diff --git a/.ipynb_checkpoints/001_model_builing-checkpoint.ipynb b/.ipynb_checkpoints/001_model_builing-checkpoint.ipynb new file mode 100644 index 0000000..5621386 --- /dev/null +++ b/.ipynb_checkpoints/001_model_builing-checkpoint.ipynb @@ -0,0 +1,134 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "446c6e4f-a5f0-4e22-982b-1a90fa6c5742", + "metadata": {}, + "source": [ + "#### Codes for the papar by Tsuyama et al (2023) PlosOne\n", + "#### 001 : Data preparation for UNET" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bf1fd544-7a20-46b5-a876-540f0a8f9387", + "metadata": {}, + "outputs": [], + "source": [ + "from common.data_prep import *\n", + "from common.model import *\n", + "# %matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7efcd6d-1bf3-4542-b08d-4801d999ef48", + "metadata": {}, + "outputs": [], + "source": [ + "# define your job number under _run directory\n", + "job_num = '003'\n", + "# set reduction_factor of the initial image \n", + "r_f = 2\n", + "# set unet training directory\n", + "train_set = ['image','mask']\n", + "#\n", + "set_dir(os.path.join('./_run',job_num))\n", + "set_dir(os.path.join('./_run',job_num,'model'))\n", + "for ids in train_set:\n", + " set_dir(os.path.join('./_run',job_num, 'train', ids))\n", + "set_dir(os.path.join('./_run',job_num,'segmentation')) # segmented VB areas in png\n", + "set_dir(os.path.join('./_run',job_num,'morphology')) # calculated VB morphological parameters\n", + "set_dir(os.path.join('./_run',job_num,'extracted_VB_images')) # extracted VBs along the radial positions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b36b0439-c00e-469c-be92-0dfc146e46ef", + "metadata": {}, + "outputs": [], + "source": [ + "# prepare training set for unet\n", + "path =\"./_original_png\"\n", + "filenumbers, Images, Labels = make_unet_data(path, r_f) \n", + "\n", + "n=0\n", + "for i in list(range(len(filenumbers))):\n", + " for k in list(range(filenumbers[i])):\n", + " n += 1\n", + " #cv2.cvtColor(img_bgrL, cv2.COLOR_BGR2GRAY)\n", + " cv2.imwrite(os.path.join('./_run',job_num, 'train', train_set[0],str(n)+'.png'), Images[i][k][:])\n", + " cv2.imwrite(os.path.join('./_run',job_num, 'train', train_set[1],str(n)+'.png'), Labels[i][k][:])\n", + "print(n, ' images were generated')" + ] + }, + { + "cell_type": "markdown", + "id": "5fbcf3de-093a-4811-947c-eea78a6e52cb", + "metadata": {}, + "source": [ + "The following code generates the model for segmentation of vasucular bundles " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "44989d80-bdaf-4565-b31a-bce966f846d7", + "metadata": {}, + "outputs": [], + "source": [ + "data_gen_args = dict(rotation_range=1,\n", + " width_shift_range=0.1,\n", + " height_shift_range=0.1,\n", + " shear_range=0.1,\n", + " zoom_range=0.1,\n", + " horizontal_flip=True,\n", + " fill_mode='nearest')\n", + "myGene = trainGenerator(12,os.path.join('./_run',job_num, 'train'),'image','mask',data_gen_args,save_to_dir = None)\n", + "model = unet()\n", + "model_checkpoint = ModelCheckpoint(os.path.join('./_run',job_num, 'model','unet_moso_2.hdf5'), monitor='loss',verbose=1, save_best_only=True)\n", + "model.fit_generator(myGene,steps_per_epoch=300,epochs=20,callbacks=[model_checkpoint])" + ] + }, + { + "cell_type": "markdown", + "id": "0f150f33-2f42-46b1-a44b-fcb9238d44a0", + "metadata": {}, + "source": [ + "The end of codes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8c48287a-b60f-4e95-a2b3-b9b93f0978d7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "JS", + "language": "python", + "name": "js" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/002_segment_analysis-checkpoint.ipynb b/.ipynb_checkpoints/002_segment_analysis-checkpoint.ipynb new file mode 100644 index 0000000..e506a9f --- /dev/null +++ b/.ipynb_checkpoints/002_segment_analysis-checkpoint.ipynb @@ -0,0 +1,107 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3f934f2c-7259-4414-ac8f-6da7a42e76b7", + "metadata": {}, + "source": [ + "### 002: codes for segmentation" + ] + }, + { + "cell_type": "markdown", + "id": "734d6277-a4b9-44cf-af6e-0e19905c5dd4", + "metadata": {}, + "source": [ + "Read microscope images in the target directory, split them into patch images and predict VB area using the UNET model.\n", + "Generated segmented patches are then reassembled to the images and stored in r_target directory as original_filename+_predicted.png." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c3babe8f-7b37-4024-a812-bcdac363c0bc", + "metadata": {}, + "outputs": [], + "source": [ + "from common.data_prep import *\n", + "from common.model import *\n", + "from common.img_patch import *\n", + "\n", + "\n", + "# target image for segmentation\n", + "target = './_test'\n", + "\n", + "# define your job number under _run directory\n", + "job_num = '001'\n", + "# set reduction_factor of the initial image \n", + "r_f = 2\n", + "\n", + "\n", + "set_dir(os.path.join('./_run',job_num,'segmentation')) # segmented VB areas of test images\n", + "#set_dir(os.path.join('./_run',job_num,'morphology')) # calculated VB morphological parameters\n", + "#set_dir(os.path.join('./_run',job_num,'extracted_VB_images')) # extracted VBs along the radial positions\n", + "\n", + " \n", + "target ='./_test'\n", + "r_target = os.path.join('./_run',job_num,'segmentation')\n", + "\n", + "\n", + "file_list=sorted([filename for filename in os.listdir(target) if not filename.startswith('.')])\n", + "\n", + "\n", + "for fln in range(len(file_list)):\n", + " img_path=os.path.join(target, file_list[fln])\n", + " res_path=os.path.join(r_target, file_list[fln])\n", + " img=io.imread(img_path, as_gray=True) # gray scale\n", + "\n", + " # r_f=2 #factor of image reduction\n", + " px=int(img.shape[0]/r_f)\n", + " py=int(img.shape[1]/r_f)\n", + " img_s=trans.resize(img, (px,py))\n", + " # making image patch of 512*512 )\n", + " testdata = patch_Gen(img_s)\n", + " pos = patch_Counter(img_s)\n", + " # predicton of vascular bundles by UNET \n", + " model = unet()\n", + " model.load_weights(os.path.join('./_run',job_num, 'model','unet_moso_2.hdf5'))\n", + " results = model.predict_generator(testdata,len(pos),verbose=1)\n", + " #saveResult(\"./prediction\",results)\n", + " # reassemble to the image\n", + " rec_img=patch_Assemble(img_s, results)\n", + " rec_img=img_as_ubyte(rec_img)\n", + " # 合成された画像を保存\n", + " cv2.imwrite(res_path.replace('.png', '_predicted.png'),rec_img)" + ] + }, + { + "cell_type": "markdown", + "id": "781e6731-93d7-4581-a6e6-07984aed3084", + "metadata": {}, + "source": [ + "The end of codes" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "JS", + "language": "python", + "name": "js" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/003_morphometry-checkpoint.ipynb b/.ipynb_checkpoints/003_morphometry-checkpoint.ipynb new file mode 100644 index 0000000..37b93c6 --- /dev/null +++ b/.ipynb_checkpoints/003_morphometry-checkpoint.ipynb @@ -0,0 +1,266 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 003 codes for morphometry ( for single image )\n", + "\n", + "https://scikit-image.org/docs/dev/api/skimage.measure.html?highlight=measure#module-skimage.measure\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "import skimage.io as io\n", + "from skimage import img_as_ubyte\n", + "from skimage.transform import rotate, rescale, resize\n", + "import re\n", + "from common.data_prep import set_dir\n", + "\n", + "%matplotlib inline\n", + "\n", + "# define your job number under _run directory\n", + "job_num = '001'\n", + "# set reduction_factor of the initial image \n", + "r_f = 2\n", + "# target image for segmentation\n", + "target = './_test'\n", + "r_target = os.path.join('./_run',job_num,'segmentation')\n", + "\n", + "set_dir(os.path.join('./_run',job_num,'extracted_VB_images')) # extracted VBs along the radial positions\n", + "\n", + "l1 = [filename for filename in os.listdir(target) if not filename.startswith('.')]\n", + "l2 = [filename for filename in os.listdir(r_target) if not filename.startswith('.')]\n", + "file_list1=sorted(l1, key=lambda s: int(re.search(r'\\d+', s).group()))\n", + "file_list2=sorted(l2, key=lambda s: int(re.search(r'\\d+', s).group()))\n", + "\n", + "# number of the target image ###############\n", + "fln=15\n", + "\n", + "img_path=os.path.join(target, file_list1[fln])\n", + "res_path=os.path.join(r_target, file_list2[fln])\n", + "\n", + "img=io.imread(img_path, as_gray=True) # gray scaleでの読み込み\n", + "res=io.imread(res_path, as_gray=True) # gray scaleでの読み込み\n", + "res=rescale(res, 2, anti_aliasing=True)\n", + "\n", + "# image rotation and take longer side as x-axis\n", + "\n", + "img_rot=img\n", + "res_rot=res\n", + "# img_rot=rotate(img, 90, resize=True)\n", + "# res_rot=rotate(res, 90, resize=True)\n", + "\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(3,6))\n", + "axes[0].imshow(img_rot, cmap='gray')\n", + "axes[0].set_title(\"Original image\")\n", + "axes[1].imshow(res_rot, cmap='gray')\n", + "axes[1].set_title(\"predicted image\")\n", + "axes[0].set_axis_off()\n", + "axes[1].set_axis_off()\n", + "fig.savefig('prediction.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# skimageを利用して 大津法による二値化、morphology, measure.labelによる維管束抽出\n", + "from skimage import data, filters, measure, morphology\n", + "\n", + "# Binary image, post-process the binary mask and compute labels\n", + "threshold = filters.threshold_otsu(res_rot)\n", + "mask = res_rot > threshold\n", + "mask = morphology.remove_small_objects(mask, 50)\n", + "mask = morphology.remove_small_holes(mask, 50)\n", + "labels = measure.label(mask,connectivity=2)\n", + "\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(3,6))\n", + "axes[0].imshow(img_rot, cmap='gray')\n", + "axes[0].set_title(\"Original image\")\n", + "axes[0].set_axis_off()\n", + "axes[1].imshow(labels)\n", + "axes[1].set_title(\"labeled image\")\n", + "axes[1].set_axis_off()\n", + "fig.savefig('labeled.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# morphological parameters \n", + "properties = ['label','centroid', 'area', 'eccentricity', 'perimeter','extent', 'convex_area']\n", + "props = measure.regionprops_table(labels, res_rot, properties = properties)\n", + "\n", + "import pandas as pd \n", + "data = pd.DataFrame(props) \n", + "data.head() \n", + "\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(3,6))\n", + "axes[0].imshow(img_rot, cmap='gray')\n", + "axes[0].set_title(\"Original image\")\n", + "axes[1].imshow(labels)\n", + "axes[1].scatter(data['centroid-1'],data['centroid-0'], color='white', marker=\"$VB$\")\n", + "axes[1].set_title(\"labeled image\")\n", + "axes[0].set_axis_off()\n", + "axes[1].set_axis_off()\n", + "fig.savefig('labeledwithnum.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# remove items with centroid as near as 100 pixcel to upper or lower border\n", + "df=data[data['centroid-1'] >=100]\n", + "df=df[df['centroid-1'] <=(df['centroid-1'].max()-100)]\n", + "\n", + "# remove items with area less than 500 and more than 100000\n", + "df=df[df['area']>=500]\n", + "df=df[df['area']<=100000]\n", + "\n", + "# record relative position in radial diirection\n", + "df['centroid-0_relative']=df['centroid-0']/df['centroid-0'].max()\n", + "\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(3,6))\n", + "axes[0].imshow(img_rot, cmap='gray')\n", + "axes[0].set_title(\"Original image\")\n", + "axes[1].imshow(labels)\n", + "axes[1].scatter(df['centroid-1'],df['centroid-0'], color='red', marker=\"$VB$\")\n", + "axes[1].set_title(\"labeled image\")\n", + "axes[0].set_axis_off()\n", + "axes[1].set_axis_off()\n", + "fig.savefig('labeledwithnum_after_edit.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from skimage import data, filters, measure, morphology\n", + "\n", + "# Binary image, post-process the binary mask and compute labels\n", + "threshold = filters.threshold_otsu(res_rot)\n", + "mask = res_rot > threshold\n", + "mask = morphology.remove_small_objects(mask, 50)\n", + "mask = morphology.remove_small_holes(mask, 50)\n", + "labels = measure.label(mask,connectivity=2)\n", + "\n", + "# example display of extracted VBs\n", + "num=int(np.sqrt(len(list(df['label']))))\n", + "exVB=os.path.join('./_run',job_num,'extracted_VB_images')\n", + "fig, axes = plt.subplots(ncols=num,nrows=num, figsize=(8,10))\n", + "for i ,lbl in enumerate(list(df['label'])):\n", + " if i < num*num : \n", + " p,q = divmod(i,num) \n", + " x,y=np.where(labels==lbl)\n", + " dx=x.max()-x.min() #df['centroid-1'][i]\n", + " dy=y.max()-y.min() #df['centroid-0'][i]\n", + " # print(df['centroid-1'][i],df['centroid-0'][i])\n", + " im = np.zeros((dx+1,dy+1))\n", + " im[x-x.min(),y-y.min()] = img_rot[x,y]\n", + " axes[q,p].imshow(im, cmap='gray')\n", + " axes[q,p].axis('off')\n", + " #print(lbl)\n", + " #print(\"{:.8}\".format(df['centroid-0_relative'][lbl-1])+'_sp'+str(fln)+'.png')\n", + " img=img_as_ubyte(im)\n", + " io.imsave(exVB+\"/{:.6f}\".format(df['centroid-0_relative'][lbl-1])+'_sp'+str(fln)+'.png', img)\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#binarize\n", + "label_flt=labels\n", + "label_flt[label_flt >=1]=1\n", + "\n", + "# plotting morphological parameter along radial position\n", + "fig, axes = plt.subplots(nrows=4, ncols=1, figsize=(12,15))\n", + "\n", + "fig.suptitle(file_list2[fln], fontsize=16)\n", + "\n", + "axes[0].scatter(df['centroid-0_relative'],df['area'],label= 'area')\n", + "axes[0].scatter(df['centroid-0_relative'],df['perimeter']*10,label= 'perimeter')\n", + "axes[0].scatter(df['centroid-0_relative'],df['convex_area'],label= 'convex_area')\n", + "axes[0].set_xlabel('radial position (cortex -> )')\n", + "axes[0].legend()\n", + "\n", + "\n", + "axes[1].scatter(df['centroid-0_relative'],df['eccentricity'], label= 'eccentricity')\n", + "axes[1].scatter(df['centroid-0_relative'],df['extent'], label='extent')\n", + "axes[1].set_xlabel('radial position (cortex -> )')\n", + "axes[1].legend()\n", + "\n", + "\n", + "axes[2].hist(df['centroid-0_relative'],bins=18,color='green',rwidth=0.8, label='number of VB')\n", + "axes[2].set_xlabel('radial position (cortex -> )')\n", + "axes[2].set_ylabel('number of vascular bundles')\n", + "axes[2].legend()\n", + "\n", + "a1=list(range(label_flt.shape[1]))\n", + "a2=np.array(a1)/label_flt.shape[1]\n", + "axes[3].plot(a2,label_flt.sum(axis=0)/label_flt.shape[0])\n", + "axes[3].set_xlabel('radial position (cortex -> )')\n", + "axes[3].set_ylabel('Area occupation of vascular bundles')\n", + "\n", + "plt.show()\n", + "\n", + "fig.savefig(os.path.join('./_run',job_num,'morphology', 'morph_'+file_list2[fln]), dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The end of codes" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/001_model_builing.ipynb b/001_model_builing.ipynb index 4326651..ded3772 100644 --- a/001_model_builing.ipynb +++ b/001_model_builing.