + # + # n is a positive integer input variable set to the order of r. + # + # r is an n by n array. on input the full upper triangle must + # contain the full upper triangle of the matrix r. on output + # r contains the square symmetric covariance matrix. + # + # ldr is a positive integer input variable not less than n + # which specifies the leading dimension of the array r. + # + # ipvt is an integer input array of length n which defines the + # permutation matrix p such that a*p = q*r. column j of p + # is column ipvt(j) of the identity matrix. + # + # tol is a nonnegative input variable used to define the + # numerical rank of a in the manner described above. + # + # wa is a work array of length n. + # + # subprograms called + # + # fortran-supplied ... dabs + # + # argonne national laboratory. minpack project. august 1980. + # burton s. garbow, kenneth e. hillstrom, jorge j. more + # + # ********** + + def calc_covar(self, rr, ipvt=None, tol=1.e-14): + + if self.debug: + print('Entering calc_covar...') + if numpy.rank(rr) != 2: + print('ERROR: r must be a two-dimensional matrix') + return -1 + s = rr.shape + n = s[0] + if s[0] != s[1]: + print('ERROR: r must be a square matrix') + return -1 + + if ipvt is None: + ipvt = numpy.arange(n) + r = rr.copy() + r.shape = [n,n] + + # For the inverse of r in the full upper triangle of r + l = -1 + tolr = tol * numpy.abs(r[0,0]) + for k in range(n): + if numpy.abs(r[k,k]) <= tolr: + break + r[k,k] = 1./r[k,k] + for j in range(k): + temp = r[k,k] * r[j,k] + r[j,k] = 0. + r[0:j+1,k] = r[0:j+1,k] - temp*r[0:j+1,j] + l = k + + # Form the full upper triangle of the inverse of (r transpose)*r + # in the full upper triangle of r + if l >= 0: + for k in range(l+1): + for j in range(k): + temp = r[j,k] + r[0:j+1,j] = r[0:j+1,j] + temp*r[0:j+1,k] + temp = r[k,k] + r[0:k+1,k] = temp * r[0:k+1,k] + + # For the full lower triangle of the covariance matrix + # in the strict lower triangle or and in wa + wa = numpy.repeat([r[0,0]], n) + for j in range(n): + jj = ipvt[j] + sing = j > l + for i in range(j+1): + if sing: + r[i,j] = 0. + ii = ipvt[i] + if ii > jj: + r[ii,jj] = r[i,j] + if ii < jj: + r[jj,ii] = r[i,j] + wa[jj] = r[j,j] + + # Symmetrize the covariance matrix in r + for j in range(n): + r[0:j+1,j] = r[j,0:j+1] + r[j,j] = wa[j] + + return r + +class machar: + def __init__(self, double=1): + if double == 0: + info = numpy.finfo(numpy.float32) + else: + info = numpy.finfo(numpy.float64) + + self.machep = info.eps + self.maxnum = info.max + self.minnum = info.tiny + + self.maxlog = numpy.log(self.maxnum) + self.minlog = numpy.log(self.minnum) + self.rdwarf = numpy.sqrt(self.minnum*1.5) * 10 + self.rgiant = numpy.sqrt(self.maxnum) * 0.1 + diff --git a/Examples/radiav.py b/Examples/radiav.py new file mode 100644 index 0000000..5630f40 --- /dev/null +++ b/Examples/radiav.py @@ -0,0 +1,98 @@ +import scipy +#import HoloClass + + +def radav(arr, x, y, le): + m = -1 + n = -1 + sizeofrad = le + radsum = scipy.zeros(sizeofrad) + numsum = scipy.zeros(sizeofrad) + xdim, ydim = arr.shape + for i in range(x-le, x+le): + #n += 1 + for j in range(y-le, y+le): + #m += 1 + if (i < xdim) and (j < ydim) and (i > 0) and (j > 0): + temp = scipy.sqrt((i-x)**2 + (j-y)**2) + if (round(temp) < sizeofrad): + radsum[int(temp)] += arr[i, j] + numsum[int(temp)] += 1 + return radsum/numsum, numsum + + +def manyradavs(start, stop, step, xyzpos, le, bg, usebg=True): + j = 0 + h = HoloClass.Hologram(1) + radavs = scipy.zeros((range(start,stop,step).__len__(), le)) + for i in range(start, stop, step): + h.hol_num = i + h.Load12BitTiff512() + if usebg: + h.array = bg - h.array + radavs[j] = radav(h.array, round(xyzpos[j,0]), round(xyzpos[j,1]), le) + j+=1 + return radavs + +def get_deriv(arr): + fr, le = arr.shape + dervs = scipy.zeros((fr,le-2),dtype=float) + for i in range(0,fr): + for j in range(1,le-1): + dervs[i,j-1] = arr[i,j-1]-arr[i,j+1] + return dervs + + +def findmins(vec, tempsize): + #tempsize = 20 + le = len(vec) + j=0 + mins = scipy.zeros((40),dtype=float) + for i in range(0,le,tempsize/2): + temp = scipy.ndimage.minimum_position(vec[i:i+tempsize]) + if (temp[0] > 0) and (temp[0] < tempsize-1): + if j==0: + mins[j] = temp[0] + i + j = j+1 + else: + if (mins[j-1] != temp[0]+i): + mins[j] = temp[0]+i + j=j+1 + return mins + +def getallmins(arr): + fr = arr.shape[0] + ms = scipy.zeros((fr, 16),dtype=float) + for i in range(0,fr): + ms[i,:] = findmins(arr[i]/arr[i,0]) + return ms + +def findmins2(vec, start): + tempsize = 20 + le = len(vec) + j=0 + mins = scipy.zeros((16),dtype=float) + for i in range(0,len(start)): + temp = scipy.ndimage.minimum_position(vec[start[i]-(tempsize/2):start[i]+tempsize/2]) + mins[j] = start[i]-(tempsize/2)+temp + j=j+1 + return mins + +def getallmins2(arr, start): + fr = arr.shape[0] + ms = scipy.zeros((fr, 16),dtype=float) + for i in range(0,fr): + ms[i,:] = findmins2(arr[i]/arr[i,0], start) + return ms + +def getfittedmins(arr, start, ds): + mins = scipy.zeros(len(start),dtype=float) + for i in range(0, len(start)): + #print len(arr[start[i]-ds:start[i]+ds+1]) + #print len(scipy.arange(0,2*ds+1)) + pfit = scipy.polyfit(scipy.arange(0,2*ds+1),arr[start[i]-ds:start[i]+ds+1],2) + mins[i] = start[i] - ds - (pfit[1] / (2*pfit[0])) + print(mins[0]) + print(mins[-1]) + return mins + diff --git a/Examples/tiff_file.py b/Examples/tiff_file.py new file mode 100644 index 0000000..98dff3b --- /dev/null +++ b/Examples/tiff_file.py @@ -0,0 +1,3485 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# tifffile.py + +# Copyright (c) 2008-2013, Christoph Gohlke +# Copyright (c) 2008-2013, The Regents of the University of California +# Produced at the Laboratory for Fluorescence Dynamics +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# * Redistributions of source code must retain the above copyright +# notice, this list of conditions and the following disclaimer. +# * Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# * Neither the name of the copyright holders nor the names of any +# contributors may be used to endorse or promote products derived +# from this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE +# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE +# LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR +# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF +# SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS +# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN +# CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) +# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE +# POSSIBILITY OF SUCH DAMAGE. + +"""Read and write image data from and to TIFF files. + +Image and meta-data can be read from TIFF, BigTIFF, OME-TIFF, STK, LSM, NIH, +ImageJ, FluoView, SEQ and GEL files. +Only a subset of the TIFF specification is supported, mainly uncompressed +and losslessly compressed 2**(0 to 6) bit integer, 16, 32 and 64-bit float, +grayscale and RGB(A) images, which are commonly used in bio-scientific imaging. +Specifically, reading JPEG/CCITT compressed image data or EXIF/IPTC/GPS/XMP +meta-data is not implemented. Only primary info records are read for STK, +FluoView, and NIH image formats. + +TIFF, the Tagged Image File Format, is under the control of Adobe Systems. +BigTIFF allows for files greater than 4 GB. STK, LSM, FluoView, SEQ, GEL, +and OME-TIFF, are custom extensions defined by MetaMorph, Carl Zeiss +MicroImaging, Olympus, Media Cybernetics, Molecular Dynamics, and the Open +Microscopy Environment consortium respectively. + +For command line usage run ``python tifffile.py --help`` + +:Author: + `Christoph Gohlke `_ + +:Organization: + Laboratory for Fluorescence Dynamics, University of California, Irvine + +:Version: 2013.05.02 + +Requirements +------------ +* `CPython 2.7 or 3.3 `_ +* `Numpy 1.7 `_ +* `Matplotlib 1.2 `_ (optional for plotting) +* `Tifffile.c 2013.01.18 `_ + (recommended for faster decoding of PackBits and LZW encoded strings) + +Notes +----- +The API is not stable yet and might change between revisions. + +Tested on little-endian platforms only. + +Other Python packages and modules for reading bio-scientific TIFF files: +* `Imread `_ +* `PyLibTiff `_ +* `SimpleITK `_ +* `PyLSM `_ +* `PyMca.TiffIO.py `_ +* `BioImageXD.Readers `_ +* `Cellcognition.io `_ +* `CellProfiler.bioformats `_ + +Acknowledgements +---------------- +* Egor Zindy, University of Manchester, for cz_lsm_scan_info specifics. +* Wim Lewis, for a bug fix and some read_cz_lsm functions. + +References +---------- +(1) TIFF 6.0 Specification and Supplements. Adobe Systems Incorporated. + http://partners.adobe.com/public/developer/tiff/ +(2) TIFF File Format FAQ. http://www.awaresystems.be/imaging/tiff/faq.html +(3) MetaMorph Stack (STK) Image File Format. + http://support.meta.moleculardevices.com/docs/t10243.pdf +(4) File Format Description - LSM 5xx Release 2.0. + http://ibb.gsf.de/homepage/karsten.rodenacker/IDL/Lsmfile.doc +(5) BioFormats. http://www.loci.wisc.edu/ome/formats.html +(6) The OME-TIFF format. + http://www.openmicroscopy.org/site/support/file-formats/ome-tiff +(7) TiffDecoder.java + http://rsbweb.nih.gov/ij/developer/source/ij/io/TiffDecoder.java.html +(8) UltraQuant(r) Version 6.0 for Windows Start-Up Guide. + http://www.ultralum.com/images%20ultralum/pdf/UQStart%20Up%20Guide.pdf + +Examples +-------- +>>> data = numpy.random.rand(301, 219) +>>> imsave('temp.tif', data) +>>> image = imread('temp.tif') +>>> assert numpy.all(image == data) + +>>> tif = TiffFile('test.tif') +>>> images = tif.asarray() +>>> image0 = tif[0].asarray() +>>> for page in tif: +... for tag in page.tags.values(): +... t = tag.name, tag.value +... image = page.asarray() +... if page.is_rgb: pass +... if page.is_palette: +... t = page.color_map +... if page.is_stk: +... t = page.mm_uic_tags.number_planes +... if page.is_lsm: +... t = page.cz_lsm_info +>>> tif.close() + +""" + +from __future__ import division, print_function + +import sys +import os +import re +import glob +import math +import zlib +import time +import struct +import warnings +import datetime +import collections +from fractions import Fraction +from xml.etree import cElementTree as ElementTree + +import numpy + +__version__ = '2013.05.02' +__docformat__ = 'restructuredtext en' +__all__ = ['imsave', 'imread', 'imshow', 'TiffFile', 'TiffSequence'] + + +def imsave(filename, data, photometric=None, planarconfig=None, + resolution=None, description=None, software='tifffile.py', + byteorder=None, bigtiff=False): + """Write image data to TIFF file. + + Image data are written uncompressed in one stripe per plane. + Dimensions larger than 2 or 3 (depending on photometric mode and + planar configuration) are flattened and saved as separate pages. + + Parameters + ---------- + filename : str + Name of file to write. + data : array_like + Input image. The last dimensions are assumed to be image height, + width, and samples. + photometric : {'minisblack', 'miniswhite', 'rgb'} + The color space of the image data. + By default this setting is inferred from the data shape. + planarconfig : {'contig', 'planar'} + Specifies if samples are stored contiguous or in separate planes. + By default this setting is inferred from the data shape. + 'contig': last dimension contains samples. + 'planar': third last dimension contains samples. + resolution : (float, float) or ((int, int), (int, int)) + X and Y resolution in dots per inch as float or rational numbers. + description : str + The subject of the image. Saved with the first page only. + software : str + Name of the software used to create the image. + Saved with the first page only. + byteorder : {'<', '>'} + The endianness of the data in the file. + By default this is the system's native byte order. + bigtiff : bool + If True the BigTIFF format is used. + By default the standard TIFF format is used for data less than 2040 MB. + + Examples + -------- + >>> data = numpy.random.rand(10, 3, 301, 219) + >>> imsave('temp.tif', data) + + """ + assert(photometric in (None, 'minisblack', 'miniswhite', 'rgb')) + assert(planarconfig in (None, 'contig', 'planar')) + assert(byteorder in (None, '<', '>')) + + if byteorder is None: + byteorder = '<' if sys.byteorder == 'little' else '>' + + data = numpy.asarray(data, dtype=byteorder+data.dtype.char, order='C') + data_shape = shape = data.shape + data = numpy.atleast_2d(data) + + if not bigtiff and data.size * data.dtype.itemsize < 2040*2**20: + bigtiff = False + offset_size = 4 + tag_size = 12 + numtag_format = 'H' + offset_format = 'I' + val_format = '4s' + else: + bigtiff = True + offset_size = 8 + tag_size = 20 + numtag_format = 'Q' + offset_format = 'Q' + val_format = '8s' + + # unify shape of data + samplesperpixel = 1 + extrasamples = 0 + if photometric is None: + if data.ndim > 2 and (shape[-3] in (3, 4) or shape[-1] in (3, 4)): + photometric = 'rgb' + else: + photometric = 'minisblack' + if photometric == 