notebooks/adda-ecnn.ipynb

{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:48:21.830728Z","iopub.status.busy":"2022-09-20T07:48:21.830217Z","iopub.status.idle":"2022-09-20T07:48:55.886054Z","shell.execute_reply":"2022-09-20T07:48:55.884405Z","shell.execute_reply.started":"2022-09-20T07:48:21.830635Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'Deeplense_Gravitational_lensing'...\n","remote: Enumerating objects: 147, done.\u001b[K\n","remote: Counting objects: 100% (147/147), done.\u001b[K\n","remote: Compressing objects: 100% (111/111), done.\u001b[K\n","remote: Total 147 (delta 59), reused 108 (delta 33), pack-reused 0\u001b[K\n","Receiving objects: 100% (147/147), 1.52 MiB | 3.64 MiB/s, done.\n","Resolving deltas: 100% (59/59), done.\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n","\u001b[0m"]}],"source":["! git clone https://github.com/mrinath123/Deeplense_Gravitational_lensing.git # cloning our repo\n","! pip install -q timm #cloning timm for pretrained networks\n","! pip install -q e2cnn #for ecnn"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:48:55.890861Z","iopub.status.busy":"2022-09-20T07:48:55.890338Z","iopub.status.idle":"2022-09-20T07:50:19.399320Z","shell.execute_reply":"2022-09-20T07:50:19.397740Z","shell.execute_reply.started":"2022-09-20T07:48:55.890796Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting package metadata (current_repodata.json): ...working... done\n","Solving environment: ...working... done\n","\n","## Package Plan ##\n","\n","  environment location: /opt/conda\n","\n","  added / updated specs:\n","    - gdown\n","\n","\n","The following packages will be downloaded:\n","\n","    package                    |            build\n","    ---------------------------|-----------------\n","    ca-certificates-2022.9.14  |       ha878542_0         152 KB  conda-forge\n","    certifi-2022.9.14          |     pyhd8ed1ab_0         156 KB  conda-forge\n","    filelock-3.8.0             |     pyhd8ed1ab_0          13 KB  conda-forge\n","    gdown-4.5.1                |     pyhd8ed1ab_0          17 KB  conda-forge\n","    ------------------------------------------------------------\n","                                           Total:         338 KB\n","\n","The following NEW packages will be INSTALLED:\n","\n","  filelock           conda-forge/noarch::filelock-3.8.0-pyhd8ed1ab_0\n","  gdown              conda-forge/noarch::gdown-4.5.1-pyhd8ed1ab_0\n","\n","The following packages will be UPDATED:\n","\n","  ca-certificates                      2022.6.15-ha878542_0 --> 2022.9.14-ha878542_0\n","  certifi            conda-forge/linux-64::certifi-2022.6.~ --> conda-forge/noarch::certifi-2022.9.14-pyhd8ed1ab_0\n","\n","\n","Preparing transaction: ...working... done\n","Verifying transaction: ...working... done\n","Executing transaction: ...working... done\n","Retrieving notices: ...working... done\n"]}],"source":["!conda install -q -y gdown #required for downlaoding datasets from google cloud"]},{"cell_type":"code","execution_count":3,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:50:19.403704Z","iopub.status.busy":"2022-09-20T07:50:19.403172Z","iopub.status.idle":"2022-09-20T07:50:28.713870Z","shell.execute_reply":"2022-09-20T07:50:28.712328Z","shell.execute_reply.started":"2022-09-20T07:50:19.403651Z"},"trusted":true},"outputs":[],"source":["# importing important libraries\n","import timm\n","import random\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import os\n","import sys\n","from tqdm.notebook import tqdm\n","from sklearn import model_selection\n","from sklearn.metrics import f1_score\n","from sklearn.metrics import accuracy_score\n","from sklearn.metrics import roc_curve, auc\n","from sklearn.metrics import roc_auc_score\n","import math\n","import random\n","import cv2\n","import albumentations as A\n","from albumentations.pytorch import ToTensorV2\n","import torch\n","import torchvision\n","import torch.nn as nn\n","import torch.nn.functional as F\n","from torch.utils.data import Dataset,DataLoader\n","from torch import optim\n","from transformers import get_cosine_schedule_with_warmup\n","import warnings\n","warnings.filterwarnings('ignore')\n","from sklearn import  model_selection\n","from e2cnn import gspaces\n","import e2cnn.nn as e2nn"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:50:28.717982Z","iopub.status.busy":"2022-09-20T07:50:28.715901Z","iopub.status.idle":"2022-09-20T07:50:28.725007Z","shell.execute_reply":"2022-09-20T07:50:28.723329Z","shell.execute_reply.started":"2022-09-20T07:50:28.717935Z"},"trusted":true},"outputs":[],"source":["# makin the repo path same as the one we are working\n","sys.path.insert(0, './Deeplense_Gravitational_lensing/Lensing_DomainAdaptation')"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:50:28.730878Z","iopub.status.busy":"2022-09-20T07:50:28.730301Z","iopub.status.idle":"2022-09-20T07:50:28.752393Z","shell.execute_reply":"2022-09-20T07:50:28.750952Z","shell.execute_reply.started":"2022-09-20T07:50:28.730846Z"},"trusted":true},"outputs":[],"source":["# importing from our repo\n","from models import ECNN,Classifier,Discriminator\n","from algorithms.pretraining import PreTraining_Train,PreTraining_Test\n","from utils import Pretraining_HPAMS,ADDA_HPAMS\n","from dataset import Len,Discriminator_dataset\n","from algorithms.ADDA import ADDA_Train,test_func,plot_test_metrics"]},{"cell_type":"markdown","metadata":{},"source":["# Source Data"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:50:28.754819Z","iopub.status.busy":"2022-09-20T07:50:28.754149Z","iopub.status.idle":"2022-09-20T07:50:46.129545Z","shell.execute_reply":"2022-09-20T07:50:46.127969Z","shell.execute_reply.started":"2022-09-20T07:50:28.754774Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading...\n","From: http://drive.google.com/uc?id=1cRjseeUQhab5TRRb0NDmFxjGdsd0Fwo0\n","To: /kaggle/working/hsc2.zip\n","100%|█████████████████████████████████████████| 621M/621M [00:03<00:00, 177MB/s]\n","Downloading...\n","From: http://drive.google.com/uc?id=1MJ-k5xWiww6IFauu7oqqD6mzKfJiMo3r\n","To: /kaggle/working/hsc_lens_smooth.zip\n","100%|█████████████████████████████████████████| 638M/638M [00:04<00:00, 144MB/s]\n"]}],"source":["!gdown http://drive.google.com/uc?id=1cRjseeUQhab5TRRb0NDmFxjGdsd0Fwo0\n","!gdown http://drive.google.com/uc?id=1MJ-k5xWiww6IFauu7oqqD6mzKfJiMo3r"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:50:46.133026Z","iopub.status.busy":"2022-09-20T07:50:46.132470Z","iopub.status.idle":"2022-09-20T07:51:15.684861Z","shell.execute_reply":"2022-09-20T07:51:15.682891Z","shell.execute_reply.started":"2022-09-20T07:50:46.132973Z"},"trusted":true},"outputs":[],"source":["!unzip -q hsc2.zip\n","!unzip -q hsc_lens_smooth.zip\n","cls1 = os.listdir(\"./hsc\") # class 1 (non-lensing)\n","cls2 = os.listdir(\"./hsc_lens_smooth\") # class 2 (lensing)\n","cls1 = ['./hsc/' + i for  i in cls1 ]\n","cls2 = ['./hsc_lens_smooth/' + i for  i in cls2 ]"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:15.690424Z","iopub.status.busy":"2022-09-20T07:51:15.689344Z","iopub.status.idle":"2022-09-20T07:51:15.698405Z","shell.execute_reply":"2022-09-20T07:51:15.696822Z","shell.execute_reply.started":"2022-09-20T07:51:15.690369Z"},"trusted":true},"outputs":[],"source":["cls2 = cls2[:400] # only 400 files from class 2 is used, to make the data imblalanced and match the target data, you can skip if you want"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:15.702393Z","iopub.status.busy":"2022-09-20T07:51:15.702050Z","iopub.status.idle":"2022-09-20T07:51:15.983803Z","shell.execute_reply":"2022-09-20T07:51:15.982267Z","shell.execute_reply.started":"2022-09-20T07:51:15.702363Z"},"trusted":true},"outputs":[{"data":{"text/plain":["((27276, 2), (9093, 2), (4041, 2))"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["X_train, X_val , X_test = prep_data(cls1 , cls2) # first argument is for non-lensing images\n","X_train.shape , X_val.shape , X_test.shape"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:15.987530Z","iopub.status.busy":"2022-09-20T07:51:15.986699Z","iopub.status.idle":"2022-09-20T07:51:16.041082Z","shell.execute_reply":"2022-09-20T07:51:16.040288Z","shell.execute_reply.started":"2022-09-20T07:51:15.987485Z"},"trusted":true},"outputs":[],"source":["set_seed(42) # for reproducibility"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:16.043661Z","iopub.status.busy":"2022-09-20T07:51:16.042837Z","iopub.status.idle":"2022-09-20T07:51:16.051967Z","shell.execute_reply":"2022-09-20T07:51:16.050468Z","shell.execute_reply.started":"2022-09-20T07:51:16.043587Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["cuda\n"]}],"source":["device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n","print(device)"]},{"cell_type":"markdown","metadata":{},"source":["# Augmentations"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:16.055256Z","iopub.status.busy":"2022-09-20T07:51:16.054028Z","iopub.status.idle":"2022-09-20T07:51:16.066834Z","shell.execute_reply":"2022-09-20T07:51:16.065523Z","shell.execute_reply.started":"2022-09-20T07:51:16.055163Z"},"trusted":true},"outputs":[],"source":["image_size = 64\n","train_aug = A.Compose(\n","    [  \n","        A.RandomCrop(32,32,p=0.5),\n","         A.HorizontalFlip(p=0.25),\n","        A.VerticalFlip(p=0.25),\n","        \n","        A.Resize(image_size,image_size,p=1.0),\n","        ToTensorV2()\n","    ]\n",")\n","val_aug = A.Compose(\n","    [ \n","        A.Resize(image_size,image_size,p=1.0),\n","        ToTensorV2()\n","    ]\n",")"]},{"cell_type":"markdown","metadata":{},"source":["# Dataloaders"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:16.069659Z","iopub.status.busy":"2022-09-20T07:51:16.068781Z","iopub.status.idle":"2022-09-20T07:51:16.084366Z","shell.execute_reply":"2022-09-20T07:51:16.083160Z","shell.execute_reply.started":"2022-09-20T07:51:16.069615Z"},"trusted":true},"outputs":[],"source":["train_data= Len(X_train,train_aug)\n","val_data= Len(X_val ,val_aug)\n","\n","\n","train_loader = DataLoader(train_data,\n","                         shuffle=True,\n","                    num_workers=4,\n","                    batch_size=64,drop_last = True,pin_memory=True)\n","\n","valid_loader = DataLoader(val_data,\n","                         shuffle=False,\n","                    num_workers=4,\n","                    batch_size=64*2,drop_last = False ,pin_memory=True)"]},{"cell_type":"markdown","metadata":{},"source":["# Model"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:16.092888Z","iopub.status.busy":"2022-09-20T07:51:16.092101Z","iopub.status.idle":"2022-09-20T07:51:16.099980Z","shell.execute_reply":"2022-09-20T07:51:16.098254Z","shell.execute_reply.started":"2022-09-20T07:51:16.092795Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Model Name : tf_efficientnet_b2_ns\n","Model Name : resnet34d\n","Model Name : densenet121\n"]}],"source":["available_backbone_models()"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:16.103452Z","iopub.status.busy":"2022-09-20T07:51:16.102314Z","iopub.status.idle":"2022-09-20T07:51:36.119234Z","shell.execute_reply":"2022-09-20T07:51:36.117639Z","shell.execute_reply.started":"2022-09-20T07:51:16.103408Z"},"trusted":true},"outputs":[],"source":["encoder = ECNN()\n","classifier = Classifier()\n","encoder = encoder.to(device)\n","classifier = classifier.to(device)"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:36.121663Z","iopub.status.busy":"2022-09-20T07:51:36.121153Z","iopub.status.idle":"2022-09-20T07:51:36.131839Z","shell.execute_reply":"2022-09-20T07:51:36.129250Z","shell.execute_reply.started":"2022-09-20T07:51:36.121621Z"},"trusted":true},"outputs":[],"source":["OUTPUT_DIR = './'\n","if not os.path.exists(OUTPUT_DIR):\n","    os.makedirs(OUTPUT_DIR)"]},{"cell_type":"code","execution_count":17,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:36.134698Z","iopub.status.busy":"2022-09-20T07:51:36.133757Z","iopub.status.idle":"2022-09-20T07:51:36.145056Z","shell.execute_reply":"2022-09-20T07:51:36.143359Z","shell.execute_reply.started":"2022-09-20T07:51:36.134639Z"},"trusted":true},"outputs":[],"source":["hpms = Pretraining_HPAMS()"]},{"cell_type":"code","execution_count":18,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:36.148627Z","iopub.status.busy":"2022-09-20T07:51:36.147174Z","iopub.status.idle":"2022-09-20T07:51:36.161877Z","shell.execute_reply":"2022-09-20T07:51:36.159941Z","shell.execute_reply.started":"2022-09-20T07:51:36.148583Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["{'pretraining_epochs': 7, 'pretraining_warmup_epochs': 3, 'pretraining_learning_rate': 0.0001, 'pretraining_weight_decay': 1e-05}\n"]}],"source":["print(hpms.__dict__)"]},{"cell_type":"markdown","metadata":{},"source":["# Pretraining"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:36.164620Z","iopub.status.busy":"2022-09-20T07:51:36.163723Z","iopub.status.idle":"2022-09-20T07:51:36.175254Z","shell.execute_reply":"2022-09-20T07:51:36.173520Z","shell.execute_reply.started":"2022-09-20T07:51:36.164576Z"},"trusted":true},"outputs":[],"source":["supervised = PreTraining_Train(encoder,classifier,device,train_loader , valid_loader, hpms, OUTPUT_DIR,plot_metrics = True)"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T07:51:36.178042Z","iopub.status.busy":"2022-09-20T07:51:36.177142Z","iopub.status.idle":"2022-09-20T08:06:27.479789Z","shell.execute_reply":"2022-09-20T08:06:27.478301Z","shell.execute_reply.started":"2022-09-20T07:51:36.177998Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"de4abf471ed74ee096f37020fb3fa045","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/426 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 1/7\n","average train_loss 0.6387643713240672\n","average train_auc 0.8243966826991682\n","average train_acc 0.6657986111111112\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"54db4ea2bebb453f89cf17f836623ad5","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/72 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.4607183732548539\n","avarage val_auc 0.9685546775273706\n","avarage val_acc 0.9772002551020408\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"56a0e3080da34aefa394f33611c0704b","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/426 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 2/7\n","average train_loss 0.29832511139337464\n","average train_auc 0.9384341217145724\n","average train_acc 0.9809816919191919\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"11cb7d71d2d44255a2328103184a978f","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/72 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.13013580456680182\n","avarage val_auc 0.988163522556718\n","avarage val_acc 0.9956951530612245\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"633ff84c6e394c4ea07cb8bd361aeb79","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/426 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 3/7\n","average train_loss 0.0915945537694513\n","average train_auc 0.9862329225150956\n","average train_acc 0.989226598173516\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fd6cc0915c0b4dbbaa656afaf9a6deaa","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/72 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.038873655037308226\n","avarage val_auc 0.9548676603048056\n","avarage val_acc 0.9947385204081632\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"926f9d420dc1401198f8b7929f8af314","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/426 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 4/7\n","average train_loss 0.0438095830520615\n","average train_auc 0.9785642097487682\n","average train_acc 0.99046875\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0e56e209160a48fea47555f1af2db97f","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/72 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.0277433661858038\n","avarage val_auc 0.9949155159917058\n","avarage val_acc 0.9942602040816326\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fdf9771552b14fa097fd8e42b0bdd936","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/426 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 5/7\n","average train_loss 0.03495588978218973\n","average train_auc 0.9787211556595229\n","average train_acc 0.9901853015075377\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9f5939d617304d0b83e9761458536077","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/72 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.0699182379306579\n","avarage val_auc 0.9865850156238701\n","avarage val_acc 0.9901147959183674\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"66c156db2a5d4de08bff3cf8545bcfac","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/426 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 6/7\n","average train_loss 0.030782342342860706\n","average train_auc 0.9894031225070087\n","average train_acc 0.9908854166666666\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"191e7c9327ca4e9ea5a506467bb3e676","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/72 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.008531249494158797\n","avarage val_auc 0.9980292487714876\n","avarage val_acc 0.9980867346938775\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3f375c14740a47ff807fc05e1c9236a9","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/426 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 7/7\n","average train_loss 0.026207271276223586\n","average train_auc 0.9932360491543271\n","average train_acc 