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "bf1fd544-7a20-46b5-a876-540f0a8f9387", "metadata": {}, "outputs": [], @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "a7efcd6d-1bf3-4542-b08d-4801d999ef48", "metadata": {}, "outputs": [], @@ -46,18 +46,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "b36b0439-c00e-469c-be92-0dfc146e46ef", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "154 images were generated\n" - ] - } - ], + "outputs": [], "source": [ "# prepare training set for unet\n", "path =\"./_original_png\"\n", @@ -83,135 +75,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "44989d80-bdaf-4565-b31a-bce966f846d7", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-08-19 17:16:13.209740: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2023-08-19 17:16:14.715941: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 46717 MB memory: -> device: 0, name: NVIDIA RTX A6000, pci bus id: 0000:1a:00.0, compute capability: 8.6\n", - "2023-08-19 17:16:14.717666: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:1 with 46717 MB memory: -> device: 1, name: NVIDIA RTX A6000, pci bus id: 0000:67:00.0, compute capability: 8.6\n", - "2023-08-19 17:16:14.719292: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:2 with 46690 MB memory: -> device: 2, name: NVIDIA RTX A6000, pci bus id: 0000:68:00.0, compute capability: 8.6\n", - "/home/sugiyama/venv/JS/lib/python3.7/site-packages/ipykernel_launcher.py:11: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n", - " # This is added back by InteractiveShellApp.init_path()\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Found 154 images belonging to 1 classes.\n", - "Found 154 images belonging to 1 classes.\n", - "Epoch 1/20\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-08-19 17:16:18.362717: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8201\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "300/300 [==============================] - ETA: 0s - loss: 0.1963 - accuracy: 0.9353\n", - "Epoch 1: loss improved from inf to 0.19635, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 65s 193ms/step - loss: 0.1963 - accuracy: 0.9353\n", - "Epoch 2/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0574 - accuracy: 0.9763\n", - "Epoch 2: loss improved from 0.19635 to 0.05742, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 188ms/step - loss: 0.0574 - accuracy: 0.9763\n", - "Epoch 3/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0518 - accuracy: 0.9783\n", - "Epoch 3: loss improved from 0.05742 to 0.05183, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0518 - accuracy: 0.9783\n", - "Epoch 4/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0493 - accuracy: 0.9792\n", - "Epoch 4: loss improved from 0.05183 to 0.04927, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0493 - accuracy: 0.9792\n", - "Epoch 5/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0484 - accuracy: 0.9795\n", - "Epoch 5: loss improved from 0.04927 to 0.04845, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0484 - accuracy: 0.9795\n", - "Epoch 6/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0471 - accuracy: 0.9800\n", - "Epoch 6: loss improved from 0.04845 to 0.04714, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0471 - accuracy: 0.9800\n", - "Epoch 7/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0476 - accuracy: 0.9798\n", - "Epoch 7: loss did not improve from 0.04714\n", - "300/300 [==============================] - 55s 184ms/step - loss: 0.0476 - accuracy: 0.9798\n", - "Epoch 8/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0456 - accuracy: 0.9805\n", - "Epoch 8: loss improved from 0.04714 to 0.04557, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0456 - accuracy: 0.9805\n", - "Epoch 9/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0446 - accuracy: 0.9809\n", - "Epoch 9: loss improved from 0.04557 to 0.04463, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0446 - accuracy: 0.9809\n", - "Epoch 10/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0443 - accuracy: 0.9810\n", - "Epoch 10: loss improved from 0.04463 to 0.04425, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0443 - accuracy: 0.9810\n", - "Epoch 11/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0435 - accuracy: 0.9813\n", - "Epoch 11: loss improved from 0.04425 to 0.04347, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0435 - accuracy: 0.9813\n", - "Epoch 12/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0429 - accuracy: 0.9815\n", - "Epoch 12: loss improved from 0.04347 to 0.04287, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0429 - accuracy: 0.9815\n", - "Epoch 13/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0457 - accuracy: 0.9806\n", - "Epoch 13: loss did not improve from 0.04287\n", - "300/300 [==============================] - 55s 183ms/step - loss: 0.0457 - accuracy: 0.9806\n", - "Epoch 14/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0417 - accuracy: 0.9819\n", - "Epoch 14: loss improved from 0.04287 to 0.04175, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0417 - accuracy: 0.9819\n", - "Epoch 15/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0410 - accuracy: 0.9823\n", - "Epoch 15: loss improved from 0.04175 to 0.04099, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0410 - accuracy: 0.9823\n", - "Epoch 16/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0399 - accuracy: 0.9827\n", - "Epoch 16: loss improved from 0.04099 to 0.03987, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0399 - accuracy: 0.9827\n", - "Epoch 17/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0390 - accuracy: 0.9830\n", - "Epoch 17: loss improved from 0.03987 to 0.03899, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0390 - accuracy: 0.9830\n", - "Epoch 18/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0382 - accuracy: 0.9834\n", - "Epoch 18: loss improved from 0.03899 to 0.03818, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0382 - accuracy: 0.9834\n", - "Epoch 19/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0371 - accuracy: 0.9838\n", - "Epoch 19: loss improved from 0.03818 to 0.03713, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0371 - accuracy: 0.9838\n", - "Epoch 20/20\n", - "300/300 [==============================] - ETA: 0s - loss: 0.0359 - accuracy: 0.9843\n", - "Epoch 20: loss improved from 0.03713 to 0.03592, saving model to ./_run/001/model/unet_moso_2.hdf5\n", - "300/300 [==============================] - 56s 187ms/step - loss: 0.0359 - accuracy: 0.9843\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "data_gen_args = dict(rotation_range=1,\n", " width_shift_range=0.1,\n", @@ -233,14 +100,6 @@ "source": [ "The end of codes" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8c48287a-b60f-4e95-a2b3-b9b93f0978d7", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/002_segment_analysis.ipynb b/002_segment_analysis.ipynb index 8e23623..e506a9f 100644 --- a/002_segment_analysis.ipynb +++ b/002_segment_analysis.ipynb @@ -19,59 +19,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "c3babe8f-7b37-4024-a812-bcdac363c0bc", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-08-19 17:38:06.383809: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2023-08-19 17:38:07.898673: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 46717 MB memory: -> device: 0, name: NVIDIA RTX A6000, pci bus id: 0000:1a:00.0, compute capability: 8.6\n", - "2023-08-19 17:38:07.900392: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:1 with 46717 MB memory: -> device: 1, name: NVIDIA RTX A6000, pci bus id: 0000:67:00.0, compute capability: 8.6\n", - "2023-08-19 17:38:07.901964: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:2 with 46690 MB memory: -> device: 2, name: NVIDIA RTX A6000, pci bus id: 0000:68:00.0, compute capability: 8.6\n", - "/home/sugiyama/venv/JS/lib/python3.7/site-packages/ipykernel_launcher.py:42: UserWarning: `Model.predict_generator` is deprecated and will be removed in a future version. Please use `Model.predict`, which supports generators.\n", - "2023-08-19 17:38:09.802599: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8201\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "12/12 [==============================] - 3s 14ms/step\n", - "14/14 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "14/14 [==============================] - 0s 13ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "14/14 [==============================] - 0s 13ms/step\n", - "14/14 [==============================] - 0s 13ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 13ms/step\n", - "18/18 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 12ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 13ms/step\n", - "12/12 [==============================] - 0s 13ms/step\n", - "14/14 [==============================] - 0s 15ms/step\n", - "14/14 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "12/12 [==============================] - 0s 14ms/step\n", - "14/14 [==============================] - 0s 13ms/step\n", - "12/12 [==============================] - 0s 12ms/step\n", - "12/12 [==============================] - 0s 13ms/step\n", - "12/12 [==============================] - 1s 15ms/step\n", - "14/14 [==============================] - 0s 11ms/step\n" - ] - } - ], + "outputs": [], "source": [ "from common.data_prep import *\n", "from common.model import *\n", @@ -124,20 +75,12 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "f0520be3-b026-4a9e-b067-977b92982f3d", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "398ab494-1311-406f-ac1e-6fe7e4013794", + "cell_type": "markdown", + "id": "781e6731-93d7-4581-a6e6-07984aed3084", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "The end of codes" + ] } ], "metadata": { diff --git a/003_morphometry.ipynb b/003_morphometry.ipynb index 9e9fcd0..37b93c6 100644 --- a/003_morphometry.ipynb +++ b/003_morphometry.ipynb @@ -12,29 +12,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-08-19 17:39:33.816629: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import cv2\n", "import os\n", @@ -93,22 +73,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Bl1nJFU2TzCvT7Vy4XqgKI5Eo3VNf+467IfkSkfZMJpNYLBbcbjd+v1+mDzVNk6us0+nk2rVrDA8PU1NTQzQaJR6P09bWRqFQIJlMcvbsWQKBAIlEgtraWurq6ohGo+TzeaLRKENDQ2zevBmLxYKiKNKViUQiOBwO7Ha7zDCJgDSTyTA5OcnmzZtxOp3k83lcLpccoKJeYLPZqKurQ1EUOjo6SKfTDA0NEQ6HqaqqYnBwkI6ODnbu3Mnc3Bz5fJ6mpiYOHjyIYRg4nU7eeustQqEQe/fuZXp6mnQ6TU1NjYxNNmLKMtdQbDbpTpjFAkpRx7TMD5qijur1lgZF+Tl2e8lNKjPV6y1Npkho/iAFtb4Wo7f/ns+l1kUwFAXTomCG/FgMg+LYeOUxZav2woulhcc0lk5UM156ZjObQ3FXfm5zPrmAqqEUipjW+SGcLywccx9u2oaC4GAwKF0ch8PBwYMHZfBnmiaDg4Ncvny59FDzK4bIlpw6dYq5uTnsdrsMYoVLASVfXWRSRCHJ4XDg9Xo5cOAAly9fRtM0qqurOXTokJwQbrebffv2EYvFZEzQ3NwsszqFQgHTNNm7dy8nT54kmUyiqioNDQ04HI6K9G5TUxNNTU289tprsjrc0dGBw+HA4XDIFKjVamVsbIzx8XHGx8cZGRmhUCjQ19fHV7/6VbkgPGiTg0FYUYf5CWA6bCiOECQSaMEgSsBHsX9w2XhE+OflK7HpWMWlKd9dipW7iVEdgEUTQAz2iksU5gepoWMmUyhu18L9bVYUqw2zkMfU7aXgWTcw83k5uC2tTQuDXzz7OhIE654AdrudRx99lDfffBNd19m2bRvRaJRz586xZ88etmzZIivC+XxeBr0CDiFWyAsXLvD444/jdruJx+NkMhkcDgdtbW04HA5Zabbb7TQ1NaEoCjt37qSpqURRFTl/Xdex2+2yutzd3Y3b7UbTNHp6etiyZQs1NTUA5PN5qqur+YVf+AXpyx89ehRFUSgUCty8eZMrV65gsVgYGhoiHo9jGAbxeBxd13G5XFy6dIm7d+8SCAR49NFHK6rCIu0pqtwiAN+Q6XqFS2Cm0mh+H3o8CYaO6nQuGbSKbpQC4tZ6UMFiNFIcHF4a+C2zCivZ0uQy83mZhcEwMYuVk1kfn0Txe0ArDV41kWJx1cPIZJb48+XZJ6UsJgFQPG40p5Pi0HBpB1M1VKcD1W5Hz+VAUSoHPyV3SKsKoE/fS2uh0ja0AzQ2NvKFL3wBXdcZHR3lpZdeolgscuvWLXbt2oXH46mALdhsNvx+P2fOnCGbzWIYBgMDA+TzeXbt2sXU1BS6rhMMBmUuft++fYyPj6NpGkNDQ3i9XhwOB5FIhPPnz3P9+nUymQxPPfUUdXV15PN53nzzTTKZDDt37uTOnTukUimi0Sif+9znsFqtHD9+nKGhITo7O3niiSekCwMl2MPk5KTcicRzappGXV0dqVSKmzdvcv78eQzDIJ1Oc/fuXZqbm7FYLOi6Lj9vVVUVdrsdt9u92le5JtNn59CqggAYyRRKXQ16wIUWy6Dfurusv2wmkmh+H8b8iNerfDAIpm6gaAvTwEinS6u6YSy4JrPzWaaytKUW8KMEajEzWfSJSQAUhx3FMDA1sfPYsTTUUxwp8fIViwUtUoMRjWHmCyhWS8XOpdjtYF9mtyl7PktzA8XaAKaiYB2eoTg0vMKXdP8Fx3VngdLpNKqqUlNTIyu9YqXz+XxYrVZqamqor6+XGKFNmzYRCAQYGhqSWZtkMsnY2Bitra1s3bqVhoYGDh48CMDNmzcZHx+npqaGqakpXnvtNW7fvk02myUej/P+++8zNjZGNBrl8uXL2Gw27Ha7zD6dPXuWqakp8vm8BLnNzMzQ09NDMpnkwoULDAwMVFRrTdMkGAzKgp74z+v1Ul9fTy6X49atW3Kg53I5otEoHo8Hv98v4wpN09i1a1dFfWIjZuZyFMcnKI5PlGKcQGlFNXyla5vZpbl1IxrDbKxbeEEFLRTCWJRKFANciS7EC4rHU5FP1za1UdjeRr6pmmJH2TVbGjCtZTuTw4oR8i9keXZsJtdVS3FPJ6rTgZFOV/joSzI9wnKlSaIF/BTqg6UAX4FCY0kEQiks9fONdey0G3KBBBBtcHAQh8PBli1bMAyDSCTC0NAQ9fX1PPnkk7zyyitYLBaOHDki4RECyyOqvg6Hg2effRbDMPB6vczOznLhwgUGBwcBZEErn89jtVoZHR0llUrJzI9wO8oHrYBPKIpCbW0tDodDQjGglK4dGRlhx44dWK1WCYNoaWnhzp07TE9Py8+6a9curFYrXq9XpkWFFYtFgsEgjzzyCK+//jqZTIaOjg5qamqwWq0y47VhExkf98KgUQo6JiWXQskVMO3z+fZcoTTQ7It2hoAXc2oKM5sFiwUzmQJAC1VjBhaCY9PvQbNaKPYNgKpRqAssvKeppVjCNKXrs/RZS+5XMVAKgE2rSnF7G8rpS5WHZTIo/qVZMmP+uagJVb6hlHYVcy4GNWWKKLq+coFtFVv3BBDIzHg8zmuvvUY2m+XYsWO4XC7eeOMNNE3ji1/8IpFIhC9+8Yvk83lqampIp9Ns2bKF69ev4/P5qK6upqmpCYfDASDxNMVikbm5ORRFoVgsous6DoeD6upqPB4PyWRSuleABLoJaHMikZCTwOl00tXVhaZp+P1+PB6PDMC7urrw+/2kUil5j+bmZp555hk+/PBDkskkNTU17NmzB4vFQjAYpK6ujrm5OTRNw2az0d3dLSfOpz71KQzDoKGhQUJF7t69u96veYlZ6mor3B0lmUELVaNPz6CPjaM11IGioI9PLnu+Mp8t0aOxyjdqqpekI815N0TzuJf49YrFunIV2TRL/y26nmHTWOyoGdksalnwLs5fnL2quLxhos/NYQn4MG3W0uAfHpPvaz7fiucutnVPgOHhYQkpiMfjpNNpTp06hdVqlalLATsQmR5N0xgbG6Ojo0MOvOnpaa5evcqePXsIhUIUi0VsNhuBQACPx8P09LQsNLlcLiKRCIZh0NjYKKEGAO3t7TKd2d3dzcjICLn5FaGqqoqGhgaZBdq7dy/pdJpIJMLdu3eZmZnhsccew+FwEIvFsFqt+P1+PvGJT8jinWt+q+7r66O1tRW32y13g2QyycTEBM3NzbS2tsodRsAjIpFVilJrsfnshmKxUGwKV7ylV3mgyoOayWKkUhQH5/3j+d1Cm0mgV5dWWCWnUxwaZVlbLjuULLkU5nJwbrM0JZRUFtPtqHzceLo0YUwTNadjzO9CtqkU+jKZmuLoOFrQj+JwgKpilFemp2Yh5JH/tEwl0OfPLw4MozrsFdkhAMW39rrLuidAJpMhk8ngdDqlSzA5OSlToKqqYrVaJcAMSiCyH/7whzgcDh555BFGRka4deuWHOS7du3C7/fL6mtjYyN3797FNE1ZhHK5XMzNzTE+Ps6BAwfQdR2Px4PH42FiYoK6ujq6u7sZHh7m+vXrMmtktVoZGRnhlVdeoba2liNHjnDy5Elu3ryJYRjs3r1bYpiE61VTU8OOHTtkYe/ixYu88cYbWK1WHn/8cfx+PydOnGBgYIDu7m4aGhpkfeGtt95iZmaGJ598csMTwNJUT3FgqLT1r3CMGq7GSKUqUpSWulooFEtuklVDTWdROlowRydKx5bbciv2fD7eSKdRDFMW2tRcUQ44c3QCOlsqz5vffTSfD6IZ8pHSADZsFtjfjXLpdoW7ovk8pcC6LPAGsNRGwGFHLRgY1vlwVVGwtDZT7B8EQy/5/aqGVl2FEU9iFvIYscoYZzVb9wQIhUIEg0FmZ2fxeDwSiSkGq8vlwu/3S8Cbw+Hg8uXLpNNp4vE4x48fR1VVkskkuq5XTB7BFNu6dSt9fX3EYjGKxSKdnZ2YpsnFixc5c+YMHR0dPPbYYwwODvLWW2+hqipf/epXCQQCPPfcczgcDjwejyxWDQ4OMj09zdTUFNPT00xOTpLL5ST5pba2lqGhIU6ePEmxWKS3t5dMJsNjjz2GxWJhfHxc1g3effddNE1jamqqwg0zDIM7d+5w4cIFisUiJ06c4Itf/OJ6v2YAmfIzVvNxFwWFWsCPXl+pPqkHS9koxd4EV29WvKfEkhUxAJTSl4rFgtrahJEuoHvmYeepPEpjA8WRUYx0Gq1sF1AKOno2i2KxUNjTUVGdFvGAtbMNc/7+yr5tpOrcqEUTZ88M+p1eoATJKLTXLvmYxfndQJuaWZjEB7eRrrJjSetoJy+s6j4ttnVPAIGp8fl81NXVVRBKdF2ns7MTh8MhsfO6ruOb981EsUlg+03TlCysXC4nySQej4dPf/rTsmbQ1tZGKpWiv7+fQqHArVu30DSN/v5+YrEYpmkSj8dpbm7GNE2efvppCoWCZICJANgwDIaGShqrwo+vrq7GarUyPT0tU58Aly9fZt++fdTW1uL3+yXxZnp6WgbZpmnS1NQkg/ozZ86g6zqFQoHJyUlSi1fb+7WZKPM3WvEQY4lPH1r+QKjI2ggrjo6huZ0wP9mUdBZME2XLJgrByixWocoFVS5spklxZBS9dxBLSyOm047ZX3LBVI+borp8gGzMTyTFaiPdWJqUuqaQ7A7hLRRLBTvrPYbmvFumut1kqksTq+jWsNdGllSiV7MN8QF0XScUCskcuCh6+Xw+9u3bJ3PqpmkSjUZpb28nFArJQS8qvFVVVezcuRPTNJmenub999/n8uXL0peura1l165dkvcroBD5fJ7Lly8TjUZl4CxcEFGwstlsZDIZTNOUOJ/yz6CqKtXV1dhsNtxutwzuVVWV9xABt0C6Lq6mOhwO2tvbKRQKDA4OMjFRwsNomkYqldrwBChHfqq5pek/Na8vcWmUxMr3VHOLKtOqVkJh3u0vDeDxKYoDpYGs+x3LXKFkpm++vmHoFPsG0G/2rCkVaZksuSiqz7PkvUxXqVhppDIrX8BE4pT0XZVtyhbveveydU+AF198kd7eXrLZLHv27CESich8/0MPPUQ4HGZgYIA33niDV199lWQySVVVFQcPHpRcXLFjbNmyhWAwiGEYHD9+nFdffZVXX32V06dPS0CdCI5VVSUcDkvsPSAHazgcxu/3S5L90NCQ5BvkcjkikQiRSATTNCXNUUwMh8OBoijU1NRIHrMgzkBpMIfDYerqSjlwMZEsFgv19fXU1NRIBpngAQuXUFumSHU/Zmmol3+rs0u3d2WotOJpkRrU+aJbcXwCpbA8LMAcKmVMtFA1xsO7KT6+G0tjQ8mnTqVK8Oj5QNNcYRWH+V2i3MqC29UGsCyyLRN4G5Z57kEhv+xkB7DEFq6dD1QW0QqrTNjlbN0TQMCUBTH+ySef5NChQ3ziE59gz549TE5Ocvz4ce7cucP58+e5evUqhmFQV1dHQ0OD5Ms6nU527dqF0+lkamqKoaEhicUprxgLDoHD4ZCVVQGrFtkWcZ1sNsuFCxd49dVX+f73v8/U1BSFQgGn08nOnTuB0gAWO8bu3bsl76C1tRWbzSZJ75FIhOrqaunK7dq1C1VV5Q5oGAabNm3CNE1qa2upqqqS7pxwEf1+/3q/ZgBiR5rQtnYCUBwZK0Ec5k2bTZYG7MEdxB5tJ/nJ7aUJY5oog2NLrqXkdOkjpw53kK2xk/dbSOxrKCE778PKU62W9lYs7a2yAGYW8miZ5QewHp+nuiaX7lJaruyzTcaWvA8LE/hB2IZI8fF4XKIrOzo6JP5HURTeffddqaogSC6f+MQnCAaDPPPMM7z44ovYbDY2b95MdXU1mqZx69Yt6ZYI1YjBwUG8Xq98LZfL0dzczPXr10mlUlIJIhAIsHfvXgAmJyd57bXXME2TfD7PmTNnePrpp+X9PvzwQ2ZmZrBYLLS3t1NfX4/b7Zaw62PHjklZlfb2dknHVBRFkl8SiYSUPNmyZYvcaSwWC48//jj9/f1UV1djt9s3XAcwFUhsrcJ1gxLu585QCbacy1McHEbb1Ea0fd6XtinEDzbh+sEoeiyOOp8BEqZMlLAyWqQGw1YGftMU6GqFy4uC47LsT7lpmcJCJufgDmY3le7vaQqinrwAgKV/An1rZScs22RKpjGNbBZLSqfo1ubvBY7rI4hpo09OQVOlS6MYlTUCx2SGbGQhRnH0z3AflJ317wC5XI6qqhJxQTDABELUarVKP1is0ILvWywWaW1t5Qtf+AKf+tSnOHjwIFVVVRK2XO7aCIy+INuLqnEkEqG+vuQW5PN5PB4Phw4dIhQqBX4XL16UAxSQk8VisRAIBDhw4AANDQ20trZy+PBhWdF+6aWXeOmll/B4PBw+fJiOjg7effddXnzxRTnY/X4/27dvx+l0EgqFOHbsmHR/JicneeWVVxgbG2Pbtm3s3buX2dlZjh8/vt6vWZqhIV0GPR5Hv91DcWAITJPYnpqKY3W7UoIYmCbc7kcpGii6iZrIos9Xt4vtdYtvQa52qU9umVvep1dvlyr0qttNfJMbUylN1GSDXe4kxYlJ1HxZCc0Es6dED9WCQbTuLhwDC/GNqy9ewgnNf04zl0MpVpbgLCMLNQLFYkEbm8WSnne9DDDtVrTQ2uOADYHhWlpacLlc0gURmR0hNyIqsSKvn8lkCAQCUiTLYrGQSqUkqV0ExQLKYLVaaWxslPUGUU3WdZ1PfOITOBwOotGoxBnZ7XYSiQTDw8PyGsIymQw+n49sNstjjz0meQWC0BKPxxkbG6NYLHLy5Ek0TePtt99mcrK0zd+4cYNDh0pS84cPH6a2tpZwOEw4HMbhcKDrOsPDw9y+fRur1Up/fz9HjhzhwoULDwQOrRZZPgukKKXVe/HxVUGMdBojm0W5dgc0DaOM01vwWZeco9tUFr9q3OnHYu2g6Ftwj7RkXlITzS2tmOU8HAWUlka4dRdME8uVXozNLeh2Det4DF2ADA90UHSqKGVhSqbZi9nqwzWcxLhYEivQ+sYpdpYWOzVXpDi80OxFP7KDrNeCWpz/XlRItwdwZ9YOiVj3BBC4ezGootGoVGaw2+0cOXKEV199VbKr6urqqK6uxul0Mj4+TigUwuPxSMK6uN7Y2JhkY7ndbhobG3G73TidTuLxuMT4G4bBY489JusPHk9p9bLZbNTU1NDT0yMngRC7EvAITdOoqamRcYjYdUQlOJlMcvz4cUlpVBQFwzCkhpDT6aSurk6q3IkJL8g4grX2yiuvkMlkHggn2DW2QlBpmigGmIv38jI0pVkswiKSiFpYOpmcE5klhTazkMe8fBNrRyvFiB9FN1Bu9cnjlgs6TfvCsNLjcTh7Fc1iRS+DThjW+VW+LD8gXks3enBcnD9/agrrPJnemI0uLAKqRsFnqThvPbbuCXDs2DFCoZB0b8SAKBaLXL9+HZfLxRNPPIHD4SCdThMIBLhy5Qo7d+6kurpaDrrq6mru3r3Lhx9+SDgc5utf/zo9PT2EQiGpsCA0esoxPE6nUxJpfD4fdrudaDSKYRjs3LmTnp4ePB4PVquVffv2oWma1O8RqU4xoKFE37Tb7bJqLfjKgstQU1MjJRvz+TyJRIK5uTk5AWpqaiSpRugZiThio6aYoF68vQSPI8x/YZLo3hrZLEjLmegjKweKit2O/doQhSOtC9XdgolyrWf5SrNpot/tQxtzY+YLGGUD2T6eIFVXVXn9oYkl5y/BDa3C2FQW7XTF8YmlB5kPRmtp3RNg3759cmu32WykUik8Hg8jIyMcP34cwzD45Cc/SVtbG3Nzc5w6dYq+vj4mJiZ46qmnJLLTZrPxzjvvcPbsWerr64lEIjzyyCNcvXqV06dPk8vl+PKXvyxz/yMjI4yOjtLS0kJ7ezsul4tUKiXx+6dOncLpdPKFL3xBTo4rV64wNjbGZz/7WfmMYqCLGoFhGGzbto333nuPQqEg5RgtFgsOh0NiibLZLE6nk5/+9Kd88MEHmKbJI488QnNzM7W1tdTX13P79u0KyqbjPrMri83Tn1qen6soKPu3oyvgHs2RaigF697bUYoHt2EdmS3FCWVmaagntasBLWdgTejk/RYwwTWURK0JYQyOVGJ1yvi/S+ATqobZP4x1c5CCqzSR3GOFNdUCrKkiucBSNwzANrdosigKlrYW9CoP2vhcyQ0yTZSiiWnZ2AKz7gkg/O/bt28TDodpaWnBbrczPT0tFdZOnjxJKBTinXfeob+/n3Q6LWsHtbW1JJNJqd6Wy+WYnZ3lxo0bzMzM8Prrr0tltcnJSRwOB9lslpdffpnh4WECgQDf+MY3qK+vx2azEY/HicViXLp0CV3XOXDgAE8//TQ/+tGPOHfuHIqisHfvXlkrGB8fJx6P4/P5JMBux44dXLhwgXQ6LTVDNU3j8OHDeL1eiRa9ceMGp06dkop4p0+fZufOnTQ0NLBt2zYGBgZkVsg0TVk7WK+Z528s+7pWEybaMQ9vKFsQY90BTE1BaWzAMzRaMaAz2+rRHSq6o8xnUiDZ5gXFi9dpR79xBwB1dzfpRg/WZBHruTuVEANFIffMXgybgnMiS6HNiWKCblfJP78b34fDFf76YrNeGyT30PJqGdaxaEUmx3hoF9NtzhIUeouH4A+iGKkUzqE46baNpZjXnQUqFAq88cYb/PCHP+TFF1+UgrSBQAC73U6hUGB2dpYXX3yRwcFBWU0VcOREIiGhEm1tbdLdOXXqFD/60Y/IZDKyHuDz+XA4HAwNDUnsTTQa5d1332V2dhaXyyX5vCLwPnPmDN/5zne4dOmSVIYT8UA0GuW1117j29/+Nt/+9reZmpqSUGkhyyg4C4VCgY6ODlls0zSN06dPy2KbYRgkk0n5vAcOHKCtrU1+TxaLhebmDXYVNXQsdbXknj2A/vjehQKSd4FpVh4DiKDYVEFZlMIsulb4yecPy9WV4Cqq18vMbj/psEaszU7i6e6Kw1WXi2xQI+9WibfNk3IUyFZpFJwK6e31Fccq+7ZhHtklCTD69EzFpJWPYYA+tDBxtGCwdH1FfE4Fs7u99LXc6V/WlTIXw0JWsXVPgOvXr3Pu3DnS6TTT09MSOBYKhaQMiAgGk8mkJLK0t7eTTCalT67rukwrlpuQTReqCoZh0NfXJyvCpmly9+7diuBTSJ0LV+XGjRty4FdVVREIBLDZbMzOznLt2jUSiYQs6Alc0o4dO+T9BAS7qqqKQqEgeQOC+SZcJEVRJNzB6XRy9OhRfD6flEnv6upa79cMlFCVU0+3kWywEO2wY2ktTShzdBnfuMzUorlEIcExsXqGxD4+v8q3NVRkd3I+taJQpjiWUXoov3dhYXTHPr2Tqf0+Zna6SD6zY+Fes0v5BJa0XvHM+uYmFjfUTTaXJpFZyOO6s4gDbCzDdVjtOdd85CIT1ESBgBS8XShBG8TfYsAqikIgEGDXrl2EQqEKNtemTZs4cOCAdDlE9sXpdLJ//34JU+7v718CKxCBptDfEf62mGBi1T548KDkKN++fbsCuHf37l1mZ2dxu90cOnSIY8eO4fF4cDqd7NixQ2qYJpNJ+SyATNWKOoXADQl2WHt7u0yZbsSyh7swytzl9OZ5vEw6jaKvHE06J5YZYDcHV76RCWZv6f1E51LXQi3Lr5v51VO7juulVVyrriLnXxjB6bAq4Rra5Z4lu4B9uHLwGosZbVTudvqdXmxlE8k1uHYoNGwgBiinIAolBFEI6+rq4sSJE1LbX6z+R44ckdo9Fy9eJJ1Os2vXLhoaGnj00Ue5desWs7MLhY5wOMzevXtxuVxyUgjCuZBhFLRD4d7U1dUxMzMjA1BBrhEVXUGQF6JapmlKXnIgEMBisfDkk08CpThHaJSKZhqFQoHnnnuOeDyOx+MhHA7j8/mIRqMUCgW6u7slHHv79u00NDRU9DxYjyXrK4PFXEBDIGBc43kZ/FaYCZaLd0uZI0UpKUhEY+hzc7iH0qSalnJxbbGiDLbznmXWRr0c65NGManYJYRZsqZEZBpt9UveN7ta4cI1jEQCz5VxUtsiGBYFNW9i9FcG7dapFLRUJhE8A5VBtnbpDtYDm0E3MW71LH2gVWxDwlgilSlwL4JxFYlEqKqqYnx8XKI0GxoaJPd2YmKCt99+m2KxyNjYGF/96lfx+Xxs3ryZM2fOyAquCD6dTifRaJTOzk4KhQK1tbXEYjHJMc5msxIusWfPHilzKPREBTRb8I3LdxEBWgPkhHG5XDz66KNS1kV0k9F1ndnZWQzD4DOf+QyhUIhcLsfMzIyEdogCWT6fl2lRgWpdrxmWlf9t650g1bA0xnCP5mTQmn96H4kmK6FLScwzVzDPXUdp2LdISQ7sVwYRQ1wtmuhlUAlVh+LEVNlD6DhmimRCS4eQ905Mpmx199JMT7rFjbOElqDYP4grlcGMVKMMj5VkT8pMv3EHX5VLxgGKYaLFMmSf3IfjYj/69AxGOo36zuWSRugaxHPLbd0ToLW1lUwmg9frxePx0N3dXaGy1t7eztTUFLlcDpfLxWOPPUYkEiGZTPLuu+/KfP7Q0BDJZJLa2loOHjzI+Pg4Y2Nj1NXVsW/fPgmlmJ2d5fDhw+zfv59sNksgEJCxx6ZNm7BarRiGQVtbG8FgkKmpKaknVF57SCQS7Nu3j+HhYXw+H4VCQdYxROxgsVgIhUIVzT5Epfv27du88cYbBAIBmpqaOHr0KD/96U9Jp9OyV4KAcAjQ34bNpMIP1srmU0kHp3nJ8ZZztzAAbfMmoh2l/WJyn4fwWQUMHddAilTbAvTBOZFFn1oY4P47KWa3ld5XTKg+OyMxPPKc8wNknq7M5CgmcLt/4d/5pZGuuag2ok9NQdm9y83S0oQ5m8ZWYyfvUTEVhdkDIUxVoejpwPnD+RhgnYrZ654AnZ2d7N69m6tXr/LII48wMTHBtWvX2LlzJ7lcjvb2dq5du4bFYmHLli00NzfL7im3b9+mUCjgcDiYmZmR4ljt7e18/vOf5/bt22zatEl2nnn33Xd555132L9/P3v37sXtdnP+/Hl++tOfks/n+cpXviJjDYfDwaFDh3jjjTeAEle4oaFBok3v3r2Lx+Phs5/9LNFolPr6eqLRKH6/H4fDId0rMZHdbjfJZFKiTPv7+0kkEjKAPnPmDMlkkmKxKIk3iqJQXV3NzMyMlGzciFVdTzPb7ZqXVi4VvsTPbeZyWLIGxbK0pncgLXPxUw8tcIhNVUHr7kK/dgvz0k3sgV3kgtbSqnrxTmnVVjW0jhboHUXr7ES3KVhTBobTSuHp/dhOXpEgOH16GkuunaJ9YUA7JwsVNQvtwi20rj3owosxwXttmrUMV9XtZvpYQ2UQrCxMIN228R6P654Ab7zxBocPH+aZZ55hdHSUq1evMjAwQE1NDS6Xi+3bt0vpku7ubqqrq0mlUszNzcnqrsigDA0NYbfb8fl81NfX09HRQaFQkDh+of/z7rvvMjw8zL59+zh9+rSs/M7MzNDU1ITH48HlcvHwww9LmcSWlhbZUuncuXN88MEHRCIRtm7dyhNPPMGdO3fI5/P8zd/8DU8//TSbNm0in89LiqRgqQnQXVtbG2fOnJEBvIB6CG5yOByWFWcR/G+0R5ipKdhSJnmPgiVrkm8MoLfvx/baOTBNPLfmiO6a18sxQDl7HZNSKrPoqFxtZ/ZWEbhGKbX6zmXsDXWY2Rz6/IQxHtrJXIcDtVgjsfl5j8rMzlJ6NLh3C8p789Impon/3DizR+owFdDyJvYPShVr1eUi8+g2TE2h+sIck4eDoED4QhJm5ioKbCuZ4nItyQCV23Jwjvu1dU+Aubk53nnnHQzD4MqVK5JKeP78eZ566il0Xeexxx6TYlVQkjxxuVxSo18gSMPhsNTlEW2PpqampFsjmGZzc3NkMhkuXbokodFCcUIMUNHw4qGHHpIBuqjKCmnD0dFRJicn2bNnD9/5znew2+2yutzW1iZBe+l0mlQqRX19PaqqMjc3R01NDaFQSILkLBaLHOwdHR0SWZrP52VGaqPNyOe2LKSIi06FaEfp+wzt7sa8cA395l18bjv5gB1nzwJVs1xbX1ih7CWzWFxSKU602DEV0FfA12Rr7JQnrIt9A1SZJqbdBhNT6PNuY/HAZhLNpeGVqg3KgTy3xYOxYzPBG+mFibSCGcv0QCg393B6NUTFmmzdE0Cskq+88kpFl0QRVIrUoKieikERiUSkDqff7+fy5cvs3r1buhkioBbYIhG4CpqjEK8SVVbhrwu4tFiVvV4v0WiU2tpaOSkE8jObzWKaJn/wB38gOQ3CJRNBfD6fl21Ry9vA1tXVsXnzZmZmSr6nqBj7fD6OHTsmWySJNKyASX8UFt/sxXuBEtbm7FWsikKxbLIZ8cQSPL9lFaYhsCpGB0o4o8VW7F+aWtWtZWC8skxmcT75FOt0EXjvHo9SLOKcKpIJLzNMTVBu9m94AmzIiRJdGQGpwdPU1EQ+n5dtSwVWJ5/P88Ybb/Dyyy9z4MABDhw4QG1tLS+88AIXL17ktddek00pUqkUmUxGTiQRPwi+r1h1BXxB1AAEAcbj8cjKrshMWa1WwuEwHo8Hh8NBLpeTsomFQgG3282mTZuw2WxEo1EmJycl/1gw0kR7p82bN+N2u+UOI2igon9Bee9goZz9UZiWX/Tzlw1+1etF9XmpvlbmjxdMQqfGV5YjBKzp1YeUs2dt4rOO/hW6zsybJbu2oeu+vDycwteXuS/1h5Vs3RNADAyBdhSqaUKCUKQWNU3D6XRy584d3nrrLS5dusRf//VfMzs7S01NDW+++SZ37tzh7NmzMmgEZECq6zptbW2yXZLYZRRFIRKJ8Oijj8r7CyUGIVjlcrmwWq0yf19bW0s6nSadTkukqBDd2rNnDzU1NSSTSex2O3V1daTTaRKJhATbCTToli1bePzxx2Wnmp07d7J9+3b8fj+apjE5Ocm1a9fo7++XKhcfhXluL1/xVKw2Zj63nfFPtVF0l+l7ZmHqkVpmvrBrxY4qK8KuAVuqhApdi5UrtS1nvpvRNV2nODqGPV4ZQ1kyBurpK2s6/1627l/G4/FInU/RwK6rq0vyYaurq5mdnZWdI3t7e6U2/9jYGO+88w6dnZ1cv35dSpWI5nLlMom6rlNbW0ttbS39/f1Sg8jtdnP06FEaGxuxWq1kMqUfTghnwQIbbXp6WrZmEoGpeL9YLBIKhTh8+LCMKWKxGD6fjwsXLnD+/Hmqq6s5cOCAbHytKAq7du2Sn3vTpk04nU5GR0uqa9///vcZGxvD6/Xy5S9/WbpeD9IUA7jbv/ybOzspuEufMdq+kIfPexdcIX1nB8qpi0tO1e6OwNal0A3FBP/JXvQ1xjNGNotSBHOZEablwLh6Z8nrlsYGsGjoYxMLdEvTxP36NfIv7MDUFCwZg8A7/RRFVxufj9z+El/afvbOkh5i97INpUHPnz8vMTAWi4XOzk654s/MzFR0YxGwBNM0yWQyXL9+nb6+PkmTFClH4TcLPx2gsbGRxx9/nB/84Aek02l8Ph+NjY0cPXpUKjxASbbw6tWrhEIhtm7dKtuV+v1+CXALh8OMjo5it9tlzn/fvn2Ew2E5mVVV5fbt25w4cYJUKsX4+Dizs7N84xvfkEGu0+nkueeeIxqNSqRoLBbjxz/+MXfu3JGf88033+S5555b79e8ojln9RWb4GXq7y3HXvBYWEaUHH16BnvCIOetdA58AzkpiS7sXp0m1SLoy4yw0IdLawrGw7sZ2VPK+thiDVR/+4L8fEYqRfWJfoyaIPQOUxSuj6ox88I2CbWwN2wj8M3375ldKrd1T4ADBw7Q29sr4Qlbt26lrq5O/vACRy/y5/X19bK1qtvtlo2my7X3q6qqsFqtOBwO5ubm5GpdKBQ4ePAgc3NzjIyMUFtby9GjR+XEgpJW6SuvvCJTqpOTkzz99NMS3iCQoo8//ji3b98mlUpJF2bbtm1S4lGQ7wWE2jAMKYMuhLcElVPQM0XlemRkhBs3StBlkf7s6enZcJ9g56xBpqpyQHquz6yYS1eWaXix2OyTS9lfwnzv9DH9bIeEOWgFE8vpaxXHW1qbmXy8lKMPn5oq9ShYfJ3BHHNdlTUQSwYJtxam+XxM7HVJjE8uqMDmNri0AAMvjo0v6TyjP7KrAmeUCyzUOdZq644Burq6OHr0KN3d3Rw9epSjR4/S3NxMJBKRg1gMfkVROHjwIG1tbXLwCDdE+POPPPIIgUBAsq2gtKsIxTa73c5zzz3HCy+8IFdU4ffH43HefPNNhoaGZLr0vffeo7e3V95HyLF3dXVx7NgxqqurCYVCPP7444TDYbxeL263W7Y+6uvrI51OywkwMTHB8PBwReOMVCqFz+eTu5DoDFkuvlXeunW95j15pyI745w1pITgcua+sXxVVZhWMGEZF0SYPjFJ6INpPGNF/P05qt/or9DyVN1uRp9rJFelkAsqjDxbg6Wpccl1LKevoS4qhFe/P7lkhU4/vHkJpTMXWX0XUywWZrqXJhem91ctc/TKtqH+AMeOHWPPnj14PB5Jftc0TWL/fT6fhB/YbDYpcyg0NgWOv729XSqrCdpjfX09ExMTMotit9uZnZ2lrq5OSqCL1GpPTw9XrpSCIpGSzefzXLlyhc7OTnm9eDyO0+nkk5/8JJ2dnTidTpm1yufz0r0yTZNcLkcsFpNxgmEY3L59u2LV9/v9Ev6RzWalKoVwo8Tn2WiXSH1mlprT06RbA1jTRSzn72Ksss0Xe/txztYu2TWEVV1N37NBtn7jDrb5BXgxlG/uszvQy4oBpgazDzfi++vKzi1mLkfNW2NMP1SHqYJnJL/sxE3VLh2GyTorwVWeTw0GK9KrwhzRn1GPMEDCB0R3ddEySDSsEMGq3+9nbm6OcDhMZ2cnmUyGWCyGzWajq6uL5557ThJpROvSaDQqm0+L3L/4W3CCrVYr6XSa0dFRqUckJoCu66RSKakAJ1ZmEWCLCRCPx6WShag822w2Kfwr0qQWi4V4PC4LeXNzcxSLRaanpyX4TahXezwebDYbyWSSAwcObFgZDkoD0j4/INfChg28eovsL21ZgruxZE3UszfWnT/XqqtIR5ZOrExYZTlV/mJvP1Wj4yVVCtGKaZEpy4zZvH+VEjAs6XIjzHt54r50gdY9AVRVlX11dV0nmUxKnu+Pf/xj+vv78Xq9HDt2TKqpeb1eHn74YeLxOH19fXR3d/Poo4/i8Xgk2CydTnP58mVUVWX37t3U1NSQSqVwOBz4fD5ZIwgGg5JTEIvFlk03VlVVoaqqTE+GQiHJHxArvcPhoKqqiqmpKRwOB8ViEU3T+OQnP8n3vvc9vF6vFMPdunWrRLe63W456eLxOIqiUF9fz/PPP4/FYmFiYoJIJCL7ln1UZqmrpdhSg5bIod+4K0Fh+twcnjGdRP3Cd+KcNQi8frtCnUG2MlojmGw5eDOw7Gosz1khWBcWvJVi/HClJpFyj1Fs5nK4pgzS4YXJaIubyxblVrMN9QcQ2H6Raclms7z33ntSBl3Aoevq6vD7/WQyGcLhMM8++yzxeFzycwUMwjRNfvKTnzAwMCB7ED///PMyiyMCUeHiQCkO2LlzJ6dPn8bj8VBdXc3ExASqqkp2VyKRwOPxMDAwQFVVlWSPCa2i2dlZmb26cOECsViM1tZWvvSlL3H+/Hn2799PKpWSnSkF9EJkrgqFAq+99hpzc3O88MILxGIxWlpasFgsnDhxgqmpKb72ta+t96te0bRQNcNfasewAaaHwOYAru9/IN/3nLhJ5vPbMKzgmDPx/eii1OUBsDQ1Mv14E4YGNSfHKK6hL7CxjLI0gC22zj1FUeCDKzi6DpOtErxHiLwXW3mXUjUsdRECx69T/Nw28l4FtWAS+tFNlEjNfXWKXPcEEFmOXC4nXQm32y1piyKjMjg4KP1jUTjbvHlzRTbF4/FgGAY/+clPuHnzpnRZzp8/z+bNm2lubpaZo+rqaslEE0F2U1MTX/7yl6W2z+zsLD6fT674IrAWzyCCWwF7mJycpLq6WgbTExMT7Nq1i0OHDnH06FGqqqoYGBjgO9/5Djt27ODAgQMyi5XJZOSulUql+Iu/+As+85nPUF1dzZ/+6Z+SSqVkfeBBW+zxTaXBD6BAtEPD43JJJKgejxP+/nUUpxN9erZCzkTrbGfwM7WSaTb02Xoa/2zunnRC7cItrDv3UPAsuCiKDuG3x9eE8Ky4VqSG6GPt+HqSVB+/zcjXNgNQczGDNhuH2siykij5p/cy2W7FPaHLTJWpKUQ/uZlMlUrdycCan2HdE2BiYkI2oBBFMSEqJbR0hE/e398vA8RwOEwsFpOxg9frlf71lStXZOApKIiJRAKLxSLFcQ3DwOVyMTs7SzKZ5Ny5c/T19fHss89SVVXF0NAQmzZtYmBggJMnT7Jv3z7q6uok0C6VSskVXNQgfD6fRHwKDsMHH3zA4OAgv/3bv83v/d7vyZ4CgUCAhx56SMI2hIapwCqNj4/z9ttv4/F46OnpkSK8H4Wl6hatxgoobU1QlgbUozFYZlCPPV1bQbPUbZA53IXtb8+sfENVQ42Eqf3JAHPHmkk2qGgZqHttDGOl1kurWPSxdlJ1KqlaH47uhURBtN1BYWcTigE1fzy9xD1LNFkwNUjWl3WnVJHu0HL9D1aydU+AWCwmcTWCBCI6uQsckAgqR0dHJZ4mk8nIwScGv6IojI+Py5Vd0zRZ3BJc4rm5OQKBAJOTk9TX10te7nvvvUcqleIHP/gBHR0dfPWrX+UP/uAPmJubk42sa2pqcLvdJBIJdF3nvffek8K4iwF2gUBA0js1TePll18mm83Kwt7Q0BCJREKqy83MzEjKpKh0X7hwQaJVdV2noaFhta/ynqZtalsWgrBEDQ6Ibw3gvnaP6wX8FJZJTOX82rLFMWHZ5/YR7bRgnzWxlIHiCg0B5h6rpebU9JIcP4qComlLyPlQ0jAtHcOC+8NCAGxqoNqsGNlFRbMHiCxZ96UEEExUbUVVtb29nXPnzkk8vgg4BXhMENgFRl4Enbdu3ZKkc1GMUlVV9g0QJBXh9ghAnKAtJpNJHA4Hw8PD3LlzR7ph8XhcZnGsVisnTpzg/ffflylal8uFz+eThPampiZu376NYRj09/czMjIiJwkgJ61Ajuq6jt/vl7xgEZ8ICXVN02htbd3Qj1So9aMuIzDtmDVJ11ZmSworyZ6Umb6lZVkur9TYXM4UhbkuS2mwhhQEvll3wsT+Uk504pEQobIJoNjtzP7SXnQHRN6ZQb9+u+KSvt4M2aqVgXkAit8Hi4JoW8IkG1wlS1Rcu2rchnSBhAyJQF66XC46OzvZsWMHzz77LJ/85CfZvXs3u3fvxjAMEokEs7Oz0qURg3ZqaopIJEIgEGDbtm1SdrGlpYXGxkZJfBEDKplMEggEpGQJIF2Pb37zm7JzpWmaMm+fy+WYnJzk/Pnzkroo5NjT6TTZbFbykkUjDnEeLHR8PHDggCT0iMBd0zS2b98uXTShbq1pGh6Phz179qz3awZYUfkheCO55DX36L0zTrng8gy1VQFqplkS6F3FdHvloEw/u4tEi0I6ojD4qaUtm2x3VwfMqUUqO0bOW/DqyngfxQD6hlZ8f7GteweoqanB5/NJ1eVcLkcikUBVVX7pl36JTCZDb28vX/ziF+np6WF2dpZwOCwlQkSBK5/PyyYVgjdgGAZf+tKXJJGmvDm1SEEmEgl8Ph/Nzc309vbK2oHoLSzaN7W1taHrOlarlTNnzkiMfzKZ5O7duySTSbxer4RdVFVVyfasgkwDJV7wrl272LJli+xTbLVa8Xg8qKrKtm3b6O3tlZNKdIrp7Oykuvr+2vYs+ZGm4ssGmOa56/ha9xNv1UABa2KekbVMK9Jyc50fQN22qSIGsM+ZS1boxeYZ1Ym3rOxfu8cW7qmFqpneViaSawctHK7gHRcnp1GMjmVdOYDQlcyyrpN59TbawQNLJhxA1c3cUgnHVWzdO4BQdjYMQ+rtvPHGG3zzm9+kt7eXQCDA7t27uXTpEufOneN73/uelB/P5XJSQBaQfIDa2lq6urrYvn071dXVnD17luPHjzM3NycVmA3DkMyufD7Prl278Pl8kgwj2h7Z7Xb27NkjVSDi8bjUMhIDNJlMMjk5KYNXId8i3C6B5y8WizQ1NfHQQw9JpQmv1ytrAFCqOWzbto1gMCjZbkIsYKOUyOX8fy0cRn9kF/63+yTcwDOmE3tuG3NfP4gWWEEyUNUw0xmaXhqX5/kGDOpeHUWrXh1G4BpZPZ8feG+hEhx7fNOS2kBu5yLyvqGjLuY0zJuWM9FOLx/MmMUikXeml33P9uHqk3ixrXsCvPPOOxJfMzk5ST6f5+bNm0xPT/Od73yHN954g2QyyWuvvSZ7dY2MjBCPx7Hb7TILlEqlJE/gz//8z5mamsJisfAXf/EX3Lp1iwsXLsgAWmgDmaYpW6/W1dWxa9cuGXCKqqvH42HLli1ygApJk0KhQLFYlCQdoe8p2i4FAgG6u7tlR0vh7x87doxIJCKPFxNYBLsivfvUU09RU1OD1+uVDQQ3Koy1HHZ/8tObmDjoYOSXFlKhc50WEi0qmYhC7Omty14r8cUDjP0XO5g7UCN//XSNytBnGxj52maJ8Fz2Oc7fRFthDihFKI4sZIKim5buFPHmpdf2Di/XhBtqXx9fFa6h37yLc2ZR84zM6h3ml7N1u0BnzpyhtbWVtrY2ieGvra1lYmICi8XCuXPnuH37doXGp3AZ7Ha7RILGYjHpg1utVlnQEno74tipqSm8Xi9Xr14lHo/T1dUlSS/79+/n3LlzJBIJyRxraWmRLYpE4wwhoSgCaFEPELxi0SX+wIEDXLlyRQbf3d3dbN++HavVSiqVktdMp9MSrqHrumzeJ55XtFYVk2u9Nvxf7qDxjy5WqC4X5/H+Rrk7X+YRpEMqi/u9KBYL8VYVU4GCe2HtK5bherTq4ELuXVHQvN6FZhi5HKGrGRn0lpt/oFgBc1iuMqwvQ4zzXBgmuqm14jXvsH5v4o1p4v/uefjCXjLVpc9SdeNefM+ltu4JIPTxN2/eLFlaTU1NXLt2TWaFpqampLshevGKSq5Y0UV2JhaLoeu6hBOL3LrQ83G5XPT19fHaa69JKcbnnnuOfD5PZ2cnra2t9Pb2ysBarOKBQIBisUgkEpHZmJqaGm7fvk06naa+vl4K4YZCISmV/uijjzI7Oysb64lslt1ul+2f3n33XTKZDM3NzVIO0ul08vjjj8u0rXC/NmIFLxT3dqG+e1G+Zo8uzQCVmz2+NBOi2O3LZn/KzSzLuES/dphko0L4YgH7K6X6gOXsbZS9uyr9dhM879ytiFO07AL/V5gtvgyfeGQU+1xLCQJtljI83leuLME7KVYbalUAM71AhTQLeQIvXcG7c1NJDfu9+2eJrXsCCOHX8p5eO3fu5Kc//akMUkUw6nA4qKmpob6+XsISotEoHo+HQCBAOByW1EORKhUr9aFDh3C73bI4JbA8vb299PT0sHv3bnRd5+GHH2ZychJVVWlra6OlpQW3200sFpOk9E9/+tNyN+jo6MDhcEiF6nw+L6mTFouFRx55RGZ5HA4HpmnKz+TxeDhx4gQffvghhUKBO3fuSK6wqGOEQiEymYyEjGzUdJelwl