'rgb': + if len(shape) < 3: + raise ValueError("not a RGB(A) image") + if planarconfig is None: + planarconfig = 'planar' if shape[-3] in (3, 4) else 'contig' + if planarconfig == 'contig': + if shape[-1] not in (3, 4): + raise ValueError("not a contiguous RGB(A) image") + data = data.reshape((-1, 1) + shape[-3:]) + samplesperpixel = shape[-1] + else: + if shape[-3] not in (3, 4): + raise ValueError("not a planar RGB(A) image") + data = data.reshape((-1, ) + shape[-3:] + (1, )) + samplesperpixel = shape[-3] + if samplesperpixel == 4: + extrasamples = 1 + elif planarconfig and len(shape) > 2: + if planarconfig == 'contig': + data = data.reshape((-1, 1) + shape[-3:]) + samplesperpixel = shape[-1] + else: + data = data.reshape((-1, ) + shape[-3:] + (1, )) + samplesperpixel = shape[-3] + extrasamples = samplesperpixel - 1 + else: + planarconfig = None + data = data.reshape((-1, 1) + shape[-2:] + (1, )) + + shape = data.shape # (pages, planes, height, width, contig samples) + + bytestr = bytes if sys.version[0] == '2' else lambda x: bytes(x, 'ascii') + tifftypes = {'B': 1, 's': 2, 'H': 3, 'I': 4, '2I': 5, 'b': 6, + 'h': 8, 'i': 9, 'f': 11, 'd': 12, 'Q': 16, 'q': 17} + tifftags = { + 'new_subfile_type': 254, 'subfile_type': 255, + 'image_width': 256, 'image_length': 257, 'bits_per_sample': 258, + 'compression': 259, 'photometric': 262, 'fill_order': 266, + 'document_name': 269, 'image_description': 270, 'strip_offsets': 273, + 'orientation': 274, 'samples_per_pixel': 277, 'rows_per_strip': 278, + 'strip_byte_counts': 279, 'x_resolution': 282, 'y_resolution': 283, + 'planar_configuration': 284, 'page_name': 285, 'resolution_unit': 296, + 'software': 305, 'datetime': 306, 'predictor': 317, 'color_map': 320, + 'extra_samples': 338, 'sample_format': 339} + + tags = [] + tag_data = [] + + def pack(fmt, *val): + return struct.pack(byteorder+fmt, *val) + + def tag(name, dtype, number, value, offset=[0]): + # append tag binary string to tags list + # append (offset, value as binary string) to tag_data list + # increment offset by tag_size + if dtype == 's': + value = bytestr(value) + b'\0' + number = len(value) + value = (value, ) + t = [pack('HH', tifftags[name], tifftypes[dtype]), + pack(offset_format, number)] + if len(dtype) > 1: + number *= int(dtype[:-1]) + dtype = dtype[-1] + if number == 1: + if isinstance(value, (tuple, list)): + value = value[0] + t.append(pack(val_format, pack(dtype, value))) + elif struct.calcsize(dtype) * number <= offset_size: + t.append(pack(val_format, pack(str(number)+dtype, *value))) + else: + t.append(pack(offset_format, 0)) + tag_data.append((offset[0] + offset_size + 4, + pack(str(number)+dtype, *value))) + tags.append(b''.join(t)) + offset[0] += tag_size + + def rational(arg, max_denominator=1000000): + # return nominator and denominator from float or two integers + try: + f = Fraction.from_float(arg) + except TypeError: + f = Fraction(arg[0], arg[1]) + f = f.limit_denominator(max_denominator) + return f.numerator, f.denominator + + if software: + tag('software', 's', 0, software) + if description: + tag('image_description', 's', 0, description) + elif shape != data_shape: + tag('image_description', 's', 0, + "shape=(%s)" % (",".join('%i' % i for i in data_shape))) + tag('datetime', 's', 0, + datetime.datetime.now().strftime("%Y:%m:%d %H:%M:%S")) + # write previous tags only once + writeonce = (len(tags), len(tag_data)) if shape[0] > 1 else None + tag('compression', 'H', 1, 1) + tag('orientation', 'H', 1, 1) + tag('image_width', 'I', 1, shape[-2]) + tag('image_length', 'I', 1, shape[-3]) + tag('new_subfile_type', 'I', 1, 0 if shape[0] == 1 else 2) + tag('sample_format', 'H', 1, + {'u': 1, 'i': 2, 'f': 3, 'c': 6}[data.dtype.kind]) + tag('photometric', 'H', 1, + {'miniswhite': 0, 'minisblack': 1, 'rgb': 2}[photometric]) + tag('samples_per_pixel', 'H', 1, samplesperpixel) + if planarconfig: + tag('planar_configuration', 'H', 1, 1 if planarconfig=='contig' else 2) + tag('bits_per_sample', 'H', samplesperpixel, + (data.dtype.itemsize * 8, ) * samplesperpixel) + else: + tag('bits_per_sample', 'H', 1, data.dtype.itemsize * 8) + if extrasamples: + if photometric == 'rgb': + tag('extra_samples', 'H', 1, 1) # alpha channel + else: + tag('extra_samples', 'H', extrasamples, (0, ) * extrasamples) + if resolution: + tag('x_resolution', '2I', 1, rational(resolution[0])) + tag('y_resolution', '2I', 1, rational(resolution[1])) + tag('resolution_unit', 'H', 1, 2) + tag('rows_per_strip', 'I', 1, shape[-3]) + # use one strip per plane + strip_byte_counts = (data[0, 0].size * data.dtype.itemsize, ) * shape[1] + tag('strip_byte_counts', offset_format, shape[1], strip_byte_counts) + # strip_offsets must be the last tag; will be updated later + tag('strip_offsets', offset_format, shape[1], (0, ) * shape[1]) + + fh = open(filename, 'wb') + seek = fh.seek + tell = fh.tell + + def write(arg, *args): + fh.write(pack(arg, *args) if args else arg) + + write({'<': b'II', '>': b'MM'}[byteorder]) + if bigtiff: + write('HHH', 43, 8, 0) + else: + write('H', 42) + ifd_offset = tell() + write(offset_format, 0) # first IFD + for i in range(shape[0]): + # update pointer at ifd_offset + pos = tell() + seek(ifd_offset) + write(offset_format, pos) + seek(pos) + # write tags + write(numtag_format, len(tags)) + tag_offset = tell() + write(b''.join(tags)) + ifd_offset = tell() + write(offset_format, 0) # offset to next IFD + # write extra tag data and update pointers + for off, dat in tag_data: + pos = tell() + seek(tag_offset + off) + write(offset_format, pos) + seek(pos) + write(dat) + # update strip_offsets + pos = tell() + if len(strip_byte_counts) == 1: + seek(ifd_offset - offset_size) + write(offset_format, pos) + else: + seek(pos - offset_size*shape[1]) + strip_offset = pos + for size in strip_byte_counts: + write(offset_format, strip_offset) + strip_offset += size + seek(pos) + # write data + data[i].tofile(fh) # if this fails try to update Python and numpy + fh.flush() + # remove tags that should be written only once + if writeonce: + tags = tags[writeonce[0]:] + d = writeonce[0] * tag_size + tag_data = [(o-d, v) for (o, v) in tag_data[writeonce[1]:]] + writeonce = None + fh.close() + + +def imread(files, *args, **kwargs): + """Return image data from TIFF file(s) as numpy array. + + The first image series is returned if no arguments are provided. + + Parameters + ---------- + files : str or list + File name, glob pattern, or list of file names. + key : int, slice, or sequence of page indices + Defines which pages to return as array. + series : int + Defines which series of pages in file to return as array. + multifile : bool + If True (default), OME-TIFF data may include pages from multiple files. + pattern : str + Regular expression pattern that matches axes names and indices in + file names. + + Examples + -------- + >>> im = imread('test.tif', 0) + >>> im.shape + (256, 256, 4) + >>> ims = imread(['test.tif', 'test.tif']) + >>> ims.shape + (2, 256, 256, 4) + + """ + kwargs_file = {} + if 'multifile' in kwargs: + kwargs_file['multifile'] = kwargs['multifile'] + del kwargs['multifile'] + else: + kwargs_file['multifile'] = True + kwargs_seq = {} + if 'pattern' in kwargs: + kwargs_seq['pattern'] = kwargs['pattern'] + del kwargs['pattern'] + + if isinstance(files, basestring) and any(i in files for i in '?*'): + files = glob.glob(files) + if not files: + raise ValueError('no files found') + if len(files) == 1: + files = files[0] + + if isinstance(files, basestring): + with TiffFile(files, **kwargs_file) as tif: + return tif.asarray(*args, **kwargs) + else: + with TiffSequence(files, **kwargs_seq) as imseq: + return imseq.asarray(*args, **kwargs) + + +class lazyattr(object): + """Lazy object attribute whose value is computed on first access.""" + __slots__ = ('func', ) + + def __init__(self, func): + self.func = func + + def __get__(self, instance, owner): + if instance is None: + return self + value = self.func(instance) + if value is NotImplemented: + return getattr(super(owner, instance), self.func.__name__) + setattr(instance, self.func.__name__, value) + return value + + +class TiffFile(object): + """Read image and meta-data from TIFF, STK, LSM, and FluoView files. + + TiffFile instances must be closed using the close method, which is + automatically called when using the 'with' statement. + + Attributes + ---------- + pages : list + All TIFF pages in file. + series : list of Records(shape, dtype, axes, TiffPages) + TIFF pages with compatible shapes and types. + + All attributes are read-only. + + Examples + -------- + >>> tif = TiffFile('test.tif') + ... try: + ... images = tif.asarray() + ... except Exception as e: + ... print(e) + ... finally: + ... tif.close() + + """ + def __init__(self, arg, name=None, multifile=False): + """Initialize instance from file. + + Parameters + ---------- + arg : str or open file + Name of file or open file object. + The file objects are closed in TiffFile.close(). + name : str + Human readable label of open file. + multifile : bool + If True, series may include pages from multiple files. + + """ + if isinstance(arg, basestring): + filename = os.path.abspath(arg) + self._fh = open(filename, 'rb') + else: + filename = str(name) + self._fh = arg + + self._fh.seek(0, 2) + self._fsize = self._fh.tell() + self._fh.seek(0) + self.fname = os.path.basename(filename) + self.fpath = os.path.dirname(filename) + self._tiffs = {self.fname: self} # cache of TiffFiles + self.offset_size = None + self.pages = [] + self._multifile = bool(multifile) + try: + self._fromfile() + except Exception: + self._fh.close() + raise + + def close(self): + """Close open file handle(s).""" + for tif in self._tiffs.values(): + if tif._fh: + tif._fh.close() + tif._fh = None + + def _fromfile(self): + """Read TIFF header and all page records from file.""" + self._fh.seek(0) + try: + self.byteorder = {b'II': '<', b'MM': '>'}[self._fh.read(2)] + except KeyError: + raise ValueError("not a valid TIFF file") + version = struct.unpack(self.byteorder+'H', self._fh.read(2))[0] + if version == 43: # BigTiff + self.offset_size, zero = struct.unpack(self.byteorder+'HH', + self._fh.read(4)) + if zero or self.offset_size != 8: + raise ValueError("not a valid BigTIFF file") + elif version == 42: + self.offset_size = 4 + else: + raise ValueError("not a TIFF file") + self.pages = [] + while True: + try: + page = TiffPage(self) + self.pages.append(page) + except StopIteration: + break + if not self.pages: + raise ValueError("empty TIFF file") + + @lazyattr + def series(self): + """Return series of TiffPage with compatible shape and properties.""" + series = [] + if self.is_ome: + series = self._omeseries() + elif self.is_fluoview: + dims = {b'X': 'X', b'Y': 'Y', b'Z': 'Z', b'T': 'T', + b'WAVELENGTH': 'C', b'TIME': 'T', b'XY': 'R', + b'EVENT': 'V', b'EXPOSURE': 'L'} + mmhd = list(reversed(self.pages[0].mm_header.dimensions)) + series = [Record( + axes=''.join(dims.get(i[0].strip().upper(), 'Q') + for i in mmhd if i[1] > 1), + shape=tuple(int(i[1]) for i in mmhd if i[1] > 1), + pages=self.pages, dtype=numpy.dtype(self.pages[0].dtype))] + elif self.is_lsm: + lsmi = self.pages[0].cz_lsm_info + axes = CZ_SCAN_TYPES[lsmi.scan_type] + if self.pages[0].is_rgb: + axes = axes.replace('C', '').replace('XY', 'XYC') + axes = axes[::-1] + shape = [getattr(lsmi, CZ_DIMENSIONS[i]) for i in axes] + pages = [p for p in self.pages if not p.is_reduced] + series = [Record(axes=axes, shape=shape, pages=pages, + dtype=numpy.dtype(pages[0].dtype))] + if len(pages) != len(self.pages): # reduced RGB pages + pages = [p for p in self.pages if p.is_reduced] + cp = 1 + i = 0 + while cp < len(pages) and i < len(shape)-2: + cp *= shape[i] + i += 1 + shape = shape[:i] + list(pages[0].shape) + axes = axes[:i] + 'CYX' + series.append(Record(axes=axes, shape=shape, pages=pages, + dtype=numpy.dtype(pages[0].dtype))) + elif self.is_imagej: + shape = [] + axes = [] + ij = self.pages[0].imagej_tags + if 'frames' in ij: + shape.append(ij['frames']) + axes.append('T') + if 'slices' in ij: + shape.append(ij['slices']) + axes.append('Z') + if 'channels' in ij and not self.is_rgb: + shape.append(ij['channels']) + axes.append('C') + remain = len(self.pages) // (numpy.prod(shape) if shape else 1) + if remain > 1: + shape.append(remain) + axes.append('I') + shape.extend(self.pages[0].shape) + axes.extend(self.pages[0].axes) + axes = ''.join(axes) + series = [Record(pages=self.pages, shape=shape, axes=axes, + dtype=numpy.dtype(self.pages[0].dtype))] + elif self.is_nih: + series = [Record(pages=self.pages, + shape=(len(self.pages),) + self.pages[0].shape, + axes='I' + self.pages[0].axes, + dtype=numpy.dtype(self.pages[0].dtype))] + elif self.pages[0].is_shaped: + shape = self.pages[0].tags['image_description'].value[7:-1] + shape = tuple(int(i) for i in shape.split(b',')) + series = [Record(pages=self.pages, shape=shape, + axes='Q' * len(shape), + dtype=numpy.dtype(self.pages[0].dtype))] + + if