0.9910823170731707\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"152bd73226344e5e8dd71793d0bd950f","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/72 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.004389404006806031\n","avarage val_auc 0.9976958594461405\n","avarage val_acc 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","text/plain":["<Figure size 2400x1000 with 2 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["supervised.train()"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:06:27.481898Z","iopub.status.busy":"2022-09-20T08:06:27.481485Z","iopub.status.idle":"2022-09-20T08:06:27.490491Z","shell.execute_reply":"2022-09-20T08:06:27.489047Z","shell.execute_reply.started":"2022-09-20T08:06:27.481831Z"},"trusted":true},"outputs":[],"source":["test_data = Len(X_test ,val_aug)\n","test_loader = DataLoader(test_data, shuffle=False,\n","                        num_workers=4,\n","                        batch_size=100,drop_last = False)"]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:10:22.999713Z","iopub.status.busy":"2022-09-20T08:10:22.999223Z","iopub.status.idle":"2022-09-20T08:10:23.006340Z","shell.execute_reply":"2022-09-20T08:10:23.004671Z","shell.execute_reply.started":"2022-09-20T08:10:22.999679Z"},"trusted":true},"outputs":[],"source":["best_encoder_path = './ Encoder_val_auc 0.9980292487714876.pth'\n","best_classifier_path = './ Classiifier_val_auc 0.9976958594461405.pth'"]},{"cell_type":"code","execution_count":26,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:10:25.778688Z","iopub.status.busy":"2022-09-20T08:10:25.778284Z","iopub.status.idle":"2022-09-20T08:10:25.785523Z","shell.execute_reply":"2022-09-20T08:10:25.783697Z","shell.execute_reply.started":"2022-09-20T08:10:25.778658Z"},"trusted":true},"outputs":[],"source":["supervised_test = PreTraining_Test(encoder,classifier,device,test_loader , best_encoder_path, best_classifier_path)"]},{"cell_type":"code","execution_count":27,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:10:26.305811Z","iopub.status.busy":"2022-09-20T08:10:26.304462Z","iopub.status.idle":"2022-09-20T08:10:35.986711Z","shell.execute_reply":"2022-09-20T08:10:35.985279Z","shell.execute_reply.started":"2022-09-20T08:10:26.305766Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4b3268695884496ea5eddb69911afb98","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/41 [00:00<?, 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","text/plain":["<Figure size 2400x1000 with 3 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["supervised_test.test()"]},{"cell_type":"markdown","metadata":{},"source":["# Target data"]},{"cell_type":"code","execution_count":28,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:13:35.502031Z","iopub.status.busy":"2022-09-20T08:13:35.501589Z","iopub.status.idle":"2022-09-20T08:13:47.480742Z","shell.execute_reply":"2022-09-20T08:13:47.479165Z","shell.execute_reply.started":"2022-09-20T08:13:35.501994Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["caution:  both -n and -o specified; ignoring -o\n","caution:  both -n and -o specified; ignoring -o\n"]}],"source":["!unzip -q -no ../input/lensing-data-xploration/hsc2.zip\n","!unzip -q -no ../input/lensing-data-xploration/hsc_lens_candidates.zip"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:13:47.486344Z","iopub.status.busy":"2022-09-20T08:13:47.485965Z","iopub.status.idle":"2022-09-20T08:13:47.565949Z","shell.execute_reply":"2022-09-20T08:13:47.564589Z","shell.execute_reply.started":"2022-09-20T08:13:47.486310Z"},"trusted":true},"outputs":[],"source":["df= pd.read_csv(\"../input/lensing-data-xploration/Final_csv.csv\")"]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:13:47.570488Z","iopub.status.busy":"2022-09-20T08:13:47.569693Z","iopub.status.idle":"2022-09-20T08:13:47.594689Z","shell.execute_reply":"2022-09-20T08:13:47.592943Z","shell.execute_reply.started":"2022-09-20T08:13:47.570441Z"},"trusted":true},"outputs":[],"source":["test_df = df[df.fold == 0].reset_index(drop = True)\n","df = df[df.fold != 0].reset_index(drop = True)"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:13:47.598659Z","iopub.status.busy":"2022-09-20T08:13:47.597975Z","iopub.status.idle":"2022-09-20T08:13:47.614356Z","shell.execute_reply":"2022-09-20T08:13:47.612872Z","shell.execute_reply.started":"2022-09-20T08:13:47.598617Z"},"trusted":true},"outputs":[],"source":["s_data = Discriminator_dataset(X_train , train_aug)\n","t_data = Discriminator_dataset(df.values , train_aug,source = False)\n","\n","tv_data = Len(test_df.values , val_aug)\n"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:13:47.617595Z","iopub.status.busy":"2022-09-20T08:13:47.616383Z","iopub.status.idle":"2022-09-20T08:13:47.627407Z","shell.execute_reply":"2022-09-20T08:13:47.625773Z","shell.execute_reply.started":"2022-09-20T08:13:47.617551Z"},"trusted":true},"outputs":[],"source":["s_loader = DataLoader(s_data, shuffle=True,\n","                        num_workers=4,\n","                        batch_size=100,drop_last = True)\n","t_loader = DataLoader(t_data, shuffle=True,\n","                        num_workers=4,\n","                        batch_size=100,drop_last =True)\n","\n","tv_loader = DataLoader(tv_data, shuffle=False,\n","                        num_workers=4,\n","                        batch_size=100,drop_last =False)"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:13:50.102481Z","iopub.status.busy":"2022-09-20T08:13:50.101029Z","iopub.status.idle":"2022-09-20T08:14:12.397030Z","shell.execute_reply":"2022-09-20T08:14:12.394637Z","shell.execute_reply.started":"2022-09-20T08:13:50.102433Z"},"trusted":true},"outputs":[{"data":{"text/plain":["<All keys matched successfully>"]},"execution_count":33,"metadata":{},"output_type":"execute_result"}],"source":["s_encoder = ECNN()\n","s_encoder = s_encoder.to(device)\n","\n","t_encoder = ECNN()\n","t_encoder = t_encoder.to(device)\n","\n","classifier = Classifier()\n","classifier = classifier.to(device)\n","\n","discriminator = Discriminator()\n","discriminator = discriminator.to(device)\n","\n","s_encoder.load_state_dict(torch.load(best_encoder_path))\n","t_encoder.load_state_dict(torch.load(best_encoder_path))\n","classifier.load_state_dict(torch.load(best_classifier_path))"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:14:12.400421Z","iopub.status.busy":"2022-09-20T08:14:12.399891Z","iopub.status.idle":"2022-09-20T08:14:12.406532Z","shell.execute_reply":"2022-09-20T08:14:12.404868Z","shell.execute_reply.started":"2022-09-20T08:14:12.400367Z"},"trusted":true},"outputs":[],"source":["adda_hpms = ADDA_HPAMS()"]},{"cell_type":"markdown","metadata":{},"source":["# Train"]},{"cell_type":"code","execution_count":35,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:14:18.221418Z","iopub.status.busy":"2022-09-20T08:14:18.220909Z","iopub.status.idle":"2022-09-20T08:14:18.233254Z","shell.execute_reply":"2022-09-20T08:14:18.231933Z","shell.execute_reply.started":"2022-09-20T08:14:18.221383Z"},"trusted":true},"outputs":[],"source":["adda_train = ADDA_Train(s_loader,t_loader ,tv_loader, s_encoder , t_encoder , discriminator,classifier,adda_hpms,OUTPUT_DIR,device)"]},{"cell_type":"code","execution_count":36,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:14:21.181421Z","iopub.status.busy":"2022-09-20T08:14:21.180928Z","iopub.status.idle":"2022-09-20T08:46:00.001011Z","shell.execute_reply":"2022-09-20T08:45:59.999288Z","shell.execute_reply.started":"2022-09-20T08:14:21.181388Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0aee1e2593d446e9b5ff807f391ae8e4","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/272 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 1/5\n","average discriminative train_loss 1.3887902147629683\n","average target_loss 0.7147487794213435\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d6906a10a977465bbe68d308652168d8","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/81 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.07340325799880128\n","avarage val_auc 0.8589782418494569\n","avarage val_acc 0.981686541737649\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8a7a973ab590403b9d07f288afa6b238","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/272 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 2/5\n","average discriminative train_loss 1.3844012328807045\n","average target_loss 0.6843160458785646\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e153e4116595434cbc27b11e7ccc3f46","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/81 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.07939408413686645\n","avarage val_auc 0.834491361089825\n","avarage val_acc 0.981686541737649\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"81b8094126004e2c899147c91aec11cc","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/272 