/19WVJ1y5diYUFL0aXDCIzl1tRzhBK6m96bL6H7+5uol2AYjJ21ELb+DbMC9cwUin8fUWiHQtDxz1ulDpVllndqRTDT7jlRFELUPXT3mWD+dCPblLY1oIlkYO7g0v6CyhWGxP/cD/ZEKh5aH55FmO+mZ+RSqG8d2k19ZRVbd0xgGBlCT86nU5jtVpxOp2ypxcgxaq2bdsm5QsTiYQMEkWg6HQ65YoJpQJYbW0te/fuJRqNymKUYJWZpsn169dlOrapqYlDhw6xadMmjh07JjNUhmHw4osv8oMf/EC2PW1sbGTbtm0SSi3UqgXnV0gtCh5yLBYjHo9LjsPw8DAXL16U34VoyyokYAS+SHz2BwGGc96tDPqsN4dXOJJSs7ibSwsHZrGIY2blXH/NuZx0YwafDSy4VAqMPLEQVLtfu4o6/5EUHYKvLeT+1V1bSX/2ENrlu4QvljI4jmlo/ZuRpd3s502fm0N99yLGpRvLZnDiv7iXVKOJ7jAp+EwGPl21AOLboK17Auzbt08OEiGJ7vF46OjokPxeQWwPBoN0d3dL4ryu67Iwpus6Bw8epLm5WRa/hNDtoUOH8Pl8MsuUyWRktXV2dlYOXqFE99xzz/HlL39ZqsdVV1czOTkpZRL/8A//UEKZv/vd7/L666/zk5/8hJmZGUKhkGzC4XK5GB0dlbuQqqqS81AoFLhw4UJFbGOaJiMjI7IPgmC5CWbcRgkxar6kv1Nuxtzcirhof7++bPoQoObU8kAxVQfLmxflv4uuyomS95tYaiOle6fT1L05i3PSpOHVqQXwmaox+HyQ6R0aE7+8k9nu0i6hFk3mDtUx8ev70DZXdna/l2k+HzM7FvU4cJsYD+28r+usZOueAN3d3VJLR1Q+TdNk//79BINB6cZUV1ezf/9+urq6pAqDMDFQbDYbR44cIRKJyDarDoeDLVu2AMjeXclkUg54kckRUoblmp6apsleXWLSzM3NUVVVRSKR4OLFi1y7dk1mr8q7W4qUpWidlMlk5K4kjhkfH5fPUCwWSSQSJJNJuUuIWoWIP1L3kZdezsKXiktw9GaxiGd0GT9fB9+bq7C9rt/GurR+hnvUqKgdKIs3CgXymxeg0MbVmwT+04cV0AfFapEwhUxYoTgf9KZrFea6VLJVMPnw/QkEFLe1LVsnmNy7svt3P7buCSAKYYJvKwZgJBJh06ZNVFdX4/V62bdvn9T4F26J4BII90n4z9u3b5fpw0gkIl0O0QXS4XAQDAbZsWMHLS0tUn5FwCREMC4GYTKZZHp6WmKSAE6fPs3Nmzclm8xms9HU1CTJO1CqcgvUaflOJZhgXV1dFZktUX/w+XySvinOEQJgGzH3+8tLfgdfX/S6CZEP0kv88cVW/+rEEl3+qvOrnwOgFBadtKjYtprekDB74v5g0+YK+p/GxjZVaesOggUlMRaLUSgUKtoUPffccwwPD0uVaAF78Pv9UilNyI+IzInFYuHo0aPU19dLaITIyoiK7Kc//WksFgvRaJRjx47R19eHy+UinU7L1RmQ7lc5ElNQM0V9QqRhRbEsm81KuINAsdpsNrnCNzY2Sorj7t27OXnyJIFAgEgkIj9TJBKpAPQJhOlGg+CV8O361BT+3nYSDaVKcNXNQkWmaMXr3e6h8acOxo/6KbpLLpbRU+liOaYUMjXmQhxgguXO6KqQZ6N1ebJMufmvzt4XbNpy/i58cvsSjVD77MZ1QWEDE0Dodop+X2IAKopCQ0ODTHk6HA6ZPRFE8jfeeINsNkt3dzc7duyQLoOmaezcuVMqNogMSi6X48aNG1RXV9Pc3MzVq1epr6/H6/UyPj4uC1QCkiFM0zQsFgtOp1PylMsJ93a7nd27d0v5FkG3jMfjVFdXy1qE2+2WrDcxST796U9TVVXFe++9x5NPPinRomJHUlVVVpY3qg26mrlf/BBfVRAUZdmJouzfTqrJje9MZdM689w16m57ob0RZXymQpdfsVio/+YN0oc3MfaQBcWA2veLFTCG5SzZsbTTfLlp+aWKEPcyI5EgcJv5jNT88xUhcrzvvqiPK9m6XSCRIhSUw/KeutFoVMoiioyPGERnz55leHiY0dFR3nnnHa5cuSIHrQg4VVWVig+iG+XJkyc5e/YsH374IceOHePKlSucOXOGv/7rv6a/v18yswSFUaBRBS9BuCPCisUiO3fupLGxUfr6hmEwOjrK3Nwc4+PjkoYpdgiAt99+m3//7/89Xq+Xuro6HnroIclV+Na3vsWVK1fkTiSyPw+iV/CKZproM7PLDn5taye9v+hl/LBKzz9sxtLWUvG+kUhgXLqxRO9n6hsHmPz8Fqzp0hBTigq2aJ7oLx8piVetYFn/6sMpdLlwX5o9isVC4cl9VF2JU/vBwr7R/mIMIxxA695Y7zXYwA4gAs10Oi1XWEFUEYQWMSHELpDL5bh+/bqEKCeTSc6fPy8V10TXReEyCTcrmUySSqXo7e0lEokQi8W4ePEik5OTJBIJ+vv7paqEQKiKYFtkd0SsIoLc2tpadu/eLXuI2Ww2hoeHOXHiBNlslu3bt8tCWvmOdP78eaanpzl+/DibNm3iy1/+Mt/97ne5du0ayWSS69evc+jQIXmfj0oXdC02+OkwpjrfC80O/V9uoPnfTKzK0VW9XpIl5ieJ5tKzGzaTgWdLolV5bws1f7i8XqcjZpBqWD49qeXA8fqlSprjwR3M7PQszyMAck/sZuRRK4puwzE73xwBGH08QDZkggmb/mB51thabd07gFj9hY+sKIrk/AoXQECfRfErnU4zMzMjfeNsNsv09DQTExMEg0Gpqx8MBmVOvVAoMDY2JnU6r127xvvvvy9VJwQoTnSNEbTLZDKJxWLB6/Xi9XorFCxqamrYs2cPnZ2deL1eXC4XyWSSd955R6ZNL168KMVzBQQCSruUeCYxEcSzpNNpksmkzCqJoPznYYrdTi64NJWZf2jbquep1WViJIsaUwDkVsHL+c+vPBDr305VYHvMo7vo/UUP0S0md38lhLapbck5s1ttpYYYFkrxyLxlakxMtQS3KLRvDGe1IU5wNBplenoau90uUZBCwFbAD3K5nKzkQim9mEwmJbJTNMiOx+MylZrL5SSFUUgYCpkR0VJJ+ONCgl3IpSuKIotwhmFQX19PbW2tdGEAIpEIe/fuJRAIyAErKJAiNZtMJpmampJUzkQiQV1dHVu2bKG/v59sNsulS5e4cuWKXAhEdby8baog//+sTbFYlm0uMbvVTs0bK5+X2L36gFoJugylWoWi1y/BAbnGTZT3L8t/q243Pb/gwtTmO9BbTCaeqCW0CP/jmDHJRFZ9HCyx7H1zkSvOX++J+Xyet99+m/7+fmw2G0888QRtbW1yoAmXRpBLoJQ5EtgbURxKp9P4/X4ZQAtXQ/CMyxlWYmLNzc1J9TWh4eN0OnHNp+HS6bTM6ft8Pnbu3Cl5Ah6Ph0cffZRQKCQD42KxyJ07dySOyGq1UigUmJqaYtOmTei6LoP6UCiEx+ORGSwR7AKyF5qY3CIGisXW3rd2JbM0NRI71IBaNHH/7eV7So2Y+cKS3mJABQdgOZvbZGG1JgGrTQBME3+vQbRz4SC1AJHvXK8Q1U1/YhuGrfIeiVZYTJmpujTHXPcq8lgmMLqx3gvrngCnTp3i8uXLEjZw9uxZbDYbkUhEDk4BWxb4GkVR+MxnPkN/fz99fX3s3buXd955R+rtW61W6S6Jiq9wiURaM5PJSE1+oTUkKtKiaOX1ekkkEjJ9euDAAaanpyUhvr29XQbZYrBPTEzIeoYocA0PD8vdRRB1Wltbqaqqkrgl+UVaLGzdupXOzk65ewn9onKpxPWYurubO1/yo9tLI9rTupfaf/veqgGlWcjj74HYosJrzfnVEZP3yq8vljpcbIEfXSH1G7souEvFtKbX40uUJqZ2W1hcxjYsJcxPuZukTs7BKvpwvr4SjGIjtu4Y4O7du1JwVvjmokIqpEjEKunz+RgYGODHP/4xPp+PgwcP0tDQgNfr5Zd+6ZcAJBG+vJgl8EU+n0/23hJkeCgFmH6/n+bmZqxWq8Toi5ZKYjLkcjn279/PE088wcMPPyxJLUKMS+xayWSSdDpNPB6XUu2GYVBVVSXTn4KG6XA4JGHGYrHQ0dHBY489JjNOQoWuPPBe93f9ZT+6Yz4nr0Cy2YBDO1Y8XrFYsLQ2E/7WZRxTC1o73n5K7URXMffI6lka+z3Gm5FK0fjNu9S9n6f5lTjm2atLjim6l7mHYqK6K6u7JcbY8vdRiivDOu7HNiSLIlwUkeabmJigo6MDl8slQWEWi4VMJsPbb79NMpnk9OnTRCIRdu3aJVXd3njjDTZv3syhQ4dkJ3ZBNhd+fDgcZnZ2VhLjoUSVbGpqkvgim80mdxHhZum6Lqu8ggeQyWRk90dB0A8Gg7LmICZFKBTC5XKRy+VkLON0OmlubmZgYEBWioUCnmjHJNCjYkKV1ybWY4vdBRSY2u0m/P7yx8e+uJ/ZbQqhi3VY5oGVigm1371N4dhObAMzKyqoVV+KEdvkX7E5XfjCvWEd+sQk1tcmV3SkLAmF/KIAHVPB1JdWmh3TSkUAXDoWWl9O3ZPCuRZb9wQQOBzx45qmycTEBC6XS1Il3W63hASPjY3hcDh477338Pv9/PZv/za/8zu/I+sJk5OT7Nu3T8YLYnDZbDbq6+vZvn17RQcZoeawb98+mYYVEudCr1+s0AJLpCiKnAi6ruP1eiXo7XOf+xyFQoHr168TDoc5c+YMu3btkuA5h8OBy+XCMAzZZ3hsbIxgMMiRI0dobW2VE1PgiM6ePUt/fz92u52vf/3rG/2tKqykzLCMqRozOxRMFSb3qRLUYyrQ9483U3SZaLlGWv/fo8sC5oxLN3AfPkxqqdgzWkZBPbN+XVFhDSfT9H/aKVO0ALa4siybq/7EHD1fClRUpH09wPuVO5nqcJB8dheKYeI5vbYuNrDBSrBpmrL8PzExIQniIpAVfXNFHn52dlZqcb766qulB58vnLndbtls2m63V8ARvF4v27ZtI5fLcfXqVbLZLOFwmO3bt9PQ0CB5vEKjU8AaXC6XdFHEe9XV1ZLWmEgk+Mu//Ev8fj9f//rXGRgYwOFwsGfPHlpaWmQGSrhRQgayubmZxx9/nIGBAcLhsJRBFMR60cny4sWLEpbxwG2l2pppLOD9F6UxheuhO0y0poYlCNPS+Sa137rG0G9sJ+8r6zlWUGh5qVJd7n7NPLqLdL0D9/fPUt1ygOk9gKngnFRo/t7IspVd49INvIeOkGwpTeLIWQP3j85VTkJVY+zX9xLfZAAKbYnmZa60vK17Agg2liCMf//732ffvn0yHSiUmwWILRKJyHy+pmn09/fLgNY0TaqqqiQPV5DKxSQT1eTdu3dTVVUlG9E1NjZK10fAMoROqXA/xE4k0pMCt1QsFnn77bcZHR1F13W+/e1v82u/9muyH0EsFuPNN9+kq6uLJ598UrZNFVXqLVu20NHRIWmWYncwDIOenh4++OCDitTvRkwtKBjWsp/chKobK8QVpoklq1B0rr5Om7aV00F6PE7Tn99h7EudZMKlphbNL46v2pPgXqa6XNz9tAtTg4bcvnlpRRPFgKb/8w75LY1oVR7Mc0uJ8OE/P0d4eydYVMyzV5dAS6JfOzg/+OftPgrv654Au3btwul08vLLL+N0OvnKV75CXV0dDoeDeDxOIpGgpqZGcn33799Pf38/U1NTzM3NVWjmixVe6OiIrJHIvohsTSaToaWlRbYiFYNRpEqFTqdodyR2ING9XTSyEDuOCJrT6TQffPABv/iLv0gkEuFf/at/RTAYZHx8nFgsxoEDBwBka6REIiEV5EQBTgS/QuQrHo9LGLWARqzXOv9ilju/XFWKBUywJlS8Pzm/oky6c9wksbSuJE0xwehfXTtHn5oi8h/iqE31MD17T83Qe5m5tQ3TUhq4I49UShr2/0YneZ+JYjjoHKheAuswC3m4sLxChBapYWrf+p2ydU+AGzdusHXrVikVYrPZOHv2rIRCi1kqfPqOjg7C4bDU1IzH4/h8PtLpNK2trezfv1/uHqJZnRDYFS6EwPNYrVbpMtlsNsndBWSHF7vdztzcXAUmSMA2RDzQ0NAgd5hIJMLJkydxu91Eo1EZSItAX9xfZHii0ajEHAk3y+l0EovFJDBOpFM3mgaNbg/iGVCId5aeo+Pf92M67JAvLKv/U/vmFIm2lYtvgZtUdHxZycxcbs1dIe9laqZsESgnGygmef98nKJBcXMTyn2oOycPt27oudY9ASwWC9/97nf5rd/6LX7yk5/Ibo8XLlzg13/91yvapOZyOaqqqqitrZXdYUSNoKmpiS1btsj2REL2RPQTEwGskDEROB/hZglFCpvNJrM7qVRK7hBigAqCjiDoW61WqqurZbwyMzPD66+/LqvRouWq6DEmdhJBwIFSEc5ms2Gappx0qVSKRCIhg3ihar0RmzgEirkwiUY+10qmxsQ7ANV/urTbtNE7iGKGl+X+KiZUf+fSmppsPFAbHgfW0L5oDf3Nyi0V0bhnd+9VbN0T4PTp0xw9elSC0e7cuSP1MoVYruDXCuJJV1cXvb29clUU5JempiaZl8/n87jdbhk8plIpmbnx+/0yd19VVSWBd7quSx8c4ObNm/T19WGaJlu3bpUEeCHKq6qqrCCHw2GGhkrugPDhxYC1Wq0yyBYTSID8RKBermQdCAQktzmRSPDkk0/KRiAbMoWKwDbRXvqcc90QdruX8GjNQh7nmEK6funAiHxgLCGdb8RUh4PC4W5SdTaCl2ZXTE2WusMoy1DNKk1L5O5rcmarF0By67F1T4C+vtLW6PF4mJ0tsYmEzGA5OUaAwux2O9u3b2dgYIBbt25RKBQIhULs3buXhoYGieURuXgo1RUE3EBAJYT7InYDv99PNBqV2KCenh5OnTpFKpWScYNoYSRWaJ/PJ1lfXV1dkjMMSHdGsM/27dtHVVWVrCGIbFB5kw2x04gu9b/4i79IT08PNTU1aJomqZ0fhSkOOyxDuax/a467Xw5UBIS2mILrpbMP7uaqxvA/2UuqRQdMpvZX0fnbSycklCictrgi3Z3lTCkqmHfuz+VqfDNJ3wvuiqDfNvEzkEZUFIWRkRGOHz/OyMiIrJRu375dDnjhRpQ3wnj++ec5cuQIu3fv5siRI2zdulUWjsSAslqtDAwM8Ld/+7f88Ic/5Pz587IAJlKNotIrZFJET7CLFy9K0ksul2NkZISenh45IYPBILFYTE7OtrY2KbALSBcpEAhw8OBBdu7cKXcmp9MpJ6RpmpKLbLPZ8Hg8sh5RLBY5ePCgVK3bqDDWir+BAUZsec0h49IN6t7XZf8tLQetf9G/bMygut1kP3WQ2NcOo3V1rPn+uWfF4J+/p91k6pdWJqs3/nSVgWkqNJ0orCk2qbD3L9P5fwygZUszXTG4r0m0oRggm80yPj4uA1PBARYFKJH+E+lHAKfTydGjR4lGo1RVVcleAuIYTdO4cuUKp06dYnx8XA7ytrY2qfMpji8H3gldodHRUSlVKHaOW7dusXnzZhkoi1jA5XKxdetWbt26JeXRRUfK1tZWdu3ahaZpsvWqCL5F9kn0CBC71+zsLN///vcpFou0tbWxe/dumpub+Yu/+AueeOKJ9X7VK5r/jrKi+gOA84cf0tG3lWSHD9/5sQrpQmFaMEjvP9tKrqYIGEweDLH194vL1wgW2fDjS/3v2V0GIYtl2edSz1zD+smDFDxLnRz/XbC+dn+7k9bZzvgTEaxpZJrYVEE/uHaXc0NN8gQZXLg8wWBQwhdEQFsuLWKz2aRyglB8E1RGwcianZ3l5MmTFZ1mpqampLq01WolHo/LnmRWq1Xq71y8eFGmJgWXQHRyTKVS+P1+VFWlqqpK1iiCwSC7d+8mnU5LAS2/389DDz1EOByWqU/BOBNxhiiSCfj07Owsc3Nz3Lx5E5vNxrlz54hGozz//PMbVoZbyUKX7r3VG5du4Lq0tNWpsIHfEIO/ZKbVZPrhegL3mACWuloMxzLujArKtk7MsibX8trFIo1vZOj7tKMiFrCkFWq+efm+A/Per0eWdamMFYj0y9mGSPGC+ihSjZs2bSISiVAoFJiZmZHZFtM0JTlFpAhDoZAMSAXZHKCnp4exsTE5uEWr06mpKTo7OyW5XiA/RR1A6HuKIFzsAqKHr1jxZ2ZmKnoMq6rKpk2b8Pv9XL58mUwmw+bNm2lsbJTwa5GVElyFQqEgA3IBwRCSK4BsAXv37l2+9a1vfTQ9wkzQbg5sDAtfV0u6eenUSDYpBO5xrl6/suT7zO4AwUvLv6eeukxtZD9Tu1V0e0mPqO3F6H1JmgtbrF20Hlv3BBCisLlcTnZn3L17t+yMLgZXuc6O4NeWN6UQIDQRWM7OzpLJZOR5fr9fokoFeA6Qk04gUlVVpb6+HovFgtvtpra2FqvVSn9/P36/n2AwSCaTIZVK4fV6CQaDuN1u4vG4RHwePXpUSpqIwSyeTdM0UqmUbJ0knrG80OZyuWhoaKCnp4dUKsXw8LBMFjxo891VN1ycSu9qWvb1tUiOqIOTsER+t2TOmVWmpaHj/t4H+N+rJ9dZi20kuu4Ksy2qkg1vLKG77gkgBrLT6SQYDLJz505CoZB0E0Q70vI2RSJAFNBlkcERQWihUKCmpkZi9Kuqqti9ezd37tyhvr4ep9MpA9F4PC6VKUQD63A4zO7du6W4lsvlIhAI0NHRIYnrQrunvGAmWrCKgp6oJ4j3RIVX7FriM4n7i2yTzWbj8OHDzM7OypauYhd6kKblFOq+eXVDqz+srBFqv7dEEPrUFFpyE/oif14pKrh+eu86Q3FkFG1kdZmVe1nLT6Lc+i+Wa8+9dlt3Fmjv3r3U19fT1dXF4cOHaW9vl5kRp9MpMzWADB7FQHI4HNTX12Oz2XA6nZLXK/ppRSIRtmzZwpEjR3C5XHz5y1+mtraWkZERibQszwCJgabrOp/85CfZu3cvo6Ojss+waNQtUKACNjE2NiZ1RkXQnM/nKzRKBbNMTCARFLtcrgpRLFVVZVDd0dGBx+ORMPFyDsN6zJJewPRb0godfxOTkuUbMdd7t1GMRbPAhPqfTpf6997DOr4bx5JYGELWmEr7D3L3ZKs9KDMu3cCa2JjixronwNatW3n00Ud55pln6OjokDo7QtFhYGBAKjeIwS0CRtHhXej+iNRmKpWiqqqKz3/+8zz33HP4/X5OnDhBXV0d/f39/OVf/iWvvfaazC6VI1InJib44Q9/SCwWw+v1smvXLg4fPozP5+PKlSucPn2a6elpqfEpmGbxeFyu3uKahUKhooIrXCyRgSoWizIDJeIbAflwuVzs3btXqlEIicSNWMefj+PrUak7ZdLx/+vBuHi94n3FbkcLh9c0aMtNj8aofxMs8QVsjiWhocRTjP/mEeZ+5ciK55pHd6HGM2z6ywXR3sAtsA3OluRXPkopGPkQJu3fjW7oEut2gex2O7W1tZJ0IoLFubk5zp49y8DAANFolNraWl544QV5jMj5i6qrqqqShqiqKnfv3qWqqopQKITb7eaTn/yk7DOQz+e5cuUKDz/8sMzQALLBdW9vL36/H03T+MxnPsPdu3c5fvw4DoeDvr4+rFYrR44s/KgiUzU1NSX/Flgf4WqJCSFkX0zTZHR0lL6+PhobG6VbJKrVhmHQ3t5Od3c3V65cIZ/PU19/b8W01Uy/20fNH/aXNIAWvWc8uofhx53k/QbBa5uWhUasZIrFgvv7Z+l8w8fN/6kLUzUpenVu/dNmdE9p8odeXgacdmQXd7/sQM05sc+oMP9UUwcMpvfUAVB7uhbPdz9gw6YoKPu3o03F0IeXchiMSzdwjxwl1bC+WGBDaVCRCxcY/lgsxunTp7lz545kVY2MjHD37l02bdqEz+cjFovJ2EBUfYU2z4cffshLL73EoUOHaG5u5sCBA9TX1/PHf/zHEj8kwHSpVIpcLkdzczOFQoHp6WnZLvXatWs89dRT9Pf3c/v2bZn2LG95arFYJFtNuDJOp5Pp6WmJ8SkPgAWzbGhoiAsXLhCNRunv7ycYDHLgwAHa2krwS6EMcfjwYYLBIDMzM2zbtroUyZpsmTjCPLqLu1+2glKqscwcgNDF7cvSEBebFg4z8GudWFOljiymSEsqoHvKiltt9bBoAowdc4OiYzhMMg1lU1IppVEBxh9S2PQ95b6EsJazuV85zNTRIkrBhWOskbZvjVLs7a84pvnbQ9z+R43ozlInS/tQdM3XX/cEEO2JAAkom56e5tKlS8RiMQkdyOfzDA4O0tbWJtUeBPlc4P6FSzMyMkIymeT27dv87d/+LV6vV1Zq79y5Qy6XIxQKydx/oVAgl8vJym1/fz+XL18mEAjw0ksvEYvFcLlczM3NyYqt4BsLv1yA8EQlu1xkt1xXVATbly9fZnJyUgb7AlIdDAYlCjYajVJdXc3evXtlqvZBm+p2c+srDhaTZgee89G8hnpSZl+rTIHGlm8nBoCpLePKrGFMmxYTxWa7/8pumVnaW5l6qAiKiWnXybTq3PzNWrr+h5kK9lhxYIiuf1sgtbsJ51AC/fbyYsLL3mO9DydEpoTas6iEijQmLOBqxCAQADnh7gASbiwCaIES9fl89PT00NPTw5UrV2ShLBwOS3h0eZulAwcOcO3aNanbPzY2Jp9BdJuPRCJSqFbUBwTuR+D3xfuCnSY4w0J8S7h2IgNUKBTo7e1leHiYQCAgdzWBEi3vNfwgTd+1CdO6dNvPVa/NFchWaazYYKDMtJnkErer5nyOvpZ7DB0TzA02Bun/Uj0oldcwPEXGf3kHNX94uuL14tg49rHx+y6mrTsILu/SLqiLQt9HYOMF6SUSichUoxi8IoUKSEaXUJKemZmhUChw4sQJXn31VakDJKTRxeATq7WmaYTDYXkfkX3J5/OSGtnZ2UlbW5tstl3etUVM4nI/v7xLDCBdJAHTTiQScrKJoL9QKMgMkYhzhEDwg7aCd/nMkntkbT+pZ/DemRrFUDD6lpLnHX33xuu7B7QNuz+50PLDObqj+MCC7HVPAJfLJYVnbTablAbp7Ozk4YcfZsuWLXz9619nx44dtLa2VuwSgFRfEO6M2+2mpqaGSCQi4woRIAOyz1hdXZ3MOIldCJDQ6vKewaIHWGNjI48++qjMxojBLyAUYgcq5xqU9xwWciiChimqyMJFymazkmcsusULDoF4zgdtrqvLV5drP1gb/dJ6Y3lViHJzjGvLN6peAYAnTEupNP37e8ch9zJvzwrD02KsqRfBWmzdE2Bubk7Cf4UvrigKX/va19izZw/19fUEAgG++MUvEggE5Aoq4gWfzycDW5FtiUQiHDx4kJqaGlnlFSlGp9NJOBwmEAhI/19AJURbo9raWunfC3BebW2tlFIXQlvZbFamYwHZ6UbELaJSnM1mZQ1A+PE7duwgGAzy8MMPc+TIET7xiU/g9XppaGiQUG3h/ogd46NQhy6OjBJ5W6uoZvmuW++p+yNMn5nFNr16n62a88tTOfWZWdTsyp8pfN58IHWKuheX9jkDShIqD8it3BAcWqzeyWSSV199lVdeeYVAICBz7YI7e+nSJX76058yPV3KGZeLSgkfWeD1Dx8+TGNjo1zBBc6murqatrY22UNYxBBi0GmaRn19PT6fT5JSQqEQ27dvl2lTAVkWNQnBFoMSc00gPcvTtCLbJI5ramriC1/4Atu2bSMej9Pe3s7nPvc5CZu22WwkEgkZH1itVllUe1Cmdbaj7u7G/60PcIwt+OL1/+48lki4BGlew6Tb9O8GVw1oXadW1t3x9i0/dKxzKv7jy/N379f0iUl815biMvyXrauiYO/HNoQFEv7+6Ogo7777LtXV1UxMTPDEE0/w+OOP43a7eemllygUCrz//vtyB/D7/RXxgGEYkt8rGu1NTk5KmIHX66Wjo4Pu7m6J1XE4HNL/Fy5JV1cXY2Nj0o1pa2vjkUcewev1SnxSuWCWWPX9fr/E9QASlyTkUKAUs/T2ljArQiB3fHycYrHI3r17yWQy9Pf309DQgMvlkoG/4A0/KFNdLm7+ZhjTalL79qGK96a+uofoVhPdZdDykyrsx8+seq3i8Aj2qZYKNKgwT59lVaxR3ZvTxLZWyhY6xjVa/+QW+n12a1/JtGCQ+j+9Qva/206+rrQbBc9aqfnzc5jKxlOssMH+AALjL5pjRKNRbty4QU1NDc8++6yUEM9ms2QyGVkVFj0ARNAoXCAxCbZu3cr09DTxeJxcLkddXR0HDhzA4/FId0cEmOXuhd/v59ChQzQ0NFAoFGhvb5cBs6hLCJdEyKjH43FZiRaYnfKGeQIGnU6nZZNu0zSprq7ma1/7Gi0tLaTTaQYHB/nhD3/Iww8/zMGDB6U7JSRWHpSZ2zowbaXgcPxRHcpyNDMHFwby2FELrcfvfb22F2e5+Ru+CuaYUlBo+rObq+J09Ou3qbp0hNkdBqhgSai0/uGNDWt1Cis+sY+7v2Cl5kOoumEyXqqvEbqcRrHZGPmn+wjc1XF9f2PFtg0lqEXAZ7fbK7T9BVLS6XTKPL8grQj4s/CTBT5HuFSATJmKVTSXyxGNRmUPgXL8jnBVxP1F7UEQ3QUGSfjxwu1SVVXyjUVWSNQBxDXLJ5iiKFIqJZFI4Ha7JRNOdJAXzfnEdyP+3qgqRLkpuQJw76C6EFzbPY3LN6l95zDjxwxQwDFmofX7s/dstAdQ/WcfEtq1hVzEhetiP8UHNPgBxo7aMbx5xp8AyvBKPZ93ov3Cdgo1eZKdCptftm+s1rDeE0U6Udd1QqFQhUyigB0nEgn8fj9zc3MSQSkyMGIHyeVy0h0RbpHT6ZRk9EQiQTgclv8W2P7y7pRilRcFMTG4RWFKFK2E3IqqqmQymQoJRUGGF+lZUXUWWSKA8fFx2T4pk8lw+PBhAoEA169fJ51OMzs7y9WrV9mzZw9Op1OKASQekEsAoAyOAd57HmdajFIz6WUokIvN/92z+Pq6MewalvM3lpUoXNYMHfPCNWysTLhZrzmmTTKio1OZhKLhK2IIAKhiojodFf3N7tc2zAgTolQ+n4/h4WGsVivj4+P86Z/+KclkUsIUAJqbm6V8ogh67Xa7FK8VqUir1cquXbvkTiJU3cTAFylUkacvFApy0NpsNmpqaiTuP5fLSfKMELcVu4QY/B6Ph+npaQmVFhNL3FMA4QTH+dKlS5imyTPPPEMsFuM//af/JCey0BoV0AlRo3hQpseTa1JXQFfAXNsuYBaL8P5lVNZSGvvZWCa8tsyZ3tUMH15Z9302VAgTrkd1dbUUtk0mk/T19dHX18fk5CSzs7MUi0WqqqrYsmWLxAEBctcQqdBcLsfU1JQsRAkpchHkihVVQI0FAA+QuB6BMhUDVgTKIgAWHWF0XZcQCbFz5fN5OVm9Xq+sM4hAtra2llQqRTweJxAI0NfXRyqVkqT/RCIhudLl7pMo+D0QM/SKzM9K5um3PJAg8edlvr61PXu6YWP1gHXvAMJPFr78jh07uHLlCv39/RVSIYZhEAgE2Llzp6RLCgyRWNHFql5OpBHujlChttlsMiUpil3ZbJZCoUAwGJRuTjqdltklAdgT7pKiKMzMzJBIJLhz5w7FYpGOjg4JgRD9CISbJoBzLpeLeDxOa2srFy5ckJXf48ePoyiKnEimadLc3CwnjiDx5zcICVhsrS9FufmPVlGaMBWafjy1YcLMAzFFQevqoFDjxdY/RXFoeE2nhd4dZfLRe++c3tvRn0+LJDHIRCAaDofZvHkziURC9vsSA7mxsZGHHnoIr9crldsEB1i0QRUBqCh66bouNTwBmakR7olIZUKpkCVW6bq6Ohlsi+6OgFSRu3XrlsQM6brO8PAwv/ALvyB7GggskNiRRHAtut80NTUxNDQkXaHyRIDH42Hnzp1SEExUyB80Fsi4fAv0faAtv0pWn9Puux/vR2FawM/oL28jtr0AFhMl1cCW/yGxJiqnPjoO3GMC6Ar6jRWKZWu0dbtAImgUvrLD4aC7u5vGxkap9BwMBmloaGDPnj00NDRIdTYBiBP9eUXRy+/3y+4swscvz/uLSSKI6YL2KKAP5ewwAV0Q5wq4wo0bNxgbGyORSJBOpxkfH5cd50XdQaQvhdKdmJgtLS2EQqGKYpqoVtvtdqqrq2ltbZUrfrFYJBqNPvhOkYbOpm8XCH1gwRKzoORUrLMWwu9ZaHxVJfxXFx7s/dZhit1O/z/ZRmxPDqxGCdHpKdL/f9uGYr036djM5XD1rH6c5451TUH+arbuHUDwfDVNw+l0SrmRw4cPMzg4yPT0tERgbtu2DVVVicfjMjvi9XolC0wEuaKJnegFlkqlZI8t0RJVpEdFcUlMKo/HI6HJoqu7gDmLyfr+++9X6AaJdOjs7KxEe4rJKEB+QqxL0zSqqqok3VIo0YlioMvlorm5WU7IqqoqotGoTBQ8aFNPXqDqJIQDfhS3GyMak8oKfxcC2dxjO8i0L935MpvWvhu2/mU/13+7YcWdLnR1Y6rbsMFCmOi1lclkZJW3s7OTrVu3MjU1hcfjkTAAocspBogYmALzMzMzQ01NDTabjZmZGbxer8zFCzkT8ZrYFTKZjERfih1BFNqEJKPI+CQSCSYnJ6VkipgEArVqsVikZKJobyTcr/I4YMuWLYyMjHDp0qWKQl44HGbnzp1S4l2I84r07kdlejQGG1SHWMnUnVso+p1Yb48s6SZ/L0vWW4GlsY91orIR3mpWHBml9q1mxp9YmmRVMhqOtzYu8rshSqSQAxEFLKGXKVwV0V9L4O4FwMzv90u4gRjIoqtieVVY4P3