not series: + shapes = [] + pages = {} + for page in self.pages: + if not page.shape: + continue + shape = page.shape + (page.axes, + page.compression in TIFF_DECOMPESSORS) + if not shape in pages: + shapes.append(shape) + pages[shape] = [page] + else: + pages[shape].append(page) + series = [Record(pages=pages[s], + axes=(('I' + s[-2]) + if len(pages[s]) > 1 else s[-2]), + dtype=numpy.dtype(pages[s][0].dtype), + shape=((len(pages[s]), ) + s[:-2] + if len(pages[s]) > 1 else s[:-2])) + for s in shapes] + return series + + def asarray(self, key=None, series=None): + """Return image data of multiple TIFF pages as numpy array. + + By default the first image series is returned. + + Parameters + ---------- + key : int, slice, or sequence of page indices + Defines which pages to return as array. + series : int + Defines which series of pages to return as array. + + """ + if key is None and series is None: + series = 0 + if series is not None: + pages = self.series[series].pages + else: + pages = self.pages + + if key is None: + pass + elif isinstance(key, int): + pages = [pages[key]] + elif isinstance(key, slice): + pages = pages[key] + elif isinstance(key, collections.Iterable): + pages = [pages[k] for k in key] + else: + raise TypeError("key must be an int, slice, or sequence") + + if len(pages) == 1: + return pages[0].asarray() + elif self.is_nih: + result = numpy.vstack(p.asarray(colormapped=False, + squeeze=False) for p in pages) + if pages[0].is_palette: + result = numpy.take(pages[0].color_map, result, axis=1) + result = numpy.swapaxes(result, 0, 1) + else: + if self.is_ome and any(p is None for p in pages): + firstpage = next(p for p in pages if p) + nopage = numpy.zeros_like( + firstpage.asarray()) + result = numpy.vstack((p.asarray() if p else nopage) + for p in pages) + if key is None: + try: + result.shape = self.series[series].shape + except ValueError: + warnings.warn("failed to reshape %s to %s" % ( + result.shape, self.series[series].shape)) + result.shape = (-1,) + pages[0].shape + else: + result.shape = (-1,) + pages[0].shape + return result + + def _omeseries(self): + """Return image series in OME-TIFF file(s).""" + root = ElementTree.XML(self.pages[0].tags['image_description'].value) + uuid = root.attrib.get('UUID', None) + self._tiffs = {uuid: self} + modulo = {} + result = [] + for element in root: + if element.tag.endswith('BinaryOnly'): + warnings.warn("not an OME-TIFF master file") + break + if element.tag.endswith('StructuredAnnotations'): + for annot in element: + if not annot.attrib.get('Namespace', + '').endswith('modulo'): + continue + for value in annot: + for modul in value: + for along in modul: + if not along.tag[:-1].endswith('Along'): + continue + axis = along.tag[-1] + newaxis = along.attrib.get('Type', 'other') + newaxis = AXES_LABELS[newaxis] + if 'Start' in along.attrib: + labels = range( + int(along.attrib['Start']), + int(along.attrib['End']) + 1, + int(along.attrib.get('Step', 1))) + else: + labels = [label.text for label in along + if label.tag.endswith('Label')] + modulo[axis] = (newaxis, labels) + if not element.tag.endswith('Image'): + continue + for pixels in element: + if not pixels.tag.endswith('Pixels'): + continue + atr = pixels.attrib + axes = "".join(reversed(atr['DimensionOrder'])) + shape = list(int(atr['Size'+ax]) for ax in axes) + size = numpy.prod(shape[:-2]) + ifds = [None] * size + for data in pixels: + if not data.tag.endswith('TiffData'): + continue + atr = data.attrib + ifd = int(atr.get('IFD', 0)) + num = int(atr.get('NumPlanes', 1 if 'IFD' in atr else 0)) + num = int(atr.get('PlaneCount', num)) + idx = [int(atr.get('First'+ax, 0)) for ax in axes[:-2]] + idx = numpy.ravel_multi_index(idx, shape[:-2]) + for uuid in data: + if uuid.tag.endswith('UUID'): + if uuid.text not in self._tiffs: + if not self._multifile: + # abort reading multi file OME series + return [] + fn = uuid.attrib['FileName'] + try: + tf = TiffFile(os.path.join(self.fpath, fn)) + except (IOError, ValueError): + warnings.warn("failed to read %s" % fn) + break + self._tiffs[uuid.text] = tf + pages = self._tiffs[uuid.text].pages + try: + for i in range(num if num else len(pages)): + ifds[idx + i] = pages[ifd + i] + except IndexError: + warnings.warn("ome-xml: index out of range") + break + else: + pages = self.pages + try: + for i in range(num if num else len(pages)): + ifds[idx + i] = pages[ifd + i] + except IndexError: + warnings.warn("ome-xml: index out of range") + result.append(Record(axes=axes, shape=shape, pages=ifds, + dtype=numpy.dtype(ifds[0].dtype))) + + for record in result: + for axis, (newaxis, labels) in modulo.items(): + i = record.axes.index(axis) + size = len(labels) + if record.shape[i] == size: + record.axes = record.axes.replace(axis, newaxis, 1) + else: + record.shape[i] //= size + record.shape.insert(i+1, size) + record.axes = record.axes.replace(axis, axis+newaxis, 1) + + return result + + def __len__(self): + """Return number of image pages in file.""" + return len(self.pages) + + def __getitem__(self, key): + """Return specified page.""" + return self.pages[key] + + def __iter__(self): + """Return iterator over pages.""" + return iter(self.pages) + + def __str__(self): + """Return string containing information about file.""" + result = [ + self.fname.capitalize(), + format_size(self._fsize), + {'<': 'little endian', '>': 'big endian'}[self.byteorder]] + if self.is_bigtiff: + result.append("bigtiff") + if len(self.pages) > 1: + result.append("%i pages" % len(self.pages)) + if len(self.series) > 1: + result.append("%i series" % len(self.series)) + if len(self._tiffs) > 1: + result.append("%i files" % (len(self._tiffs))) + return ", ".join(result) + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_value, traceback): + self.close() + + @lazyattr + def fstat(self): + try: + return os.fstat(self._fh.fileno()) + except Exception: # io.UnsupportedOperation + return None + + @lazyattr + def is_bigtiff(self): + return self.offset_size != 4 + + @lazyattr + def is_rgb(self): + return all(p.is_rgb for p in self.pages) + + @lazyattr + def is_palette(self): + return all(p.is_palette for p in self.pages) + + @lazyattr + def is_mdgel(self): + return any(p.is_mdgel for p in self.pages) + + @lazyattr + def is_mediacy(self): + return any(p.is_mediacy for p in self.pages) + + @lazyattr + def is_stk(self): + return all(p.is_stk for p in self.pages) + + @lazyattr + def is_lsm(self): + return self.pages[0].is_lsm + + @lazyattr + def is_imagej(self): + return self.pages[0].is_imagej + + @lazyattr + def is_nih(self): + return self.pages[0].is_nih + + @lazyattr + def is_fluoview(self): + return self.pages[0].is_fluoview + + @lazyattr + def is_ome(self): + return self.pages[0].is_ome + + +class TiffPage(object): + """A TIFF image file directory (IFD). + + Attributes + ---------- + index : int + Index of page in file. + dtype : str {TIFF_SAMPLE_DTYPES} + Data type of image, colormapped if applicable. + shape : tuple + Dimensions of the image array in TIFF page, + colormapped and with one alpha channel if applicable. + axes : str + Axes label codes: + 'X' width, 'Y' height, 'S' sample, 'P' plane, 'I' image series, + 'Z' depth, 'C' color|em-wavelength|channel, 'E' ex-wavelength|lambda, + 'T' time, 'R' region|tile, 'A' angle, 'F' phase, 'H' lifetime, + 'L' exposure, 'V' event, 'Q' unknown, '_' missing + tags : TiffTags + Dictionary of tags in page. + Tag values are also directly accessible as attributes. + color_map : numpy array + Color look up table if exists. + mm_uic_tags: Record(dict) + Consolidated MetaMorph mm_uic# tags, if exists. + cz_lsm_scan_info: Record(dict) + LSM scan info attributes, if exists. + imagej_tags: Record(dict) + Consolidated ImageJ description and meta_data tags, if exists. + + All attributes are read-only. + + """ + def __init__(self, parent): + """Initialize instance from file.""" + self.parent = parent + self.index = len(parent.pages) + self.shape = self._shape = () + self.dtype = self._dtype = None + self.axes = "" + self.tags = TiffTags() + + self._fromfile() + self._process_tags() + + def _fromfile(self): + """Read TIFF IFD structure and its tags from file. + + File cursor must be at storage position of IFD offset and is left at + offset to next IFD. + + Raises StopIteration if offset (first bytes read) is 0. + + """ + fh = self.parent._fh + byteorder = self.parent.byteorder + offset_size = self.parent.offset_size + + fmt = {4: 'I', 8: 'Q'}[offset_size] + offset = struct.unpack(byteorder + fmt, fh.read(offset_size))[0] + if not offset: + raise StopIteration() + + # read standard tags + tags = self.tags + fh.seek(offset) + fmt, size = {4: ('H', 2), 8: ('Q', 8)}[offset_size] + try: + numtags = struct.unpack(byteorder + fmt, fh.read(size))[0] + except Exception: + warnings.warn("corrupted page list") + raise StopIteration() + + for _ in range(numtags): + try: + tag = TiffTag(self.parent) + tags[tag.name] = tag + except TiffTag.Error as e: + warnings.warn(str(e)) + + # read LSM info subrecords + if self.is_lsm: + pos = fh.tell() + for name, reader in CZ_LSM_INFO_READERS.items(): + try: + offset = self.cz_lsm_info['offset_'+name] + except KeyError: + continue + if not offset: + continue + fh.seek(offset) + try: + setattr(self, 'cz_lsm_'+name, reader(fh, byteorder)) + except ValueError: + pass + fh.seek(pos) + + def _process_tags(self): + """Validate standard tags and initialize attributes. + + Raise ValueError if tag values are not supported. + + """ + tags = self.tags + for code, (name, default, dtype, count, validate) in TIFF_TAGS.items(): + if not (name in tags or default is None): + tags[name] = TiffTag(code, dtype=dtype, count=count, + value=default, name=name) + if name in tags and validate: + try: + if tags[name].count == 1: + setattr(self, name, validate[tags[name].value]) + else: + setattr(self, name, tuple( + validate[value] for value in tags[name].value)) + except KeyError: + raise ValueError("%s.value (%s) not supported" % + (name, tags[name].value)) + + tag = tags['bits_per_sample'] + if tag.count == 1: + self.bits_per_sample = tag.value + else: + value = tag.value[:self.samples_per_pixel] + if any((v-value[0] for v in value)): + self.bits_per_sample = value + else: + self.bits_per_sample = value[0] + + tag = tags['sample_format'] + if tag.count == 1: + self.sample_format = TIFF_SAMPLE_FORMATS[tag.value] + else: + value = tag.value[:self.samples_per_pixel] + if any((v-value[0] for v in value)): + self.sample_format = [TIFF_SAMPLE_FORMATS[v] for v in value] + else: + self.sample_format = TIFF_SAMPLE_FORMATS[value[0]] + + if not 'photometric' in tags: + self.photometric = None + + if 'image_length' in tags: + self.strips_per_image = int(math.floor( + float(self.image_length + self.rows_per_strip - 1) / + self.rows_per_strip)) + else: + self.strips_per_image = 0 + + key = (self.sample_format, self.bits_per_sample) + self.dtype = self._dtype = TIFF_SAMPLE_DTYPES.get(key, None) + + if self.is_imagej: + # consolidate imagej meta data + adict = imagej_description(tags['image_description'].value) + try: + adict.update(imagej_meta_data( + tags['imagej_meta_data'].value, + tags['imagej_byte_counts'].value, + self.parent.byteorder)) + except Exception: + pass + self.imagej_tags = Record(adict) + + if not 'image_length' in self.tags or not 'image_width' in self.tags: + # some GEL file pages are missing image data + self.image_length = 0 + self.image_width = 0 + self.strip_offsets = 0 + self._shape = () + self.shape = () + self.axes = '' + + if self.is_palette: + self.dtype = self.tags['color_map'].dtype[1] + self.color_map = numpy.array(self.color_map, self.dtype) + dmax = self.color_map.max() + if dmax < 256: + self.dtype = numpy.uint8 + self.color_map = self.color_map.astype(self.dtype) + #else: + # self.dtype = numpy.uint8 + # self.color_map >>= 8 + # self.color_map = self.color_map.astype(self.dtype) + self.color_map.shape = (3, -1) + + if self.is_stk: + # consolidate mm_uci tags + planes = tags['mm_uic2'].count + self.mm_uic_tags = Record(tags['mm_uic2'].value) + for key in ('mm_uic3', 'mm_uic4', 'mm_uic1'): + if key in tags: + self.mm_uic_tags.update(tags[key].value) + if self.planar_configuration == 'contig': + self._shape = (planes, 1, self.image_length, self.image_width, + self.samples_per_pixel) + self.shape = tuple(self._shape[i] for i in (0, 2, 3, 4)) + self.axes = 'PYXS' + else: + self._shape = (planes, self.samples_per_pixel, + self.image_length, self.image_width, 1) + self.shape = self._shape[:4] + self.axes = 'PSYX' + if self.is_palette and (self.color_map.shape[1] + >= 2**self.bits_per_sample): + self.shape = (3, planes, self.image_length, self.image_width) + self.axes = 'CPYX' + else: + warnings.warn("palette cannot be applied") + self.is_palette = False + elif self.is_palette: + samples = 1 + if 'extra_samples' in self.tags: + samples += len(self.extra_samples) + if self.planar_configuration == 