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 3/5\n","average discriminative train_loss 1.384298794409808\n","average target_loss 0.6897142288439414\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a05d6d1b19b04f78a0f4388218a7f935","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/81 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.0833964960366405\n","avarage val_auc 0.8266463461138425\n","avarage val_acc 0.9808347529812607\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ddfe107bbdd548cd97302e287ed733b8","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/272 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["For epoch 4/5\n","average discriminative train_loss 1.3848879622185932\n","average target_loss 0.6911042683264789\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"548402271a32412b8174453d176421d1","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/81 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>\n","Traceback (most recent call last):\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","    self._shutdown_workers()\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","    if w.is_alive():\n","  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","    assert self._parent_pid == os.getpid(), 'can only test a child process'\n","AssertionError: can only test a child process\n","Exception ignored in: Exception ignored in: Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710><function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710><function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>\n","\n","\n","Traceback (most recent call last):\n","Traceback (most recent call last):\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","    Traceback (most recent call last):\n","    self._shutdown_workers()  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","\n","self._shutdown_workers()  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","        if w.is_alive():self._shutdown_workers()\n","\n","\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","    assert self._parent_pid == os.getpid(), 'can only test a child process'  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","    \n","    if w.is_alive():if w.is_alive():AssertionError\n",": \n","  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","can only test a child process  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","    \n","    assert self._parent_pid == os.getpid(), 'can only test a child process'assert self._parent_pid == os.getpid(), 'can only test a child process'\n","\n","AssertionErrorAssertionError: : can only test a child processcan only test a child process\n","\n"]},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.08119662728333557\n","avarage val_auc 0.835884307761989\n","avarage val_acc 0.9806218057921635\n"]},{"name":"stderr","output_type":"stream","text":["Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>\n","<function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>Traceback (most recent call last):\n","Exception ignored in: Exception ignored in: Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","<function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>\n","Traceback (most recent call last):\n","\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","\n","    Traceback (most recent call last):\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","self._shutdown_workers()\n","    Traceback (most recent call last):\n","self._shutdown_workers()  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","      File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","\n","    if w.is_alive():    self._shutdown_workers()  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","    self._shutdown_workers()\n","\n","\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","if w.is_alive():  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","        \n","    if w.is_alive():  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","if w.is_alive():assert self._parent_pid == os.getpid(), 'can only test a child process'\n","    \n","\n","  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","assert self._parent_pid == os.getpid(), 'can only test a child process'AssertionError      File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","\n",": assert self._parent_pid == os.getpid(), 'can only test a child process'    can only test a child processAssertionError\n","\n",": assert self._parent_pid == os.getpid(), 'can only test a child process'AssertionErrorcan only test a child process\n",": \n","AssertionError\n","can only test a child process: can only test a child process\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c54c624e1f464b59b5f50d6b99791809","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/272 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["Exception ignored in: <function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>\n","Traceback (most recent call last):\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","    Exception ignored in: Exception ignored in: Exception ignored in: self._shutdown_workers()<function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>\n","<function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710><function _MultiProcessingDataLoaderIter.__del__ at 0x7f9e0415f710>\n","\n","\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","Traceback (most recent call last):\n","Traceback (most recent call last):\n","Traceback (most recent call last):\n","      File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1358, in __del__\n","if w.is_alive():        \n","    self._shutdown_workers()  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","self._shutdown_workers()self._shutdown_workers()    \n","\n","\n","assert self._parent_pid == os.getpid(), 'can only test a child process'  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","  File \"/opt/conda/lib/python3.7/site-packages/torch/utils/data/dataloader.py\", line 1341, in _shutdown_workers\n","\n","            AssertionErrorif w.is_alive():if w.is_alive():if w.is_alive():\n",": \n","can only test a child process\n","  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","\n","        assert self._parent_pid == os.getpid(), 'can only test a child process'  File \"/opt/conda/lib/python3.7/multiprocessing/process.py\", line 151, in is_alive\n","assert self._parent_pid == os.getpid(), 'can only test a child process'    \n","\n","AssertionErrorassert self._parent_pid == os.getpid(), 'can only test a child process'AssertionError: \n","AssertionErrorcan only test a child processcan only test a child process: : \n","\n","can only test a child process\n"]},{"name":"stdout","output_type":"stream","text":["For epoch 5/5\n","average discriminative train_loss 1.383661084315356\n","average target_loss 0.6913367148269626\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3836cc4775d64d759265c2aad2be9df5","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/81 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["avarage val_loss 0.08228659460811322\n","avarage val_auc 0.8342235723808149\n","avarage val_acc 0.9808347529812607\n"]},{"data":{"image/png":"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BdfP1KHa655EHW5lfA3GyzJUt+NuT/8DMIdbAuvH6lThcRuwNfzDbfDbRr2e8i/vzbgUyASe13QlG5wfWFs7Wwr8s2RwBHt2aAiAjgLdnmnJTSvxsZ59/U/ZDwluw4qTknFJU75RqWurOIGAq8Jtv8S0qpsSUybgfWZuUTOz0wSdqx3VNU3qstHXj/VY7aff1KO4DaZesHtPZAP4PQDqDN16/UhX4IDKGwese9HdGhP/92PBNgUvsdnr1voDD9tDHFN8LDWjnGntStVd/cDbV2/27AxFaOo96pK65hqTs7GOiXlRu9B6eUtgK1Hw4c7ExJSb1c/6Jys3/t3Qjvv8pLR1y/Um4iYgrw0mxzThu68DMI5aYDrl+p00XEqcBxwAvUzdjqCP7828FMgEntNy17fzKlVNVEu+L/tKc12qph0xvpp6PHUe/UFddwfddExLMRsTUino+If0fElyJit3b2K3WGttyD+wD7dE44UttFxJ8iYnl2/10eEX+LiE9FxMi8Y1OPc2RReXajrZrm/Vd56Yjrt4T3X3W2iBgUEftExEcofGhau3zhd9vQnZ9BqEt18PVbn58/qENFxAjge9nmJ7MlCTuKP/92MBNgUjtExABgTLbZ2JRUALKHEW7INie0cqjxReUmxwEWFZVbO456mS68hus7ChgH9AVGAy8HLgaejIgL29m31NG8B6sneR2wE4X7704UPuT9CvBURLylqQOlloqIMuBTRVU3t7Er77/qch14/dbn/VcdLiLOjYgUEYnC72rzKDy/eZesyVeBG9rQtfdfdbpOvH7rOwo/f1DH+jowFrgf+GkH9+39t4P1ab6JpCYMLSqvb0H7DcBgCuvDdtY4G4rKrR1HvU9XXcO1nqKwTvG/qPuPehLwVgoPGB8AXBURKaX04zaOIXU078HqCf4H/Ap4EHiWwgcAU4AzgNdTeL7jbRFxfErp9znFqJ7jw8AhWfn2lFJTSyw3xfuv8tBR128t77/Kw3+Bd6WUHmrj8d5/laf/0r7rt5afP6jDRcQRwDuAKuDdKaXUwUN4/+1gJsCk9il+GOfWFrTfkr0P7MRxthSVWzuOep+uuoYB7qDwYND6Pxw8BNwUEcdR+OG0L/CdiPhNSum5NowjdTTvweruvptSuqSB+geA67K/fL0KKAd+EhF7pZQ2d2WA6jki4kgKf7ENsBx4Tzu68/6rLtXB1y94/1Xn+xUwMysPBPYCTgVOBG6MiP9LKf22Df16/1VX+BWdc/2Cnz+oE0REP+DHQADfSSk93gnDeP/tYC6BKLVP8S8n/RptVaf2YcqbOnGc4gc2t3Yc9T5ddQ2TUlrT1F/GZD/YfiHbHARc0NoxpE7iPVjdWkppdTP7f0Td0h27UvirWKnVIqKCwgdOfSjcO09JKS1vR5fef9VlOuH69f6rTpdSWp1Sejx7PZRS+mVK6STgbAozXX4dEee2oWvvv+p0nXj9+vmDOsunganAM8ClnTSG998OZgJMap91ReWWTDUdnL23ZKm5to