tdjter5dYLCY70QgdIKHuIPBHgk8ginPlzfKEnpDYrTo6OpiYmGDr1q3ycwj8j8hQCT9eKE/Y7XaOHTuG1Wrl5s2bsoB25MgRIpGIrBuI7+KjAML9LCzzwkGGPm2gaAYk2tj6v9opDqzeU6DcgrfSTB+yg81YSNlmNDr/bR+Gw4GxgrT7YvN9+wy5wEHm9pWt9rpC1/+ZfCDk+w01yhb6OEJ0NhAISHCbCFhFnl5khgSqspwPLFbhclU3sdKLAloul+PGjRvcvVsKepqbm9m3bx+JREIqRAiVOqEaJ6q8oovMli1b+OCDDyTYbtu2bXziE5+gurqa2dlZKXglnjuVSkm1iPK+BLquc/jwYWpra6VmaG1trYxPRLVbqGNsVBViQ7bGYli5WepqGfqMjiJcD1+Bm/+0gc5/Mbnmqqvy/lW6xxoZ/kwD8V2lc6ouaZiZDH3/Yi/OCaj5o9P3uApg6NT8hzNouQPMbS2pYjSdyCzbSWY9tqEeYSLvL/LfwvcuF7oqN+GTC6VnscKqqsr09LR0qYRPn0gkZIB94cIFbty4QTQalbgji8XCrl275POIoFe4MaLQJaiXLS0tfO5znyMYDPLOO+9w9+5dHn74YZLJJN/+9rcpFot8/etfl0T38u7zQiVCCGkB7N+/H0BKHwqFuvJnyGQy+P3+9X7N6zNFQevuYupgFclmhabXUyinV5BqW8YGfrkdRatcXc1Qnujn9+D/Tyu0plzGigPDNLysEd9VAs3F2yD233ejh3LkmhTqtnauKVtlFotU/cf3CHm9mNncml2otdi6s0DlTalF6lIEueXBo1CCELvFwMAAN27ckEGqwAEJLI0IKAUMQQTFd+7cYXZ2VvYbiMfjXLx4UVZeBbRCBLLlynVicpqmyb59+6itrZXShtFolHfeeQeA/v5+rl+/LsFv5ZNKQKKFPy8QpIVCQaZOQ6EQiqIQjUZxuVwSpiGC85+JKQpTv3GYm/+dm7knsxS6Mtz5hhXVe2/4hLBU6/LAhpkda3PnVK+X0d86xNC/OESueQExWozk0UPzg1cx6fnK4t7wq5uRSDzQwQ8b2AEEjkfQ/0QOvVxLU+wAg4ODTExMcOfOHWZmZsjlcnR1dXHs2DE5wHRdJ5PJSKCccGl8Ph/FYlG2LhJxRyaTIZFIMD09TVNTk6wPOJ3OinSm2+0mn89z6dIlrl+/TkdHB6FQiEceeQS3283rr7/OqVOn8Pv9cpUvH9TlsYogzgg5yGg0is/nkwU9gfoUBTCHw1GBkfpZmPHQLuIPZytWNs2hE392G57vrG31tk1rFNxLJ4HuWlvIOfvZ7SS3lj5zb8fKDSzy4Z9/qW5DhTABAxBgMlhAPopMTzqd5kc/+hF9fX2SXK4oCul0mq6uLlpaWiQ0QihNCL+6vM/v008/TSqVoqmpibm5OXw+H+fOnaO5ubmiaCVSp0Igy2KxMDk5yQ9+8APZPyAcDvPrv/7rJJNJent7ZdryU5/6FM3NzdKHF/8XkA9RwxAxTTablSQbETwL11CkdPP5/Iab5N2P3f1VC9oytdFEo7qCkudS2/Snw1z/F3UorspJ4O1dG7Fn6lB5x8YVUsA5jfbv/PwnwLpdIAH0EulP4WsLdQeRH/d4PBKnI/LhotAlcDbCTSkXuhVCurlcTuqIfvazn2V6ehqHw8H27dv5/Oc/LxGfYnC6yriiwm0R6mz5fF7KoP/VX/0VL7/8MoODg/Lcuro62QNMYIoErLscViECXUGDFM8tVCFE3SGdTsvv4WdlimX5AeeaWHvCsDgwxOb/kKqAIROz0vBXN9d0vpq5t6vU8mMTy4lza36mj8o29MuUq8IJhKcYDCIjk0qlOHDggPTtTdPkzp07VFVVEQ6H8fv9zM7OylWzvAeXzWbjzJkzXL9+neeff57q6moCgQBTU1N4vV6qq6vp6emRtMlyqRIRE4iq7dGjR2U6c2Jigt7eXnp6elBVVa7UAtUqBrsgtQuqoyDICAJ8LBaTIDuhiAHg8/mYnp6WAfHPMgvkuWInvXcpMb769Ng9Icuq10thfyf2GyMUz13DNPehAKau0P0/96PHkyjWe+fxm18r0vd5tVQBXsFssw/Wl1+vrXsCCGlxkdkRg0gEtqlUips3b1JTU8P27dsJh8P09PQQi8X4yle+gmmaeL1eZmdnZbxQjg4Vwe7bb7/N5OQkfr+fxsZGnn/+edmidGZmhpdffhnDMPja176G1+slnU7jcrkkd1jsLqJbyyuvvCIzOQJ6rSgKLS0tMl4ApEq0UHcTE0U0xSgHzAlutHDlEomExC6JHeGjNtXlwsjmaPyPN7jVtBklvBB3GLM2igP3BqGN/MMdJHdlUabbCJ9vQ9HmB2lBxagJMvAbHRgWk01/OkKxf2VVCetrZ9k63MXN/7IK07eM+2coWG4O/p0A6617AiSTSVnpFSnN8v/fvn2b48ePEwqF+NVf/VVaW1s5f/68DFoFX7ZccLY8RSqIJCI/f+rUKQAeeughamtr+ZM/+ROZfhwfHwdKaUi32y2FuUTHeDEIBfxCxBkiqG1oaGDv3r1yFxP1g2Qyyfnz57l58ya6rrNlyxa6urqkgJcI4EXsUb4jCtmYXC4npWA+KrM01HPrv2nGNqvS8r+dZ/MfTXH7d0qsET1hpfv3JyiuoRaQ6M6XVvxQnsmnF15XHDo3/2u3TI0Of7aR2t9fXVZFv34bRT+8bPhb/Z51eeqkqlF8fDfRDhvhc/EHlutfzdYdA5QHgwJHIxCimUyG3t5e4vE48Xict956i0wmQ21tLU888YSMEb7zne9w6tQpORgF5sblcsmOMqJqLHoHTE1NMTIyIt2NqakpWTsQVMlkMikDc8EqEyt9IBCQro3T6SQUCnHkyBEJeyhXdhgcHOTkyZNcvXqV3t5e3nvvPWZmZipcIxEfiBionN1Wrnj3Udrw51uhNke+O8P4P9iLXrUAla4/oVLsGyDzwkEKT+5b/UK5lYeDUobHUdZI/9LyS2MBJW0h9Ffnl7mBwsR/dYjBb+gkHk9z55/Z0LZtXtuNNmAbYoSJ7IiotArUo+DIihX15MmTOJ1OnnvuOQC+973v0dbWRjQa5dq1a3R2dtLc3Czz5uVNKbq6uhgcHCSbzTIxMcGf/dmfYbVamZiYkAptTU1NMu8vagDl3GQoZaVsNhuNjY3E43GmpqYIBoPs2bNH9jYQFW0oBdCnTp1ibGxMYpaElLpY2QXbTNRCxGcW343gHz9oWZTFZpb9iomHMsQOW1Dn197JfQqxtiNkd2YwDdhyp2lFSEPojMbM4/ce3f7+tc2AhreK9H+p7IWsxuZ/F8NYJi0c+8oh0kdSkpuvWQz6frGa5o94E9hQGlTkzEUxSxTHRIZEpA6bmprYvXu3dG8EpEHgdqanp2lpaZEDRyA9rVYrTz31FDMzM5w/f55EIiGhEILoHggEePTRR+XgE0G4CMhF5kYMcEHMGRgYYNOmTdTW1pJIJGTDC03TiMViTE5OMjQ0JDnC6XRaFvlyuRxOp5NoNIrH45F1i2QyKWMOkY79qFqkllvNuSz9exf+rZat1mZjlmxj6W9FhbHnGgn/8fITIPyTu0wfaEPxrDzAzYyG660bawKhOd6+hm/LbpItBraoSvtfLVV2hpJM+9QzORYvE7nQRx8lbIgSKVoMiT66ouJbKBTo6uriyJEjMv343nvvSTDbo48+iqZpTExMSDdHURRZVAIqpA2PHj1KXV2dnHQi2PR4PDz11FNs27atQiNIpGMFdFrQJ6PRKE6nk5aWFg4fPkxVVZV0UcTEEf9dvHiRTCYjoR7xeFwKfQkTxb/JyUncbjczMzOy+FdTUyM/y0ddB7CcuoqeXH4tMwqVP3EusHKKUp+aovWllYe2mdXY8oeJNZPmjXSa2v/9NJv/xxu0/N7ZZQc/gHFgG5pl6X2tiQenp7SSrXsHENkPQUEUgawIam02Gw8//DChUIgzZ85IIvnY2BjV1dVEIhGi0Sjd3d3U1tbidDplzt9qtTI3Nydz/IFAgOrqajKZjPT3RVvWrVu3SqZZOp2WLko8Hpc8A6vVWsEPjsfjksQiXCQhmyhW+VAohKZpNDU1ycquIND7/X4mJibkpBUaR6KdaiKRkIF5LBb7SLRBy80s5On+vXFiB+oZ/2xletF9zU6qVUcN5DFNaP3m4KrpUMfpW/DVzmXfC5+2YFxeWy2g3O7FADMcGiyTE2p6/f4q6JrPd9+SjBuWRREDR2DwBfdW+Nzj4+MySD537hzxeJza2lqee+45Nm/eTGtrq1RZLq8Ei8yNaZqEQiEaGhrkZEsmk1RVVclKby6Xk1wAUW8QHGORmRKwimg0SiKRkLLnYsUXLovYOfbt28fQ0BDbtm1jYmKCgwcPMjs7K1tACfcqmUzKSrTYtQqFAlevXuXGjRvouk4kEuGFF15Y71e9tt9jYIj4Ly7t+pjanmXz72fp/UU/niHuyck1EgmIWiGwdNfyDn00uXvL6WsUvrYDq2vhnsWChvX962tytVS3m7F/sIvYtiL+6xYafjyy5ntviBIpGE8iGBa8WzHgBYxAIDpFa9NUKsXt27dpaWmR3VgMw5D5c5FahFK9weVy0d3dTSAQIBgMUlVVJQVqRepT5OfFyi40f4TanGB5iWKW0+nEZrPh8/lwOBwyqyUq1oFAgM9+9rNMTk5y9uxZenp66OjooKenh8nJSYl5EoA7scuIXe7ChQuMjo4yOzv7kbVKXWypZQpgqsWk9wt+2v6n84T+w9qwQG0vLaMIndGwfbiyVuhGzMzl6PimgVkm9Nv2f85L0qwhhhr8p7vIHktgr8qQfThBYmdkzfde9wTQNA2fzyf7AYsskNPplGlCIVQrgkuxQopVVDCqPB6PVGkTQbVwV4Q8umiZ1NXVJTtTtrS0SBK88LPFii92C13XZWNsl8tFKBSScAmRjhX1BEVRGB0d5Yc//KHsNFNTU0NnZyfd3d3MzMzwrW99i/Pnz0u1aSHOa7VaZfFtaGioArkajUbX+zXfl5nF5X9OvTWL2tywZpkUy5sXsQ7aJRTCzGhs/g+ZtQtm3YcZD+/GeHQP2lsX0Gfs8nVH/wy9/+Ne7v7OzlXPV+x2CjvXj7bdECdYsJ+E0lq5Xr8IVgWJRKA8BWVw69atEjsjfHqR/RGBrPCroTRYDxw4wNTUlIRZiIEn2Gfi/wKVmUql0HWd6elp8vm8jE2EyyK4COL6uq5z8+ZNPvjgA7lbHDt2jG3btnH16lXOny/lrwUXQVAqy6mRAqYt6gXlQft6TXU41sR+UuasULPUbzZNIH4fg8TQaf+fLmDs7CTV7MJ/fmLFAHYjZmlp4tY/BgWTQMdhLAlgHiF9/V+GsLrTKJQG+UpEnOLRbajq+pMM694BTpw4IbH+wsUQCEqh32OxWOjq6iIQCMjjPB4PTU1NMnMj/HahI1remRFKRTVR2RUaQNXV1XJgzcyUupWIzo6iP5mAI4v2p0KjNJfLySBYnCeyQSLQBRgeHua1117DbrcTDodlJ5hy/VORYRKFOrHLiDZR5fzjjdjd392zpuNqVhCDtt123jen18hm4cMruL/3wUcy+AEK9VWoiomimMSeSkNbWr5ndZcNamPlnWvsyMYSDOueAH19fRLROTc3J6HOYpUV1MLGxkYOHDhAa2srXV1dPPTQQ3R3d8vqqBCUEm6MuIbA2ojXBa9YKE0LFKaYVCLNKdwtQWIRRSwBWhMNMMQk0XW9QrO0q6sLt9uN2+3mE5/4BHNzc6TTaZqbm2ltbaW+vp4dO3bI4L+cmC/6ilVVVeF0Ojl69CgHDhwgFLo/4sdis3XGUdeQSfK/eAFleOE40wDG7LT98c9fI2g5s1zrQ9dLQ9A0FQrJ0mJVSNgoxOb1mW65VwXfOSc3prixbhcoFotJLI9wZVwuF9FoVALkhPyJkAsR8AMxQIXfLLDzQr25HI1ZXV0tiS4iNhABq2hoLSTORQoUkBkkQVQJhUIy7gCk8rTQ/xEuTGdnJ1//+tfJ5/MMDQ1x6dIlAoEAr776Ko888gjV1dUyLaooCslkkurqagqFgqwIP/TQQ2zduhWLxcLw8DCf/exnN/QjASgOO9zDDTJzOTr/9V3u/jebUIrQ+FYe23uX0dPpVc/7eZkej9P01xZmuq34+nXibRq5PXmwGnT8hUnBa8d1YnXlh8hPR4g/GUBV1zcRNsQIEx0YRSAs3AqRhw8EAsRiMfx+P+FwmHQ6LTNCgCyG+Xy+ihaoQEVWpZxbLFhnAnogqr5er1dCkMWKXq4hJGAMgCS2i+qwmFginVtfX8+FCxd4++23ZRA/OjpKMBjkhRdekGlTkakSGKOpqSkAdu7cSbFY5D/+x/9IPB7n+eefX+/XLE0JBtYkf6JPTdH+2zEwDcxi8WeiEaTY7Sg227qCZPvLZ2h41cLdf3UAtbEEQ7E6ivR+3kHnP/kQ4x6Be7F/kPD365n5fEq+Zk2svYK87gkQCASkKyG6OoqClMgKCSzM1NQUjY2NUpFZuCaCrCKQlKKvr6IokmkmFB9EI72JiQm54oqMj9gFnE4nvb29nD9/Xro8O3bsYNOmTRUBq5BhEbxj0R0ynU5L6HJPT4/E+ohawdjYmJxsAgYhJtjY2Bjf//73MU2TX/7lX5aMMRGzbNTMxNqD2AfNm13JVIeDsX+4l0S7geHSaXmpNKDv14wD21AbK3cpS3UWS30dxZHlmwEaj+5h7LCTplej+N+4zcznGwAojLqxvr2GRsniPvf9tPP25JNPEg6HmZ2dlau0IH8LuROHw1GhDVSO+xf+uuD8imC1XORW9PAt1/epq6uTXGTBKBOr+fT0NG+++SbT09MyAxONRolEIgSDQUnQSafTxONxqTwhslcC4izijEAgILkHXq9XyrELjSCfz8fc3ByapjE+Ps7Nmzdpa2vjxz/+Mc8//zzf+MY38Hg8DA0NsXv37vV+1ejXfOjTHz00+H5t4Lf2Ytk/h8jUT39DpXFyB+aZ+5MrH3rKDaSWvrGKplLvr4HVnuBmhxvn0BagtPs0vGWg2O4tvShs3UHwnj17pHaPSFWK1dNisVBbWyv19gGZzxeYf7fbLVOYNpuN2dlZRkdHpRQKIAexQHnGYjHpxojgWSgzeDweenp6mJiYIJFISH8/mUwyODiI3W6Xg7m8v5jb7UZRFFlIEy6RAMeJhh1Op1PyjwGpcuF0OkmlUrKXcTab5W//9m+5cOEC4XCYq1ev8kd/9Efr/ZoBaP/9+4cfrGqqVvpvA6bs2YZlfyWmX1UNer6wVubxgpnL0DgNU6E4Or7CzRWs9lJq2R7IYuxYcL3Gv5Qj89i2Nd973TuA0+lkcHCQ48ePs2vXLvbt2yehxALSLESuBDa/HDotlJtTqZTsBi/SnDt37qSmpkbyaUWRTRDQRfwxOztbIU8Si8VIp9OydaqIN65fv86ePXsqulMK1y0UCslzRSMLi8VCe3u7xPYXCgVqa2vp6uqSXAEBBhSFONHHIBqNsmnTJjZv3kwqlSKVSm24EKbPzWGpq2XsM21E3o9hXLy+7mupO7fQ8+Ugpgb2GYWWb/av6GasZuMP+4GlpBZHZ2zNdQthTW9kGVgEP9L6nCsLepkmxaKGxbL0fVUzMKxrV+Nb9wR48cUX0XWdsbExhoeH2bFjh1xVhYCUGPCiyCXAbCKAtdvtjIyMcPr0aaampqSCQyaT4amnnpKDW8CtoeQiCd9dFLIEAnV2dnZJOyKB/RHul1CLFjh+KA14t9tNLBajqqoKl8tFV1eX7FE8NTVFR0eHdL9E5kqI6opaQWtrK+Pj46RSKV5//XXa29u5fv26lIJfr03+V0eJdxhUd03T85iTtq/cv9obgFZdxd1/acPjWmCo3dhWy5Z/mrnv5napBpPl2n4oiokaDGCMrbB6L2Pq2xexPHyE7OYsmsWgmLCy9d/cWpUyab3twuzeeGV63RPggw8+IJfLEQwGKRaLjI+P09raKiu+Atej67rk/kYiEdlhRfjwly9fZmxsTCo/xGIxNE1jbGxMcnxhge5YTlyfnZ3FZrNJN6u2thar1coTTzwh/fnXX3+dtrY2mS0SVWBASheKjJXo7ysEew8fPkw8Hqejo4OqqioZb4idRGSIxLN95jOf4fjx49y5c4d3332XS5cuSXmWjZj12SlEGB3wZtC2bkK/duu+rzP8K1vwuGYqXgsEUsx8aguBv3zvvq7lHYDilqWv67qKPjV9fw9mmjT/63OoLY3kG/zY74xSvEeTvrY/vMON/7kVe2Bj+qDrjgGCwaCsiAopEZHbF6yoVCol+bCi24somAm8ztDQkPTtRYZoampKYvcDgYDMCAkdIkF2Ea6V2AUOHTrEM888Q3t7u+wV9rnPfY69e/dKMV8hnSKa5sViMbmTCPl1QaEsFAoyjkmn01LmRATfAokq9FEFdkkgRIWr9KDh0MXA+loupfctBcvBIh2fNVrdjwbI5Zahep7zr6uJtZnLod/uQXvzPMXhe6M59ampUh+0Ddq6J8CWLVskAaWmpoZgMCjbGglhKyF1aBgGwWBQdoEMh8MEg0EsFgvhcBir1UpNTY10UURWSbgrwpcXHSBFlkbUAQRuJxKJ8NRTT6EoCleuXCGTybB7924aGhokHieVSmGapqxUC0yTQLaK2EEo1ZXLPApkq1CPFoW8cj1QWOheXx5APygzTQXL9YH1nTtlX/71dRSRiiOjtP+rIpn0wjWTIz6a/refndbPYuGu9di6XaBcLseePSWMSldXl1yJBUxB+OxC30f07hUuhIgFHn/8cVnlFSnKwcFBamtrMQxDNrUDZNd4cb1ywdoTJ07Q1tbG7t27qa+vp6GhQcYKiUSCt99+m23btsk+ZSJeEQhOoQMqgnfBK3A4HLLfsOhMI3BD5b2ARY0jHA5LlWuHw0F1dTVNTUtx+vdjU0NB1LSK4daJvK2hz60PlrzpWymm/p9LXw+/f38ZocxnDmLJGFhfP0fox4dIfankUkZOKZi5HMUn9mGbTmNcurGu51yr2fscmN1LgXCWzNp3tHVPgBs3bvArv/IrEuci1N9CoZDc+kUxKBKJyHSmoFCKFTQcDvPMM8/w2muv0dzczJYtW7h9+zatra3///beOjzO88wePsPMM9KIwSKTJDMGbIexwSZtmnTLW9hmt+2Wtt3+trjdtltKu2k2TTkNNtxwYscsyyiTTLJYmhkNgzT0/TE5j96JnViakZ3k29zXlSu2NCT5gRsO5DmrsJD2+XywWq2IRqMCfLd3717s2rVLdIPa2trwwQ9+EDKZDFu3bkUikcCWLVtw7Ngx3HHHHXnFM9lcZIHR0oiMN6ZbXPgGg0E8f2RkRKRJ9BxYsGCBUMnW6XQoLS3F/PnzC/01AwB0zhiqbzkEmVJZnCb+9n0IdS+HuWmy4A0EDGh+aOpGE4q5zfB/ODfvUTasyCPkx1xyjH9qBZKXBjExoULDnW6kplEMTzfqfz+Aw9+15XWD0seN0GyYukVUUW1Qs9ksTmMueLPZLNIIFqwUsWLhm06nsWHDBgDA+eefj2AwKAwn1q1bJxxfOCOQqi6MjY3lcYcnJiZw6NAhJBIJhEIh3H///ejq6sKdd94Jv9+P+++/H6lUSngAcKpMFWcO4kjHDIVCgsBit9vhdrsBQHSR6P5CEzzedFTKJtmGADnORIoJo248BzUoENMjWzwPcbce2qc7YDsgQ7op9/XASStm/2gQqWm8rmepHTJZAACQviS/c5Rd40cKgAyARpOEb20tLH9+6w2grK1G1qBD9kTftH++1ImTmPVTM3quNkITkMHUm4b5yV3TOiQK3gDNzc0CRkCAGpGVAPIcHFOpFNxut/AB6+vrw/PPP4+KigpEIhHMnz8f8+fPR1VVlYAeDAwMoLq6Os8BEsilQcFgUGwIpVKJ6upqHDx4ECMjI0L6xOv1CjGsWCyW1+cnSd5ms+VJu2ezWbz66qvo7e0VN0Jra6vQDKUAFgtlvV4vOjzUF/X5fCgtLRXOMnK5vGin+PiECtkCjfZkKjV6/lUGnSaEQOMKxMqywme+ZKsMGY8PyrKpn9TGwSSmCu5WTLx1bSFbPA89X81Co0rBPzwXtY8C6ud2TM/fePs+1O6YbAtPt5wveAOsWrVK/AOz2JXCkEl0YY6dzWbFnwkxDgQC6O7uRm9vL77whS+gr68Pf/3rX+FyudDR0YG1a9eivb1d1BT04qLfbyAQgFqtxpIlS7BlyxZ4PB7Y7XaMjIxgw4YNwqiPZthz5syBxWIRsAumNoRvHzhwAAcPHhSFtc/nQywWw2233Sa0Q6k2V1JSIjpgLHhJpQQg6gqgeKPskl/qpuzM8sZQVJVDr81hgxRrfJA2ZL1XJjCyeh6Ulgk4nqmF5U9npkxqNx5E+hO1UCjeeqmlUgpYN/e9KQFfrtXi6L8oUWLIHZi6ah/i/ySHfGLh9EVzi3CKLHgD2O12gf5k65N8XmJ/wuEwXC4XwuFwHj+X6m8ejwdmsxmzZs2Cx+PByZMnceDAAaHm1t3djdbWVgFRYKFN5QgSabLZLC688EJs27ZNMLL27dsn5Mv1ej3a29uxatUqAZ6bmJiA1WpFX1+fMO7bv38/IpGIWOzZbBbDw8OCXklINafTxBZx8s0OE7WA+LxiXSKVLxXeWclGYwBO3/0xG+OAMdcaDb0vBcufzvx6mWgUqYNmyOcGIXsT6fNkUgnbwwakBrre9HXCV7WhxO7J+5pCnsHIUg0qXj7z55ipKLgNSvEnuqmzLw9AdIMsFosgtHBaK5fLUVlZifnz54s++r59+/DUU0+hp6cHer1epEEVFRUi9WHXiDgi5u6sOy644ALcdNNNgqvL7gwZX5deeqkoePkZOZBTq9XQ6XTivVmsm0wmsZHZy+cQLBgMCogDcUGhUEi0REm6Z83zdkV6ZBT+wTNbNCUnpn4W1n9vD5x3vzlZ3fVnHUwPvPVtEnOefumNW2feUvatoihVCBavXOB0dWHPnoJXVqtVEOSTyaRwaKFZXX9/PzZt2oSOjg6xqMrKytDW1iYWeyQSEbk7p8PxeBxDQ0NiwdGg22w2C7M8rVaLkpISIZmo0+mEEw1Pa0qaNDU1wWw24/zzz8ecOXNwxx13oLq6GuXl5aLgl9Y8DLY9HQ6HYKTxttPr9XmeBW9HzPnhmemQzienPqzLxGJQP9uRp+IgDVPnmbFF7heHkTnN842959ZVs+ANQHCaUqlEWVmZ+AensyIXFfNfPp79d5vNBrfbDYPBINCZQM5eqKWlBevWrYPdbhdQZ7PZLLx+pWrPLpcrz1ijqqoKDodDTH6tViuqqqryBLCkOkLkIMtkMsyePRtXXHEFVq5cCb1eD7/fj1tuuUWkOlI7Vr4G0xv+XMQISQlCxRbBxUbqeA+S6Tfv9Qd6rLA8fBrB2jNENHzqpkkmlVOb5B49gegLpXmbYCxsQNn9MzA7mIY1bcEbgFNQFqhS2DKlRkgKp/M7NYNoQFdeXg6r1Sr0/Dk5bWlpQVtbm9DyIReYg6XczygT7o3hcFjk9suWLUNzczOqqqpQX1+P1tZWtLS05MGvOcgijVJKhl+5cqWoESKRCGw2G6LRKDo7O8VjCYcgyE46V+C0mwV2PB7HCy+8UOivecYifsx82q/HEmo0f/1AQSSahl+nEZNMgsfHVbA/qJ9yF6fsp9vg6SoRf094dEgHAsDyVigc9ml/HgCQz2tBas3CMz/w9Si4CKaUiVT3kvkvEZP8P+EQgUBAwApoc0QJQcKkNRoNamtrBaWRCtMWiyXPcoi1AQV2CZ8uKSkRZhhWqxUGgwF2ux2hUAgmkynP0lXqFh+JRBAIBFBZWYnS0lLxOh6PB/39/XjxxRcRDoexZs0aAe3mZufMw2KxYHR0FDZbzhmRna7OzrffCmjWg6efAhteMhas9yPbsgdNnjoMX+yGdiyLyt1epA/vndJz5QYDMrEYGv4SQvj7r39RlcXop1dAdYUHnt4GNH26Y3otUQCHPmdC+UtTn2wXJY0ITMqWSE9XTkHfeLqyQGW6U1JSgjVr1mD//v0YHR2F3W5Ha2ur6MoQnEb+LbtDVJNjgVleXg6fzyde3+12i+kz8UmcWXCDMiiJ/sQTT2BoaAirVq2Cw+HADTfcgHg8jv/4j/8Q2J+DBw8Kuyf+DMQAMRVj2kO16iNHjrytRbCI7fuQeWElYiujMBoSSGfkkL9oQ8m929/Ew3FqkT56Aq6jucHhVH/K7Mo2HPqYCoZuNcatWZQg14kqr/IBr6NGyuu8UMxuRPrANGAfMhkqanzIouTMj309inKK58SXritvJL3Tk4uWo0RcEjWp0WhQXl4Om80m9DadTqewMJIa0HGmQNFa0i+ltqVSL4BEIoFgMCgmtxqNBrFYDOFwWADxstksRkdHYTKZ0NPTg0QigcceewxqtRrz58+H1+sVrDOmYrz5WNAz7QNyShlkyFEuxeFwFM0HmKko/cVmKJ+sRnBxGTRjKShf3lzU4i80jr5fh/LyUaD8rR+X0UzTWCSbxajfBNc0nlLwBiDHl4JW4XAYfr9fmFPEYjGYTCaBouQiikajAtognfDa7XYkEgmR5pjNZhiNRqGuzE4KbwVq8hMJygKbOTjJLbyZuEmZq1PT1Gq1Ci+v0dFRuN1upNNp/P73v4fH4xG6pXK5HPX19TCbzaLPT3SoTqcT7V7eXnTOqa6uxvXXX1/or/lNQ+F0AKkU0sHQtNKEVE8vDG/h73VOQnHmz5tIKmE+eGzaG7T+x2kkLVNXiit4A9Bbd3x8HB0dHRgZGYHX64XBYEBVVRVaWlrySDFMWcizJS+AGCEOmOLxuHB7YepCrjEnu5wsUwiXC5wnMEn2fJ7ZbM7bLMlkEqWlpYjH43A4HIjFYmhpaUFPTw9GRkag1Wqxe/ducQOZzWbMmTMH5513nvicnHoDyOMnGI1GRCIRyOVyWCwWpFIpzJ49u9Bfc17INBr4b16IQBMgb4kgnZZBccCI6m9vmXau/HZG9TMZJP/pzb8/kVJC+wcbMonpo16zO7qgnEYXqKgN4PP50NHRgb179wo5xGw2i5MnT8LtdsPpdArDO3aKtFothoeHxQCK7UNpnUA0JZAzwaDej81my7NRAibJ9gTeRSIR4TxJcgqhzrQ35QZUKBSCeLNixQp4PB4MDg6KdGx8fBxmsxmtra1YvXo1NBqNENFiIa7RaDA8PCy4xeQxcBPS2mnRojP4c00hjn53AWraB2CWTmAv8CO1sQD4wNsYmr/vwMD5y1HSPnLa7xvuskDz922FvbhMBvn8qXuLFaUOnUgkcODAAfT29iIYDAqieG9vLzZv3iwWK4FibJmyiGWtQB0gpibE6dOLi7LqQ0NDCIVCeQw0bgTi8aVy6WazGTabTeCITCaTqElIvQyFQvD7/dBqtbjxxhuxdu1aNDc3w2QyidYsDTpY8+h0OgwNDQmusvR2ozEfAEEZZaermFA4HahbMAD5aeAHx287t8OjoiObRcO39yL6jBuRRD5MI52RQ/vC1OHMbwyF1YrgHOuUH1/wDcA5AKey1PNhe7Gnp0f0/KUqzBxYMVWhNg/TDaldEbs+zKkJrSZUQrqxpJRKSp8Eg0GMj4+jtLRUDL2MRqMoXnlKs3aoqKhAQ0MDysvL8eKLL4oaobq6WnwmEnDcbrfQN2KaRn8EbmRu/urq6kJ/zZORfnPwWU3lNDm474DIRKMo/flmZDvaMPglOSz6ODJZGSLrS2BJHS38dSNRqCLngBDDxWe32zE4OCh0/y0WC4aGhoQuEGmGbH8SHh0OhwXflm4zhBi/UXKR6REf6/F4hLy5y+VCMpmERqMRi4+5ucFgEBuNFkrkJPDz0O/YaDQiEAjAYrHA4XBg2bJlYkBHTBD/z9yeNw7/z1at1JN4fHwc5eVnaHdMIdJ+PwJxF6y6U3m9/pgOxTEO3jxkGg3kNZXAWABpr+/MT5ju62/Zg/IftWFkqRs6TwaVDxTXls0mJ6B7bveUH19UG9RgMOCyyy6Dx+PBokWL0NPTA4vFgrVr1+alBFyEwCQ0mCd+MBjMy6nJ0qLkODcEyfWbN2/G8PCw8BprampCa2ur6EiRysjbR6fTCWolEaQ82clgY6oWDAbFa7S1tSGZTAp7JXZ+jEYjJiYmEA6HxQzBYDCI4VomkxE/s8/nEzXMTIT69zZkPpnIS4MyWRmSHbYZef03RvSGZRi4LIOaGg980VJktjej8j+3FQU/Pl3INu+Be3PuzzNRyk9nql2UTSqHTu9///sFZEChUKClJaeXwTZnNpuFyWTKY3kxlZAaVBNzw7SG5BO5XA6j0Yjt27dj48aNAHKDppMnT8Ln80Gn02HevHlC45OkeeksQaPRYGhoCEajEWazGT09PWLhUryLt00gEIDJZBI6pGyZUj6FKY7dbhc3HGsVCvfSMITGezMRxoe2weNYAduNk7XAiQEnWn7RNeUh1FRDMacJ5s/2wSnPvbJVEwcu86F/dCkc905PQuWdHEWB4Q4dOoRUKoW6ujoMDQ3B5XIhGo2KfnswGERXV5fo1DD3ZnCKzHQnEolArVaLU5eF9vj4uLgFwuGwWOAkrXR0dCCbzcLn8yGTycDj8QgYBNMTAIIcw1YrySu8zajwwDTK6XSKuUMikYDBYEAkEhG6ofwsVKtgIc+bg5PnomVRZDIoqyoh12rh+p8tGA1PDtbMnVqkQyEoGuqQXrMQMmXBZ1pehGbboJafuq0cH+iDTDV17c13ehS8AZ5++mn84Q9/wIEDB5BIJFBXVwePx4OmpiZhc3r8+HE8+uij2LNnj1BoyGazwtiCiy0ajYpTmnAKzg7IGchms8L6iHALbiDKl7hcLsTjccFLpoocQXmkUEolUjKZDKLRKEZHRwWRh5NrMs7YtuWJzikyPyeh1qxDOKMgdLtYacSBf12BwV8acezfF0AxuxHRgUlel/VoErJFc3Hsuyakv+ZD35eWFvVejOCs0+NpdMpkzqvg/ydR8HGxd+9exONxbN++HRs2bMCNN96ICy64AG63Gy+99BJeffVV0crs6uoShhF0WQcg8u1kMik6JjxJSVVkjg3kimCVSoWWlhaRKh07dkyQT5jnU5iLxXQikRDmHcTx8z0Il6BYFusHpl2cbDM14nCOMwHeOAqFAg6HQ7RG+Th2v4qJsktyzu72JTH421Uol00yqVL/5ENMlkW1MrepS9YOQP4zfcEEesaE5fTZeAYyZBPFWT69k6Lof50TJ06gq6tLaGGq1Wrs378ffX19Ql2BJBLm5NFoVHh5sY/PW4GFMwtT4m5UKhXOO+88rF27FqtXr8bExASWLVuGJUuW4KKLLhI0S1odse3JFIgDLJ7gPMVJ7WSLlbAIAuY4KItEIojFYkI2kQUv3WvoWiOTyUQhTK405wLFhlyWhVE9AZ1qctSvUyWhUU4yb5XyDGSa4k/oWb8fxWDkVAj1oU1158x/4FxEUQYZXq8XZrMZtbW1WLJkiRhSrV27VqQeY2NjsNvt4jRk+5CO7IQrEKXJgZbBYBAiW1xsZWVluPjii3Hfffehp6cHGzduxCc+8Yk8jD43DKewExMTKCnJoQPZKSKRXfwSXld58Hq9grxCCRR+PqkMPD3LpMpvnIeQH0Aw3kzcAuMpZd4iDya0sGhzddWA34IK26RzTCojh2IGCDjp7mNwfr4Oqf+VQynL/Q4OvlaPWd+buobQW4ZcAblWA8hkyMQTM95ZmmoUvAHWrl0rirzrr78eNpsNwWBQ5MWrVq3Cyy+/DJPJhMWLFwtogVwuF/10yqOT4SXt/DC3jkajOHjwIMbGxnDeeedBp9OhsrISgUAAixYtglarRSwWQ39/vyDMsK06Pj4uUiimQ4RQc2Hzz0eOHMGGDRvE4m5oaMAFF1wArVYLv98Ph8MhEK/0F+NrECzHgpjoU9YDxXaBUveVQvHRISjlGRw9XIbm38Yw/v0JKOUZ6J814USzCTWvT4mHX6tAdaow6UQAkLfPwfBqK8of70Xq6AnEJmpzHSAAVS+OIxOLQVnmRjaTmbbzJENZ5sbBr9VA4RiHQplGqs+A5h/1nFURrTf9LIU+sa6uDnfccYfAyzz33HMoLy9HIBDAiRMncOONN+KWW25BMpkUujp0VBkbGxOURYPBgEAgINqoPL05QQaA9evXIxKJYO7cuXA4HLjgggtQWlqKpqYmnDx5Eul0Go8++iicTiduuOEGgflhN4r1An3HSGhhdygQCODpp5/G0NCQqEEikQjq6+sxe/ZssfA5UwAgJtFkrfFzUyqFMA1OnIsJ01+3Ip5YiphZgZa/deHY1+ehRp479ZXXe9B0ux/BNQ2IuRSoubezqF76wLeyqLcdw57Wasz6Swn6RrKwVseRgQwJpwqy65Yh9hE/xpMqVL4/UFA6dOA7lVjSLJn2lgMd36lD00ffRRuAMiHpdBrd3d3o7OzEwYMHxQCqs7MTa9asEcMiFpHpdBo2m03k6ExHpOoP7LfTgpUn6l/+8hcAwHe+8x1YrVYMDAzgrrvuwvj4OGpra3Ho0CGx2Pm6Go1GIEVp10RQHafSFNVip4iSjpwRcDDHDhaAPB6AdJAnNQUhHIPPKSZ0j22HDoBsbjOqFk9ybk2acRz9YhPqvrIFRhQ/SKq2BgAAbc29mPh3BebKc59djizsnzuJTFYGx+spUWT1PChemR6XWOkuxaKmnlO+7iwNFfW5C42Ck1Nq52QyGRw4cECYVofDYaHsFgqFRAeGtqmUHyHkORwOi64NhXQNBoM4YfnY8fFx+Hw+DAwMiE3Gr/X39wte8Pj4OOx2uwDmEQbNIlxKZGdeT1onWVw2m00A9qSOMhzsSbnB/LnY+uUsgGA81j8zFYc/ajsFEFe1eADyGVKeCI1Pfla1PA25ZEvJkRX1AACMtUy/2M5aTKcF9HkHzizdcjai4BuAnF86K7IDQ0M5ph/E3nASTNwOySTU36HXL2sB/qdWq9HS0oKtW7fC4XCgubkZQ0NDUKlUsNlsuPTSS9HZ2Qm/3w+j0SjYZVy8APIsVQEIfX/OGVpbW7F9+3bU1NRAq9WiurpaUC2Z4hCvxNtIymGgqgW7VuQDcCDGQeBMhKL81Pbm6RZUoeF7tQz2y44BABJpJY4MlmB+1SAykOGY14FG5ySsw3Z4+ulP5ngv+sJVqDIF8r5e+lpxnmXSmIqpuHhswW/yep6r1WrR2NgogGMlJSUoKSlBXV2dQF4ypFBhFobsvPDEZ0eGXR2ZTIZVq1ZhyZIlmDVrFurr6/Hggw/iyJEjePbZZ1FdXS1YaUuXLhWtRy5M9uypIkeHGimcmgrVK1euRCKRwO7du1FfXw+LxYLe3l689NJL8Hq9AuZAWRS2VrnZiH+iRCLdKJ977rlCf82nhHb7qfTKXq+t6L4/o/qX+3B4tAS9QSu891fDaMxtXjmyMDxhRjSVq8v6QhaoN0/fuTKbnIDhhxaEJvIXqf2pg5BpNBj7yApEb1xW8OdXzGlC+Kq2KT++4BuAPr/pdBpz587F4OCgwNjb7XbMnz9f4HL4eCneX/p1LiyeyuzYkIyu0+lw1VVXIR6PY/PmzTh8+DCOHj2KdDqN5cuX47rrrkM0GkVtbS0AiNzbbDZjYmIirxYgzFqv12NsbEzcZIsWLYLX6xVyJ0NDQygrK0Nvby82bdqEY8eO4dZbb81jfPFWACYVMRKJRB4UWqFQ4NChmXN5rLh7D44tnYUqZwAAMBQwo+4H6Rnj9mbCYdR9agAylQpZSxrq2yZbqsErojB9twSHz9Og7kEP0oXcbDIZFK/sRMSxDMbPH5u8vUqcmKi1oe4j3Uhl5IidmIts5/Q32LEPOGA7NPXfRsEbgDqYzOVbW1tF/9vhcAjpQubeUuvTsbExQW0kjoYbgxggam4SIs0Bl9/vRzabFfCCQ4cO4cILLxSLjrIp9C4jCZ7KFYRUk3v8yCOPIJvN4sorr4Tb7cbVV1+NrVu3orGxES+//DL6+vpQVlaGEydOYGRkBFarFTabTQznAAjiDn9G3m7ZbBahUKhoKIQ0MtEoGr8SQGKWC2mNHHW7+ma8fZh+3Z9r9IZZqMHkBmh2jyK1I4bql0MFge/CtyzH8Aqg+bdBWHYMYVdPFRbV5fjJB79sg0qfhBO5YV73R4xoLIDkppwdAg5N3ZOt4A1A/Dv1NSsrKwX+RWo6wdYji01i9rlgmDJQQYKG1kRgst9OfSCe5hyisRg3m83C1EKpVCIWiwlEKFubUqW6RCKBvXv3YsuWLWhvb8czzzyDdDqNj3/847Db7VAoFHjhhRcQDAYxd+5cpFIpgf9RKpUIBAKCfcbbgOLA3MCcS8y0KkSqpxfKnl4ogTdVX56JmHjDIFiOLDKNVUABJ7OitAQl/3gClYoUPHOMSKaVaFBNQjqWNJ/If4KhsJ8sHtFg6su/SDQoUxoAwt2d4DQWvOyYSNXTKCE4PDwsujdEXU5MTMBms4nFRogBGWHl5eUoLy+H0+lEWVlZnj0TlSPYraEfADkG0s+aTCaxZ88eRCIRHD9+HAMDAzhy5Aii0ajAAi1YsAANDQ0YHByESqWC0+kUorqRSEQMu3jT8DZjakgzD8LD365QVlbA99EVkLdO73OUvxZDKju5RBJpJRQDhXEbxi6qh1qRW9QuXQTlxiAsmklyz2DEkieTqD5ZGJzD+cr0nlcUJRKAgBzHYjEhkS5tLfLUHhkZgclkgkajQV9fHw4fPoze3l44nU60tbWhpqZGUAo9Ho84yZPJpIAvpFIptLe3w2q1ore3V9w8drsdGo1G4IfYvyd2R0qgl4paEf8Ti8UwOjqKuro6ZDIZjI2NIZ1OY926ddi8eTMCgQDmzp0rnGl4C3DqzQVP3BHfm9PvdevWFfprLjqyK9sw9o0I2mz74LvdgOHfLIflL9umpCIh37gb/ruWwXdTDJm0HKUPaqEfLoysLjvNKGRXbxXmVw5AKc9A+wMrDi13o+XKbiTSKtQ96i8IcmH/cycyS6auwlHwBiA2nsprZrNZkFM4SOJCoy0qIQmdnZ04cuQIwuEwAoGA4AS4XC5hWM2hEiHU/A8AGhsbUVlZKbi/2WxWaBJxisxFyluBeqTk9ZpMJlx44YU4evQogsEg3G43rrnmGnR0dECtVmP9+vXQarVoa2tDfX09ampqRE1DEJ8UTwRAzB4ACHKQXC4XeqZvR8S+GcYcaw6y4NBEYfvcfuy2rUDJLzdP6fnGh7bB8oIF2XSmYAlFALA9exihj+thVucK556gHY3fiQH/k/t+76dSaPhEF7x7m6EOJiHbs7ug98kmJyDbvGfKjy9KFgVA3phfq9UiGo3C4XDkkUgohqVWqzEyMoLBwUGxUAKBAFKplNDjBCAKWXaFCGrja/GEZ8sTyCFOWTgT9ux2u/MYZsz/2QZ1u91Yu3YtOjo6UFZWBpPJhIcffhjpdBojIyMCEr1w4UKhTOfxeATeiHRHaWpHHjJrDsIj3o5Q1lSh2ZqP15EjC+d1fcAvp/466UDwzA8602v4/Qjd04zwHaNQyTMw/5cJ3f+gwUJ5jmfcXjmAnd+Yi1n/uvWcahwVvAH8fj+i0ShsNlveIIiANnaHAAjlhUwmg3A4DJ/PJ9qF1Nak4yKLZABCXQ2AuAFoUUQpREqVSAdfFotFoEulpHoSZ0is0el0WLVqFVpbW8VUenh4WLQ5NRoNtmzZgvnz54tNxKkuRbiYetEMhBs2kUigpKQE2Wz2bZNH9y+vgBv+U75eaQhgSKksyNC6mDDfvxXKzVXIqlVIH92Fqq/nq2UsXNGNwMo2yDbtPmefqeAimGN+Ki2wsKTSA09jAGLyC0Bg6W02myiGk8kkvF5vnnRJOp0WBhfs4lB7lLk3UzAgt+hp2crC2ufzYXx8XGxKpkYul0sU17QxUqvV6OnpOaVY1+v18Hq9opXKAZ3JZEI0GoXf7xdGIPyZR0ZGhMRiNBqF2Xx6afKzHarY6bNoObKAYuYmr9OJ1Mk+pI8ch8LphEsXOeX73taZMxWfShS8AZj/SuVLdDqdsA+l5EgsFsPRo0fF4rPZbLj44otRVVUFi8WC2bNn5+mMvvFmIJaH8uP0G5DqgUYiEZEuseNExxiyttiK5AxBal0knV84nU7Y7XYhhtXY2AiHwwG/3w+VSiXyed58VIlgqxcAXC4XstkshoaGoNfrZ4wQM4V/FCiaG6Cw5nA1ho1HkMye+k88nlEimzy3p/8bIxuLYTSW37AMTWhR9uS51S0teAPEYjGxqAGIvj2HWSMjIzAajdixYwcefvhhPPHEE5iYmIDdbseiRYtEnr9u3To4nU6sWLECer1eOMGEw2EBtiOEQQrAY5dFJpPBbDaLVISkGM4g2KIMh8PitTibYJFKSIfL5UJbW5sQyFqwYAGWLl0Kk8kElUqFeDwuTPQAnMIDJr+Yv4eysjIxWT4XMfYPy6H8TQQ9/1sFmUaDtN+P0fipXfEdL85+2wgojEw0CtlPXEikc4dDJKlB8J6qKbnLzGQUpQtEi1T216WGFmRJbdiwAYlEAosWLRLI0K6uLixatAhDQ0MwGAy4/vrrUV5eLsjufF2j0SgUo51Op4ArB4NBQU2UGl7TsIOb0eOZHLRQtZlQiHg8LjBEnDPo9XosW7YMNTU1UCgUMJvNoqCXbihCoZnq8XvcBGwJExpBTvPZDJlGg4o7jsOhicJVGcHRi9ug7w3BrZ9cUB3DVZCtt6Hu1ztnhtVVZKif7UA0uQj9jWqUdEZg7jizTetMR8EbgE6K7HmzSE2lUsIgg90eh8OBEydOIBwO4yMf+YhYGKOjo6ioqIDZbBYFMgDhtM5psUKhEEA5pkJArr1K7D01hbiQOZsoLS0VmJ94PI5wOCym1SSvRyIRoTCXTqdRV1cnWqP8XMz9SezhJiOMg/h/AMIojzKQinOQb2fbmuDQTE5TK756BCfDNpS/jhLKQAb3D9WQbd78jlj8DOVLnXC9NDOCWIVEUTUAT2C2+5gOMT/n9+kgPzo6imw2ixUrVqCyshK33347RkdH0d/fj5deeknk8dQd5YlKOEQ4HEZvb69IOWQyGeLxeF6RDUBAJCwWi1i4g4OD4rGcFxDnT9QqN7BKpRLFsN/vF6kSSTaZTAbDw8PCHpY8Bp1OJ8RzpV2lUOjskz3eiIjWKZJokbRAOwaroQiNI33hQpz8jxVQukvP2meRm0znXjvode0kZVXltJ5W1CSYEGBOayllyELVbrfD7XZjbGwMLS0tWL16tUB4zpo1Cw8++CAOHTqEOXPmYNOmTZDL5bjgggvEjUI0J9Wh5XI5ysrKxLBNegtxMVKFgW3LY8eOob+/H0ePHkVFRQVWr16dZ9PE4tVisYgCnsA55vLAJODN4XAgEAjA5XIJORSLxYJQKITS0lJxa+3fvx8dHR3w+/2ora3FhRdeWOivemqx6yD6o25UGgIAcumOQTOBObacBPnCsj5EfqWBDj6sUsex3jAPs75wennyQkNhtWD41jmQXeHDmMeM2V/tLZg3PJ1QlrnRfWcdZi3pRTorR+Z7U5eiL3gDkLjOro3UM4sKbHa7HVdccQW6u7uxcOFCqNVqjI7mfiFlZWXYs2cP+vr6EAwGEY/HcezYMaxcuRJGo1FogcpkMkQiEZHjs8XJ1Euq0MYbyOv1wmQyYWJiAh0dHdi3bx+SySR6e3uhUChw3nnn5eXstDY1GAx5SFTaogIQxBhCPKSzChpvBINBJBIJDA8P4/nnn4fX68X4+Pg5uQGyqRTGf1yGV291wbxFh/JtQSS+nyt0xzNKaOQp2NSTA7mGBX0znnYc+vksXDVnRw7iXA68+OtmVNzoO7sFt0yGE79w4uKaSUn1HZVTvwWKAsMBECkAW56JRAJ+v1/k7FVVVbjkkkugUCjwpz/9CUePHsX4+Dj6+/uxcOFCASBj35/8YXZPpF+XOtKr1WqYzWZ4PB6RlkiHXjKZDPv27cPOnTsRi8VEN6izsxMDA7nCkPwF3kocprFvzyk3N3o8HkcgEBD8YKvVCq1WK5woOaM4evQo+vv7BQG/WFL8VEPzTAcaP7If5Y8eQ/i7ccwy54BrHS/NxvFwPhzjpK8wG9I3C3nbbFw1Z18eO+2imsMIfHBmlOreLBQlLlxYU7icelEukTz9KBvIk5/u8GSAJZNJbNy4Ed3d3QImXFVVhYaGBiFb7na70d7eDp1OJzowVGAm2cTr9Qq1aALNpMbXdGaXziB4whOCPTo6imPHjqG8vFy40TB3ZzrHWQIXdDQahcViEdKLQG4SbjKZxK1BayWplzHbpVJW3NmObHICR+6sx3nWfeJr2vkBRP9UDvxjDnaQzMpR+bOZLcyTdt1pqZmuj/Yg+ccZfau8yMaKg5kUvAE4QTWbzULlDZh0e6GJBYdZfr8fcrkcAwMDYlZw0UUXoa2tDeFwGCtWrEBVVRUSiQTC4TCi0ahQbaMILkku3ABcrG63W+Dzw+GwWJRz5szB4OCgMPELh8OCSUZeAVUcpHaviURCCHrF43HBZ6ZYFtu1Y2NjcDqdAvZMvrBOp4PZbEZJSYl4nXMZ1vn5kOU62xjif+zGhtlLoWoIw/C0CfaNM6vwrO48it6oDdWGfOiFVpHE2dz+mWgM6awaigJ50QWnQNTxIRSCvXTCGbig2B1hqkD9nAULFkChUOD888/H5Zdfjvr6etGR4YnOCSrbqlSU4KyA7UZuMnKBBwcHkclkYLFYcOmll6KsrAzZbBbXXHMNZs+ejblz50Kr1YqbQaFQwGq1IhQKiTSnoqJCeJFJ5Q55qhuNRuE8I3W5J0T72muvxapVq2C1WnH77bcX+msuKGLj+R2YvV21QCaN+q9tR83tx2G/b+YWv6KhDnK9HulQCAP3NOR9L5OV4fCTTTP2XqeNTBpbBmsLfnpRHmFSpxWmDVwg1MYkqaW9vV3AH2pqarBs2TLRd2ffn6c/W4nsBplMuWkmIRNutxsqlQoWi0VMh1kjdHZ24r777sOePXuEsrNCoUBNTQ18Pp8YupHhxWKYRW0ymRQpDCEU3Iijo6OwWCxCE5QeBxMTE8JgjzTP+fPnw2Qywe/3o6+vr+B/oELC/YtJUsh4RonZ33v9/TPpGSPPA0Bq3SLo7wuj+zc5U7oJcz48fP2flqDiv3fM2PtJQ9FYn7OKBVDxrcI90gpOgciIIqShp6cHtbW1AgpMBhZhBnPnzhWygyUlJUKy0GAwiK+TY8DOCwFrXJz0GeYNwxsFyPkMZzIZdHR0IBAIIBgMIhKJoK2tDffcc48gwnC4RdI634dDNRbvUiYbT/7y8vK8jU6ZxGQyicceewz9/f24/PLLsXz5clgsFuzcuRMymeycbwDFKzvx2ssrkDJmUPV8FtqB7WflfTyfi2G+PoDK2QE8962VSLgni/2JjBIVv+1C+iwI6QY+tAJlHzuOwYgdro+pkO7qRjKjgep1PwN5+hyQ4nn10/60oqIC4XAYJpNJGMcBEJak2WwWzc3NggfMPJwbiW3HiooK0U0i3IG3gsFgEDk+FRx4S/A2Yc69detW7N69G9/4xjewcuVKpNNpNDQ0IBQK4cSJE7BYLCgtzQ2DKM/OYLeJsA4Sb/hn6iGZTCa43W4cPnwYBw4cEK71PT09mDt3LtLpNObNm4eVK1cW+msuOOq+tgWQyc4qtr7FOdnjv/Tq/E12wO9G9oIShGqUQBYouWtqBJyphPXDfSjXB1GuD2Lbb6oR21EP40Q3SrQ5dKl929RnDwVvgFAoBKPRKDovbF8CEFNTDpXYgQEg9HRSqZTgDNtsNtHxkQpNTUxMiFrC4XDA6/UKLy9yD7jRWMhyLhCLxRCJRJBOpzF//nyMj4/j+9//PsbHx9HS0oLBwUF85jOfEbUEJRzZcbJYLPD7/WJzssinGTgFeiORiBj8Wa1WHD16VEyVr776anFjvS1xloklh7wlKK86PVmm3dGP1DeHIH+dC3ns8YoZA7o5tFHx52XuXuCqfARpeJ5ryq9VcA0gbU96PB4MDQ0JcSsOx2h3FAgEYLVaRaeEPGGytph+kM4YjUbFIopEIsKSlPMApiEsunmrGAwGLFy4EJlMBlVVVbjtttvEgKq/vx8nTpxAT08PhoaGMDY2Jsj4hC1wM5EXTKwQdYv4MwMQsAoAIhWLx+MoLy8X78dJ8oEDBwr9Nb+jw/RnsyCyP3V4Hh7vWJj3faU8DbksC7ksi1TlzNFCuzynemImM5OHzLh56su6KDRoNBoV1qIcTnEaS+l0bpJoNCqgy0SN8sRli5FMMuLzx8fHRYeJEugul0ukXZwxABBm1+eddx5sNpsoVDdv3oyamhpoNBqsWrUKvb298Hq9sNvtQteIwzAAeXIuxPpnMhlhvUQiPW8wnU4Hm82GmpoaHD58GD09PVi3bh3q6+vh9/uFp/C7LZR1NcgqFUgfOf6mjzE+vB0bHcsRL5Gh4e9hGH+Se2x3qASHB0px9ezJWYQiGJ8xIz/r70zA13N/TmYUWP9SK1KmDC5bvgeHgyXQhM6BTzABbhTA4uBIqVSipKQE4XAYwWAQVqtVnKZOpzOPTG4wGOD35/rGb9Tu5OkK5Bhe27dvx549e1BaWorW1lbRUYpGo2JxBgIBlJSUoKWlBfF4HL/61a+QTCZRX1+PiYkJLFy4ULC+Vq1aBYvFItQdpPUET3yqwLEe4NCNdQ0wWT8sX75c8B3MZjO2bNmC2tpaqNVqAet4t4TvYytQ/+FuKGUZ7Ht8Jcp/+Cb5ezYL1//kWqr9j87FRfoAAKDe6EPmZw4M/rcF5bognjo0H7MO752xz6d7vAMvLl0OdUsI6hfMqN0dg/4HOXGwsageZRuOTPm1Ct4AlAih2gONKtgVcTqdCIfDiEQiqK2thd/vF/17Ynu4YRiUW+eCBnKpRmdnJzZt2gSVSoUjR46IjgzrDrY1+d46nQ5erxfJZBJ+vx+dnZ2wWq244YYbcMsttyCTyaChoQETExMwmUwYGxsT8wrSGVlks/Al55l0TYLtyA1esGABampqhLz7c889h6qqKsjlcoyNjeGaa64p9Fd9TsP7iRU475Md0MhzHZ2KW7Zg3wtzkd315mJYCocdF9UcFn9XytPwthuBz7tx+LxmNP5mNzIziQfKZlH3b9sh12mRHR9H5KlqNOhztciK8h7suqR9yi9VFBSCbi80oqZyAxlclBjnCZtKpYTPLjtGhE8Q9clFLDW62759e54H8ODgIA4ePIj29nYx5SWOh88PhUJwOBxCeJeOMQ0NDeJ2YREuxRC5XC6x0Kn+zI3A2obTaBJ3qEhHDaLnnnsOXq8XXq9XzEPeDaEwm7HqEzvE4gdyytM9X5Wj5uY3f57MbAKQD/gbt8qQ7dwPdyfODv8gk0YmGkV2RRtaHYfzvpVWT30uUJR5FeEFJMOQBENZEqIgecJKLU9ZF0ihDeQOUDyXWCOqOHCjhMNhHDp0SOD0WQfQVTISiaCsrAxVVVWorKxEWVkZFi5cCLvdLmRYyO6Kx+OiTev3+8WsAYAg63MAx3SL/ykUCqFhFAqF8n4+chTYYXqnhtRQT2YyQqc4FbhwdUMXFG9B7E+d7Mfm4Trx99GECdUPnqPZh7zwIRhQZBFMEFkoFBLTWuJ1iIunfDh1fsbHx4X9KMnkFosFgUAAHo8HO3bsgNfrxbJly+ByuWA2m7FixQpEIhEMDw+jr69PuM2wF88URdrSVCgUWLJkiVB7q6ioyCO/8PQeHh6G1WoVNE4udG4Wo9EIu90uhmZseRIRSh1TTsY1Gg1qa2vR39+P4eFhaLVa8bt5R4VMhv6vrEBmYRjue7VQP9uB9MgoBuJWVOgCeQ+Vy7KA6i2WSiYN16fiePnmpUhpgYoNcchP7nrzx89gKDoP4UjIhUaz58wPPk0UJYzF05oISTK62Dkh2IypUjAYFEwr9t3Zc9fr9di2bRueeeYZGAwGWCwWlJeXQ6PRoLW1FZ2dnZgzZw5KS0uxe/duuN1uAXqTqkKz+2M0GtHQ0AC32y1uFN5S5BVkMhmYzWZRx3CWwA2USCRgMpkEnJqFPi1duZHYqQqFQkLpIpvNYs+ePTAajcKR/p0U4ZuX4YqbtkAuy+LkN+zwPydDNp3GzsFKVMwK5D12PKNEJvjWnIZUXz/Kftx/Fj/x6SOTSED5eQO2fV+HVtcQ1nc3omnv1PkXBW8ALnoaU/NrXOBMK7g4+WcuLnZTKFOSSCSwZ88eKBQKMU0OhUKoqKjAww8/jMOHD6OxsREf/ehHMTw8jHnz5kEmk8FiscDn8wlO7vj4OEwmk7iBksmkUI/2eDyCL+z1elFZWSkWNzFFRJ2yNpBye/naUmI8pRdlMpkw1LbZbELvVK/XnxNCzHTD/o8nBXy5SufHrv9YjqqXx3Flff7JHU+r8Nyzi1Gbmln0KPA6dVKtEnLshUam6xBKP+JCf/MsNG3rmpZxX8EbAIBQdCaEmCwx6voTrQlAdGVIJmcRSdErTlXVajV6e3tx+PBhDA4O4mtf+xpKS0uFqpvVasUdd9whiPTDw8OiUI1EIkKhLZvNCvUIAGLGQB1TAMLb1+l0IhQKoaOjAwMDAygtLcX8+fNhtVpFcUzZQ/6ZAD7COgKBAJxOp2CR6fV68fh3YgpUb5yETMtlWVxz5VbsXFGVh+l/cNtSNPw5ibotHTPKHpMplRj+x6XQXj4KnSqJyP3NsP+2uA2W9ngg93im/TmL6gIRrsCFxQVPoVsgVyjTXlSlUkGn04mvUbGNgDkuZK1WKzi29PCy2WxYtWqVEKdifcETenx8XADjiNMnnIHGe0Se0qYVgPA4eO6559DV1YWJiQns378fXq8XF110kaBnWiwWOBwOUZwzxWMhzak30yipbintXt9J0Ru1o9k8yQmWy7JY7JiEFDx6sB0tX9if67TM5BvLFTjyX4tx65rXoHgdJpH83AlsCK2A4eHClKeLiaI4wVKJcOb9NMxj61FqUEESC5DDEjmdTpGva7VarFy5Eh0dHaisrER5eTmWL1+OTCaDxYsXo62tDT09PQJaIZfLUV1dnbfg6MlFl0gO4Ah3YGeKdQApi6+99hq2b98uhlqZTAaHDh3CwoUL81wjM5mMGNaxe2WxWASQj0PBdDotUrCZ8Ak+GzF0bz30n5yAVR3HswfnQK7M4IbZu8X3M2kZev+pDZnX9271t7fNCLd36J+X4ba16/O+ppKnMXhNEo0PF/3y046iimCe1lIoMTcBxaxIPAEmJ7zsBEkpjXK5HMuWLcOcOXMAQJDaU6kUjEYjwuEwHn/8cYyOjmLu3Lno6enBxz72MaEKp1KpEAqFhII0TTaCwaDwJea0WYpiTSaT2Lp1qyh+mfsHg0EMDAygqqpK1DEqlUrokbImGB0dFfRPKeSDwD5CQt5pYf3DFgS2zoLPbkBTZxeGPrMYkMjq3zhvFzBv8u+7XmyfEdHa9hu7Tvv1psqRt0UbqOA5gLStKeXk6nQ6IWmSTCYxODgIACJtSCQSYkFS6pzannq9HjabDTabDTt37sTevXuFA8vExASsVqvwBfZ4PIhEIiIVY7eJgDX+mR0ansqZTAahUChPY5RsMpPJJESvEokERkZGoFAoxEaRFr5Md6goQf1Q1hfSmsRmsxX1jyQ7S3OEdPcxYOteeD+8CBd9aFKVTerUwhibMzOitaebMwBAg6kw55lio+AN8MwzzwiTaw594vE4JiYmEIlEEAqFkMlkUFZWJr5ORThuHD6XEoUcdJ08eRIvvvgidu3ahRMnTmDr1q1CNbq2thYjIyPiJrFarcIIg2hSCuJKHVuI8eFkmnWH0WjEnDlzcMEFF2DZsmUoKyvDVVddBZ1Oh5aWFjGrkL4W+QK84fR6vUjD4vG48AbW6/UIBALweov7xx346ywoa6qKeo03C8XcZiz/xE4o5ZPz2ud/vwKpTP7SMJ+cGWbv83vnnvbrL/WcZerkm0TBG2DPnj3o6OjI88SiOrPb7YbT6RRtT2p2Ur3N7/eLQpYKcsT2p1IpHD9+HIlEAt3d3XjkkUfw0ksviUGUz+cTnOLS0lIxwSULjTZLoVBITHyJPmVRSjNtr9cLpVKJa665BpdeeinMZjOqqqrQ3t6O888/Hy0tLYI3TB0iwrwtFgvGxsZETcPJMgAxlBscHIROpysaDXrrrE4c+NrZQZSOrLLDoBzP+1rFM8N4bP1SpDJyZLIyPHV8LtSvFA5mkymVYpI859sj2BPI1+3xJ/Wo+cHbI9hYcA2QSCTQ09MjWokcgDE1omYnU4RMJiMWHmcBcrlcLCreILwN1Gq1OD1LSkpgMBhw+eWXo7q6GtlsFg0NDYIGSc1QdmUikUgeRok5eDAYhMViwfDwMP7+978jlUrhpptugt1ux6FDh8QUu7e3F1dccYXYMOFwGCUlJQKSkU6nTwHI8dbh1zUaDVwuFxQKBTweT9FGeW0tvTgbPjPOvdFTviZLTKDxq7uw/YolyCiBmhe7C6Y2ypRKHP7lQpTXeqH5SRPw/A4c2L8Ubasmh2a7vrsQ+s5z3wECisQCud1uceoTG8NWppQ6aLPZBPeX3FzKkbB2SCaTYjpbU1ODkpISmM1mGI1GzJo1S0ibL1iwAM3NzXmmHCUlJfB4PAJ2AUAgNclY47xCJpOho6MD+/fvx/j4OPbt24eJiQlUVlZiy5YtOHnyJBwOhwDZkQFGxYjBwUGBfqUoLwdlnEGQ3C/tGhUbe/fVzsjrnBLb92Pn2GR61RezIT00jOz4OPR/2wbjQ9uQ9p/qMjPVSJ7fhttXbMJFZYeh/eogBr+0EuqxSfJKx1gN9I9th7LMjezKNsjPgZK2NIoyyaOQFaUBearT6Z1cXeb60hYiX4Mpi06nE+6QNpsN559/PrZv3w6LxYK2tjak02l4PB7BKSDwLBgMwmg0Cvl0DqmY9sjlcmFwrdFoEAgEMDAwIIjv9957L66//nrcfvvtmDdvHhobG+FyueDz+dDR0YE9e/bgpptuglqthslkQiQSEWkYmWkUylUoFLDb7aJlGo/HkUgkioZC+FN6NN8TOmuoyvT3S3DiWzF0HKlF4z0pyFJTN5k7U/ibJmcgS+wnseS2kwimJgvq3mdrobizFup1Xpxftg+Pdi5C0yc6Zuz9zxQFb4Bbb70VVVVVotgk9BiAcFvxer3IZrPCoZEwiWAwCJfLJRYN3RXdbrcolKuqqmA2m6HT6YQYFeVXtFqt2DhSOUVKqnMB2u12kYalUikBveDp3NTUhIaGBjQ0NEAmk2HlypVQq9W45557sGfPHrS2tsLn82HPnj1Yt26deE0O/OLxuBDDAnKTZZ/PB7PZDKvVCqPRKNCnxcSuLyyAYs/Ool7jrUL1Yieix2rQdHL3jOt4JlyndpQsyslk7ppbNgo1BwC4dck27NLqkUkkZvRzvFkUnAJVVlaKxUUuMDE+bFsy7wcmT32j0Qiz2SywRJwnsP2pUqlgNpuhUCjgcrlgt9sFZZK5N3vw5AKr1WqxKVQqlZBPZDpG1xZKHLa3t0OhUKC3t1ec+qFQSLz2kSNHcPLkSRw9elQYbXADGQwGkcYRUcouUCwWQ2VlpdAaIrSDBXyhoXjl7C1+RurEybMiYlv7qA++CaP4+1O9c3EsmkMJBFM6JLP5ggEqeRqpafj8FhsF3wBUaGMRCkDcAASFcdjFwVA2mxUwBGJsKCxF/FA0GhUwa/KGudiMRqMwv6brJDkFLJ7Z4uTrc+FymKXVarF69WooFAocO3YM8XgcAwMDoo2ayWRw9dVXizYtC3pOsjn1Zf3C7pLT6RSHADAJDOQc4v9qpPcfxv5/W4yTt2ahPqlB/V890P0u9/vYOlIL2Z+cWPOlzeIWSGYUUA/4ca5m50VxgumuyFOW4C+mBewQGY1G0SoFILjE4+PjwkOYRafBYBB4G7VaLRY138dgMIgOEdGZ0iCCk90lmUwmMPt0bZTJZFixYoWQSLz//vthsVjQ2tqK7u5unHfeeWhsbMTBgwdRVVWF8847T3SY+LmYBpEpRhwSNyPBcrFYDAMDA1i8eHGhv+p3faif24HGFxRAJo1Ddy3DEm1OJeOi8sPYuVuO+7cvw+3LNyOS0uDFPy2H+3jhGkLZFW1QDQem/PiiwHAUk6U0CSEQZrNZ4GwIhKPILYtUn88nilkOm6gA7XK5MD4+jkgkJ3Qk1QmllImUhMKNZrFYhA0Su0rELHHiTMSmRqOB2WxGKBRCX18fDh06hD179iCTyWDVqlW4+OKLUV5ejtbWVpSUlECv1wtZdd5qTNV4W1EZW9qNeu211/Dqq6/ixhtvLPRX/f+PeD29qmseEl9SyDI4cZMTLf+yB0/8wwWwnEjC/XQRi39VOxb8cjdeumvFlJ9T1A1gt9sRDAaF51YsFsvT1aSuTjKZFGhM6vlYLBYhcEWoM28K4omYTrBj4/F4UF5eLkwypDaoHo9H+IDxPViYE49ksVgQi8VETcH8nZuDrVwKca1bt07INgYCAZGa8XXof8aahPMMAgCDwSC2bt0q+BLvBZBI5S+5RGkKmWgUJb8sXjku8c0gSlXT414UvAGo3cMJKMnoXAhKpRIGg0Es8lQqJdIenvq0QOLJLUWNShlYJNsbjUYhV0iwnM/nQzAYFB0f0iSZq0vxR8QscTJNMgz5BtlsFvX19blfjGSgR/g2B1/0RObnk06ceSAolUr4/X5Eo1FUV1ef4bf5Lgi5Alg6F/4WA5wbh5E+euLMzzlNjPgsQFnuz8GUDrMemrlsf5mrZ9rPKXgDsC1JlWViayhmFQ6HBZ+2v78fZWVloi9PqDTpkJlMRlidsrgm0IxMMhJsuHHS6TS2bt2KgwcPIplMoqmpCcuXLxebjV0jrVaLSCQieAdsyxIRarfbsXz5clRUVECr1aKtrQ0ul0tMkW02W55aBTFIUhIOORFUu+NzHQ4HzGYz+vtniCookwEy+Tn3+JVrtej+XjtuX7cBdmUUHZ+swfC/tEG2ZfrzgqZvBfHnT5yPrDuBikdU0L0yc8K9z56cjX9onJ7ValGk+ImJCezatUuc8kuWLAEAsdBGRkZQVlYmUhIuJKkMITtHXNQsKpkOMb3g1DUWiyGdTmPTpk3YsWOHgDqMjIwgnU5jzZo1ouA2m81iSMcbgac283iZTIbGxkbU1tbCYDCIdIy8XymPOZ1Ow+/3i1YobzuXyyUsmPg8CoEtWLAAGzduLPTXPPkPVVGOA9+ohMYex8SQAbN/0IPU0HDRrzuVOHTXPHxxxdPi78ssJ7D3Z0mcXKWeFv0QANJHjmPWl47nbpQZ3sgV31Ng7J7pTZKLkkd/7bXXsHv3brEQstks2tvbIZfLYbVaRX5PGySaaZADwLaiUqkUk9VQKJSn0xMMBqHVavNk1z0eDzZu3CiKZCDXdty2bRvmz58Pp9MpSPuEJDNdYyuU02lqCrFlyzyeKRIFwGiiMTY2JrpJpIDS9slqtYoNSu+CNWvWFA2HVtZWY+LeLP6t/IncF+YD9zWvhOGKmV9EbwyZSo1/Wf7CKV9vNfbj2OqLC59RnIXPne3Yh83/ugyu4alDNwreAM888wx2794tDOYymQy6urrQ2NgoYMlME3h6AxDT1EAgINhXTHH4fZPJJDR+iM9nx4lAM9YY7NVTS5T4GyksgnMEQqIJ22CLVQrloFYoFzeHXoRzsw6gdhARrlKlaqZuTIlWrJh6V+J0MXFvFreU58MD/qFmMx6tXY7U8Z6iXvtMkU2nEUzrYFOeCpqLlarxTmM7q57fMS3ISMEbgDLgUpsiEkrY7QFyJzM3Cae6JL9IFyWnugTKDQ8PC0gBCSnkC5jNZrS2tsJut+PEiRNwOp04fPgwUqkUXC6XgCxTHS4ej+cN7HgzABAkdk6vecvw8TTjVigUGBsbg1arhcViEXUM25+8MVgjSFO2Yknxb1z8AJDIqpAZPAcpUCaNPz+yFp99/5OnfMtyMPiOcp0vJAruz1mtVrS3t2PevHlobW1FY2Oj4MRSKSGZTMJoNKKsrEzAk6W4eiq/kV3F055TVq1WKyQGiftnUXz55ZfD5XJhdHQUZrMZ1113nUi/eFpzMbImkcvlwm84mUyKwpvwDeqSSjWE/H6/SGtcLpcY1PFzkufA/3NgBkwOxeiNMJOxN1J59vAycgVki+YKC6KaH3TCn5rMrZNZBf7SuwTZQ2+uHP1uiYI3wKWXXooLLrgAkUgEHo8HH/rQh7B06VKRckjlAKV8XJpTs6tDBhcJLKwF2KUBcmnGpk2bcPfdd2P9+vWQy+VwOp2IRCKCtdXc3IxLLrlE1AsEznEz6XQ6kUoBOQ1Qh8MhTm52qHiicxBnsViEWyTrE5781DN6ozAXBXSlBKBi4vu7Lsv7+1DSij0/ayvqNd8q+r+8DMt+uxt4SANFYz3kRgMsikkA29PD82G+yYPsWdjY5zoK3gBNTU04ceIEKisrUVNTA7vdjqqqKtHlASA6OExd2KIkSpKTYeksgLKDJpNJwKez2Sw2btwIn8+HQCCAY8eOiXZjJpPBwMCAmBYz9+dGY+9fqVSK05i5PAtidnnod8wFTbizx+MRNweAPC4D2V5Go1HMDljAcxMYisS4ux/J5wTfu+U8WP68FQqnA9kVM78RbrxlPUpUIVxZug/634Zw7FeVwukFAAZeqUImHIbSXQr5O1DzaDpRFCne6/Wiv79ftBczmQzWr1+PRx55BB6PR6QG1NDkZshkMigvLxd5NMky4XBYpA+sL6jjQ5ZXZ2cn7r33Xhw7dgxtbW2YNWsWrrjiCgHNeOmll7B//35RvIZCIYHdoYIcXWPi8bh4XZL0+d68MQivZh3AWocDMW5sIkPZRgUgYCDFRvT2fBsiXa8KysoKyB9WY91vNkO24PQ824JCroBTOdldW+M4jH+a/0reQ2QZwP/hFTA8nIL3/jLI3yXq16eLgotgjUaDxYsXo7q6Gmq1GoODg9i5cycCgQBOnjyJkZER0VGRsqbops4uj8/nE4Uohasom0iIAgkubKvefPPNYmpbVlaGSCSCP/zhD8KN5fHHH0dVVRXsdruY1FLnnxImRqMRiddzaLZDWQs4HA4BmQAgYBnUHiK8mSmT1PSDtE7WKoSEFBOfbXo17++3vf8l9L/PhkXGHgDAievNqJ0pLdpMGh2hGiyzvPmk99O3PYlMVg65LIML7MBD6y6D5ukiSSwyGRROJ2QmA7JjfqQDp/cem+koeAN0d3ejvb1d9NHvuusuHDhwAE1NTcJja86cOXk5P2HMhDlzIxBlyQKTuTSh0mq1GnPmzMHevXtRX1+PRYsWweVyiTqit7cXe/fuFZKIlGrh6c2JMGsO6f/ZApXJZEIKkc/t6OiA1+sVQ7Xly5cL4BvdKKkk7ff7RdGrVCoFPZJaQzMZpaogSlWTC2TCPbPg4X1/nocl/3gyL+15Y7zV9wqJo/+9DKuWHUCldgQHQmXw/awF+kfPPk+4KEokCSQ0mqCefiqVgtPpFAMtTkYpVMWFA0Bo+BBewEI5FAoJsS36exGMlk6nMTQ0JBZaSUkJ5s2bh+PHjyMQCIjTmpRMAAJaLa0PstksrFZrno4RVauPHDmC9evXizrBYDAglUph6dKlgl7JDhLxRlarVaRu5EPw8xcT3pQJTmWurtoYbMR84wAsiknDa/fLM+tCWfo/2/E/pishWxJELKTFF5Y+L773o9cuA2TAx5dvgEWZ+wy6/khR7dDkJYvx75c9DMXruqRz9QMIfOcAnuy7ENmOfWd4dnFRVBuU4lSxWAxXXXUV5s2bh2g0irKyMpSWlmJiYkIox1EZgj19pg4cVhFcJhWhZUqk0+lQVlaGK6+8EuvWrROqDoODg4LcfvPNN2P+/PlIJpPCDINIUU5wqU/E4lYmkwlRXnaMmN5s27YNPp8PsVgMY2NjCAQCOHz4MEZGRgTakyZ4wWBQ/GwGg0G0bIPBoPgZi4kn/99a8efDP52LJ7+4DmPp3O9oa2gWrI/PnP8WAGRTKVR+fzMqbz6Muj++4ZvqDJo+uQO/e3otImktfnd8BTL7uot6v+FPJMTiZ1gVMZz816JedkpRVArkcrkQi8Xg9Xoxa9YsLFmyRJDlWVgqlco8QSqCxggRlg7CpCcw6wb+R+UItVqNzZs3Y//+/RgeHkY8HsfChQuxatUqrFy5Em63G3PmzBH1g1wuRzgchsViEekQ4dDs2xPOwMVLuAXrEA7zJiYmMDQ0hObmZuGHxrSO8Aqmc6x5xsbGioZCOD/XI/6cvcMD9RXH8ZRqHfouk6H5njAysbNjw5pNpRC4M5z3tQ8u2I6OrAL13+zE8y+cD9eu40gXCWtoLzu9f/Dq6uPoPe13Zi4K3gCPPfYY1qxZg2AwiC1btuC2227D3LlzUVNTI5xaWCRSr5PpAaHRbBMyheCtQLdF1gPcSJzOclrc3d0teAmLFy9GSUkJbDYbEokEQqEQFAqFAMsZjUYxGGPnhu1Xgu6Ys6dSKUHKT6VS8Hg8GBkZEeZ8POkDgYDwIiDQjzcI0zWTySSK7ULj6pJJ1OXHajfhgeWXQvvkdjQ+eZb8tyQRDOvz/m5XRgGZBdnkBJQvdxZmfSpXQG7QI/N6u/xowAk4T33Yy91NaMDZdZopOAUaHh7Ga6+9hs2bN8Pr9WJgYEAwrdgmZJFLYjhz94mJCXg8HtH2JKOMfsNSlbV4PC7Qm3SOr6urEzggvV6PyspK0WnhbUHJFaYgnAlQt58t2Hg8juPHj+OJJ57Aq6++ilgsBplMhve9731obm5GIpFAXV0dLrnkElitVlRWVgpIBTcsuQzENZHSST4CcVAzFcMrzzxXkGu1CL9/edEt0ob/SiKSnmxzPti7sCgHemWZGz33z4XqKQPC718OANDfZT3tY8seP/uy8gXfAMlkEiMjI4jFYtDpdAI4xhObAy8gh7fxer0IhULYu3cv3G43ampq4Ha785SiWVASL8SJKwdiGo0GkUgEVVVVWLBgAUKhEFQqFerq6kR6RIVmm80mwHTs47MAByCErcbGxvD888+jq6sLVqsVTU1NqK+vF0Mvt9uNkpISNDc3C+smAMJ3jEM7bgSp9IterxfF/kyGbvStF6BswVyc/LoM35z/AE5OOPHbJy5C7dcLM6DI7tqPB395EeRX+6CQZ2D7irKoW+fwj934f+05XNHerwxj75N6KMbzXzGRUeE/H7sOdY/OHFfgzaLgDVBVVSVOuObmZjEPACb75uTk0nRi//79mJiYQHd3NxobG3HdddcJGcRIJCKIMF6vFyaTSbQUE4mEEKOibMqiRYtEj50+YGSpsV8PQEx1pYpxnBbTEXJoaEhAojds2ICmpiaRrpnNZjEsa21tFTcKB2MUwKJFajweh91uF6kfCTPFRDKrgEqWSzb+MrAU9kf3vukiVDgdWHjfXnxcfxIA0KAZwbdv+gt+9/uLcmrQBYTz7i2Q/S5HUCoWf/Tp1g3iz3N1/XjxgbUYe4N28He2Xommr27JEYDOAm9AGgVvgJUrVyIYDGJ8fBzz588XphRcaCSxy+VydHd3Y8+ePQgEAqLVOTAwAJ/PB7fbLTyDKY5L9TcyzgCIk5XdJ5vNJuoF6vJwoVE2MRQKweVyiaJ3YmICgUAAdrtdQCQ4B9Bqteju7kZXVxdMJhOuvvpqhEIhMYijKvSWLVtgMBgwf/58Abpj6pdKpeD3+/M2IyfKxcS9P7oG3tW5du6cbw4h9Ra3ysmPN+Oj+vyhlAJZjFdZoSyiWZMdHy9ev18mg10yZVbIsviXppeQbswfFDb+JgWF04FDP66BQpVB43fjSO8//MZXm5EoeAMsW7YMwWBQ9NABiPydkAHm8iMjIyJdYR9frVbDbDYLQzxKmTAvp1Ed1d+y2SxKSkrEcIvT55KSEsRiMSFHzpSKwDepRRPTFTLYAAgxLtYaXMTV1dVwOBzYs2cPZs2ahc7OTiiVSnR3d6Onpwcul0vUOiUlJWIAZ7Vaxc/I30WxaZD9t1tgvy+3SFJnyL9dawZP+3XtgYFzprXzppHN4sS4C03afBj3G1ug9h/1QY4svu18HADw0/9cB/tVZ+cjFSWMRZwP0wnye5keEBvj8/mgUChQV1eHdDotHF7IFCNkgI+nrHowGBTvYTAYRGuSffWqqioxVzAajTAYDHlUR6PRCJ1OJ9xfWLxy+MbXbWhowKFDh3DRRRdBr9fjyiuvFJtv8eLF+Mtf/oKOjg6o1WpBoO/p6cGyZcvE7REIBIQ5RzqdFharRJYWHVMsPJutI6d87ZmxVqSGT/362xEPPnoBvnjLo1DJUvjV8QsxesyBxjkDuL1yska52pnPNb6w/AhmdtIxGUXJo7MVSFWITCYDv98vev3s4btcLjQ2NqK1tRX79u1De3s7WlpaBLSYCErqBAGTUuYcMNHMYmRkRGiFsgAnroikGr430y2pbDrbpCS7aDQaXHvttWhvb4fL5RK+ZX6/X3RwQqEQBgYGxLSbqRZ7/pRM4efmexDtysL5XMSGpxfgkg/uz/va0O2lQPYYZBoN5CYj0l7fOfs8b4ya727HfV3XYsIoh+PhvdCvsmLeytytFc1osDtSjVXmI3nPORF1ADg7DjIFJ6dsS/LkljKmpFe/TqfDqlWrcMkll0Aul6O5uRn79+9HTU0NMpkMNm7ciA0bNogTl/mzXC4XFkgkqfMkl5JmNBqNGHJFo1FR2LK9mkgkEIvFMDIyAp1OJ74HQGweg8GA5uZmmEwm7Nq1Cy+88ALGx8cRj8cxPDyMdevWYfbs2aipqRGp3KxZsxCPx0W9EY/HRR3CuQXbv/QVOBdR870d+Le/3Jb3tWSZGQqzGYG/VUH/NxkU1nO3Id8Y2VQKhke2wfaHrRj4ZBuu+e8XsdCYK9gzWRl6bi3DL46tyXvOgefPnntMwRuAbCgOvbLZLEwmk5j8UjV6aGgIer0ejY2N8Hq9OHLkCEZHRyGXy7F//34MDg7itddeE7ZHSqVSDKQ4yOJUmEMtLk5CsCcmJgSalJgiAHlE/JKSkjyqI4kvoVBIdI327t2Lxx57DF1dXejr68ORI0ewbds2mEwmrFy5UjzvkksugcvlQmlpqfjMLHStVquYD/CGomXs2QyZRoPgbcuhqCpH7Q93I5yZ7N1nvuFD5jETvtTwPG4t3Y6R988565/nTJFctxBf/MSDcCknJ80mRQIIRmD/ggybQo0YSVrwb5vfh5r/OnviwEUJYwEQOS8XgkKhgM/ng16vx/Hjx7FhwwZcf/31CAaDWL58OXbv3o158+ahs7MTjzzyiAChjY6OoqqqSkxtObjigufNQsgBg7ADcnmtVqvo9hAsNzY2JoBrAEQHSKVSCQSo2WwW0iqBQACPPfYYYrEY3G43zj//fAGvkMvlqK2thUajgc/ng9OZG2GaTCYh9xIKhfL0jYptg04lhj+5CF/77J/xmGchdg7MwuCED83anAzhp6tfzXtsoCV7usHrOY3h5ZpTil8AkGnUSB08gpPXV+J4ySw079mDzFm0mS1KGpH4HHrhkkXFCfDRo0cxMTGB3/3ud5iYmMD3vvc9kQoNDAwIpCRFb2UyGYLBoBgskUZJhQZpQct+O4k0Op0OJpMJo6OjosMUi8WErSlhFxxwSYWuCM222Wwwm81isi2XywVt0mAwYPbs2WKuwakvJ8f8fUhhIFJe89mOUFMaCmRxg6sTN7g6xdd9aSNGk2bUaTzQypJIQ4bap95+terKV2JI3ybL2wTprAzZUO5GSPX1A30zJCj2FlGUMhwXAztBlAHJZrOIx+MoLy9Hb28v0um0gD3wOe3t7TCbzejs7ERFRYXw05KC5DjAoiYov8YNQs4uWVi8LUpLS8VAjNNYTplZQySTSQG5psv7/Pnz4ff70dfXJ5hkjY2NeaQWqlnQFZLtXqZeZIDx/Zkmnu1o/EMMw2stcCuDSEOGwaQNVaoxPDXaitSnLXihzoKBCxSQJ4G6l6ennnY2QrZpN773wM1Ye8VOtBr6kMiq8PNXLkVj6Nx6hckK9bDq7OzMMtfmJuBVT0bVxMQETpw4ISDJTU1Noi3I9IavAeRSE+qFElkJTKZZXKjcREAO0hCNRoUxBk994vhJaCcpheJV7PDwPaj1E4lE4Pf7cfLkSeF26XQ6RUpDjD/nDjKZDH6/X4jtUg/VarUiGo0KP4Nly5YVTAu7WH7TlP6Rxq9YgpPXyGDbo0DCKcO3P/QnBNJ6PHrJ4tyJ+g4MZZkbsdZKqCIpyLd1ITtD6c4LmYem9Psu+AZgsUsdfOL+VSoV/H6/QF9yYipVVTh06BASiQRmz54NrVabN8SSiuJS3Y0LmHZJTIeoFaTX6/O8fCldHgwGBSZHqu/P7hHbt/z85Co7nU5UVVWJ9+FnoyEHDw2e/gTYBYNBQd0MBAICaTrTYLg3C80zHWh6BpAtnodl9+ZQlFZFDNF7ldBcck4+wrQjNTQM9esSj+8qp3gg12XhBDUWiwmsDvv0wKS0+WuvvYbu7m5EIhFs2LABmzZtQjweFwuXRSt5BFRr5m1gNBqh1+uF6QQ3hhRHFA6HxecgHokdI6mfANMZ8n51Op3oFhFCwU0jJbXTnEM6VCPmiDcO35+DQpVKhZGRczeEUjTNQsvdh9Cq6xNf+3TtK1BWVb7Fs6YeyopyJK5eisx5C865o+NUQ942dYulgm8AqVEFT2uevqQ0Ek+/a9cubN26Ffv27UNtbS2OHTsmsPmUIWT+HgwGxdcokxiNRmG1WsXQjZNjtVoNr9eLzZs3w+PxwGKxoLS0FHPnzoXNZoNer8fg4KDA5fAkl2KMpPMHyqeYzea8ARy/5/F4BMya32OOT2YbMHkwUBDA4/EU+muedsR+mcZ5pnzQjwJZTNS6IC8yDZLPa0Hlb0/iGvvLiGY0+N3AKig/4sz5i72DItgy9TlHUaoQAMTQi0yrcDgMl8sl2n+pVAqDg4MIh8MIh8MYHh4WuT4AkVLEYjFYLBaBBq2oqBBUReb+AAQuiP+tX78eXV1diEQiokWq1WrR3t4uGGgMLlaS8tkapWIEACHsxWJb2pUym80ifSJkg2A4Qit4i/DvFOg6V3FB6ZHTfl3d4ykaC+T4zTBuduQgylpFEl+ofg6/+N1FSF0oK4ojMNNhWz9174KCUyD+47JfL1VC40SUk1aLxQKj0SgWgt1uR0NDA6xWq6AdUhCX6Q67KIQ4pNNpoRrB9weA3bt3i1SGU9/OzlwbkKpzAARqVDq4Yw2g0+nEZ2HqxVYm5wqEarCD5HQ6xWYgnCMQCIiUyGw2w2AwCADeuYq//f4CpJFf/60PNSPVf3ra4XTiZtep+PxPV7wMRUNd0a89kzEd3FNRRTDzd059pXo7/D719xOJhJgKU1OIiExpK5LmFYQ0ALlbJhKJiMXIUz6ZTMLhcECn08Hr9YqeOyEUXNw8kUlRJHiONwIHYXK5HF6vF5lMBk6nU4jdEiUKAGNjY3kqc06nU7RMmQLK5XLEYjGhPE1i0LmIsp9uw9dLP4BZS3qRSKngCRtQ87VxIHu0oNdTmM1Ih3K2Q31JB1o0+WjTDORAKHK6p74rouANQDyORqPByMgILBaLUIhg7520xfLycsHQ4oDL6XSKPJ85OFucpBNK9faZUvX29mJgYECoQ1977bWQyWTYtGkTWlpaEAgERN5uMpkwNjYmPgdvkvHxcbH46SLPuQJ79qxlWEzz5iCdcmxsTPwfgADhcSbAGkHazj0nkUmj/itbIdPpoMtkUJVKIV3I+8tk6Pv6Ciy7ah82vboCdV/Zgl/98Wr8/GN3i4eks3J8Yc+NqBzZ/xYv9M6OgjcAdXXYZpRaEvX396OmpgYA8qRP6KzCApjtzTcC3LxeLxwOh0ixdDodUqkUjhw5goceekikMJdeeinq6+uxYcMGbN68GeFwGHfccYf4bFR4ZquThSkLYoVCgcrKSgwNDYnOFQthpngAEAgE4PV6BcDN4XAI7jE3J4tzGm7zJiA8+5xGNotMLHbmx71FeD++HD/98D1QyDK49cat+Ol916JsawL42ORjDoxXoPr2nhkl5ssWzMXICgvSWqBkZwLKTV3TdqGZThTlEEOoArsqLIhLSkpEp4R9fS6qN8IaKIfCU5J5N28EygzSkSYWi6Gqqgr79u1DU1OTkF4nAYWYIb/fj5GREbhcLqhUKqHUxtYkN2YymRQURmr6U6Uim83i0KFD2LdvH3p6emCz2WC329He3i7cMKlsp1Qq82AROp1OKNUVK477dsQNn30ZitfV3xSyDFY+1IXfvnpB3mPuObQKldH9kC2ai+M3mlH7VByyTbsLfs+Br6zEFz/8MOrVowCAsbQRX+y4EQ13HDhrm6DgIpiLh3AFpgpcRMzhubDYwiR2iAUr++m8JXiyEtqQSqUwPj6OsbExDA0NwWAw4MiRI9i1axd+/vOfo6ysDIFAAHV1dbBYLHA4HBgfH4fX68Xjjz+OXbt2iQGZwWAQhTk/H/N3FrJSd5fu7m489dRT2Lt3LzweD/r6+rB9+3Y888wzgsjDopitXzpaKpVKUXSf8xugyJCp1Fisz9f+X2E4gv+54rd5X4sPGnHieyuQ+H4Uv775N7j6N69AXuDQT1lViV9+/H/QqB6GAhkokIFLEcLvl/8WoesXFvyznPF9C30iTzopLJr/2CS6BAIBZLNZ2Gw2cSJy6sr2JjCpocMTlMoQOp1OOE+ydqAWKVuuALBu3TrMnz8fQK4r9PLLLwsowoEDB9De3i4I61SuYNrFv5M8T+mUTCaDEydOCHNsbppMJiMEuXjqk4tAEr9Uj/RctkBnKrLJCXQlqtCmy+/vK96gB/qry38HlWyyvpij7cezpe3IFDAXSFY68l5LGiMrANMD037JKUVRXSCmEgBEGkNPXorNSp1XCHGQPp9cYACia0RIBW8ZFrQLFy7E+vXrUVNTg7q6Osydm9O8yWazmDVrFsbHx/Gtb30LR44cgVarRVVVFRKJhKgzmI4RfkHwXiKREN0dCnWR66xWq1FeXg6j0YhwOCwMtckrYJuTw7LQ6x0TFvMUzXq3xb1/vgyfv/0xVKjGsCdWgz91L0F8VI//vfRe8ZjTLdistjAtH+WhXqQhh+I0FYV84uzdoEVRIjkcYgqQTqfFYqAGJ9Maush7vV5BEGGu7fV6RaeILUwuGt4qFosFS5cuRV1dHUKhEGbPng2NRoNQKCSGUplMRphf06iPIr3kB1Nki4ucDC8uYH5fo9GgsrISy5Ytw/Lly7Fv3z6UlZVBp9Nh69atsNls4rm8jcrLy0Uni7cb65h3W1T+YAv+9uT5iNWZYTjoQdWx/TmIwaW57z8fmo8m7TBq1ZNT7nRWjmzv6Un5Z4q034+Pd9yOe5b8IW8T7EtUofGekcIU6KYQRQ3CAAhJQ57S7L5QPZqLjdxZl8slBmcymUzcGH19fQKWQEFctiF9Pp+4MWpqajB//nzhLOn3+4WcSjKZxEc+8hEsWbJEtF0bGxsFBIKwbJJu+Dk5z4hEInmt0vr6elx99dXo7OzEjh078Morr6C+vh5XXXUV7Ha7uNHS6bRo2bL1yTqCVqvvushmkek6BO2T25E+egLyttmou2eyLnhw12I8dPvF+Lfu9wHILf5PvvJhZKapgKFwuaBw5MTK6u/oRl/Skff9hz57GdJHjgMyGWTKgs/rN42i1KG5iPmPzRYgNwc7PCMjI6iqqhK5MaEI0gKRzCrm90wfpAUki2alUgmfz4dNmzbh0KFDGBkZwaFDhzA0NITq6mqsXLkSOp0Oa9euxcKFuQKK8Gu+PlMvavrwFhgcHMRTTz2Frq4uYW/EgnxgYAAHDhwQQ7KdO3eiv79ffCY2ADjB9ng8QkD43RxykwkX/rEDN9gn9Yaub9uJbMc+2D8Wxye23I5//u3H0fzZ6Wk3ZFe2YfazPtQ/G4Vs8TxkEglYFZMbKJlVQrPnBGQaDY7+sR1jj9dBWVM1Yz8XUEQKRKgDT3GiQNmzl0KDqcFPRhYXxODgoLAoNRqN0Gq18Pv9gnpILBGlF8kaY3ty/fr1qKysxPj4OHbu3AmXy4VLLrkEixYtgtPphNVqFTcR6ZqcQbB4lbZodTodHnzwQRw9mpua1tfXQ6fTwel0oq2tTbRAh4eH4fP58PLLL0OpVOJjH/uYYJ0xFeT7sBnwbo7Bj83HYv3mvK9datmHQ7WXI9XTi4YPDQHZ7LThzL6vxnG9bQcA4KvfLUfguZV42q/FBx2595rIKnDyN2UAgD8syNUet331U2j6VN/pX7CAKHgDsE/Pf+hwOAybzSZSEZ64xO8PDQ1BLpeLx7DgZDeGArkejwc1NTWi48LUgupxLCoJU+jp6YHH4xGKEECuIHe73XnoVHapuNmkNkyZTAaRSARKpVIMxQ4ePIgdO3bgQx/6EK699lr09fXB5XJhx44duPfee6FUKlFeXo6+vj6RBkrxSpyRcD7ybg75aVrwClkGKbcV6OktGAj3ofpJbNH3Gx9BulGOZHaya2aQj+M3C/INCrSOmXXbKTgFohE1F6ler0c4HBatRSnbCoDwBuNpnEqlxACLj0un03A6nYKCyMdptVoBrSYby+12i/Yq5cpra2vFZuJkWa/XQ6lUIhqNis/HQpuKdFS0oGWqSqXCwYMHcfDgQTz44IOCWaZUKtHZ2QmPxwOPx4NQKCQc4knIJ5SbRblUsvHdGuXPDGBHrD7va/9+5FrIdhTnS8CBF0OBDLSySb7ycMp6ynNUW2YWWFhUF4jSgDzxKIOYTCZRVlaWZ07Hhco8W6/XC0AaF6ZU/oSO8IRHWyyWvBlDXV0dIpEIDh8+jHQ6jdLSUrS1tcFkMgl1Zi5uYBINSqwQNyLrAWJ9yOaqrq5GX18f5s+fD5/Ph7GxMTidTlx66aXCMSYQCGDWrFkCXBePx4VdKmEVZKa9myN14iRe+sRKrP9eI6zqOLZ0NWD2N08WhjGSxMuhObjJlrsF0pDj96OrMRCz4Bu1TyKRVeHuD1+HIx9X4k8X3AMA6Em6UHX/8RmVeCx4AxBXA0C0EIFc/5tYGY1Gg7GxMTFYklIFOQlmH51AOeniYXolk8ng8/lgsVgEtieRSKClpUVAIQCIDUWhXQACN0QDDPJ2pWhTplQ6nQ6zZ8/Gnj17oNfr8dnPfhZLlizB/v37YbPZ0N3djZKSElxxxRV49tlnUVJSggsvvDBP2QKYLP6Zss2EVerbHbIte5C9Ug+/QoGmyA6kZwD/v/fLbWj/ZS8a1cO4b/Q8jFwmx/hDuSWplSUxssyAls/sxoe+/2lkDSnU35+FcqjzDK86vSiYFN/V1ZWNRCKnkMCluv7kw5JMDkDk+pzsRiIRpNNp+Hw+qFQqVFZWCngCcfh0i6H4LAAxESYmifImvDmIx6GCAzdVMpmEXq+HWq1GOBxGMBiEw+GAz+dDSUkJRkdHsWPHDoRCIVx22WVIJpP44x//CKvVitHRUZx//vlYsGCBWNhS53giQQnlIM84Foth5cqVZ50UP6VY3oqBC42QJ4HKv3uRPlCcv1exIVsyH8duNKLxD2PIdJ/AvxzcBYM8R34aTlnxm6b6M7zC6eOsk+KZElCahCe1xWJBMBgUevsAxElIgjlzfJlMht7eXqEWl81m0dTUhKqqKpSUlAjTvDdOVP1+v8Dj8zWl5HMuOnoU0HmGm5LsMr4+U6t0Oo3y8nKsW7dObKienh4MDw+jp6cHQE77Uy6Xi5uIrDUq1BG2TZg364F3Qhz96XL8+Mo/oUo5hjRk2PexKvzyrutR8svNZ37yWYpsxz7UdwBp5GYCXPwA8v58tqLgIpgS5AAEJFqr1YpJKmmERItSNYItSBrTvfrqq+js7MTRo0fR39+Pl19+Gdu3bxcpCRcstfZpWMdZAWsGYohoT0RkKBWoOZ3mUG54eDgPEco+fiqVEnRP3jhutxtWqxUNDQ2oqKgQRTvTOE6QdTqdcLeXmnvMiDp0kaGwWnD/tb9AlTLHX1Agi3ZtL75/5705E4p3QKS9Xnz1yA0AgERWhU9vvO0Mzyg+isICEdOv0+nyLEHp0H7y5ElhI8QimRtDLpcLi1H2zbmIBwcHhQgWp6rE7EhJ9ERiko1FXjCpiLRt4uyBm5bPJYSaaQwpkWNjYygtLYVSqURtbS0uuugiMTCbNWuW+GwAxELnPIRKEvROZqv17Y7sxOnV4FyKMJRlpUgNFAZhmNHIZmH8YAif+PhnYT+cRvOz+866CWBRjDBKhZeXlwtmFeEAJMdT7JYLIZFIiBzZ4XDA7XaLCbH0tDQYDAJwRtQlF6rL5YLf7xdtTmKHCKtgisVOFRWhOX3WarVCCoU3BG+veDwuiPcspOl4z81K7jJnCLyJmOpIbyFOmN/uyMRi2BhtxgWGQ3lfT2YVyJ4FH7NCI+31ofL7uZTsXLQOCk6BKC1IKLDL5cr7OxclYc+8BdgRYe99zZo1uPbaa0VOffPNN2PNmjUi9+dUWTqxDYfDUCgUAozGE5YsMsqWs93JYpVFcDweF+1Sn88nWqFS0VySddgiZXHN1+BkW6qQzVSItwypkW8nH0Cm0UD2ekr3wH9emjdoAoAPPvEZpAPv7jYt5AqkL1yIxNVLp53OFYXTZeuPi5HDLk5pCQLjEIt5