'contig': + self._shape = ( + 1, 1, self.image_length, self.image_width, samples) + else: + self._shape = ( + 1, samples, self.image_length, self.image_width, 1) + if self.color_map.shape[1] >= 2**self.bits_per_sample: + self.shape = (3, self.image_length, self.image_width) + self.axes = 'CYX' + else: + warnings.warn("palette cannot be applied") + self.is_palette = False + self.shape = (self.image_length, self.image_width) + self.axes = 'YX' + elif self.is_rgb or self.samples_per_pixel > 1: + if self.planar_configuration == 'contig': + self._shape = (1, 1, self.image_length, self.image_width, + self.samples_per_pixel) + self.shape = (self.image_length, self.image_width, + self.samples_per_pixel) + self.axes = 'YXS' + else: + self._shape = (1, self.samples_per_pixel, self.image_length, + self.image_width, 1) + self.shape = self._shape[1:-1] + self.axes = 'SYX' + if self.is_rgb and 'extra_samples' in self.tags: + extra_samples = self.extra_samples + if self.tags['extra_samples'].count == 1: + extra_samples = (extra_samples, ) + for exs in extra_samples: + if exs in ('unassalpha', 'assocalpha', 'unspecified'): + if self.planar_configuration == 'contig': + self.shape = self.shape[:2] + (4,) + else: + self.shape = (4,) + self.shape[1:] + break + else: + self._shape = (1, 1, self.image_length, self.image_width, 1) + self.shape = self._shape[2:4] + self.axes = 'YX' + + if not self.compression and not 'strip_byte_counts' in tags: + self.strip_byte_counts = numpy.prod(self.shape) * ( + self.bits_per_sample // 8) + + def asarray(self, squeeze=True, colormapped=True, rgbonly=True): + """Read image data from file and return as numpy array. + + Raise ValueError if format is unsupported. + If any argument is False, the shape of the returned array might be + different from the page shape. + + Parameters + ---------- + squeeze : bool + If True all length-1 dimensions (except X and Y) are + squeezed out from result. + colormapped : bool + If True color mapping is applied for palette-indexed images. + rgbonly : bool + If True return RGB(A) image without additional extra samples. + + """ + fh = self.parent._fh + if not fh: + raise IOError("TIFF file is not open") + if self.dtype is None: + raise ValueError("data type not supported: %s%i" % ( + self.sample_format, self.bits_per_sample)) + if self.compression not in TIFF_DECOMPESSORS: + raise ValueError("cannot decompress %s" % self.compression) + if ('ycbcr_subsampling' in self.tags + and self.tags['ycbcr_subsampling'].value not in (1, (1, 1))): + raise ValueError("YCbCr subsampling not supported") + tag = self.tags['sample_format'] + if tag.count != 1 and any((i-tag.value[0] for i in tag.value)): + raise ValueError("sample formats don't match %s" % str(tag.value)) + + dtype = self._dtype + shape = self._shape + + if not shape: + return None + + image_width = self.image_width + image_length = self.image_length + typecode = self.parent.byteorder + dtype + bits_per_sample = self.bits_per_sample + + if self.is_tiled: + if 'tile_offsets' in self.tags: + byte_counts = self.tile_byte_counts + offsets = self.tile_offsets + else: + byte_counts = self.strip_byte_counts + offsets = self.strip_offsets + tile_width = self.tile_width + tile_length = self.tile_length + tw = (image_width + tile_width - 1) // tile_width + tl = (image_length + tile_length - 1) // tile_length + shape = shape[:-3] + (tl*tile_length, tw*tile_width, shape[-1]) + tile_shape = (tile_length, tile_width, shape[-1]) + runlen = tile_width + else: + byte_counts = self.strip_byte_counts + offsets = self.strip_offsets + runlen = image_width + + try: + offsets[0] + except TypeError: + offsets = (offsets, ) + byte_counts = (byte_counts, ) + if any(o < 2 for o in offsets): + raise ValueError("corrupted page") + + if (not self.is_tiled and (self.is_stk or (not self.compression + and bits_per_sample in (8, 16, 32, 64) + and all(offsets[i] == offsets[i+1] - byte_counts[i] + for i in range(len(offsets)-1))))): + # contiguous data + fh.seek(offsets[0]) + result = numpy_fromfile(fh, typecode, numpy.prod(shape)) + result = result.astype('=' + dtype) + else: + if self.planar_configuration == 'contig': + runlen *= self.samples_per_pixel + if bits_per_sample in (8, 16, 32, 64, 128): + if (bits_per_sample * runlen) % 8: + raise ValueError("data and sample size mismatch") + unpack = lambda x: numpy.fromstring(x, typecode) + elif isinstance(bits_per_sample, tuple): + unpack = lambda x: unpackrgb(x, typecode, bits_per_sample) + else: + unpack = lambda x: unpackints(x, typecode, bits_per_sample, + runlen) + decompress = TIFF_DECOMPESSORS[self.compression] + if self.is_tiled: + result = numpy.empty(shape, dtype) + tw, tl, pl = 0, 0, 0 + for offset, bytecount in zip(offsets, byte_counts): + fh.seek(offset) + tile = unpack(decompress(fh.read(bytecount))) + tile.shape = tile_shape + if self.predictor == 'horizontal': + numpy.cumsum(tile, axis=-2, dtype=dtype, out=tile) + result[0, pl, tl:tl+tile_length, + tw:tw+tile_width, :] = tile + del tile + tw += tile_width + if tw >= shape[-2]: + tw, tl = 0, tl + tile_length + if tl >= shape[-3]: + tl, pl = 0, pl + 1 + result = result[..., :image_length, :image_width, :] + else: + strip_size = (self.rows_per_strip * self.image_width * + self.samples_per_pixel) + result = numpy.empty(shape, dtype).reshape(-1) + index = 0 + for offset, bytecount in zip(offsets, byte_counts): + fh.seek(offset) + strip = unpack(decompress(fh.read(bytecount))) + size = min(result.size, strip.size, strip_size, + result.size - index) + result[index:index+size] = strip[:size] + del strip + index += size + + result.shape = self._shape + + if self.predictor == 'horizontal' and not self.is_tiled: + # work around bug in LSM510 software + if not (self.parent.is_lsm and not self.compression): + numpy.cumsum(result, axis=-2, dtype=dtype, out=result) + + if colormapped and self.is_palette: + if self.color_map.shape[1] >= 2**bits_per_sample: + # FluoView and LSM might fail here + result = numpy.take(self.color_map, + result[:, 0, :, :, 0], axis=1) + elif rgbonly and self.is_rgb and 'extra_samples' in self.tags: + # return only RGB and first alpha channel if exists + extra_samples = self.extra_samples + if self.tags['extra_samples'].count == 1: + extra_samples = (extra_samples, ) + for i, exs in enumerate(extra_samples): + if exs in ('unassalpha', 'assocalpha', 'unspecified'): + if self.planar_configuration == 'contig': + result = result[..., [0, 1, 2, 3+i]] + else: + result = result[:, [0, 1, 2, 3+i]] + break + else: + if self.planar_configuration == 'contig': + result = result[..., :3] + else: + result = result[:, :3] + + if squeeze: + try: + result.shape = self.shape + except ValueError: + warnings.warn("failed to reshape from %s to %s" % ( + str(result.shape), str(self.shape))) + + return result + + def __str__(self): + """Return string containing information about page.""" + s = ', '.join(s for s in ( + ' x '.join(str(i) for i in self.shape), + str(numpy.dtype(self.dtype)), + '%s bit' % str(self.bits_per_sample), + self.photometric if 'photometric' in self.tags else '', + self.compression if self.compression else 'raw', + ','.join(t[3:] for t in ('is_stk', 'is_lsm', 'is_nih', 'is_ome', + 'is_imagej', 'is_fluoview', 'is_mdgel', + 'is_mediacy', 'is_reduced', 'is_tiled') + if getattr(self, t))) if s) + return "Page %i: %s" % (self.index, s) + + def __getattr__(self, name): + """Return tag value.""" + if name in self.tags: + value = self.tags[name].value + setattr(self, name, value) + return value + raise AttributeError(name) + + @lazyattr + def is_rgb(self): + """True if page contains a RGB image.""" + return ('photometric' in self.tags and + self.tags['photometric'].value == 2) + + @lazyattr + def is_palette(self): + """True if page contains a palette-colored image.""" + return ('photometric' in self.tags and + self.tags['photometric'].value == 3) + + @lazyattr + def is_tiled(self): + """True if page contains tiled image.""" + return 'tile_width' in self.tags + + @lazyattr + def is_reduced(self): + """True if page is a reduced image of another image.""" + return bool(self.tags['new_subfile_type'].value & 1) + + @lazyattr + def is_mdgel(self): + """True if page contains md_file_tag tag.""" + return 'md_file_tag' in self.tags + + @lazyattr + def is_mediacy(self): + """True if page contains Media Cybernetics Id tag.""" + return ('mc_id' in self.tags and + self.tags['mc_id'].value.startswith(b'MC TIFF')) + + @lazyattr + def is_stk(self): + """True if page contains MM_UIC2 tag.""" + return 'mm_uic2' in self.tags + + @lazyattr + def is_lsm(self): + """True if page contains LSM CZ_LSM_INFO tag.""" + return 'cz_lsm_info' in self.tags + + @lazyattr + def is_fluoview(self): + """True if page contains FluoView MM_STAMP tag.""" + return 'mm_stamp' in self.tags + + @lazyattr + def is_nih(self): + """True if page contains NIH image header.""" + return 'nih_image_header' in self.tags + + @lazyattr + def is_ome(self): + """True if page contains OME-XML in image_description tag.""" + return ('image_description' in self.tags and self.tags[ + 'image_description'].value.startswith(b' parent.offset_size or code in CUSTOM_TAGS: + pos = fh.tell() + tof = {4: 'I', 8: 'Q'}[parent.offset_size] + self.value_offset = offset = struct.unpack(byteorder+tof, value)[0] + if offset < 0 or offset > parent._fsize: + raise TiffTag.Error("corrupt file - invalid tag value offset") + elif offset < 4: + raise TiffTag.Error("corrupt value offset for tag %i" % code) + fh.seek(offset) + if code in CUSTOM_TAGS: + readfunc = CUSTOM_TAGS[code][1] + value = readfunc(fh, byteorder, dtype, count) + fh.seek(0, 2) # bug in numpy/Python 3.x ? + if isinstance(value, dict): # numpy.core.records.record + value = Record(value) + elif code in TIFF_TAGS or dtype[-1] == 's': + value = struct.unpack(fmt, fh.read(size)) + else: + value = read_numpy(fh, byteorder, dtype, count) + fh.seek(0, 2) # bug in numpy/Python 3.x ? + fh.seek(pos) + else: + value = struct.unpack(fmt, value[:size]) + + if not code in CUSTOM_TAGS: + if len(value) == 1: + value = value[0] + + if dtype.endswith('s'): + value = stripnull(value) + + self.code = code + self.name = name + self.dtype = dtype + self.count = count + self.value = value + + def __str__(self): + """Return string containing information about tag.""" + return ' '.join(str(getattr(self, s)) for s in self.__slots__) + + +class TiffSequence(object): + """Sequence of image files. + + Properties + ---------- + files : list + List of file names. + shape : tuple + Shape of image sequence. + axes : str + Labels of axes in shape. + + Examples + -------- + >>> ims = TiffSequence("test.oif.files/*.tif") + >>> ims = ims.asarray() + >>> ims.shape + (2, 100, 256, 256) + + """ + _axes_pattern = """ + # matches Olympus OIF and Leica TIFF series + _?(?:(q|l|p|a|c|t|x|y|z|ch|tp)(\d{1,4})) + _?(?:(q|l|p|a|c|t|x|y|z|ch|tp)(\d{1,4}))? + _?(?:(q|l|p|a|c|t|x|y|z|ch|tp)(\d{1,4}))? + _?(?:(q|l|p|a|c|t|x|y|z|ch|tp)(\d{1,4}))? + _?(?:(q|l|p|a|c|t|x|y|z|ch|tp)(\d{1,4}))? + _?(?:(q|l|p|a|c|t|x|y|z|ch|tp)(\d{1,4}))? + _?(?:(q|l|p|a|c|t|x|y|z|ch|tp)(\d{1,4}))? + """ + + class _ParseError(Exception): + pass + + def __init__(self, files, imread=TiffFile, pattern='axes'): + """Initialize instance from multiple files. + + Parameters + ---------- + files : str, or sequence of str + Glob pattern or sequence of file names. + imread : function or class + Image read function or class with asarray function returning numpy + array from single file. + pattern : str + Regular expression pattern that matches axes names and sequence + indices in file names. + + """ + if isinstance(files, basestring): + files = natural_sorted(glob.glob(files)) + files = list(files) + if not files: + raise ValueError("no files found") + #if not os.path.isfile(files[0]): + # raise ValueError("file not found") + self.files = files + + if hasattr(imread, 'asarray'): + _imread = imread + + def imread(fname, *args, **kwargs): + with _imread(fname) as im: + return im.asarray(*args, **kwargs) + + self.imread = imread + + self.pattern = self._axes_pattern if pattern == 'axes' else pattern + try: + self._parse() + if not self.axes: + self.axes = 'I' + except self._ParseError: + self.axes = 'I' + self.shape = (len(files),) + self._start_index = (0,) + self._indices = ((i,) for i in range(len(files))) + + def __str__(self): + """Return string with information about image sequence.""" + return "\n".join([ + self.files[0], + '* files: %i' % len(self.files), + '* axes: %s' % self.axes, + '* shape: %s' % str(self.shape)]) + + def __len__(self): + return len(self.files) + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_value, traceback): + self.close() + + def close(self): + pass + + def asarray(self, *args, **kwargs): + """Read image data from all files and return as single numpy array. + + Raise IndexError if image shapes don't match. + + """ + im = self.imread(self.files[0]) + result_shape = self.shape + im.shape + result = numpy.zeros(result_shape, dtype=im.dtype) + result = result.reshape(-1, *im.shape) + for index, fname in zip(self._indices, self.files): + index = [i-j for i, j in zip(index, self._start_index)] + index = numpy.ravel_multi_index(index, self.shape) + im = self.imread(fname, *args, **kwargs) + result[index] = im + result.shape = result_shape + return result + + def _parse(self): + """Get axes and shape from file names.""" + if not self.pattern: + raise self._ParseError("invalid pattern") + pattern = re.compile(self.pattern, re.IGNORECASE | re.VERBOSE) + matches = pattern.findall(self.files[0]) + if not matches: + raise self._ParseError("pattern doesn't match file names") + matches = matches[-1] + if len(matches) % 2: + raise self._ParseError("pattern doesn't match axis name and index") + axes = ''.join(m for m in matches[::2] if m) + if not axes: + raise self._ParseError("pattern doesn't match file names") + + indices = [] + for fname in self.files: + matches = pattern.findall(fname)[-1] + if axes != ''.join(m for m in matches[::2] if m): + raise ValueError("axes don't match within the image sequence") + indices.append([int(m) for m in matches[1::2] if m]) + shape = tuple(numpy.max(indices, axis=0)) + start_index = tuple(numpy.min(indices, axis=0)) + shape = tuple(i-j+1 for i, j in zip(shape, start_index)) + if numpy.prod(shape) != len(self.files): + warnings.warn("files are missing. Missing data are zeroed") + + self.axes = axes.upper() + self.shape = shape + self._indices = indices + self._start_index = start_index + + +class Record(dict): + """Dictionary with attribute access. + + Can also be initialized with numpy.core.records.record. + + """ + __slots__ = () + + def __init__(self, arg=None, **kwargs): + if kwargs: + arg = kwargs + elif arg is None: + arg = {} + try: + dict.