4zuKjc2nHU+3TVNdxSPwZqf0g9sqmGUhfyHqze4EdFZe+/arWI2BP4EzASqAZOSyn9vZ3dev9Vl+ik67elvP+qw6WUfg7cQuFzv8sjYlQru/D+q9x0wPXbUn7+oBaLiKnARdnmB1JKG5pq3w7efzuYCTCpHbLlKVZmm+ObahsRI6m7MS1qqm0Dih962OQ4lD70sLXjqJfpwmu4pfEsL4pnt84YQ2oD78HqDWYVlb3/qlUiYlfgLxRmsCTg/JTSrzuga++/6nSdeP22lPdfdZba63gw8IZWHuv9V3lrz/XbIn7+oFb6MIUZWU8BgyLitPovYN+i9q8u2je4wR4b5v23g/kMMKn9ZgFHAHtHRJ+UUlUj7aYWlWe3YYyG+unocdQ7dcU13Bod/QBRqb3acg+uAp7onHCkTuG9V20SEWOAP1NYqggKfxF7XQd17/1XnaqTr9+W8v6rzrKiqLxHK4/1MwjlrT3Xb2t4D1ZL1S43OAm4sQXtP1tU3hNo6Ywxf/7tYM4Ak9rvH9n7YOCgJtoVT6e+v5VjLACebaCfhrwqe18CLGzlOOqduuIabpGI2AkYk20+21RbqQs9RN3DZxu9B2cPxH1F7TEppW2dHZjUgaYXlb3/qkUiYjjwR+qun0+llH7YgUN4/1Wn6YLrt6W8/6qzFM9oae3SWH4Goby15/ptET9/0A7Kn387mAkwqf1+VVQ+r6EGEVFG4SGeAKuBe1ozQPbgztrp31Mj4hUNtcvqa7P/v27qgZ9SkV8VlTvlGm6FdwGRle/tpDGkVkkprQPuzjZfGxGNLUNwEjAsK9/R6YFJHevCorL3XzUrIgYBdwEHZlVfTil9rSPH8P6rztIV128reP9VZzmlqPy/1hzoZxDaAbT5+m0FP39Qi6WUzk0pRVMv4NKiQ44u2rewFeP4828HMwEmtVNK6UHgvmzzgog4tIFmHwWmZeXv1c/KR8RREZGy14xGhvouhQcyA/wgIgbW62Mg8INssyprLzWrK67hiJgYEQc0FUdEHAd8LtvcBFzTitOQ2iwizi26fi9ppNk3s/c+wA8jorxeH2OA2g/OVgM/6YxYpfqau34jYr+I2LuZPt4FvCPbfA5/gVIzsr84vQM4LKv6XkrpM23ox/uvulxXXb/ef9VZsmtvQDNtPgy8KdtcQN3ve7X7/QxCueiK69fPH7Qj8+ffruczwKSO8SEKS8INBP4UEZdRmCEzEDiNwl+VAMwDvtWWAVJK8yLiG8CngJcB90fE14D5wF7AJ4Ha/+C/kVJy7Ve1RmdfwxOBeyLiX8CdwKPA8mzfJODk7FX711cfSyktacM46mUi4nCg+MOlMUXlvSPi3OL2KaUZbRknpfTXiPglhX8Pbwb+HBHfpbBUxn7AxcDuWfNPppRWtWUc9S5ddP0eBPwkIu4Bfk/hL2hXUvg9YCpwBvD6rG018K6UUkvXp1fvdSN1181fgZ9GxL5NtN+aUprXloG8/6oTdNX16/1XneUS4FsRcRuF5eznU1gibiiF++IZ1CV4t1K4tqob6KdJfgahTnIJnX/9TsTPH9SN+fNvxzIBJnWAlNJ/IuJtwPUUpp9e1kCzecCx2VTWtroY2Bk4n8IPmr9soM1PgVb/BaN6ty68hg/NXo3ZCHw4pfTjdoyh3uUdwDmN7DuMul+eas1ox1jnU/j38Sbg6OxVrAb4otevWqGrrt9y4LXZqzErgQtSSne2cQz1LicVlV8NPNZM+6cpfBjVVt5/1ZG68vr1/qvOMgp4Z/ZqzGLg/JTSX9oxjp9BqDN01fXr5w/qzvz5t4OYAJM6SErpzojYn8JMmmOB8RT+WuVJ4Bbg8pTSxnaOUUNhibrbKMzIOZjCX4s/T+EhiT9KKf2+PWOo9+rka/hh4EwKP3y+DBhH4drtA6wCKimscfyTlNLyxjqR8pRS2gQcGxGnA+cCLwFGAMsoLMtxeUrpX7kFKDXsd8AFFO6/BwC7AKMp/MXrCxT+IvYPwIyU0tq8gpSa4v1X3ZT3X3WWYyj8vnYYhZnktdfWJgqzXP4L/Ba42c8gtAPqiuvXzx/U7fnzb8cJn08pSZIkSZIkSZKknqQs7wAkSZIkSZIkSZKkjmQCTJIkSZIkSZIkST2KCTBJkiRJkiRJkiT1KCbAJEmSJEmSJEmS1KOYAJMkSZIkSZIkSVKPYgJMkiRJkiRJkiRJPYoJMEmSJEmSJEmSJPUoJsAkSZIkSZIkSZLUo5gAkyRJkiRJkiRJUo9iAkySJEmSJEmSJEk9igkwSZIkSZIkSZIk9SgmwCRJkiRJkiRJktSjmACTJEmSJEmSJElSj2ICTJIkSZIkSZIkST2KCTBJkiRJkiRJkiT1KCbAJEmSJEmSJEmS1KOYAJMkSZIk9QgRMTEiUvY6N+94JEmSJOXHBJgkSZIkdXMRcVRR4qelr+/mHbckSZIkdRYTYJIkSZIkSZIkSepR+uQdgCRJkiSpQ10JXNGCds93diCSJEmSlBcTYJIkSZLUsyxPKT2edxCSJEmSlCeXQJQkSZIkSZIkSVKPYgJMkiRJkkRELIyIFBEzsu2DI+LGiFgUEZuz92siYmoL+zs+Im6NiMURsSUiVkbEvyLiUxExpIV97BsRP4iI/0XEqojYFhHPRcRfIuITETGuBX28LiLuzI7bEhELIuLKiBjfzHG7RsRXI+KRiFiTjb0si+XGiDg3Ioa15DwkSZIkdb1IKeUdgyRJkiSpHSLiKOCebPPSlNIlbehjIbAHcC3wd+BHNLxs/hbgrJTSLY30MwC4ATixieGeBY5NKf23kT7KgW8A/wdEE/1cm1I6t+i4icCCbPM8YArwqUaOXQEcmVKa3cD4RwC/BZpLcB2fUvptM20kSZIk5cBngEmSJEmSir0UOB1YDnwFeBAYALyJQkKqP/CLiFiQUprZwPHXUpf8ehT4FjAbGAWcBpwL7ArcHRH7p5SWNNDHj4Hzs/JS4HLgn8AaYCfgEODkZs7jncArgXspJPPmASOAs7PXTsDPgEOLD4qI/sAvKSS/1gFXUkguLgf6AXtm/TaV4JMkSZKUM2eASZIkSVI3V28G2JXAFS04bG5KaVtRHwspzAADeBp4RUrpuXrjHA38icIfUz6UUjqk3v5jKcycArgbeFNKaWu9Nu+kkOACuDml9LZ6+98M/Drb/FfWx+qGTiAiJqSUFhVtT6RuBhjA1cCFqd4vvhFxNfCObPPAlNJ/iva9OosdmpjhFRF9gEEppbUN7ZckSZKULxNgkiRJktTN1UuAtdSeKaWFRX0spC4BdnJK6bZGxroCeE+2eXDxLLCI+B3wRmAbsFdxcqpeH38GXgtUAbunlJYW7fsnhVlZG4F9UkrPtvSE6iXAlmbnuKWBdlOAOdnmh1JK3y/adzrwi2xzuAkuSZIkqXsqyzsASZIkSdIOZRV1M7Aa8rOi8mtrC9mMqCOzzT81lvzKXJ299wGOKupjNPCKbPOm1iS/GnBrQ8kvgJTSXGB9tjmp3u6lReXz2jG+JEmSpByZAJMkSZKknuXSlFK04LWwkeP/k1KqaqL//wK1yxruV1Q/CRiUlR9oJsbi/fsWlV8KRFa+r5k+mjOnmf2rsveh9er/ATyVlb8bEQ9GxEURcVhE9GtnTJIkSZK6iAkwSZIkSVKx5U3tzJJjL2Sbo4p2FZeb7AMofrZY8XFjisrFM7HaYmMz+2uy9/Liyuy5aMcDs7Oqg4HLKCTGVkfEHyLi9IgoOU6SJEnSjsUEmCRJkiSpWEc8KLpbP2w6pTSLwuy2Eyks+fhktmsgcAyFZ4Q9EBE75xOhJEmSpOaYAJMkSZIkFdulqZ3Zs75qZ229ULSruNxkH8DYRo57vqg8rpk+OlVKqTql9KuU0gUppX2AXYHzgYezJgcBP8otQEmSJElNMgEmSZIkSSr20izJ1ZiXALXPwnq8qP4p6pYdfHkzYxxSVC7u4z/UzR57VTN9dKmU0tKU0jXAocAjWfVxETEwx7AkSZIkNcIEmCRJkiSp2CgKz8BqzPlF5b/UFrJng92bbb4uIsY30cc7svcq4G9FfbwA/DPbPDUidm1hzF0me0ZY7Xn2AUbkF40kSZKkxpgAkyRJkiTV9+2IeNEyhhFxJPCubPPhlNJD9Zr8MHvvB/w0Ivo20Mf5wOuzzdtTSkvrNfla9j4IuCUihjcWZDNJtjaJiCMiYu8m9vcDjsw21wMrOjoGSZIkSe3X1LIWkiRJkqTuZ+eI2LcF7TallOY3UP8oMB14OCK+AjwI9AfeBHyYwu+RVcD76h+YUrorIm4BTqGQ5Pp3RHwbmAOMBE6jbgbZC8BHGujjzoj4KXAB8EpgVkRcDtwPrAXGAC8D3pbFem4LzrU1XgN8NiLuA+4CHqOQ5BoITAbeDRyYtf1pNvNNkiRJ0g7GBJgkSZIk9SzvyV7NeRR4aQP1/wUuB67M3uvbCpyTUnqgkX7PpvC75okUEkXXN9DmWeDYlNKSRvq4ENhEIcm2K3BZI+0ebaS+vcoozPI6sok2vwYu6qTxJUmSJLWTCTBJkiRJUomU0k8i4nEKM74OpzDragVwN/C1lNKsJo7dDJwUEcdTmJ31iuz4DcA84FfA5Sml9U30UQ18ICKuoZAMOwrYjcLSiispzMr6A/Dz9pxnI76Z9f9a4AAKCbids33PUZgRd11K6a5OGFuSJElSB4mUUt4xSJIkSZJyFhELgT2Aa1NK5+YbjSRJkiS1T1neAUiSJEmSJEmSJEkdyQSYJEmSJEmSJEmSehQTYJIkSZIkSZIkSepRTIBJkiRJkiRJkiSpRzEBJkmSJEmSJEmSpB4lUkp5xyBJkiRJkiRJkiR1GGeASZIkSZIkSZIkqUcxASZJkiRJkiRJkqQexQSYJEmSJEmSJEmSehQTYJIkSZIkSZIkSepRTIBJkiRJ6nIRcX1EpKLXJ1t5/FHFx7dh/IVFx5/biuPKI+L1EfGNiPh31s+GiNgUEUsj4oGIuDwiToiIvq2NS91XRBwYEZ+OiL9ExBMRsSoitkbEioj4X0RcGxHvjIiReccqSZIk9QaRUqt/V5QkSZKkNouIocBzwKCi6tkppemt6OMo4J7a7ZRStDKGhcAe2eZ5KaUZLTjm7cAlwOQWDrMS+B7wrZTSxtbEp+4jIl4OfBl4TQsP2QLcAHwupbS40wKTJEmSerk+eQcgSZIkqdc5hdLkF8C0iDg4pfRQHgE1JSIGANcAp9XbtRp4EFgObAbGAvsAU7L9o4EvAIcCb+qKWNW1IuIjwDcoXV1lK4XrYgmwBhgDTAAOBMqB/sB5FK6n+v8OJEmSJHUQE2CSJEmSuto5ReVNwMCi+h0qARYR/YA/AUcUVf8b+CxwT0qpuoFjJlE4lw8DQzHJ0SNFxFeB4qU7FwGfB25OKW1ooP1o4ETg08Ce1F33kiRJkjqBzwCTJEmS1GUiYk/qkkkJ+FjR7rdnCacdyTcpTX59NaV0aErpLw0lvwBSSk+llD4PTAJu7Yog1bUi4iRKk19/AaanlK5pKPkFkFJamVL6CYUZgp8Fajo/UkmSJKn3MgEmSZIkqSudDdQ+r+te4MfAimx7FHBcHkE1JCIOBz5QVHVlSumilh6fUno+pXQKhedDqYfInmH3k6Kq/wLHppTWt+T4lNK2lNKXgDd2QniSJEmSMibAJEmSJHWJiAgKCbBaP08pVQG/LKo7hx3Hp4rKi4CPt6WTlNKf2xtIRIyJiI9FxF8i4tmI2BwR2yJidURURsStEfGRbIZdS/o7PCK+FxH/iYjlWV9rI+J/EXFtRLw9Ippdoi8ijomIn0XEvOz4TRHxdETcERHnRkTfFvQxIyJS9jo3qxsRER+KiL9HxJKIqMr2j2jg+IiIE7O450XEmuzrsygifhUR50RERy7/fyEwMisn4NyU0tbWdpJS+lP9uuxrVvu1mNFcHxExsaj9wta0ya6Bn0TEnOxrliLiuxFxYFH7Ndkz8JoVEQOK+kkRcXATbbv6eyZJkqReyB8oJUmSJHWVwyksCwiwmbrlAX9O3UyrN0bETimlFfUP7koRsTvwpqKqHzW2tF0XxPIW4Brqki7Fhmev6cBbgY8A45voazzwM+B1DeweCuybvc4GHgBe0Ug/OwM3AK9pYPfu2esE4NMRcXpKaWZjMTXQ92HAjcCEFrTdH7gWeGkDu8dnr7cAF0XESSmlWS2NownvKSrfnVJ6tAP67DLZMqPfp5DIe5GU0iMRMRuYBgwDjgduaUHXb87aA8xNKTX4PL+cvmeSJEnqhUyASZIkSeoqxbO7fp1SWguQUnooIuYAU4G+wOnA93KIr9jR1C3VCIVkT5eLiJdRSBTW/u62Cfg3sBDYQiHhsBewHzComb4qgD8D44qqlwP/pLAM5YCsrwOAgdl2Q/3sAtyfta01n0LCbAuFZNzLs/p9gHsi4g0ppfubO19gb+C7FJJ664C/A89SSP69ql4crwLupC7psg14CHgiK0+kkHQdQOG5W/+MiENTSrNbEEeDImIP6pK4kNN10U7foS759T/gUQpfr8nUPZfseuqW7jyDliXAzigqX99Qgzy+Z5IkSeq9TIBJkiRJ6nTZcnqnFFX9vF6Tn1P3gfs55J8AO6KovDyltCCnOC6m7ve224B3ppRW1W+ULVP3agqzcF4kIoYBd1CX/Hoe+CDwy5RSqtd2MIUZOK9tJKZrqEt+bQDekVIqXsayNnF3E4Vk0RDgxojYP6W0utEzLfgkhfP9IfCp4udqZcspVmflsRSSMrWJlOuy9kvrxbELcCVwIoWk2k0RcUBKqbqZOBpzRL3tB9rYT17GA++lsKTnGSml+4p3RkT/rPgL4EsUksBvjIhRKaUXGus0IkZR90yzlB1fv01e3zNJkiT1Uj4DTJIkSVJXOJG6D75XAH+st/8XFD44BzggIvbrqsAaMbGonOcSbLUJly0UnjX1ouQXQEppc0rpdymldzfSzycozMYCWAMcnlK6sX7yK+trQ0rphpTS+fX3RcTR1CU6AN5WP/mV9TGTwvKIa7KqCRQSbs3pA/wkpfT+4uRX1ue2lFLtDKUvAztn5e+nlM6pn0jJjllGIfH616xqP+DkFsTRmIlF5RpgTjv6ykM5sBF4bf3kF0BKaUv2/jRQu78fpcnrhpxKYfYmwP2NJIzz+p5JkiSplzIBJkmSJKkrFC9/eGNKqap4Z/aB+98baZ+HUUXl1XkFQV3ScGP9hFBLZbN63ldU9amU0tw2xlP83KjfpJTuaqxhSmkhcFlR1bsjIhppXmszhWRdoyJiJ+DMbPM5CrPGGpXNHLq4qOqMxtq2QPF1sbYoIdedXJ5SmteCdsXLGJ7ZaKsX73/R8oc5f88kSZLUS5kAkyRJktSpImI3SpfTq7/8Ya3rispnRER550XVrKFF5TYlnjrIoux9ZES8rY19vAIYkZXXAde2I56ji8o/a0H7a6h7rtQ4Cs91asqfGpvlVuS1FGYlAdyeUtrcgjgeoLBcIxSeMdVWO8p10R4vmrHXiFsozDwEOCx7/tmLRMRE4JXZ5lbg5gaa5fk9kyRJUi/lM8AkSZIkdbYzqfvjuznZ8ngNuZXCs58GAGOBY4DfdX54DVpXVB6SUwxQSCZ8KivfmCXBbgLuSSktb2Efrygq/zultKktgWSJzJ2Lqv7Z3DEppRURMQ+YmlUdSNPLBj7cglAOLSrvHxGXt+CYYiMjYnBKaUPzTV9kR7ku2mob8L+WNEwprY6Iu4CTKDwL7AxKZ/TVOiPbD3BXIwnMPL9nkiRJ6qVMgEmSJEnqbMXLGTY2+4uU0tqI+DVQO9PpHPJLgL1QVB6RUwwAXwKOopDECgrPUjsRICKeoPCcpruBO1NK6xrpY5ei8lPtiGWnovKmlNKKFh63kLoE2Jhm2rakz12LyofTttlBI6mbXdQaxdfFsIgo62bLIK6qv/xoM66nkACDphNgxe0bkuf3TJIkSb2USyBKkiRJ6jQRcTAwLdtMwC+aOaQ4QfbmiBjRSLuSD/Ejol8j7RrTv6i8rYH9C4vK01vZd4fJZrwcCXyc0pgA9gHOp/A1fS4ivh4RAxvopqOW7Sue8dSaRERx26GNtipoyey04a0YuzFt/WPQhUXlMppf0nFH09rZf3dRl/SbHhEHFO+MiAOp+/e9KmvfkDy/Z5IkSeqlTIBJkiRJ6kzFs78CWBgRqbEX8Nui9gOomw1W35p6261djq64/eoG9v+jqLxz9pyjXKSUtqaUvglMAl4KfJDCc5yWFDUbRCFJdk8DSbCOWravOHk2uBXHFbdtbJZaaxQn1D6SUoo2vBa2cex/1Nt+eRv76Sid+jt9SmkrhWeB1TqjXpPi7VtSSltoWJ7fM0mSJPVSJsAkSZIkdYpsVtbb29nNOY3U118qb8+WdhgRYyhNBDW07N49FGas1Tq9pf13llTwaErpBymlt6eUxlN4ptY1Rc1eDryv3qHLisot/jo1oPjrNDD7OrbExKLy8+0Yv1bx+YztgP5aLEvCLCiq6ujrong2YktmPHXEzKrmFC9r+PaIKAPI3ov/fTe6vCk5fs8kSZLUe5kAkyRJktRZjgNGZeUq4IEWvh4q6uPQiJhcv+OU0nOUzoB6WSviOriovA14rIH+nwZ+X1R1YUQMasUYXSKl9J+U0vnAT4qq31yv2b+Lyoc2skxiS8ZaAiwvqnplc8dkSbLi798jbRm7ngeKyod1QH+tdWVR+bURsV8H9r22qDy6Be07cuzG3E9d0m9X4Ois/GpgXFZekLVrTN7fM0mSJPVCJsAkSZIkdZbi2Vu/Tym9ooWvQ4DHi449u5H+/1ZUPq0VcRXP2nkgpbS5kXZfLSrvDnytFWNsFxGva8txrfSbovIu9fb9m8LzmaDwDK7Gvp4tcU9R+dwWtD+Xut87nwXmtmPsWn+k7hlwr4yIl3RAn63xI+qWzQxgRkT0bW0nEfH6BqoXFpVfEhHRTDentnbc1kopJeCGoqoz670D3JC1a0ze3zNJkiT1QibAJEmSJHW4iNgJeGNR1fWNtW1EcfuzGkkEFM/EOSoi3tqCuF5JaQLsisbappTuq7f//RHxxebGKBprdETcAlzc0mPqHd8/Ilr6zK4JReXiWVpkz2UqPo+vRcSUtsREIflT68SIOKaxhhGxB6Xn/qNmkiQtks1Eq70+ArguIoa15NiIKMuuzfaMvxZ4V1HVgcCdEdGi56JFRN+IuJjSGYa1ZlP3nLRxQENJstp+jgWObVHQ7Ve8vOFJETESOKmR/S+S9/dMkiRJvZMJMEmSJEmd4XSgdlbMOuDOVh5/I3XP4NqdumXXtksp3Q/8uqjqhoj4UPbssRLZh+hnUUg61P4e9BBwSzNxfAT4Z9H2ZyLiHxHx6ogob+iAiJgUEZdSWBbu5Gb6b8o4YFFEfDMiGl3iMZthdmlRVUOJla8D87PycOAfEXFaQ4nFiBgUEW+PiJ/V35dSuqde/7dGxCkN9HEQ8BdgRFa1CPh+Y+fQBhcDS7Py/sCDjcyoqo1nfER8mMIMtLe1d/CU0i3At4qqjgEqI+KcxpbKjIhREfGOLIYv0cDv4ymlKuDmoqqrI2J6vX4iu5ZvBra070xaJqU0F5iZbQ4DrqYwmxBgZra/Obl+zyRJktT7RAf8AZ4kSZIklYiIR4ADss1rU0rntqGPe4FXZZvXpZTOaaDNSODvwL5F1WuBf1FYcq+awpKAhwJjitosBo5IKS1sQRwDgWuB+omeVcCDFGZcbcnGmQzUn13125TS8c2N08C4E6l79hLAC8B/KDz7bDOwM4VEwqSiNvOAA1NKGxrob3/gz9lxtZZRSPCtAAYAe1GY0TQQeDSl9NIG+tmFwvOe9iqqfoLCc562AtOBl1OY6QOwATgmS1g2dJ4zqFsu87yU0oyG2jVw3MHA7yj9vi6h8D1ZQSEBO4bCtbFnUZsPpJQub8kYLYjhE8BXKE1mbcliWELhWhxNIYl7IFCcNF2fUhpKPdn3/XGgdkbZNuBe4CkKyadXZv1VAe+m7vlvT6eUJjbS34Km2rRERHwI+G4Duz6UUmpRcnNH+J5JkiSp9zABJkmSJKlDRcR+wGNFVa9LKf2lDf28E/hxtrkBGJtSWt9AuyEUlvg7g5atcvF7ComWZa2IJbL+Pw/s3cLDlgLfBn6QLUPYKhGxG4VZW/1beMjfgLenlJ5ros89gOuoSyw25f6U0uGN9LMLhedCvbqZPp4ETk8pPdRETDNoQwIsO3YP4KfAa1p4yDLgnJTSH1s6RgtiOBT4Mg3MUmzERmAG8IXGrsGIeANwG9DgbDIKibXzgEdoJrnVgQmwnSkklYuTeFXAbiml5Q0f1WA/uX/PJEmS1DuYAJMkSZLUoSLim8BHs82lwPiUUk0b+hmZHV+bAGoyORIRkykkqV4F7AOMopAQWwUsBO4Dbk4pzWysjxbE1IfCB/evBw6nsEzhmKJxFlBYWvEPwJ9SStVtHSsbbzCFJNMRwEEUkm87Af0oLC35dDbeTa1JMkbEayjMaDsiO4dhFJKMTwMPA3cBv0kpbW2mnzdQWJ7ucGAshRk8yynMVPsVcH1KaVszfcygjQmwoj4Ozc7nVRSehzaSQnJmJYXZaTOBPwF/y5YZ7HDZso9vpPD92oPCdTEQWEMhcfQwhSTl7Q0lchvobwLwMQrLK06gMJvxGQrLiV6ZUnqmJcmtjkqAZX39jtJn+/0+pfSmNvaV+/dMkiRJPZsJMEmSJEmSJEmSJPUoLVkeRJIkSZIkSZIkSeo2TIBJkiRJkiRJkiSpRzEBJkmSJEmSJEmSpB7FBJgkSZIkSZIkSZJ6FBNgkiRJkiRJkiRJ6lFMgEmSJEmSJEmSJKlHMQEmSZIkSZIkSZKkHsUEmCRJkiRJkiRJknoUE2CSJEmSJEmSJEnqUUyASZIkSZIkSZIkqUcxASZJkiRJkiRJkqQexQSYJEmSJEmSJEmSehQTYJIkSZIkSZIkSepR+uQdgHqXiOgP7JdtrgCqcwxHkiRJkiRJkiTlqxzYKSv/L6W0pSM6NQGmrrYf8FDeQUiSJEmSJEmSpB3OwcDMjujIJRAlSZIkSZIkSZLUozgDTF1tRW3hwQcfZNy4cXnGIkmSJEmSJEmScrR06VIOOeSQ2s0VTbVtDRNgQETsAXwQOBaYAGwB5gM3Az9MKW3sgDEmAu8BXgvsBQwG1gFzgD8AV6WUlrewr8HAucBJwFRgDLAaWALcD9yZUvpTM33sC3wgi2dXYH0Wyy+An6SUqlpzfq2w/Zlf48aNY/z48Z00jCRJkiRJkiRJ6maqm2/SMpFS6qi+uqWIOB64HhjWSJN5wLEppSfbMcZZwI+AgU00ewE4LaX052b6Ohq4BtijiWaPppRe2kQf7wQuB/o10uRBCuf8fFOxtEVEjAcWASxatMgEmCRJkiRJkiRJvdjixYuZMGFC7eaElNLijui3Vz8DLCIOAG6ikPxaD1wMvBJ4DXB11mwycFdEDG3jGIcBMygkv2ooJK9OAA4BTgbuzJqOAn4dEZOa6Ou1wO8oJL9WA18F3gAcCBwOvBP4NbCpiT7eBFxFIfm1jMLMt5cDbwRuz5odAtwREeWtO1tJkiRJkiRJkqT89eoZYBHxd+AIoAp4VUrpX/X2fxz4erZ5aUrpkjaM8VsKSysCvC+ldEUDbb4FfCTb/GFK6f0NtNkJmA2MBv4LvCGltKyRMfullLY2UN+XwjKHk4C1wIEppfn12vwQeG+2eV5KaUZz59gazgCTJEmSJEmSJEm1nAHWwSLiEArJL4Cf1k9+Zb5FIekE8KEsgdRar8zeVzaU/Mp8oah8aCNtvkIh+bUROKGx5BdAQ8mvzIkUkl8AX6mf/Mp8HFhVVJYkSZIkSZIkSepWem0CjMIyhLWuaahBSqkGuC7bHAEc3YZxap+ztaCxBimlNUDt87Ze9FyuiBgJnJ5tXp9SeroNcUDpOc9oJJaNwM3Z5vSImNzGsSRJkiRJkiRJknLRmxNgh2fvG4CHm2h3b1H5sDaMMzd737OxBhExDBhTr32x4yg8QwzgN0XHDYqIvSNibEREC2KpPee5KaXnmmjX3nOWJEmSJEmSJEnKTW9OgE3L3p9MKVU10W5OA8e0xlXZ++iIeHcjbT7bQPtirygq/y8iDo6IPwHrgCeApcCyiLg8InZpaICIGALULqI5p6E2Rdp8zhExvqkXMLY1/UmSJEmSJEmSJLVWn7wDyENEDKBuxlWTD1NLKa2KiA3AYOoSSK3xMwozr84GfhgRB1GYxbUU2B04i7qlCb+cUvpLA31MLyofDfyEF3/vdgLeB7w1It6QUnq03v7xReXmHiC3qKjc2nNe1HwTSZIkSZIkSZKkztNbZ4ANLSqvb0H7Ddn7kNYOlFKqTimdA5wCPAq8g0IC7CHgNgrJr3uA16WUPtNIN6OKylcBCfgMhQRaf6CCumd6jQV+lS2rWKw157yhqNzqc5YkSZIkSZIkScpTr5wBBgwoKm9tQfst2fvAJls1IiKmUZgBtl8jTQ4FLoiI2SmlJQ3sH1xUHgCcnVL6eVHdLOC8iNgKvAuYCLwH+Fq942o1d85bisqtPefmZoyNpZD8kyRJkiRJkiRJ6hS9NQG2uajcrwXt+2fvm1o7UEQcAdwJDAeepjBz68/AC8AuwJuBLwKnAa+KiNenlCqbiPexesmvYp8GzsnifRulCbDWnHP/onKrzjml1OTyihHRmu4kSZIkSZIkqdPV1NSwfv161q5dy9atW6murs47JKnbKC8vZ9CgQYwYMYIBAwY0f0AX6a0JsHVF5ZYs8Vc7A6slyyVuFxH9gRspJL+eA16RUnquqMli4IqIuBeYCewKXAu8rIl4/9TYeCmllRExEzgMeElE9Esp1c72as05F884a9U5S5IkSZIkSVJ3sm7dOpYsWUJKKe9QpG6pqqqKLVu2sGrVKoYPH864ceN2iMkwvTIBllLaHBErgdHA+KbaRsRI6hJCi1o51BuA3bLyD+olv4rjqYyI6yk8H+ygiHhJSunRoiaLgFe0MIba/WUUnh1WO2bx0opNnjOlyxi29pwlSZIkSZIkqVtoKPkVEZSXl+cYldS9VFVVbS+vWbOGfv36MWbMmBwjKuiVCbDMLOAIYO+I6JNSqmqk3dSi8uxWjjGtqPxIM20fppAAqx2zOAFWCZySlZu78xbv335OKaV1EbGIQnJr6ouOKtWec5YkSZIkSZKkHV5NTU1J8mvIkCGMGjWKQYMG7RCzV6Tuorq6mtWrV7N8+XIAVqxYwbBhw+jXryVPoOo8ZbmOnq9/ZO+DgYOaaHdkUfn+Vo5RnFRrLtnYt5HjAP5eVJ7UTD97Ze+bKTxnrFjtOU+JiLFN9NGec5YkSZIkSZKkHd769etLkl/jx49n8ODBJr+kViovL2f06NGMHj16e9369fk/Xak3J8B+VVQ+r6EGEVEGnJ1trgbuaeUYC4rKRzTTtjjptKDevr8DK7Ly8RHR4CywiNgTeGm2eX9KqaZek18Vlc9tpI9BwKnZ5qyU0rwmo5YkSZIkSZKkbmjt2rXby6NGjTLxJbXTsGHDtpc3bNiQYyQFvTYBllJ6ELgv27wgIg5toNlHqVvG8HsppW3FOyPiqIhI2WtGA8ffDWzMyu+JiP0aiiUi3gicmG0uAf5bL9Zq4JvZ5h7AZxvoow9wBXXf06saGOoO4KmsfFFE7NVAm28AI4vKkiRJkiRJktTjbN26FSg882vQoEE5RyN1f/3799+eSK7995WnXpsAy3wI2ERhecI/RcRFEfGKiDg6In4EfD1rNw/4Vms7TymtBr6abQ4F/hkRl2X9vzQijomIK4DfUPe9+FQDM7cAvk/dc8Q+HxE3RsQbIuLAiDiFwiyxN2T7fwfc1kA824APADXAMOD+iHh/RBySxXIr8N6s+T+An7f2nCVJkiRJkiSpO6iurgYKy7c5+0tqv4igvLywgF1NTUNpjq7V3HOperSU0n8i4m3A9RQSQpc10GwecGxKaV0bh/kSMIpCsm0IcFH2qm8b8OmU0vWNxLo5Io4D7qTwzLLTsld9vwNOS7WL1764n99FxLuBy4FdgB800OxB4MRs5pkkSZIkSZIkSVK30ttngJFSuhPYH/gOhWTXRgrP+5oJfBI4IKX0ZDv6TymlDwMHU1iW8HFgHVANrAEeBr4N7JtS+majHRX6Wgq8Ang3cC+F54JtA56jMIvspJRSs8m6lNLVFJJoV1NYEnEzsJLCrK/3AIellJ5v0wlLkiRJkiRJkiTlrFfPAKuVUnoa+Ej2as1xfwNaNDc2pfQwhWRXu6SUqoAfZa/29PM48K72xiNJkiRJkiRJkrSj6fUzwCRJkiRJkiRJktSzmACTJEmSJEmSJEk93iWXXEJEENGihd3UzZkAkyRJkiRJkiRJneLCCy/cnnT661//2qpj//SnP20/9kMf+lAnRdg5jj766O2xv/71r2/RMQsXLtx+zLnnntuiY2bMmLH9mBkzZjTb/vnnn+cHP/gBxx9/PJMmTWLYsGH079+fsWPHctRRR3HxxRfz+OOPt2jsHZ0JMGkHUlW1ni1bns07DEmSJEmSJEnqEGefffb28vXXX9+qY3/+85832M+O7umnn+bee+/dvn333Xfz7LP5fu5bU1PDl770JSZNmsQHP/hBfvvb37JgwQLWrVvH1q1bWbZsGffeey+XXXYZ++23H69//euZNWtWrjG3lwkwaQexYcNsHnnkEB5//ARqarbkHY4kSZIkSZIktdthhx3GXnvtBcBtt93Gpk2bWnTchg0buOOOOwCoqKjgoIMO6rQYO9rPf/5zUkr079+fPn36UFNT0+rkX0fatGkTJ5xwAp/97GdZt24d/fr146yzzuK6667j73//OzNnzuSuu+7i0ksv5aUvfSkAf/7zn/nxj3+cW8wdwQSYtANYtuxGHn74YDZunM26dQ/x5JMfyTskSZIkSZIkSeoQZ511FgBr167l17/+dYuOuf3229mwYUPJ8d1F7cy14447bvvyh8Wz2brae97zHu68804AXv7ylzN37lyuu+46zjrrLI444ggOOugg3vSmN/G5z32O//znP9x5553bk5bdmQkwKWc1NVtYuPDz1NRs2F737LNXsGzZDTlGJUmSJEmSJEkd46yzziIigJYvg1ibMCorK+PMM8/stNg62r///W/mzZsHwBlnnLE99scff5xHHnmky+O54447uPbaawHYf//9ufvuu5k4cWKTxxx33HHMnDmTV7/61V0QYecxASblrKysPxUVt1FWNrCkfu7cd7JhQ/deY1WSJEmSJEmSJk2axGGHHQbAH//4R5YvX95k+2effZa7774bgFe/+tXstttuQCG59JnPfIajjjqKsWPH0q9fP4YNG8b06dN5z3ves0M8s+q6664DYOTIkRx77LGccMIJDB06tGRfV7rsssu2l6+55hoGDx7couNGjBjBm9/85s4Kq0uYAJN2AEOG7MfkyVeW1NXUbKSy8q1UVa3LKSpJkiRJkiRJ6hhnn302AFVVVfzyl79ssu0NN9xATU1NyXEzZszg0EMP5ctf/jL33nsvy5YtY9u2baxbt47Zs2dz1VVXsf/++3PFFVd07ok0YevWrdx0000AnHLKKfTr14+BAwdy0kknAXDjjTdSVVXVZfH873//Y+bMmQAcccQRHHjggV029o7ABJi0gxg79hzGjXtnSd3GjXOYN+9dpJRyikqSJEmSJEmS2u/UU09lwIABQPPPw6rdP2TIkO3Jo6qqKkaOHMm5557Lz372M+677z4eeeQRfvvb3/KFL3yBMWPGUF1dzfvf/37++te/du7JNOK3v/0tL7zwAkDJso215eXLl/OHP/yhy+K59957t5ePPfbYLht3R2ECTNqB7L339xky5ICSuuXLf8mSJT/MKSJJkiRJkiRJar/hw4dvX1Jv5syZzJ07t8F2jz32GI899hgAJ5100vYl+974xjeyePFirrnmGs477zwOP/xwDjjgAI499lg++9nP8uSTT7L//vuTUuLzn/9815xUPbVLHE6cOJHDDz98e/2rX/1qdt1115I2XeHRRx/dXj7ooIO6bNwdRZ+8A5BUp7x8ABUVt/LwwwdRVbV6e/38+R9h2LCDGTbs5fkFJ0mSJEmSJPUyKdWwbdvKvMPoUn37jiaic+bOnH322dx8881AYZbXl770pRe1KZ4dVrv8IbD9OWCNGT58OF/4whc44YQT+Mc//sHKlSsZPXp0B0XevJUrV/K73/0OgNNPP52I2L6vrKyM008/nW9+85vceeedrF69mhEjRnRJTLV23nnnTh9vR2MCTNrBDBw4ialTr+Pxx+seMJjSNiorT+Gggx6hX78xOUYnSZIkSZIk9R7btq3kn//sXYmDV75yOf367dQpfR9zzDHssssuLFu2jF/84hd88YtfLEkU1dTUcMMNNwAwfvx4jj766Eb72rBhAytWrGDDhg3bHyHTt2/f7fsfffRRXv3qV3fKeTTkxhtvZNu2bUDp8oe1zjzzTL75zW+yefNmbrnlFt75zne+qE1HW7du3fZy7Uy63sQlEKUd0Jgxx7P77p8qqduyZRGzZ59JStU5RSVJkiRJkiRJbdenTx9OP/10ABYuXMg//vGPkv133303zz77LABnnHEGZWWlKYznn3+eT3/600yZMoWhQ4ey5557su+++7Lffvux3377lTzn6vnnn+/ksyl17bXXAnDggQcybdq0F+1/yUtewr777gt03TKIQ4cO3V7esGFDl4y5IzEBJu2gJk78IiNGHFVSt2rVH3n66S/nE5AkSZIkSZIktVPxsobFyx3W3y5uB/Dwww8zdepUvvKVrzBv3rzts74as2nTpg6ItmVmz57NzJkzgYZnf9U666yzALj//vtZsGDBi/YXz4Zr7vwaald8PFCyBOSyZcta1F9PYgJM2kGVlfVh2rQb6ddvbEn9woWX8MILf8opKkmSJEmSJElqu5e+9KXst99+ANxyyy1s2bIFKMxQuv322wE46KCDmD59+vZjtm7dyqmnnsrKlSvp27cvH/nIR7j33ntZunQpmzdvJqVESon58+dvP6alCaSOUDyj6yMf+QgR0eDrk5/85PbYGpoFNnDgwO3llibwimd21V/m8CUvecn28iOPPNKyk+lBfAaYtAPr338s06ffxH//+2qgdunDxKxZp/Oyl/2HAQMm5BmeJEmSJEmS1KP17TuaV75yed5hdKm+fUc336idzj77bD7+8Y+zevVq7rzzTk4++WTuuOOO7cmc+rO//vrXv/LUU08BcMUVV/COd7yjwX5feOGFzg28ATU1NfziF79o9XE///nP+fznP19SN3LkSCKClBLPPfdci/opbjdq1KiSfUceeeT28l133bU9AddbmACTdnAjRryKSZO+wlNPfWJ7XVXVSmbNOpWXvvReysr65RidJEmSJEmS1HNFlNGv3055h9HjnHHGGXzqU5+iurqa66+/npNPPnn78od9+/bl7W9/e0n7ysrK7eW3ve1tjfZbuwxhV7rnnntYtGgRAB/4wAd45Stf2WT7Bx54gO9+97vMnz+f+++/n8MOO2z7vr59+zJ16lRmz57NY489RlVVFX36NJ3GKZ7ZVTuzrnj7ZS97GTNnzuS+++7jkUce4cADD2ztKXZbJsCkbmDChI+xdu0/ef75X22vW7v238yf/3H22ed7+QUmSZIkSZIkSa00btw4Xvva1/LHP/6R3/3udzz++OPcfffdALzhDW9gp51Kk45VVVXbyxs2bGDo0KEv6rOmpoarr766cwNvQO1ShuXl5XzmM59h5513brL9a1/7Wi6//HKqqqq47rrrShJgAK95zWuYPXs2a9as4a677uItb3lLo30999xz279u+++//4u+bgCf/vSnOemkkwA477zz+Oc///mipRIbsnr1au677z6OP/74ZtvuqHwGmNQNRARTplzDgAF7ldQvWfJ9li+/OaeoJEmSJEmSJKltapc53LZtG6eddhrV1dUl9cX22Wef7eUZM2Y02N9FF13U5c+5Kn5u2RFHHNFs8gtgzJgx25cmvPnmm7c/A63We9/7XsrKCqmbD3/4wzz77LMN9rN161bOP/98tm7dCsAHP/jBBtudeOKJ27+mjz32GK95zWt4+umnm4zx97//PQcffPD25Fp35QwwqZvo23cEFRW38sgjryClupvi3LkXMHjw/gwePDXH6CRJkiRJkiSp5U488USGDh3KunXrti9xOHLkyAZnHB1zzDHsvPPOLF++nM985jMsXLiQE088kTFjxvDkk09y9dVXc/fdd3PYYYdx//33d9k53H777axfvx6At771rS0+7q1vfSt33303q1ev5je/+Q2nnHLK9n3Tpk3j4osv5otf/CILFixgv/32473vfS9HHnkkY8aMYf369TzyyCNceeWVzJkzByjMKjvvvPMaHe/KK69k1apV3HnnnTzwwANMmTKFU089lWOOOYaJEycycOBAli1bxiOPPMIdd9zBww8/3MavyI4lUkp5x6BeJCLGA4sAFi1axPjx43OOqPtZuvSnzJ1b+pDHQYMqOOigBygvb37qqiRJkiRJkiR44okntj9jqXiGkbrO+eefzzXXXLN9+8ILL+Sqq65qsO0f//hHTjjhBDZv3tzg/qOOOorLL7+cfffdF4BrrrmGc889t6TNJZdcwqWXXgpAR+RGXve61/GXv/yFiGDx4sXsuuuuLTpu2bJl7LrrrtTU1HDcccdx5513luxPKXHppZfypS99afvMuMaceOKJXHfddQwZMqTJdjU1NXz5y1/mG9/4BuvWrWs2xmOPPZZvf/vbTJ48ufkTKtKWf1eLFy9mwoQJtZsTUkqLWzVoI1wCUepmxo27gLFjS7P5GzdWMnfuhR1y05YkSZIkSZKkrnDOOeeUbDe0/GGtY445hpkzZ3LmmWey66670rdvX3baaSeOPPJIfvzjH3P33Xe36NlWHWXJkiX89a9/BeDQQw9tcfILYJdddtn+7K8//OEPrFixomR/RHDJJZcwd+5cPv7xj3PwwQczevRo+vTpw7Bhw5g6dSoXXHAB9957L7fffnuzyS+AsrIyPvvZz/LUU0/x/e9/n+OOO46JEycyZMgQ+vXrxy677MKRRx7JxRdfzKxZs/jtb3/b6uTXjsYZYOpSzgDrGNXVm3jkkVewYcNjJfX77HMlu+327pyikiRJkiRJkroPZ4BJHc8ZYJLapbx8IBUVt1FePqyk/sknP8TatTNzikqSJEmSJEmSpB2DCTCpmxo0aG+mTp1RUpfSViorT2bbthfyCUqSJEmSJEmSpB2ACTCpG9tppxOZMOFjJXVbtjzN7NlnkVJNTlFJkiRJkiRJkpSvPnkHIKl99tzzMtau/Tdr1vxje90LL/yOZ575Knvs8ekcI5MkSZIkSZKkHduSJUtYtWpVq48bPHgwe+65ZydEpI5iAkzq5srK+jJ9+k3MnHkA27Yt316/YMFnGTbs5Ywc+Zoco5MkSZIkSZKkHdfFF1/Mtdde2+rjjjzySP72t791fEDqMC6BKPUA/fvvyvTpv6T0n3QNs2a9nS1bluQVliRJkiRJkiRJuTABJvUQI0cezZ57fqmkbtu2FVRWvo2amm05RSVJkiRJkiRJO64ZM2aQUmr1y9lfOz4TYFIPsvvun2T06ONK6tauvZ+nnvpUThFJkiRJkiRJktT1TIBJPUhEGVOnXseAARNL6hcv/jYrVtyeT1CSJEmSJEmSJHUxE2BSD9O370gqKm4lol9J/Zw557Fx4xM5RSVJkiRJkiRJUtcxASb1QEOHHsQ++3y/pK66ei2VlW+lunpjTlFJkiRJkiRJktQ1TIBJPdS4ce9il13OKqnbsOF/zJv3XlJKOUUlSZIkSZIkSVLnMwEm9VARweTJVzJ48L4l9cuWXcvSpT/NKSpJkiRJkiRJkjqfCTCpBysvH0xFxa2Ulw8tqX/iifezbt1/copKkiRJkiRJyl95eTkAVVVVVFdX5xyN1P3V1NRs/7dU++8rTybApB5u0KApTJnys5K6lLZQWXky27atzicoSZIkSZIkKWeDBg3aXl69enV+gUg9xPr167c/fmfgwIE5R2MCTOoVdt75ZMaP/7+Sus2bn2LOnHNIqSafoCRJkiRJkqQcjRgxYnt5+fLlLF++nM2bN2//AF9Sy9TU1LB27Vqee+657XVDhw5t4oiu0SfvACR1jUmTvsbatQ+wdu2/ttetXPkbFi36Jrvv/okcI5MkSZIkSZK63oABAxg+fDhr1qwBYOXKlaxcuZKI2CGWb5O6i+rq6pLE8cCBAxk8eHCOERWYAJN6ibKyfkyffjMPP3wA27Y9v73+qacuYtiwlzNixJE5RidJkiRJkiR1vXHjxtGvXz9WrFixvS6lRFVVVY5RSd3XwIED2X333YmIvEMxASb1JgMGjGfatBt47LFjgNqMfA2VlW/jZS/7D/37j8szPEmSJEmSJKlLRQRjxoxh2LBhrF+/ng0bNrB161ZqanxsiNRS5eXlDBw4kKFDhzJ48OAdIvkFJsCkXmfUqNcxceKlLFz4ue1127YtY9as03jJS+6mrMzbgiRJkiRJknqXfv36MWrUKEaNGpV3KJI6SFneAUjqenvscTGjRr2xpG7Nmr+zYMHFOUUkSZIkSZIkSVLHMQEm9UIRZUyb9nP699+9pH7Roq/z/PO/zikqSZIkSZIkSZI6hgkwqZfq23c0FRW3ENG3pH727HPYtGl+TlFJkiRJkiRJktR+JsCkXmzYsEPYe+/vlNRVV6+hsvJkqqs35RSVJEmSJEmSJEntYwJM6uV23fW97Lzz20vq1q//L08++cGcIpIkSZIkSZIkqX1MgEm9XEQwefKPGTRoWkn90qU/YenSGfkEJUmSJEmSJElSO5gAk0SfPkOoqLiNsrLBJfVPPPEe1q9/NKeoJEmSJEmSJElqGxNgkgAYPHgaU6b8pKSupmYzlZUnU1W1JqeoJEmSJEmSJElqPRNgkrbbZZfT2G2395fUbdr0JHPmnE9KKaeoJEmSJEmSJElqHRNgkkrstdc3GTr0kJK655+/ncWLv5NTRJIkSZIkSZIktY4JMEklysr6U1FxC336jCqpnz//E6xe/Y+copIkSZIkSZIkqeVMgEl6kQEDdmfatF8AUVRbzaxZp7J167K8wpIkSZIkSZIkqUVMgElq0OjRb2CPPT5bUrd161JmzXo7KVXnFJUkSZIkSZIkSc0zASapURMnfo6RI19XUrd69T0sWPC5nCKSJEmSJEmSJKl5JsAkNSqinGnTfkH//uNL6p955jJWrrwrp6gkSZIkSZIkSWqaCTBJTerXbyemT7+ZiD4l9bNnn8WmTQvzCUqSJEmSJEmSpCaYAJPUrOHDD2Wvvb5ZUldVtYrKypOprt6cU1SSJEmSJEmSJDXMBJikFtlttw+y006nltStX/8w8+d/OKeIJEmSJEmSJElqmAkwSS0SEUyZ8hMGDpxSUv/ss1fx3HPX5xSVJEmSJEmSJEkvZgJMUov16TOUiopbKSsbVFI/b96FrF//eE5RSZIkSZIkSZJUygSYpFYZMmRfJk/+UUldTc1GKitPpqpqXU5RSZIkSZIkSZJUxwSYpFYbO/ZMdt313SV1mzbNZe7cC0gp5RSVJEmSJEmSJEkFJsAktclee32HIUMOKqlbseIWliz5QU4RSZIkSZIkSZJUYAJMUpuUlw+gouJW+vQZWVI/f/5HWbPmXzlFJUmSJEmSJEmSCTBJ7TBw4ESmTft5SV1KVcyadSpbt67IKSpJkiRJkiRJUm9nAkxSu4wefSy77/7pkrotWxYze/YZpFSdU1SSJEmSJEmSpN7MBJikdttzzy8wYsSrS+pWrfozCxd+IaeIJEmSJEmSJEm9mQkwICL2iIhvRcSciNgQES9ExEMR8fGIGNRBY0yMiK9FxMMRsToitmXj/DMiPhcROzdz/N8iIrXk1UwMLeojImZ0xHmrd4goZ/r0G+jXb1xJ/dNPf5GVK/+QU1SSJEmSJEmSpN6q1yfAIuJ44DHgI8AUYBAwEngZ8HXgPxGxdzvHOAuYBXwCOBAYDvTJxjkUuBSYHRGva884Up769duF6dNvBsqLahOzZ5/B5s3P5BWWJEmSJEmSJKkX6pN3AHmKiAOAm4CBwHrgK8A92fZpwDuBycBdEfGylNK6NoxxGDCDQrKxBrgW+DXwLLA7cA5wPDAK+HVE7JtSeqqJLmcC57U2jgZ8JoujMas6YAz1MiNGHM5ee32N+fM/tr2uquoFKitP4YAD/k5ZWf8co5MkSZIkSZIk9Ra9OgEGfI9CsqsKeH1K6V9F+/4aEU9QmAU2GfgocEkbxriIupl2H0gpXVG07yHgtoj4FoUZaAOz9/c30d+GlNLjbYijviUd1I9UYvz4j7BmzT95/vnbt9etW/cg8+d/jH32+UGOkUmSJEmSJEmSeoteuwRiRBwCHJFt/rRe8qvWt4DZWflDEdG3DUO9MntfWS/5VewLReVD2zCGtMOICKZO/RkDB5auHLpkyeUsW/bLnKKSJEmSJEmSJPUmvTYBBpxQVL6moQYppRrgumxzBHB0G8bpl70vaKxBSmkN8Hy99lK31afPcCoqbqWsbEBJ/dy572DDhlk5RSVJkiRJkiRJ6i16cwLs8Ox9A/BwE+3uLSof1oZx5mbvezbWICKGAWPqtZe6tSFDXsI++1xZUldTs4HKypOpqlqfU1SSJEmSJEmSpN6gNyfApmXvT6aUqppoN6eBY1rjqux9dES8u5E2n22gfWOmRsQDEbE6IjZHxOKI+HVEnN3KJRo/EBFPZn2siYjKiLgqIg5sRR9Sk8aNO5dx495RUrdx42zmzXsXKaWcopIkSZIkSZIk9XR98g4gDxExgLoZV4ubaptSWhURG4DBwIQ2DPczCrPNzgZ+GBEHAb8BlgK7A2dRtxzjl1NKf2mmv12yV63dstebgU9GxMkppdkNHlmqONHVH5ievS6MiB8BH0opbWlBPyUiYnwzTca2tk91b3vv/X3WrZvJ+vX/3V63fPmNDB9+OLvt9t78ApMkSZIkSZIk9Vi9MgEGDC0qt2QtttoE2JDWDpRSqgbOiYg7gU8D78hexe4BLmsm+VUD3A38DngUWEnhPA4ELqQwO206cE9EHJJSeqaRflYDdwB/A54ANgPjgNcDF1A4xwuzvs9oxanWWtSGY9SDlZcPpKLiVmbOPIjq6jXb65988v8YOvRlDBt2SI7RSZIkSZIkSZJ6ot66BOKAovLWFrSvnQk1sC2DRcQ0CjPA9mukyaHABRGxWxPdnJRSem1K6dsppbtTSv9NKd2XUvoe8BLg2qzdLsB3G+njWWC3lNL5KaXrUkr/Sin9J6X0u5TS/1FIptUmzk6PiDe3/Cylxg0cuBfTpl1bUpfSNiorT2HbtpU5RSVJkiRJkiRJ6ql6awJsc1G5Xwva98/eN7V2oIg4AvgXcDywhMKSh2OzcScA7wM2AqcBD0ZERUP9pJRWNzZGSmkbhVllc7OqExtKpqWUtqaUNjbRzxPAmUVVH2j0xBo3oZnXwW3oUz3AmDFvYcKET5TUbdnyDLNnn0lKNTlFJUmSJEmSJEnqiXprAmxdUbklyxoOzt5bslzidhHRH7gRGA48B7wipXR9SmlZSmlbSmlxSukK4FUUknK7UjeTq1VSSlXAT4uqjmxjP/cBs7LNwyOiVddIdk6Nvih8HdRL7bnnlxk+/FUldS+88AeefvrLOUUkSZIkSZIkSeqJemUCLKW0mcIztADGN9U2IkZSlwBr7fOt3gDUzsT6QUqpweRPSqkSuD7bPCgiXtLKcWrNKio3tZxiS/sZAIxuRz9SibKyPkyf/kv69t2lpH7hws/zwgtNPQJPkiRJkiRJkqSW65UJsExtkmfviOjTRLupReXZrRxjWlH5kWbaPtzImK2R2nhcZ/UjvUj//uOoqLiJ0ttPYvbst7N58+K8wpIkSZIkSZIk9SC9OQH2j+x9MHBQE+2KlxK8v5VjVBWVm0qyAfRt5LjWmF5UfraNfRT3s4W6mXJShxkx4kgmTbqspG7btueZNetUamq25hSVJEmSJEmSJKmn6M0JsF8Vlc9rqEH2/Kuzs83VwD2tHGNBUfmIZtoWJ9oWNNqqEdkstvOLqv7e2j6yfg4DKrLNf6SUatrSj9ScCRM+wejRby6pW7v2Xzz11CdzikiSJEmSJEmS1FP02gRYSulB4L5s84KIOLSBZh+lbhnD76WUthXvjIijIiJlrxkNHH83sDErvyci9msoloh4I3BitrkE+G+9/UdHxIjGziUi+gI/KYr1zpTSi55XFhEnREQ00c/ewA1FVVc01lZqr4hg6tRrGTBgz5L6xYu/y/Llt+QUlSRJkiRJkiSpJ2huWb6e7kMUljUcCPwpIi6jMMtrIHAa8K6s3TzgW63tPKW0OiK+CnwBGAr8MyJ+APwZWAXsArwFeCd1ychPNTDr6hzgNxHxG+BvwFxgLTCEwvKN76Ju2cLl2Xk15A7gyYi4HXgQWExhmcNxwDHABVmfADenlG5v7TlLrdG37wgqKm7jkUcOJaUt2+vnzj2fIUP2Z9CgKTlGJ0mSJEmSJEnqrnp1Aiyl9J+IeBtwPTAMuKyBZvOAY1NK69o4zJeAURSSUkOAi7JXfduAT6eUrm+knyHA6dmrMf8DTkspNbWE4t7AJ5qJ+Urgw820kTrE0KEHsM8+lzNv3ju311VXr+fxx9/KQQc9QHn54ByjkyRJkiRJkiR1R706AQaQUrozIvankKA6FhgPbAWeBG4BLk8pbWyii+b6T8CHI+J64B3A4cAewCBgfTbOvcCPUkrzGunmaxSWRTyUwkyvnSgk1bYAy4CZwK3AHSml6ibCeXPWx8uzGMYAgynMJnuKwpKQP0spPd7G05XaZNy4C1i79n6ee27G9rqNGyuZN+89TJ16LU2s3ClJkiRJkiRJ0otEIT8jdY2IGA8sAli0aBHjx4/POSLtKKqrN/LII4eyYcNjJfWTJ/+IXXd9VyNHSZIkSZIkSZK6s8WLFzNhwoTazQkppcUd0W9Z800kqfOVlw+iouJWysuHltQ/8cQHWLfu4ZyikiRJkiRJkiR1RybAJO0wBg3ah6lTZ5TUpbSVysqT2bbthXyCkiRJkiRJkiR1OybAJO1QdtrpJMaP/0hJ3ebNC5kz5xxSqskpKkmSJEmSJElSd2ICTNIOZ9KkrzJs2GEldStX/pZnnvlaThFJkiRJkiRJkroTE2CSdjhlZX2pqLiJvn13LqlfsOAzrFp1T05RSZIkSZIkSZK6CxNgknZI/fvvxvTpN1B6m6ph1qzT2LLl2bzCkiRJkiRJkiR1AybAJO2wRo58DXvu+YWSum3bljNr1tuoqdmWU1SSJEmSJEmSpB2dCTBJO7Tdd7+IUaOOLalbs+YfLFjw6ZwikiRJkiRJkiTt6EyASdqhRZQxbdp19O+/R0n9okXfZMWKO3KKSpIkSZIkSZK0IzMBJmmH17fvKCoqbiWiX0n9nDnnsnHjEzlFJUmSJEmSJEnaUZkAk9QtDBv2Mvbe+3slddXVa6msPJnq6k05RSVJkiRJkiRJ2hGZAJPUbey664XsssuZJXUbNjzGE0+8L6eIJEmSJEmSJEk7IhNgkrqNiGDy5KsYNKiipP65565h6dKf5RSVJEmSJEmSJGlHYwJMUrdSXj6Yffe9jfLyISX1TzzxPtat+28+QUmSJEmSJEmSdigmwCR1O4MGTWHKlJ+W1NXUbKay8q1s27Y6n6AkSZIkSZIkSTsME2CSuqWddz6V3Xb7YEnd5s1PMWfOuaSUcopKkiRJkiRJkrQjMAEmqdvaa69vMGzYK0rqVq78NYsWfTOniCRJkiRJkiRJOwITYJK6rbKyfkyffjN9+44pqX/qqYtYvfrvOUUlSZIkSZIkScqbCTBJ3dqAAROYNu0XQBTVVjNr1tvYsuW5vMKSJEmSJEmSJOXIBJikbm/UqNczceLnS+q2bn2OWbNOo6amKqeoJEmSJEmSJEl5MQEmqUfYY4/PMnLkMSV1a9bcy8KFn80pIkmSJEmSJElSXkyASeoRIsqYNu16+vefUFL/zDNf5fnnf5NTVJIkSZIkSZKkPJgAk9Rj9Os3hoqKW4joW1I/e/bZbNr0VE5RSZIkSZIkSZK6mgkwST3KsGEvZ6+9vl1SV129hsrKk6mu3pxTVJIkSZIkSZKkrmQCTFKPs9tu72PnnU8rqVu//j88+eQHc4pIkiRJkiRJktSVTIBJ6nEigsmTr2bQoKkl9UuXXs1zz12bU1SSJEmSJEmSpK5iAkxSj9SnzxAqKm6jrGxQSf28ee9h/fr/5RSVJEmSJEmSJKkrmACT1GMNHjydKVOuLqmrqdlEZeVbqapak1NUkiRJkiRJkqTOZgJMUo+2yy6ns+uu7y2p27TpCebMuYCUUk5RSZIkSZIkSZI6kwkwST3e3nt/m6FDDy6pe/7521i8+Lv5BCRJkiRJkiRJ6lQmwCT1eGVl/amouIU+fUaV1D/11CdYs+b+nKKSJEmSJEmSJHUWE2CSeoUBA/Zg2rTrS+pSqqKy8lS2bl2eU1SSJEmSJEmSpM5gAkxSrzF69BvZY4/PlNRt3foss2adTkrVOUUlSZIkSZIkSepoJsAk9SoTJ17CyJGvLalbvfpuFi68JJ+AJEmSJEmSJEkdzgSYpF4lopxp026gX7/dSuqffvpLrFz5u5yikiRJkiRJkiR1JBNgknqdfv12oqLiZiL6lNTPnn0mmzYtzCcoSZIkSZIkSVKHMQEmqVcaPvyVTJr0jZK6qqpVzJp1CjU1W3KKSpIkSZIkSZLUEUyASeq1xo//EDvtdHJJ3bp1M3nyyQ/nFJEkSZIkSZIkqSOYAJPUa0UEU6b8lIEDJ5fUP/vslSxb9oucopIkSZIkSZIktZcJMEm9Wp8+w6iouJWysoEl9XPnvosNGypzikqSJEmSJEmS1B4mwCT1ekOG7MfkyVeV1NXUbOTxx99KVdW6nKKSJEmSJEmSJLWVCTBJAsaOPZtx495VUrdp01zmzn0HKaWcopIkSZIkSZIktYUJMEnK7L339xgy5MCSuhUrbmbJkstzikiSJEmSJEmS1BYmwCQpU14+gIqKW+nTZ0RJ/fz5H2XNmn/nE5QkSZIkSZIkqdVMgElSkYED92Tq1OtK6lLaxqxZp7B16/M5RSVJkiRJkiRJag0TYJJUz5gxx7P77p8qqduyZTGzZ59BStU5RSVJkiRJkiRJaikTYJLUgIkTv8iIEUeX1K1a9SeefvpLOUUkSZIkSZIkSWopE2CS1ICysj5Mm3YD/fqNK6lfuPBSXnjhjzlFJUmSJEmSJElqCRNgktSI/v3HMn36TUB5UW1i1qwz2Lz5mbzCkiRJkiRJkiQ1wwSYJDVhxIgjmDTpqyV1VVUrqaw8lZqarTlFJUmSJEmSJElqigkwSWrGhAkfZcyYE0rq1q17gPnzP5ZPQJIkSZIkSZKkJpkAk6RmRARTplzDgAF7ldQvWfIDli+/KaeoJEmSJEmSJEmNMQEmSS3Qt+8IKipupaxsQEn93LnvYMOGOTlFJUmSJEmSJElqiAkwSWqhoUNfyj77/LCkrrp6PZWVb6Wqan1OUUmSJEmSJEmS6jMBJkmtMG7c+Ywde35J3caNs5g3792klHKKSpIkSZIkSZJUzASYJLXSPvtczuDBLympW778Fzz77FU5RSRJkiRJkiRJKmYCTJJaqbx8IBUVt1JePqyk/skn/4+1ax/KKSpJkiRJkiRJUi0TYJLUBoMG7c3UqdeW1KW0lcrKk9m2bWVOUUmSJEmSJEmSwASYJLXZTjudwIQJHyup27LlGWbPPouUanKKSpIkSZIkSZJkAkyS2mHPPb/C8OFHlNS98MLveeaZr+QUkSRJkiRJkiTJBJgktUNZWR+mT7+Jvn13KalfsOBzrFp1d05RSZIkSZIkSVLvZgJMktqpf/9xTJ/+S0pvqTXMmvV2tmxZkldYkiRJkiRJktRrmQCTpA4wcuRR7Lnnl0vqtm1bQWXlqdTUbMsnKEmSJEmSJEnqpUyASVIH2X33TzB69PEldWvX/pOnnvpkThFJkiRJkiRJUu9kAkySOkhEGVOnXsuAAXuW1C9e/B1WrLgtp6gkSZIkSZIkqfcxASZJHahv35FUVNxKRP+S+jlzzmPjxnk5RSVJkiRJkiRJvYsJMEnqYEOHHsg++3y/pK66eh2VlSdTXb0xp6gkSZIkSZIkqfcwASZJnWDcuHeyyy5nl9Rt2PA/5s17DymlnKKSJEmSJEmSpN7BBJgkdYKIYPLkKxk8eL+S+mXLrmPp0p/kFJUkSZIkSZIk9Q4mwCSpk5SXD6Ki4lbKy4eW1D/xxAdYt+6RnKKSJEmSJEmSpJ7PBJgkdaJBgyYzZcrPSupS2kJl5cls27Yqp6gkSZIkSZIkqWczASZJnWznnU9m/Pj/K6nbvHkBc+acQ0o1+QQlSZIkSZIkST2YCTAgIvaIiG9FxJyI2BARL0TEQxHx8YgY1EFjTIyIr0XEwxGxOiK2ZeP8MyI+FxE7N3P83yIiteTVwnj2jYgfRcT8iNgUESsi4r6IeHdE9OmIc5ZUZ9KkrzNs2CtL6lauvJNFi76RU0SSJEmSJEmS1HNFSi3Kl/RYEXE8cD0wrJEm84BjU0pPtmOMs4AfAQObaPYCcFpK6c+N9PE34MiWjJdSimbieSdwOdCvkSYPUjjn51syXmtExHhgEcCiRYsYP358Rw8h7bC2bFnCzJkHsG3biqLaMl7ykrsZOfKonKKSJEmSJEmSpPwsXryYCRMm1G5OSCkt7oh+e/UMsIg4ALiJQvJrPXAx8ErgNcDVWbPJwF0RMbSNYxwGzKCQ/KoBrgFOAA4BTgbuzJqOAn4dEZOa6XImsF8zr6bieRNwFYXk1zLgg8DLgTcCt2fNDgHuiIjylp2lpJbo3383pk27ASjOUdcwa9ZpbNmyNK+wJEmSJEmSJKnH6dUJMOB7FBJTVcDrU0qXpZT+lVL6a0rpXcAnsnaTgY+2cYyLqPs6fyCldH5K6dcppYdSSrellN4MfDvbPxD4SDP9bUgpPd7Uq7EDI6Iv8IMsnrXAYSmlH6SUHkwp/SGl9Fbgiqz54cBZbTxnSY0YNeq1TJz4hZK6bduWMWvW26ipqcopKkmSJEmSJEnqWXptAiwiDgGOyDZ/mlL6VwPNvgXMzsofyhJIrVX70J+VKaUrGmlT/Gn4oW0Yo6VOBGpnmH0lpTS/gTYfB1YVlSV1sD32+DSjRr2xpG7NmvtYsODTOUUkSZIkSZIkST1Lr02AUViGsNY1DTVIKdUA12WbI4Cj2zBO7XO2FjTWIKW0Bqh93lZjz+XqCCcUlWc0EstG4OZsc3pETO7EeKReKaKMadN+Tv/+u5fUL1r0DVas+FU+QUmSJEmSJElSD9KbE2CHZ+8bgIebaHdvUfmwNowzN3vfs7EGETEMGFOvfWeoPee5KaXnmmjX3nOW1Iy+fUdTUXEr9SeWzplzLps2NTQ5U5IkSZIkSZLUUr05ATYte38ypdTUg3fmNHBMa1yVvY+OiHc30uazDbRvzNSIeCAiVkfE5ohYHBG/joizm1qiMSKGABOyzTmNtWtgf1vOWVILDBt2MHvv/d2SuurqNTz++Fuprt6UT1CSJEmSJEmS1AP0yTuAPETEAOpmXC1uqm1KaVVEbAAGU5dAao2fUZh5dTbww4g4CPgNsBTYHTiLuqUJv5xS+ksz/e2SvWrtlr3eDHwyIk5OKc1u4LjxReUmzxlYVFRu1TlHxPhmmoxtTX9ST7frru9hzZr7Wb78hu11GzY8yhNPfICpU3+SY2SSJEmSJEmS1H31ygQYMLSovL4F7WsTYENaO1BKqRo4JyLuBD4NvCN7FbsHuKyZ5FcNcDfwO+BRYCWF8zgQuJDCTK3pwD0RcUhK6Zl6x7fmnDcUlVt7zouabyKpVkQwefKPWL/+v2zcOGt7/XPP/ZThww9j3LjzcoxOkiRJkiRJkrqn3roE4oCi8tYWtN+SvQ9sy2ARMY3CDLD9GmlyKHBBROzWRDcnpZRem1L6dkrp7pTSf1NK96WUvge8BLg2a7cL8N0Gjm/NOW8pKrfpnCW1XJ8+Q6iouJWyssEl9U888V7WrftvPkFJkiRJkiRJUjfWWxNgm4vK/VrQvn/23uqH8kTEEcC/gOOBJRSWPBybjTsBeB+wETgNeDAiKhrqJ6W0urExUkrbKMwqm5tVndhAMq0159y/qNzac57QzOvgVvYn9QqDB09jypTSJQ9rajZTWXkyVVVrcopKkiRJkiRJkrqn3poAW1dUbskSf7XTMlqyXOJ2EdEfuBEYDjwHvCKldH1KaVlKaVtKaXFK6QrgVRQSVLtSN5OrVVJKVcBPi6qOrNekNedcPA2lVeecnVOjLwpfB0kN2GWX09htt/eX1G3ePJ85c84lpZRTVJIkSZIkSZLU/fTKBFhKaTOFZ2gBjG+qbUSMpC4h1NrnW70BqJ2J9YOUUoPJn5RSJXB9tnlQRLyklePUmlVUrj8DbElRuclzpjBTq5bP9JK60F57fYuhQ19eUvf8879i8eJv5xSRJEmSJEmSJHU/vTIBlqlNFu0dEX2aaDe1qDy7lWNMKyo/0kzbhxsZszUanSKSUlpHXTKruf7bc86S2qGsrB8VFTfTp8/okvr58z/J6tX35RSVJEmSJEmSJHUvvTkB9o/sfTBwUBPtipcSvL+VY1QVlZtKsgH0beS41pheVH62gf215zwlIsY20U97zllSOw0YsDvTp/8CiKLaambNehtbtriKqCRJkiRJkiQ1pzcnwH5VVD6voQYRUQacnW2uBu5p5RgLispHNNO2OOm0oNFWjchmsZ1fVPX3Bpr9qqh8biP9DAJOzTZnpZTmtTYWSe03atQx7LHH50rqtm5dyuzZp1NT09YcuSRJkiRJkiT1Dr02AZZSehCoXU/sgog4tIFmH6VuGcPvpZS2Fe+MiKMiImWvGQ0cfzewMSu/JyL2ayiWiHgjcGK2uQT4b739R0fEiMbOJSL6Aj8pivXOlFJDz+66A3gqK18UEXs10OYbwMiisqScTJz4WUaOfH1J3erV97Bw4ecaOUKSJEmSJEmSBL04AZb5ELCJwvKEf4qIiyLiFVnC6UfA17N284BvtbbzlNJq4KvZ5lDgnxFxWdb/SyPimIi4AvgNdd+LT6WUaup1dQ6wKCJ+ERHvjIhXZccfHhEfopAwOydruzw7r4bi2QZ8AKgBhgH3R8T7I+KQLJZbgfdmzf8B/Ly15yyp40SUM23aL+jff3xJ/TPPfIXnn78zp6gkSZIkSZIkaccXKaW8Y8hVRBwPXE8hIdSQecCxKaUnGzj2KOqWRbw2pXRuA20C+DaFpFTU319kG/DplNI3G+hjBnUJrqb8DzgtpTSrqUYR8U7gcqBfI00epHDOz7dgzFaJiPHAIoBFixYxfvz4Zo6QtGbNv/nvf48gpbqlD/v0GcFBBz3CwIF75hiZJEmSJEmSJLXP4sWLmTBhQu3mhJTS4o7ot7fPACOldCewP/AdCsmujRSe9zUT+CRwQEPJr1b0n1JKHwYOBq4CHgfWAdXAGuBhCgmyfRtKfmW+BnwYuDk7fhmFhNl6YD5wE3BKFmuTya8spquBg4CrKSyJuBlYSWHW13uAwzoj+SWpbYYPfwV77VU6CbWqajWVlSdTXb05p6gkSZIkSZIkacfV62eAqWs5A0xqm5QSs2adxooVN5fUjxt3IVOmXJVTVJIkSZIkSZLUPs4Ak6ReLCKYMuUnDBw4paR+6dIf8dxzPq5PkiRJkiRJkoqZAJOkbqJPn6Hsu+9tlJUNKqmfN+9C1q//X05RSZIkSZIkSdKOxwSYJHUjgwdXMGXKj0vqamo2UVn5Vqqq1uYUlSRJkiRJkiTtWEyASVI3s8suZ7Drru8uqdu06Qnmzr0An+soSZIkSZIkSSbAJKlb2nvv7zJ06MtK6lasuJUlS76fU0SSJEmSJEmStOMwASZJ3VBZWX+mT7+FPn1GltTPn/8x1qz5Z05RSZIkSZIkSdKOwQSYJHVTAwdOZNq0n5fUpVRFZeWpbN26PKeoJEmSJEmSJCl/JsAkqRsbPfpYdt/94pK6rVuXMHv2GaRUnVNUkiRJkiRJkpQvE2CS1M3tueeljBjx6pK6Vav+wsKFl+YUkSRJkiRJkiTlywSYJHVzEeVMn34j/frtWlL/9NNfZOXK3+cUlSRJkiRJkiTlxwSYJPUA/frtTEXFzUB5Sf3s2WeyefPT+QQlSZIkSZIkSTkxASZJPcTw4Yex115fL6mrqnqByspTqKnZklNUkiRJkiRJktT1TIBJUg8yfvyHGTPmrSV169Y9xJNPfjSniCRJkiRJkiSp65kAk6QeJCKYOvVnDBy4T0n9s8/+kGXLbsgpKkmSJEmSJEnqWibAJKmH6dNnGBUVt1JWNrCkfu7cd7Jhw6ycopIkSZIkSZKkrmMCTJJ6oCFD9mfy5CtL6mpqNlJZ+VaqqtbnFJUkSZIkSZIkdQ0TYJLUQ40dew7jxr2jpG7jxjnMm/dOUko5RSVJkiRJkiRJnc8EmCT1YHvv/QOGDDmgpG758l/y7LNX5BSRJEmSJEmSJHU+E2CS1IOVlw+gouJWysuHl9Q/+eSHWbv2gZyikiRJkiRJkqTOZQJMknq4gQMnMW3adSV1KW2jsvIUtm59PqeoJEmSJEmSJKnzmACTpF5gzJg3M2HCJ0vqtmxZxOzZZ5JSTU5RSZIkSZIkSVLnMAEmSb3Ennt+ieHDjyypW7Xqjzz99JdyikiSJEmSJEmSOocJMEnqJcrK+jB9+i/p129sSf3ChZfwwgt/yikqSZIkSZIkSep4JsAkqRfp338s06ffBJQX1SZmzTqdzZsX5RWWJEmSJEmSJHUoE2CS1MuMGPEqJk26rKSuqmols2adSk3N1pyikiRJkiRJkqSOYwJMknqhCRM+zujRbympW7v238yf/4mcIpIkSZIkSZKkjmMCTJJ6oYhg6tQZDBgwqaR+yZLvsXz5zTlFJUmSJEmSJEkdwwSYJPVSffuOoKLiViL6l9TPnXsBGzbMySkqSZIkSZIkSWo/E2CS1IsNHXoAkyf/sKSuuno9lZUnU129IaeoJEmSJEmSJKl9TIBJUi83duz5jB17bkndxo2VzJv3blJK+QQlSZIkSZIkSe1gAkySermIYJ99fsjgwfuX1C9bdj1Ll/44p6gkSZIkSZIkqe1MgEmSKC8fREXFrZSXDyupf+KJD7J27cycopIkSZIkSZKktjEBJkkCYNCgfZg69ZqSupS2Ull5Mtu2vZBTVJIkSZIkSZLUeibAJEnb7bTTSYwf/9GSui1bnmb27LNJqSanqCRJkiRJkiSpdUyASZJKTJr0FYYPP7yk7oUX7uKZZ76aU0SSJEmSJEmS1DomwCRJJcrK+jJ9+k307btzSf2CBZ9l1aq7c4pKkiRJkiRJklrOBJgk6UX699+V6dN/Sel/EzXMmnU6W7YsySssSZIkSZIkSWoRE2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size 2000x3000 with 3 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["adda_train.train()"]},{"cell_type":"code","execution_count":37,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:53:31.065502Z","iopub.status.busy":"2022-09-20T08:53:31.064027Z","iopub.status.idle":"2022-09-20T08:53:31.073276Z","shell.execute_reply":"2022-09-20T08:53:31.071585Z","shell.execute_reply.started":"2022-09-20T08:53:31.065457Z"},"trusted":true},"outputs":[],"source":["target_encoder_path = './Target_Encoder_val_auc 0.8589782418494569.pth'"]},{"cell_type":"markdown","metadata":{},"source":["# Test"]},{"cell_type":"code","execution_count":39,"metadata":{"execution":{"iopub.execute_input":"2022-09-20T08:54:59.532799Z","iopub.status.busy":"2022-09-20T08:54:59.531224Z","iopub.status.idle":"2022-09-20T08:55:16.612803Z","shell.execute_reply":"2022-09-20T08:55:16.611285Z","shell.execute_reply.started":"2022-09-20T08:54:59.532750Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"85ae0db6af49482f9cb791be17f144a8","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/81 [00:00<?, 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","text/plain":["<Figure size 2400x1000 with 3 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["p,t = test_func(t_encoder,classifier,tv_loader ,device, target_encoder_path,best_classifier_path )\n","plot_test_metrics(p,t)"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kernelspec":{"display_name":"Python 3.8.5 ('deeplearning')","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.5"},"vscode":{"interpreter":{"hash":"5a9471c98b54a4aeb55236f0fc690d5ec41b6ecf805f1fb8e2ac314bfb975f5c"}}},"nbformat":4,"nbformat_minor":4}