+44dO9Dd3Y3x8XE0NDRgcHBQEGXGxsYwf/58AVMgbIIkEyB3+5hMJrGImU6lUin4fD7hABkKhQRZn8UuZwHcoByycYrMYpunPKHZUowSIRXpdA6jSC1U3liZTAZbtmzBX/7yF7zyyivF/IqLCkVjPcafciP2RDkUDjusf9yCCeQvkFkP5Car8tYWRG9YBqW79O34qEVF990L8W/3/g7/+bNfY+zDS6f13KIIMcTmUBuUfzaZTEilUuKE5kLSaDTYunUrNmzYIKxSiQ5l4ej1egXDbPfu3di9ezdaWlqwYMECwdhKpVJi6MQ/A8hLWwiLlnJ8VSoVhoeHhaEfO1FMmaSOM0SOer1ezJo1SyxuqSwizTDY7eHNcuzYMbz22muiDVvsHECm0SBbQCEd+WUW/93wEADgxu99BuUvNgLYnfeYWIUW8muXYsW3tuMay078Yugi+FcV9XHPaSjmNOHxi38BxetIpOvufBmbXmic8vMLvgG6uroE+YNDMUKDlUol7HZ73ilZUlKCcDiMnTt3Cqf4e++9Fy+++CJaW1uFpPnq1asxOjqKRx55BF1dXfB6vdi4caNIT0ZGRgRRhRBnKlBIb51kMikk0tl1ojM8AJHDUwmCG0mpVMLr9QpQW3V1dV6ez8KZXSMW3QT6BYNBnDhxQmz4jRs34sEHHyz01wwAsL5sgP/DK6b9vC/P+rv488OX3IXv/+fdeVADAPjn792P7/z3b3CzdTu0shT+pfw5yLXaN77UOzZ6rnOKxQ8A15p3Y/Da6ik/v+Ab4LHHHsPs2bNx+eWXC7RnOp0WvGCpR3A8HofZbBYTUrlcjs7OToyNjeHQoUO44oor8L73vU8srD//+c949dVXkclk0N7eLnRDlUqlcGTkgibphsO0qqoqkfPzxjAYDLBarcIrIBqNCsskDspIoqEjDfv9bPXyhGf3x2AwiIUvVayemJgQbjfDw8MYGhoS0imFxncrn8DAN434wdMXIz0NmcV0Nv98M8hOxSTVqs6Od4HC6UCypQrDK/RILIih/H41tE/OvPH1uOvU2zUzjTKg4A2g1Wqxe/dutLe3i1SEi45/zmQyYkjG3JqOipySsh3J4pmtSopY0XROmovzzwAEapTsL/b6CX/mTdDf34/Dhw8jmUxiYGAA4XBYpFbSYBFLeARVJkiflKZUvDk4OyB022634+TJk0LPlNPrYqJCEcHYJbNg+fPUN8CzgVZ81DlpTB3OaDGaNqFW5YUCWfjSBrwano1LzF0wyXM10OZYY9Fm2AqXC+3Pj+AG69/hUkxADsC7QoWPO++E/b7CHOvfLJruCyJ8jRqm1yGr0awSqtjUB+dFbYDR0VEhOsXFT1w8uyUAEAqFBJxh0aJFeOGFF6BQKHDJJZdg9erVYoN4PB4olUpce+21qK6uxpEjR+Dz+XD++efn5epML7jIo9GoKD7J0gqFQqJAj8fj6OrqwubNm0WxytPeZrOhuroaiURCoDkBiK5OKBQSlEapIh2N8Mgo4wZRKpVYvXq1gEJ84AMfQFlZWaG/5rwwDE3P2eXAv8+H7+edsCpi+PnQxej/diN0Q1F87MGnUKvy4vB4OXZf5samJcsx8IEJlNpDMPyHCTLsOfOLv0Uc+mY9fuP4W97XnIokPvWvf8OD97mLeu03RmbPQXz2u59F6OIoMv16lL+WgevFvcDdZ34uUMQGCAaD0Gg0ou/ORU+VOGlHxOFwCPoivXWDwSDWrFkjPLzY06c96bJlyzB37lxEo1E4nU5Eo9G8qS3BdfF4HAaDAeFwOO9W4GmdSCQQiURw7Ngx8RpsUUajUVHk0pcMgJg7EOEppToSBq7X6zE6OgqbzSY2I8n3TqcTt9xyiyjuZ4IUn8gqoD04PbNrzTMd+H7mwwjWKVH22AlohjoQu2opKpR+AMAS3XE8U7oC2qe2Y9bTMsgUihkxqFjYfuy0X69S+QDM7AYAAMe9W+B4nauvKC0BpjF3KXgDpFIpLF68OE+9jcWoVDXZZrMByN0YlZWVkMvlOO+880SPPZPJ4PDhw9Dr9Zg1axY6OjqEqyQ3F3vxLLB5+krFeAmsI+6IUAhumIqKCvh8PpGuzZo1Cz09PaJ+YZFLx0k6XrJuIdtrdHRUwMCpfkFiDz8PFzwN844fP445cwp3Zoxmlbjub3eiYWj61kbqZzvgAnIbR67Aed/ZApUs15hQydJovu8oDq/SIpNIzJg7y4k/NQJfz/9aOCPHVw5cDxcOz8h7nC4UzQ244OE9+OuvL57ycwo+mtasWYNLL71ULEye+BS/Jd6fbULigdiO1Ol0QhFi/fr12Lx5Mw4fPizMM2KxmDjJaYHExUhcD+HMtDsiIZ9tzkgkIhbnokWLcOONN8JisWBoaAjpdBq33HIL6urq8swzSPPMZDJ53AEWvCTOpNNpMY1OJpOCkcZ2MLkQTz31FF588cVCf80AgE99+U40fKHjzA88Q6QubMd1lnw48Yfsm9Hz5ZkVnir5/S6c9+w/533t5l0fQ9knAgAAuV4viPAzGcrfRPBR626kpyHCUfAGWL16tcjBeSqzQOTQSwqLpmoaZwasG0hp7OnpwfPPP4/R0VGMjo7i+PHjIlfn4qb7JHvxZHsRdMcWJ0/xsbExoePDXF+hUKCiogJqtRput1vYK+3btw9Hjx5FNBoVKR0JM/Qe83q9ggvNFihl3NliZYrFdJBI12LC9MBWIFO8MMjQCs1pvy6bHyr6tX0fX4EjP1uOzAULkEkk0HJXvmL0ZTUHkRoegUylhu0FDVa/MoC+r68s+n2l8Z81j077OQVvAI7/2eeXwgKYL0sVIkhDNBgMAhJNmERJSYkoqnU6nTCglha8XJQsXrnJpPxbIJeahcNhJBIJ/O1vf8MDDzwgqJtATordbrdjdHRUqFgEg0Hs3LkTjz32GHbs2CHelzMB3jqEWlDjlAQemnpzas2NwxvjnRK1f/NiOJ0v0ZLIKlF+V2FiVgyF04E/fv3H2HDdj/CZ/30IR3+yHIf/Jf8YvtKyB31fX4kTf2rBD6uexO3WTjz2if+Cwul4k1edftzY+fFp44cKrgHoiRUKhUQuzKGSVGiWU1qDwSBOV+J89Ho96uvr4fP5cOzYMZjNZuj1ejQ1NaGiokKkInSIByBI7ZwFpFIpjI2Nicezhbpr1y709PSgrq4O999/P4xGIz7ykY+gpaUFJ0+eFBzfX//612J+MDExga6uLqxevVrMLQCILhBh2UyJ2PrkhqAQADeJw+FAW1ubEMl6uyN9oBs/+Nc7cMt3nkGt2pNTfHtwHapeKY4PED6/ASZ5bukt1gxj/Y0/OuUxDaoQnv3kD/NOXL0si+Tsashf8xX1/ozqD/dixX98AQ7vOWiDsiXJtiGhBWNjYzAajaIdKXV3kcvlQoKQt4fVasXq1avhcrmQzWaFlInNZoNSqRRzgEAgIGYD7DgxlTKZTIKYQ3rm6OiowBbt27cParUac+fOxbp169DY2AiNRoOHHnoIHR0diEQigslFGDUVL6QyjSqVSjDHWDfwZ6fJB90rWQetXr0aFRUVhf6aZzz0j27DM7sXIem2QHXSkwjRAAAAF+9JREFUg6qB4skw0ZKpJRJvfFQyC6iPDM4YxzcTDqPhn7fmBLTum9pzivIIY57MYpRpCwtBnv5sMTI9Iiyaim4GgwE1NTWCBE8VBSq3ZTIZof8DTPp4ESL9Rqg126EEsJGGSYAb25Ner1dAl5nnL1++XGCBWBTzOawfEomE8Bjg52FRHggEBHCP3auGhoZCf81nJVLHeyA7jhlbeOa+U18pnJFjPKuAU5FEMgv8IbAUt1m3QyMBxv774BXTsjOaakynm1WULAqhCMzrieAkSUSKk5cSUJgmcGpLSyWS4NnxoeAWnVjII5AO29iFkb5vJpNBc3Oz6Ns3NzfjsssuQ3t7ex4r7YYbbsBFF12ExYsXI5lMwmKxoKWlJfdLfB3hSQl4bgJuTvIMwuGwgH+TU8Aah5KL/38P7Yt78SPPhSL//tDhD+KTn78T9weWicdsv64JH/i3L+EPgUUYzwLPRRvg+dTbfzMWNQeg8gPxMCw2KQfCvD0cDgt5kEQiAZ/Ph9LSUigUCvh8PjgcDpSUlAh8D09bAKK9SjFepiaEWnDDsADljdDY2Ii1a9diz549qKiowE033SSc25VKJU6cOIGqqiq8//3vx5YtW+Dz+bB48WI4HA7xM0hdHqU0SS5q2iUlEgnhOCmFVtOJcqY5wdlV7Tj6/tznse+To+SB/cLH6+2I7Pg4jlxTjos++yWkjBnM/uEAMpYQPmXfCABQyYCBK8tR+ovN2PRaM55csQa2jhFkjh582z4zoyhKJEnv4+Pj2Lp1Kw4cOACZTIaysjLMnj0btbW1CIfDYlDG24CnP2HPAMQJz+9xIYdCITFxDgQCIvVip0ZKiYxGo8JqNZVKYdmyZWhoaBC1wb59+4Qb/MaNG7FmzRq4XC6sWLFCoEP9fr9YtMQv8b1Yb1DqkDcRIdhSDBLbvdygMxWRm5fjxz+4C/PUOVhE4ro0vv7xi9B32yyku08/gT0XkRoYRN1Xc7TKFIAj31kIlSTdWfahXej5BZDq6YW5p/esqT1PNwreAJQdIfnjlVdeESCx4eFh9Pb24qqrrkJtbS0ymQz8fr+QKWcBLZfLUVqaI2AQD0Qndqo+kN8rFdYi0pSPJzSaKtBSnq/b7RYwhQMHDsDn88HpdOLo0aOoqakRgltS3zC2cDkD4CZla5RQaG5AtnsJoONG1mq10Ov1RaNBpfHl7/5BLH4A0MoU+HH5K7j57uuBNTP2NgByjutD59ugjGVRstGD9OGpO00ub8j36nWoougpMONWzG5EssQIeTwF+f7j01agfqsoihDD3B0A3G43FAoF/H4/HA4HxsbG0NfXh8rKSrGg2daktLnVas3T6NTr9aJgBSAEsIBJDvK2bdswMjIChUKBxsZGNDU1ic3D9mMikRCdJ5Lp6dYSDAbh9XqFTik/Ewd2RH9GIrlBjvRnBHLt3+HhYfT19Qky/7x580Tbl+kaQXj0PCsm5FotMuPjQDaLp/1tWKs7lWXmT+gwkyLsA19eid9/6qeYp5Yhnc1iY8KA733+w9A8PbWJ9P6HZmPszr/DLk8hA+DRJ1ehBtNHgp78jxX464d+ikplColsFv9v6FIM3liJVJGu94yCN8ChQ4dgtVpRWlqKJUuWYM6cOTh06BD27t2Lyy+/HENDQ6ipqRE9c7YKmYPTSlWtVgtCDcWmuPC5sM1mMzKZDJ544gnhI5DNZnH8+HGoVCo0NzcLHJJWqxViWV6vF2azWfB5lyxZIvgARqNRDLbYISLsgvqjXLxMuQDA4/HgiSeeEN2jVCqFvr4+nH/++ULindgibna/31/UP9Ks17J44fh81N66Hyc/PQt4LH8DfK7/Yli/rJpREvmzn/khShWvo2BlwBpdAu67foGvdt2E1MkzqzO7f7YF/3T4cxhdrILGB9T9bvf0h1S11dj5kZ9BL9cAyNU891RtwoX3vg+aS6b5Ym8SBXeB/vrXv2L9+vVQqVQoLS1FX18fOjo60N3dDb/fj5UrV8LpdIpbgfMAdmsA5GHqpQ6SrBM4D2BrlBqjVqtV0C63bdsmxK8Iy+BklikZW6GVlZVYs2YNrrzySixfvvwUUwuphRLl2jkF5pzj2LFjouAmPKOnpwcnT57Mq2kAiFSMjpKFxg/K1mP7qrtx8t+XYcJ+Kltr25Pzkdl7CMq6Ghz70XJEbl5e1PsBuTbmG2O2SoWeD0xRnz+bhebvHaj69maU/GpzQbatfddXQi8/dYj4zJziGHbSKPgGsNlsGBoawhNPPIEPfOADQiLR7XaLwjCTySAajeJvf/sbzGYz1q5dK05chUIhhls6nQ6BQEDk/8ylqcxgtVqhVCqxatUqaDQaHDlyBEBuvnDgwAHRGmW7lH14tjIBCEgFTbFJXqFKBKUaCbyjtHsgEBCO9PRAWLBgASKRCHw+H9xuNwYHB/Pg3xyasaYoFgsEAArIsO2jP8bBD526IDQB4MT3VqB+eS92N/0UnptS+Ozm9yPVPzDl1x/53EpEK7Oo/1sU2LoXV2/6DA5e+L95j0lm0zAMzpxK4xtDWVWJI5+ugvkY4PjfLbD0nL5UPpqaubuuqC5QR0cHjh49iuXLl6OhoQE333wzbDab2Ax//OMfEQ6HMW/ePLz88stYuHChmKIyNaLwLQBxarNofuihh2A0GnHjjTfCbrdj0aJFOHz4MI4ePYqKigpccMEFKCsrg92eQxamUimh6cPcnykWN0dpaalY8Kw/qPRGgzwgN+cYGhrCK6+8goGBAVx99dVoampCa2srLBYL/vznP8Pj8aC+vh633nqrgEBz8TONCwaDM2aRpIAsrwBmPP7lH8Iun/yndCmUGDuvCub7p7YB0hcuxPov/xhamRK/uaoBf/rBFbBsAHBh/uNW/eBOlP61E9BooLDbkBoaLuKnyQ/F3Gbc9Mgr+LD5KcQyE7ih4w4Yn+tCOpuBQjZ5G21KZPCVL34eemybkfctOAWSyWQiTdDpdHC73Vi6dCkaGxtRWVmJxx57DNu3b0dHR4eY4BILRHlD5t4Wi0WQaACI1Mbv90OtVuOee+4RLUx6Bm/ZsgWHDx/GnDlzoFQqMTw8LCiPvEFIyeTAzWw2Cx8yEt2ZLrGTww2hVCrxyiuvoKurCy6XC8ePH0cqlYLNZsPAwADq6+vR0NCA3t5ezJo1CzabTRD0ObNIJBKw2+0zpg6dRhZdEyqEM5OTzqeiZbCcRgvH1Dt1WqPiG6PQy9SQQ45PWY/j+e//BPd+5aenPM65L4708jk48Ydm3LF+C4bvnDk0p/U3o/iwOXdT6uVqfPnRB9D9P015ix8AHgssgv7RbYBMht5/X4neb62Esqxwkk3BN0A0GsW8efMwb948QXekV24qlUJNTQ1MJhMcDgdGRkagVqvhcrkEdh+A6JVLmVzECdFDYPfu3RgYGMDQ0BDuvvtuuFwuLFmyRKi6RaNRbN26FUajEa+++ipCoRBWr14NYBKhSvSnw+EQxazULZ5apqFQSBTcg4OD6O/vh9vtxvHjx7Fp0yYcPHgQ3/72twHktI4sFouoEQAgEAjgxRdfhFwux8qVK4VrZKEK3Iy+VAYKWRaXP/oFNP0uiH98+HGs1eVaq7/+4k342mUy/PWKX2KOKpcy7BjXQ779wJQti1JvIM/rZWrMPQ1+73P/+wAWakZhl6uhkimw5J9/iH+8a+2MuLjfVf00gEmT7Qt1GRxbdyqgZ4nxOB774QeQ1mVw/IZfAQB+elMtnm0vKehzFLwBli1bBq1Wi7a2NqRSKXg8Huh0Ovh8PmQyGSxatAgajQZ79uzByMgIli1blucAr1Ao4PV6UVFRISiIgUBA5Nr19fXYu3evOHHD4bCQKbFYLPD7/aitrcVPf/pTdHR0wGazoampCbt378aKFSuEQws3FZlpAPKm1FKPYqk+KHVPzWYzRkZG4PV60dXVBblcjksuuQS7du3C2NgY6urq0N/fjwceeADj4+MoKyvDrl27kM1mce2114pbrpj4/K3/CMiAhi3bkF04BxfofAByG1l95xAa1/Xhn2/6LOZ9aS8OB0oh/6EDquTUdfQz/1WC5L1pqGS5jZzMpnEilUaTKve5M6/3by7XhwFMwpwrlTooHLYZwfMcTymxaApMxpuNQdx826/zvnanrQfPtq0GdnRN+30L3gBUg9BqtfD5fPj73/+OBQsWCErj+973PtTX1wv5EFIRaaWq0+ngcDjEAIqqDuT5trW1YXR0FOPj43jf+96HxsZGkbbo9Xro9Xokk0mMjY0JhWZyfmOxmCDRcLBFJ8ienh7U1taKXj8FtgivJqvL6XTC7XYjGAwKgd/Zs2cDyOX5bW1tomD/yU9+gtdeew2xWEwcDMFgMM+PrJiQbZkkqUerjVBgcsT63fpH8Q0sgfGhbeh9UgvNRB+Q6ZnW66uf78Tiu+/EJ255BsmsAn/5n0uhjGWx+du/BAAEMxO48O4v4Y8f/Sla1ZOrtDcVR2aGZBU//c3P46Xv/zeM8lyX67GoEX8aXo6f1jyGSmUOcRDLTJy2KwSgYJ+ygjeAXq8Xim+c/j799NMAgKqqKjG1rampEZABgsk4Cc597kmlZQLsUqkUqqqqcOWVV8Lj8aC0tFRIm9CCiJPoa6+9VixEv9+Piy66SKA5VSqVWIR9fX0CtJdIJIR5H5GlVLTg0MtsNuPSSy/Fhg0bkEqlcPnll2PRokWi/08tIOnPwElxNBqF2+0W+KGZhEKYt/QgkEnBKlcilk3jlic/j8bXC8KC5UyyWVR9ezOe/2UdIJehTH4En9nymvi2XqZA9Q+245/3fRa///lPUKpQY9eEEl/4xhdhSUyfp3y6sP5xCy7Q/TOqPngce45UYc63hpBNJjGyVY3K11fp6u9+HvUfOIIH6p/Pqw2OJSPA3iMFvW9RXSCiQc1mM1asWAGPxwOHw4G5c+dCqVSKvngkEhG1AeETXJw8eekeSYTnxMQEHA4H7Ha78BXbsGEDGhsbEY1GMT4+jlWrVsHtdmP27NkYGxvD4sWLRVFM/A7rBNYafA9p5yeVSomprtSlvr6+Xtg5uVwu4T1GIg47PjfccINwyuRGmjdvnkCqSs0Ci43U8Ahu/NoX4Zsng2tXFo0PFc8VZqRfH9glL1qES3STcAOVTAGZRgPd49vx8dA/IVirgWubD5YDM7P4Gc7fbEHit0o0pUaQVqlRs0mBRZrJE1+WAaKXxdH4g3/E8RtyuifBTBzv/86X4EgWpjdU8AYg7p1m0itXrhT4fJ7k1MqkowvBbZQxYYHKzg7TFr5GNBoV8wQS6L1eL2KxGKqqqoSqBN/barWKGwSAAKmRcwDkZgdMmdgipawhAXAmkwnxeFxwial25/V60d3dDbPZjNLSUnR3d2PBggUwm81YuXIltm/fDoVCgQULFqCuri6PJjmTYfnTVlhm/FUnQ7d/AAeTSTSrFEhns3g4Ui7wN4pXdsIOnDUwG7H88sZa3F2ZP/CKlcqQiUbR/OV9qDN+FCZbDKY/m+F4qHCxrYI3ALE91NPk33l68mQdHR0VgDSFQgG9Xi/SH57ObBcyleCJTKVprVYrzKo9Hg/0ej3q6urE+ykUClgsFsHFZYoklSdJp9PweDwoLy8XcGY6SRJHREIPN0U8HhfpFAd3+/fvz1Ona21thUajQUtLC0pLS8WkmkIA8Xh8RpThzmWkhobxxVs/iaFVBqgiWZRu9AM4dMbnzWRk+4awKZHBKu3rLkSZOOoe8SGNnNdB0z/MjFlewRuAjowkfcRiMYHIZCuT09hgMAin0ykWpVRFguwxpiUcjJWVlYlWZSaTgdFoFDm4yWQSdQSdJ81ms7g5uIEIuc5ms4jFYgL5SYM9s9mMwcFBlJWVCYI925rZbBZms1nAL+hhPGfOHPT09CCbzeK8884TdYBGo4HL5RKbm6/jdDrflU7xsi17UP76wfp2eFxmwmF855oP4PAnLChv8mDir6Ww7Z9ZWUWgiA0ATCowUzSK2Hx6cikUCoyNjcHlcgGYJKsQngBAbARaECmVSrH4ieJ8IwGFubUUu095RGBS35MUSAB56m38OodjUjM9IFffEJohrVNcLhdWrVqFuXPnIhaLoby8HADyCDysPWieTXj0ezH9yHQdQuM/AZDJYMgePyvvUZRDzPj4uBCzDYfDoq0pPeV5/fPvNLOQegdzagtAeAqwYKbiHLs8fD+ezCSpeL1eIbnI1En6WdmP541E9CftUvk5uHHIUzCZTKJwZ7cKyMm9E61KTgBvPM4epJ5l70URMQOexG8WBW+ASCQCh8OBWCwm1NiY4hBsJk1t2CZMJBJCPpGYGan4LOcFwKRbC1ugVqsVwWBQ3DaEWSsUClRVVQmxW6JO2YVimsaOFPFCJNSwPiEmKZPJYHh4WKhASK1OA4EAnE6nmEMAk7IprB3YKiUpP1Foe/K9OOtR8AagzAnx/dQJ4uJli5TYHJ6QKpUKBoNB1A9yuRx6vR4Gg0EU1ADEzICPo6obO0+8ZejVlUqlYLVaxQSYaRKHUExHqD1E4BtvsVAohIqKCpHucENnMhlB66Q4VjKZFJ0kDtn4eehhwFuA84j34p0ZBW8ALmbq95AcQkQnW5BMe3ja84bgApRuEL4GT1DSISk5wlSDzC3aMdFDGIA4lbnoeEtQN5S5P2HZ7P07nU4BYqNiHW82TqvD4XCeCh3/zIKc8we2TaVOMu/FOzOK2gBSJQY6I1IXiKcj+/jcFJQMZCHKRS4lznMBsphlm5Xuj1LaJOsDpjF8PjC5+VjM8taSht/vF8/jnznpTafTomCn8gOLbd5U/DmYdnGQ5nK5ROo1k4Ow92JmoyhtUOLspVqZAESuz1qApyDTEaYsUvEobhhOgqWPp9Q5Uyzm9nw+GV0A8vx5KdnC53KTApM3mNFoFLcBeQX8OVg4kx9MsoxUH5Q+A0S4cpOTEkk/4vfinRkFbwAOqphS8MQmjIF5MTU2pQ6OXPTkzhIzIyXEkE3FdiI7RlIZc6mvL+XIOaSSKlCzw8TNKp058LOxFnmj3286nYbFYkE8HhdfZ9uTmxCASIF4A8ViMdESZXv1vXjnRcFzAC5onqjM7aUnKYtMzgS4wLmQmJtzaKTRaISig5TTyzybBS5TCylnV2qYQXU2kly4gfh9qUCvdFrMop2ziWQyKbjHUvUI1hv8OmsBplx8Tf6O3qsB3rlR8A3AxcIiFoA4bZnnS80iAOQVoVJEKOERTBukizOdTueRTqRwC2m+z/RJ6kkgHYJxYUqHUkyP+DhuLClvmZ9BWuOwOyS9TdgNAnLtUN52/PzvxTsziqoBAIhFITWxk7Ynpd0RaZHM7wMQswSmFESS8j2kevv8j6c+FyQXKb/OTccOExcs6xGZTCa0PKW3Az+7dAIshTtIBbD4c/NzcANLnSX5+PfinRlFa4PyH5kLjCflG09MACJd4gnLtInfY2EsrQ9YcALIw+ADEBAMdoF4Mr9xc3Iz8LMyXeLz+Gd+VqkwF38uQp95ojNl4s/B1Ez6HAB5n/e9eOdFUf4AXBjSdIaLTSpVIn08T9w33gbAZHHMrwPIy/+lJzzze76/NC3h83h683HcMADyNpk0rZH28ZleSW85aYuXG4DP5eyBG0K6+d+Ld2YUtQGkpx5BcFxQAAQ5RLrYpEMontTSFIoLlye/NB3hY7jgpEwuPo6vx8UuLV6ByU6QNOWRnuBMZ6SLmD+vtD3K1+JMgi1ZaXdJ+tj34p0ZBW8A4lu4AAlZ4DSXHRTKHhJ7Iw22MwGIVESK5ZfKpLCwZWuRp+0bbwLpjcKNwv8Dk2kNkH9SS9M26a3AG0k6Q+DjpakdN5xUAkVa+7wX78woeAN4PB74/X4olZNu6aQVyuU5KyRuDKvVimQyCa/XK9qGLFRZWBoMBoH+JHKUr5nNZhGJRMSCpLanFOsjbZtKO0bk/nIizZAabp9Ot4dtWy5e1ifSolmaYknTOv7HDtJ78c6NgjfAkSNHBM4mFovB7/fnmVsMDAwIGDKVIIi71+v1AvMjxdUolUrY7XYhums2mzE0NCQGXqwr6CUQDAYRDodFcWwymcStQoUJDrfISeYNI0VocrGTJkkIBze2tC6R3ibAZM0DIG+yzXizDfZevDNC9t71/F78X473GtTvxf/peG8DvBf/p+O9DfBe/J+O9zbAe/F/Ot7bAO/F/+l4bwO8F/+n4/8D9rKBcItQUmIAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# skimageを利用して 大津法による二値化、morphology, measure.labelによる維管束抽出\n", "from skimage import data, filters, measure, morphology\n", @@ -132,22 +99,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# morphological parameters \n", "properties = ['label','centroid', 'area', 'eccentricity', 'perimeter','extent', 'convex_area']\n", @@ -170,24 +124,11 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# remove items with centroid as near as 100 pixcel to upper or lower border\n", "df=data[data['centroid-1'] >=100]\n", @@ -213,22 +154,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#binarize\n", "label_flt=labels\n", @@ -325,13 +240,6 @@ "source": [ "The end of codes" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -350,7 +258,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.9.16" } }, "nbformat": 4, diff --git a/README.md b/README.md index 1c9f76a..716d191 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ ### Directory structure -The original dataset, pairs of image and the correponding mask, for building u-net model should be placed in '_original_pdg' directory. Under the job number (ex. 003), following directory will be generated.The '_test' directory contains the target images to be segmented. +The original dataset, pairs of image and the correponding mask, for building u-net model should be placed in '_original_pdg' directory. Under the job number (ex. 003), following directory will be generated.The 'test' directory contains the target images to be segmented. ``` . @@ -43,7 +43,24 @@ The original dataset, pairs of image and the correponding mask, for building u-n ### Flow chart -1 +Step 1. +The original microscopic image and the corresponding mask image are divided into 512x512 pixel images. A set of around 200 images was used as a training dataset, followed by augmentation such as shift, scale, rotate, The U-net was successfully trained and a model with 98% accuracy was constantly obtained. +Phase 2 +The actual test microscopic images were divided into image patches, and for each image patch segmentation was performed by U-net. Finally, patches were stitched into a single image again to complete the process. + +1 + +Extracted vascular bundles are exemplified in the following images. Those images are sequentially numbered with respect to the from the relative radial distance from the outer surface of the column. + +![](/Users/sugiyama/Documents/python/GitHub/vb_unet_2023/img/2.png) + +Finally, morphological parameters were obtained using scikit-image package. Typical output was exemplified as follows. + +![](/Users/sugiyama/Documents/python/GitHub/vb_unet_2023/img/3.png) + + + + ### Data used in the paper diff --git a/img/1.png b/img/1.png index 3d04162..047b510 100644 Binary files a/img/1.png and b/img/1.png differ diff --git a/img/2.png b/img/2.png new file mode 100644 index 0000000..14cad5b Binary files /dev/null and b/img/2.png differ diff --git a/img/3.png b/img/3.png new file mode 100644 index 0000000..dd45c56 Binary files /dev/null and b/img/3.png differ