__init__(self, arg) + except (TypeError, ValueError): + for i, name in enumerate(arg.dtype.names): + v = arg[i] + self[name] = v if v.dtype.char != 'S' else stripnull(v) + + def __getattr__(self, name): + return self[name] + + def __setattr__(self, name, value): + self.__setitem__(name, value) + + def __str__(self): + """Pretty print Record.""" + s = [] + lists = [] + for k in sorted(self): + if k.startswith('_'): # does not work with byte + continue + v = self[k] + if isinstance(v, (list, tuple)) and len(v): + if isinstance(v[0], Record): + lists.append((k, v)) + continue + elif isinstance(v[0], TiffPage): + v = [i.index for i in v if i] + s.append( + ("* %s: %s" % (k, str(v))).split("\n", 1)[0] + [:PRINT_LINE_LEN].rstrip()) + for k, v in lists: + l = [] + for i, w in enumerate(v): + l.append("* %s[%i]\n %s" % (k, i, + str(w).replace("\n", "\n "))) + s.append('\n'.join(l)) + return '\n'.join(s) + + +class TiffTags(Record): + """Dictionary of TiffTags with attribute access.""" + def __str__(self): + """Return string with information about all tags.""" + s = [] + #sortbycode = lambda a, b: cmp(a.code, b.code) + #for tag in sorted(self.values(), sortbycode): + for tag in sorted(self.values(), key=lambda x: x.code): + typecode = "%i%s" % (tag.count * int(tag.dtype[0]), tag.dtype[1]) + line = "* %i %s (%s) %s" % (tag.code, tag.name, typecode, + str(tag.value).split('\n', 1)[0]) + s.append(line[:PRINT_LINE_LEN].lstrip()) + return '\n'.join(s) + + +def read_bytes(fh, byteorder, dtype, count): + """Read tag data from file and return as byte string.""" + return numpy_fromfile(fh, byteorder+dtype[-1], count).tostring() + + +def read_numpy(fh, byteorder, dtype, count): + """Read tag data from file and return as numpy array.""" + return numpy_fromfile(fh, byteorder+dtype[-1], count) + + +def read_mm_header(fh, byteorder, dtype, count): + """Read MM_HEADER tag from file and return as numpy.rec.array.""" + return numpy.rec.fromfile(fh, MM_HEADER, 1, byteorder=byteorder)[0] + + +def read_mm_stamp(fh, byteorder, dtype, count): + """Read MM_STAMP tag from file and return as numpy.array.""" + return numpy_fromfile(fh, byteorder+'8f8', 1)[0] + + +def read_mm_uic1(fh, byteorder, dtype, count): + """Read MM_UIC1 tag from file and return as dictionary.""" + t = fh.read(8*count) + t = struct.unpack('%s%iI' % (byteorder, 2*count), t) + return dict((MM_TAG_IDS[k], v) for k, v in zip(t[::2], t[1::2]) + if k in MM_TAG_IDS) + + +def read_mm_uic2(fh, byteorder, dtype, count): + """Read MM_UIC2 tag from file and return as dictionary.""" + result = {'number_planes': count} + values = numpy_fromfile(fh, byteorder+'I', 6*count) + result['z_distance'] = values[0::6] // values[1::6] + #result['date_created'] = tuple(values[2::6]) + #result['time_created'] = tuple(values[3::6]) + #result['date_modified'] = tuple(values[4::6]) + #result['time_modified'] = tuple(values[5::6]) + return result + + +def read_mm_uic3(fh, byteorder, dtype, count): + """Read MM_UIC3 tag from file and return as dictionary.""" + t = numpy_fromfile(fh, byteorder+'I', 2*count) + return {'wavelengths': t[0::2] // t[1::2]} + + +def read_mm_uic4(fh, byteorder, dtype, count): + """Read MM_UIC4 tag from file and return as dictionary.""" + t = struct.unpack(byteorder + 'hI'*count, fh.read(6*count)) + return dict((MM_TAG_IDS[k], v) for k, v in zip(t[::2], t[1::2]) + if k in MM_TAG_IDS) + + +def read_cz_lsm_info(fh, byteorder, dtype, count): + """Read CS_LSM_INFO tag from file and return as numpy.rec.array.""" + result = numpy.rec.fromfile(fh, CZ_LSM_INFO, 1, + byteorder=byteorder)[0] + {50350412: '1.3', 67127628: '2.0'}[result.magic_number] # validation + return result + + +def read_cz_lsm_time_stamps(fh, byteorder): + """Read LSM time stamps from file and return as list.""" + size, count = struct.unpack(byteorder+'II', fh.read(8)) + if size != (8 + 8 * count): + raise ValueError("lsm_time_stamps block is too short") + return struct.unpack(('%s%dd' % (byteorder, count)), + fh.read(8*count)) + + +def read_cz_lsm_event_list(fh, byteorder): + """Read LSM events from file and return as list of (time, type, text).""" + count = struct.unpack(byteorder+'II', fh.read(8))[1] + events = [] + while count > 0: + esize, etime, etype = struct.unpack(byteorder+'IdI', fh.read(16)) + etext = stripnull(fh.read(esize - 16)) + events.append((etime, etype, etext)) + count -= 1 + return events + + +def read_cz_lsm_scan_info(fh, byteorder): + """Read LSM scan information from file and return as Record.""" + block = Record() + blocks = [block] + unpack = struct.unpack + if 0x10000000 != struct.unpack(byteorder+"I", fh.read(4))[0]: + raise ValueError("not a lsm_scan_info structure") + fh.read(8) + while True: + entry, dtype, size = unpack(byteorder+"III", fh.read(12)) + if dtype == 2: + value = stripnull(fh.read(size)) + elif dtype == 4: + value = unpack(byteorder+"i", fh.read(4))[0] + elif dtype == 5: + value = unpack(byteorder+"d", fh.read(8))[0] + else: + value = 0 + if entry in CZ_LSM_SCAN_INFO_ARRAYS: + blocks.append(block) + name = CZ_LSM_SCAN_INFO_ARRAYS[entry] + newobj = [] + setattr(block, name, newobj) + block = newobj + elif entry in CZ_LSM_SCAN_INFO_STRUCTS: + blocks.append(block) + newobj = Record() + block.append(newobj) + block = newobj + elif entry in CZ_LSM_SCAN_INFO_ATTRIBUTES: + name = CZ_LSM_SCAN_INFO_ATTRIBUTES[entry] + setattr(block, name, value) + elif entry == 0xffffffff: + block = blocks.pop() + else: + setattr(block, "unknown_%x" % entry, value) + if not blocks: + break + return block + + +def read_nih_image_header(fh, byteorder, dtype, count): + """Read NIH_IMAGE_HEADER tag from file and return as numpy.rec.array.""" + a = numpy.rec.fromfile(fh, NIH_IMAGE_HEADER, 1, byteorder=byteorder)[0] + a = a.newbyteorder(byteorder) + a.xunit = a.xunit[:a._xunit_len] + a.um = a.um[:a._um_len] + return a + + +def imagej_meta_data(data, bytecounts, byteorder): + """Return dict from ImageJ meta data tag value.""" + + if sys.version_info[0] > 2: + _str = lambda x: str(x, 'cp1252') + else: + _str = str + + def read_string(data, byteorder): + return _str(data[1::2]) + + def read_double(data, byteorder): + return struct.unpack(byteorder+('d' * (len(data) // 8)), data) + + def read_bytes(data, byteorder): + #return struct.unpack('b' * len(data), data) + return numpy.fromstring(data, 'uint8') + + metadata_types = { + b'info': ('info', read_string), + b'labl': ('labels', read_string), + b'rang': ('ranges', read_double), + b'luts': ('luts', read_bytes), + b'roi ': ('roi', read_bytes), + b'over': ('overlays', read_bytes)} + + if not bytecounts: + raise ValueError("no ImageJ meta data") + + if not data.startswith(b'IJIJ'): + raise ValueError("invalid ImageJ meta data") + + header_size = bytecounts[0] + if header_size < 12 or header_size > 804: + raise ValueError("invalid ImageJ meta data header size") + + ntypes = (header_size - 4) // 8 + header = struct.unpack(byteorder+'4sI'*ntypes, data[4:4+ntypes*8]) + pos = 4 + ntypes * 8 + counter = 0 + result = {} + for mtype, count in zip(header[::2], header[1::2]): + values = [] + name, func = metadata_types.get(mtype, (_str(mtype), read_bytes)) + for _ in range(count): + counter += 1 + pos1 = pos + bytecounts[counter] + values.append(func(data[pos:pos1], byteorder)) + pos = pos1 + result[name.strip()] = values[0] if count == 1 else values + return result + + +def imagej_description(description): + """Return dict from ImageJ image_description tag.""" + + def _bool(val): + return {b'true': True, b'false': False}[val.lower()] + + if sys.version_info[0] > 2: + _str = lambda x: str(x, 'cp1252') + else: + _str = str + + result = {} + for line in description.splitlines(): + try: + key, val = line.split(b'=') + except Exception: + continue + key = key.strip() + val = val.strip() + for dtype in (int, float, _bool, _str): + try: + val = dtype(val) + break + except Exception: + pass + result[_str(key)] = val + return result + + +def _replace_by(module_function, package=None, warn=True): + """Try replace decorated function by module.function.""" + try: + from importlib import import_module + except ImportError: + warnings.warn('Could not import module importlib') + return lambda func: func + + def decorate(func, module_function=module_function, warn=warn): + try: + module, function = module_function.split('.') + if not package: + module = import_module(module) + else: + module = import_module('.' + module, package=package) + func, oldfunc = getattr(module, function), func + globals()['__old_' + func.__name__] = oldfunc + except Exception: + if warn: + warnings.warn("failed to import %s" % module_function) + return func + + return decorate + + +@_replace_by('_tifffile.decodepackbits') +def decodepackbits(encoded): + """Decompress PackBits encoded byte string. + + PackBits is a simple byte-oriented run-length compression scheme. + + """ + func = ord if sys.version[0] == '2' else lambda x: x + result = [] + result_extend = result.extend + i = 0 + try: + while True: + n = func(encoded[i]) + 1 + i += 1 + if n < 129: + result_extend(encoded[i:i+n]) + i += n + elif n > 129: + result_extend(encoded[i:i+1] * (258-n)) + i += 1 + except IndexError: + pass + return b''.join(result) if sys.version[0] == '2' else bytes(result) + + +@_replace_by('_tifffile.decodelzw') +def decodelzw(encoded): + """Decompress LZW (Lempel-Ziv-Welch) encoded TIFF strip (byte string). + + The strip must begin with a CLEAR code and end with an EOI code. + + This is an implementation of the LZW decoding algorithm described in (1). + It is not compatible with old style LZW compressed files like quad-lzw.tif. + + """ + len_encoded = len(encoded) + bitcount_max = len_encoded * 8 + unpack = struct.unpack + + if sys.version[0] == '2': + newtable = [chr(i) for i in range(256)] + else: + newtable = [bytes([i]) for i in range(256)] + newtable.extend((0, 0)) + + def next_code(): + """Return integer of `bitw` bits at `bitcount` position in encoded.""" + start = bitcount // 8 + s = encoded[start:start+4] + try: + code = unpack('>I', s)[0] + except Exception: + code = unpack('>I', s + b'\x00'*(4-len(s)))[0] + code <<= bitcount % 8 + code &= mask + return code >> shr + + switchbitch = { # code: bit-width, shr-bits, bit-mask + 255: (9, 23, int(9*'1'+'0'*23, 2)), + 511: (10, 22, int(10*'1'+'0'*22, 2)), + 1023: (11, 21, int(11*'1'+'0'*21, 2)), + 2047: (12, 20, int(12*'1'+'0'*20, 2)), } + bitw, shr, mask = switchbitch[255] + bitcount = 0 + + if len_encoded < 4: + raise ValueError("strip must be at least 4 characters long") + + if next_code() != 256: + raise ValueError("strip must begin with CLEAR code") + + code = 0 + oldcode = 0 + result = [] + result_append = result.append + while True: + code = next_code() # ~5% faster when inlining this function + bitcount += bitw + if code == 257 or bitcount >= bitcount_max: # EOI + break + if code == 256: # CLEAR + table = newtable[:] + table_append = table.append + lentable = 258 + bitw, shr, mask = switchbitch[255] + code = next_code() + bitcount += bitw + if code == 257: # EOI + break + result_append(table[code]) + else: + if code < lentable: + decoded = table[code] + newcode = table[oldcode] + decoded[:1] + else: + newcode = table[oldcode] + newcode += newcode[:1] + decoded = newcode + result_append(decoded) + table_append(newcode) + lentable += 1 + oldcode = code + if lentable in switchbitch: + bitw, shr, mask = switchbitch[lentable] + + if code != 257: + warnings.warn( + "decodelzw encountered unexpected end of stream (code %i)" % code) + + return b''.join(result) + + +@_replace_by('_tifffile.unpackints') +def unpackints(data, dtype, itemsize, runlen=0): + """Decompress byte string to array of integers of any bit size <= 32. + + Parameters + ---------- + data : byte str + Data to decompress. + dtype : numpy.dtype or str + A numpy boolean or integer type. + itemsize : int + Number of bits per integer. + runlen : int + Number of consecutive integers, after which to start at next byte. + + """ + if itemsize == 1: # bitarray + data = numpy.fromstring(data, '|B') + data = numpy.unpackbits(data) + if runlen % 8: + data = data.reshape(-1, runlen + (8 - runlen % 8)) + data = data[:, :runlen].reshape(-1) + return data.astype(dtype) + + dtype = numpy.dtype(dtype) + if itemsize in (8, 16, 32, 64): + return numpy.fromstring(data, dtype) + if itemsize < 1 or itemsize > 32: + raise ValueError("itemsize out of range: %i" % itemsize) + if dtype.kind not in "biu": + raise ValueError("invalid dtype") + + itembytes = next(i for i in (1, 2, 4, 8) if 8 * i >= itemsize) + if itembytes != dtype.itemsize: + raise ValueError("dtype.itemsize too small") + if runlen == 0: + runlen = len(data) // itembytes + skipbits = runlen*itemsize % 8 + if skipbits: + skipbits = 8 - skipbits + shrbits = itembytes*8 - itemsize + bitmask = int(itemsize*'1'+'0'*shrbits, 2) + dtypestr = '>' + dtype.char # dtype always big endian? + + unpack = struct.unpack + l = runlen * (len(data)*8 // (runlen*itemsize + skipbits)) + result = numpy.empty((l, ), dtype) + bitcount = 0 + for i in range(len(result)): + start = bitcount // 8 + s = data[start:start+itembytes] + try: + code = unpack(dtypestr, s)[0] + except Exception: + code = unpack(dtypestr, s + b'\x00'*(itembytes-len(s)))[0] + code <<= bitcount % 8 + code &= bitmask + result[i] = code >> shrbits + bitcount += itemsize + if (i+1) % runlen == 0: + bitcount += skipbits + return result + + +def unpackrgb(data, dtype='>> data = struct.pack('BBBB', 0x21, 0x08, 0xff, 0xff) + >>> print(unpackrgb(data, '>> print(unpackrgb(data, '>> print(unpackrgb(data, '= bits) + data = numpy.fromstring(data, dtype.byteorder+dt) + result = numpy.empty((data.size, len(bitspersample)), dtype.char) + for i, bps in enumerate(bitspersample): + t = data >> int(numpy.sum(bitspersample[i+1:])) + t &= int('0b'+'1'*bps, 2) + if rescale: + o = ((dtype.itemsize * 8) // bps + 1) * bps + if o > data.dtype.itemsize * 8: + t = t.astype('I') + t *= (2**o - 1) // (2**bps - 1) + t //= 2**(o - (dtype.itemsize * 8)) + result[:, i] = t + return result.reshape(-1) + + +def reorient(image, orientation): + """Return reoriented view of image array. + + Parameters + ---------- + image : numpy array + Non-squeezed output of asarray() functions. + Axes -3 and -2 must be image length and width respectively. + orientation : int or str + One of TIFF_ORIENTATIONS keys or values. + + """ + o = TIFF_ORIENTATIONS.get(orientation, orientation) + if o == 'top_left': + return image + elif o == 'top_right': + return image[..., ::-1, :] + elif o == 'bottom_left': + return image[..., ::-1, :, :] + elif o == 'bottom_right': + return image[..., ::-1, ::-1, :] + elif o == 'left_top': + return numpy.swapaxes(image, -3, -2) + elif o == 'right_top': + return numpy.swapaxes(image, -3, -2)[..., ::-1, :] + elif o == 'left_bottom': + return numpy.swapaxes(image, -3, -2)[..., ::-1, :, :] + elif o == 'right_bottom': + return numpy.swapaxes(image, -3, -2)[..., ::-1, ::-1, :] + + +def numpy_fromfile(arg, dtype=float, count=-1, sep=''): + """Return array from data in binary file. + + Work around numpy issue #2230, "numpy.fromfile does not accept StringIO + object" https://github.com/numpy/numpy/issues/2230. + + """ + try: + return numpy.fromfile(arg, dtype, count, sep) + except IOError: + if count < 0: + size = 2**30 + else: + size = count * numpy.dtype(dtype).itemsize + data = arg.read(int(size)) + return numpy.fromstring(data, dtype, count, sep) + + +def stripnull(string): + """Return string truncated at first null character.""" + i = string.find(b'\x00') + return string if (i < 0) else string[:i] + + +def format_size(size): + """Return file size as string from byte size.""" + for unit in ('B', 'KB', 'MB', 'GB', 'TB'): + if size < 2048: + return "%.f %s" % (size, unit) + size /= 1024.0 + + +def natural_sorted(iterable): + """Return human sorted list of strings. + + Examples + -------- + >>> natural_sorted(['f1', 'f2', 'f10']) + ['f1', 'f2', 'f10'] + + """ + numbers = re.compile('(\d+)') + sortkey = lambda x: [(int(c) if c.isdigit() else c) + for c in re.split(numbers, x)] + return sorted(iterable, key=sortkey) + + +def datetime_from_timestamp(n, epoch=datetime.datetime.fromordinal(693594)): + """Return datetime object from timestamp in Excel serial format. + + Examples + -------- + >>> datetime_from_timestamp(40237.029999999795) + datetime.datetime(2010, 2, 28, 0, 43, 11, 999982) + + """ + return epoch + datetime.timedelta(n) + + +def test_tifffile(directory='testimages', verbose=True): + """Read all images in directory. Print error message on failure. + + Examples + -------- + >>> test_tifffile(verbose=False) + + """ + successful = 0 + failed = 0 + start = time.time() + for f in glob.glob(os.path.join(directory, '*.*')): + if verbose: + print("\n%s>\n" % f.lower(), end='') + t0 = time.time() + try: + tif = TiffFile(f, multifile=True) + except Exception as e: + if not verbose: + print(f, end=' ') + print("ERROR:", e) + failed += 1 + continue + try: + img = tif.asarray() + except ValueError: + try: + img = tif[0].asarray() + except Exception as e: + if not verbose: + print(f, end=' ') + print("ERROR:", e) + failed += 1 + continue + finally: + tif.close() + successful += 1 + if verbose: + print("%s, %s %s, %s, %.0f ms" % ( + str(tif), str(img.shape), img.dtype, tif[0].compression, + (time.time()-t0) * 1e3)) + if verbose: + print("\nSuccessfully read %i of %i files in %.3f s\n" % ( + successful, successful+failed, time.time()-start)) + + +class TIFF_SUBFILE_TYPES(object): + def __getitem__(self, key): + result = [] + if key & 1: + result.append('reduced_image') + if key & 2: + result.append('page') + if key & 4: + result.append('mask') + return tuple(result) + + +TIFF_PHOTOMETRICS = { + 0: 'miniswhite', + 1: 'minisblack', + 2: 'rgb', + 3: 'palette', + 4: 'mask', + 5: 'separated', + 6: 'cielab', + 7: 'icclab', + 8: 'itulab', + 32844: 'logl', + 32845: 'logluv', +} + +TIFF_COMPESSIONS = { + 1: None, + 2: 'ccittrle', + 3: 'ccittfax3', + 4: 'ccittfax4', + 5: 'lzw', + 6: 'ojpeg', + 7: 'jpeg', + 8: 'adobe_deflate', + 9: 't85', + 10: 't43', + 32766: 'next', + 32771: 'ccittrlew', + 32773: 'packbits', + 32809: 'thunderscan', + 32895: 'it8ctpad', + 32896: 'it8lw', + 32897: 'it8mp', + 32898: 'it8bl', + 32908: 'pixarfilm', + 32909: 'pixarlog', + 32946: 'deflate', + 32947: 'dcs', + 34661: 'jbig', + 34676: 'sgilog', + 34677: 'sgilog24', + 34712: 'jp2000', + 34713: 'nef', +} + +TIFF_DECOMPESSORS = { + None: lambda x: x, + 'adobe_deflate': zlib.decompress, + 'deflate': zlib.decompress, + 'packbits': decodepackbits, + 'lzw': decodelzw, +} + +TIFF_DATA_TYPES = { + 1: '1B', # BYTE 8-bit unsigned integer. + 2: '1s', # ASCII 8-bit byte that contains a 7-bit ASCII code; + # the last byte must be NULL (binary zero). + 3: '1H', # SHORT 16-bit (2-byte) unsigned integer + 4: '1I', # LONG 32-bit (4-byte) unsigned integer. + 5: '2I', # RATIONAL Two LONGs: the first represents the numerator of + # a fraction; the second, the denominator. + 6: '1b', # SBYTE An 8-bit signed (twos-complement) integer. + 7: '1B', # UNDEFINED An 8-bit byte that may contain anything, + # depending on the definition of the field. + 8: '1h', # SSHORT A 16-bit (2-byte) signed (twos-complement) integer. + 9: '1i', # SLONG A 32-bit (4-byte) signed (twos-complement) integer. + 10: '2i', # SRATIONAL Two SLONGs: the first represents the numerator + # of a fraction, the second the denominator. + 11: '1f', # FLOAT Single precision (4-byte) IEEE format. + 12: '1d', # DOUBLE Double precision (8-byte) IEEE format. + 13: '1I', # IFD unsigned 4 byte IFD offset. + #14: '', # UNICODE + #15: '', # COMPLEX + 16: '1Q', # LONG8 unsigned 8 byte integer (BigTiff) + 17: '1q', # SLONG8 signed 8 byte integer (BigTiff) + 18: '1Q', # IFD8 unsigned 8 byte IFD offset (BigTiff) +} + +TIFF_SAMPLE_FORMATS = { + 1: 'uint', + 2: 'int', + 3: 'float', + #4: 'void', + #5: 'complex_int', + 6: 'complex', +} + +TIFF_SAMPLE_DTYPES = { + ('uint', 1): '?', # bitmap + ('uint', 2): 'B', + ('uint', 3): 'B', + ('uint', 4): 'B', + ('uint', 5): 'B', + ('uint', 6): 'B', + ('uint', 7): 'B', + ('uint', 8): 'B', + ('uint', 9): 'H', + ('uint', 10): 'H', + ('uint', 11): 'H', + ('uint', 12): 'H', + ('uint', 13): 'H', + ('uint', 14): 'H', + ('uint', 15): 'H', + ('uint', 16): 'H', + ('uint', 17): 'I', + ('uint', 18): 'I', + ('uint', 19): 'I', + ('uint', 20): 'I', + ('uint', 21): 'I', + ('uint', 22): 'I', + ('uint', 23): 'I', + ('uint', 24): 'I', + ('uint', 25): 'I', + ('uint', 26): 'I', + ('uint', 27): 'I', + ('uint', 28): 'I', + ('uint', 29): 'I', + ('uint', 30): 'I', + ('uint', 31): 'I', + ('uint', 32): 'I', + ('uint', 64): 'Q', + ('int', 8): 'b', + ('int', 16): 'h', + ('int', 32): 'i', + ('int', 64): 'q', + ('float', 16): 'e', + ('float', 32): 'f', + ('float', 64): 'd', + ('complex', 64): 'F', + ('complex', 128): 'D', + ('uint', (5, 6, 5)): 'B', +} + +TIFF_ORIENTATIONS = { + 1: 'top_left', + 2: 'top_right', + 3: 'bottom_right', + 4: 'bottom_left', + 5: 'left_top', + 6: 'right_top', + 7: 'right_bottom', + 8: 'left_bottom', +} + +AXES_LABELS = { + 'X': 'width', + 'Y': 'height', + 'Z': 'depth', + 'S': 'sample', # rgb(a) + 'P': 'plane', # page + 'T': 'time', + 'C': 'channel', # color, emission wavelength + 'A': 'angle', + 'F': 'phase', + 'R': 'tile', # region, point + 'H': 'lifetime', # histogram + 'E': 'lambda', # excitation wavelength + 'L': 'exposure', # lux + 'V': 'event', + 'Q': 'other', +} + +AXES_LABELS.update(dict((v, k) for k, v in AXES_LABELS.items())) + +# NIH Image PicHeader v1.63 +NIH_IMAGE_HEADER = [ + ('fileid', 'a8'), + ('nlines', 'i2'), + ('pixelsperline', 'i2'), + ('version', 'i2'), + ('oldlutmode', 'i2'), + ('oldncolors', 'i2'), + ('colors', 'u1', (3, 32)), + ('oldcolorstart', 'i2'), + ('colorwidth', 'i2'), + ('extracolors', 'u2', (6, 3)), + ('nextracolors', 'i2'), + ('foregroundindex', 'i2'), + ('backgroundindex', 'i2'), + ('xscale', 'f8'), + ('_x0', 'i2'), + ('_x1', 'i2'), + ('units_t', 'i2'), + ('p1', [('x', 'i2'), ('y', 'i2')]), + ('p2', [('x', 'i2'), ('y', 'i2')]), + ('curvefit_t', 'i2'), + ('ncoefficients', 'i2'), + ('coeff', 'f8', 6), + ('_um_len', 'u1'), + ('um', 'a15'), + ('_x2', 'u1'), + ('binarypic', 'b1'), + ('slicestart', 'i2'), + ('sliceend', 'i2'), + ('scalemagnification', 'f4'), + ('nslices', 'i2'), + ('slicespacing', 'f4'), + ('currentslice', 'i2'), + ('frameinterval', 'f4'), + ('pixelaspectratio', 'f4'), + ('colorstart', 'i2'), + ('colorend', 'i2'), + ('ncolors', 'i2'), + ('fill1', '3u2'), + ('fill2', '3u2'), + ('colortable_t', 'u1'), + ('lutmode_t', 'u1'), + ('invertedtable', 'b1'), + ('zeroclip', 'b1'), + ('_xunit_len', 'u1'), + ('xunit', 'a11'), + ('stacktype_t', 'i2'), +] + +#NIH_COLORTABLE_TYPE = ( +# 'CustomTable', 'AppleDefault', 'Pseudo20', 'Pseudo32', 'Rainbow', +# 'Fire1', 'Fire2', 'Ice', 'Grays', 'Spectrum') +#NIH_LUTMODE_TYPE = ( +# 'PseudoColor', 'OldAppleDefault', 'OldSpectrum', 'GrayScale', +# 'ColorLut', 'CustomGrayscale') +#NIH_CURVEFIT_TYPE = ( +# 'StraightLine', 'Poly2', 'Poly3', 'Poly4', 'Poly5', 'ExpoFit', +# 'PowerFit', 'LogFit', 'RodbardFit', 'SpareFit1', 'Uncalibrated', +# 'UncalibratedOD') +#NIH_UNITS_TYPE = ( +# 'Nanometers', 'Micrometers', 'Millimeters', 'Centimeters', 'Meters', +# 'Kilometers', 'Inches', 'Feet', 'Miles', 'Pixels', 'OtherUnits') +#NIH_STACKTYPE_TYPE = ( +# 'VolumeStack', 'RGBStack', 'MovieStack', 'HSVStack') + +# MetaMorph STK tags +MM_TAG_IDS = { + 0: 'auto_scale', + 1: 'min_scale', + 2: 'max_scale', + 3: 'spatial_calibration', + #4: 'x_calibration', + #5: 'y_calibration', + #6: 'calibration_units', + #7: 'name', + 8: 'thresh_state', + 9: 'thresh_state_red', + 11: 'thresh_state_green', + 12: 'thresh_state_blue', + 13: 'thresh_state_lo', + 14: 'thresh_state_hi', + 15: 'zoom', + #16: 'create_time', + #17: 'last_saved_time', + 18: 'current_buffer', + 19: 'gray_fit', + 20: 'gray_point_count', + #21: 'gray_x', + #22: 'gray_y', + #23: 'gray_min', + #24: 'gray_max', + #25: 'gray_unit_name', + 26: 'standard_lut', + 27: 'wavelength', + #28: 'stage_position', + #29: 'camera_chip_offset', + #30: 'overlay_mask', + #31: 'overlay_compress', + #32: 'overlay', + #33: 'special_overlay_mask', + #34: 'special_overlay_compress', + #35: 'special_overlay', + 36: 'image_property', + #37: 'stage_label', + #38: 'autoscale_lo_info', + #39: 'autoscale_hi_info', + #40: 'absolute_z', + #41: 'absolute_z_valid', + #42: 'gamma', + #43: 'gamma_red', + #44: 'gamma_green', + #45: 'gamma_blue', + #46: 'camera_bin', + 47: 'new_lut', + #48: 'image_property_ex', + 49: 'plane_property', + #50: 'user_lut_table', + 51: 'red_autoscale_info', + #52: 'red_autoscale_lo_info', + #53: 'red_autoscale_hi_info', + 54: 'red_minscale_info', + 55: 'red_maxscale_info', + 56: 'green_autoscale_info', + #57: 'green_autoscale_lo_info', + #58: 'green_autoscale_hi_info', + 59: 'green_minscale_info', + 60: 'green_maxscale_info', + 61: 'blue_autoscale_info', + #62: 'blue_autoscale_lo_info', + #63: 'blue_autoscale_hi_info', + 64: 'blue_min_scale_info', + 65: 'blue_max_scale_info', + #66: 'overlay_plane_color' +} + +# Olympus FluoView +MM_DIMENSION = [ + ('name', 'a16'), + ('size', 'i4'), + ('origin', 'f8'), + ('resolution', 'f8'), + ('unit', 'a64'), +] + +MM_HEADER = [ + ('header_flag', 'i2'), + ('image_type', 'u1'), + ('image_name', 'a257'), + ('offset_data', 'u4'), + ('palette_size', 'i4'), + ('offset_palette0', 'u4'), + ('offset_palette1', 'u4'), + ('comment_size', 'i4'), + ('offset_comment', 'u4'), + ('dimensions', MM_DIMENSION, 10), + ('offset_position', 'u4'), + ('map_type', 'i2'), + ('map_min', 'f8'), + ('map_max', 'f8'), + ('min_value', 'f8'), + ('max_value', 'f8'), + ('offset_map', 'u4'), + ('gamma', 'f8'), + ('offset', 'f8'), + ('gray_channel', MM_DIMENSION), + ('offset_thumbnail', 'u4'), + ('voice_field', 'i4'), + ('offset_voice_field', 'u4'), +] + +# Carl Zeiss LSM +CZ_LSM_INFO = [ + ('magic_number', 'i4'), + ('structure_size', 'i4'), + ('dimension_x', 'i4'), + ('dimension_y', 'i4'), + ('dimension_z', 'i4'), + ('dimension_channels', 'i4'), + ('dimension_time', 'i4'), + ('dimension_data_type', 'i4'), + ('thumbnail_x', 'i4'), + ('thumbnail_y', 'i4'), + ('voxel_size_x', 'f8'), + ('voxel_size_y', 'f8'), + ('voxel_size_z', 'f8'), + ('origin_x', 'f8'), + ('origin_y', 'f8'), + ('origin_z', 'f8'), + ('scan_type', 'u2'), + ('spectral_scan', 'u2'), + ('data_type', 'u4'), + ('offset_vector_overlay', 'u4'), + ('offset_input_lut', 'u4'), + ('offset_output_lut', 'u4'), + ('offset_channel_colors', 'u4'), + ('time_interval', 'f8'), + ('offset_channel_data_types', 'u4'), + ('offset_scan_information', 'u4'), + ('offset_ks_data', 'u4'), + ('offset_time_stamps', 'u4'), + ('offset_event_list', 'u4'), + ('offset_roi', 'u4'), + ('offset_bleach_roi', 'u4'), + ('offset_next_recording', 'u4'), + ('display_aspect_x', 'f8'), + ('display_aspect_y', 'f8'), + ('display_aspect_z', 'f8'), + ('display_aspect_time', 'f8'), + ('offset_mean_of_roi_overlay', 'u4'), + ('offset_topo_isoline_overlay', 'u4'), + ('offset_topo_profile_overlay', 'u4'), + ('offset_linescan_overlay', 'u4'), + ('offset_toolbar_flags', 'u4'), +] + +# Import functions for LSM_INFO sub-records +CZ_LSM_INFO_READERS = { + 'scan_information': read_cz_lsm_scan_info, + 'time_stamps': read_cz_lsm_time_stamps, + 'event_list': read_cz_lsm_event_list, +} + +# Map cz_lsm_info.scan_type to dimension order +CZ_SCAN_TYPES = { + 0: 'XYZCT', # x-y-z scan + 1: 'XYZCT', # z scan (x-z plane) + 2: 'XYZCT', # line scan + 3: 'XYTCZ', # time series x-y + 4: 'XYZTC', # time series x-z + 5: 'XYTCZ', # time series 'Mean of ROIs' + 6: 'XYZTC', # time series x-y-z + 7: 'XYCTZ', # spline scan + 8: 'XYCZT', # spline scan x-z + 9: 'XYTCZ', # time series spline plane x-z + 10: 'XYZCT', # point mode +} + +# Map dimension codes to cz_lsm_info attribute +CZ_DIMENSIONS = { + 'X': 'dimension_x', + 'Y': 'dimension_y', + 'Z': 'dimension_z', + 'C': 'dimension_channels', + 'T': 'dimension_time', +} + +# Descriptions of cz_lsm_info.data_type +CZ_DATA_TYPES = { + 0: 'varying data types', + 2: '12 bit unsigned integer', + 5: '32 bit float', +} + +CZ_LSM_SCAN_INFO_ARRAYS = { + 0x20000000: "tracks", + 0x30000000: "lasers", + 0x60000000: "detectionchannels", + 0x80000000: "illuminationchannels", + 0xa0000000: "beamsplitters", + 0xc0000000: "datachannels", + 0x13000000: "markers", + 0x11000000: "timers", +} + +CZ_LSM_SCAN_INFO_STRUCTS = { + 0x40000000: "tracks", + 0x50000000: "lasers", + 0x70000000: "detectionchannels", + 0x90000000: "illuminationchannels", + 0xb0000000: "beamsplitters", + 0xd0000000: "datachannels", + 0x14000000: "markers", + 0x12000000: "timers", +} + +CZ_LSM_SCAN_INFO_ATTRIBUTES = { + 0x10000001: "name", + 0x10000002: "description", + 0x10000003: "notes", + 0x10000004: "objective", + 0x10000005: "processing_summary", + 0x10000006: "special_scan_mode", + 0x10000007: "oledb_recording_scan_type", + 0x10000008: "oledb_recording_scan_mode", + 0x10000009: "number_of_stacks", + 0x1000000a: "lines_per_plane", + 0x1000000b: "samples_per_line", + 0x1000000c: "planes_per_volume", + 0x1000000d: "images_width", + 0x1000000e: "images_height", + 0x1000000f: "images_number_planes", + 0x10000010: "images_number_stacks", + 0x10000011: "images_number_channels", + 0x10000012: "linscan_xy_size", + 0x10000013: "scan_direction", + 0x10000014: "time_series", + 0x10000015: "original_scan_data", + 0x10000016: "zoom_x", + 0x10000017: "zoom_y", + 0x10000018: "zoom_z", + 0x10000019: "sample_0x", + 0x1000001a: "sample_0y", + 0x1000001b: "sample_0z", + 0x1000001c: "sample_spacing", + 0x1000001d: "line_spacing", + 0x1000001e: "plane_spacing", + 0x1000001f: "plane_width", + 0x10000020: "plane_height", + 0x10000021: "volume_depth", + 0x10000023: "nutation", + 0x10000034: "rotation", + 0x10000035: "precession", + 0x10000036: "sample_0time", + 0x10000037: "start_scan_trigger_in", + 0x10000038: "start_scan_trigger_out", + 0x10000039: "start_scan_event", + 0x10000040: "start_scan_time", + 0x10000041: "stop_scan_trigger_in", + 0x10000042: "stop_scan_trigger_out", + 0x10000043: "stop_scan_event", + 0x10000044: "stop_scan_time", + 0x10000045: "use_rois", + 0x10000046: "use_reduced_memory_rois", + 0x10000047: "user", + 0x10000048: "use_bccorrection", + 0x10000049: "position_bccorrection1", + 0x10000050: "position_bccorrection2", + 0x10000051: "interpolation_y", + 0x10000052: "camera_binning", + 0x10000053: "camera_supersampling", + 0x10000054: "camera_frame_width", + 0x10000055: "camera_frame_height", + 0x10000056: "camera_offset_x", + 0x10000057: "camera_offset_y", + # lasers + 0x50000001: "name", + 0x50000002: "acquire", + 0x50000003: "power", + # tracks + 0x40000001: "multiplex_type", + 0x40000002: "multiplex_order", + 0x40000003: "sampling_mode", + 0x40000004: "sampling_method", + 0x40000005: "sampling_number", + 0x40000006: "acquire", + 0x40000007: "sample_observation_time", + 0x4000000b: "time_between_stacks", + 0x4000000c: "name", + 0x4000000d: "collimator1_name", + 0x4000000e: "collimator1_position", + 0x4000000f: "collimator2_name", + 0x40000010: "collimator2_position", + 0x40000011: "is_bleach_track", + 0x40000012: "is_bleach_after_scan_number", + 0x40000013: "bleach_scan_number", + 0x40000014: "trigger_in", + 0x40000015: "trigger_out", + 0x40000016: "is_ratio_track", + 0x40000017: "bleach_count", + 0x40000018: "spi_center_wavelength", + 0x40000019: "pixel_time", + 0x40000021: "condensor_frontlens", + 0x40000023: "field_stop_value", + 0x40000024: "id_condensor_aperture", + 0x40000025: "condensor_aperture", + 0x40000026: "id_condensor_revolver", + 0x40000027: "condensor_filter", + 0x40000028: "id_transmission_filter1", + 0x40000029: "id_transmission1", + 0x40000030: "id_transmission_filter2", + 0x40000031: "id_transmission2", + 0x40000032: "repeat_bleach", + 0x40000033: "enable_spot_bleach_pos", + 0x40000034: "spot_bleach_posx", + 0x40000035: "spot_bleach_posy", + 0x40000036: "spot_bleach_posz", + 0x40000037: "id_tubelens", + 0x40000038: "id_tubelens_position", + 0x40000039: "transmitted_light", + 0x4000003a: "reflected_light", + 0x4000003b: "simultan_grab_and_bleach", + 0x4000003c: "bleach_pixel_time", + # detection_channels + 0x70000001: "integration_mode", + 0x70000002: "special_mode", + 0x70000003: "detector_gain_first", + 0x70000004: "detector_gain_last", + 0x70000005: "amplifier_gain_first", + 0x70000006: "amplifier_gain_last", + 0x70000007: "amplifier_offs_first", + 0x70000008: "amplifier_offs_last", + 0x70000009: "pinhole_diameter", + 0x7000000a: "counting_trigger", + 0x7000000b: "acquire", + 0x7000000c: "point_detector_name", + 0x7000000d: "amplifier_name", + 0x7000000e: "pinhole_name", + 0x7000000f: "filter_set_name", + 0x70000010: "filter_name", + 0x70000013: "integrator_name", + 0x70000014: "detection_channel_name", + 0x70000015: "detection_detector_gain_bc1", + 0x70000016: "detection_detector_gain_bc2", + 0x70000017: "detection_amplifier_gain_bc1", + 0x70000018: "detection_amplifier_gain_bc2", + 0x70000019: "detection_amplifier_offset_bc1", + 0x70000020: "detection_amplifier_offset_bc2", + 0x70000021: "detection_spectral_scan_channels", + 0x70000022: "detection_spi_wavelength_start", + 0x70000023: "detection_spi_wavelength_stop", + 0x70000026: "detection_dye_name", + 0x70000027: "detection_dye_folder", + # illumination_channels + 0x90000001: "name", + 0x90000002: "power", + 0x90000003: "wavelength", + 0x90000004: "aquire", + 0x90000005: "detchannel_name", + 0x90000006: "power_bc1", + 0x90000007: "power_bc2", + # beam_splitters + 0xb0000001: "filter_set", + 0xb0000002: "filter", + 0xb0000003: "name", + # data_channels + 0xd0000001: "name", + 0xd0000003: "acquire", + 0xd0000004: "color", + 0xd0000005: "sample_type", + 0xd0000006: "bits_per_sample", + 0xd0000007: "ratio_type", + 0xd0000008: "ratio_track1", + 0xd0000009: "ratio_track2", + 0xd000000a: "ratio_channel1", + 0xd000000b: "ratio_channel2", + 0xd000000c: "ratio_const1", + 0xd000000d: "ratio_const2", + 0xd000000e: "ratio_const3", + 0xd000000f: "ratio_const4", + 0xd0000010: "ratio_const5", + 0xd0000011: "ratio_const6", + 0xd0000012: "ratio_first_images1", + 0xd0000013: "ratio_first_images2", + 0xd0000014: "dye_name", + 0xd0000015: "dye_folder", + 0xd0000016: "spectrum", + 0xd0000017: "acquire", + # markers + 0x14000001: "name", + 0x14000002: "description", + 0x14000003: "trigger_in", + 0x14000004: "trigger_out", + # timers + 0x12000001: "name", + 0x12000002: "description", + 0x12000003: "interval", + 0x12000004: "trigger_in", + 0x12000005: "trigger_out", + 0x12000006: "activation_time", + 0x12000007: "activation_number", +} + +# Map TIFF tag code to attribute name, default value, type, count, validator +TIFF_TAGS = { + 254: ('new_subfile_type', 0, 4, 1, TIFF_SUBFILE_TYPES()), + 255: ('subfile_type', None, 3, 1, + {0: 'undefined', 1: 'image', 2: 'reduced_image', 3: 'page'}), + 256: ('image_width', None, 4, 1, None), + 257: ('image_length', None, 4, 1, None), + 258: ('bits_per_sample', 1, 3, 1, None), + 259: ('compression', 1, 3, 1, TIFF_COMPESSIONS), + 262: ('photometric', None, 3, 1, TIFF_PHOTOMETRICS), + 266: ('fill_order', 1, 3, 1, {1: 'msb2lsb', 2: 'lsb2msb'}), + 269: ('document_name', None, 2, None, None), + 270: ('image_description', None, 2, None, None), + 271: ('make', None, 2, None, None), + 272: ('model', None, 2, None, None), + 273: ('strip_offsets', None, 4, None, None), + 274: ('orientation', 1, 3, 1, TIFF_ORIENTATIONS), + 277: ('samples_per_pixel', 1, 3, 1, None), + 278: ('rows_per_strip', 2**32-1, 4, 1, None), + 279: ('strip_byte_counts', None, 4, None, None), + 280: ('min_sample_value', None, 3, None, None), + 281: ('max_sample_value', None, 3, None, None), # 2**bits_per_sample + 282: ('x_resolution', None, 5, 1, None), + 283: ('y_resolution', None, 5, 1, None), + 284: ('planar_configuration', 1, 3, 1, {1: 'contig', 2: 'separate'}), + 285: ('page_name', None, 2, None, None), + 286: ('x_position', None, 5, 1, None), + 287: ('y_position', None, 5, 1, None), + 296: ('resolution_unit', 2, 4, 1, {1: 'none', 2: 'inch', 3: 'centimeter'}), + 297: ('page_number', None, 3, 2, None), + 305: ('software', None, 2, None, None), + 306: ('datetime', None, 2, None, None), + 315: ('artist', None, 2, None, None), + 316: ('host_computer', None, 2, None, None), + 317: ('predictor', 1, 3, 1, {1: None, 2: 'horizontal'}), + 320: ('color_map', None, 3, None, None), + 322: ('tile_width', None, 4, 1, None), + 323: ('tile_length', None, 4, 1, None), + 324: ('tile_offsets', None, 4, None, None), + 325: ('tile_byte_counts', None, 4, None, None), + 338: ('extra_samples', None, 3, None, + {0: 'unspecified', 1: 'assocalpha', 2: 'unassalpha'}), + 339: ('sample_format', 1, 3, 1, TIFF_SAMPLE_FORMATS), + 347: ('jpeg_tables', None, None, None, None), + 530: ('ycbcr_subsampling', 1, 3, 2, None), + 531: ('ycbcr_positioning', 1, 3, 1, None), + 32997: ('image_depth', None, 4, 1, None), + 32998: ('tile_depth', None, 4, 1, None), + 33432: ('copyright', None, 1, None, None), + 33445: ('md_file_tag', None, 4, 1, None), + 33446: ('md_scale_pixel', None, 5, 1, None), + 33447: ('md_color_table', None, 3, None, None), + 33448: ('md_lab_name', None, 2, None, None), + 33449: ('md_sample_info', None, 2, None, None), + 33450: ('md_prep_date', None, 2, None, None), + 33451: ('md_prep_time', None, 2, None, None), + 33452: ('md_file_units', None, 2, None, None), + 33550: ('model_pixel_scale', None, 12, 3, None), + 33922: ('model_tie_point', None, 12, None, None), + 37510: ('user_comment', None, None, None, None), + 34665: ('exif_ifd', None, None, 1, None), + 34735: ('geo_key_directory', None, 3, None, None), + 34736: ('geo_double_params', None, 12, None, None), + 34737: ('geo_ascii_params', None, 2, None, None), + 34853: ('gps_ifd', None, None, 1, None), + 42112: ('gdal_metadata', None, 2, None, None), + 42113: ('gdal_nodata', None, 2, None, None), + 50838: ('imagej_byte_counts', None, None, None, None), + 50289: ('mc_xy_position', None, 12, 2, None), + 50290: ('mc_z_position', None, 12, 1, None), + 50291: ('mc_xy_calibration', None, 12, 3, None), + 50292: ('mc_lens_lem_na_n', None, 12, 3, None), + 50293: ('mc_channel_name', None, 1, None, None), + 50294: ('mc_ex_wavelength', None, 12, 1, None), + 50295: ('mc_time_stamp', None, 12, 1, None), + 65200: ('flex_xml', None, 2, None, None), + # code: (attribute name, default value, type, count, validator) +} + +# Map custom TIFF tag codes to attribute names and import functions +CUSTOM_TAGS = { + 700: ('xmp', read_bytes), + 34377: ('photoshop', read_numpy), + 33723: ('iptc', read_bytes), + 34675: ('icc_profile', read_numpy), + 33628: ('mm_uic1', read_mm_uic1), + 33629: ('mm_uic2', read_mm_uic2), + 33630: ('mm_uic3', read_mm_uic3), + 33631: ('mm_uic4', read_mm_uic4), + 34361: ('mm_header', read_mm_header), + 34362: ('mm_stamp', read_mm_stamp), + 34386: ('mm_user_block', read_bytes), + 34412: ('cz_lsm_info', read_cz_lsm_info), + 43314: ('nih_image_header', read_nih_image_header), + # 40001: ('mc_ipwinscal', read_bytes), + 40100: ('mc_id_old', read_bytes), + 50288: ('mc_id', read_bytes), + 50296: ('mc_frame_properties', read_bytes), + 50839: ('imagej_meta_data', read_bytes), +} + +# Max line length of printed output +PRINT_LINE_LEN = 79 + + +def imshow(data, title=None, vmin=0, vmax=None, cmap=None, + bitspersample=None, photometric='rgb', interpolation='nearest', + dpi=96, figure=None, subplot=111, maxdim=8192, **kwargs): + """Plot n-dimensional images using matplotlib.pyplot. + + Return figure, subplot and plot axis. + Requires pyplot already imported ``from matplotlib import pyplot``. + + Parameters + ---------- + bitspersample : int or None + Number of bits per channel in integer RGB images. + photometric : {'miniswhite', 'minisblack', 'rgb', or 'palette'} + The color space of the image data. + title : str + Window and subplot title. + figure : matplotlib.figure.Figure (optional). + Matplotlib to use for plotting. + subplot : int + A matplotlib.pyplot.subplot axis. + maxdim : int + maximum image size in any dimension. + kwargs : optional + Arguments for matplotlib.pyplot.imshow. + + """ + #if photometric not in ('miniswhite', 'minisblack', 'rgb', 'palette'): + # raise ValueError("Can't handle %s photometrics" % photometric) + # TODO: handle photometric == 'separated' (CMYK) + isrgb = photometric in ('rgb', 'palette') + data = numpy.atleast_2d(data.squeeze()) + data = data[(slice(0, maxdim), ) * len(data.shape)] + + dims = data.ndim + if dims < 2: + raise ValueError("not an image") + elif dims == 2: + dims = 0 + isrgb = False + else: + if isrgb and data.shape[-3] in (3, 4): + data = numpy.swapaxes(data, -3, -2) + data = numpy.swapaxes(data, -2, -1) + elif not isrgb and data.shape[-1] in (3, 4): + data = numpy.swapaxes(data, -3, -1) + data = numpy.swapaxes(data, -2, -1) + isrgb = isrgb and data.shape[-1] in (3, 4) + dims -= 3 if isrgb else 2 + + if photometric == 'palette' and isrgb: + datamax = data.max() + if datamax > 255: + data >>= 8 # possible precision loss + data = data.astype('B') + elif data.dtype.kind in 'ui': + if not (isrgb and data.dtype.itemsize <= 1) or bitspersample is None: + try: + bitspersample = int(math.ceil(math.log(data.max(), 2))) + except Exception: + bitspersample = data.dtype.itemsize * 8 + elif not isinstance(bitspersample, int): + # bitspersample can be tuple, e.g. (5, 6, 5) + bitspersample = data.dtype.itemsize * 8 + datamax = 2**bitspersample + if isrgb: + if bitspersample < 8: + data <<= 8 - bitspersample + elif bitspersample > 8: + data >>= bitspersample - 8 # precision loss + data = data.astype('B') + elif data.dtype.kind == 'f': + datamax = data.max() + if isrgb and datamax > 1.0: + if data.dtype.char == 'd': + data = data.astype('f') + data /= datamax + elif data.dtype.kind == 'b': + datamax = 1 + + if not isrgb: + if vmax is None: + vmax = datamax + if vmin is None: + if data.dtype.kind == 'i': + dtmin = numpy.iinfo(data.dtype).min + vmin = numpy.min(data) + if vmin == dtmin: + vmin = numpy.min(data > dtmin) + if data.dtype.kind == 'f': + dtmin = numpy.finfo(data.dtype).min + vmin = numpy.min(data) + if vmin == dtmin: + vmin = numpy.min(data > dtmin) + else: + vmin = 0 + + pyplot = sys.modules['matplotlib.pyplot'] + + if figure is None: + pyplot.rc('font', family='sans-serif', weight='normal', size=8) + figure = pyplot.figure(dpi=dpi, figsize=(10.3, 6.3), frameon=True, + facecolor='1.0', edgecolor='w') + try: + figure.canvas.manager.window.title(title) + except Exception: + pass + pyplot.subplots_adjust(bottom=0.03*(dims+2), top=0.9, + left=0.1, right=0.95, hspace=0.05, wspace=0.0) + subplot = pyplot.subplot(subplot) + + if title: + try: + title = unicode(title, 'Windows-1252') + except TypeError: + pass + pyplot.title(title, size=11) + + if cmap is None: + if data.dtype.kind in 'ub' and vmin == 0: + cmap = 'gray' + else: + cmap = 'coolwarm' + if photometric == 'miniswhite': + cmap += '_r' + + image = pyplot.imshow(data[(0, ) * dims].squeeze(), vmin=vmin, vmax=vmax, + cmap=cmap, interpolation=interpolation, **kwargs) + + if not isrgb: + pyplot.colorbar() # panchor=(0.55, 0.5), fraction=0.05 + + def format_coord(x, y): + # callback function to format coordinate display in toolbar + x = int(x + 0.5) + y = int(y + 0.5) + try: + if dims: + return "%s @ %s [%4i, %4i]" % (cur_ax_dat[1][y, x], + current, x, y) + else: + return "%s @ [%4i, %4i]" % (data[y, x], x, y) + except IndexError: + return "" + + pyplot.gca().format_coord = format_coord + + if dims: + current = list((0, ) * dims) + cur_ax_dat = [0, data[tuple(current)].squeeze()] + sliders = [pyplot.Slider( + pyplot.axes([0.125, 0.03*(axis+1), 0.725, 0.025]), + 'Dimension %i' % axis, 0, data.shape[axis]-1, 0, facecolor='0.5', + valfmt='%%.0f [%i]' % data.shape[axis]) for axis in range(dims)] + for slider in sliders: + slider.drawon = False + + def set_image(current, sliders=sliders, data=data): + # change image and redraw canvas + cur_ax_dat[1] = data[tuple(current)].squeeze() + image.set_data(cur_ax_dat[1]) + for ctrl, index in zip(sliders, current): + ctrl.eventson = False + ctrl.set_val(index) + ctrl.eventson = True + figure.canvas.draw() + + def on_changed(index, axis, data=data, current=current): + # callback function for slider change event + index = int(round(index)) + cur_ax_dat[0] = axis + if index == current[axis]: + return + if index >= data.shape[axis]: + index = 0 + elif index < 0: + index = data.shape[axis] - 1 + current[axis] = index + set_image(current) + + def on_keypressed(event, data=data, current=current): + # callback function for key press event + key = event.key + axis = cur_ax_dat[0] + if str(key) in '0123456789': + on_changed(key, axis) + elif key == 'right': + on_changed(current[axis] + 1, axis) + elif key == 'left': + on_changed(current[axis] - 1, axis) + elif key == 'up': + cur_ax_dat[0] = 0 if axis == len(data.shape)-1 else axis + 1 + elif key == 'down': + cur_ax_dat[0] = len(data.shape)-1 if axis == 0 else axis - 1 + elif key == 'end': + on_changed(data.shape[axis] - 1, axis) + elif key == 'home': + on_changed(0, axis) + + figure.canvas.mpl_connect('key_press_event', on_keypressed) + for axis, ctrl in enumerate(sliders): + ctrl.on_changed(lambda k, a=axis: on_changed(k, a)) + + return figure, subplot, image + + +def _app_show(): + """Block the GUI. For use as skimage plugin.""" + pyplot = sys.modules['matplotlib.pyplot'] + pyplot.show() + + +def main(argv=None): + """Command line usage main function.""" + if float(sys.version[0:3]) < 2.6: + print("This script requires Python version 2.6 or better.") + print("This is Python version %s" % sys.version) + return 0 + if argv is None: + argv = sys.argv + + import optparse + + search_doc = lambda r, d: re.search(r, __doc__).group(1) if __doc__ else d + parser = optparse.OptionParser( + usage="usage: %prog [options] path", + description=search_doc("\n\n([^|]*?)\n\n", ''), + version="%%prog %s" % search_doc(":Version: (.*)", "Unknown")) + opt = parser.add_option + opt('-p', '--page', dest='page', type='int', default=-1, + help="display single page") + opt('-s', '--series', dest='series', type='int', default=-1, + help="display series of pages of same shape") + opt('--nomultifile', dest='nomultifile', action='store_true', + default=False, help="don't read OME series from multiple files") + opt('--noplot', dest='noplot', action='store_true', default=False, + help="don't display images") + opt('--interpol', dest='interpol', metavar='INTERPOL', default='bilinear', + help="image interpolation method") + opt('--dpi', dest='dpi', type='int', default=96, + help="set plot resolution") + opt('--debug', dest='debug', action='store_true', default=False, + help="raise exception on failures") + opt('--test', dest='test', action='store_true', default=False, + help="try read all images in path") + opt('--doctest', dest='doctest', action='store_true', default=False, + help="runs the internal tests") + opt('-v', '--verbose', dest='verbose', action='store_true', default=True) + opt('-q', '--quiet', dest='verbose', action='store_false') + + settings, path = parser.parse_args() + path = ' '.join(path) + + if settings.doctest: + import doctest + doctest.testmod() + return 0 + if not path: + parser.error("No file specified") + if settings.test: + test_tifffile(path, settings.verbose) + return 0 + + if any(i in path for i in '?*'): + path = glob.glob(path) + if not path: + print('no files match the pattern') + return 0 + # TODO: handle image sequences + #if len(path) == 1: + path = path[0] + + print("Reading file structure...", end=' ') + start = time.time() + try: + tif = TiffFile(path, multifile=not settings.nomultifile) + except Exception as e: + if settings.debug: + raise + else: + print("\n", e) + sys.exit(0) + print("%.3f ms" % ((time.time()-start) * 1e3)) + + if tif.is_ome: + settings.norgb = True + + images = [(None, tif[0 if settings.page < 0 else settings.page])] + if not settings.noplot: + print("Reading image data... ", end=' ') + notnone = lambda x: next(i for i in x if i is not None) + start = time.time() + try: + if settings.page >= 0: + images = [(tif.asarray(key=settings.page), + tif[settings.page])] + elif settings.series >= 0: + images = [(tif.asarray(series=settings.series), + notnone(tif.series[settings.series].pages))] + else: + images = [] + for i, s in enumerate(tif.series): + try: + images.append( + (tif.asarray(series=i), notnone(s.pages))) + except ValueError as e: + images.append((None, notnone(s.pages))) + if settings.debug: + raise + else: + print("\n* series %i failed: %s... " % (i, e), + end='') + print("%.3f ms" % ((time.time()-start) * 1e3)) + except Exception as e: + if settings.debug: + raise + else: + print(e) + tif.close() + + print("\nTIFF file:", tif) + print() + for i, s in enumerate(tif.series): + print ("Series %i" % i) + print(s) + print() + for i, page in images: + print(page) + print(page.tags) + if page.is_palette: + print("\nColor Map:", page.color_map.shape, page.color_map.dtype) + for attr in ('cz_lsm_info', 'cz_lsm_scan_information', 'mm_uic_tags', + 'mm_header', 'imagej_tags', 'nih_image_header'): + if hasattr(page, attr): + print("", attr.upper(), Record(getattr(page, attr)), sep="\n") + print() + + if images and not settings.noplot: + try: + import matplotlib + matplotlib.use('TkAgg') + from matplotlib import pyplot + except ImportError as e: + warnings.warn("failed to import matplotlib.\n%s" % e) + else: + for img, page in images: + if img is None: + continue + vmin, vmax = None, None + if 'gdal_nodata' in page.tags: + vmin = numpy.min(img[img > float(page.gdal_nodata)]) + if page.is_stk: + try: + vmin = page.mm_uic_tags['min_scale'] + vmax = page.mm_uic_tags['max_scale'] + except KeyError: + pass + else: + if vmax <= vmin: + vmin, vmax = None, None + title = "%s\n %s" % (str(tif), str(page)) + imshow(img, title=title, vmin=vmin, vmax=vmax, + bitspersample=page.bits_per_sample, + photometric=page.photometric, + interpolation=settings.interpol, + dpi=settings.dpi) + pyplot.show() + + +TIFFfile = TiffFile # backwards compatibility + +if sys.version_info[0] > 2: + basestring = str + unicode = str + +if __name__ == "__main__": + sys.exit(main()) \ No newline at end of file