diff --git a/CAT/distillation/MFI/__init__.py b/CAT/distillation/MFI/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/CAT/distillation/MFI/__pycache__/__init__.cpython-39.pyc b/CAT/distillation/MFI/__pycache__/__init__.cpython-39.pyc deleted file mode 100644 index 16d0f06..0000000 Binary files a/CAT/distillation/MFI/__pycache__/__init__.cpython-39.pyc and /dev/null differ diff --git a/CAT/distillation/MFI/__pycache__/dMFI.cpython-39.pyc b/CAT/distillation/MFI/__pycache__/dMFI.cpython-39.pyc deleted file mode 100644 index 03ae695..0000000 Binary files a/CAT/distillation/MFI/__pycache__/dMFI.cpython-39.pyc and /dev/null differ diff --git a/CAT/distillation/MFI/__pycache__/model.cpython-39.pyc b/CAT/distillation/MFI/__pycache__/model.cpython-39.pyc deleted file mode 100644 index d588c2a..0000000 Binary files a/CAT/distillation/MFI/__pycache__/model.cpython-39.pyc and /dev/null differ diff --git a/CAT/distillation/MFI/__pycache__/tool.cpython-39.pyc b/CAT/distillation/MFI/__pycache__/tool.cpython-39.pyc deleted file mode 100644 index a90aa05..0000000 Binary files a/CAT/distillation/MFI/__pycache__/tool.cpython-39.pyc and /dev/null differ diff --git a/CAT/distillation/__pycache__/tool.cpython-39.pyc b/CAT/distillation/__pycache__/tool.cpython-39.pyc index 154d6d5..86e660c 100644 Binary files a/CAT/distillation/__pycache__/tool.cpython-39.pyc and b/CAT/distillation/__pycache__/tool.cpython-39.pyc differ diff --git a/CAT/distillation/prepare_trait.py b/CAT/distillation/prepare_trait.py index 3fcd777..444238f 100644 --- a/CAT/distillation/prepare_trait.py +++ b/CAT/distillation/prepare_trait.py @@ -15,8 +15,8 @@ seed = 0 random.seed(seed) cdm='irt' -dataset = 'junyi' -stg='KLI' +dataset = 'assistment' +stg='MFI' train_triplets = pd.read_csv( f'/data/yutingh/CAT/data/{dataset}/train_triples.csv', encoding='utf-8').to_records(index=False) ckpt_path = f'/data/yutingh/CAT/ckpt/{dataset}/{cdm}_with_theta.pt' @@ -58,7 +58,7 @@ alpha=model.get_alpha(qid) beta=model.get_beta(qid) item_dict[item_id]=[np.float(alpha[0]),np.float(beta[0])] -label,k_info,tested_info = get_label_and_k(user_dict,item_dict,50,stg) +label,k_info,tested_info = get_label_and_k(user_dict,item_dict,50,stg,model) trait_dict = { 'user':user_dict, 'item':item_dict, @@ -69,7 +69,7 @@ path_prefix = f"/data/yutingh/CAT/data/{dataset}/{stg}/" -with open(f"{path_prefix}trait.json", "w", encoding="utf-8") as f: +with open(f"{path_prefix}trait_with_tested_info.json", "w", encoding="utf-8") as f: # indent参数保证json数据的缩进,美观 # ensure_ascii=False才能输出中文,否则就是Unicode字符 f.write(json.dumps(trait_dict, ensure_ascii=False)) \ No newline at end of file diff --git a/CAT/distillation/tool.py b/CAT/distillation/tool.py index 5c489f9..dbe355d 100644 --- a/CAT/distillation/tool.py +++ b/CAT/distillation/tool.py @@ -21,27 +21,39 @@ def split_data(utrait,label,k_fisher,rate=1,tested_info=None): else: return ((u_train,label[:max_len],k_fisher[:max_len]),(u_test,label[max_len:],k_fisher[max_len:])) -def get_label_and_k(user_trait,item_trait,k,stg="MFI"): +def get_label_and_k(user_trait,item_trait,k,stg="MFI", model=None): labels=[] k_infos=[] - tested_ns=[] - for theta in tqdm(user_trait.values(),f'get top {k} items'): + tested_infos=[] + for sid, theta in tqdm(user_trait.items(),f'get top {k} items'): if stg=='MFI': - k_info,label = get_k_fisher(k, theta, item_trait) + k_info, label, tested_info = get_k_fisher(k, theta, item_trait) + tested_infos.append(tested_info) elif stg=='KLI': - k_info,label,tested_n= get_k_kli(k, theta, item_trait) - tested_ns.append(tested_n) + k_info,label,tested_info= get_k_kli(k, theta, item_trait) + tested_infos.append(tested_info) + elif stg=='MAAT': + get_k_emc(k, sid,theta, item_trait, model) k_infos.append(k_info) labels.append(label) - return labels,k_infos,tested_ns + return labels,k_infos,tested_infos def transform(item_trait, user_trait,labels,k_fishers,tested_infos=None): if tested_infos: for theta, label, k_fisher,tested_info in zip(user_trait.values(),labels,k_fishers,tested_infos): itrait = list(item_trait.values()) item_n = len(itrait) + user_embs=[] + for tmp in tested_info: + user_emb = [theta] + if type(tmp) == list: + user_emb.extend(tmp) + else: + user_emb.append(tmp) + user_embs.append(user_emb) yield pack_batch([ - torch.tensor(list(zip([theta]*item_n,tested_info))), + torch.tensor(user_embs), + # torch.tensor(list(zip([theta]*item_n,tested_info))), itrait, label, k_fisher @@ -65,16 +77,87 @@ def pack_batch(batch): def get_k_fisher(k, theta, items): fisher_arr = [] - for qid,(alpha,beta) in items.items(): + items_n=len(items.keys()) + ns = [random.randint(0,19) for i in range(items_n)] + tested_qids = [random.sample(list(range(0,20)),n) for n in ns] + avg_embs = np.array(list(items.values())).mean(axis=0) + p=0.001 + avg_tested_embs=[] + for tested_qid, (qid,(alpha,beta)) in zip(tested_qids,items.items()): + # tested_qid + if len(tested_qid)==0: + avg_tested_emb=np.array([0,0]) + else: + avg_tested_emb = np.array([items[qid] for qid in tested_qid]).mean(axis=0) + item_emb=[alpha,beta] pred = alpha * theta + beta pred = torch.sigmoid(torch.tensor(pred)) # pred = 1 / (1 + np.exp(-pred)) q = 1 - pred - fisher_info = float((q*pred*(alpha ** 2)).numpy()) + diff = ((item_emb-avg_tested_emb)**2).sum() + sim = ((item_emb-avg_embs)**2).sum() + fisher_info = float((q*pred*(alpha ** 2)).numpy()) + p*diff/sim fisher_arr.append((fisher_info,qid)) + avg_tested_embs.append(avg_tested_emb.tolist()) fisher_arr_sorted = sorted(fisher_arr, reverse=True) - return [i[1] for i in fisher_arr_sorted[:k]],[i[0]for i in fisher_arr] + tested_info=[] + for avg_tested_emb,n in zip(avg_tested_embs,ns): + avg_tested_emb.extend([n]) + tested_info.append(avg_tested_emb) + return [i[1] for i in fisher_arr_sorted[:k]],[i[0]for i in fisher_arr],tested_info + +def get_k_emc(k,sid,theta,items,model): + epochs = model.config['num_epochs'] + lr = model.config['learning_rate'] + device = model.config['device'] + optimizer = torch.optim.Adam(model.model.parameters(), lr=lr) + res_arr = [] + for qid,(alpha,beta) in items.items(): + for name, param in model.model.named_parameters(): + if 'theta' not in name: + param.requires_grad = False + + original_weights = model.model.theta.weight.data.clone() + + student_id = torch.LongTensor([sid]).to(device) + question_id = torch.LongTensor([qid]).to(device) + correct = torch.LongTensor([1]).to(device).float() + wrong = torch.LongTensor([0]).to(device).float() + + for ep in range(epochs): + optimizer.zero_grad() + pred = model.model(student_id, question_id) + loss = model._loss_function(pred, correct) + loss.backward() + optimizer.step() + pos_weights = model.model.theta.weight.data.clone() + model.model.theta.weight.data.copy_(original_weights) + + for ep in range(epochs): + optimizer.zero_grad() + pred = model.model(student_id, question_id) + loss = model._loss_function(pred, wrong) + loss.backward() + optimizer.step() + + neg_weights = model.model.theta.weight.data.clone() + # model.model.theta.weight.data.copy_(original_weights) + + for param in model.model.parameters(): + param.requires_grad = True + + if type(alpha) == float: + alpha = np.array([alpha]) + if type(theta) == float: + theta = np.array([theta]) + pred = np.matmul(alpha.T, theta) + beta + pred = 1 / (1 + np.exp(-pred)) + result = pred * torch.norm(pos_weights - original_weights).item() + \ + (1 - pred) * torch.norm(neg_weights - original_weights).item() + res_arr.append((result,qid)) + res_arr_sorted = sorted(res_arr, reverse=True) + return [i[1] for i in res_arr_sorted[:k]],[i[0]for i in res_arr] def get_k_kli(k, theta, items): diff --git a/CAT/distillation/train.py b/CAT/distillation/train.py index 162d70b..52757da 100644 --- a/CAT/distillation/train.py +++ b/CAT/distillation/train.py @@ -8,19 +8,24 @@ from CAT.distillation.tool import transform,split_data import torch import json +import numpy as np dataset='assistment' cdm='irt' -stg='KLI' -trait = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{stg}/trait.json', 'r')) +stg='MFI' +trait = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{stg}/trait_with_tested_info.json', 'r')) +# stg='KLI' +# trait = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{stg}/trait.json', 'r')) utrait = trait['user'] itrait = trait['item'] # print(utrait,itrait) label = trait['label'] k_info = trait['k_info'] -if stg=='KLI': +if 'tested_info' in trait: tested_info= trait['tested_info'] train_data, test_data = split_data(utrait,label,k_info,0.8,tested_info) + user_dim=np.array(tested_info).shape[-1]+1 else: + user_dim=1 train_data, test_data = split_data(utrait,label,k_info,0.8) torch.manual_seed(0) @@ -28,13 +33,12 @@ test_set = transform(itrait,*test_data) k=50 embedding_dim=15 -epoch=30 +epoch=38 lr=0.005 if dataset=='assistment' else 0.01 print(f'lr: {lr}') -user_dim=2 if stg =='KLI'else 1 dMFI = dMFIModel(k,embedding_dim,user_dim,device='cuda:4') dMFI.train(train_set,test_set,itrait,epoch=epoch,lr=lr) -dMFI.save(f'/data/yutingh/CAT/ckpt/{dataset}/{cdm}_{stg}_ip.pt') +dMFI.save(f'/data/yutingh/CAT/ckpt/{dataset}/{cdm}_{stg}_ip_with_tested_info.pt') diff --git a/CAT/mips/draw_pic.ipynb b/CAT/mips/draw_pic.ipynb index a6e3ed7..71d4ca3 100644 --- a/CAT/mips/draw_pic.ipynb +++ b/CAT/mips/draw_pic.ipynb @@ -13,12 +13,15 @@ " a=a.split(\"\t\")\n", " return [float(i) for i in a]\n", "\n", - "def draw(Y1,Y2,Y3,standard,dataset,stg=\"MFI\",xlabel=\"question nums\"):\n", + "def draw(Y1,Y2,Y3,standard,dataset,stg=\"MFI\",xlabel=\"question nums\",Y4=None):\n", " max_len = 20\n", " X=np.linspace(1,max_len,max_len)\n", " Y1 = str2arr(Y1)\n", " Y2 = str2arr(Y2)\n", " Y3 = str2arr(Y3)\n", + " if Y4:\n", + " Y4 = str2arr(Y4)\n", + " \n", "\n", " plt.figure(figsize=(8,6)) # 定义图的大小\n", " plt.xlabel(xlabel)\n", @@ -26,31 +29,177 @@ " plt.title(dataset)\n", "\n", " plt.plot(X,Y1[1:max_len+1],label='Random')\n", - " plt.plot(X,Y2[1:max_len+1],label='vanilla MFI')\n", - " plt.plot(X,Y3[1:max_len+1],label='distill-balltree MFI')\n", + " plt.plot(X,Y2[1:max_len+1],label=f'vanilla {stg}')\n", + " plt.plot(X,Y3[1:max_len+1],label=f'distill-balltree {stg}')\n", + " if Y4:\n", + " plt.plot(X,Y4[1:max_len+1],label=f'diversity-balltree {stg}')\n", " plt.legend(loc='lower right')\n", " plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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CQwkZPwGAon37YFu7dpbnXIm4wtwLCwAYmaiiaot5eVrji1Apj9+CNbI6depQq1YtlixZAoBer8fHx4chQ4bwRSarxSxfvpw5c+Zw/fp1zM3NM73mu+++i7u7O6tXr07f1rFjR6ytrfnpp59QFAUvLy9GjBjByJEjAYiJicHd3Z3vv/+erl27cu3aNSpVqsTZs2epWbMmAPv37+edd94hICAALy+vbH2+2NhYHB0diYmJwSEbP2kJIYQQQhREil6Pf9++JJw8hVWlSpTc+DMqC4tnnhOTEsP7O9oRlBxJ84RE5jVbjqp8cyNV/Eh285rJ7jSnpqZy/vx5mj229rharaZZs2acOnUq03N27txJvXr1GDRoEO7u7lSuXJnp06ej0+nSj6lfvz5Hjhzh5s2bAPzzzz8cP36cVq1aAXD37l1CQkIyjOvo6EidOnXSxz116hROTk7pgRmgWbNmqNVqTp8+/dTPlJKSQmxsbIaXEEIIIURhF/XDDyScPIXKygqvuXOyDMyKovDVn18SlByJT1oak90bmSQw54TJHgSMiIhAp9Ph7u6eYbu7uzvXr1/P9Jw7d+7w22+/0a1bN/bu3Yuvry8DBw4kLS2NiRMnAvDFF18QGxvLK6+8gkajQafTMW3aNLp16wZASEhI+jj/P+5/+0JCQnBzc8uw38zMDGdn5/RjMjNjxgwmT56cg++CEEIIIUTBlnzjBuHz5gPg/sUYLEuXzvKcdVfX8XvgMSz0CvNitdh/MCevy3xhJn8QMCf0ej1ubm6sXLmSGjVq0KVLF8aNG8fy5cvTj9m8eTPr169nw4YNXLhwgXXr1jF37lzWrVuX5/WNHTuWmJiY9Je/v3+ejymEEEIIYSr6lBSCRo5CSUvD7q23cOrSJctz/g77m4UP5zGPiXpAxeYzwbZoXpf6wkx2p9nFxQWNRkNoaGiG7aGhoXh4eGR6jqenJ+bm5mgeW1GmYsWKhISEkJqaioWFBaNGjeKLL76ga9euAFSpUoX79+8zY8YMevTokX7t0NBQPD09M4xbvXp1ADw8PJ54GFGr1RIVFfXU2gAsLS2xtLTM/jdBCCGEEKIAC5s3j5Rbt9AULYrn11OzbC8XlRzFyD9GolP0vBOfQGf3+lC5o5GqfTEmu9NsYWFBjRo1OHLkSPo2vV7PkSNHqFevXqbnNGjQAF9fX/R6ffq2mzdv4unpicXDuTOJiYmo1Rk/lkajST+nVKlSeHh4ZBg3NjaW06dPp49br149oqOjOX/+fPoxv/32G3q9njp16rzgJxdCCCGEKPji/zzOgx9+BMBr+jTMij77brFe0fPln18SlhhGqdQ0JsamomqzALII2vmFSadnDB8+nFWrVrFu3TquXbvGgAEDSEhIoFevXgB0796dsWPHph8/YMAAoqKiGDZsGDdv3mTPnj1Mnz6dQYMGpR/Tpk0bpk2bxp49e7h37x7bt29n/vz5dOjQAQCVSsVnn33G119/zc6dO7l8+TLdu3fHy8uL9u3bA4a71y1btqRfv36cOXOGEydOMHjwYLp27ZrtzhlCCCGEEIWVNiqKoC8NGa3Ihx9i16hRlud8d/k7TgSdwEqvMC8sApumE8GxWF6XmmtMuiJgly5dCA8PZ8KECYSEhFC9enX279+f/pCen59fhrvGPj4+HDhwgM8//5yqVavi7e3NsGHDGDNmTPoxixcvZvz48QwcOJCwsDC8vLz49NNPmTBhQvoxo0ePJiEhgU8++YTo6GgaNmzI/v37sbKySj9m/fr1DB48mKZNm6JWq+nYsSOLFi0ywndFCCGEECL/UhSF4PET0IVHYFGmDG6jR2V5zpngMyy9uBSAcZFRlPOsCTX75HWpucqkfZoLO+nTLIQQQojC5sHmzYRMmAjm5pTavAmrihWfeXxEUgSddnYiMjmS9nHxTH0QD/1PgGt5I1X8bPm+T7MQQgghhChYUu7eJXTGTADcPvssy8Cs0+sYfWw0kcmRlE3T8WXkA2g0Ot8E5pyQ0CyEEEIIIbKkpKURNHoMSlISNnXr4tyrZ5bnLPtnGWdDzmKDmvmhoVi7VoL6w/K+2DwgoVkIIYQQQmQpfOlSki9fRu3oiNfMGajUz46RJwJPsOrSKgAmhoVRSquHdovB7NmrBeZXEpqFEEIIIcQzJZ4/T+RKQwD2nDwJ82esWwEQkhDC2D/HoqDwfrLCOwmJUHcgeNcwRrl5QkKzEEIIIYR4Kl1cHEGjRoNej2P79ji0bPnM49P0aYw+NpoHKQ+oaObA6BB/cCoBb31ppIrzhoRmIYQQQgjxVCFTppIWFIR5sWK4fzUuy+MXX1jM32F/Y6exZt7d61gqQJtvwMI274vNQxKahRBCCCFEpmJ27yF21y5Qq/GaPRuNnd0zjz/qd5S1V9cCMDVeh49WC9U/gjJvGaPcPCWhWQghhBBCPCEtMJCQyZMBcBkwAJvXX3vm8YHxgYw7YbgT/ZFdeZqF+IKtG7T4Os9rNQYJzUIIIYQQIgNFpyNozBfo4+KwrlYNlwH9n3l8mi6Nkb+PJC41jiqOZRh+9XfDjnfmgHWRvC/YCCQ0CyGEEEKIDOJ//53Ec+dQ29jgNWc2KjOzZx4/7/w8rkRewcHCgbnhDzDXa+GVd6FSOyNVnPckNAshhBBCiAyif9kCgNMHXbEoXvyZxx68d5D119YDMN2lAV6BF8HSwXCXWaXK61KNRkKzEEIIIYRIlxYaSvyxYwA4dez0zGP9Yv2YcHICAL3LdqTRmR8NO5pPAQevPK3T2CQ0CyGEEEKIdDHbd4Bej3WNGliWLvXU45K1yYz4YwQJaQm87vY6Q3z/hrREKNEQXu9hvIKNREKzEEIIIYQAQNHrid62DQCnjh2feeyss7O4HnUdZytnZrvUx+zu72BmBW0XQRZLbBdEhe8TCSGEEEKI55J49hxpfn6obW1xaNniqcftvrObLTe3oELFjJpjcD8y3bCj8RdQtIyRqjUuCc1CCCGEEAKA6C2GBwAdWrdGbWOT6TF3ou8w5dQUAD6t9in1L2yG5GjwqAr1hhirVKOT0CyEEEIIIdDFxhJ38CAATp0zfwAwMS2REX+MIEmbRB2POvS3LAFXt4NKA+2WgObZrekKssL7yYQQQgghRLbF7N6NkpKCZfnyWFWu/MR+RVGYdnoavtG+uFi7MLPOODSrWxl21h8CntWMXLFxyZ1mIYQQQgiRPjXDqVNHVJn0V97hu4Odt3eiVqmZ/eZsXP78BuKCwbm0YS5zISehWQghhBDiJZd09Sop/15DZW6OQ5s2T+y/EXWDaaenATC4+mBqJafC+bWGnW0Wgbm1Mcs1CZmeIYQQQgiRDymKwoWwC/zq+ysB8QF42XrhY++Dj70PxeyL4WPvg5OlU6Z3hXMqZutWAOybN8OsSJEM+xLSEhj5x0hSdCk08G5An1e6wYo3DDtf7wGl3njh8QsCCc1CCCGEEPlIaEIou+7sYvut7fjF+T3zWDtzu/QAXcyu2KP39sXwtPXETJ111NMnJxOzazcAjv/Xm1lRFCafnMy92Hu427gzo+EM1MfmQKQv2HkYVv57SUhoFkIIIYQwsTRdGn8E/MF23+0cDzyOXtEDYGNmQ8tSLanhXoPg+GAC4gPwj/PHP86fsMQw4tPiuR51netR15+4pkalwdPW84m70/+9tzW3BSDu0CH0cXGYe3lhW69ehmtsvrGZfff2YaYyY26juRR54A8nvjHsbD0PrJ3y9PuSn0hoFkIIIYQwkVsPbrHddzu7b+/mQcqD9O2vu71Oh3IdeLvE29iYZ94vOUWXQmBcIP5x/hnCdEBcAAFxAaTqUwmIDyAgPoBTwaeeON/ZyplidsXos+o+nkDwW5WICf+bYnbFcLVx5VrUNWadnQXAZzU+o3rRyvBdE1B0UKkdVHw3T74n+ZWEZiGEEEIII4pLjWPf3X3s8N3B5YjL6dtdrV1pV7Yd7cq0o6RjySyvY6mxpLRTaUo7lX5in17RE5YYRkDcY2E6PiD96+iUaKKSozAPjsTzpg49MN7xKJH7f0+/tkalIU2fxls+b9G9Unc4uQiC/wErJ2g1J3e+GQWIhGYhhBBCiDymV/ScCznHdt/tHLp/iBRdCgBmKjMa+zSmQ7kO1Peqn605yNmhVqnxsPXAw9aDmh41n9gflxpHQFwAsYuXAwcJreJJuVfKYBXnT0hCSHp93nbeTG0wFVXUHTj6cKnsFtPA3j1X6ixIJDQLIYQQQuSRkIQQfvX9lR2+OwiID0jfXtapLB3KdqB16dYUtS5q9LrsLex5xbEcvkf+RgvU7DOGJm+3ACBNn0ZIfAhBCUGUdSqLo4UD7OoG2mQo3RiqdzN6vfmBhGYhhBBCiFyUqkvlN//f2HFrByeDTqKgAIZOF61KtaJD2Q5UdqmcK63iXkT8n3+iDQ9HU6QI9k3eSt9urjbHx8EHHwcfw4bz6+Den2BuA+8uBBPXbSoSmoUQQgghcsGNqBuGh/ru7CYmJSZ9e22P2rQv255mJZphbZZ/FgGJftib2bFdO1QWFpkfFBsMB8cb3r81DpxLGam6/EdCsxBCCCHEc4pJiWHv3b1sv7Wda1HX0re727jTrmw72pdp/+iObT6iDQ8n/ujvgGHZ7KfaNwpSYsDrNajT3zjF5VMSmoUQQgghckCv6DkdfJrtvts5cv8IqfpUwDCtoUnxJnQo24G6nnXRqDUmrvTpYn79FXQ6rKtVw7Js2cwP+ncnXNsFajNouwQ0L3dsfLk/vRBCCCFENiVpk/j+yvfs8N1BUEJQ+vbyRcrzXrn3aF2qNU5WTqYrMJsURSF6i2FqhlPnTpkdALcOwZ4Rhq8bfAYelY1XYD4loVkIIYQQIhumnprKrju7AEP3iXdKvcN75d6jonNFkz/UlxNJ58+Teu8eKhsb7Fu2erRDUeDWQfh9JgRdMGxzfQXeHGWaQvMZCc1CCCGEEFm49eAWu+/sBmBy/cm8U+odrMysTFzV8/nvLrNDq5Zo7GwNYfnmfvhjFgT9bTjI3AZq9YEGn4N5wfycuU1CsxBCCCFEFpZeXIqCQrPizXiv3HumLue56eLiiD1wAACnjp3g+h5DWA7+x3CAuQ3U6gv1h4KdqwkrzX8kNAshhBBCPMOViCsc8TuCChWDXxts6nJeSOyevShJSVgUc8P69GAIvWLYYW4LtftB/SFg62LaIvMpCc1CCCGEEM+w+O/FALxb+l3KOJUxcTUvQK8n+qfvAHByuYUqNAEs7KD2J1BvMNgaf2XCgkRCsxBCCCHEU5wLOcfJoJOYqcwYUH2Aqct5Pno9XPuV5K0zSPaNA7WCYzkNvDES6g0CG2dTV1ggSGgWQgghhMiEoijpd5nfK/cePvb5b5GSZ9Lr4d8d8MdsCL9G9AUHwA77aiUwG/uzhOUcktAshBBCCJGJ44HHuRB2AUuNJZ9U/cTU5WSfXgdXt8OxORB+3bDJzJHYwCJAKk4Dxklgfg4SmoUQQggh/o9e0affZe5aoSvutu4mrigb9Dq4sg2OzYaIm4ZtVo5QdyBxD8qg+2kCZh4e2DZoYNo6CygJzUIIIYQQ/+fw/cNci7qGjZkNfar0MXU5z6bTwpWthjvLkbcM26ycDPOV63wKVo7E9O4NgNN7HVBp8u/y3vmZhGYhhBBCiMfo9DqWXlwKwMeVPqaIVRETV/QUOi1c/sUQlqNuG7ZZFzGE5dqfgpUDAKkBASScPAWA43sFt8e0qUloFkIIIYR4zJ67e7gTcwcHCwd6vNrD1OU8SaeFy5sfhuU7hm3WzlB/sKF9nKV9hsNjtm0DwLZ+PSyKFTN2tYWGhGYhhBBCiIfSdGksu7gMgN6Ve2NvYZ/FGUakS4NLm+DYXHhw17DN2tmwIEntfk+EZQBFpyN623YAHDt2NGa1hY6EZiGEEEKIh7bd2kZgfCAu1i588MoHpi1GUUCbAtokuLbLEJaj7xv22bgYwnKtvmBp99RLJJw8iTYkBI2jI/bNmhmp8MJJQrMQQgghBJCsTWbFpRUA9KvSDxtzmycPSoyC5GhDmE1LehRq8+JrbfKT49u6Qv2hUKsPWNhm+Zmif9kCgEPbtqgtLV/k2/PSk9AshBBCCAFsvL6R8KRwPG096VS+05MHnFgEhyeBojN6bdh7Gpa6rtkbLDIJ85nQRkURd/QoAE6dZGrGi8oXoXnp0qXMmTOHkJAQqlWrxuLFi6ldu/ZTj4+OjmbcuHFs27aNqKgoSpQowcKFC3nnnXcAKFmyJPfv33/ivIEDB7J06VLu3btHqVKlMr325s2b6dy5MwAqleqJ/T///DNdu3Z9no8phBBCiHwqPjWe1VdWAzCg2gAsNBYZD7h7DA5NABQwtwVzKzB77JWXX5tbg9oMMsklzxLz605IS8OqShWsKlTIpe/Uy8vkoXnTpk0MHz6c5cuXU6dOHRYuXEiLFi24ceMGbm5uTxyfmppK8+bNcXNzY8uWLXh7e3P//n2cnJzSjzl79iw63aOfAq9cuULz5s3Tw7CPjw/BwcEZrrty5UrmzJlDq1atMmxfu3YtLVu2TP/68XGEEEIIUTj8eO1HolOiKelQkjZl2mTcGR8GW/sCCrz2EbRbapIac0JRFKK3GKZmOMkDgLnC5KF5/vz59OvXj169egGwfPly9uzZw5o1a/jiiy+eOH7NmjVERUVx8uRJzM3NAcOd5ce5urpm+HrmzJmUKVOGRo0aAaDRaPDw8MhwzPbt23n//fexs8s4md7JyemJY58mJSWFlJSU9K9jY2OzdZ4QQgghTCc6OZp1V9cBMOi1QZipH4tHej1s+wTiQ8G1IrSaY6Iqcybp4kVSb99GZWWFQ+t3TF1OoaA25eCpqamcP3+eZo89zalWq2nWrBmnTp3K9JydO3dSr149Bg0ahLu7O5UrV2b69OkZ7iz//xg//fQTvXv3znS6BcD58+e5ePEiffo8ueLPoEGDcHFxoXbt2qxZswZFUZ76eWbMmIGjo2P6y8fH51kfXwghhBD5wJqra0hIS6BCkQq8XeLtjDuPz4M7R8HcBjp/n+35xKYWvXUrAA4tW6Kxz0dt8wowk4bmiIgIdDod7u4Z13N3d3cnJCQk03Pu3LnDli1b0Ol07N27l/HjxzNv3jy+/vrrTI/fsWMH0dHR9OzZ86l1rF69mooVK1K/fv0M26dMmcLmzZs5dOgQHTt2ZODAgSxevPip1xk7diwxMTHpL39//6ceK4QQQgjTC08M5+drPwMw5LUhqFWPRaN7J+DodMP7d+aC2ysmqDDndPEJxO7dB8gDgLnJ5NMzckqv1+Pm5sbKlSvRaDTUqFGDwMBA5syZw8SJE584fvXq1bRq1QovL69Mr5eUlMSGDRsYP378E/se3/baa6+RkJDAnDlzGDp0aKbXsrS0xFLauQghhBAFxspLK0nWJVPNtRpvFnvz0Y6ECNjaBxQ9VPsAXutmuiJzKG7/PpTERCxKlsS6Rg1Tl1NomPROs4uLCxqNhtDQ0AzbQ0NDnzqP2NPTk/Lly6PRaNK3VaxYkZCQEFJTUzMce//+fQ4fPkzfvn2fWsOWLVtITEyke/fuWdZbp04dAgICMsxbFkIIIUTBFBgfyJZbhoflhr429NE0Tr0etn8KccHgUt5wl7kAid5imJrh1KnjU6emipwzaWi2sLCgRo0aHDlyJH2bXq/nyJEj1KtXL9NzGjRogK+vL3q9Pn3bzZs38fT0xMIiY3uYtWvX4ubmRuvWrZ9aw+rVq2nbtu0TDw9m5uLFixQpUkTuJgshhBCFwLcXv0Wr11LXsy61PR9rdXvyG/A9bGj31vn7Z664l9+k+PqSdPEiaDQ4tmtn6nIKFZNPzxg+fDg9evSgZs2a1K5dm4ULF5KQkJDeTaN79+54e3szY8YMAAYMGMCSJUsYNmwYQ4YM4datW0yfPv2JKRN6vZ61a9fSo0cPzMwy/5i+vr4cO3aMvXv3PrFv165dhIaGUrduXaysrDh06BDTp09n5MiRufwdEEIIIYSx3Ym5w647uwDDXeZ0fn/BkamG961mg/urJqju+f13l9mucWPMsnFDUGSfyUNzly5dCA8PZ8KECYSEhFC9enX279+f/nCgn58favWjG+I+Pj4cOHCAzz//nKpVq+Lt7c2wYcMYM2ZMhusePnwYPz8/evfu/dSx16xZQ7FixXj77bef2Gdubs7SpUv5/PPPURSFsmXLprfHE0IIIUTBtuziMvSKnsY+janiWsWwMTEKtvQ2rPhXpTO8nvXUzfxESU0l5tdfAXkAMC+olGf1UBMvJDY2FkdHR2JiYnBwcDB1OUIIIYQArkVe4/3d76NCxS9tfqGCcwXDPOafu8KtA1C0LHzyO1gWrFZtsfsPEPjZZ5i5ulL26G+onvKbdpFRdvOaSec0CyGEEEIY25KLSwBoWaqlITADnFpiCMway4fzmAtWYIZHvZkdO3SQwJwHJDQLIYQQ4qVxMewixwKOoVFpGFR9kGGj/1k4MtnwvuUM8KhiugKfU1pQEAnHjwPg1PE9E1dTOEloFkIIIQoBnV7HlYgr6BV91ge/pBRFYdHfiwBoX7Y9JRxKPJzH3Av0Wni1A9R8+rNQ+Vn09u2gKNjUro1FiRKmLqdQktAshBBCFAJzz83lgz0fMOfsHFOXkm/9FfwXZ0POYq4259Oqn4KiwK+DIMYfipSCNougAPY1VvR6YrZuA+QBwLwkoVkIIYQo4G5H3+bn64aloH+69hOngk6ZuKL8R1EUFl0w3GXuUqELnnae8Ne3cGMvaCwM85itCuZD+wmnTpEWFITa3h77TDqCidwhoVkIIYQo4Oacm4NO0WFjZgPA+BPjiU2NNXFV+ctR/6NcibyCtZk1far0gcDzcGiCYefb08CruknrexEx/z0A2OZd1FZWJq6m8JLQLIQQQhRgfwb8yYnAE5ipzfih1Q+UcChBaGIo009PN3Vp+YZe0bP478UAdKvYDRfM4JeeoE+Dim2gdsFdg0H74AFxhw4D4NhRpmbkJQnNQgghRAGVpk9jzjnDHOZur3SjgnMFpjWchlqlZs+dPRy4d8DEFeYP++7uwzfaF3tze3pW6gk7B0O0HziVgLZLCuQ85v/E7tqFkpaGZaWKWL9asFYvLGgkNAshhBAF1OYbm7kbc5cilkX4pNonAFRzrUbfKn0BmPrXVMITw01Zosml6dNYdnEZAD0r98Txn01wbReozaHzWrB2Mm2BL0BRlPRls53kLnOek9AshBBCFEAxKTHpYXDwa4NxsHj0EFv/av2p6FyRmJQYJpycwMu8+O9O3534xfnhbOXMR05V4eA4w47mU8C7hmmLe0HJV66QcvMmKgsLHN9919TlFHoSmoUQQogC6Nt/viU2NZayTmV5r1zGxSzM1ebMeGMGFmoLjgce55ebv5ioStNK0aXw7T/fAtD3lY+w2d4fdKlQoTXUHWDi6l5c9C9bALBv0QKNo6OJqyn8JDQLIYQQBcyd6DtsvL4RgFG1RmGmfnLJ5DJOZfisxmeAoYfz/dj7xiwxX/jlxi+EJobibuPO+zf+hAd3wdEH2hXsecwA+sREYvfsAWRqhrFIaBZCCCEKmLnn5qJTdDQu1pj6XvWfely3it2o41GHJG0SXx7/Eq1ea8QqTSsxLZFVl1cB0N+xMpb//gpqM+i0FmycTVzdi4s9cBB9QgLmPj7Y1K5l6nJeChKahRBCiALkeOBx/gz8EzOVGSNqjnjmsWqVmqkNpmJnbsel8EusubLGSFWa3vpr64lKjsLH2p12pzcYNjadCD6FI2BGbzFMzXDq2BGVWuKcMch3WQghhCggtHpt+jLZH1T8gJKOJbM8x9POky/rfAnAtxe/5d/If/OyxHwhJiWGtVfXAjAoMgJzXQqUawH1Bpu4styRcucuSefPg1qNY4f2pi7npSGhWQghhCggfrn5C3di7uBk6cSnVT/N9nnvln6X5iWao1W0fPnnl6ToUvKwStNbd3UdcalxlFVb0yr0Ljh4Q4flUEjuyMZsM7SZs3vzTczd3U1czcujcPzrEUIIIQq5mJQYll5cCsCg6oNwtMx+twSVSsX4uuMpalWU2zG3+ebCN3lVpslFJkXy07WfABgc7IdapYFOawrFPGYAJS2N6O07AHDqJA8AGpOEZiGEEKIAWP7PcmJSYijjWIZO5Tvl+PwiVkWY0mAKAD/++yNngs/kdon5wneXvyNJm0TllDSaJCZBk6+geF1Tl5Vr4v/4A11kJBoXF+waNTJ1OS8VCc1CCCFEPnc35m56i7nRtUZn2mIuO94s9mZ64B53YhxxqXG5VmN+EJIQwqYbmwAYEvUAVdlm0OAz0xaVy9JXAGzfDpW5uYmreblIaBZCCCHyuXnn5qFVtLxZ7E3qez+9xVx2jKo5Ch97H0ISQph5ZmYuVZg/LP9nOWn6NGomJVPPvAh0WFFo5jEDpIWGEn/sGACO78nUDGMrPP+ShBBCiELoZOBJ/gj4I1st5rLDxtyG6Q2no1ap2Xl7J4fvH86FKk3PL9aPHbe2ATA0OhZVx9Vg62LiqnJXzPYdoNdjXaMGlqVLmbqcl46EZiGEECKf0uq1zDlnaDHX9ZWulHYsnSvXre5Wnd6VewMw+dRkIpIicuW6prT0rxnoUHgjMYnX6o+Ekg1MXVKuUvR6orc+nJrRKedz2sWLk9AshBBC5FNbb27FN9oXR0tH+lfrn6vXHlhtIK84v0J0SjQTT05EUZRcvb4x3Qy7xL6g4wAMsSkHDV/8jnx+k3jmLGn+/qhtbXFo8bapy3kpSWgWQggh8qHY1FiWXFwCGAJuTlrMZYe5xpzpDadjrjbnWMAxtt7amqvXN6Ylh4aiqODtZB0VO64rVPOY//PfXWaH1q1R29iYuJqXU+H7VyWEEEIUAiv+WUF0SjSlHUvTuULnPBmjXJFyDHt9GACzz87GP9Y/T8bJS5dPzueoNhK1ojCo4SSwczN1SblOFxND3IEDADh1lqkZpiKhWQghhMhn7sfeZ8P1DQCMqjUKc3XetRb7uNLH1HSvSZI2iXEnxqHT6/JsrFwXfpPFl1cA0MauDKVffd/EBeWNmN27UVJTsSxfHqvKlU1dzktLQrMQQgiRz8w7Nw+tXktD74Y09G6Yp2OpVWqmNZyGrbktf4f9zdqra/N0vFyTlsTZrR9xysoCM2DA24tNXVGeUFJTefDzz4BhBUCVSmXiil5eEpqFEEKIfOSv4L846n8UjUrDqJqjjDKml50XX9T+AoClF5dyPeq6UcZ9Ecq+MSxSRQPQqXQ7vB2Km7agPBK2YCGpvrfRODri2Latqct5qUloFkIIIfIJnV7H7LOzAehSoQulnXKnxVx2tCvTjiY+TdDqtYz9cywpuhSjjZ1jl37hz2ubuGhliZXanE9qDDN1RXki/s8/iVpruPPvOWM6Gicn0xb0kpPQLIQQQuQT23y3cevBLRwsHBhQbYBRx1apVEysPxFnK2d8o31Z8vcSo46fbeE3SNk1jMVFnAD4oOJHuNq4mramPKCNiCDoi7EAFPnwQ+ybNDFxRUJCsxBCCJEPxKXGpQfVgdUH4mTlZPQanK2cmVRvEgDrrq7jbMhZo9fwLLqkGH7d+gHvejhy3dICW3Pb9EVaChNFryfoi7HoIiOxLF8et9HGmaYjnk1CsxBCCJEPrLq0iqjkKEo6lOT9CqbrAvFW8bfoULYDCgpfHf+K+NR4k9XyH0VR+DPgGJ23vM1X1mmEmJnhYe3GnDfnmOSHi7wWte4HEo4fR2Vpiff8eaitrExdkkBCsxBCCGFyfrF+/HjtRyDvW8xlx+hao/G28yYoIYhZZ2eZtJarEVfpe7AvA48M4pY+EXudnuGl32PXe3t4o9gbJq0tLyRduUrY/PkAuI8di2XZsiauSPxHQrMQQghhYvPPz0er19LAqwFveJs+CNpZ2DGt4TRUqNjhu4Pf/H4zeg3+sf6M+mMUXfd05UzIGSwUhZ7Rsewr251eb0zGyqzw3X3VJyQQNGIEpKVh37w5Tl0KZ9/pgkpCsxBCCGFCZ4LPcMTvCBqVhpE1R+abPrw13GvQ89WeAEw+NZnIpEijjBuVHMWM0zNo+2tb9t/bjwoVbVNgV0AQI9wa4PjGaKPUYQohX08j9f59zDw88Jw6Jd/8WxAGEpqFEEIIE3m8xVzn8p0pWyR//Sp+8GuDKVekHFHJUUw6NQlFUfJsrMS0RJb/s5x3tr3Dhusb0u+8/2JWhmlBfnjZFYP2y6CQBsmY3XuI2b4d1Gq858yW9nL5kIRmIYQQwkR2+O7gxoMb2FvYM7D6QFOX8wQLjQUzGs7ATG3G7/6/s8N3R66PodVr2XxjM623t2bpxaUkpCVQqWglvnv7O5bbVKLCrd9AYwHvrwNrp1wfPz9I9fcnZNIkAFz698emVi3TFiQyJaFZCCGEMIH41HgW/b0IgAHVBlDEqoiJK8pcBecKDK4+GICZZ2YSEBeQK9dVFIUj94/Q4dcOTP1rKhFJEXjbeTP7zdn83Ppn6qTq4PAkw8GtZoHXa7kybn6jpKUROHIk+vh4rF9/HZeBxu3PLbLPzNQFCCGEEC+jVZcftZjrWqGrqct5pp6v9uRYwDEuhF1g3PFxrGmxBo1a89zX+zvsb+afm8/F8IsAFLEswqfVPuX98u9jrjGH+HDY0hsUHVR5H2r0yqVPkv+EL1lK8j+XUNvb4z1nNioziWb5ldxpFkIIIYzMP86fH/81tJgbWXOkISi+qORYuPQLpMS9+LX+j0at4euGX2NjZsOFsAv88O8Pz3WdO9F3GPrbULrv687F8ItYaazoV6Ufe9/bS7eK3QzfB70OtvaBuGBwqQDvLii085gT/vqLyJUrAfCcOgVzb28TVySeRUKzEEIIYWQLzi8gTZ9GPc96vFnszdy56OGJsK0vrGkFcSG5c83H+Nj7MLqWoXPF4r8XcyPqRrbPDUsMY9LJSXTY2YGj/kdRq9R0LNeRPe/tYejrQ7GzsHt08O8z4e4fYG4LXX4ES7unX7gA0z54QNDoMaAoOHXuhEPLlqYuSWRBQrMQQghhRGdDznLo/iHUKjWjao3KnbZiyTHwzybD+9DLsPptiLz94tf9P++Ve4/GxRqTpk/jy+NfkqpLfebx8anxLLqwiNbbWrP11lb0ip63fN5ie9vtTKo/CTcbt4wn+B6GY3MM79t8A64Vcv0z5AeKohD85Ti0YWFYlC6N+9ixpi5JZIOEZiGEEMJIdHodc84aQmHn8p0pV6Rc7lz40mZIS4AipQyv6PuG4Bz0d+5c/yGVSsXE+hMpYlmEmw9usvTi0kyPS9Olsf7aet7Z9g6rLq8iWZdMNddqrGu5jkVNFlHaqfSTJ8UEwNZ+gAI1e0PVzrlae37yYMMG4o8eRWVujve8uahtbExdksgGCc1CCCGEkey8vZNrUdewN8/FFnOKAufWGt7XHQB9DoJHVUiMgO/fhTu/5844D7lYuzCx3kQA1l5Zy4XQC+n79IqefXf30XZHW2aemcmDlAeUdCjJwsYL+bHVj7zu/nrmF9Wmwi89ISkKPKtDixm5WnN+knzjBmGzDL253UaNxKpiRRNXJLJLQrMQQghhBAlpCXxz4RsAPq32Kc5WzrlzYf8zEHYVzKyhahewc4Oee6DUm5AaD+s7w5VtuTPWQ01LNKVtmbYoKHx5/EsS0hL4K/gvPtjzAaOPjSYgPgAXaxfG1x3P9nbbaVqi6bOnoRyeCAFnwcrR0I/ZvPAtkQ2gT0oicMQIlNRU7Bo1osjHH5u6JJED0tdECCGEMILvLn9HZHIkxe2L8+ErH+behc+tMfxZpeOjxT+sHKDbFtj2Cfy7w9C+LTESavfLtWG/qP0FZ0POEhgfSLsd7QhNDAXAxsyGXpV70b1Sd2zMszHt4N9f4a9lhvftl0ORkrlWY34TOnMWqb630bi64DljuiyTXcDInWYhhBAijwXEBfDDVUObtlxrMQeQGAVXtxve1+ydcZ+ZJXRaA7X6AgrsHQm/TTNM58gF9hb2TGs4DRUqQhNDMVOZ8cErH7D3vb30r9Y/e4E58jbsGGR432AYvPJOrtSWH8UePEj0pk2gUuE9axZmzrn0mwZhNPkiNC9dupSSJUtiZWVFnTp1OHPmzDOPj46OZtCgQXh6emJpaUn58uXZu3dv+v6SJUuiUqmeeA0aNCj9mMaNGz+xv3///hnG8fPzo3Xr1tjY2ODm5saoUaPQarW5++GFEEIUegvOLyBVn0odzzo09mmcexe+uB50KeBZDbwymS+s1sA7c6Hxl4avj82G3Z8ZeiHngloetZhcfzIfvPIBv7b/lS/rfElR66LZOzktCTZ3h9Q4KF4fmkzIlZryo7TgYILHGz5f0T69sa1f38QViedh8ukZmzZtYvjw4Sxfvpw6deqwcOFCWrRowY0bN3Bzc3vi+NTUVJo3b46bmxtbtmzB29ub+/fv4+TklH7M2bNn0eke/QfhypUrNG/enM6dMz6J269fP6ZMmZL+tc1jT6/qdDpat26Nh4cHJ0+eJDg4mO7du2Nubs706dNz8TsghBCiMDsfep6D9w8aWszVzKUWcwB6/aMHAGv2fvoCICoVNB4Ddq6wZwSc/x4SIqDj6lyZO9yhXAc60CHnJ+4dBaFXwNbVcEdcY/JIkicUnY7AUaPQx8RgVaUKrkOHmrok8ZxM/i90/vz59OvXj169DEtkLl++nD179rBmzRq++OKLJ45fs2YNUVFRnDx5EnNzw6+3SpYsmeEYV1fXDF/PnDmTMmXK0KhRowzbbWxs8PDwyLSugwcP8u+//3L48GHc3d2pXr06U6dOZcyYMUyaNAkLC4snzklJSSElJSX969jY2Ky/AUIIIQotvaJn1plZAHQs15EKzrnYd/jeMYi6DRb2ULlT1sfX7A02LobV9q7vhp86wgcbDA/fGdvf6+HvH0Glho7fgYOn8Wswkojly0k6dx61jQ3e8+aiyiQ/iILBpNMzUlNTOX/+PM2aNUvfplaradasGadOncr0nJ07d1KvXj0GDRqEu7s7lStXZvr06RnuLP//GD/99BO9e/d+4qf79evX4+LiQuXKlRk7diyJiYnp+06dOkWVKlVwd3dP39aiRQtiY2O5evVqpmPNmDEDR0fH9JePj0+2vxdCCCEKn/9azNmZ2zGo+qCsT8iJ/x4ArNY1+6vmVWoLH20DSwe4fxzWts6T1QOfKfSq4Y43GKaNlG5s3PGNKPHCBSKWGh5y9Jg0EYvixU1ckXgRJg3NERER6HS6DMEUwN3dnZCQzP9HfOfOHbZs2YJOp2Pv3r2MHz+eefPm8fXXX2d6/I4dO4iOjqZnz54Ztn/44Yf89NNPHD16lLFjx/Ljjz/y0Ucfpe8PCQnJtK7/9mVm7NixxMTEpL/8/f2f+fmFEEIUXolpiY9azFX9NPtzfbMjLgSu7zG8r9krZ+eWesPQks7WLU9XD8xUcixs+hi0SVC2GbwxwjjjmoAuJobAkSNBr8ehbRsc27Y1dUniBZl8ekZO6fV63NzcWLlyJRqNhho1ahAYGMicOXOYOHHiE8evXr2aVq1a4eXllWH7J598kv6+SpUqeHp60rRpU27fvk2ZMmWeqzZLS0ssLS2f61whhBCFy3eXvyMiKQIfex8+rJiLLebAMLVBrwWfuuD+as7P96xqWATlxw7w4K4hOH+0Bbxey906H6cosHOIYUqJQzHosBLU+aIfQa5TFIXgiZPQBgVjXrw4HhMK70OOLxOThmYXFxc0Gg2hoaEZtoeGhj51rrGnpyfm5uZoNJr0bRUrViQkJITU1NQMc43v37/P4cOH2bYt66buderUAcDX15cyZcrg4eHxRBeP/+p8Wm1CCCHyl+D4YK5HXcdSY4mlmSVWGissNZZYmVlhZfbwvcYKM7VZrvbMDYoPYt3VdQCMqDkCC00uzmPV6+C84dpPtJnLCedShuD8U0cIuWRYPbDLT1Dmrdyp8/+dWWnoGa02h87fg20u3nnPZ6K3bCFu/34wM8N73lw0dtmcPiPyNZOGZgsLC2rUqMGRI0do3749YLiTfOTIEQYPHpzpOQ0aNGDDhg3o9XrUD39CvXnzJp6enk88nLd27Vrc3Nxo3bp1lrVcvHgRMIRygHr16jFt2jTCwsLSu3gcOnQIBwcHKlWq9DwfVwghhJHEpMSw4tIKfr7+M1p91q1C1Sp1eoD+L1w/HqotzSyz3P9fILc0s2THrR2k6lOp7VGbJj5NcvfD3ToEMf5gXQQqtXuxa/23euCmbnD3mGH1wPdWQuX3cqfW/wScgwPjDO/f/hp8auXu9fORlNu3CZ1m6LLl9tkwrKtUMXFFIreYfHrG8OHD6dGjBzVr1qR27dosXLiQhISE9G4a3bt3x9vbmxkzDOvQDxgwgCVLljBs2DCGDBnCrVu3mD59OkP/r4WLXq9n7dq19OjRAzOzjB/z9u3bbNiwgXfeeYeiRYty6dIlPv/8c958802qVq0KwNtvv02lSpX4+OOPmT17NiEhIXz11VcMGjRIpmAIIUQ+lapL5efrP7Pi0griUuMAKOtUFrVKTYouhWRtMim6lPT3CoaFPvSKniRtEknaJEh51gjZp0LF6Fqjc3/Vt/8eAKzeLXeWm87r1QMTo2BzD9CnQaX2UOfT3LluPqRPSSFwxEiU5GRs69fDufcL/CZA5DsmD81dunQhPDycCRMmEBISQvXq1dm/f3/6Q3d+fn7pd5QBfHx8OHDgAJ9//jlVq1bF29ubYcOGMWbMmAzXPXz4MH5+fvTO5B+shYUFhw8fTg/oPj4+dOzYka+++ir9GI1Gw+7duxkwYAD16tXD1taWHj16ZOjrLIQQIn9QFIUD9w+w8PxCAuMDAShXpBwjaoyggXeDp56Tpk8jSZtkCNLaFJJ1yRnCdbIumRRtSvr7ZG3yE9seP++/96m6VFqVapW7LeYAov3g1kHD+xo5fADwWf5bPXCfC5z9zrB6YHwovDXu6f2fs0OvN4Tx2ABwLgNtF7/Y9fK5sLnzSLl+HU2RInjOnImqkM7ZflmpFCWX1tMUT4iNjcXR0ZGYmBgcHBxMXY4QQhRKf4f9zdxzc7kUfgkAV2tXhrw2hLZl2qJRa7I4u4A5MhX+nAulGkGPnbl/fUWBP2bD7w8X8arRE1rPN6ws+DyOzYXfpoKZFfQ9Ah6Vc63U/Cbu6FECBgwEoNjyb7Fv3Ni0BYlsy25eM/mdZiGEEOJ5+MX6sfDCQg7dPwSAtZk1vSr3okelHtiY22RxdgGkS4MLPxje1+qTN2Pk5uqBd4/B0WmG963nFerAnBYWRvCXhjnbRbp/LIG5kJLQLIQQokCJTo5mxaUVbLyxEa1ei1qlpkPZDgyqPghXG9esL1BQXd8DCWFg5w4V3nlitz4pifg//8SuYUPUNi/4Q8MTqwe+B103gLVT9s6PC4EtfUDRQ/WP4LWPsj6ngFL0eoLGjEH34AGWr7yC28iRpi5J5BEJzUIIIQqEVF0qG65tYOWllcSlGR7ya+jdkOE1hlOuSDkTV2cE/z0A+Hp30Jhn2KXodPgPHEjiqb+wrl4dn+++Q2Nn+2LjVWoL1ttg44dw/wR83xo+2gr2WbRd1WkNDxMmhIF7ZXhnzovVkc9Frl5N4qm/UFlb4z1/HmpZJrvQkhnqQggh8jVFUdh3dx9td7Rl3vl5xKXFUb5IeVY0X8G3zb59OQJzhC/c/QNUani9x5O7V6wg8dRfACRdvEjAwIHok5JefNwMqwdeyd7qgUe/NoRsC3t4/wewKIRTZR5KunSJ8G8WAeD+5VgsS5c2cUUiL0loFkIIkW9dCL1At73dGH1sNIHxgbhZuzGl/hQ2v7uZ+l71TV2e8Zxfa/iz3Nvg5JNhV8KZM0QsWQpA0X59UdvZkXjmDAFDhqJPTX3xsf9bPbBIKYi+bwjOQX9nfuyN/XB8geF9uyVQ9PlW2C0IdPHxBI4YCVot9i1b4tSpk6lLEnlMQrMQQoh8537sfT4/+jk99vfgcsRlrM2sGVR9ELs67KJDuQ6FryvGs6QlwcX1hvf/twKgNjKSoBEjQa/HsUMH3EaMwGflClTW1iQcP07g58NR0tJevIb/Vg/0qAqJEYbVA28fzXjMg/uw/WEP5joD4NX2Lz5uPhYyZQpp/v6YeXniOWVy7vfjFvmOhGYhhBD5xoPkB8w8M5P2O9pz2O8wapWaTuU7sfe9vfSv1r9wdsXIyr+/QtIDcPSBss3SNyt6PUGjx6AND8eibBk8xhvWGrB5/XV8vl2GysKC+CNHCBozBkWne/E6/ls9sNSbkBpvWD3wyjbDPm0K/NIDkqOhWC1oXrjXNIj59Vdid+4CtRrvuXPRSFvZl4I8CCiEEMLkUnQpbLi2gVWXVqU/5PeG9xsMrzGcskXKmrg6E/vvAcAaPTL0S45c9R0JJ06gsrKi2IIFGTpm2NatS7HFi/AfPITYvftQWVjiOX3aiy+2kdnqgQkREHHDMGXDugh0WgtmhfdhuNT79wmZbPihwGXQQGxef93EFQljkdAshBDCZPSKnv139/PNhW8ISggC4BXnVxhRcwR1PeuauLp8IOQK+J8GtRm81j19c+K5c4R/8w0AHuO/wrLckw9D2jVqhPf8eQR+9jkxO3agsrLEY+LEF59G8P+rB+4b9XCHCt777ok514WJkppK4IiR6BMTsalZE5f+/U1dkjAiCc1CiJdWXGocB+8dZOftnVyOuMysN2fRvERzU5f10jgXco555+ZxJfIKAG42bgx9bShtyrRBrZLZg8CjBwBfeRfs3QHQPnhgeABNr8ehbRsc33vvqac7NG+OMmsWQaNGEb1xE2pLK9y+GPPiwVmtgXfmGnpG/7eAyZsjoVyzZ59XgKWFhhI87iuSr1xB7eiI15zZqDQv0dx6IaFZCPFy0el1nAo+xc7bO/nN7zdSdCnp+1ZdWiWh2QjuxdxjwfkF/Ob/GwA2Zjb0qdKHjyt9jLWZtYmry0dS4uGfTYb3Dx8A/G8hDW1oKBalSuGZjTvHju+2RklJJnjcV0StW4fK2gq3zz578fpUKmg0GtwqwYN7UHfAi18zH1IUhdjduwmZ+jX62FhUFhZ4zZiBuaenqUsTRiahWQjxUvB94MvO2zvZfWc34Unh6dtLO5amValWrLi0gmtR17gRdYMKzhVMWGnh9SD5Ad/+8y2/3PgFraJFo9LQsVxHBlQfgIu1i6nLy38u/wKpcVC0rOHhOyBqzRoSjv2JytIS74ULUNtmbwETp44d0ScnEzr1ayKXr0BtZZV7Uwsqvps718mHtJGRhEyaTNwhw1LtVpUr4zVrJpZlCm8rPfF0EpqFEIVWVHIU++7uY+ftnfwb+W/6dkdLR94p9Q5ty7Tl1aKvolKpuPngJofuH2KH7w7G1B5jwqoLp8P3DzP+xHji0+IBaFSsEZ/X+JwyThI+MqUojz0A2AtUKhIv/E3YgoUAuI/7EqsKOfvhzrlbN5TkFMLmzCF84TeorKwo2rNn7tZdiMQeOkTIxEnooqLAzAyXgQNw6dcPlbl51ieLQklCsxCiUEnTpXEs4Bi/3v6VPwP+RKtoATBTmfFGsTdoV6YdbxZ7E/P/W4a4fdn2HLp/iN13djO8xvAn9ovnd/j+YUb+MRKdoqOic0VG1BxBHc86pi4rfwu8ACGXQGMJ1T98OI95BOh0OLRujVPnzs912aJ9eqNPSSZi0WLCZs5CbWVFka5dc7n4gk0XE0PItGmGlnKAZblyeM2aiVWlSiauTJiahGYhRIGnKApXI6/yq++v7Lu3j5iUmPR9lYpWom2ZtrxT6h2KWBV56jXqe9XH1dqV8KRwfg/4XeY255Lf/H5j1B+j0Ck63i39Ll83+PrlWpjkef13l/nVDijWRQgePhBtcDAWJUrgMfnFFtJwGTAAJSmZyFWrCJk0GZWlFU4d2udO3QVc/J/HCf7qK7ShoaBWU7RPH1yGDEZtUXhb6Insk9AshCiwQhJC2H1nN7tu7+JOzJ307W7WbrQu05q2pdtmu8evmdqMNmXasObKGnb47pDQnAt+9/+dEX+MQKtoaVWqlQTm7Ep6AFe2Gt7X7E3U2u+J//13VBYWeC9cgMYue/OYn0alUuE6/HP0yck8+PFHgseNQ21pgcM77+RC8QWTLj6BsDlziN5kePDSokQJPGfOwOa110xcmchPJDQLIQqUJG0SR/yOsNN3J38F/4WCAoClxpImxZvQrkw76nrWfa5w1r5se9ZcWcPxwOOEJYbhZuOW2+W/NI4FHGP478PR6rW0LNmS6Q2nS2DOrn82gTYJ3F4lKdKSsPnzAXAf+wVWFSvmyhAqlQr3L8eiJCcT/csvBI4eg8rSEvumTXPl+gVJ4tmzBI39krSAAACKfPwxbsM/R20tnVxERhKahRD5nl7Rcz70PDtv7+TgvYMkahPT973u9jrtyrajeYnm2FvYv9A4pRxLUd21OhfDL7Lr9i76VOnzoqW/lE4EnuCzo5+Rpk+jeYnmzHhjBmZq+b+bbHnsAUBdxQ8M85i1WuxbtcQpl+ceq1QqPCZNRJ+STOzOXQR+9jnFli3D7o2GuTpOfqVPTiZ8wUKifvgBFAVzLy88p0/Dtq4sqiMyJ/8VE0LkW36xfuy6s4tdt3cRGB+Yvt3bzpu2ZdrSpkwbfOxzd/WxDuU6cDH8Ijt8d9C7cu8XXwTiJXMy6CRDfxtKmj6NpsWbMuvNWRKYc+L+SYi4gWJmS9CmK6QFBWFevDieU6fmyb9FlUaD1/TpKCmpxB04QMDgwfisXIltndq5PlZ+knTpEkFjviD17l0AHDt1xP2LL9DY2Zm4MpGfyX/JhBD5SlxqHAfuHWDn7Z38HfZ3+nZbc1talGxB2zJtec3ttTxbMa5FyRbMPDOTe7H3+Cf8H6q7Vc+TcQqjv4L/YuhvQ0nVp/KWz1vMeXMO5mrpQpIj51YD8CC2NvG/H0Nlbo73gvl5GuZUZmZ4z5lNQEoK8b//jv+AARRf/V2hnM+rpKYSvmwZkau+A50OM1dXPKZOwb5xY1OXJgoACc1CiHzjXsw9uu/rzoOUBwCoVWrqedajTZk2NCnexCirxdma29K8RHN23t7JDt8dEpqz6WzIWYYcGUKKLoVGxRoxr9E8aduXU/Hh8O9OkiLNCT3qC4DbmDFYv/pqng+tsrDA+5uFBAwYQMLJU/j3+4Ti33+PdeW8H9tYkm/cIGjMF6Rcvw6AQ+vWeIz/Co2Tk2kLEwVG3tyqEUKIHNIreiaenMiDlAcUsyvG5zU+52DHgyxvvpzWpVvneWDWxcenv29ftj0A++7uIzEt8SlniP+cCznHoCODSNYl84b3G8xvPF8C8/O4+BO6ZC2Bpz1Aq8O+eXOKdPvQaMOrLS0ptmQJ1jVroI+Px79PH5Jv3jTa+HlF0WqJWLGSu506k3L9OhonJ7wXLsB73lwJzCJHJDQLIfKFzTc2cyHsAtZm1nzX4jt6V+6Nu627UcaOXL2am7XrEDpjBoqiUNO9Jj72PiRqEznsd9goNRRUF0IvMPDIQJK0STTwasCCtxZgoZGetjmm16OcXUPwGSfSYnWYFyuG57SvjT6nXm1jg8/yFVhVq4ouJga/Xr1JuXPXqDXkppQ7d7nXrRvhCxZAWhp2TZpQevcuHFq2NHVpogCS0CyEMLng+GAWnF8AwLDXh+Ft5220sVNu3yZs4Teg1xO17gfC5swFoF2ZdgBsv7XdaLUUNBfDLjLg8ACStEnU86zHwrcWYqmxNHVZBdOd33hwNoK4AGswMzPMY3ZwMEkpGjtbiq9ciWXFiugiI/Hr1YtUf3+T1PK8FL2eqB9+4G6HDiT/cwm1nR2eM2dQbOkSzFxcTF2eKKAkNAshTEpRFKb8NYVEbSKvub3GB698YLyx9XqCJ0yEtDQsSpQAIGrNGsK/+YZ2ZduhQsW50HP4xxaswGAMl8Iv0f9wfxK1idTxqMM3Tb7ByszK1GUVWEk7lxJ20REA99GjsK5SxaT1aBwdKb76OyzKlkEbGopfz16kBQebtKbsSg0IxK9nL0Knz0BJScG2fn1K79qJU/v20g1HvBAJzUIIk9p9ZzfHA49jobZgUv1JedYVIzPRW7aQdP48Khsbiq9dg/u4cQBELl+B2Q/bqedVD4Adt3cYraaC4ErEFT499CkJaQnU8qjFoiaLjPKQZmGlC7xJ4IYrKHoVdm/UocjHH5u6JADMnJ0pvmYN5iWKkxZoCKLa8HBTl/VUiqLw4JdfuNu2LYlnzqCytsZj4gR8Vn+HuaenqcsThYCEZiGEyUQkRTDr7CwABlQfQGnH0kYbOy0sLH0qhtuwoZh7eeH88Ue4jRoFQPg3i+jx8M7fzts70el1RqstP7saeZVPDn1CfFo8r7u9zpImS7AxtzF1WQWWoigEjx5KWrwZ5g5meM39Jl/dDTV3c6PE2rWYe3mRev8+fr17o33wwNRlPSEtNAz/Tz8lZPwE9ImJWNeoQelfd1Dkgw/y1fdTFGwSmoUQJjPzzExiUmJ4xfkVerzaw6hjh86YgT4uDqvKlSny0Ufp24v26Y3rZ8MAKLJ6F+3/NickIYTTwaeNWl9+dC3yGp8c/IS41Dhec3uNb5t9K4H5BUX//DNx5++DSsH7i95oHB1NXdITzL28KL7ue8zc3Ei55Ytf7z7oYmJMXRZg+KEjZtdu7rRtS8KxP1FZWOA2ejQlfliHRfHipi5PFDISmoUQJnHE7wgH7h1Ao9Iwpf4Uoy6CEff778Tt2w8aDZ5TJqPSaDLsd+nfn6ID+gPw4f4kmv2tZ4fvDqPVlx/diLpBv0P9iE2NpZprNQnMuSD52jVCZ8wAwK2mDuu2A01c0dNZ+PhQ/Pu1aIoWJeXaNfw++QRdfIJJa9JGRRE47DOCRo1CHxOD1auvUmrbVor27vXE/6aFyA2yuIkQwuhiUmL4+q+vAehVuRcVi1Y02tj6hARCpkwBwLlHD6wqVcr0ONehQ1FSU4lavYZP9utZaXaAmLrjcLTMf3cC89rNBzfpe7AvMSkxVHGpwrfNvsXW3NbUZRVouvgEAj/7HCVNi51XMs4ffwxm+bvziGXp0hRfsxq/7j1I/ucSAf3747NqJWrrvJnPrk9MJC0khLTgYLTBwaQFh5AWEow2OMSwPTAQJSUFzMxwGTgAl379UJlLf3CRdyQ0CyGMbt65eUQkRVDSoST9q/U36tjhi5egDQrG3Nsb18GDnnqcSqXCbeRIlNRUHvz4E313p3Kq3GxafjrNiNWanu8DX/od7Ed0SjSvFn2V5c2XY29hb+qyCjRFUQiZOJHU+/cxs9HiWecBqpq9TF1WtlhVqIDP6tX49exJ4rlzBAwaTLFvl6G2zFngV1JTSQsLM4ThkBDSgoIzBuLgYPTZmAJiWb48XjNnPPWHXyFyk4RmIYRRnQo6xXbf7ahQMbn+ZKP29U26cpWoH34AwGPSRNQ2z55eoFKpcP/yS26EXsXt4N/4fLON2BJv4tCyhTHKNbk70Xfoc7APUclRVHSuyIrmK3CwME3v4MIk+pdfiN2zB9QqvOs/wKxSE3AuZeqyss268qv4rFyJX9++JJw8SeCwzyi26BtUFoZFbRS9Hm14BNqQh3eHg4MfvQ8JQRscjDYiAhQly7HUtraYeXpg7uGJuafnY+89MPPwwKJECVRqmWkqjENCsxDCaBLTEpl8ajIAXV/pyuvurxttbEWrJXjCeNDrcWjdGrs33sjWeSqVisozF/FLSGMaXdIROGIEKnMz7Js2zeOKTetuzN30wPyK8yusenvVSzk1Jbcl37hB6LTpALi9noaNSxrU7G3iqnLO5vXX8Fm2DP9PPyX+99+51+0jVJYWhjvFoaGg1WZ5DZWFBWYeHph7eDwZiD0NIVljL7/VEPmHhGYhhNEs/nsxgfGBeNp6Muz1YUYdO+rHn0j59xpqBwfcx36Ro3OL2rhw89NmqJce5I1/dQR89jk+S5dg9+abeVStad2LuUefA32ISIqgfJHyrGougTk36BMezmNOScH2tXI4l/kD7D2hfMFc0tm2bh2KLVmM/8BBJF++nHGnWo2Zm5shEHt5YubhibmHhyEYe3ph7umBxtlZ2sGJAkVCsxDCKC6GXWT9tfUATKw30agPkqUGBBK+aBFgWG3teZbRbV/hPYa0OYwNGmr8m0rA4CH4rFiObb16uV2uSfnF+tHnQB/Ck8Ip61SWVW+vwsnKydRlFXiKohA8eTKpd+9i5u6OV8MUVOHA6z1AU3D/r9jujTco9ctmEv76CzNXV8wf3iE2c3VFZVZwP5cQmZGJQEKIPJeqS2XiyYkoKLQt05YG3g2MNraiKIRMmYySlIRNrVo4duz4XNep71WforZuzH1XR1LdKiipqfgPGEji2bO5XLHp+Mf50/tAb8KSwijjWIbv3v4OZytnU5dVKMRs20bszl2g0eD91VDMwv8ClQZqGLc/eV6weuUVivbsiWPr1ti8/jrmnp4SmEWhJKFZCJHnVlxawZ2YOxS1KsroWqONOnbcvn2GRQ/MzfGYPPm5fx1spjbj3TLvotOo+L6rC7ZvvIGSnIz/p/1J/PvvXK7a+ALjA+lzoA+hiaGUcizFdy2+o6h1UVOXVSik3LpFyFRDi0XXIUOw0T5cKKdCK3DwMmFlQoickNAshMhTN6JusObyGgDGGbnPsS4mhpCHD10V7f8plqVfrENB+7LtATgWdhKrWROwqVsXfWIi/v0+IenylRct12SC4oPoc6APwQnBlHQoyeq3V+NinfMpLOJJ+sREAj77HCU5GdsGDSjasxtc/Nmws4C0mRNCGEhoFkLkGa1ey4STE9AqWpoVb0bzEs2NOn7Y3HnoIiOxKFOGov36vfD1SjuWppprNXSKjt1BB/FZthTrmjXQx8fj17cvydev50LVxhWSEELvA70JjA+khEMJVrdYjauNq6nLKjRCpn5N6u3bmLm64jV7FqprOyAlBpxKQOkmpi5PCJEDEpqFEHnmh39/4N/If7G3sOfLOl8adezEs2eJ/uUXADynTEb9sIfsi+pQtgMAO3x3oLK2xmf5CqyrVUMfE4Nfr96k3LqVK+MYw+OB2cfeh9Vvr8bNxs3UZRUa0Tt2ELN9O6jVeM2bi1nRonDO8FsXavYC6S8sRIEi/4sVQuSJezH3WHZxGQCja4026t1LfWoqwRMmAuD0/vvY1KiRa9duUbIFVhor7sbc5Z/wf9DY2eKzaiVWr76K7sED7vfqTcqdu7k2Xl4JSwyj78G++Mf5423nzZoWa3C3dTd1WYVGyu3bhEw2LNfuMngQtrVrQ9BFCDwPanOo/pFpCxRC5Jg83iqEyHV6Rc/EkxNJ0aVQz7Me7cq0M+r4kStXkXr3LhoXF9xGDM/Va9tZ2PF2ybfZeXsnO3x3UN2tOhoHB4qv/o77PXqScuMGfj17UuKnH7EoXjxXx84t4Ynh9DnQh/ux99MDs4eth6nLypeUtDT0iYmPXgkJGd8nZL4v6fx5Q8eWenVx+fRTw8XOrzX8Wakt2MkUGCEKGgnNQohc98uNX7gQdgFrM2sm1p9o1AUMUm7fJnLFCgA8xn2JxjH3HzxsX7Y9O2/vZP+9/YyuNRobcxs0Tk4UX7uG+927k+p7m/s9e1Lyxx8x9/bO9fFfRFxqHH0P9uVe7D08bT1Z3WI1XnaFt4ODLi6OxHPnHobbhCfCrZKYiC4hASUx8dExjwVhJTX1ucfWuLjgPXs2Ko0GkmPhkmG6UEFcAVAIIaFZCJHLguODmX9+PgDDXh+Gt53xQqOi1xM8cSJKWhp2jRph3zJvVlqr4V6DYnbFCIgP4IjfEdqUaQOAmbMzJdau5f7H3Um9d4/7PXtR4scfMPfIP3dx556by52YO7jZuLG6xWqj/v0YW1pwMPe6foA2NPSFr6UyN0dta4vaxga1rQ1qG1vUtjaobGwebnu477H39k2aPFpI59ImSEsAlwpQwnh9yoUQuUdCsxAi1yiKwpS/ppCoTaS6a3U+eOUDo44fvXUrSefOo7K2xmPC+Dy7w61WqWlXth1LLy5lu+/29NAMYObqSvHvDcE5zd8fv4fB2czV9L+OPxF4gm23tqFCxew3Z+Nj72PqkvKMLi4O/08+RRsaipmrKxZlyjwRajO8t33GPmtrVC/yIKmiwLmHUzNq9gZZOlqIAklCsxAi1+y+s5vjgccxV5szucFk1CrjPWusDQ8nbM5cAFyHDc3zaRHtyrRj2cVlnA05i3+cf4YAau7hQYnv13Lv448Nd5x79aLEDz9g5my61fXiUuOYeNLwcGS3it2o4Z57D0fmN0paGoHDPiPl1i00ri6U3PizaafJ+J+BsKtgZg3VupiuDiHEC5HuGUKIXBGZFMmss7MAGFBtAKUdSxt1/NAZM9HHxmJVqRLOH+V9ZwJPO0/qetYFYOftnU/sN/f2psT332Pm5kaq7238evdBFx2d53U9zbxz8whNDMXH3ochrw0xWR15TVEUgidNIuHkSVQ2NvgsX276eeX/tZmr3BGsi5i2FiHEc8sXoXnp0qWULFkSKysr6tSpw5kzZ555fHR0NIMGDcLT0xNLS0vKly/P3r170/eXLFkSlUr1xGvQoEEAREVFMWTIECpUqIC1tTXFixdn6NChxMTEZBgns2ts3Lgx978BQhQCM87MICYlhlecX6Fn5Z5GHTv+jz+I3bsX1Go8pk5BZWacX6J1KGfo2fyr76/oFf0T+y2KF6f499+jcXEh5fp1/Pr2QxcXZ5TaHncy8CRbb20FYEr9KdiY2xi9BmOJXL6cmK3bQK3Ge95crF991bQFJUbB1e2G9/IAoBAFmslD86ZNmxg+fDgTJ07kwoULVKtWjRYtWhAWFpbp8ampqTRv3px79+6xZcsWbty4wapVq/B+7E7C2bNnCQ4OTn8dOnQIgM6dOwMQFBREUFAQc+fO5cqVK3z//ffs37+fPn36PDHe2rVrM1yrffv2uf9NEKKAO+J3hAP3DqBRaZhcfzLmanOjja1PTEzvh+vco4dRQ1KT4k2wt7AnOCGY08GnMz3GsnQpSqxdg6ZIEZKvXMG/bz908QlGqzE+NZ5JpyYB8OErH1LTo6bRxja2mJ07Cf9mEQDuX43D/q23TFwRcHED6FLAoyp4v27qaoQQLyDboTkoKIiRI0cSGxv7xL6YmBhGjRpF6HM8oTx//nz69etHr169qFSpEsuXL8fGxoY1a9ZkevyaNWuIiopix44dNGjQgJIlS9KoUSOqVauWfoyrqyseHh7pr927d1OmTBkaNWoEQOXKldm6dStt2rShTJkyNGnShGnTprFr1y60Wm2G8ZycnDJcy8rKKsefUYjCLDY1lml/TQOg56s9qVS0klHHD1+8hLSgIMy9vHAdMtioY1tqLHmn1DsAbPfd/vTjypWj+JrVqB0dSfrnH/z7f4o+MdEoNc4/P5/ghGCK2RVj2OvDjDKmKSScPkPQuK8AcO7dG+cPPzRxRTx8APC/FQDlAUAhCrpsh+b58+cTGxuLg4PDE/scHR2Ji4tj/vz5ORo8NTWV8+fP06xZs0cFqdU0a9aMU6dOZXrOzp07qVevHoMGDcLd3Z3KlSszffp0dDrdU8f46aef6N279zOfpI+JicHBwQGz//u17qBBg3BxcaF27dqsWbMGRVGeeo2UlBRiY2MzvIQo7Oadm0d4UjglHUrSv1p/o46ddPUqUevWAeAxcQJqG+NPO/hvWe0j948QkxLz1OOsKlak+HffobazI+ncefwHDUKfnJyntZ0KOsUvNw29gac0KLzTMlJu3yZgyBBIS8O+ZUvcRo54tPPKNtj9ORxfCP/+CiGXISXeOIXd/QOiboOFPVTpZJwxhRB5JtsT//bv38/y5cufur979+7069ePWbNmZXvwiIgIdDod7u4Zl251d3fn+vXrmZ5z584dfvvtN7p168bevXvx9fVl4MCBpKWlMXHixCeO37FjB9HR0fTs2fOZdUydOpVPPvkkw/YpU6bQpEkTbGxsOHjwIAMHDiQ+Pp6hQ4dmep0ZM2YwefLkLD61EIXHX8F/se3WNgAm15+MlZnxfhOjaLWEjJ8Aej0O77yD3cPfJBlbpaKVKFekHLce3GL/3f10eeXp3RGsq1TGZ9VK/Pr0JfHUXwQMGUqxpUtQv0g7s6dISEtg0slJAHSt0JVaHrVyfYz8QBsRgf8nn6KPjcX6tdfwmjkDlfrh/aBbh2FLbyCTmx22buBc+rFXqYev0rn3sN5/d5mrvg+W9rlzTSGEyaiUZ906fYytrS3Xrl2j+FOWhfXz86NixYokJGR/rl5QUBDe3t6cPHmSevXqpW8fPXo0f/zxB6dPPzlHsHz58iQnJ3P37l00Gg1guAs+Z84cgoODnzi+RYsWWFhYsGvXrkxriI2NpXnz5jg7O7Nz507MzZ8+F3PChAmsXbsWf3//TPenpKSQkpKS4do+Pj7pd7GFKEwS0xJ5b+d7BMYH0rVCV8bVHWfU8SO//56wmbNQOzhQZu+eR4tImMAPV39gzrk5VC5amZ/f/TnL4xPPnsWv3ycoycnY1KyJTb26mLm6YubmhpmrK+ZubmicnQ0ryT2nr//6mk03NuFt5822ttsK5V1mfWIi97v3IPnKFcxLFKfkxo2YFXkYeCN8YVUTSImBMk3BpihE3TG8kqKefWErp0wC9cP3tq7Zm2YRFwILXgW9FvqfAI/KL/x5hRB5IzY2FkdHxyzzWrbvNFtbW3Pv3r2nhuZ79+5hbW2doyJdXFzQaDRPzIUODQ3F4ykraHl6emJubp4emAEqVqxISEgIqampWDx2x+b+/fscPnyYbdu2ZXqtuLg4WrZsib29Pdu3b39mYAaoU6cOU6dOJSUlBUtLyyf2W1paZrpdiMJo8d+LCYwPxNPWk89qfGbUsdMCA9Mf+HIbNdKkgRng3TLvsuD8Aq5EXuHWg1uUK1Lumcfb1KqFz7Kl+PcfQOK5cySeO/fkQWo1ZkWLpgfpx0P1oz9dMSta9IluIaeDT7PpxibA8BuAwhiYFZ2OwJGjSL5yxbCE+YoVjwJzcgz83NUQmH3qwgcbweyxu/lJ0fDg7qMQHXXv0fv4EEiOhqALhtf/s7CDIo/dlX48UNt7wX93uf/+0RCYfepIYBaikMh2aK5Tpw4//vgjb775Zqb7f/jhB2rXrp2jwS0sLKhRowZHjhxJ70qh1+s5cuQIgwdn/kBPgwYN2LBhA3q9HvXD/zjdvHkTT0/PDIEZDJ0v3NzcaN269RPXiY2NpUWLFlhaWrJz585sPeB38eJFihQpIsFYvPT+Cf+H9dfWAzCh3gRszW2NNraiKIRMmYqSlIR1zRo4dez44he9eRAurIPGY58r4DhbOdPIpxFH/I6ww3cHo2qNyvIc2/r1KblpI3GHDqEND0cbFo42PJy08DB0kVGg1xu2h4c/+0IqFZqiRdNDtKpoEU49+J3mFnoql29I1XBr0gjGzMUFVRY3BgoKRVEInTGT+N9+Q2VhQbFly7AoWdKwU6+Drf0g8hY4eEOXHzMGZgBrJ7B+Dbxee/LiqQnw4N5jgfruoz9j/CE1HkIvG17/T2MJRUoaAnTgwx+EpM2cEIVGtkPzyJEjad68OY6OjowaNSp9HnJoaCizZ8/m+++/5+DBgzkuYPjw4fTo0YOaNWtSu3ZtFi5cSEJCAr169QIMc6W9vb2ZMWMGAAMGDGDJkiUMGzaMIUOGcOvWLaZPn/7EPGO9Xs/atWvp0aPHEw/3xcbG8vbbb5OYmMhPP/2U4aE9V1dXNBoNu3btIjQ0lLp162JlZcWhQ4eYPn06I0eOzPFnFKIwSdWlMuHEBBQU2pZpS0PvhkYdP27/fuL/+AOVuTmekyc/mr/6PBQFjs+HI1MBxRCK+v3+6G5hDnQo24EjfkfYfWc3n9X4LFtt96wqVsSqYsUny9Jq0UZGPQzNYemB2hCuwx79GRkJOh26iAh0ERGkXLsGQIv/LnTgGPcWH0u/rsbZOf1OtX2zZji93znPlhrPSw9++IEHP/0EgNfsWdi8/lj4/e1ruHUAzKygy09g55azi1vYgvurhtf/06ZAtF8mgfoORN83tJaLuGF4gWFudKV2z/kphRD5TbZD81tvvcXSpUsZNmwYCxYswMHBAZVKRUxMDObm5ixevJgmTZrkuIAuXboQHh7OhAkTCAkJoXr16uzfvz89lPv5+aXfUQbw8fHhwIEDfP7551StWhVvb2+GDRvGmDFjMlz38OHD+Pn50bv3kz/lX7hwIX2+dNmyZTPsu3v3LiVLlsTc3JylS5fy+eefoygKZcuWTW+PJ8TLbOWlldyJuYOzlTOja4026ti6mBhCpk0HoOinn2JZpszzXyw1EXYOhiuGRT9QaSD4H/h3u2Hlthxq4N0AF2sXIpIiOBZwjKbFmz53aSozM8zd3TB3dwOe3nda0enQPXiQHqRv3TrDr6e/xyleoYlNdezjdIZ9ERGg1aKLikIXFUXKjRsk/Pkn8b/9hueM6SZd3junYg8eJHSm4YFzt1EjcWjZ8tHOK1sNPwQBtF2S+32RzSzBpZzh9f90WogNeCxE+0HZ5mCes2mLQoj8K9sPAv4nMDCQzZs34+vri6IolC9fnk6dOlGsWLG8qrHAyu7EciEKihtRN+i6uytaRcu8RvN4u+TbRh0/eMJEojdvxqJ0aUrt2P78XSdiAmDjh4aQrDaDd+ZAQiQc/dowX3XwWdDkfCrD/PPzWXtlLY2LNWZx08XPV9tzevzBzM7lOzOh3oT0fYpejy46Oj1cJ1+9SsSyb1FSUzFzdcVr9ixsH3sYO79K+ucf7nfvgZKSgtMHXfGYMOHRnfLgf2B1C9AmQYNh0HyKaYsVQhQY2c1rOQ7NIvskNIvCRKvX0m1vN/6N/JemxZuyoPECo/5qP/HcOe5/9DEAJX78AZtaz9lCze80bPoIEsIMHRXe/xFKNjDMZf2mumH7O3Ohds5/q3Qn5g7tdrRDo9JwuPNhXKyN94DijNMz2HB9A562nmxruw07C7tnHp984waBw0eQevs2qFQU7dsX16FD8u2851Q/P+51/QBdVBR2jRpRbOmSRw9AxofDqrcM02vKNoMPN4P6+TuPCCFeLrnePWPRokWZbnd0dKR8+fIZWsYJIQqfH//9kX8j/8Xewp5xdcYZNTDrU1MJnjgJAKfOnZ4/MF/4EfYMB10quFeGrhugSAnDPgtbaDQa9o6EP2ZDtQ/A8tnB8/+VdixNNddq/BP+D7tv76Zn5Z7PV2cOnQ05y4brGwCYVH9SloEZwKpCBUpt+YXQGTOJ3ryZyFWrSDh9Gu95c7Hw8cnrknNEFx2N/yefoouKwqpSJbznz3sUmLWpsLm7ITA7l4GOqyUwCyHyRLZD84IFCzLdHh0dTUxMDPXr12fnzp04F6C5cUKI7LkXc4+lF5cCMKrmKFxtXI06fuSqVaTevo3GxQW353kYV6eFg1/B6W8NX1dsC+2/fTIU1+gJp5Ya2pH99S00yroLxv9rX7Y9/4T/w3bf7fR4tUee/3CRmJbIhBOGqRgdy3Wkvlf9bJ+rtrbGc8pkbBs0IHj8eJIvXeJu+w54TJqEY5t386rkHNGnpOA/eDCp9+5h5ulJseXforZ9rFvL/i/A7yRYOhhay1k7maxWIUThlu1HxO/evZvp68GDB/j6+qLX6/nqq6/yslYhhAnoFT2TTk0iRZdCPc96tC/b3qjjp9y5Q+TyFQB4fDkWjaNjzi6QGAXrOz4KzI3HQud1md9F1phD0/GG9ye+McxzzqGWJVtipbHiTswdLkdk0pYsly36exEB8QF42HowsubzdfdxaPE2pXdsx7pGDfQJCQSNGkXQF2PRxWd/saq8oOj1BI/9kqRz51Hb2eGzYjnmbo91wzi3Bs6tBlTw3ipwLW+yWoUQhd8L9Gp6pHTp0sycOfO5Ws4JIfK3LTe3cD70PNZm1kysP9Go0zIUvZ6QCRNR0tKwffMN7Fu1ytkFwq4bVoW78zuY2xrmLzf+4tkt5Sp1AM9qkBoHf87Ncc12FnY0L9EcgO2+23N8fk6cCzmX3i97Ur3sTct4GnMvL0qs+x6XQYNArSZmxw7udnyPpCtXc6vcHAtf+A2xe/eCmRnFFi/Cqvxjofj+Sdj78DcBTcdDhZaZX0QIIXJJroRmgOLFixMSEpJblxNC5AMhCSHMP29o4TXs9WF423kbdfyYbdtIPHcOlbU1HhNyGNhv7IPvmhmmWjgWhz4HoVLbrM9Tq6HZJMP7s98ZWoflUIdyHQDYf3c/SdqkHJ+fHUnaJCacNEzLeK/cezTwbvDC11SZmeE6ZDAlfliHmacnaff9uPfBB0SuWYui17/w9XPiwebNRK5cCYDn1KkZu3tE+8Omjw0r7r36HjQcbtTahBAvp1wLzZcvX6ZEiRK5dTkhhIkpisLkU5NJSEugumt1ulboatTxtRERhM6eA4Dr0KFYFMtmYFcU+HM+/PyB4W5xiYbwydGcrfRXpgmUbmx4YPDo9BzXXsO9Bt523sSnxXP4/uEcn58diy4swj/OH3cb9+eelvE0NjVrUnr7NuybN4e0NMJmz8b/k08N/Z6NIP7PPwmZbGgZ5zJoEE4d2j/amZoIm7pBYgR4VIF2S6AALtAihCh4sh2a/1s17/9f/v7+7Nixg88++4wuXbrkZa1CCCPac3cPxwOPY642Z3L9yWiM3JEgdMZM9LGxWFWqhPPHH2XvpNRE2NoXjkwGFKjZB7rvANvnaP32393mfzZCyJUcnapWqdPnfv/q+2vOx87ChdAL6dMyJtabiL2Ffa6PoXFywnvRN3hMmoTK0pKE48e506498X8ez/WxHpd8/TqBwz4DnQ7Hdu1wGTzo0U5FgZ1DDD2ZbYoaup9YGG8JdyHEyy3bodnJyYkiRYo88SpZsiSdOnWiefPmfPHFF3lZqxDCSJK0Scw9a5jP279af0o7lTbq+PF//knsnj2gVuMxZcqj9mLPEhMIa1vBlS2GBUtaz4d35z/XIiUAeL0Gr3YAFDiS84Uy2pVphwoVp0NOExAX8Hw1ZOK/aRkKCu3LtueNYm/k2rX/n0qlokjXLpTa8guW5cuji4zEv18/QmfNRklNzfXx0kJC8P+0P/rERGzq1MFz6pSMU3JOfPPo7/f9H8CpeK7XIIQQT5PtlnNHjx7NdLuDgwPlypXDzs6OK1euULlyDn4FKoTIl7bc3ILH9XA6B9jRLjaZyHNrUdvYoLa1Mfz52Etl/Wi7ysLihR8U1CcmEjJpMgDOH3+MdeWnLyOd7okFS36Akg1fqA4AmoyHa7vg1gG4d8KwCEo2edp5UtezLqeCT7Hz9k4GVh/44vUAS/5ewv3Y+7hZuzGqVs5b4j0Py3LlKLl5E2Gz5/Bgwwai1q4l8cwZQ0/nkiVzZQxdfDz+n/ZHGxqKRdkyFFu8CNXjKz7ePAiHJxnet5qVO3+/QgiRAy+8ImBcXBw///wzq1ev5ty5c+h0utyqrcCTFQFFQZSsTebDtW8zflE4Vmk5PFmjeSJUp79sbVBl2GZr+NPaOkMYj9mzh+ifN2Lm5UmZXbsy9uTNzLMWLMkNu4cb2poVqwV9DuVo/uzeO3sZ8+cYvGy92NdxH2rViz1GcjHsIt33dUdBYWnTpbxZ7M0Xut7ziDtyhOAvx6GLiUFlY4PH+PE4tm/3Qj8sKWlp+PcfQMKJE2hcXSi1cSPm3o/NYY+4BauaQkqMoZf2uwtlHrMQItfk+oqA/+/YsWOsXr2arVu34uXlxXvvvceSJUue93JCiHxi662ttNkdgVUaWJQri02NGugTE9EnJqIkJqJPSESflJS+TZ+YiJKcbDhZp0MfF4c+Lu6F6/CcOPHZgVmnhUPj4a9lhq8rtoH2y3O8il+WGo2Bf36GgLNwfQ9UzP6iH02KN8He3J6ghCDOhJyhrmfd5y4jWZvM+BPjUVBoW6atSQIzgH3TpljtrEzQqNEknjlD8NixJJw4gcekiWjscv69VxSF4MmTSThxApW1NT7fLs8YmJNjDA91psSAT11oNUcCsxDCJHIUmkNCQvj+++9ZvXo1sbGxvP/++6SkpLBjxw4qVaqUVzUKIYwkRZfCqW3LGHRDQVGr8Z47D6sKWS8Yoeh0hiCdkIg+MeFRwH78lfB/Xycmok96GLof35eUhEPLFtg1avT0AROjYEtvuPNw2ljjsfDm6Gf3X35e9u5Qd6ChZ/ORKVC+JWiy959OKzMr3in9DptubGL7re0vFJqXXlzKvdh7uFq7MrrW6Oe+Tm4wd3en+No1RK76jvDFi4ndvZukixfxnjcX62rVcnStyBUridmyFdRqvOfPyzgdR68zPNgZeQscvKHLj2Bm8fSLCSFEHsp2aG7Tpg3Hjh2jdevWLFy4kJYtW6LRaFi+fHle1ieEMKJf/91Ch91RADh99GG2AjOASqNBY2f3XHcacyz8BvzcFaLugLkNdFgOldrl7ZgNhhpWn4u4Ybjr/PrH2T61fdn2bLqxiSN+R4hNjcXBIudTtS6GXeSHf38AYEK9CTha5nBVxDyg0mhw6f8pNnVqEzRiJGkBAdzr9hGuQ4dStG8fVNn4ASZm127CFy4EwP2rcdi/9VbGA36bCrcOgpkVdF0Pdm5PXkQIIYwk27dl9u3bR58+fZg8eTKtW7dGozFu+ykhRN5K1aVyf8UivB5AWhE73IcOM3VJT7qx3zC3NerOYwuW5HFgBrByhDcf9kI+Oh3Ssr9gyatFX6WsU1lSdCnsv7s/x0P/Ny1Dr+hpU7oNjX0a5/gaGaQlwcGvDJ0okmNf7FqAzWuvUWrHdhzeaQVaLeHz5+PXpw9poWHPPC/hzBmCv/wSAOdevXD+8MOMB1zeAscXGN63W2roZiKEECaU7dB8/Phx4uLiqFGjBnXq1GHJkiVEGKnRvRAi7+09+T3NfzeEKO+x44xz1zi70hcs6fp/C5ZUMV4NNfuAow/EBcGZldk+TaVSpfds3uG7I8fDLvtnGfdi7+Fi7cKY2mNyfH4GigK7P4eTi+HQBFhYBf6YDUnRL3RZjYMDXvPm4Tnta1TW1iSe+ou77dsT95SuSyl37hAwZChKWhr2b7+N26j/W5wl6CL8OtjwvsFnUKXTC9UnhBC5IduhuW7duqxatYrg4GA+/fRTNm7ciJeXF3q9nkOHDhGXCw/+CCFMI02fRur85VhqIbZyCZzbGOHubXbl5oIlL8LcCt4y3Bnlz/mQ9CDbp75b+l3MVGZcjriM7wPfbJ93KfwS666uA2BC3VyYlnFmpWF6iUoDzqUhORqOTjOE59+mGeaKPyeVSoVTx46U2roVy4oV0T14QMCAgYRMm44+JSX9OG1EBP79PkEfE4N19ep4zZ6VcSpHfDhs7AbaJCjbHJpOeIEPLIQQuSfHT83Y2trSu3dvjh8/zuXLlxkxYgQzZ87Ezc2Ntm3b5kWNQog8dnTjXKpcS0KnhorT5r1wr+Vc88SCJfNebMGSF1W1C7hVMoTN4wuzfVpR66Lp3S6ye7c5RZeSPi2jdenWvFX8raxPepZ7x2H/WMP7t6fC4HPQaQ24VoSUWDg22xCeD0+ChOf/LaJl6VKU3LQR5x7dAXjw44/c69KVlNu30Scl4T9wEGmBgZgXL06xZUtRW1k9OlmbCpu7Q2wAFC0LHb8DI69EKYQQT/NCj5pXqFCB2bNnExAQwM8//5xbNQkhjCglMQ6bxRsACG1bB4cK2VhMxBj8z8DKxhB8EaydofuvUKuvaWtSa6DpRMP708shNijbp3Yo1wGAXXd2kabPugH2txe/5U7MHYpaFeWLWi+42mpMAGzuAYoOqnQ2dANRa6ByRxhwEt7/EdyrQGq8YR7xwipwYBzEhT7XcGoLC9zHjsVnxXI0zs6kXL/O3Y6duN+zJ8mXLqFxdMRnxXLMnJ0znrh/DPidBEsH6PozWDu92OcWQohclCv9mTQaDe3bt2fnzp25cTkhhBGdnTOWog+0RDmoqTN2rqnLMfj7J/i+tWGFP7dXDfOX88sKcOVbQPF6oE2G32dm+7SG3g0palWUqOQo/gz485nHXom4wtqrawEYX288TlZOz19vWrJhtcTECEMwbrMoY59jtRoqtYX+f8IHGw0P3KUlwqkl8E1V2DcmRz8cPM6uUSNK7diObf16KMnJJP9zCZWFBcW+XYZlqVIZDz672tChBJXhDrNr9jq3CCGEsTz34iZCiIIv8d5dHH75DYCIfm2wc3xsnrDfafA9ZHh4zJii/eDyZsP7vFqw5EWoVNBsMqx52xDu6w3OVsAzU5vRtkxb1l5dyw7fHTQp3iTT41J1qXx1/Cv0ip5WpVrRtHjT569VUQyrJQb9DdZFoOtPYGHz9M9VoZWhD7XvEfhjFgScMdxRP7cGXvsYGn4OTj45KsHczQ2f774jau1aordvx3XYMGxefz3jQfdPwr6HvaebTjD8YCKEEPnMCy+jLZ5OltEW+ZmiKJz/uAO2525wtYw5rbafwtbi4Qp80X6wrJ7h1/WmkpcLluSGnz+EG3sMwb7LT9k65U70Hdr92g6NSsPhzodxsX7yYcZFFxax6vIqnK2c2dFuB0Wsijx/jWdWwd6RoFLDR1uhTOZBPVOKAnf/MHTXuH/CsE1tDtU/gIbDwbnUs8/Prmh/wzScxAh49T3DPOv8MqdeCPFSyPNltIUQBVvsoUPYnrtBmgaSh370KDArCuz6zBCY3SpBKWMv16yC8m/nLOCZQtMJcHMfXNsFAeegWM0sTyntVJqqrlW5FH6JPXf20OPVHhn2X424yporawAYX3f8iwXm+6dg/8O50M0m5fz7qVJB6caG173jhvB89w+48AP8vd7wUOQbI8Cl7PPXmJoIGz80BGaPqoZ+zBKYhRD5lIRmIV5C+sRE/L6ehBlwsL41A5oMerTzn41w+whoLOH9H8ClnMnqzNfcXoFqH8LFn+DQROi5O1uBr33Z9lwKv8T2W9vpXql7eqeSVF0qX534Cp2io2XJljQr0ez5a4sNMnSh0GsNd2/rD33+a4FhPnnJhoYpO8dmg+9h+GcDXNpoeJjwjZGG70dOKArsHAwhl8DGBbpuePrUESGEyAfy6e89hRB5KXzFCszCHhDmCI79emNr/vAuc1zoo7uTjcdIYM7KW2MNP1zcP24IktnQsmRLrDRW3I65zZWIK+nbV1xagW+0L85WzoytM/b5a9KmwKaPHz1E2W5J7t29LV7HMM2j729QvhUoerj8CyyrC7/0hNCr2b/WiYVwZauhleD7P+R4rrQQQhibhGYhXjIpd+4SuXo1AJta2tK1+mNTBPaNMvQg9qj64ncnXwaOxaDOJ4b3hyeDXp/lKfYW9ul3kbf7bgfg38h/WX3Z8Hcyrs44nK2cn3p+lvaOgsBzYOX08ME/2+e/1tMUqwEfboRPjxnmdKPA1e3wbX3DwiTB/zz7/JsHDd8vgFazoWSD3K9RCCFymYRmIV4iiqIQ8vXXqLQ6LpRRUaV9b+wt7A07/90J//5qWC2u3RLTLSBS0DQcDpaOEHrZsAhLNnQoa+jZvP/ufuJS49KnZbxd4m3eLvn289dybi1cWAeooNNqw6p/ecmzmuEhyAEnDdNAUMH13bDiTdjQBQLOP3lOxC3Y2gdQoEYvqNUnb2sUQohcIqFZiJdI3IEDJJ48SaoGNrWy48NK3Qw7kh7AnhGG9w0/M4QhkT02ztBwmOH9b1MN0yOyUNOjJt523sSlxfHJwU+49eAWRSyL8GWdL5+/Dr/ThrvMYHhIsewLzInOKfdXofNaGHQaqrxv6NZxcz981wR+fA/8/jIclxQNP3c1rEBYvJ7hLrMQQhQQEpqFeEnoExIInWFYjGNHPTXNG3yMo6WjYeeBrwxzYF3KG9q8iZypMwDsPAyt+s6tzfJwtUpNu7LtALgSaZjX/GXdLylqXfT5xo8Nhs0fgz4NKrUz9FM2BdcK0HGVYYnu6t0Mv7W4fQTWtIB1bQyLrET6gkMxwzxmMwvT1CmEEM9BQrMQL4nwZcvQhoYS4gSHGtryccWPDTt8jxg6QKCCtovB3MqUZRZMFjbQ+OEDlMfmQEpclqe0K9MOFYYH9JqXaE6LEs+5oIc21dApIz4UXCtCu2Wmb9tWtAy0XwZDzsPrPQz9ne8eg3t/gpkVdF0Pdm6mrVEIIXJIQrMQL4GUW7eIWvcDAGubq+lctZthaeaUeENPZoDan0DxuiarscB77WMoWtbQc/jkkiwP97LzolvFblR1rcqXdb5Mbz2XY/vHGFbus3Q0hNH8tHqicylouwiG/g21+oJTCXhvFXhVN3VlQgiRY7IiYB6SFQFFfqAoCn49epJ45gxny6lY0tWOAx0PGBbO2DsazqwAx+Iw8FT+ClwF0b+/Gu76mtvCsIt5fzf1/DrYNRRQwYebZPlpIYR4DtnNa3KnWYhCLnb3HhLPnCHNXMX3zdR0rdDVEJj9/oIzKw0HtVkogTk3VGwL3jUgLcEwTSMvBZwzLJEN8NY4CcxCCJHHJDQLUYjp4uMJnT0LgC31VMQVtTYs3ZyWDL8OBhTDA1tlm5q20MJCpTIsWQ2GBwKj7uTNOHGhhgVMdKnwyruG5ayFEELkKQnNQhRiEYsXowuPINLVkl11VLxf4X1Dh4ZjsyHyFti5Q4tppi6zcCn1JpT5X3v3Hd5U2T5w/JukSbr3pBRadtm7FlQEwQKKIAgoW6YIshyI70/B8YK+vCD6oiCylSUoQ1AQEJBR2XuUTRkdQBedaZLz+yMQqS1QoG067s915aI5ec5z7nM4Se88fcazlpks/iiEa2s0wPK+cOsaeFeHl2aCWj7KhRCisMknrRClVGZUFAk/LAJgRqtsNHp7Xqv9GsQcgR3TLIXa/xccPGwXZGl1p7X52IoHr473sH7/F0RHgt719sA/l4KtXwghRJ4kaRaiFFIUhdiPPgaTiVP1PDhSSU3Xal3x1rnB6mGgmCzz+dZ80dahlk4BdaFOV8vPd5aLLggHF/3dD73zLPCuWnB1CyGEuC9JmoUohZJXrSbjwAEUez3TnkxBp9ZZWpl3/Q9ij4C9O7Qr5IFqZV3Lf1nmJz63Gc5ve/z6ru6HtbcXLXlmHFRv9/h1CiGEyDdJmoUoZUwpKcRPtiTEfz7nR4Kris5VO+ObngxbLSsC0vYzcPGzYZRlgGcINO5v+XnTBHic2T1Tr98e+JcF1drJqo1CCGEDkjQLUcpcn/YlpoQEzBXLMbPGVbRqLQNq9bfMlmHKgiqtod4rtg6zbHj6HdA5w7UDljmcH4UpG5b3g5SrlsVTOn8rA/+EEMIG5JNXiFIk4/hxEpcuBWBFBw9MGhUvVXkJ/xO/wOW/LAncC1/YfpnlssLZB8KHW37+4xNLAvywfv8ALu2w/N+9shjs3Qo2RiGEEPkiSbMQpYRiNhP78cdgNmNq3YwVLlHYqewYULGdpXsAWGZ1cK9gyzDLnmbDwdEbbp6Fg98/3L6Hl8LuGZafX5oJPtULPj4hhBD5IkmzEKVE0k8/kXn4CGonJ+Y9YwagY+UXKbd5omWFugrh0HiAjaMsg/Qu0OJ2H+Stn4MhPX/7XTsEv4y0/Pz0OxDaoVDCE0IIkT+SNAtRChgTE7k+ZSoA2a914fe0fWhUGgba+Vlmb9Do4cX/SV9YW2n0GrhXhNTYv1uO7yftJizrBcZMqPocPPN+4ccohBDivuQ3qBClwPUvpmFKSkJfrRozql4CoEOF1pTfYllCm2fekzl9bclOB63+z/Lzji8hPeHeZU1GWNEPki+DZyXo/J182RFCiGJAPomFKOEyjhwhaflyy88je/Fn7E40Kg2DYqIhMwkC6kGzEbYNUkDtl8GvDmQlw/Yp9y63aTxc+BO0TpaBfw7uRRaiEEKIe5OkWYgSTDGZLCv/KQpuHTsykz8BeN6zDhWiNoDaDl6cDho7G0cqUKv/Xl57z3eQdDl3maMrIHK65eeXZoBvaJGFJ4QQ4v6KRdL89ddfExwcjL29PWFhYezZs+e+5ZOSkhg2bBgBAQHo9XqqVavGr7/+an09ODgYlUqV6zFs2DBrmczMTIYNG4aXlxfOzs506dKFuLi4HMeJjo7m+eefx9HREV9fX9555x2MRmPBnrwQjyHpxx/JPH4ctYsLyQM7svXKVtQqNQNP77YUaD7KsqSzKB6qPAvBT1nmy76z0MwdMUcsc2kDPDnGssy5EEKIYsPmSfOyZcsYM2YM48eP58CBA9SrV4+IiAji4+PzLG8wGGjTpg0XL15kxYoVREVF8d133xEYGGgts3fvXmJiYqyPjRs3AtC1a1drmdGjR/PLL7+wfPlytm3bxrVr1+jcubP1dZPJxPPPP4/BYGDXrl0sWLCA+fPn8+GHHxbSlRDi4RgTEoj/YhoAPiNH8u2VZQC0tfMiJCUOvKtZZl0QxYdK9Xdr8+HFEH/S8nN6AizrCcYMqPzs3/2fhRBCFBsqRXmctV0fX1hYGE2aNGH6dMufJM1mM0FBQbz55pu89957ucrPnDmTyZMnc+rUKbRabb6OMWrUKNauXcuZM2dQqVQkJyfj4+PD4sWLefnllwE4deoUoaGhREZG8sQTT/Dbb7/xwgsvcO3aNfz8/KzHHjt2LNevX0en0z3wuCkpKbi5uZGcnIyrq2t+L4kQ+XLt/X+R/PPP6GuGYvj2U7r+2h0VKlZduUqlbBP03wAVwmwdpsjLst5wcg1Ubw/dvodFXeD8VvAIhkFbwNHT1hEKIUSZkd98zaYtzQaDgf3799O6dWvrNrVaTevWrYmMjMxznzVr1hAeHs6wYcPw8/Ojdu3aTJw4EZPJdM9j/PDDD/Tv3x/V7VXQ9u/fT3Z2do7j1qhRgwoVKliPGxkZSZ06dawJM0BERAQpKSkcP348z2NlZWWRkpKS4yFEYUg/cJDkn38GwP+DD5h1fDYAEVkKlbKNEDZEEubi7NkPQaWBqF8tU8ud3wpaR+i+SBJmIYQopmyaNN+4cQOTyZQjMQXw8/MjNjY2z33Onz/PihUrMJlM/Prrr3zwwQdMmTKFTz/9NM/yq1atIikpiX79+lm3xcbGotPpcHd3v+dxY2Nj84zrzmt5mTRpEm5ubtZHUFDQPc9diEelGI2Wlf8At5e7cDXYmY2XLF2QBl+Psaz41+oDW4YoHsS7KjToZfn59G+Wfzt+Df61bReTEEKI+7J5n+aHZTab8fX1ZdasWTRq1Iju3bvzr3/9i5kzZ+ZZfs6cObRr145y5coVemzjxo0jOTnZ+rh8OY/R8UI8psQlS8k6dQq1mxu+Y8Yw68gsANqkpVM1Oxs6fAl6ZxtHKR7omffAzt7yc/ORULvz/csLIYSwKZvOQ+Xt7Y1Go8k1a0VcXBz+/v557hMQEIBWq0Wj0Vi3hYaGEhsbi8FgyNHX+NKlS2zatImfb/8Z+w5/f38MBgNJSUk5WpvvPq6/v3+uWTzuxHmv2PR6PXq9/gFnLUqq9Ox0vjr4FR56D16p8Qpuercij8F4/TrXv/wSAN/Ro4lWJ7Hh4gYAhiQlQ/1eULlVkcclHoFrOej+A8SfgCeGPbi8EEIIm7JpS7NOp6NRo0Zs3rzZus1sNrN582bCw8Pz3Kd58+acPXsWs9ls3Xb69GkCAgJyDc6bN28evr6+PP/88zm2N2rUCK1Wm+O4UVFRREdHW48bHh7O0aNHc8zisXHjRlxdXalZs+ajn7QokdKy0xi6aSiLTi5i+qHpRPwUwZcHviQh8z4ruxWCuMmTMaemYl+7Nu5dX2bW0VkoKLRKS6e6zhMi8u6mJIqpqm0srcwyj7YQQhR7Nu+eMWbMGL777jsWLFjAyZMnGTp0KGlpabz22msA9OnTh3HjxlnLDx06lISEBEaOHMnp06dZt24dEydOzDEHM1iS73nz5tG3b1/s7HL+QnJzc2PAgAGMGTOGLVu2sH//fl577TXCw8N54oknAHjuueeoWbMmvXv35vDhw2zYsIH/+7//Y9iwYdKaXMakGlJ5fePrHIg/gIvOhaoeVUnLTmP20dm0/akt/9n7H66nXy/0ONL37iVlzS+gUuE/fjyXUi/z23nL/OSvJyXD81PAwaPQ4xBCCCHKIps3b3Tv3p3r16/z4YcfEhsbS/369Vm/fr110F10dDRq9d+5fVBQEBs2bGD06NHUrVuXwMBARo4cydixY3PUu2nTJqKjo+nfv3+ex/3iiy9Qq9V06dKFrKwsIiIi+Oabb6yvazQa1q5dy9ChQwkPD8fJyYm+ffvy8e0BWKJsSDWk8vqm1zl8/TCuOldmPTeLUM9Qtl3exrdHvuX4zeN8f+J7lp1axktVX6J/7f6Ucy74/vNKdrZ18J9792441KnNd9vHYUbhmbR0Qqs8D6EdCvy4QgghhLCw+TzNpZnM01yy3TLc4vVNr3Pk+hFcda5899x31PT6u2uOoijsuraLb498y8H4gwDYqezoULkDA+sMpIJrhQKL5ea8+cR//jkaDw8q//YrV9UpvLjyBUwoLLmRRu0hf4Gzb4EdTwghhCgrSsQ8zUIUVymGFIZsHMKR60dw07sx+7nZORJmAJVKRfPA5ixou4C5EXMJCwjDqBhZeXYlHVZ14L3t73Eu6dxjx5J1/gI3/vc/AHzffguNuzvf7Z2CCYUn0zOo3XqiJMxCCCFEIZOW5kIkLc0lU4ohhSG/D+HYzWO4692Z/dxsqntWz9e+h+IP8d3R7/jzyp8AqFDRumJrBtcdTA3PGvmOQTEaSd26lcQffyRt+w5QFBzq16fi4kVcvXWFF1Y+j0kFP6iDqNdrnWV5ZiGEEEI8tPzma5I0FyJJmkue5KxkhmwcwvGbx/HQe/Ddc9/lO2G+24mbJ/juyHdsit5k3daifAsG1x1MXZ+699wv+9o1klasIGnFTxjvmrnFMfwJAj7+GF1QEBNWvcJPycdplpnNt903grssoiOEEEI8KkmaiwFJmkuW5KxkBv0+iJMJJ/HQezA7YjbVPKo9Vp1nEs8w++hs1l9cj1mxTJMYHhDO4LqDaezfGLjdqvznnyQuW0ban9vh9ltS4+mJe+eXcH/5ZXTBwQBcu7aP53/vh1GlYmHFl2nwzPjHik8IIYQo6yRpLgYkaS457k6YPe09mf3cbKp6VC2w+i8mX2TOsTmsPbcWo2IEoIW2Fv0vVsBlwx6Mdy3w4/jEE3h064pz69ao7557XFH4ZOGT/EgKYYqe2X32gFqGJQghhBCPQ5LmYkCS5pIhKTOJQRsHcSrhFJ72nsx5bg5VPKoUyrGuJEezfvG/cVi3g/rnzKhvv/vMbs54d+mKe9eu6ENC8tw3ds9M2p2YjlGlYt4Tn9K4esdCiVEIIYQoS/Kbr9l8nmYhbCkxM5FBvw8iKjEKL3sv5kTMobJ75QI/TnZsLEkrfiJjxQqax8Zat5+oqOH3+gp7qmVQ2WcPg1X1aa1URK36RwvyrTjm7vsCo5OOxvb+kjALIYQQRUySZlFmJWQmMPD3gZxJPIOXvRdzI+ZSyb1SgdWvmEykbt9O0rIfSd22DW4v/a5xd8ftpZdw79oV3wBXok8s5NCppUQlRvHWtreo5FaJgXUG0i6kHXZqy1s0ft1IfnLQAjD0SVlgRwghhChq0j2jEEn3jOLrZsZNBv4+kLNJZ/F28GZOxBwquRVMwpwdF/f3DBgxMdbtjk2a4N69Oy5tWqP+x1LsyVnJLDq5iB9O/sAtwy0AglyCGFizHx1izjD16Cx+cHOloXt15r+4HJVMMSeEEEIUCOnTXAxI0lw83Z0w+zj4MCdiDiFuefcjzi/FZCJtxw4Sl/1I6tatf7cqu7nh1qkT7t27oa/04KT8luEWy6KWsfD4QhKzEgHwNxpJVKvJUqv5ts23NCvX7LFiFUIIIcTfpE+zEHm4kXGDgRsGci75HL4OvsyJmEOwW/Aj15cdF0/yzz+RuHw5xmt/tyo7NG6ER/fuuDz3XK5W5ftx0bkwsHwbehzbzIqb55nv5kKsneVtWs+nHuEB4Y8cqxBCCCEenSTNosy4kXGDARsGcD75PL6OvsyNmEtF14oPXY9iMpG2axeJy5aRumUrmEwAqN3ccO/UEfdu3dBXfoTBhNmZsOsr2D4FR2MmfVQauof2YGX5UHbGH2B4g+HSLUMIIYSwEUmaRZlwPf06A34fwIXkC/g5+jE3Yi4VXCs8VB3m9HQSflhE0tKlZF+7Zt3u0KgRHt274RIR8VCtyjlErYf1YyHxouV5xSeh/WT0fjV5BXiF1x6tXiGEEEIUCEmaRakXnx7PgA0DuJhyEX8nf+Y+N5cg1/wvPa0oCilr1xI/ZSrG29PFqV1dcevUEY+uXdFXfYxFUBLOw2/vwZkNlucuAfDcp1C7C0irshBCCFFsSNIsSrW4tDgG/D6ASymXCHAKYE7EHIJc8p8wZxw9Sty/J5Jx6BAA2sBAvIcNw7V9O9T29o8emCEddkyFnV+CyQBqLYS/AU+/C3rnR69XCCGEEIVCkmZRasWmxTJgwwCib0VTzqkccyLmUN6lfL72zY6L5/rUqSSvXg2AytER78GD8Xyt36N3wQBQFDj5C2x4H5IvW7ZVagnt/gM+1R69XiGEEEIUKkmaRakUmxZL/w39uXzrMoHOgcyJmEOgc+AD9zNnZZEwbz43Zs1CSU8HwK1jR3zGjEHr5/t4Qd04A7++A+e3WJ67BUHERAjtIF0xhBBCiGJOkmZR6sSkxtB/Q3+upF4h0DmQuRFzKedc7r77KIrCrQ2/Ez95MtlXrwLgUL8+fu+Pw6Fu3ccLKOsW/DkZIr8BczZodNB8JDw5BnSOj1e3EEIIIYqEJM2iVLmWeo3+G/pzNfUq5Z3LMzdiLgHOAffdJ/PkSeL+PZH0ffsAsPP3x/ett3B94fnHm+JNUeDYT/D7/8Gt23M4V42AtpPA6xGmpBNCCCGEzUjSLEqNq6lXGbBhgDVhntd2Hv5O/vcsb7x5k+vTviRpxQpQFFR6PV4DBuA1cABqx8dsAY47Ab+9Cxe3W557BEPbz6F628erVwghhBA2IUmzKBWupl6l//r+XEu7RpBLEHMj5t4zYVYMBhK+/4EbM2ZgTk0FwLV9e3zffgttuft343igzGTY+hns/hYUE9jZw1NvQbMRoH2M2TaEEEIIYVOSNIsS78qtK/Tf0J+YtBgqulZkznNz8HPyy1VOURRSt2wl7vPPyL4UDYB9rVr4/et9HBs2fLwgzGY4sgw2fghp8ZZtNV6wDPTzePhVB4UQQghRvEjSLEq0y7cu039Df2LTYgl2DWb2c7PzTJizzpwhbtJnpO3aBYDGxxvfUaNxe6kTKrX68YKIOQK/vg2Xd1uee1WBdp9DldaPV68QQgghig1JmkWJdTnlMv1//zthnhMxB1/HnNPCGRMTufG/6SQuWwYmEyqtFs9+/fAaMgSNs9PjBZCeAFv+DfvmgmIGrRO0eAeeGAZ2userWwghhBDFiiTNokSKTomm/4b+xKXHEeIWwpzn5uDj6GN9XcnOJnHJUq5//TXm5GQAXNq0wffdd9AF5X9FwDyZzXDwe9j8EaTftGyr1dmy/LXbg+eCFkIIIUTJI0mzKHEURWHU1lHEpcdRya0ScyLm4O3gbX09dfsO4j77DMO5cwDoq1fHb9w4nJ4Ie7wDm01weY9lNb9rByzbfGpA+8kQ8vTj1S2EEEKIYk2SZlHiHL5+mDOJZ3Cwc8iRMGedv0D855+Tum0bABoPD3xGjsS968uoNJqHP1BmClzdZ0mUL++GK/sgK8Xyms4FWo6DpoNBoy2oUxNCCCFEMSVJsyhxVp1dBUCbim3wdvDGlJLCja+/IWHRIjAawc4Oz1698H5jKBpX1/xVqiiQeOHvBPnyHog7Dig5y+mcoWZHeHY8uOQecCiEEEKI0kmSZlGipGen89uF3wB4KaQjiUuXcf3LLzElJgLg/Mwz+I59F31IyP0rys6EmEN/J8iXd0Pa9dzl3CtCUBgENbX861sTNPK2EUIIIcoa+e0vSpRN0ZtIN6YTnuyL5xsTiY2KAkBXuTJ+772H81NP5r1jSgxc2fN3gnztEJizc5bR6CCg/t8JclBTcLn3ioJCCCGEKDskaRYlysozK9GYFIYtTiIr6RpqNzd8hg/H45XuqLS3+xabjBB//K6uFrshKTp3ZU6+UCHsdoIcBgH1wE5ftCckhBBCiBJBkmZRYlxOucy+uH00PQu6pHQ0Pt5UWrMGO3vg4ta/E+Qr+yE7LefOKjX41fo7QQ5qaul6oVLZ4lSEEEIIUcJI0ixKjFXnVgHQ5ZQbkIB7bWfsFreF66dyF9a7QVCTvxPkwEagdynSeIUQQghRekjSLEoEk9nE6rOr8UpRCD5lGfTn7rgbrpssBbyq5Byw510dHnd5bCGEEEKI2yRpFiXC7pjdxKXH0eO4DpU5A0ffLHTlfOGFL6B8E3DyfnAlQgghhBCPSJJmUSKsPLsSlaLQ5pil9di9Ujo0GgLV29k4MiGEEEKUBfL3a1HsJWcl80f0H9S+qOB0Iw211oxLkAEa9rZ1aEIIIYQoIyRpFsXerxd+xWA20OmEMwBuwemoa7UD13I2jkwIIYQQZYUkzaLYW3lmJS7pCrWOpwK3u2Y07m/jqIQQQghRlkjSLIq1qIQoTiac5JnjKtQmM/aeBuwrBUGllrYOTQghhBBliCTNolhbdXYVKAovHLcH7rQyvybTyQkhhBCiSEnmIYqtbFM2a8+vpepV8IhJRaUx41rJBPV72jo0IYQQQpQxkjSLYmvrla0kZSXx/HE9AK4VMtHUe1HmZBZCCCFEkZOkWRRbq86uwiFLIeyYAZABgEIIIYSwHUmaRbEUnx7Pjqs7aHZSQWMwonPNxiE0BCqE2zo0IYQQQpRBkjSLYmnNuTWYFTMdjjsAllZmVZMBoFLZODIhhBBClEWSNItiR1EUVp9dTYV4hXLRaaBWcKuiQN3utg5NCCGEEGWUzZPmr7/+muDgYOzt7QkLC2PPnj33LZ+UlMSwYcMICAhAr9dTrVo1fv311xxlrl69Sq9evfDy8sLBwYE6deqwb98+6+sqlSrPx+TJk61lgoODc73+2WefFezJizwdun6IiykXee6o5fZ0CczErklncHC3bWBCCCGEKLPsbHnwZcuWMWbMGGbOnElYWBjTpk0jIiKCqKgofH19c5U3GAy0adMGX19fVqxYQWBgIJcuXcLd3d1aJjExkebNm9OyZUt+++03fHx8OHPmDB4eHtYyMTExOer97bffGDBgAF26dMmx/eOPP2bQoEHW5y4uLgV05uJ+Vp1dhdao0OKYpSuGDAAUQgghhK3ZNGmeOnUqgwYN4rXXXgNg5syZrFu3jrlz5/Lee+/lKj937lwSEhLYtWsXWq0WsLQI3+3zzz8nKCiIefPmWbeFhITkKOPv75/j+erVq2nZsiWVKlXKsd3FxSVXWVG40rPTWX9hPU1OK+jTs7FzNOJUvzqUa2jr0IQQQghRhtmse4bBYGD//v20bt3672DUalq3bk1kZGSe+6xZs4bw8HCGDRuGn58ftWvXZuLEiZhMphxlGjduTNeuXfH19aVBgwZ8991394wjLi6OdevWMWDAgFyvffbZZ3h5edGgQQMmT56M0Wi87zllZWWRkpKS4yEezsZLG0k3ptP+mGVuZvdK6aiaygBAIYQQQtiWzZLmGzduYDKZ8PPzy7Hdz8+P2NjYPPc5f/48K1aswGQy8euvv/LBBx8wZcoUPv300xxlZsyYQdWqVdmwYQNDhw5lxIgRLFiwIM86FyxYgIuLC507d86xfcSIESxdupQtW7YwZMgQJk6cyLvvvnvfc5o0aRJubm7WR1BQUH4uhbjLyrMr8U1UqHYuA1Bwr6aG2i/bOiwhhBBClHE27Z7xsMxmM76+vsyaNQuNRkOjRo24evUqkydPZvz48dYyjRs3ZuLEiQA0aNCAY8eOMXPmTPr27Zurzrlz59KzZ0/s7e1zbB8zZoz157p166LT6RgyZAiTJk1Cr9fnGd+4ceNy7JeSkiKJ80OITolmf9x+XjmiAOAUkIW2eTfQO9s4MiGEEEKUdTZrafb29kaj0RAXF5dje1xc3D37EQcEBFCtWjU0Go11W2hoKLGxsRgMBmuZmjVr5tgvNDSU6OjoXPVt376dqKgoBg4c+MB4w8LCMBqNXLx48Z5l9Ho9rq6uOR4i/1adXYXarPDcccv/r3uldGj0mo2jEkIIIYSwYdKs0+lo1KgRmzdvtm4zm81s3ryZ8PC8V31r3rw5Z8+exWw2W7edPn2agIAAdDqdtUxUVFSO/U6fPk3FihVz1TdnzhwaNWpEvXr1HhjvoUOHUKvVec7qIR6fyWxi9bnV1D+n4JycjUZvwiWsLvjXtnVoQgghhBC2nad5zJgxfPfddyxYsICTJ08ydOhQ0tLSrLNp9OnTh3HjxlnLDx06lISEBEaOHMnp06dZt24dEydOZNiwYdYyo0eP5q+//mLixImcPXuWxYsXM2vWrBxlwNJ1Yvny5Xm2MkdGRjJt2jQOHz7M+fPnWbRoEaNHj6ZXr145pq4TBeevmL+IT48n4qilldktOANVWO7BmUIIIYQQtmDTPs3du3fn+vXrfPjhh8TGxlK/fn3Wr19vHRwYHR2NWv13Xh8UFMSGDRsYPXo0devWJTAwkJEjRzJ27FhrmSZNmrBy5UrGjRvHxx9/TEhICNOmTaNnz545jr106VIUReHVV1/NFZder2fp0qVMmDCBrKwsQkJCGD16dI7+yqJgrTy7EvdUhXpnLDOUuNe0g5odbRyVEEIIIYSFSlEUxdZBlFYpKSm4ubmRnJws/ZvvIzkrmZY/tqT9zix6bjXj4J1F8AevQsS/bR2aEEIIIUq5/OZrNl9GW4h159eRbTLQ9ujdAwD72TYoIYQQQoi7SNIsbG7V2VXUjFbwupmN2s6M61ONwLuqrcMSQgghhLCSpFnY1KmEU5xMOEnrI5YV/1wrZqBu9uApAIUQQgghipIkzcKmVp1dhVOGwhOnLNMIutfSQ/XnbRyVEEIIIUROkjQLmzGYDKw7v44njyvYGRX07tnYP9cL7HS2Dk0IIYQQIgdJmoXNbL28laTMRCKOWG5D90rpqGQAoBBCCCGKIUmahc2sPLuSSrFQPs6ISq3g1uoJ8Mi9cqMQQgghhK1J0ixsIi4tjl3XdvHsYUtfZpegDDRPDbJxVEIIIYQQeZOkWdjEL+d/QZtl4ukTlufudZyg6nO2DUoIIYQQ4h4kaRZFTlEUVp1dxROnFPRZClpnI44v9AW1xtahCSGEEELkSZJmUeQOxh/kUsol2hy2PHevnIGqYR/bBiWEEEIIcR+SNIsit+rsKgJvKFS7YgaVglub5uAaYOuwhBBCCCHuSZJmUaTSs9NZf3E9rW4PAHQul4m25RAbRyWEEEIIcX+SNIsiteHiBgxZ6bQ8ZnnuXtcFQp6xZUhCCCGEEA8kSbMoUqvOrqLxGQXndAU7BxPOL/UHtdyGQgghhCjeJFsRReZSyiUOxB/g2cMKAG6VslA16m3jqIQQQgghHkySZlFkVp9djVeyQr3zlqTZve1T4ORt46iEEEIIIR5MkmZRJExmE6vPrablEQUV4Oibhe65N2wdlhBCCCFEvkjSLIpEZEwk11PjePbI7VbmBu5QIdy2QQkhhBBC5JMkzaJIrDyzkroXFbxSFNQ6My4vDwCVytZhCSGEEELkiyTNotAlZSax5fIWWt0ZABhiQN24p42jEkIIIYTIP0maS5F5x+ZxLumcrcPIZd2FdTjcMtDk9O2uGe2eBgd32wYlhBBCCPEQ7GwdgCgYGy9t5KvdU5hxeAYTwifQvlJ7W4dktersKp4+pmBnBntPA/YdRtg6JCGEKBMURcFoNGIymWwdihA2o9FosLOzQ/WY3UIlaS4lGriE8sUSe7aGpPFe9rscvn6Ytxu/jVajtWlcJ2+e5NTNkwy5vWy2e0NPKNfQpjEJIURZYDAYiImJIT093dahCGFzjo6OBAQEoNPpHrkOSZpLCbtt+/C7kkb3K1AxXsXX2Ys4dvMYU1pMwd/J32ZxrTq7iupXIfAmqOzMuL4yUAYACiFEITObzVy4cAGNRkO5cuXQ6XSP3comREmkKAoGg4Hr169z4cIFqlativoRVyKWpLmUcH+yJoSnE7PbkSeiFAKT4LPOh+mW0o3Pn/6c8HJFP72bwWRg3YV19DhkaWV2DTaiaSIDAIUQorAZDAbMZjNBQUE4OjraOhwhbMrBwQGtVsulS5cwGAzY29s/Uj0yELC0SI3FvYaKii1voLFXCIoz8Z+F4H8mgSEbhzDryCzMirlIQ9pyeQuG5CSanbozALAF6J2LNAYhhCjLHrVFTYjSpiDeC/JuKi1CnoYhf+JYvy4hbeKw9zDglGZi/FIzrQ+Y+N/B//HmH2+SnJVcZCGtPLuS5icV9Nmgc83GocuYIju2EEIIIURBkqS5NHGvAK/9hrbVYCo+exPXCumoTQqDNpgZsgF2XtpG97XdOXHzRKGHEpsWS+S1SFrd7prh3sgHlX/tQj+uEEIIIURhkKS5tLHTQbvPUb86n3ItTPjUTQEUnj1g5NMf7UiJv0LvX3vz85mfCzWMX879QlCsiSqxgFrBrcegQj2eEEII8bhUKhWrVq2ydRiimJKkubSq1QnV69vwbhlC+acSUNuZqXwxiy++1xIQk8X4XeP5YOcHZBozC/zQiqKw6uwqWt2eZs6lggm7J3oU+HGEEEKUPv369UOlUqFSqdBqtYSEhPDuu++SmVnwv6+EeBiSNJdmXpVh4EZcOnQnuM0NtM5GXBMy+WyRivBTlungev/Wm8splwv0sAfiDxCTcImnj981AFD7aCNVhRBClD1t27YlJiaG8+fP88UXX/Dtt98yfvx4W4clyjhJmks7rQO8+D/0ff9HSLtUnPwz0WQZGb3SSN9dOqJunqT72u5sid5SYIdcdXYVYVEKTpmgdTTi9Oq7BVa3EEKIR6MoCukGo00eiqI8VKx6vR5/f3+CgoLo1KkTrVu3ZuPGjQDcvHmTV199lcDAQBwdHalTpw5LlizJsf8zzzzDiBEjePfdd/H09MTf358JEybkKHPmzBmefvpp7O3tqVmzprX+ux09epRWrVrh4OCAl5cXgwcPJjU11fp6v3796NSpExMnTsTPzw93d3c+/vhjjEYj77zzDp6enpQvX5558+Y91PmL4knmaS4r6vdAE1CfIJ8+xG+OIyHKmee3pVPlpjv/fi6FEVtGMLDOQIbVH4ad+tFvi7TsNDZc3MA7hy0fkG6NfFH5ViuosxBCCPGIMrJN1Pxwg02OfeLjCBx1j/a75dixY+zatYuKFSsCkJmZSaNGjRg7diyurq6sW7eO3r17U7lyZZo2bWrdb8GCBYwZM4bdu3cTGRlJv379aN68OW3atMFsNtO5c2f8/PzYvXs3ycnJjBo1Ksdx09LSiIiIIDw8nL179xIfH8/AgQMZPnw48+fPt5b7448/KF++PH/++Sc7d+5kwIAB7Nq1i6effprdu3ezbNkyhgwZQps2bShfvvwjXQNRPEhLc1niVxPVkK349X6OgLBEVGqF6seSmL7MGd9EhdlHZ/P6xte5mXHzkQ/x+8XfcY1Pp3a0AioF914yAFAIIcTDWbt2Lc7Oztjb21OnTh3i4+N55513AAgMDOTtt9+mfv36VKpUiTfffJO2bdvy448/5qijbt26jB8/nqpVq9KnTx8aN27M5s2bAdi0aROnTp1i4cKF1KtXj6effpqJEyfm2H/x4sVkZmaycOFCateuTatWrZg+fTrff/89cXFx1nKenp589dVXVK9enf79+1O9enXS09N5//33qVq1KuPGjUOn07Fjx45CvmqisElLc1mjd4Yus3GvOAf9Dx9weZsLrleT+fIHe/7zkord7KbbL9347zP/pYFvg4euftXZVbQ6YhkA6FQetE/KCoBCCFEcOGg1nPg4wmbHfhgtW7ZkxowZpKWl8cUXX2BnZ0eXLl0AMJlMTJw4kR9//JGrV69iMBjIysrKtfJh3bp1czwPCAggPj4egJMnTxIUFES5cuWsr4eH51w59+TJk9SrVw8nJyfrtubNm2M2m4mKisLPzw+AWrVq5Vg4w8/Pj9q1/55iVaPR4OXlZT22KLkkaS6LVCpoMhCHwEaE+PThyq/pZCbAuEUqVr/gzaKacfRf35+3Gr9Fz9CeqFSqfFV7Mfkih2L3M+TI7QGAbZ8GjbYwz0QIIUQ+qVSqR+4iUdScnJyoUqUKAHPnzqVevXrMmTOHAQMGMHnyZL788kumTZtGnTp1cHJyYtSoURgMhhx1aLU5f/+oVCrM5oJfGTev4xTVsUXRku4ZZVm5Bmjf+pOKrzfBtWI6mBU6rrnOJ9v9UYzZfL73c9758x3SstPyVd3qc6tpcE7BIw00ehMufd8r5BMQQghR2qnVat5//33+7//+j4yMDHbu3EnHjh3p1asX9erVo1KlSpw+ffqh6gwNDeXy5cvExMRYt/3111+5yhw+fJi0tL9/B+7cuRO1Wk316tUf76REiSRJc1nn4IG69xLKffgWvvVvgUqh+s6rfLfKG890DRsubuDVda9yLuncfasxmU2sObuGZw/dHgDY0A+Vd6WiOAMhRD6YzAqpWUau38riSmI6RpO0eomSo2vXrmg0Gr7++muqVq3Kxo0b2bVrFydPnmTIkCE5+hjnR+vWralWrRp9+/bl8OHDbN++nX/96185yvTs2RN7e3v69u3LsWPH2LJlC2+++Sa9e/e2ds0QZUvJ+DuNKFwqFarmI/AKaop+6mtc3WzG+XQcM2448Xl3Vw5wgVfXvcpHzT6iXUi7PKvYdW0X2fFxNDx3u2uGDAAUIl8URSHLaCYz20RGtokMg+XfzGwTGQazZVu2iczb2++UybO89fnt+gwm0g1GMrPNGP6RJJf3cGB8h1q0DvXNdxeskuj89VSuJWXSJMQDvd3D9asVxYednR3Dhw/nP//5DwcPHuT8+fNERETg6OjI4MGD6dSpE8nJyfmuT61Ws3LlSgYMGEDTpk0JDg7mq6++om3bttYyjo6ObNiwgZEjR9KkSRMcHR3p0qULU6dOLYxTFCWASnnYyRNFvqWkpODm5kZycjKurq62Did/0m6QNasPVxafwXDLDrRq1r5aiYWBFwHoUaMHbzd+G+0/+iqP2ToG5yUbeHWbGQd/CP7jGKjlF5Qo/YwmM7cyjaRkZpOSYfn31l0/p2Rkk/KP11Mysq37pGUZMRfxp7CdWoXx9kFbVvdhfIdaBHs7PWCvkuVGahZTfj/Nsr3RmBVwc9DyfN0AOjcIpFFFj1L9RQEs07JduHCBkJAQ7O1lcSkh7veeyG++Ji3NIicnb/QjfyG4+r+5OnkeaTH2vLDwLDWfr8W4OqdYfGoxx24eY0qLKfg7+QOQmJnI1ug/mHJ72Wz3tk9JwixKFEVRiE5IJyHN8MAE+J+vpxtMBRaHVqPCXqvBQavBQWf5N8/nOrVlm1aD/e3td5fJWTbn63o7NRnZJv73x1lmbz/Plqjr7Dz7J0NaVOKNZ6rgoCvZ712D0cz8XRf43+az3MoyAuDppCMhzcDi3dEs3h1NBU9HOjUIpHODwFL3ZUEIUXikpbkQlciW5rsopzcT/6+hJBy1/BLNqhfEmHa3uK5KxUPvwedPf054uXAWnVzELz9OZPwSM2qtmap/bEDtE2zb4IXIh9QsI6sOXuWHvy5xKvbWY9XlqNPgaq/F1cEOF3strvZ2uDpo/7HN8rOrvRaX26876+2sia1WU7TDTM5dT2XCmuNsP3MDgEB3Bz54oSYRtfxKXEusoihsPBHHxF9PcvFmOgB1At34sENNGlbw4K/zN/n5wFXWH4sh7a4vOg0ruPNSw/K8UCcADyedrcIvcNLSLEROBdHSLElzISrpSTMAKddI/qgbMb/dQDGrUPs58UXfAHZqLqJCxfAGw/n94u9EzD/BkycU3Jv4EPD9n7aOWoj7OhN3ix/+usRPB66Sers1UqdR4+Oityazdye4D0qAne3tijzhLSiKorDheCyfrD3J1aQMAJ6u5sOEDjWp5ONs4+jy51RsCp+sPcHOs5aFmXxc9LwTUZ2XG5ZHrc6Z/KcbjGw8EcfPB66y/cx1a9cYrUZFy+q+dG4YSMsaviW+/7MkzULkJElzMVcqkmYAk5GMeaO58vUGjBka1PYqNg9uwgynAwA4pyt8O92E1gTBX76HQ0RfGwcsRG7ZJjMbT8TxfeQlIs//vepliLcTvZ6oyMuNyuPmUHbnFc8wmPh6y1lm/Xkeg8mMTqNm4FMhDG9VpdjO7XszNYupG0+zZI+l37LOTs3AJ0N4o2UVnPUPjjn+ViZrDl3j5wNXORGTYt3u5qDlhboBdG4YSMMKJbP/syTNQuQkSXMxV2qS5tuyI5dx5Z0PyLyhAZVCXPdGvF35FK12Z/LaJjN6bxWV/jwG6pLZ4iZKp/iUTJbsucziPZeIS8kCQK2C1qF+9A6vSPPK3rlaI8uyCzfS+OiX42yNug5AOTd7PnihJm1r+xeb5NFgNLMw8iJfbj7DrUzLXwra1/FnXLtQgjwdH7B33qJib/HzwSusPniN2JRM6/aKXo50qh/ISyWs/7MkzULkJElzMVfakmYAc+wZYt/oRvKJ279UmgZy63wMLjfM+PV8Cs8PZtk2QCGwdDnYfSGB7/+6xIZjsdaZIrycdLzSNIgeYRUJdHewcZTF153+wR/9csLaZeOpqt5MeLEWlW3YZUNRFP44Fc+/153k/A3LghM1A1z5sENNnqjkVSDHMJmVB/Z/7lA3AHfH4t3/WZJmIXIqiKTZ5k2CX3/9NcHBwdjb2xMWFsaePXvuWz4pKYlhw4YREBCAXq+nWrVq/PrrrznKXL16lV69euHl5YWDgwN16tRh37591tf79euHSqXK8bh7bkaAhIQEevbsiaurK+7u7gwYMIDU1NSCO/ESSu1flYBlkfh2rAkqBfZcxeWGGZVGwW3Q+7YOT5RxqVlGvv/rEm2nbeeVWX+x7kgMRrNCo4oefPlKfXaNa8U7ETUkYX4AlUrFc7X82TSmBSNaVUFnp2b7mRu0nfYnn/12irTb/cCL0um4W/SZu4cBC/Zx/kYa3s46Pu9Sh1/efLLAEmYAjVpF8yreTOlWj73/15pp3evzdDUf1Co4EJ3EB6uO0eTfmxjy/T7WH4sly1hws6cIIYo3m3ZUW7ZsGWPGjGHmzJmEhYUxbdo0IiIiiIqKwtfXN1d5g8FAmzZt8PX1ZcWKFQQGBnLp0iXc3d2tZRITE2nevDktW7bkt99+w8fHhzNnzuDh4ZGjrrZt2zJv3jzrc71en+P1nj17EhMTw8aNG8nOzua1115j8ODBLF68uGAvQgmk0trj9flP6Ot8xtX/zMdsUOFaxxeNf7CtQxNl1Jm4W3z/1yV+vmtgn4NWQ6cG5ej1REVqlXOzcYQlk4NOw5jnqtOlUXk++uUEf5yKZ+a2c6w+dJV/PR/K83UCCr3LRkKagS82nmbxnmhMZgWdRk3/J0MY1rIyLvaF2wfdUWdHpwaBdGoQSHxKJmsO/93/ecPxODYcjysV/Z+FEPlj0+4ZYWFhNGnShOnTpwNgNpsJCgrizTff5L333stVfubMmUyePJlTp06h1eb9Yfnee++xc+dOtm/ffs/j9uvXj6SkJFatWpXn6ydPnqRmzZrs3buXxo0bA7B+/Xrat2/PlStXKFeuXL7OrzR2z/gnw+HtJH8/A/c3x6OtWN3W4Ygy5M7AvoWRF/nrfIJ1e6XbA/u6lPGBfYVh04k4JvxynCuJli4bzat48dGLtaji61Lgx8o2mVkYeYkvN50m5Xa/5ba1/BnXvgYVvWzbt/hUbAorD1xl1aGr1n7yYOn//FIDS/9nW8co3TOEyKlE92k2GAw4OjqyYsUKOnXqZN3et29fkpKSWL16da592rdvj6enJ46OjqxevRofHx969OjB2LFj0Wgs0wPVrFmTiIgIrly5wrZt2wgMDOSNN95g0KC/l3Xu168fq1atQqfT4eHhQatWrfj000/x8rL8iW/u3Lm89dZbJCYmWvcxGo3Y29uzfPlyXnrppTzPKSsri6ysvz9AU1JSCAoKKtVJsxBFLS4lkyV7olmyJzrXwL4+4cE0r+IlrX2FKDPbxIyt55ix7RwGoxk7tYr+T4Yw4tmq+Zqx4kEURWFLVDyfrjvJ+euWfsuhAa58+EJNwisXXDeMgmAyK0Seu8nPB6+w/lhsjoVuGlX0IKKWH01DvKhdzhW7Ip6SUJLm+7t48SIhISEcPHiQ+vXrs3XrVlq2bEliYiLu7u7Mnz+fUaNGkZSUZOtQRQEp0X2ab9y4gclkws/PL8d2Pz8/YmNj89zn/PnzrFixApPJxK+//soHH3zAlClT+PTTT3OUmTFjBlWrVmXDhg0MHTqUESNGsGDBAmuZtm3bsnDhQjZv3sznn3/Otm3baNeuHSaT5QMvNjY2V/cQOzs7PD097xkbwKRJk3Bzc7M+goKCHvq6CCFyUxRLcjJs0QGaf/YH0zadIS4lC29nHcNbVmHH2FbM6tOYJ6t6S8JcyOy1Gka3qcam0S1oHeqL0aww68/zPDtlK2sOX+Nx2mHOxN2i77y99J+/j/PX0/By0jGpcx3WvvlksUuYwdL/+cmq3kztVp99t/s/P1XVG7UK9l9KZOKvp+j09U7qfvQ7vefsZvofZ9hzIYHMbOkHbWtBQUHExMRQu3btQjvG/PnzUalUhIaG5npt+fLlqFQqgoODc5X/52P27NnW1+/ujiqKXvGcfPMezGYzvr6+zJo1C41GQ6NGjbh69SqTJ09m/Pjx1jKNGzdm4sSJADRo0IBjx44xc+ZM+va1zB/8yiuvWOusU6cOdevWpXLlymzdupVnn332keMbN24cY8aMsT6/09IshHg0qVlGVh64wvd/XeJ03N8DcRtX9KB3eEXa1Q5AZ2fz8cxlUgUvR2b3bcIfp+KYsOYE0QnpjFhykCW7o/moYy2q+eW/y0ZimoFpm07zw25Lv2WtRkX/5iEMa1UF10Lut1xQ/tn/ee2RGCLP32TPhQSSM7LZfuaGdeVFnZ2a+kHuhIV40jTEk4YVPHAqgFZ6kX8ajQZ/f/9CP46TkxPx8fFERkYSHh5u3T5nzhwqVKiQq7yrqytRUVE5trm5yZiM4sJm71Jvb280Gg1xcXE5tsfFxd3zRg4ICECr1Vq7YgCEhoYSGxuLwWBAp9MREBBAzZo1c+wXGhrKTz/9dM9YKlWqhLe3N2fPnuXZZ5/F39+f+Pj4HGWMRiMJCQn3fZPp9fpcAwqFEA/vdNwtvo+8xM8Hrlin/LIM7Auk9xMVqVlOujsVF61q+NGssjffbjvPN1vPEnn+Ju2/3E6/ZsGMbF31voP1sk1mfvjrEtM2nSE5IxuA52r68X770BI1J/I/+bra0//JEPo/GYLZrHA6/hZ7LiSw+0ICu88ncCM1iz0XEthzwdIXX6NWUTvQjSduJ9GNK3ri5lgIXxYUBbLTC77e/NA6Qj7+CjRr1iwmTJjAlStXUN8153/Hjh3x8vJi7ty5nDt3jjFjxvDXX3+RlpZGaGgokyZNonXr1tbywcHBDB48mLNnz7J8+XI8PDz4v//7PwYPHgzk7p7xIPk5Zl7s7Ozo0aMHc+fOtSbNV65cYevWrYwePZolS5bkKK9SqYokmRePxmZJs06no1GjRmzevNnap9lsNrN582aGDx+e5z7Nmzdn8eLFmM1m65vp9OnTBAQEoNPprGX++S3t9OnTVKxY8Z6xXLlyhZs3bxIQEABAeHg4SUlJ7N+/n0aNGgHwxx9/YDabCQsLe6zzFkLcW3J6Nm8uPcifp69bt1XycaL3ExXp3FAG9hVX9loNI1tXpXPDQD5ee4KNJ+KYveMCaw5f4/32oXSsXy5Xt5mtt/stn423/AWhhr8LH75Qk2ZVvG1xCoVGrVZRw9+VGv6u9AkPRlEULt5MZ/ftVujdFxK4mpTB4ctJHL6cxLd/nkelghr+rtaW6CbBnvi4FECDTHY6TMzfQPYC9/410D34i1DXrl1588032bJli/UvvwkJCaxfv946vWxqairt27fn3//+N3q9noULF9KhQweioqJytN5OmTKFTz75hPfff58VK1YwdOhQWrRoQfXqDz9oPb/HzEv//v155pln+PLLL3F0dGT+/Pm0bds2V/dUUfzZ9O9BY8aMoW/fvjRu3JimTZsybdo00tLSeO211wDo06cPgYGBTJo0CYChQ4cyffp0Ro4cyZtvvsmZM2eYOHEiI0aMsNY5evRomjVrxsSJE+nWrRt79uxh1qxZzJplWXQjNTWVjz76iC5duuDv78+5c+d49913qVKlChEREYClZbpt27YMGjSImTNnkp2dzfDhw3nllVfyPXOGEOLhZJvMvLF4PzvP3kStgjY1LQP7mlWWgX0lRZCnI9/1acyWqHg+WnOcizfTGbXsEIv3RPNxx1rU8HflbHwqn647YV1x0NNJx1vPVeOVJhXQlIGVGVUqFSHeToR4O/FKU0uydSUxnb0XE6xJ9PnraZyMSeFkTArzd10ELF8ew0K8rIl0uVI617iHhwft2rVj8eLF1qR5xYoVeHt707JlSwDq1atHvXr1rPt88sknrFy5kjVr1uRodGvfvj1vvPEGAGPHjuWLL75gy5Ytj5Q05/eYeWnQoAGVKlVixYoV9O7dm/nz5zN16lTOnz+fq2xycjLOzn8vIOTs7HzfsVSiaNk0ae7evTvXr1/nww8/JDY2lvr167N+/Xrrt6/o6Ogcf54JCgpiw4YNjB49mrp16xIYGMjIkSMZO3astUyTJk1YuXIl48aN4+OPPyYkJIRp06bRs2dPwNKP6ciRIyxYsICkpCTKlSvHc889xyeffJKja8WiRYsYPnw4zz77LGq1mi5duvDVV18V0ZUpOW6mZrHuaAw6jRp/N3vLw9UeNwetJDoi3xRFYcKa4+w8exNHnYYfh4RTO1D68ZVULav7Ej7Ki9nbzzN9y1n2XEjg+a928HRVb7afuYHxdr/lfs2CGd6qapn/C0J5D0fKezjyUoPyAMTfymTvhUT2XLjJ7gsJnIq9xfnraZy/nsaSPdG393GgaYjn7STai2Avxwd/5modLS2+tqDN//LmPXv2ZNCgQXzzzTfo9XoWLVrEK6+8Ys0HUlNTmTBhAuvWrSMmJgaj0UhGRgbR0dE56qlbt6715zvdHv7Z9TK/8nvMe+nfvz/z5s2jQoUKpKWl0b59e+t0u3dzcXHhwIED1ud350DC9mw+8mD48OH3/Ja2devWXNvCw8P566+/7lvnCy+8wAsvvJDnaw4ODmzYsOGBcXl6espCJg8QFXuL/vP3WpfZvZu9Vo2/qz1+rvY5kml/V3v83OwJcLPHx1lf5NMwieJp/q6LLNodjUoFX77SQBLmUsBeq2F4q6p0ahDIp2tPsv54LFtuty63DvXjX8+HElKC+y0XJl8Xe56vG8DzdS1dBpPSDey7mMjuC5YuHceupXAlMYMriVf5+cBVAHxc9DQN8SS8khedGwbmPTWWSpWvLhK21qFDBxRFYd26dTRp0oTt27fzxRdfWF9/++232bhxI//973+pUqUKDg4OvPzyyxgMhhz1/HM9B5VKhdlsfqSY8nvMe+nZsyfvvvsuEyZMoHfv3tjZ5Z1+qdVqqlSp8kgxisJn86RZlEzbTl9n2KIDpGYZCfJ0oIqPM7EpWcQmZ5CYnk1mtpmLN9O5ePPeg07UKvB21hPg9ndy7edqSajvJNf+rvYyqryU2xIVzydrTwDwXtsatKkp/fxKk/Iejszs3Yhtp6+z5tA1OjUox1NVfWwdVoni7qijdU0/Wt9+b6RmGTlwKdE6mPDQ5SSu38pi3ZEY1h2JYcmeaGa8WsfGUT86e3t7OnfuzKJFizh79izVq1enYcOG1td37txJv379rGsmpKamcvHixUKN6XGP6enpyYsvvsiPP/7IzJkzCylKUdgkGxEP7fu/LjFhzXFMZoWwEE++7d0Id0ed9fXMbBPxKVnEJGcQm5JJXEomsclZxKZkEJucSVxKFnEpmRjNCvG3soi/lQUk3/N4LvZ2llbqO63Vt5PruuXdqFvevfBPWBSa03G3eHPxQcwKdG1UnsFPV7J1SKKQtKjmQ4tqkiwXBGe9HU9X8+Hp29czM9vEoctJ7D6fwMLIixy/lsKwRQf49NmS+wW0Z8+evPDCCxw/fpxevXrleK1q1ar8/PPPdOjQAZVKxQcffPDILcj5VRDHnD9/Pt988411ITVR8kjSLPLNZFb4dN0J5u28CECXhuWZ1LlOrnly7bUaKng5UsHr3n3YzGaFG2lZxCVbkuu4lExi/5FcxyZnkmYwcSvTyK3MVM7Ep+aqZ1y7GgxpUblAz1MUjZupWQxYsJfULCNNQzz590t1pB+8EI/AXqvhiUpePHG7a8aABXtJSMvgRmoW5TIMJXJFwFatWuHp6UlUVBQ9evTI8drUqVPp378/zZo1w9vbm7Fjx5KSklKo8RTEMR0cHHBwKJ0DOMsKmy2jXRbkd1nGkiAty8iIJQfZfMoyiOKdiOq88UzlQk9ybmVm39VSnUns7dbrizfS2XHWslDAiFZVGN2mmiRcJUiW0UTP73az71IiFTwdWTWsOZ5OugfvKIR4oFuZ2Xzw00GeD7HDt1x5Ajxd8XHRy2ekKNMKYhltaWkWDxSTnMGA+fs4EZOC3k7N1G71rQNUCpuLvRYXey1VfHOvLvb1lrNM3hDFV3+cJc1g4v+eD5VfCiWAoiiM+/ko+y4l4mJvx9x+jSVhFqIAudhr+bRTbY6eOgtAbEomWUYzgR4OqOUzUpQABqMZtYpiN1mAJM3ivo5eSWbAgr3E38rC21nHd30a06CCh63DAmBYyyo46TRM+OUEc3ZcIC3LyL9fqlMm5notyWZsO8fPB66iUav4pmfDPL8QCSEej51GjbujFncXe25kKCSmGzAYzVT0cix2iYgo2xRFwWAyk5ZlIi3LSJrBiMFoppy7A97OxWuVZUmaxT1tOB7LqKWHyMg2Uc3PmTl9mxDkmf+5NotCv+YhOOrteO+nIyzde5l0g4kp3eqhlV8KxdL6Y7H8Z71lxc4JHWrKLApCFDIPJx3OThqib6aTZjBy9noqwV5O2Gs1tg5NlFGKopBlNFsS5CwTaQYj2aacgypVkGtbcSBJs8hFURRmb7/AxN9OoijwVFVvvu7ZEFf74rkAQbfGQTjp7Bi59CBrDl8j3WBieo8G8kuhmDl2NZnRyw4B0De8Ir3Dg20ajxBlhYu9lsq+zly8mYbBaObc9VQqeDriUkw/00XpoigKmdkma4KclmXC+I+ZR1QqFY5aDU56DU56Oxx1GjTFcGEXSZpFDtkmMx+uPm5ddarXExWY0KFWsf9z3vN1A3DUaXj9h/1sOhnHgAV7mdW7sczxXEzEpWQycME+MrJNPF3Nhw9eqGnrkIQoU+y1Gqr4OHPpdovzxRvplHO3x6uY/flblHxmRSHT8HeCnGYwYjLnnHNCrVLhqLMkyE46DY46O9QloGulZBTCKjkjm2GLDrDj7A1UKvi/52vSv3lwiRlc17KGL/Nea8LABfvYefYmfebuYW6/JmV+iV5byzCYGLRwH7EpmVTxdWZ6jwbF/kuYEKWRnUZNiI8TVxMzSEw3cDUpgyyjmQA3+xLzOS+KH7NZISPbRGqWkbQsI+kGE2Yld5J8J0F20tvhoNOUyEGpkjQLAC4npPPa/L2cjU/FUafhq1caWFefKkmaVfbmh4Fh9Ju7h/2XEunx3V8s7N9UWlNsxGxWeHv5YY5cScbDUcucvo2LbTcfIcoCtUpFeQ8H9HZqYlMyuZGahcFoJsjTUQZRi3wxmRXS72pFTjeY+OfsxRq1CiednSVR1mtw0GpKxRczSZoF+y8lMHjhfm6mGfB3tWd238bUDnSzdViPrGEFD5YODqf3nN0cv5ZC91l/sWhgGH6uJW+C/5Ju2qbTrDsag1aj4tvejano5WTrkIQo81QqFb6u9ujt1FxOzCAlM5tz11MJ9nJEZydjQUROJrM5R3/kDIMJhZxJsp1abe2P7KS3w95OXSqS5H+SpLmMW33oKu+sOILBaKZWOVfm9G2Cv1vJTy5rlnPlx9fD6TV7N2fjU+k6M5JFA8OK3ewfpdnqQ1f56g/LPLETX6pD0xBPG0ckhLibm6MOrZ2aizfTycw2cTY+jYpejjIWRJBlNJGckU1KRvbtJDknrUaNs94OR70GZ50dulKaJP+TdCwsoxRF4avNZxi59BAGo5k2Nf1Y/np4qUiY76js48yPQ8Kp4OlIdEI6XWdGcjaPpbhFwdt/KZF3VhwBYEiLSnRtHGTjiIQQeXHU2VHFxxl7rQaj2cz5G2kkpRtsHVYuzzzzDKNGjbI+Dw4OZtq0aY9c3/z583F3d7c+nzBhAvXr17c+79evH506dbpvHY8bQ37iKEpZ2SbiUzI5E3eLqNhbxCZnWrpeAHo7NZ6OOoI8HKnh70JogCtBno54OenRl5KuF/khSXMZlGU0MebHw0zdeBqAQU+FMLNXIxx1pa91IcjTkeWvh1PV15nYlEy6fxvJ8WvJtg6rVLuSmM6Q7/dZv4yNjahh65CEEPehs1NT2ccZV3stiqIQnZBOXEpmrn6qxcnevXsZPHhwvsrmldx2796d06dPF0JkBSs/yfvjyJEox90iNiWTjGwTKlQ46+0wpcRRL8iDmoEeqDIS8XDSWbvwxMTEYGdnh0ql4uLFiwBcvHgRlUqV69GrV68crx86dKjQzqkwSdJcxiSkGeg1ezcrD1pWZJv4Uh3+9XzNUj0AxM/VnmVDwqkd6MrNNAOvzvqLA9GJtg6rVErNMjJg/j5upBoIDXBlWvf6JWIaISHKOo1aRUUvR3xcLIOm41IyuZyQgdlcPBNnHx8fHB0fvbudg4MDvr6+BRiRbWVnZ+e77J1E+fQ9EuVADwdCA1yo5OOMh6PlfggMDGThwoU56lmwYAGBgYF5HmPTpk3ExMRYH19//fWjn1wxIklzGXLueiovfbOTvRcTcdHbMf+1JvQIq2DrsIqEp5OOxYOeoHFFD1IyjfSavZtdZ2/YOqxSxWRWGLHkIFFxt/Bx0TOnr8yTLURxoigK6dnp93xkGDNwc1TwcoEsUyaxqcmciL1BSlbqfffLz+NhWq3T0tLo06cPzs7OBAQEMGXKlFxl7m49VhSFCRMmUKFCBfR6PeXKlWPEiBGApVvHpUuXGD16tLXVE3J3i3hUt27d4tVXX8XJyYnAwMBcyeHUqVOpU6cOTk5OBAUF8cYbb5Camr9ughMmTGDBggWsXr3aGvvWrVutrbXLli2jRYsW2Nvbs2jRIgBmz55NaGgo9vb21KhRg2+++Qb4O1HeduAkL3Z+mSpBfjSpXoGR/XuQFHeV8nclyl5O+lzTgvbt25d58+bl2DZv3jz69u2bZ+xeXl74+/tbH25uJXdygbvJb7QyYte5G7z+/X5SMo2U93BgXr8mVPVzsXVYRcrVXsvCAU0ZvHA/O87eoN/8vczs1ZBWNUre1HrF0aRfT/LHqXj0dmq+69OYcu4Otg5JCHGXDGMGYYvDbHLs3T1246jNX8vwO++8w7Zt21i9ejW+vr68//77HDhw4J59fX/66Se++OILli5dSq1atYiNjeXw4cMA/Pzzz9SrV4/BgwczaNCggjodq8mTJ/P+++/z0UcfsWHDBkaOHEm1atVo06YNAGq1mq+++oqQkBDOnz/PG2+8wbvvvmtNZu/n7bff5uTJk6SkpFgTVk9PT65duwbAe++9x5QpU2jQoIE1cf7www+ZPn06DRo0YPfe/bzx+hBuGdW06/wK2dnZ9H/lJeo1bMKyX37H3cmer6Z8zuCeXThy5Mh9589/8cUXmTlzJjt27ODJJ59kx44dJCYm0qFDBz755JMCuJIlgyTNZcCP+y7z/s9HMZoVGlZwZ1afxniX0XmLHXV2zO7bmDeXHGTjiTgGL9zPtFfq80LdcrYOrURbuiea2TsuAPDfrvWoH+Ru24CEECVSamoqc+bM4YcffuDZZ58FLN0Aypcvf899oqOj8ff3p3Xr1mi1WipUqEDTpk0BS5Kp0WhwcXHB39+/wONt3rw57733HgDVqlVj586dfPHFF9ak+Z+DFz/99FNef/31fCXNzs7OODg4kJWVlWfso0aNonPnztbn48ePZ9Lnk2neuj3JGdnUbNaaHgOGsmThXNp3fpU/169BjcKyH+ajvd0vudHtFvetW7fy3HPP3TMWrVZLr169mDt3Lk8++SRz586lV69eaLV5z7vfrFkz1Hctg719+3YaNGjwwHMu7iRpLsXMZoXJv0cxY+s5ADrUK8fkl+tiry3b83DaazV807Mhby8/zOpD1xix5CDpWSa6NZEZHh7FrnM3+L9VxwAY1boqHerJFxAhiiMHOwd299j9UPuYzGaiEzJIMxhRAf5uDng6ah96tgQHu/z95encuXMYDAbCwv5uEff09KR69er33Kdr165MmzaNSpUq0bZtW9q3b0+HDh2wsyuYFGfRokUMGTLE+vy3337jqaeeAiA8PDxH2fDw8ByDDjdt2sSkSZM4deoUKSkpGI1GMjMzSU9Pf6w+2QCNGzcGIDPbxLUbSZw7d47XBw9C9frfsZpMRtxc3QgNcGHh+VNcOH8OD/ecXSUyMzM5d+7cA4/Xv39/mjVrxsSJE1m+fDmRkZEYjcY8yy5btozQ0FDr86Cg0vH7VZLmUirDYGLMj4f47VgsACNaVWFU62oyKOs2rUbN1G71cdTZsWRPNO/+dIQ0g5HXmofYOrQS5cKNNIb+cACjWaFDvXKMfLaqrUMSQtyDSqXKdxeJu4X6O3EtMYOEdAOJqaBWVAS4OxTZMshmRUFRIMtoJv5WJlnZZoxmhdjkTM7Fp+Ll5cfJU6f4Y/NmNm7cyBtvvMHkyZPZtm3bPVtCH8aLL76YI4m/1+C3f7p48SIvvPACQ4cO5d///jeenp7s2LGDAQMGYDAYHjtpzlTsOB13i8xsEzev3wRg/H++JCwsDBd7O5z1dthp1Gg0Guw0alJTU2nUqJG1//PdfHx8Hni8OnXqUKNGDV599VVCQ0OpXbv2PWfBCAoKokqVKo91fsWRJM2lUPytTAYt2MfhK8loNSo+71KXzg3v/aetssoye0htnHQaZu+4wEe/nCDdYGJYy9L3Ri8MyenZDJi/l+SMbOoHuTP55bplZq5OIcoStUpFoIcDeq2amORMbqYZyDKaqeDliJ264OYTMJrM+JeviFarZf2W7Tz3fCeyjGZu3Egg6vRpajd+gtjkTMAy+M+sKJZV6hKMaDVqwlq0oV375xk2bBg1atTg6NGjNGzYEJ1Oh8lkeuS4XFxccHHJewzQX3/9lev5nRbW/fv3YzabmTJlirWrwo8//vhQx7479sxsy4Ij569bBhLeTDPgc3vWi+CgQPwDypGVEEPLpnXzrKthw4YsW7YMX19fXF1dHyqOO/r3788bb7zBjBkzHmn/kk6S5lLmVGwKA+bv42pSBu6OWr7t1YiwSl62DqvYUqlU/Ov5UJz0dny5+QyTN0SRmmXk3YjqkgDeR7bJzBuL93P+Rhrl3OyZ1adRme/2I0RpplKp8HGxR2en4XJCOqlZRs7FpxHs7Yj+IZbeVhSFbJOZTKOZrGwzWUYTWbd/NprNAHTq3ouP/m8cKnsXPL28mf6fT1Gr1dipVbg76tDbqdGo1Xg76/B1tWfOnHlkm4zUqd8IR0cn1v+8BAcHBypWrAhY+hL/+eefvPLKK+j1ery9vQvsuuzcuZP//Oc/dOrUiY0bN7J8+XLWrVsHQJUqVcjOzuZ///sfHTp0YOfOncycOfOh6g+qUJHf1q9n/c4DOLi44eziSpbRcp2cdHaU93DE1d7SovzJxx8xYsQIPDzcadu2LVlZWezbt4/ExETGjBlDz549mTx5Mh07duTjjz+mfPnyXLp0iZ9//pl33333vv3G7xg0aBBdu3YtkJlHSiKZcq4U2RIVz8szIrmalEElbydWvdFcEuZ8UKlUjG5TjX+1t7QOzNh6jvFrjhfb+UltTVEUJqw5zs6zN3HUaZjTrwm+LqVnJUkhxL25OWip7OOEVqMmy2jiXHwqaVm5+7WazAoZBiNJ6QZiUzK5dDON03G3OH4thVOxt7h4I42Y5AwS0gykZRmtCbNWo+aDjyfyRLMnGdX/Vd7o1Znnnn2GJo0b4e6oo4KnI36u9qhVoLPT4O9qT2iwP2t//IF+ndvRpU1ztm75gy/nLiHJrCc5I5uPPvqIixcvUrly5Xx1Q3gYb731Fvv27aNBgwZ8+umnTJ06lYiICADq1avH1KlT+fzzz6lduzaLFi1i0qRJ+ao3Mc3A+eupPNWhO+WDq9AlogXP1KvCmSP7CLi9cm+ghwOeTjrrrBcDBw5k9uzZzJs3jzp16tCiRQvmz59PSIil26GjoyN//vknFSpUoHPnzoSGhjJgwAAyMzPz3fJsZ2eHt7d3gfUXL2lUSnFe8qeES0lJwc3NjeTk5Ef+U0h+/XY0hmGLD2BW4IlKnszsZfmAEQ9n8e5o/rXqKIoCXRqW5/Mude47DU9ZNG+npSuLSgXf9W5M65oyZZ8QxU1mZiYXLlwgJCQEe/uC/1KbbTJz8WYaGQaTpRXaWY9ZUcjMNmEwmjGYzPfcV6VSobdT335o0Gv//vlxFtpSFIV0g4kbqVmkZBhRsKQ3Oo0aL2cdHo66Yvt5rigKqVlGktKzSc7IxnxXauaks8PdUYubg7bYxl8S3O89kd98rWx+VSiFmoR4Us7dgfBKXvz7pTro7OSN9Sh6hFXAUafhreWH+enAFdINRr58pYFcz9u2RMXzydoTAIxrV0MSZiHKKK1GTWVvZy4nppOckU38rcxcZezUt5Nh7e3k+PbPOo26ULq/qVQqnPR2OOntMBjNJKRlkZBmwGAyE5OcSVxKFh6OWryc9cWmO1lGtomkdANJ6dlk3/VFQ2enxsNRh7uj9qG6v4jCJUlzKeHtrGf1sOZ4OumkL+5j6tQgEAedhjcXH+S3Y7FkfL+Pmb2kz+7puFu8ufggZgW6NS7PoKcq2TokIYQNqdUqKng6ciPVQLrBiM7uruTYTm3TVlGdnRp/Nwd8XexJyjBwI9VgmWUizcDNNAPOeju8nfW42NsV+e/MbJOZpPRsEtMtMd2hUatwd9Di7qjDUaeR3+XFkCTNpYhXGV2wpDBE1PJnTr/GDFq4j61R1+k7dw9z+jXBuYwuC30zNYsBC/aSmmUkLMSTTzvVkQ90IcTtAYJ6oHj+/lGrVXg66fFw1JGWZem6cSszm9QsI6lZlkTf20mPh5MWTQHOBPJPJrNCSmY2SenZpGZmc6fzhUqlwtXeDndHHS72dkU2jZ94NPI3ZyHu4amqPnw/IAwXvR27LyTQc/ZuktINtg6ryGUZTQz5fj+XEzKo6OXIzF6NpLuKEKJEUalUONvbEeztRHV/F3xc9GjUKgxGM9eSMzgZc4trSRlkZT/61HT/pCgKqZnZXE5I52RMCpcT0rl1O2F21NkR6O5AqL8LFb2ccHPQSsJcAshvPiHuo0mwJ4sHPYGHo5bDl5N4ZdZfxKXk7rtXWimKwrifj7LvUiIu9nbM6dsEDycZYCqEKLl0dhoC3Byo4e9KoLsDejsNZkXhRmoWUXG3uHAjzZLcPuI8CZnZJmKSMzgVe4vzN9JITDdgVhR0dmp8Xe2p7udCFV9nvJz1MrCvhCmbf2sW4iHUKe/GsiHh9Jy9m1Oxt2j22R/UCXSjeRUvmlX2plFFj1Lb33nGtnP8fOAqGrWKb3o2pIqvs61DEkKIAqFRq/By1uPppCM1y8jNVAMpmdncuv3Q22nwdtbh7qh74Kwed/opJ6UbyPhHP2U3By0e0k+5VJCkWYh8qObnwvIh4QxbfIDj11I4dDmJQ5eT+HrLOXR2ahpV8LAk0VW8qRvoVqJbD0xmhfPXU9l2+jr/WR8FwIQONXmqasHObyqEEMWBSqXCxV6Li72WrNuDBRPTDGQZTVxNyiA2JRMPRx3ezjp0d81kYb7dTzkxPZvUzL+nuFOhwsXeDg9HS53qx5hGTxQvkjQLkU/B3k6sG/EUV5My2HX2BpHnbrLz3A3iUrKIPH+TyPM34ffTOOvtCAvxJLyyF82reFPdz6XYfmiazQoXb6Zx9GoyR64kc/RKMseuJZNu+LulpG94RXqHB9suSCGEKCJ6rYZy7g74uepJTM/mZmqWZSnv1CxupGbhaq/F3VFLaqaR5IxsTHd14XC8PZ+yu8ynXGpJ0izEQwp0d6Br4yC6Ng5CURTOXU8j8twNdp61JM7JGdlsPhXP5lPxAHg56XiishfNK3vTrLIXFb0cbfInOkVRiE5I58iVZI7dTpKPXU3mVh6reTnqNNQq50qLaj683qJykccqhBC2ZFmmW4+Xk45bmUZupGaRmmUkJTOblMxsazmdRo377fmUS2s3PfE3SZqFeAwqlYoqvs5U8XWmd3gwJrPCyZgUdp69wa5zN9lzIYGbaQbWHYlh3ZEYwJJ0N6vsRbPbfaL9XAt+tS5FUbialMHRK8kcuWppQT56NZnkjOxcZfV2amqVc6VueXfqBLpRt7wblXycH2tlLiGEKEjPPPMM9evXZ9q0aQAEBwczatQoRo0aVajHValUuDpocXXQWuZ5Ts0iNcuEk07D2p+W8N47b5GUlFSgx7x48SIhISEcPHiQ+vXrP3I9/fr1IykpiVWrVgG5r6F4eJI0C1GANGoVtQPdqB3oxpAWlTEYzRy+kmRJos/e5ODlRK4mZbB8/xWW778CQGUfJ5pX8aZZZW+eqOT50MufK4pCbEpmjhbko1eTSUjLPT2eTqMmNMCFOuXdqBvoTp3yblT1dZY/JQohSpS9e/fi5ORUpMe012oI9HC0Pu/bqwedO3awPp8wYQKrVq3i0KFDRRrXoyqqLx73Mn/+fF577TVq1KjByZMnc7y2fPlyunXrRsWKFbl48WKO8v/03XffMXDgQObPn8+oUaMK/EvM3SRpFqIQ6ezUNAn2pEmwJ6NaQ7rByN6Liew6Z0mij11L5tz1NM5dT2Nh5CVUKqhdzu12S7Q3TYI9cNTlfJvG38q0tCDfTo6PXEnmRmpWrmPbqVXUCHChTqA7dcu7USfQjWp+LjLHshCixPPxKdyByYqiYDKZsLO7d5rk4OCAg4NDocZhayaTCZVKhbqQFn5xcnIiPj6eyMhIwsPDrdvnzJlDhQoVcpV3dXUlKioqxzY3N7dCiS0v8ttTiCLkqLOjRTUfxrUL5Zc3n+TgB22Y2asRfcIrUsXXGUWBo1eT+fbP8/Sdu4d6H/1Ot5mRfLr2BIMW7uOJiZtp+u/NDFiwjy83n+GPU/HcSM1Co1ZRw9+Fbo3L80mn2qwe1pxjH0Ww9s2nmNS5Dq82rUDtQDdJmIUowxRFwZyebpPHw8x5nJaWRp8+fXB2diYgIIApU6bkKhMcHGztZtCjRw+6d++e4/Xs7Gy8vb1ZuHAhAGazmUmTJhESEoKDgwP16tVjxYoV1vJbt25FpVLx22+/0ahRI/R6PTt27ODw4cO0bNkSFxcXXF1dadSoEfv27QMsLZ/u7u7Wnz/66CMOHz6MSqVCpVIxf/58+vfvzwsvvJArNl9fX+bMmXPf63Dq1CmaNWuGvb09tWvXZtu2bdbXTCYTAwYMsJ5P9erV+fLLL/N3gbF01bh06RKjR4+2xnv3Oa1Zs4aaNWui1+uJjo4mKyuLt99+m8DAQJycnAgLC2Pr1q056tyxYwdPPfUUDg4OBAUFMWLECNLS0u4bh52dHT169GDu3LnWbVeuXGHr1q306NEjV3mVSoW/v3+OR1F+cZGWZiFsyN1RR9va/rSt7Q9AXEqmtRV617mbXE3KYM/FBPZcTLDuo1JBVV9nawty7UA3aga44qCTQShCiHtTMjKIatjIJseufmA/KkfHBxcE3nnnHbZt28bq1avx9fXl/fff58CBA/fs39uzZ0+6du1Kamoqzs6WueQ3bNhAeno6L730EgCTJk3ihx9+YObMmVStWpU///yTXr164ePjQ4sWLax1vffee/z3v/+lUqVKeHh48PTTT9OgQQNmzJiBRqPh0KFDaLXaXDF0796dY8eOsX79ejZt2gRYWkCrVavG008/TUxMDAEBAQCsXbuW9PT0XIl+Xtdh2rRp1KxZk6lTp9KhQwcuXLiAl5cXZrOZ8uXLs3z5cry8vNi1axeDBw8mICCAbt26PfAa//zzz9SrV4/BgwczaNCgHK+lp6fz+eefM3v2bLy8vPD19WX48OGcOHGCpUuXUq5cOVauXEnbtm05evQoVatW5dy5c7Rt25ZPP/2UuXPncv36dYYPH87w4cOZN2/efWPp378/zzzzDF9++SWOjo7Mnz+ftm3b4ufn98DzKGqSNAtRjPi52vNSg/K81KC8dbaLnWdvcjImhWBvJ+qWtyTITnp56wohSp/U1FTmzJnDDz/8wLPPPgvAggULKF++/D33iYiIwMnJiZUrV9K7d28AFi9ezIsvvoiLiwtZWVlMnDiRTZs2WbsAVKpUiR07dvDtt9/mSJo//vhj2rRpY30eHR3NO++8Q40aNQCoWrVqnjE4ODjg7OyMnZ0d/v7+1u3NmjWjevXqfP/997z77rsAzJs3j65du1oT/HsZPnw4Xbp0AWDGjBmsX7+eOXPm8O6776LVavnoo4+sZUNCQoiMjOTHH3/MV9Ls6emJRqPBxcUlR7xgaQn/5ptvqFevnvUazJs3j+joaMqVKwfA22+/zfr165k3bx4TJ05k0qRJ9OzZ09o/umrVqnz11Ve0aNGCGTNmYG9/7wHvDRo0oFKlSqxYsYLevXszf/58pk6dyvnz53OVTU5OznHdnJ2diY2NfeD5FhT5zStEMaVSqajo5URFr6Id7CKEKJ1UDg5UP7DfZsfOj3PnzmEwGAgLC7Nu8/T0pHr16vfcx87Ojm7durFo0SJ69+5NWloaq1evZunSpQCcPXuW9PT0HMkwgMFgoEGDBjm2NW7cOMfzMWPGMHDgQL7//ntat25N165dqVz54abhHDhwILNmzeLdd98lLi6O3377jT/++AOA119/nR9++MFaNjU11frz3X187ezsaNy4cY4Bc19//TVz584lOjqajIwMDAbDY822cYdOp6Nu3brW50ePHsVkMlGtWrUc5bKysvDy8gLg8OHDHDlyhEWLFllfVxQFs9nMhQsXCA0Nve8x+/fvz7x586hQoQJpaWm0b9+e6dOn5yrn4uLCgQMHrM8Lq6/1vUjSLIQQQpQBKpUq310kSpqePXvSokUL4uPj2bhxIw4ODrRt2xb4OxFdt24dgYGBOfbT6/U5nv9zRo4JEybQo0cP1q1bx2+//cb48eNZunSptdtHfvTp04f33nuPyMhIdu3aRUhICE899RRgadl+++23H/p8ly5dyttvv82UKVMIDw/HxcWFyZMns3v37oeu658cHBxyrCWQmpqKRqNh//79aDQ5uwHeafVNTU1lyJAhjBgxIld9eQ3o+6eePXvy7rvvMmHCBHr37n3PAZhqtZoqVao8zOkUKEmahRBCCFEsVK5cGa1Wy+7du63JVmJiIqdPn87RjeKfmjVrRlBQEMuWLeO3336ja9eu1r7Hdw9ou18d91KtWjWqVavG6NGjefXVV5k3b16eSbNOp8NkMuXa7uXlRadOnZg3bx6RkZE5pk3z9fXF19c3z+P+9ddfPP300wAYjUb279/P8OHDAdi5cyfNmjXjjTfesJY/d+7cQ53XveL9pwYNGmAymYiPj7cm+//UsGFDTpw48cgJraenJy+++CI//vgjM2fOfKQ6ioIkzUIIIYQoFpydnRkwYADvvPOOdRDav/71r3z9Gb5Hjx7MnDmT06dPs2XLFut2FxcX3n77bUaPHo3ZbObJJ58kOTmZnTt34urqSt++ffOsLyMjg3feeYeXX36ZkJAQrly5wt69e639jP8pODiYCxcucOjQIcqXL4+Li4u1JXvgwIG88MILmEymex7vn77++muqVq1KaGgoX3zxBYmJifTv3x+w9BleuHAhGzZsICQkhO+//569e/cSEhKSr7rvxPvnn3/yyiuvoNfr8fb2zrNctWrV6NmzJ3369GHKlCk0aNCA69evs3nzZurWrcvzzz/P2LFjeeKJJxg+fDgDBw7EycmJEydOsHHjxjy7WeRl/vz5fPPNN9YuH8WRzD8lhBBCiGJj8uTJPPXUU3To0IHWrVvz5JNP0qjRg2f96NmzJydOnCAwMJDmzZvneO2TTz7hgw8+YNKkSYSGhtK2bVvWrVt33yRTo9Fw8+ZN+vTpQ7Vq1ejWrRvt2rXLMQDvbl26dKFt27a0bNkSHx8flixZYn2tdevWBAQEEBERYR1M9yCfffYZn332GfXq1WPHjh2sWbPGmtgOGTKEzp070717d8LCwrh582aOVuf8+Pjjj7l48SKVK1d+4LzX8+bNo0+fPrz11ltUr16dTp06sXfvXutfA+rWrcu2bds4ffo0Tz31FA0aNODDDz/M97mCpVtIcU6YAVTKw0yeKB5KSkoKbm5uJCcn4+rqautwhBBClBGZmZlcuHCBkJCQ+85cIIpGamoqgYGBzJs3j86dO9s6nDLpfu+J/OZr0j1DCCGEEKIQmM1mbty4wZQpU3B3d+fFF1+0dUjiMdi8e8bXX39NcHAw9vb2hIWFsWfPnvuWT0pKYtiwYQQEBKDX66lWrRq//vprjjJXr16lV69eeHl54eDgQJ06dawr+GRnZzN27Fjq1KmDk5MT5cqVo0+fPly7di1HHcHBwdZVcu48Pvvss4I9eSGEEEKUWtHR0fj5+bF48WLmzp1732W5RfFn0/+9ZcuWMWbMGGbOnElYWBjTpk0jIiKCqKioPEeTGgwG2rRpg6+vLytWrCAwMJBLly5Zl7EEyyjb5s2b07JlS3777Td8fHw4c+YMHh4egGWlmwMHDvDBBx9Qr149EhMTGTlyJC+++KI1sb7j448/zrFSjouLS+FcCCGEEEKUOsHBwQ+1hLgo3myaNE+dOpVBgwZZp1+ZOXMm69atY+7cubz33nu5ys+dO5eEhAR27dplnUomODg4R5nPP/+coKCgHMs23t3R383NjY0bN+bYZ/r06TRt2pTo6Ogc8wnmtVKOEEIIIYQoe2zWPcNgMLB//35at279dzBqNa1btyYyMjLPfdasWUN4eDjDhg3Dz8+P2rVrM3HixBzzDK5Zs4bGjRvTtWtXfH19adCgAd999919Y0lOTkalUuVosQbLyFUvLy8aNGjA5MmTMRqN960nKyuLlJSUHA8hhBDCVqSVUwiLgngv2CxpvnHjBiaTCT8/vxzb/fz87rmO+Pnz51mxYgUmk4lff/2VDz74gClTpvDpp5/mKDNjxgyqVq3Khg0bGDp0KCNGjGDBggV51pmZmcnYsWN59dVXc4yYHDFiBEuXLmXLli0MGTKEiRMnWteNv5dJkybh5uZmfQQFBeX3cgghhBAF5s5fY9PT020ciRDFw533wp33xqOw2ZRz165dIzAwkF27duVYX/3dd99l27ZteS4FWa1aNeuUIXeWcpw6dSqTJ08mJiYGsKxw07hxY3bt2mXdb8SIEezduzdXC3Z2djZdunThypUrbN269b7TjMydO5chQ4aQmpqaa9nNO7KyssjKyrI+T0lJISgoSKacE0IIUeRiYmJISkrC19cXR0fHHEsjC1FWKIpCeno68fHxuLu7ExAQkKtMsZ9yztvbG41GQ1xcXI7tcXFx9+xHHBAQgFarzbH2eWhoKLGxsRgMBnQ6HQEBAdSsWTPHfqGhofz00085tmVnZ9OtWzcuXbrEH3/88cCkNiwsDKPRyMWLF6levXqeZfR6/T0TaiGEEKIo3fldGh8fb+NIhLA9d3f3xx6nZrOkWafT0ahRIzZv3kynTp0Ay3yGmzdvtq6t/k/Nmzdn8eLFmM1m65Kap0+fJiAgAJ1OZy0TFRWVY7/Tp09TsWJF6/M7CfOZM2fYsmVLvlagOXToEGq1+p5rxAshhBDFiUqlIiAgAF9fX7Kzs20djhA2888G10dl09kzxowZQ9++fWncuDFNmzZl2rRppKWlWWfT6NOnD4GBgUyaNAmAoUOHMn36dEaOHMmbb77JmTNnmDhxIiNGjLDWOXr0aJo1a8bEiRPp1q0be/bsYdasWcyaNQuwJMwvv/wyBw4cYO3atZhMJmsfak9PT3Q6HZGRkezevZuWLVvi4uJCZGQko0ePplevXtap64QQQoiSQKPRFEjCIERZZ9OkuXv37ly/fp0PP/yQ2NhY6tevz/r1662DA6Ojo60tygBBQUFs2LCB0aNHU7duXQIDAxk5ciRjx461lmnSpAkrV65k3LhxfPzxx4SEhDBt2jR69uwJWBY+WbNmDQD169fPEc+WLVt45pln0Ov1LF26lAkTJpCVlUVISAijR49mzJgxhXxFhBBCCCFEcWSzgYBlQX47lgshhBBCCNvIb75m82W0hRBCCCGEKO5kEfRCdKcRXxY5EUIIIYQonu7kaQ/qfCFJcyG6desWgCxyIoQQQghRzN26dQs3N7d7vi59mguR2Wzm2rVruLi4yKTyebiz+Mvly5elz/d9yHXKP7lW+SPXKX/kOuWPXKf8keuUP7a4ToqicOvWLcqVK5djAop/kpbmQqRWqylfvrytwyj2XF1d5QMkH+Q65Z9cq/yR65Q/cp3yR65T/sh1yp+ivk73a2G+QwYCCiGEEEII8QCSNAshhBBCCPEAkjQLm9Hr9YwfPx69Xm/rUIo1uU75J9cqf+Q65Y9cp/yR65Q/cp3ypzhfJxkIKIQQQgghxANIS7MQQgghhBAPIEmzEEIIIYQQDyBJsxBCCCGEEA8gSbMQQgghhBAPIEmzKBSTJk2iSZMmuLi44OvrS6dOnYiKirrvPvPnz0elUuV42NvbF1HEtjNhwoRc512jRo377rN8+XJq1KiBvb09derU4ddffy2iaG0nODg413VSqVQMGzYsz/Jl5X76888/6dChA+XKlUOlUrFq1aocryuKwocffkhAQAAODg60bt2aM2fOPLDer7/+muDgYOzt7QkLC2PPnj2FdAZF437XKTs7m7Fjx1KnTh2cnJwoV64cffr04dq1a/et81Heu8Xdg+6nfv365Trntm3bPrDesnQ/AXl+VqlUKiZPnnzPOkvj/ZSfXCAzM5Nhw4bh5eWFs7MzXbp0IS4u7r71Purn2uOSpFkUim3btjFs2DD++usvNm7cSHZ2Ns899xxpaWn33c/V1ZWYmBjr49KlS0UUsW3VqlUrx3nv2LHjnmV37drFq6++yoABAzh48CCdOnWiU6dOHDt2rAgjLnp79+7NcY02btwIQNeuXe+5T1m4n9LS0qhXrx5ff/11nq//5z//4auvvmLmzJns3r0bJycnIiIiyMzMvGedy5YtY8yYMYwfP54DBw5Qr149IiIiiI+PL6zTKHT3u07p6ekcOHCADz74gAMHDvDzzz8TFRXFiy+++MB6H+a9WxI86H4CaNu2bY5zXrJkyX3rLGv3E5Dj+sTExDB37lxUKhVdunS5b72l7X7KTy4wevRofvnlF5YvX862bdu4du0anTt3vm+9j/K5ViAUIYpAfHy8Aijbtm27Z5l58+Ypbm5uRRdUMTF+/HilXr16+S7frVs35fnnn8+xLSwsTBkyZEgBR1a8jRw5UqlcubJiNpvzfL0s3k+AsnLlSutzs9ms+Pv7K5MnT7ZuS0pKUvR6vbJkyZJ71tO0aVNl2LBh1ucmk0kpV66cMmnSpEKJu6j98zrlZc+ePQqgXLp06Z5lHva9W9LkdZ369u2rdOzY8aHqkftJUTp27Ki0atXqvmVK+/2kKLlzgaSkJEWr1SrLly+3ljl58qQCKJGRkXnW8aifawVBWppFkUhOTgbA09PzvuVSU1OpWLEiQUFBdOzYkePHjxdFeDZ35swZypUrR6VKlejZsyfR0dH3LBsZGUnr1q1zbIuIiCAyMrKwwyw2DAYDP/zwA/3790elUt2zXFm9n+64cOECsbGxOe4XNzc3wsLC7nm/GAwG9u/fn2MftVpN69aty9Q9lpycjEqlwt3d/b7lHua9W1ps3boVX19fqlevztChQ7l58+Y9y8r9BHFxcaxbt44BAwY8sGxpv5/+mQvs37+f7OzsHPdHjRo1qFChwj3vj0f5XCsokjSLQmc2mxk1ahTNmzendu3a9yxXvXp15s6dy+rVq/nhhx8wm800a9aMK1euFGG0RS8sLIz58+ezfv16ZsyYwYULF3jqqae4detWnuVjY2Px8/PLsc3Pz4/Y2NiiCLdYWLVqFUlJSfTr1++eZcrq/XS3O/fEw9wvN27cwGQylel7LDMzk7Fjx/Lqq6/i6up6z3IP+94tDdq2bcvChQvZvHkzn3/+Odu2baNdu3aYTKY8y8v9BAsWLMDFxeWBXQ5K+/2UVy4QGxuLTqfL9eX0fvfHo3yuFRS7Qq1dCGDYsGEcO3bsgX2zwsPDCQ8Ptz5v1qwZoaGhfPvtt3zyySeFHabNtGvXzvpz3bp1CQsLo2LFivz444/5apkoi+bMmUO7du0oV67cPcuU1ftJPJ7s7Gy6deuGoijMmDHjvmXL4nv3lVdesf5cp04d6tatS+XKldm6dSvPPvusDSMrvubOnUvPnj0fOBC5tN9P+c0FijNpaRaFavjw4axdu5YtW7ZQvnz5h9pXq9XSoEEDzp49W0jRFU/u7u5Uq1btnuft7++fa2RxXFwc/v7+RRGezV26dIlNmzYxcODAh9qvLN5Pd+6Jh7lfvL290Wg0ZfIeu5MwX7p0iY0bN963lTkvD3rvlkaVKlXC29v7nudclu8ngO3btxMVFfXQn1dQuu6ne+UC/v7+GAwGkpKScpS/3/3xKJ9rBUWSZlEoFEVh+PDhrFy5kj/++IOQkJCHrsNkMnH06FECAgIKIcLiKzU1lXPnzt3zvMPDw9m8eXOObRs3bszRqlqazZs3D19fX55//vmH2q8s3k8hISH4+/vnuF9SUlLYvXv3Pe8XnU5Ho0aNcuxjNpvZvHlzqb7H7iTMZ86cYdOmTXh5eT10HQ9675ZGV65c4ebNm/c857J6P90xZ84cGjVqRL169R5639JwPz0oF2jUqBFarTbH/REVFUV0dPQ9749H+VwrMIU6zFCUWUOHDlXc3NyUrVu3KjExMdZHenq6tUzv3r2V9957z/r8o48+UjZs2KCcO3dO2b9/v/LKK68o9vb2yvHjx21xCkXmrbfeUrZu3apcuHBB2blzp9K6dWvF29tbiY+PVxQl93XauXOnYmdnp/z3v/9VTp48qYwfP17RarXK0aNHbXUKRcZkMikVKlRQxo4dm+u1sno/3bp1Szl48KBy8OBBBVCmTp2qHDx40Drrw2effaa4u7srq1evVo4cOaJ07NhRCQkJUTIyMqx1tGrVSvnf//5nfb506VJFr9cr8+fPV06cOKEMHjxYcXd3V2JjY4v8/ArK/a6TwWBQXnzxRaV8+fLKoUOHcnxmZWVlWev453V60Hu3JLrfdbp165by9ttvK5GRkcqFCxeUTZs2KQ0bNlSqVq2qZGZmWuso6/fTHcnJyYqjo6MyY8aMPOsoC/dTfnKB119/XalQoYLyxx9/KPv27VPCw8OV8PDwHPVUr15d+fnnn63P8/O5VhgkaRaFAsjzMW/ePGuZFi1aKH379rU+HzVqlFKhQgVFp9Mpfn5+Svv27ZUDBw4UffBFrHv37kpAQICi0+mUwMBApXv37srZs2etr//zOimKovz4449KtWrVFJ1Op9SqVUtZt25dEUdtGxs2bFAAJSoqKtdrZfV+2rJlS57vtTvXwmw2Kx988IHi5+en6PV65dlnn811/SpWrKiMHz8+x7b//e9/1uvXtGlT5a+//iqiMyoc97tOFy5cuOdn1pYtW6x1/PM6Pei9WxLd7zqlp6crzz33nOLj46NotVqlYsWKyqBBg3Ilv2X9frrj22+/VRwcHJSkpKQ86ygL91N+coGMjAzljTfeUDw8PBRHR0flpZdeUmJiYnLVc/c++flcKwyq28EIIYQQQggh7kH6NAshhBBCCPEAkjQLIYQQQgjxAJI0CyGEEEII8QCSNAshhBBCCPEAkjQLIYQQQgjxAJI0CyGEEEII8QCSNAshhBBCCPEAkjQLIYQQQgjxAJI0CyFEGaZSqVi1apWtwxBCiGJPkmYhhCgDJkyYQP369XNtj4mJoV27dkUfkBBClDB2tg5ACCGE7fj7+9s6BCGEKBGkpVkIIYpAWloaffr0wdnZmYCAAKZMmcIzzzzDqFGjgLy7Sbi7uzN//nzr88uXL9OtWzfc3d3x9PSkY8eOXLx40fr61q1badq0KU5OTri7u9O8eXMuXbrE/Pnz+eijjzh8+DAqlQqVSmWt95/HPXr0KK1atcLBwQEvLy8GDx5Mamqq9fV+/frRqVMn/vvf/xIQEICXlxfDhg0jOzs7X9chODiYiRMn0r9/f1xcXKhQoQKzZs3KcQ4qlYqkpCTrtkOHDqFSqaznOn/+fNzd3Vm7di3Vq1fH0dGRl19+mfT0dBYsWEBwcDAeHh6MGDECk8lkreebb76hatWq2Nvb4+fnx8svv5yvmIUQAiRpFkKIIvHOO++wbds2Vq9eze+//87WrVs5cOBAvvfPzs4mIiICFxcXtm/fzs6dO3F2dqZt27YYDAaMRiOdOnWiRYsWHDlyhMjISAYPHoxKpaJ79+689dZb1KpVi5iYGGJiYujevXuuY6SlpREREYGHhwd79+5l+fLlbNq0ieHDh+cot2XLFs6dO8eWLVtYsGAB8+fPz5HcP8iUKVNo3LgxBw8e5I033mDo0KFERUXle3+A9PR0vvrqK5YuXcr69evZunUrL730Er/++iu//vor33//Pd9++y0rVqwAYN++fYwYMYKPP/6YqKgo1q9fz9NPP/1QxxRClG3SPUMIIQpZamoqc+bM4YcffuDZZ58FYMGCBZQvXz7fdSxbtgyz2czs2bNRqVQAzJs3D3d3d7Zu3Urjxo1JTk7mhRdeoHLlygCEhoZa93d2dsbOzu6+3TEWL15MZmYmCxcuxMnJCYDp06fToUMHPv/8c/z8/ADw8PBg+vTpaDQaatSowfPPP8/mzZsZNGhQvs6lffv2vPHGGwCMHTuWL774gi1btlC9evV8X4/s7GxmzJhhPdeXX36Z77//nri4OJydnalZsyYtW7Zky5YtdO/enejoaJycnHjhhRdwcXGhYsWKNGjQIN/HE0IIaWkWQohCdu7cOQwGA2FhYdZtnp6eD5UkHj58mLNnz+Li4oKzszPOzs54enqSmZnJuXPn8PT0pF+/fkRERNChQwe+/PJLYmJiHirOkydPUq9ePWvCDNC8eXPMZnOOluBatWqh0WiszwMCAoiPj8/3cerWrWv9WaVS4e/v/1D7Azg6OloTZgA/Pz+Cg4NxdnbOse1OvW3atKFixYpUqlSJ3r17s2jRItLT0x/qmEKIsk2SZiGEKAZUKhWKouTYdnc/4dTUVBo1asShQ4dyPE6fPk2PHj0AS8tzZGQkzZo1Y9myZVSrVo2//vqrwGPVarW5YjebzQWyv1pt+bV097XIq790XnXcr14XFxcOHDjAkiVLCAgI4MMPP6RevXo5+k4LIcT9SNIshBCFrHLlymi1Wnbv3m3dlpiYyOnTp63PfXx8crQMnzlzJkdLaMOGDTlz5gy+vr5UqVIlx8PNzc1arkGDBowbN45du3ZRu3ZtFi9eDIBOp8sxKC4voaGhHD58mLS0NOu2nTt3olarH6pV/HH4+PgA5LgWhw4dKpC67ezsaN26Nf/5z384cuQIFy9e5I8//iiQuoUQpZ8kzUIIUcicnZ0ZMGAA77zzDn/88QfHjh2jX79+1lZVgFatWjF9+nQOHjzIvn37eP3113O0nPbs2RNvb286duzI9u3buXDhAlu3bmXEiBFcuXKFCxcuMG7cOCIjI7l06RK///47Z86csfZrDg4O5sKFCxw6dIgbN26QlZWVK86ePXtib29P3759OXbsGFu2bOHNN9+kd+/e1v7Mha1KlSoEBQUxYcIEzpw5w7p165gyZcpj17t27Vq++uorDh06xKVLl1i4cCFms7nIvgwIIUo+SZqFEKIITJ48maeeeooOHTrQunVrnnzySRo1amR9fcqUKQQFBfHUU0/Ro0cP3n77bRwdHa2vOzo68ueff1KhQgU6d+5MaGgoAwYMIDMzE1dXVxwdHTl16hRdunShWrVqDB48mGHDhjFkyBAAunTpQtu2bWnZsiU+Pj4sWbIkV4yOjo5s2LCBhIQEmjRpwssvv8yzzz7L9OnTC/8C3abValmyZAmnTp2ibt26fP7553z66aePXa+7uzs///wzrVq1IjQ0lJkzZ7JkyRJq1apVAFELIcoClfLPTnRCCCGKxDPPPEP9+vWZNm2arUMRQgjxANLSLIQQQgghxANI0iyEEKJAbN++3TodXl4PIYQoyaR7hhBCiAKRkZHB1atX7/l6lSpVijAaIYQoWJI0CyGEEEII8QDSPUMIIYQQQogHkKRZCCGEEEKIB5CkWQghhBBCiAeQpFkIIYQQQogHkKRZCCGEEEKIB5CkWQghhBBCiAeQpFkIIYQQQogH+H+zUU4Dv/3LqgAAAABJRU5ErkJggg==", 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", 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"'0.632362425\t0.646069527\t0.644563019\t0.652288258\t0.652249277\t0.653794765\t0.656513691\t0.658397675\t0.658849835\t0.658439457\t0.6628263\t0.66324693\t0.665675163\t0.665383101\t0.666942\t0.667789459\t0.669526219\t0.672213733\t0.67488426\t0.673098385\t0.672254682',\n", + "'0.662635088\t0.666071475\t0.665101111\t0.668241441\t0.668530464\t0.669290125\t0.671252787\t0.671252966\t0.67229712\t0.669917822\t0.671518266\t0.670892537\t0.672462642\t0.672284484\t0.675421596\t0.674261689\t0.675933897\t0.677643955\t0.677686274\t0.678319752\t0.680300832',\n", + "'0\t0.067888938\t0.135964781\t0.202787399\t0.270149976\t0.338199735\t0.407102913\t0.474465847\t0.540312648\t0.60540998\t0.671156526\t0.736992598\t0.802865803\t0.868267655\t0.933401406\t0.998435318\t1.064959288\t1.128917456\t1.193128705\t1.258548379\t1.32306397',\n", + "'0.632362425\t0.646172762\t0.644424856\t0.653081954\t0.653001189\t0.654324949\t0.656577349\t0.658992529\t0.660875022\t0.657860518\t0.662227213\t0.665968537\t0.666214287\t0.666174293\t0.666154802\t0.667183101\t0.669573188\t0.671646357\t0.675661206\t0.672846794\t0.672496378',\n", + "'0.662635088\t0.666213393\t0.665227413\t0.668574989\t0.669841468\t0.669222057\t0.671808004\t0.67377156\t0.674243987\t0.670892775\t0.672814071\t0.674106538\t0.674814463\t0.674769044\t0.677006662\t0.675161004\t0.675853729\t0.678302705\t0.678792119\t0.678619444\t0.680304766',\n", + "'0\t0.008819658\t0.01274098\t0.020200532\t0.031456489\t0.04638955\t0.063070618\t0.080067679\t0.097311743\t0.117912173\t0.137058109\t0.157498628\t0.180144995\t0.202510059\t0.223750502\t0.245753065\t0.269697458\t0.294127285\t0.320770919\t0.346625417\t0.370649546',\n", + "'0.632362425\t0.646172762\t0.644563019\t0.652525365\t0.652523518\t0.653725028\t0.655922771\t0.658698082\t0.659378648\t0.659927666\t0.6614362\t0.663853765\t0.666007638\t0.665988982\t0.664817274\t0.668645084\t0.669044197\t0.671584666\t0.670990586\t0.673787713\t0.672816038',\n", + "'0.662635088\t0.666143596\t0.665101111\t0.668369114\t0.669102788\t0.669614613\t0.671727777\t0.671668172\t0.673689306\t0.67237556\t0.672249138\t0.671323419\t0.672791183\t0.672852397\t0.674561322\t0.67323482\t0.673380494\t0.674248457\t0.676009178\t0.679297268\t0.681100547',\n", + "'0\t0.009130703\t0.012551297\t0.016022382\t0.019523425\t0.02308185\t0.026792318\t0.03054698\t0.034357425\t0.038102295\t0.041975208\t0.045809127\t0.049747575\t0.053633958\t0.05754479\t0.061483871\t0.065502152\t0.069562636\t0.073587656\t0.07768511\t0.081888981']\n", "\n", - "dataset='Junyi'\n", + "dataset='Assistment'\n", "stg='MFI'\n", + "draw(matrix[0],matrix[3],matrix[6],'ACC',dataset,stg,'question_nums',Y4=matrix[9])\n", + "draw(matrix[1],matrix[4],matrix[7],'AUC',dataset,stg,'question_nums',Y4=matrix[10])\n", + "draw(matrix[2],matrix[5],matrix[8],'Time',dataset,stg,'Time',Y4=matrix[11])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "matrix = ['0.584806681\t0.602517247\t0.637088001\t0.6720469\t0.704297185\t0.733481705\t0.759352803\t0.784405231\t0.804532409\t0.813421488\t0.824444473\t0.837267995\t0.838254988\t0.848931491\t0.852530956\t0.855508566\t0.85771364\t0.860074937\t0.861531615\t0.865651011\t0.866122723',\n", + "'0.706048191\t0.707743585\t0.710925162\t0.714518428\t0.716999292\t0.718899131\t0.721063018\t0.723703742\t0.724972427\t0.725895584\t0.727624893\t0.727101862\t0.725075781\t0.725616038\t0.726116955\t0.72606045\t0.726865172\t0.727198005\t0.727070212\t0.725883543\t0.725289285',\n", + "'0\t0.002361174\t0.004661522\t0.00697826\t0.009248043\t0.011502564\t0.013761957\t0.016031479\t0.018316479\t0.020600565\t0.022872003\t0.02511226\t0.027368084\t0.029638693\t0.031884912\t0.034132957\t0.036387607\t0.038630348\t0.040950216\t0.043252997\t0.045505349',\n", + "'0.584806681\t0.612924159\t0.648385465\t0.679729939\t0.71156013\t0.742412329\t0.754356563\t0.775861323\t0.792676032\t0.806333542\t0.819480956\t0.824542344\t0.836038649\t0.847514749\t0.850317419\t0.856026053\t0.859071255\t0.863090098\t0.864902854\t0.865334213\t0.867461562',\n", + "'0.706048191\t0.70911324\t0.713038087\t0.716546416\t0.720675945\t0.723574102\t0.724517345\t0.726291656\t0.727382481\t0.728657186\t0.730323434\t0.729639888\t0.731030405\t0.732032001\t0.732549429\t0.732845366\t0.733380914\t0.733444393\t0.733265519\t0.732266784\t0.732333004',\n", + "'0\t0.22285834\t0.454200178\t0.684230387\t0.914005876\t1.144719839\t1.375399709\t1.603747845\t1.834196687\t2.061384678\t2.289655685\t2.515102148\t2.740694046\t2.965771198\t3.197349548\t3.423957586\t3.648108482\t3.872020245\t4.097218513\t4.322745323\t4.54475069',\n", + "'0.584806681\t0.624846518\t0.661872387\t0.693216503\t0.724286973\t0.749940395\t0.773918509\t0.798457503\t0.805766404\t0.814329982\t0.827722609\t0.836379588\t0.841786444\t0.846613407\t0.848608196\t0.85267508\t0.855452895\t0.860399008\t0.859911799\t0.861252189\t0.864971101',\n", + "'0.706048191\t0.710237443\t0.714283407\t0.717704117\t0.719984233\t0.721989572\t0.724424183\t0.725866497\t0.726292789\t0.727562964\t0.728826165\t0.729064584\t0.729761124\t0.730595708\t0.731033981\t0.73148793\t0.73169899\t0.731651545\t0.732099295\t0.731544971\t0.731443405',\n", + "'0\t0.011744479\t0.019286521\t0.028463954\t0.040309824\t0.053669743\t0.066940211\t0.080635786\t0.095385306\t0.10983374\t0.124406606\t0.139496267\t0.154816613\t0.170295134\t0.186140686\t0.202171952\t0.218014136\t0.234023467\t0.250121236\t0.266013205\t0.281890303']\n", + "\n", + "dataset='Junyi'\n", + "stg='KLI'\n", + "draw(matrix[0],matrix[3],matrix[6],'ACC',dataset,stg,'question_nums')\n", + "draw(matrix[1],matrix[4],matrix[7],'AUC',dataset,stg,'question_nums')\n", + "draw(matrix[2],matrix[5],matrix[8],'Time',dataset,stg,'Time')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iYGE30GZC17eg5zt39+nyIfxPdV5xxDZQbjcRsHKE5sOh9RjwaGacuiuhkuY1CcQPSQKxEEIIIR5Yfg78rzcknAPfLjBmPZiYFn9sWhycXganfoLU6Lvba7WC1mOh6RCwkgzydyQQlzEJxEIIIYR4YL+/BieWqPOEX94P9sWvu1CIXg9Xd8PJn+DSH6DPV7eb20CTweqNeLXbgkZTlpVXShKIy5gEYiGEEEI8kHOrYPULgAaeXQP1ez74ObKS4MxyNRwnhd7d7tpQnU7RfATYOpdayZWdBOIyJoFYCCGEECWWHAnfdb09b/hN6PmIrV4VBWKOwskf4fwaKLh9052pBTR8Qg3HdbuBSfXunyCBuIxJIBZCCCFEieTnwv+C1XnDPp3VecOmpbgURG6aOvp88ie4cfrudicfaP0stBwNDrVK73qViATiMiaBWAghhBAl8kcIHF8ENi7qvGEHz7K71o0zajA++xvkpanbNCbg31cdNfbvU7phvIKTQFzGJBALIYQQ4h+dXw2rngc08Mxq8OtVPtfVZsOlDWr7tuiDd7fbeaiLfrR+FmrWK59ajEgCcRmTQCyEEEKIv5UcCd91A20GdHkDer1rnDqSwtVR49PLIDvp7nafztB0MDR6EuxcjVNbGZNAXMYkEAshhBDivvJzYVFviD8LdTrC2N+NP1WhQAthm9VR48idwO0IqDGBul2hySBoOKBKdamQQFzGJBALIYQQ4r42vg7H/gc2zrfnDVewm9pSY+DCGriwFq6furtdYwr1ut8Ox/3BpqbRSiwNEojLmARiIYQQQhTr/BpYNU59Pno1+Acbt55/knJVDcYX1qoj2neYmKm9kpsMggaPg7WT0Up8WBKIy5gEYiGEEEIUce+84c4hEPy+sSt6MMmRt0eO10HC+bvbTS2gfq/b4bhfpVkyWgJxGZNALIQQQohCCvLUecM3zkCdDjD2D+PPG34UiWFwcZ064p146e52U0vw762G44C+YGlvtBL/iQTiMiaBWAghhBCFbHoTji4E65rqvGFHL2NXVHpuXlJHjS+sgaSwu9vNrG6H48FqOLawNVqJxZFAXMYkEAshhBDC4MI6+G2s+nz0KjUkVkWKAjcvqvONz6+BlMi7+8ys1VDcdDD49QYLG+PVeZsE4jImgVgIIYQQAKRcUecN56VD56kQ/IGxKyofigLx527fkLcGbl27u8/cFho8pk6r8OsN5lZGKVECcRmTQCyEEEIIdd5wH7hxGrzbw3MbK/e84YelKOqvwZ1uFanRd/dZ2Ks34jUZpK7UZ2ZZbmVJIC5jEoiFEEIIwaa34Oh3t+cN7wPH2sauyPgUBeJO3u1WkR57d5+lAzR+Ep6cBxpNmZdS0rxWDf8JI4QQQghRCi6uV8MwwKDvJAzfodFA7UD10ftjiDt+e+R4HWRch/Qb5RKGH4QEYiGEEEKIB5VyFda/oj7vNAUC+hi3norKxAS826mPPv+G2KPqUtEVjARiIYQQQogHUZCnrkSXlwbeQdDzXWNXVDmYmECd9sauolgVL6ILIYQQQlRk296D66fAugYMXQym5sauSDwiCcRCCCGEECV16Xc4skB9PnCBzBuuIiQQCyGEEEKUxK1rsG6S+rzjq2qfXVElSCAWQgghhPgnBVr47fa84drtoNd7xq5IlCIJxEIIIYQQ/2T7+3D9JFg5ybzhKkgCsRBCCCHE37n0Bxz+Rn0+aAE4eRu3HlHqJBALIYQQQtzPrShYP1F93mGyugSxqHIkEAshhBBCFKdAq/Ybzk2D2m0h+ANjVyTKiARiIYQQQojibP8A4k7IvOFqQAKxEEIIIcRfXd4Ih+erzwd+C051jFuPKFMSiIUQQggh7nUrCtZNUJ93mAwNHzduPaLMSSAWQgghhLijQAurnlfnDXsFQq/3jV1RlZGdn826iHXsjd1r7FKKMDN2AUIIIYQQFcaODyHuOFg5wtAlYGZh7IoqNUVROJN4hnUR69h8dTPZBdm0cG1B19pdjV1aIRKIhRBCCCEAQjfDoXnq84HfQg0f49ZTiSXnJPPHlT9YE76GK2lXDNu97b3pVrsbekWPiabiTFSQQCyEEEIIkXAR1r6sPm8/ERr2N249lVCBvoADcQdYG7GWPTF7KFAKALAytaKPbx8G+Q0i0D0QjUZj5EqLkkAshBBCiOotciesHAt56eq84eAPjV1RpRKVHsXa8LVsiNxAYk6iYXtzl+YM9B9IP99+2FnYGbHCfyaBWAghhBDV18mf4I+poC+AOh1hxFKZN1wC2fnZbIvaxprwNZy8edKwvYZlDQbUH8BAv4H41/A3YoUPRgKxEEIIIaofvR52fgz756ivmz0NT80DM0vj1lWBKYrC2aSzrA1fy5ZrW8jKzwLARGNCp1qdGOQ/iO61u2NeCRcwkUAshBBCiOolP1ftM3xhjfq661vQ422ogHNbK4I7N8itDV9LZFqkYbu3vTeD/AYxoP4APGw9jFjho6sQt/fNnz8fX19frKysCAoK4ujRo397fGpqKpMmTcLT0xNLS0sCAgLYtGmTYb+vry8ajabIY9KkSYZjcnNzmTRpEs7OztjZ2TFkyBASEhLK7DMKIYQQogLISoafnlLDsIkZPPUN9HxHwvBfFOgL2Bu7l9d2vUbwb8F8fvxzItMisTK14sn6T7K472I2DtrI+ObjK30YhgowQrxixQpCQkJYsGABQUFBzJ07l759+xIaGoqbm1uR47VaLb1798bNzY1Vq1bh5eVFVFQUTk5OhmOOHTuGTqczvD5//jy9e/dm2LBhhm1Tp05l48aN/Pbbbzg6OjJ58mQGDx7MgQMHyvTzCiGEEMJIkiNh6VBIuQKWjjD8Z6jXDYAMbQZzTszBTGNGQM0AAmoE4O/kj425jZGLLl/R6dGsjVjLhogN3My5adjezKUZA/0G0q9uP+wt7I1YYdnQKIqiGLOAoKAg2rZty7x5at8/vV6Pt7c3r7zyCtOnTy9y/IIFC5g9ezaXL1/G3Lxkc1Ree+01/vjjD8LDw9FoNKSlpeHq6sqyZcsYOnQoAJcvX6ZRo0YcOnSI9u3bFzlHXl4eeXl5htfp6el4e3uTlpaGg4PDw3x0IYQQQpSXqEOwfCTk3AKnOjB6Fbg2MOz+5PAnrAhdUegtGjR423sTUCOg0MPL3qtC9dB9VNn52WyP3s6a8DWcSDhh2F7DsgZP1H+CQX6DKtUNcvdKT0/H0dHxH/OaUUeItVotJ06cYMaMGYZtJiYmBAcHc+jQoWLfs2HDBjp06MCkSZNYv349rq6ujBo1imnTpmFqalrsNX755RdCQkIMfe9OnDhBfn4+wcHBhuMaNmxInTp17huIZ82axYcfShsWIYQQotI5t0qdM6zTqm3VRi4Hu7vfQl9KvsRvYb8BMMR/CPFZ8YTdCiMxJ5HojGiiM6LZHr3dcLyNmQ3+NfwLhWT/Gv6VauRUURTOJZ1jTfiaIjfIdazVkcH+gyvtDXIPw6iBOCkpCZ1Oh7u7e6Ht7u7uXL58udj3XLlyhZ07dzJ69Gg2bdpEREQEEydOJD8/n/ffL7re+Lp160hNTeW5554zbIuPj8fCwqLQNIs7142Pjy/2ujNmzCAkJMTw+s4IsRBCCCEqKEWBfZ/Dzk/U1w2fgMHfg4XNPYcozDwyE72i5zHfx/ig4weGfSm5KYTdCiMsJUz9eSuMyNRIsguyOZN4hjOJZwpdzsvOq0hQrmNfB1OTogN2ZSU7P5uU3BSSc5NJyVF/Juck392Wm0JyTjJJOUmka9MN76ttV5tB/oN4sv6TVWJO8IMy+hziB6XX63Fzc2PhwoWYmpoSGBhIXFwcs2fPLjYQL1q0iH79+lGrVq1Huq6lpSWWltKKRQghhKgUdPnw+2tw+hf1dYfJ0Psj+Es4/ePKH5xOPI21mTWvt3m90L6aVjVp79me9p53vzku0BcQlR5lCMh3HvFZ8cRlxhGXGcfumN2G461MrfBz8jPMS77zcLR0LNHHUBSFdG06yTnJari9X9C9vS2nIKfEv0RWplb09unNIH91BbmqNA3kQRk1ELu4uGBqalqku0NCQgIeHsX/68TT0xNzc/NC0yMaNWpEfHw8Wq0WC4u7zbSjoqLYvn07a9asKXQODw8PtFotqamphUaJ/+66QgghhKgkclJh5Ri4ugc0JvD4bGj7YpHDMrWZfHH8CwBeav5SiUZGzUzMqO9Un/pO9elXt59he1pemiEch98KN/zM1eVyPvk855PPFzqPu427IRx723uToc0whFtD0L39884SyCVlZWqFs7UzNa1q4mzlTE1r9ee925ytnfG09ax2Nw3ej1EDsYWFBYGBgezYsYOBAwcC6gjwjh07mDx5crHv6dSpE8uWLUOv12Niov5LJiwsDE9Pz0JhGGDJkiW4ubnRv3/h9cgDAwMxNzdnx44dDBkyBIDQ0FCio6Pp0KFDKX9KIYQQQpSbW1Gw7GlIvAzmtjDsBwjoU+yh3575luTcZHwcfBjTeMwjXdbR0pG2Hm1p69HWsE2n1xGTEVNkNDkuM46E7AQSshPYF7evROe3t7BXw61VTZytnYsEXWeru9tszGwM902JkjH6lImQkBDGjh1LmzZtaNeuHXPnziUrK4tx48YBMGbMGLy8vJg1axYAEyZMYN68eUyZMoVXXnmF8PBwZs6cyauvvlrovHq9niVLljB27FjMzAp/TEdHR1544QVCQkKoWbMmDg4OvPLKK3To0KHYG+qEEEIIUQnEnYBlIyDrJth7wqiV4Nm82EMjbkWw9NJSAGa0m4GFaekv12xqYoqvoy++jr708b0byjO0GUSkRhjmJl/Puo6jpeP9A6+Vc7W5uc1YjB6Ihw8fTmJiIu+99x7x8fG0bNmSLVu2GG60i46ONowEA3h7e7N161amTp1K8+bN8fLyYsqUKUybNq3Qebdv3050dDTPP/98sdf98ssvMTExYciQIeTl5dG3b1+++eabsvugQgghhCg7l/6A1S9CQQ64N4NRK8DRq9hDFUVh1tFZ6BQdPb170smrU7mWam9hTyu3VrRya1Wu1xX3Z/Q+xJVVSfvaCSGEEKIMKQoc/ha2vg0o4BesTpOwvH8LtC3XtvDmnjexNLVk3VPrqG1fu9zKFeWrUvQhFkIIIYR4aLoC2DoDji5UX7d5HvrNBtP7x5vs/Gw+P/Y5AC80fUHCsAAkEAshhBCiMsrLhFXPQ/hW9XXvj6HjK/APN5N9f+57ErIT8LLzYlzTceVQqKgMJBALIYQQonJJv6F2kog/C2ZWMHghNH7qH992Le0aP1z4AYC32r6FlZlVGRcqKgsJxEIIIYSoPOLPq2E4PQ5sXNRlmL3b/uPbFEXh02OfUqAvoJNXJ3p49yiHYkVlIYFYCCGEEJVDxHZY+RxoM8AlQG2rVrNuid66O2Y3B+IOYGZixvS206VPryhEArEQQgghKr7jS2Dj66DowLcLDP8ZrGuU6K25Bbl8duwzAJ5r8hy+jr5lWKiojCQQCyGEEKLi0uthxwdw4Cv1dYuRMOC/YFbyhTSWnF9CXGYc7jbujG82vmzqFJWaBGIhhBBCVEz5ObD2Zbi4Tn3d/W3o9tY/dpK4V2xGLIvOLwLgjbZvYGNuUwaFispOArEQQgghindskdrj18RMXejC0uH2T/u7r63+us0eLB3vPje3fqAAa5CVBL+OhNijYGIOT82HFsMf+DSzj80mT5dHO4929PXp++B1iGpBArEQQgghCtPrYdu7cGjeo59LY/oP4dmhaNA2MVMX3Lh1DaycYMRS8O38wJfeH7efnTE7MdWYMqPdDLmRTtyXBGIhhBBC3FWQB+smwPnV6uvuM6B2W8jLuP1IL/o8995t9+xDUW+Cy01VH2kPWEsNXxj1G7gGPPDH0Oq0fHr0UwBGNRqFXw2/Bz6HqD4kEAshhBBClZMKK56Ba/vUUdqn5kOLEQ93Lr0e8rMKh+TctOKDc14xgdrFH/rPAVuXh7r8zxd/Jio9CmcrZya0mPBwn0FUGxKIhRBCCAFpsbB0GNy8CBb2aluz+o+weIWJyd0pEOUsPiue785+B0BImxDsLcq/BlG5SCAWQgghqruEC/DLUMi4DnYeMPo38Gxu7Koe2pzjc8gpyKGla0ueqPeEscsRlYAEYiGEEKI6u7oXlj8DeWng0gCeWQVOdYxd1UM7euMom69txkRjwjvt38FEY2LskkQlIIFYCCGEqK7OrVJvoNNpoU5HtZuDTU1jV/XQ8vX5zDo6C4BhAcNoWLOhkSsSlYUEYiGEEKK6URS1pdqf/1JfN34KBi0Ecyvj1vWIll9eTkRqBE6WTrzS6hVjlyMqEQnEQgghRHWi18HWd+DIt+rroJeh70wwMTVuXY8oKSeJb05/A8CU1lNwtHQ0ckWiMpFALIQQQlQX+bmw9iW4uF593ecT6DD54VaSq2C+PPElmfmZNHFuwiC/QcYuR1QyEoiFEKKMFOgLMDORP2ZFBZGdAstHQ/RBdSnkQQug2VBjV1UqTt88zYbIDQC8HfQ2ppV8tFuUP7n1UgghysCXJ76k7S9tee/AeyRmJxq7HFHdpUbD4sfUMGzpCM+uqTJhWKfXMfPITAAG+Q2iuWvlbRcnjEcCsRBClLLfwn5j8fnFFCgFrI1YS/+1/fn+7PfkFuQauzRRHcWfg//1hqRQsK8Fz2+Gul2NXVWpWR2+mkspl7A3t2dK6ynGLkdUUhKIhRCiFB2LP8bMw+po1dMBT9PMpRk5BTn899R/eXLdk2y+uhlFUYxcpag2InfB4n6QGQ+ujeDFbeDexNhVlZpbubf46uRXAExqNQlna2cjVyQqKwnEQghRSmIyYgjZHUKBUkA/3378q/2/+OXxX5jVZRbuNu7cyLrBW3vf4tnNz3I28ayxyxVV3ZkVsHQoaDPAtws8vwUcaxu7qlL131P/JV2bTkCNAIY3GG7sckQlJoFYCCFKQaY2k1d3vkpqXipNnJvwUaeP0Gg0mGhMeKLeE/w+6HcmtpyItZk1ZxLPMHrTaKbvm058VryxSxdVjaLAvjlqNwl9ATQZDM+sBmsnY1dWqi4kXWB12GpAvZFObmAVj0ICsRBCPCKdXsf0fdOJSI3A1dqVr3p8hZVZ4QUOrM2smdBiAr8P/J0n6z8JwMYrGxmwdgDzTs0jOz/bGKU/ssspl/nk8Cf0+q0XL/75IgevH5QpIcak18GmN2DHh+rrDpNhyCIwszRuXaVMr+iZeWQmCgr96/Un0D3Q2CWJSk6jyJ9cDyU9PR1HR0fS0tJwcHAwdjlCCCOac2IOS84vwdLUkiV9l9DMtdk/vudC0gX+c+w/nLx5EgA3azdebf0qA+oPwERTsccqsvKz2Hx1M6vCVnEh+UKR/Y2dG/NC0xfoVaeXtL8qT/k5sPpFuPwHoIHHZkH7CcauqkysDV/Lewffw8bMht8H/Y6bjZuxSxIVVEnzmgTihySBWAgBsCFyA+/sfweAz7p8xuP1Hi/xexVFYVvUNuacmENcZhyghsm32r5V4Ua8FEXhQvIFVoWtYtPVTeQU5ABgZmJGcJ1g+tfrz5EbR1gdvtqwz9fBl+ebPs8T9Z7A3NTcmOVXfdkpsGw4xB4FU0sY/B00qZqLU6Rr0xmwdgApuSm8Hvg6zzV9ztgliQpMAnEZk0AshDh98zTPb32efH0+45uN59XWrz7UefJ0eSy9tJSFZxeSlZ8FQG+f3oQEhlDb3rg3QWVoM9h4ZSOrwlYReivUsN3XwZehAUMZUH8ANa1qGrbfyr3FssvLWHZpGenadADcbNwY23gsQwOGYmNuU+6focq7dQ1+GQrJ4WDlCCOXg09HY1dVZj49+ilLLy2lrmNdVg9YLf/YEn9LAnEZk0AsRPV2I/MGIzaOICU3hZ7ePfmyx5ePPNUhKSeJ+afnsyZ8DXpFj7mJOc80foaXmr2EnYVdKVX+zxRF4UziGX4L+40/r/1Jrk7tn2xhYkEf3z4M8R9CoHsgmr9Z7jcrP4tVYav46cJP3My5CYCjpSOjGo5iVMNROFk5lcdHqfqun4alwyDrJjjUVm+ec2to7KrKTGhKKE//8TR6Rc93vb+jY62qG/xF6ZBAXMYkEAtRfWXnZzN2y1gup1wmoEYAP/f7uVRHPkNTQpl9fDZHbhwBoKZVTSa3msxgv8FlOic3LS+N3yN/Z1XYKiLTIg3b/Zz8GBowlCfqPYGjpeMDnVOr0/J75O8sPr+Y6IxoQL3BcGjAUMY0HoOHrUepfoZqJWI7rBwL2kxwbwqjV4GDp7GrKjOKovDcluc4efMkvX16M6f7HGOXJCoBCcRlTAKxENWTXtHzxp432Ba1jZpWNfm1/6/UsqtV6tdRFIU9sXv44vgXXEu/BoB/DX/eavsW7T3bl+p1jiccZ3X4arZd24ZWrwXAytSKx+o+xhD/IbRwbfG3o8ElodPr2Ba9jcXnFnMp5RKgzj8eUG8A45qOo65j3Uf+LOUhOz+b0zdPA9DWo63xvq4/tRR+f1Vtq1a3Gwz/WZ0uUYVtvLKR6fumY2VqxYaBG/C0q7rhX5QeCcRlTAKxENXTvFPz+O7sd5ibmLOo7yJaubUq0+vl6/JZEbqCb898a5iT2712d15v8zq+jr4Pfd6U3BQ2RGxgdfhqQ+AGaFizIUP9h/J4vcext7B/xOqLUhSFg9cP8r9z/+N4wnEANGgI9gnmhWYv0MS5Yq2ilpWfxambpzgWf4zj8ce5kHwBnaIDwN7Cnp7ePXms7mMEeQZhblIO4VhRYO/nsOsT9XWzp+Gp+WBmUfbXNqKs/CwGrB1AYk4ir7R6hZeav2TskkQlIYG4jEkgFqL62XJ1C2/ufROAjzt9zEC/geV27dTcVL498y0rQlegU3SYacwY0XAEL7d4ucTTGPSKniM3jrAqbBU7Y3ZSoC8AwMbMhn51+zEsYBiNnRs/8mhwSZ2+eZpF5xexO2a3YVsHzw682OxF2nq0Lbc67pWpzeTkzZMcTzjO8fjjXEy+aAjAd9SyrYVWryUpJ8mwzdHSkeA6wfTx7UM7j3Zls0iErgA2vQ4nflBfd54KPd8Dk4rdpq80zDk+hyUXluBt783ap9ZiaVq1+iqLsiOBuIxJIBaiermQdIGxW8aSp8vjuSbP8Xqb141Sx5W0K3xx/Av2xu4F1CA2ocUEnm7w9H1HKBOzE1kfuZ7VYauJzYw1bG/q3JShAUN5rO5j2Jrblkv9xQm/Fc6S80vYdHWTIXw2c2nGC81eoId3jzLty5yhzeDUzVMcjz/OsfhjXEy5iF7RFzrGy86LNu5taOvRljYebfCy80Kn13Hy5km2XtvKtqhtpOSmGI6vYVmDYJ9g+vr2pY17m9KZ951+A/54DcK2ABp4fDa0G//o560ErqRdYcj6IRQoBczvNZ+utbsauyRRiUggLmMSiIWoPm5m32TkHyO5mXOTLl5d+Lrn10ZfcOJg3EFmH59NRGoEAHUd6/JGmzfo4tUFjUaDTq/j4PWDrA5fze6Y3YagaWduxxP1nmBowFAa1GxgxE9QVFxmHD+c/4G1EWvJ0+UBUM+xHs83fZ7H6z1eKlMS0rXpnEq4PQUi4TiXUi4VCcC17WrT1qOtGoDd2/zjXNUCfQEnEk6w9dpWtkdt51beLcM+Zytngn2Cecz3MVq5tXrw3zeZN2H/XDi+CApywcwKhvwPGg14sPNUUoqi8NK2lzh84zDdandjXq95xi5JVDISiMuYBGIhqofcglzGbRnH+eTz1Heszy+P/1KuLdD+ToG+gDXha5h3ap4hhHXw7EALtxasj1jPjawbhmNburZkaMBQ+vj2wdrM2lgll0hSThLLLi1j+eXlZORnAOBp68nYJmMZ7D/4gepP16ZzMuEkx+KPcSz+GKG3QosE4Dr2dWjj0cYwCvwonS8K9AUcjT9qCMd35n0DuFq70se3D319+9LCtcXfj3xnJcOBuXD0e7i90AneQerqc14Va9GWsrQ9ajtTd0/F3MSc9U+tx9vB29gliUpGAnEZk0AsRNWnKArT9k1j89XNOFo68uvjv1bIv5DTtel8f/Z7frn0i2FeMICDhQNP1n+SIf5D8KvhZ8QKH06GNoOVoSv5+eLPJOcmA+p0hNGNRjOi4Yhi506n5aVxIuGEYQ7w5ZTLKBT+a87HwYc27m0MIbisWr/l6/M5fP0wW69tZWf0TkO4B3C3caePbx8e832MZi7N7s6Xzk6BQ/PgyHdqOzVQA3CPd6B+TzDCvGpjySnI4al1T3Ej6wYvNX+JV1q9YuySRCUkgbiMSSAWour7/uz3/PfUfzHTmPFd7+9o59nO2CX9rZj0GBacXUBqXir96vajt0/vKnHzUW5BLusj1rPkwhLDEte2JhY8beHBwHwzrno24ri1NceTzxOaElokAPs6+NLGow1t3dU5wG42buX+GbQ6LYeuH1LDccxOw4qEoN6k16d2Vx5LTaHxyRVotLeDs2cLNQj796lWQfiOr099zcKzC/G09WT9wPUV/psNUTFJIC5jEoiFqNp2RO3gtd2vAfBu+3d5usHTxi2oOtLrICkcrp+C6ycpiDvB1vQIFjlYE25x/zZjdR3qGm6Aa+PeBlcb13Is+p/l6fI4EHeALde2sDtmNzl3pkQAtfPz6Ystj7V6mQatXkBTDTpIFCc6PZqB6weSr89nTvc59PbpbeySRCVV0rxWBn1hhBCicgtNCWXG/hkAjGw4UsJweVAUuHUV4k7eDsCn4MaZu9MGUP/C6g88roV9tbz5n0UBp7TJ1NOb0DYzjTa5ebTJzcXFVgeO7cCxAVSwMAxgaWpJT/d29Iw6TW7sTfZrctlia8NeW1tizc1ZhJZF5/+LT/R6+vr2pa9vX/yd/I3Shq68peWlsT9uPz9f/Jl8fT4dPDsQXCfY2GWJasDoI8Tz589n9uzZxMfH06JFC77++mvatbv/15Kpqam88847rFmzhpSUFHx8fJg7dy6PP/644Zi4uDimTZvG5s2byc7Oxs/PjyVLltCmTRsAnnvuOX788cdC5+3bty9btmwpcd0yQixE1ZSck8zIjSO5kXWD9p7t+Tb427LpKVudKQqkx6mh994AnJta9FhzW3XqQK1W4NVa/VmjrqH3br4+H3ONmRqeT/0C534rfB6fztBqNDR+CiyM11rOQJutdozYPxeyb/cxdvaH7tPJDniMvTf28+e1P9kbu9fQaQPUbht9ffvSrXY3GtZsaPQuJ6UpJj2GXTG72B27m5MJJw0dUSxNLVk5YCX1HOsZuUJRmVWKKRMrVqxgzJgxLFiwgKCgIObOnctvv/1GaGgobm5F53hptVo6deqEm5sbb7/9Nl5eXkRFReHk5ESLFi0AuHXrFq1ataJHjx5MmDABV1dXwsPDqV+/PvXr1wfUQJyQkMCSJUsM57a0tKRGjRolrl0CsRBVj1an5cU/X+TUzVP4OPiw9PGlJV70QvyNzES4frJwAM66WfQ4UwvwaAa1Wt8NwC4B8CDhLz8XQjeqSxtH7oQ784kt7KDJIGj1LHi3K/85ufm5cGIJ7Jtz97PXqAvdp0OzYUU+Y3Z+NrtjdrP12lb2x+03LKkNYG9uT6BHIEEeQbT1aIt/Df8y7dVc2nR6HeeSzqkhOGY3V9KuFNrv5+RHt9rdGFB/APWd6hunSFFlVIpAHBQURNu2bZk3T+0rqNfr8fb25pVXXmH69OlFjl+wYAGzZ8/m8uXLmJsX349y+vTpHDhwgH379t33us899xypqamsW7fuoWuXQCxE1aIoCu8dfI91EeuwN7fnl/6/yMjUw8i5BddP3xOAT0F6bNHjNKbg1hi8Wqnht1Zr9XVpLkGcFgtnflXD8a2rd7c7+6ujxs1HgMPf9xh+ZAV5cPIn2PcFZNxug+dUB7pNU69v+s/fPmRqM9kVs4ttUds4Hn+8ULcKUDtvtPFoowZkz7bUdahb4aZXZOdnc+j6IXbF7GJv7N5CvZpNNaa0cW9DN+9udK/dvUJ2chGVV4UPxFqtFhsbG1atWsXAgQMN28eOHUtqairr168v8p7HH3+cmjVrYmNjw/r163F1dWXUqFFMmzYNU1P1X9eNGzemb9++xMbGsmfPHry8vJg4cSLjx99d0ee5555j3bp1WFhYUKNGDXr27Mknn3yCs7PzfevNy8sjL+/u11fp6el4e3tLIBaiivjxwo98fvxzTDQmfNPrGzp5dTJ2SZVH/Hk4/A1EH4KUK8UcoFFHeu+d9uDRDMzLqWuAokDUQTi9FC6shfzs22WZgF8wtHoGAvqVbhgv0KrX2/v53X8QONSGrm9Ay9EPfS2dXsfllMsciT/C0fijnEw4WeimPFD7Hbf1aEuQpzqCXNuutlECcnxWPHtj97IrZhdHbxwtMsrduXZnutfuTievTvJNjCgzFT4QX79+HS8vLw4ePEiHDh0M29966y327NnDkSNHirynYcOGXLt2jdGjRzNx4kQiIiKYOHEir776Ku+//z4AVlZWAISEhDBs2DCOHTvGlClTWLBgAWPHjgVg+fLl2NjYULduXSIjI3n77bexs7Pj0KFDhmD9Vx988AEffvhhke0SiIWo/PbG7uWVna+gV/RMazuNZxo/Y+ySKofEUNg9Sw2Z96rhW3jag0dzsKogf07mZcCFdep845jDd7db14Tmw9WRY49mD39+XQGcXQ57PoPUaHWbvSd0eR1ajwGz0m2Dl6/P50LSBY7cOMKx+GOcunmqUPAEta3bvQG5rPouK4rCpZRL7InZw66YXVxKuVRov5edFz28e9Dduzut3VuXysqDQvyTKhmIAwICyM3N5erVq4bgOmfOHGbPns2NG+pXURYWFrRp04aDBw8a3vfqq69y7NgxDh06VGwtV65coX79+mzfvp1evXoVe4yMEAtRNUWmRvLMpmfIzM9kiP8Q3u/wfoX7urnCSY5UA9+53+DOqm9NBqsjrbVagU1N49ZXUknh6ijumeV3pzOAehNfy2eg2dCSfxa9Tv312PPZ3VFyWzfoEgKBz5XbaHieLo+ziWcNAfls4lkKlIJCx/g4+KgB2SOINh5tcLF2eejraXVajsYfZXfMbnbH7CYhO8GwT4OG5q7N6e7dne61u1Pfqb78vyXKXYVvu+bi4oKpqSkJCQmFtickJODhUfy/Xj09PTE3Ny80ituoUSPi4+PRarVYWFjg6elJ48aNC72vUaNGrF69+r611KtXDxcXFyIiIu4biC0tLbG0rPwN7oUQd6XmpvLKzlfIzM+ktVtr3gl6R/7C/ju3omDvf+D0r3C7EwANn4Aeb4N7E+PW9jBc/CH4A+jxL/UGvNO/wOVNaseKG2fgz3egYX81HNfvUfzNfXo9XFgDuz+F5HB1m40zdJ4KbV4AC5ty/UiWppa09WhLW4+2gDp39/TN0xyJVwPyheQLRKVHEZUexaqwVYB6E9u9Afmfpi+k5KawL3Yfu2N2c+D6gUJTNqzNrOng2YHu3t3pWrsrztb3n4ooREVitEBsYWFBYGAgO3bsMMwh1uv17Nixg8mTJxf7nk6dOrFs2TL0ej0mt1vuhIWF4enpicXtJu2dOnUiNDS00PvCwsLw8fG5by2xsbEkJyfj6VnGN1cIISqMfH0+IXtCiMmIwcvOiy97fIm5qXyFW6z06+pc2JM/gT5f3ebfRw3CtVoZt7bSYGoGAX3UR1ayOtJ76hdIOKdOB7mwFhy8oMUIdf6vc301CF/aoAbhxNtTA6xrQMdXod1LYGln3M90m425DR29OtLRqyOgLod9IuEER+OPcvTGUUJvhRKRGkFEagS/Xv4VDRoa1mxomGLR2q01tua2XE2/ahgFPn3zdKHVAN2s3dQb4ry7086jHVZmVsb5sEI8AqO3XRs7dizfffcd7dq1Y+7cuaxcuZLLly/j7u7OmDFj8PLyYtasWQDExMTQpEkTxo4dyyuvvEJ4eDjPP/88r776Ku+88w4Ax44do2PHjnz44Yc8/fTTHD16lPHjx7Nw4UJGjx5NZmYmH374IUOGDMHDw4PIyEjeeustMjIyOHfuXIlHgaXLhBCVl6IofHz4Y34L+w0bMxt+fvxnAmoEGLusiicjAfZ/CccXw52euPW6q8sJe1fsZaxLxZ3exmdXFu5tXKejOhc54Zz62soROrwCQf9XceZKl9Ct3FscTzjO0RtHORp/tEgLNFONKc5WztzMKdwmr2HNhupUCO/uNK7ZWL5ZERVWhZ9DfMe8efMMC3O0bNmS//73vwQFBQHQvXt3fH19+eGHHwzHHzp0iKlTp3L69Gm8vLx44YUXCnWZAPjjjz+YMWMG4eHh1K1bl5CQEEOXiZycHAYOHMipU6dITU2lVq1a9OnTh48//hh3d/cS1y2BWIjK69fLvzLzyEw0aPhvz//S3bu7sUuqWLKS4cBcOPo93Pk6vE5H6PkO+HY2amlGUZAHoZvUcByxg7u9je2hw0RoPxGsnYxZYalJykkyhOOj8UeJyYgBwNzEnHYe7eju3Z1utbvhaSffqIrKodIE4spKArEQldOh64eYsH0COkXH1MCpPN/0eWOXVHHk3IKD8+DIgrtLJnu1UYNwvR7lv5hFRZQWB+fVube0erby3ED4kG5k3iA6I5qmLk2xNa8AK/0J8YAq/E11QghR3qLSo3h9z+voFB0D6g1gXJNxxi6pYshNV0PwwXmQl6Zu82gOPf+lzhWWIHyXoxd0mmLsKsqNp52njAaLakECsRCiWkjXpjN5x2QytBk0d23O+x2lvRraLDi6EA58pY4Og7paXI+31e4R1f3XRwhRbUggFkJUeQX6At7a8xbX0q/hbuPOVz2+wtK0GrdRzM9Rb5Tb/yVkJarbnP2h+3S1n/DtLj5CCFFdSCAWQlR5Xxz/ggPXD2BtZs3XPb9+pIUIKrWCPLV12r4v7i5EUcMXuk2HZsPU9mNCCFENyZ9+QogqK6cgh0+Pfsqa8DUAfNLpExo5NzJyVUagy4fTy2DvbEhTuwbg6A1d34SWo0D6LwshqjkJxEKIKiniVgRv7HmDyLRINGh4vc3r9PHtY+yyypdep/bQ3fMZ3LqqbrPzgK5vQOsxYFaNp40IIcQ9JBALIaoURVFYE76GT49+Sq4uFxdrFz7t8ilBnkHGLq386PVwca26ilpSmLrN1vX2csLPg7m1cesTQogKRgKxEKLKyNRm8tGhj9h8bTMAHWt1ZGbnmThbOxu5snIUuRO2/gtuXlBfW9dQ24S1ewkspI+sEEIURwKxEKJKuJB8gTf3vElMRgymGlNeafUK45qOw0RTjTomhG6B5aNA0YGlI3ScDEEvV7rlhIUQorxJIBZCVGqKorD00lK+OPEFBfoCPG09+U/X/9DSraWxSytf0Ufgt+fUMNx0KPT/XB0dFkII8Y8kEAshKq20vDT+deBf7I7ZDUCvOr34sOOHOFo6GrWucnfzEix7GgpywL8vDFognSOEEOIBSCAWQlRKJxNOMm3fNOKz4jE3MeeNNm8wsuHI6rf6XGoM/DwYclOhdjsY9oOEYSGEeEASiIUQlYpe0bPo3CLmn56PTtFRx74On3f7vHr2F85OgV8GQ8Z1cGkAo1aAhY2xqxJCiEpHArEQotJIyklixr4ZHL5xGID+9frzbvt3sTWvht0TtFmwdJjaVs3BC55dAzY1jV2VEEJUShKIhRCVwqHrh5ixbwbJuclYm1kzo90MBvoNrH5TJEBdeW7lWIg7rt449+xacKxt7KqEEKLSkkAshKjQCvQFfHP6G/537n8oKPg5+fF5t8+p71Tf2KUZh14P6ydBxDYws4ZRv4FrA2NXJYQQlZoEYiFEhRWfFc9be9/i1M1TAAwNGMq0ttOwMrMycmVGtO1dOLsCNKbw9E/g3dbYFQkhRKUngVgIUSHtit7FuwffJS0vDTtzO97v+D6P+T5m7LKM68BXcGie+vyp+RDQx7j1CCFEFSGBWAhRoWh1Wr488SW/XPoFgCbOTZjdbTbe9t5GrszITi+Dbe+pz3t/DC1HGrceIYSoQiQQCyEqjOj0aN7Y8waXUi4B8GzjZ5naeirm1b2vbthWWD9Zfd7xFej0qnHrEUKIKkYCsRCiQth8dTMfHvqQrPwsHC0d+Xenf9PNu5uxyzK+mKNqRwlFBy1GQvBHxq5ICCGqHAnEQgijyinI4bOjn7E6fDUArd1a81nXz/Cw9TByZRXAzctqr+GCHPDvA09+DSYmxq5KCCGqHAnEQgijibgVwZt73yQiNQINGsY3H8+EFhMwM5E/mkiLVVehy02F2m1lSWYhhChD8reOEKLcKYrC2oi1zDoyi1xdLi7WLszqMov2nu2NXVrFkJ0CPw+G9LjbSzKvBItquBqfEEKUEwnEQohylanN5KPDH7H56mYAOtbqyL87/xsXaxcjV1ZBaLNg2dOQFCpLMgshRDmRQCyEKDeXki/xxp43iM6IxlRjyuRWk3m+6fOYaGReLHB3SebYY2DlBM+skSWZhRCiHEggFkKUixuZN3hh6wtk5GfgaevJf7r+h5ZuLY1dVsWh16ut1e4syTz6N3BraOyqhBCiWpBALIQoc3pFzzsH3iEjP4Omzk1Z0HsBjpaOxi6rYtn+HpxdfntJ5h/Bu52xKxJCiGpDvqcUQpS5ny/+zLH4Y1ibWfNZ188kDP/Vgf/Cwa/V50/Ng4C+xq1HCCGqGQnEQogyFZoSylcnvwLgrcA3qGMhYbiQ07/CtnfV570/gpajjFuPEEJUQzJlQghRZrQ6LTP2zyBfn093r64M2f0VxI9XbxirWQ9q1oUaddWfNeupz+09QKMxdunlI+xPWD9Jfd5hMnSUJZmFEMIYJBALIcrM16e+JvxWODWtavK+fTM08b+oO3JT4fpJ9fFXZtZQw/eewOx7NzA7eledxSlijsHKMeqSzM2HQ++Pq88/BIQQooKRQCyEKBPH4o/x44UfAfgw6F1c1k1Vd/R8FwIeg1tXIeUKpFy9/fwqpMWoyxQnXlIff6UxBSfv26PKfxlhrlEXLGzK8RM+gsRQWHZ7SWa/3vDUfFmSWQghjEgCsRCi1GVoM3h7/9soKAzxH0L3pBhIjQY7d2g/UQ2uHk2LvrFAq4ZiQ0i+JzDfugYFuerPW9fgyq6i77fzuCck/yUwV5TFLdJi4edBkHMLvNqoHSWqyqi3EEJUUhKIhRClbuaRmcRnxeNt781brabAt53VHZ1D/n4U18wCnOurj7/S6yHjxt3R5Ds/U66oz3PTIDNefUQfKvp+e0/wCoRare7+tHYqlc9bYoWWZA5Qew3LksxCCGF0EoiFEKVqy7Ut/HHlD0w0JszsPBObc6sgPRbsa0Hgcw9/YhMTcPRSH76di+7PTrknJF8tHJwzbqiPy3+ojzuc/W6H49bqT49mYG718DX+HW02LBuuLslsX0tdha6ijFoLIUQ1J4FYCFFqErIS+PjQxwCMbzaeljUawM8j1J1dXy+7sAlquLSpqQbbv8rLhPizEHcS4k6oN/PdugbJEerj7Ar1OBMzcG9yNyB7tQbXhmBi+mi16fLht+cg9qjaYePZNepcaCGEEBWCBGIhRKnQK3rePfAu6dp0mjg34f9a/B8c/Z86MuvoDa2eNV5xlnbg01F93JGVDNdP3Q3IcScgKxFunFEfJ5aox5nbgmcLNRx73Q7KTj4l7wihKLDhVQjfqnbQGLUS3BqV/mcUQgjx0CQQCyFKxa+Xf+XQjUNYmVoxq8sszAvyYd8cdWfXN8DM0rgF/pWtM/gHqw9Qg2ta7D0B+aQamLWZEH1QfdxhXfPuCPKdKRd2rsVfZ9t7cGaZ2iFj2A9QJ6jMP5oQQogHI4FYCPHIIlMj+fLElwCEtAmhrmNddTnirJvqaGrL0UausAQ0GnUag5M3NBmobtPrICn87ghy3EmIPwc5KRCxTX3c4VgHvFrdDci1WsKJH+Dgf9X9T34NDR4r5w8lhBCiJCQQCyEeSb4unxn7ZpCny6OTVydGNBihztk9MFc9oNu0yttWzMQU3BqqjztLKhfkQcL52/ORbwflpDBIi1YfF9fffrMGUNSnwR9Aq0rwjwIhhKimjN4Jfv78+fj6+mJlZUVQUBBHjx792+NTU1OZNGkSnp6eWFpaEhAQwKZNmwodExcXxzPPPIOzszPW1tY0a9aM48ePG/YrisJ7772Hp6cn1tbWBAcHEx4eXiafT4iq7psz33Ap5RKOlo583PFjNBoNHF0I2clqL+Dmw41dYukys1RHgduNh0HfwuSjMD0axv4OwR9CoyfVOdN3wnD7SdDpNWNWLIQQ4h8YdYR4xYoVhISEsGDBAoKCgpg7dy59+/YlNDQUNze3IsdrtVp69+6Nm5sbq1atwsvLi6ioKJycnAzH3Lp1i06dOtGjRw82b96Mq6sr4eHh1KhRw3DMf/7zH/773//y448/UrduXd5991369u3LxYsXsbIqw7vghahiTiacZPH5xQC83+F9XG1cITf97jSBbtPBtBp8EWXlAHW7qo87Mm+qNxR6NJclmYUQooLTKIqiGOviQUFBtG3blnnz5gGg1+vx9vbmlVdeYfr06UWOX7BgAbNnz+by5cuYmxf/Fez06dM5cOAA+/btK3a/oijUqlWL119/nTfeeAOAtLQ03N3d+eGHHxgxYkSJak9PT8fR0ZG0tDQcHBxK9B4hqpJMbSZDfx9KXGYcT9Z/kn93/re6Y89/YNe/1YUnJh5+9JZlQgghxEMqaV4z2pQJrVbLiRMnCA4OvluMiQnBwcEcOlTMKlPAhg0b6NChA5MmTcLd3Z2mTZsyc+ZMdDpdoWPatGnDsGHDcHNzo1WrVnz//feG/VevXiU+Pr7QdR0dHQkKCrrvdQHy8vJIT08v9BCiOvvs2GfEZcZRy7YWM9rNUDfmpMJB9R+4dJ8uYVgIIUSlYLRAnJSUhE6nw93dvdB2d3d34uPji33PlStXWLVqFTqdjk2bNvHuu+/yxRdf8MknnxQ65ttvv8Xf35+tW7cyYcIEXn31VX788UcAw7kf5LoAs2bNwtHR0fDw9pam+qL62h61nXUR69CgYWaXmdhZ2Kk7Dn8DeWng2ggaDzJukUIIIUQJVarJfXq9Hjc3NxYuXIipqSmBgYHExcUxe/Zs3n//fcMxbdq0YebMmQC0atWK8+fPs2DBAsaOHfvQ154xYwYhISGG1+np6RKKRbWUlJPEh4c+BGBc03EEut9eGS47BQ59oz7vMUNdalkIIYSoBIz2N5aLiwumpqYkJCQU2p6QkICHh0ex7/H09CQgIABT07tfwzZq1Ij4+Hi0Wq3hmMaNGxd6X6NGjYiOjgYwnPtBrgtgaWmJg4NDoYcQ1Y2iKLx74F1S81JpUKMBk1tOvrvz4NegzQD3ZtBwgPGKFEIIIR6Q0QKxhYUFgYGB7Nixw7BNr9ezY8cOOnToUOx7OnXqREREBHq93rAtLCwMT09PLCwsDMeEhoYWel9YWBg+Pj4A1K1bFw8Pj0LXTU9P58iRI/e9rhBCtTJ0Jfvj9mNhYsGnXT7F/E5/4awkOPKd+rzH2zI6LIQQolIx6t9aISEhfP/99/z4449cunSJCRMmkJWVxbhx4wAYM2YMM2bMMBw/YcIEUlJSmDJlCmFhYWzcuJGZM2cyadIkwzFTp07l8OHDzJw5k4iICJYtW8bChQsNx2g0Gl577TU++eQTNmzYwLlz5xgzZgy1atVi4MCB5fr5hahMrqVd4/PjnwPwWuBr+NXwu7vzwFeQnwWeLaFBP+MUKIQQQjwko84hHj58OImJibz33nvEx8fTsmVLtmzZYrjhLTo6GpN7Rpq8vb3ZunUrU6dOpXnz5nh5eTFlyhSmTZtmOKZt27asXbuWGTNm8NFHH1G3bl3mzp3L6NF3V4l66623yMrK4qWXXiI1NZXOnTuzZcsW6UEsxH3k69XV6HJ1uQR5BjG60T2rrmUkwNHbnVx6vCM9d4UQQlQ6Ru1DXJlJH2JRncw/PZ8FZxZgb2HPmifX4GF7z3z7LTPU7hJebeDF7RKIhRBCVBgVvg+xEKJyOJN4hu/PqiPA77Z/t3AYTr8Bxxapz3vK6LAQQojKSQKxEOK+svOzeXvf2+gUHY/XfZx+df8yP3j/HNDlQZ0OUK+HcYoUQgghHpEEYiHEfc0+PpvojGjcbdx5O+jtwjtTY+DED+rzHm/L6LAQQohKSwKxEKJYe2L2sCpsFQD/7vxvHC0dCx+w7wvQacG3C9TtaoQKhRBCiNIhgVgIUURyTjLvHXwPgDGNxxDkGVT4gFtRcOpn9XmPv4wcCyGEEJWMBGIhRCGKovDBoQ9IyU3Bz8mPV1u/WvSgvbNBX6DOG/bpWP5FCiGEEKVIArEQopC1EWvZHbMbcxNzPu3yKZamloUPSI6E08vU5zI6LIQQogqQQCyEMIhJj+HTo58C8EqrV2hQs0HRg/bOBkUHfr3Bu105VyiEEEKUPgnEQggACvQFzNg/g5yCHALdAxnTeEzRg5LC4ewK9bmMDgshhKgiJBALIQBYfH4xZxLPYGtuy8zOMzE1MS160J7PQNFDg8fBq3X5FymEEEKUAQnEQgguJF3g29PfAvB20NvUsqtV9KCbl+Cc2oaN7tPLsTohhBCibEkgFqKayynIYfq+6RQoBfT26c2AegOKP3D3p4ACjQaAZ4tyrVEIIYQoSxKIhajmvjzxJdfSr+Fq7cp77d9DU9yKc/Hn4eI6QAPdZ5R3iUIIIUSZkkAsRDV2IO4Av17+FYCPO32Mk5VT8QfunqX+bDII3JuUT3FCCCFEOZFALEQ1lZqbyrsH3gVgZMORdPLqVPyB10/D5T9QR4dl7rAQQoiqRwKxENWQoih8dPgjEnMSqetYl6mBU+9/8J3R4WbDwLWYvsRCCCFEJWdm7AKEEOVDURRiM2I5lnCM/XH72Ra1DTONGbO6zMLazLr4N8WegLAtoDGBbtPKt2AhhBCinEggFqKKujcAH4tXHwnZCYWOmdRqEk2c/2ZO8O6Z6s8WI8HFrwyrFUIIIYxHArGo1tLy0ghNCeVyymVCb4WSp8vDz8mPgBoBBNQIoJZdLUw0lWNmUUkCsJmJGc1cmtHGvQ0da3WkjUeb+58w+ghEbAeNKXR9s4yrF0IIIYxHArGoFhRFIT4rnssplws9rmddL3LsVrYantua2+Lv5E9AjQD8a9z9aW9hX57lF+tBA3Bbj7a0cG2BjblNyS6w69/qz1ajoWbdUq5eCCGEqDgkEIsqp0BfwLW0a1xKuWQY/b186zJpeWnFHu9l50XDmg1pWLMhVqZWhKeGE3YrjMjUSLLyszideJrTiacLvaeWba1CITmgRgB1HOpgZlJ2/0spikJsZizH44+rATjhGPFZ8YWOeaQAfK9r++HqHjAxl9FhIYQQVZ4EYlGpZednE3YrjNCUUEMADk8NJ0+XV+RYM40Z9ZzqGcJvw5oNaVCzAQ4WDsWeO1+fT1RaFGG3wgyP8NRw4rPiuZ51netZ19kdu9twvIWJBfWd6hsCckDNAPyd/HG2dn6oz1auAbjwhWHX7bnDrceAU51HO58QQghRwWkURVGMXURllJ6ejqOjI2lpaTg4FB+oROlKzkkuFHwvpVwiKj0KhaK/hW3MbIoEXz8nPyxMLR65jrS8NMJvhd8NybfCCU8NJ6cgp9jjna2cC4XkgBoB1HOsV6QWowXgv7qyB356Ekwt4NXT4OhVuucXQgghyklJ85oE4ockgbhsxWbEcjH5omGub2hKKDdzbhZ7rKu1a6Hw27BmQ2rb1y7Xm+H0ip64jLhCo8lht8KIyYgpNrCbakzxdfAloEYAdZ3qEpMec98A3NylOW087gbg+7ZIKw2KAov7QswRaPd/8Ph/yu5aQgghRBmTQFzGJBCXnUXnFjH35Nwi2zVo8HHwMYz4NqrZiAY1G+Bi7VL+RZZQdn42kamRRYJyuja92OPLPQD/VcR2+GUImFnBlDNg71F+1xZCCCFKWUnzmswhFhVKvj6fny/+DECDGg1o6tLUMOobUCOg9KcHlDEbcxuauTajmWszwzZFUbiZfdMQjq+kXcHD1sM4Afhe984dbvuihGEhhBDVhgRiUaHsi91Hcm4yzlbO/PrEr5ibmBu7pFKn0Whwt3XH3dadLrW7GLucu8L/hLgTYG4DnaYYuxohhBCi3FSOFQdEtbE2fC0AT9Z/skqG4QpLUe72HW43HuzcjFuPEEIIUY4kEIsKIzE7kX1x+wAY6D/QuMVUN5c3wo0zYGEHHWV0WAghRPUigVhUGOsj16NTdLRya0U9x3rGLqf60Oth9yz1edD/ge3D9U0WQgghKisJxKJCUBTFMF1isP9gI1dTzVzaAAnnwdIBOkw2djVCCCGqML1eITOvwNhlFCE31YkK4XjCcaIzorE1t6WPTx9jl1N96HV3R4fbTwSbmsatRwghRJWTr9Nz5EoKWy/Es+1iAl0DXPjP0BbGLqsQCcSiQrgzOvyY72OVrrVapXZhLSReBitHaD/B2NUIIYSoIrLyCtgblsifFxPYcSmB9Ny7o8KHriSjKAoajcaIFRYmgVgYXYY2g21R2wCZLlGudAV3R4c7vALWTkYtRwghROWWnJnHjks3+fNiPPvCk8gr0Bv2Odta0LuxO32beNChvnOFCsMggVhUAJuvbiZXl4ufkx/NXJr98xtE6Ti/CpIjwLoGtH/Z2NUIIYSohGJSsvnzYgJbL8Rz/FoK+nvWP65T04a+Tdzp08SD1nVqYGpSsULwvSQQC6NbE74GgEF+gyrcvxirLF0+7P5Ufd5pCljaG7ceIYQQlYKiKFyOz2DrhXj+vJDAxRvphfY3qeVAn8Ye9G3qTgN3+0rz97oEYmFUoSmhXEi+gJmJGQPqDzB2OdXHsf/Bratg4wJtxxu7GiGEEBWYTq9wIuoWf16I58+LCUSnZBv2mWigrW9N+jbxoHdjd7xrVs77gCQQC6O6Mzrc07snNaxqGLmaauLQfNj6tvq8SwhY2hm3HiGEEBVObr6OAxFJ/Hkhge2XEkjO0hr2WZqZ0MXflT5N3Alu5E5NWwsjVlo6JBALo8nT5fHHlT8AuZmuXOj1sP19OPhf9XXQyxAknSWEEEKo0nLy2R16k60X4tkdmki2VmfY52BlRq9G7vRt4k7XAFdsLKpWhKxan0ZUKjujd5KuTcfD1oP2nu2NXU7VpsuH9ZPh7HL1dfAH0Ok1qCRzu4QQQpSNhPRc/ryYwJ8X4jkUmUzBPXfFeThY0aeJO30aexBUrybmplV3PTcJxMJo7kyXGOg3EFMTUyNXU4XlZcJvYyFiO2hM4al50HKUsasSQghhJIqi8NuJWJYdieZ0TGqhfX5udmpniMYeNK/tWGluintUJQ7EO3fuZPLkyRw+fBgHB4dC+9LS0ujYsSMLFiygS5cupV6kqHriMuM4fOMwGjQM9Bto7HKqrqwkWDoMrp8EcxsY9iMEyEqAQghRXeXm63hn7XlWn4w1bGtVx4k+jT3o08Sd+q7V876SEo99z507l/HjxxcJwwCOjo783//9H3PmzHmoIubPn4+vry9WVlYEBQVx9OjRvz0+NTWVSZMm4enpiaWlJQEBAWzatMmw/4MPPkCj0RR6NGzYsNA5unfvXuSYl1+WXqzlZV3EOgDae7bHy87LuMVUVbeuwaI+ahi2rgljf5cwLIQQ1djN9FxGLDzM6pOxmGggpHcAR97uxdqJnZjQvX61DcPwACPEZ86c4bPPPrvv/j59+vD5558/cAErVqwgJCSEBQsWEBQUxNy5c+nbty+hoaG4ubkVOV6r1dK7d2/c3NxYtWoVXl5eREVF4eTkVOi4Jk2asH37dsNrM7OiH3X8+PF89NFHhtc2NpWzVUhlo9PrDEs1y810ZST+HPwyBDITwNEbnl0LLv7GrkoIIYSRnI5J5f9+Pk5Ceh6O1ubMH9Wazv4uxi6rwihxIE5ISMDc3Pz+JzIzIzEx8YELmDNnDuPHj2fcuHEALFiwgI0bN7J48WKmT59e5PjFixeTkpLCwYMHDfX4+voWW4+Hh8ffXtvGxuYfjxGl79CNQyRkJ+Bo6UjPOj2NXU7Vc3UfLB8Feeng1gSeWQ0OnsauSgghhJGsORnL9DXn0Bbo8Xez4/sxbfB1sTV2WRVKiadMeHl5cf78+fvuP3v2LJ6eD/aXrlar5cSJEwQHB98tyMSE4OBgDh06VOx7NmzYQIcOHZg0aRLu7u40bdqUmTNnotPpCh0XHh5OrVq1qFevHqNHjyY6OrrIuZYuXYqLiwtNmzZlxowZZGdnFznmjry8PNLT0ws9xMO5czPdE/WewMK08vcurFAurINfBqth2KcTjNskYVgIIaqpAp2ef2+8SMjKM2gL9AQ3cmfNxI4ShotR4hHixx9/nHfffZfHHnsMKyurQvtycnJ4//33eeKJJx7o4klJSeh0Otzd3Qttd3d35/Lly8W+58qVK+zcuZPRo0ezadMmIiIimDhxIvn5+bz//vsABAUF8cMPP9CgQQNu3LjBhx9+SJcuXTh//jz29uoStaNGjcLHx4datWpx9uxZpk2bRmhoKGvWrCn2urNmzeLDDz98oM8nikrJTWFXzC5AXapZlKKj38OmNwEFGg2Awf8Dc6t/fJsQQoiqJy07n8m/nmRfeBIAr/T0Y2pwACYm1aNrxIPSKIqi/PNh6pSJ1q1bY2pqyuTJk2nQoAEAly9fZv78+eh0Ok6ePFkk3P6d69ev4+XlxcGDB+nQoYNh+1tvvcWePXs4cuRIkfcEBASQm5vL1atXMTVVW3XNmTOH2bNnc+PGjWKvk5qaio+PD3PmzOGFF14o9pidO3fSq1cvIiIiqF+/fpH9eXl55OXlGV6np6fj7e1NWlpasTcaiuL9dOEnZh+fTRPnJix/Yrmxy6kaFAV2fgL7bs/hb/MCPD4bpJWdEEJUSxE3Mxj/0wmuJmVhbW7K58Na0L959fy2MD09HUdHx3/MayUeIXZ3d+fgwYNMmDCBGTNmcCdHazQa+vbty/z58x8oDAO4uLhgampKQkJCoe0JCQn3ndvr6emJubm5IQwDNGrUiPj4eLRaLRYWRb+Cd3JyIiAggIiIiPvWEhQUBHDfQGxpaYmlpWWJPpconqIohukScjNdKdEVwB+vwamf1dc93oGub8qCG0IIUU3tuJTAlOWnycwrwMvJmoVjAmlSy9HYZVV4D7TkiI+PD5s2bSIpKYkjR45w+PBhkpKS2LRpE3Xr1n3gi1tYWBAYGMiOHTsM2/R6PTt27Cg0YnyvTp06ERERgV6vN2wLCwvD09Oz2DAMkJmZSWRk5N/OcT59+jTAA8+DFiV3NukskWmRWJla0a9uP2OXU/lps2HFM2oY1pjAgK+g21sShoUQohpSFIX5uyJ48afjZOYV0K5uTTZM7iRhuIRKHIh1Oh1nz54lJyeHGjVq0LZtW9q1a0eNGjXIzs7m7NmzhUJqSYWEhPD999/z448/cunSJSZMmEBWVpah68SYMWOYMWOG4fgJEyaQkpLClClTCAsLY+PGjcycOZNJkyYZjnnjjTfYs2cP165d4+DBgwwaNAhTU1NGjhwJQGRkJB9//DEnTpzg2rVrbNiwgTFjxtC1a1eaN2/+wJ9BlMydVmt9fPtgb2Fv5GoquewU+OkpCNsMZlYw/BcIfM7YVQkhhDCCHK2OV5efZvbWUBQFRgfV4ZcXgnC2k2+2S6rEUyZ+/vln5s2bV+y8XgsLC55//nlee+01nnnmmQcqYPjw4SQmJvLee+8RHx9Py5Yt2bJli2H6RXR0NCYmd3O7t7c3W7duZerUqTRv3hwvLy+mTJnCtGnTDMfExsYycuRIkpOTcXV1pXPnzhw+fBhXV1dDvdu3b2fu3LlkZWXh7e3NkCFD+Ne//vVAtYuSy87PZvPVzYDcTPfI0mLh58GQFApWjjByBfgU/42KEEKIqi0uNYeXfjrOhevpmJlo+ODJJjzT3sfYZVU6Jb6prkuXLkyaNIkRI0YUu3/lypXMmzePvXv3lmqBFVVJJ2kL1drwtbx38D18HHz4feDv1WZt9FJ385IahjOug4OX2mPYrZGxqxJCCGEEx66lMOGXEyRlaqlpa8G3o1sTVM/Z2GVVKKV+U11oaCjt27e/7/62bdty6dKlB6tSVBtrI9TpEgP9BkoYflhRh+DX4ZCbBi4N4Nk14Fjb2FUJIYQwgl+PRvPe+vPk6xQaeTrw/ZhAateQFXcfVokDcVZW1t8uRpGRkfG3C1uI6utK6hVO3TyFqcaUp+o/ZexyKqfLG2HV81CQC95BMHI52NQ0dlVCCCHKWb5Oz8d/XOSnQ1EA9G/myexhzbGxKHGkE8Uo8U11/v7+HDx48L779+/fj7+/f6kUJaqWO6PDXWp3wdXG1cjVVEInflC7SRTkQkA/eHadhGEhhKiGkjPzeHbREUMYfqNPAPNGtZIwXApKHIhHjRrFv/71L86ePVtk35kzZ3jvvfcYNWpUqRYnKr98fT4bIjcAMNhPeg8/EEWB3Z/B71NA0UOrZ9VuEhbylZgQQlQ3F6+n8+S8Axy+koKthSnfj2nD5J7+Mg2xlJT4nxRTp05l8+bNBAYGEhwcTMOGDQF1pbrt27fTsWNHpk6dWmaFisppb8xeUnJTcLF2oUvtLsYup/LQ62DTG3B8sfq665vqohvyB58QQlQ7m8/dIGTlGXLydfg42/D9mDYEuEv70tJU4kBsbm7On3/+yZdffsmyZcvYu3cviqIQEBDAv//9b6ZOnUpoaChNmzYty3pFJbMmQl2Z7sn6T2JmIl/plEh+Lqx5ES79DmjUZZjbjTd2VUIIIcqZXq8wd3sY/92prrTb2c+FeaNa4WRT/EJk4uE90Ep15ubmvPXWW5w+fZqsrCyys7PZu3cvTk5OdO7cmRYtWpRVnaISSshKYH/cfkB6D5dYTir8MlgNw6YWMOwHCcNCCFENZeYV8PIvJwxh+PlOdflhXFsJw2XkoYfs9u7dy6JFi1i9ejW1atVi8ODBzJs3rzRrE5Xc+sj16BU9rd1a4+voa+xyKr70G/DLELh5ASwdYMQyqCvTTIQQorqJSs5i/E/HCUvIxMLUhH8PasqwNt7GLqtKe6BAHB8fzw8//MCiRYtIT0/n6aefJi8vj3Xr1tG4ceOyqlFUQnpFb1iqeUjAECNXUwkkhqkjw2kxYOeuLrjh0czYVQkhhChnByKSmLTsJKnZ+bjZW7Lg2UBa16lh7LKqvBJPmRgwYAANGjTg7NmzzJ07l+vXr/P111+XZW2iEjsef5zYzFjszO3o7dPb2OVUbDHHYHFfNQw7+8EL2yQMCyFENaMoCksOXGXM4qOkZufTwtuJ31/pLGG4nJR4hHjz5s28+uqrTJgwQfoNi39052a6fnX7YW1mbeRqKpj8HIg5Ctf2Q9QB9bk+H7wCYdRKsHUxdoVCCCHKUV6BjnfXnWfl8VgABrfyYubgZliZmxq5suqjxIF4//79LFq0iMDAQBo1asSzzz7LiBEjyrI2UUmla9PZHrUdgMH+0nsYbTbEHoVrB9QQHHccdNrCxwT0g6GLwMLWODUKIYQwihtpOUxaepKT0amYaODtxxvxQue60l+4nJU4ELdv35727dszd+5cVqxYweLFiwkJCUGv17Nt2za8vb2xt5eeeAI2XdlEni4P/xr+NHFuYuxyyp82G2KOqKO/1/ZD7HF1BPhe9p7g21l9+HQG5/rSY1gIIaqRtJx8FuyJZPH+q+QV6HGwMuPrUa3pFiAruhqDRlEU5WHfHBoayqJFi/j5559JTU2ld+/ebNiwoTTrq7DS09NxdHQkLS0NBwcHY5dToTz9+9NcSrnEtLbTeKbxMw9+gsxEuLBWXZ7YyQdq+ICta8UNjNqsu1Mgru2HuBPFBOBadwOwb2eoWa/ifh4hhBBlJjdfxy+Ho5i3K4LUbPXvira+NfjP0BbUdZFvCUtbSfPaIwXiO3Q6Hb///juLFy+WQFzNXUq+xNN/PI25iTk7h+3EycrpwU+y5iU4u6LwNnMbcKpzNyDX8L373MkHrMrxv4E2Sx0BLhSACwof4+BVOADXqCsBWAghqjGdXmH96Ti++DOMuNQcAPzd7Jj2WEN6NXKTKRJlpKR5rVSWDjM1NWXgwIEMHDiwNE4nKrE14erNdL3q9Hq4MKzXQfif6nPPlpCVCOnXIT8bEi+rj+JY1ygckA2h2RecvMHM8iE+zW15mYUD8PWT9wnAXe4JwL4SgIUQQqAoCnvCEvl082Uux2cA4OFgRUjvAAa39sLM9IHWSBNlRNbSFaUmtyCXjVc3AjDI/yFXprt+CnJugaUjvLgDTM2gIA/SYuHWNUiNgltRhZ/npKjvybkFN04Xc1KNOmf33rB8b2i29wSTe+7kzcuEmMP3BOBTxQTg2uqiGb6dwaeTBGAhhBBFnIlJ5dPNlzl0JRkAeyszJnb347mOvlhbSAeJikQCsSg1O6J3kKHNoJZtLdp7tn+4k0So3Smo100Nw6CO7jrXVx/FyctQg/GdgJx6OzDfeZ6fDRnX1Uf0oaLvNzFXR5GdfECbCXEnQdEVPsbR+54R4E7qsRKAhRBCFONaUhaz/wxl49kbAFiYmjC2ow+TevjJ0ssVlARiUWrurEw30G8gJpqH/AroTiD2Cy75eyztwaOp+vgrRYGspLsh+a8jzGmx6g1wKVfUxx1OddQA7NPp9hQIn4f7PEIIIaqNxIw8vt4ZzrIj0RToFTQaGNTKi5DeAdSuYWPs8sTfkEAsSkVMegxH4o+gQcNAv4EPd5LsFPUGNQC/XqVTmEYDdq7qo3abovt1BerI8Z3RZBMzqNNBArAQQogSy8wr4H/7rvD93itkadVvGLs3cGXaYw1p5Ck33lcGEohFqVgboY4Od6zVEU87z4c7yZXdoOjBtSE41i694v6Oqdnt7hV1gC7lc00hhBBVQr5Oz/Kj0Xy1I5ykTHXBpRa1HZnWryEd68uqo5WJBGLxyHR6Hesj1wOPcDMdQMQO9eeDTJcQQgghypmiKGw8d4PPt4ZyLTkbAF9nG97s25DHm3lIC7VKSAKxeGQHrh/gZvZNnCyd6OHd4+FOoij3zB8upekSQgghRCk7GJnEZ5svcyY2DQAXO0umBPszoq035tJCrdKSQCwe2Z2b6Z6o9wQWpg9592zCBciMBzNrqNOxFKsTQgghHt2lG+l8uvkye8ISAbC1MOWlrvV5sUtdbC0lTlV28l9QPJKknCR2x+wGYLD/4Ic/0Z3R4bpdwNzqkesSQgghSkPsrWzm/BnG2tNxKAqYmWgYHVSHyT39cbV/hEWfRIUigVg8kj8i/6BAKaCZSzP8a/g//Ikept2aEEIIUUZuZWmZvyuCnw5FodXpAXiiuSdv9GmAr4utkasTpU0CsXhoiqKwJkJdqvmRbqbLy4Tow+pzCcRCCCGMKEerY8nBq3y7O5KMXHWV0g71nJneryEtvJ2MW5woMxKIxUM7k3iGq2lXsTazpp9vv4c/0bV96uIYNXyhZr1Sq08IIYQoqRytjnWn4/hqezjx6bkANPJ0YHq/hnT1d5HOEVWcBGLx0NaEq6PDfXz6YGdh9/AnujNdon4vWQ5ZCCFEudHrFQ5fTWbtyTg2nbthWFTDy8maN/oG8FQLL0xM5O+l6kACsXgoWflZbLm2BXjEm+kUBcK3qc9luoQQQohyEHEzk7WnYll36jpxqTmG7d41rRnbwZdn2vtgZW5qxApFeZNALB7KlqtbyCnIwdfBl1ZurR7+RClXbi+ZbK52mBBCCCHKQEqWlt/PXGfNqTjOxKQatttbmfFEc08Gt65NG58aMjWimpJALB7KvTfTPdIfHnemS9RpD5b2pVCZEEIIocor0LHr8k1Wn4xj1+WbFOgVAExNNHQPcGVw69r0auQmo8FCArF4cJGpkZxNPIupxpQn6z/5aCeTdmtCCCFKkaIonIxOZc3JWP44e4O0nHzDvmZejgxq5cWTLWvhYic9hMVdEojFA7tzM1232t1wsXZ5+BPl58LVfepzCcRCCCEeQUxKNmtOxrH2VCzXkrMN2z0crBjYyovBrb0IcJdvIkXxJBCLB5Kvy+f3yN+BR7yZDiD6IBTkgJ0HuDcpheqEEEJUJ+m5+Ww6e4M1J+M4ei3FsN3GwpTHmnowpHVt2tdzxlQ6RYh/IIFYPJDdsbu5lXcLV2tXOnl1erSTRexQf/oFS7s1IYQQJZKv07MvPJHVJ+PYdjEBbYG6ipxGA539XBjUyou+TTywtZSII0pOfreIB7I6fDUAT/k9hZnJI/72MQTino9YlRBCiKpMURQuXE9nzck4NpyJIylTa9gX4G7H4Na1eaplLTwdrY1YpajMJBCLEovPiudg3EEABvk9wlLNAGmxkHgJNCZQr0cpVCeEEKKqiU/LZd3pONacjCUsIdOw3dnWgqdaqvOCm9RykFZp4pFJIBYlti5iHQoKbdzbUMehzqOd7M7osFcg2NR89OKEEEJUGX9eiOfnw1Hsj0hCUTulYWFmQu/G7gxp7UUXf1fMTU2MW6SoUiQQixLRK3rWRawDSuFmOpB2a0IIIYq4laXl3fXn+ePsDcO2dr41Gdzai37NPHG0NjdidaIqk0AsSuRo/FHiMuOwN7ent0/vRzuZLh+u7FafSyAWQggB7Lp8k7dWnyUxIw9TEw0vdq7L6CAf6jjbGLs0UQ1UiO8b5s+fj6+vL1ZWVgQFBXH06NG/PT41NZVJkybh6emJpaUlAQEBbNq0ybD/gw8+QKPRFHo0bNiw0Dlyc3OZNGkSzs7O2NnZMWTIEBISEsrk81UFd3oPP17vcazMrB7tZLHHIS8drGtArUdY9lkIIUSll5lXwPTVZxn3wzESM/Ko72rLmgkdmfF4IwnDotwYfYR4xYoVhISEsGDBAoKCgpg7dy59+/YlNDQUNze3IsdrtVp69+6Nm5sbq1atwsvLi6ioKJycnAod16RJE7Zv3254bWZW+KNOnTqVjRs38ttvv+Ho6MjkyZMZPHgwBw4cKJPPWZml5aWxI0qd8zvI/xFvpoO70yXq9wQTWS5TCCGqq8NXknnjtzPE3spBo4HnO9Xlzb4NZCllUe6MHojnzJnD+PHjGTduHAALFixg48aNLF68mOnTpxc5fvHixaSkpHDw4EHMzdW5RL6+vkWOMzMzw8PDo9hrpqWlsWjRIpYtW0bPnmrLryVLltCoUSMOHz5M+/btS+nTVQ1/XPkDrV5LgxoNaFyz8aOfMPKe/sNCCCGqndx8HbO3hrL4wFUUBWrXsGb20BZ0qO9s7NJENWXUKRNarZYTJ04QHHw3GJmYmBAcHMyhQ4eKfc+GDRvo0KEDkyZNwt3dnaZNmzJz5kx0Ol2h48LDw6lVqxb16tVj9OjRREdHG/adOHGC/Pz8Qtdt2LAhderUue918/LySE9PL/SoDhRFYW34WkAdHX7k1jaZiXD9lPq8vvQfFkKI6uZsbCpPfL2fRfvVMDyirTdbXusqYVgYlVFHiJOSktDpdLi7uxfa7u7uzuXLl4t9z5UrV9i5cyejR49m06ZNREREMHHiRPLz83n//fcBCAoK4ocffqBBgwbcuHGDDz/8kC5dunD+/Hns7e2Jj4/HwsKiyDQLd3d34uPji73urFmz+PDDDx/9Q1cyF1MuEnorFAsTC56o98Sjn/DKLvWnezOwL34EXwghRNWTr9Pz9c4I5u+KQKdXcLW35LMhzejZ0P2f3yxEGTP6lIkHpdfrcXNzY+HChZiamhIYGEhcXByzZ882BOJ+/foZjm/evDlBQUH4+PiwcuVKXnjhhYe67owZMwgJCTG8Tk9Px9vb+9E+TCVwZ3S4l08vHC0dH/2EhnZrvR79XEIIISqFsIQMQlae5nyc+u3qE809+fipptSwtTByZUKojBqIXVxcMDU1LdLdISEh4b7zfz09PTE3N8fU9O6E+0aNGhEfH49Wq8XCouj/XE5OTgQEBBAREQGAh4cHWq2W1NTUQqPEf3ddS0tLLC0tH/QjVmo5BTlsvLIRKKXew3r9Pcs1y/xhIYSo6nR6hUX7r/D5n2FoC/Q42Zjz8VNNGdCilrFLE6IQo84htrCwIDAwkB07dhi26fV6duzYQYcOHYp9T6dOnYiIiECv1xu2hYWF4enpWWwYBsjMzCQyMhJPT08AAgMDMTc3L3Td0NBQoqOj73vd6mjL1S1k5mfiZedFO492j37C+DOQnQQWduAd9OjnE0IIUWFFJ2czcuFhZm66jLZAT48Grvz5WlcJw6JCMnof4pCQEL7//nt+/PFHLl26xIQJE8jKyjJ0nRgzZgwzZswwHD9hwgRSUlKYMmUKYWFhbNy4kZkzZzJp0iTDMW+88QZ79uzh2rVrHDx4kEGDBmFqasrIkSMBcHR05IUXXiAkJIRdu3Zx4sQJxo0bR4cOHaTDxG2KovDr5V8BGBYwDBNNKfxWuTNdom43MJOvyYQQoipSFIWlR6J47Ku9HL2Wgq2FKZ8Obsbi59ri5vCIfeyFKCNGn0M8fPhwEhMTee+994iPj6dly5Zs2bLFcKNddHQ0JiZ3w5i3tzdbt25l6tSpNG/eHC8vL6ZMmcK0adMMx8TGxjJy5EiSk5NxdXWlc+fOHD58GFdXV8MxX375JSYmJgwZMoS8vDz69u3LN998U34fvII7nXiaSymXsDS1ZIj/kNI5qWG6hMwfFkKIqig+LZdpq8+yJywRgHZ1a/LFsBZ415QFNkTFplEURTF2EZVReno6jo6OpKWl4eDgYOxySt2be95ky7UtDPIbxEedPnr0E+amwWd1QdHBlDNQw/fRzymEEKJCUBSFDWeu8+6686TnFmBhZsJbfRvwfKe6mJg8YrtOIR5BSfOa0UeIRcVzM/sm26PU6Q2jGo0qnZNe2aOGYWd/CcNCCFGFpGRp+de6c2w6p7YtbV7bkTlPt8DPzd7IlQlRchKIRRErQ1dSoBTQ2q01DWs2LJ2TSrs1IYSocrZfTGD6mnMkZeZhZqLhlZ7+TOxRH3NTo9+iJMQDkUAsCtHqtPwW9hsAIxuNLJ2TKoq0WxNCiCokIzefj36/yG8nYgHwd7NjztMtaVa7FPrVC2EEEohFIVuvbSUlNwU3Gzd61Sml0dzEUEiPBVNL8OlUOucUQghhFAcjk3jzt7PEpeag0cD4LvUI6R2AlbnpP79ZiApKArEo5E6rteENhmNuYl46J70zXcK3E1jIncZCCFEZ5Wh1fLblMj8cvAaAd01rvhjWknZ1axq3MCFKgQRiYXAu8Rznks5hbmJeeq3W4J75wzJdQgghKqNT0bd4/bczXEnMAmBUUB3eebwRtpYSI0TVIL+ThcGyy8sA6Fe3H87WzqVzUm0WRB1Qn0sgFkKISiVbW8C3uyOZvysCvQLuDpZ8NqQ53Ru4Gbs0IUqVBGIBQFJOEluubQFgVMNSarUGcO0A6LTg6A0uAaV3XiGEEKVOURTCb2ayJzSRPWGJHL2aglanB+CplrX48MkmONnISqOi6pFALABYFbaKAn0BzV2b08SlSemdOPKe1ek00pxdCCEqmrScfA5EJLEnNJG94YncSMsttN+7pjXTH2tE/+aeRqpQiLIngViQr8tnZehKoJRHh+Hu/OH60n9YCCEqAr1e4VxcGnvCEtkblsipmFR0+ruL1lqamdChvjNd/V3p1sCVei62aGRAQ1RxEogF26O3k5iTiIu1C318+pTeiVOuQnIEaEyhXrfSO68QQogHcjMjl31hSewNT2RfeBIpWdpC+/3c7OgW4Eq3AFfa1a0pLdREtSOBWLDsknoz3bCAYZibllKrNbg7XcI7CKykWbsQQpSXfJ2eE1G32BumzgW+cD290H57SzM6+bnQrYErXQNc8XKyNlKlQlQMEoiruYvJFzmdeBozjRnDAoaV7skj7pk/LIQQokzFpGSzNzyRPaGJHIxMJjOvoND+Zl6O6ihwA1daejvJ8spC3EMCcTV3Z3S4t29vXG1cS+/EBVq4skd9Lu3WhBCi1OXm6zh8JZk9t0eB7/QIvsPZ1oIu/uoocBd/V1zsLI1UqRAVnwTiaiwlN4XNVzcDMLrR6NI9ecxhyM8CW1fwaF665xZCiGpIURQiEzPZfU9LtLwCvWG/qYmG1nWcbs8FdqNJLQdMTORmOCFKQgJxNbYmfA1avZYmzk1o7lLKofXe7hIm8rWcEEI8rNhb2aw8Hsuak7HE3soptK+WoxXdGqg3w3Wo74KjdSneByJENSKBuJoq0BewInQFAKMajSr9ljoRO9WfMl1CCCEeWF6Bju0Xb7L8WDT7I5JQbndFszAzIahuTUNHCD83O2mJJkQpkEBcTe2K2UV8Vjw1rWrymO9jpXvy9BuQcA7QQP0epXtuIYSowsITMlhxLIY1p+IKtUbrWN+Z4W296dPYA2sLaYkmRGmTQFxN3bmZboj/ECxMS3kZzsjbo8O1WoKtS+meWwghqphsbQF/nL3BimMxnIi6Zdju7mDJsEBvnm7jTR1nGyNWKETVJ4G4GgpNCeV4wnFMNaY83eDp0r/AnfnDMl1CCCGKpSgKZ2PTWH4sht/PXDe0SDM10dCzoRsj2nrTLcAVM2mNJkS5kEBcDf16+VcAetXphYetR+meXK+7O0IsgVgIIQpJzday7lQcy4/FcDk+w7Ddx9mG4W29Gdq6Nm4OVkasUIjqSQJxNZOWl8bGKxsB9Wa6Uhd3EnJTwdIRvNqU/vmFEKKS0esVDl9NZsWxGDafj0d7u1WahZkJjzf1YHjbOgTVrSkt0oQwIgnE1cya8DXk6nJpUKMBrd1al/4FDO3WuoOp/PYSQlRfCem5rDoRy8rjMUQlZxu2N/J0YERbbwa29MLRRtqkCVERSGKpRnR6Xdm2WgOZPyyEqNYKdHp2hSay4lg0u0IT0enVfml2lmY82bIWI9p608zLUVqlCVHBSCCuRvbE7iEuMw5HS0cer/t46V8gOwWun1Sf1+9V+ucXQogKKio5ixXHYlh1IpabGXmG7W19a/B0G2/6N/fExkL+yhWiopL/O6uRZZfvtlqzMiuDmzau7AJFD26NwdGr9M8vhBAVSG6+jq0X4ll+NIZDV5IN251tLRgSWJun23jj52ZnxAqFECUlgbiaiEyN5MiNI5hoTBjeYHjZXCRih/qzfs+yOb8QQlQAkYmZ/HwoirWn4kjLyQdAo4Gu/q6MaOtNr0buWJhJuzQhKhMJxNXEnVZrPbx7UMuuVulfQFFk/rAQospbfSKWGWvPGTpFeDlZM6xNbYa18cbLydrI1QkhHpYE4mogQ5vBhsgNAIxqWAat1gASzkNmApjbQJ0OZXMNIYQwknydnn9vvMQPB68B0MnPmZe61qeznwum0i5NiEpPAnE1sC5iHTkFOfg5+dHWo23ZXOTO6LBvFzCXpvJCiKojKTOPiUtPcvRqCgCv9vLntV7+0jdYiCpEAnEVp1f0LL+8HICRDUeWXaufO/OHZbqEEKIKORubyv/9fIIbabnYWZrxxdMt6NuklFf4FEIYnQTiyiIvE9Jiwa3hA71tf9x+ojOisbew54l6T5RRbRkQfUh97ift1oQQVcNvx2N4Z915tAV66rnasvDZQPzc7I1dlhCiDEggrgzSb8CyYZB5E8bvBMfaJX7rsktqq7VBfoOwMbcpm/qu7gV9AdSoC871y+YaQghRTvJ1ej754yI/HooCILiRG3OGt8TBSlaVE6Kqkr4wlYGFLeh16k1rv45QR4tL4GraVQ5cP4AGDSMajii7+mS6hBCiikjMyGP090cMYfi1YH8WPttGwrAQVZwE4srAygFGLgdbV4g/B2vGqwH5H9yZO9y1dle87b3LpjZFgYht6nMJxEKISux0TCoDvt7P0Wsp2Fma8f2YNrwWHCA3zwlRDUggrixq+MCIZWBqCaGbYPsHf3t4Vn4W6yPXAzCqURm1WgNIjoTUaDAxB9/OZXcdIYQoQyuPx/D0d4eIT8+lvqst6yZ1ondjd2OXJYQoJxKIKxPvdvDUfPX5wf/CyZ/ve+j6iPVk5WdR17EuHTzLsC/wnXZrPh3AUpYoFUJULtoCPe+tP89bq86iLdAT3MiddZM6yZLLQlQzEogrm+bDoNs09fkfr8HVfUUO0St6w8p0ZdpqDWR1OiEEBTo9f16IJ+JmhrFLeSCJGXmM/t9hfro9X3hqcAALnw3EXuYLC1HtSJeJyqj7DEgKhwtrYOWz8OKOQt0dDl8/zLX0a9ia2/Jk/SfLro78HLi2X30ugViIaulMTCpvrz3HhevpAHTxd+G5jr70aOBWoefenoq+xYRfThKfnou9pRlzR7SkVyOZIiFEdSWBuDLSaGDgN5AaBXEnYNnT8OJ2sK4BwLLLaqu1gX4DsTW3Lbs6og5CQQ7Ye4Jb47K7jhCiwknPzefzraH8fDgKRQFbC1Ny8nXsC09iX3gSPs42jOngy7A2tStch4aVx2L417rzaHV66rvasnBMG+q7yhQJIaozCcSVlbk1jPgVvu8JyRGwciw8s5qY7Hj2xu4FYESDMmy1Bve0W+ulhnQhRJWnKAobz93go98vcjMjD4BBrbx4p38jcvN1/Hwoil+PRhOVnM3Hf1xkzp+hDA2szZiOvkYPndoCPR/9cYFfDkcD0KexO1883UKmSAghJBBXavbuMGo5LOoLV/fApjdY7lEbBYVOXp3wdfQt2+tHSv9hIaqT6ORs3l1/nj1hiQDUdbHlk4FN6eTnYjhmxuONmBLsz7pT1/nh4FXCEjL58VAUPx6KoluAK8918qWbv2u5T6e4mZHLxF9OcjzqFhoNhAQHMKmHX4We1iGEKD8V4qa6+fPn4+vri5WVFUFBQRw9evRvj09NTWXSpEl4enpiaWlJQEAAmzZtKvbYTz/9FI1Gw2uvvVZoe/fu3dFoNIUeL7/8cml9pPLj0QyGLgI0ZJ/8kbW3ew+PaliGrdYAUmMg8TJoTKBe97K9lhDCqLQFeubviqD3l3vYE5aIhakJrwX7s3lKl0Jh+A4bCzNGBdVh62tdWfZiEMGN3NFoYE9YIuOWHCN4zh5+PHiNzLyCcqn/ZPQtBny9n+NRt7C3NGPR2Da80stfwrAQwsDoI8QrVqwgJCSEBQsWEBQUxNy5c+nbty+hoaG4ubkVOV6r1dK7d2/c3NxYtWoVXl5eREVF4eTkVOTYY8eO8d1339G8efNirz1+/Hg++ugjw2sbmzJa2risNegHfT7mj0OfkqHXUsfKhc5eZdwT+M7osFcbw9xlIUTVc/RqCu+sPUf4TXWFzI71nflkYFPqlWD6g0ajoaOfCx39XIhOzuanQ9dYcTyGK0lZvL/hArO3hjKsTW3GdvDF16Vs7ndYfjSa99ZfQKvT4+9mx3fPBpaodiFE9WL0QDxnzhzGjx/PuHHjAFiwYAEbN25k8eLFTJ8+vcjxixcvJiUlhYMHD2Jurs778vX1LXJcZmYmo0eP5vvvv+eTTz4p9to2NjZ4eHiUqM68vDzy8vIMr9PT00v0vvKitJ/Er5G/gD6bEfFRmNy8BO5Nyu6C0m5NiCotJUvLrE2X+O1ELADOthb864lGDGzp9VCtHOs42/CvJxoztXcAa07GsuTgNa4kZrHkwDV+OHiNHg3cGNfJl85+LqXSKlJboOfD3y+w9Ig6X7hvE3e+eLoldpZG/2tPCFEBGXXKhFar5cSJEwQH3w1VJiYmBAcHc+jQoWLfs2HDBjp06MCkSZNwd3enadOmzJw5E52u8FLGkyZNon///oXO/VdLly7FxcWFpk2bMmPGDLKzs+977KxZs3B0dDQ8vL3LaCnkh3Q04RgR+mysFQ0DU1Ng2XDIvFk2F9Plw5U96nMJxEJUKYqi8NvxGHp9sdsQhke2q8PO17szqFXtRw6rtpZmPNvBl+1Tu/HT8+3o2dANRYGdl2/y7KKj9P5yLz8fjiLrEaZT3EzPZeT3h1l6JBqNBt7s24BvRwdKGBZC3JdR/3RISkpCp9Ph7l6496O7uzuXL18u9j1Xrlxh586djB49mk2bNhEREcHEiRPJz8/n/fffB2D58uWcPHmSY8eO3ffao0aNwsfHh1q1anH27FmmTZtGaGgoa9asKfb4GTNmEBISYnidnp5eoULxsktqq7Un/Z7CPn0jpETC8lEw9g8wtyrdi8Ueg7x0sK4JtVqW7rmFEEYTcTODd9ae58jVFAAauNszc3BTAn1qlvq1TEw0dA1wpWuAK1eTsvjx4DVWnYgl4mYm7647z3+2XGZEW2/GdPDFu2bJp7OdiLrFhF9OcDMjD3srM/47ohU9GhadfieEEPeqdP9c1uv1uLm5sXDhQkxNTQkMDCQuLo7Zs2fz/vvvExMTw5QpU9i2bRtWVvcPgi+99JLhebNmzfD09KRXr15ERkZSv379IsdbWlpiaWlZJp/pUV3PvM7u2N0AjGo6DhqOhf/1UoPr+kkw5H+l2xbtznSJ+j3BxLT0ziuEMIrcfB3zdkbw3d5I8nUKVuYmvBYcwAud62JuWvZfJNZ1seWDJ5vwep8AVp+I5cdDUVxNyuL7fVf53/6rBDdyZ1xHXzrUd/7bEepfj0bz3vrz5OsU/N3sWDimDXXLaG6yEKJqMWogdnFxwdTUlISEhELbExIS7ju319PTE3Nzc0xN7waxRo0aER8fb5iCcfPmTVq3bm3Yr9Pp2Lt3L/PmzSMvL6/Qe+8ICgoCICIiothAXJEtD12OXtHT3rM99ZzqqRuf/gl+GQznV4FLAHSfVnoXlPnDQlQZe8MSeXf9eaKS1SljvRq68cGTTR5oVLa02FuZ81ynuozp4MuesESWHLzG3rBEtl1MYNvFBBq42/NcJ18GtvTC2uLun+N5BTo+2HCRX4+q84X7NfVg9rAWMkVCCFFiRv3TwsLCgsDAQHbs2MHAgQMBdQR4x44dTJ48udj3dOrUiWXLlqHX6zExUUcuwsLC8PT0xMLCgl69enHu3LlC7xk3bhwNGzZk2rRpxYZhgNOnTwNq4K5McgtyWROuTvMo1GqtXjfoPwd+fxV2z1SXdm429NEvmJkIN86oz+v3fPTzCSGM4mZ6Lh/9cZE/zt4AwMPBig+ebEzfJh6lclPbozAx0dCjoRs9GroRcTOTnw6p0ylCEzKYseYcn26+zIh23jzb3gdzUxMm/HKCk9GpaDTwRp8GTOxe3+ifQQhRuRj9n88hISGMHTuWNm3a0K5dO+bOnUtWVpah68SYMWPw8vJi1qxZAEyYMIF58+YxZcoUXnnlFcLDw5k5cyavvvoqAPb29jRt2rTQNWxtbXF2djZsj4yMZNmyZTz++OM4Oztz9uxZpk6dSteuXe/boq2i2nR1E2l5aXjZedG1dtfCOwPHQlIYHJoH6yZCDV+o3ebRLhi5U/3p0VxdGEQIUano9ArLjkTxny2hZOQV/H979x1XVf0/cPx12Vym7A0uEEVQMQ3NrTnKNGdKjjI1t1lmNlyVVubIr+2cpWaao9I0B6i5co9SBEVcIC62rHvP7w/0/roJCApcxvv5eNzHg3vO53zO+xw/9/L2w+d8PhipYFAzP15/OqBc9qjWcrFmRrcgXn86gDWHL7Ns/0Uu377L17su8O3uC1ibm5CSmYuthQmf9WtImwAZLyyEKD6Df/v17duXGzduMGXKFBISEmjQoAFbtmzRPWh36dIlXU8wgLe3N1u3buW1114jODgYT09Pxo0bx6RJRR8SYGZmxvbt23XJt7e3Nz179uTdd98t8esrTYqi6B6meyHgBYzzG8/bYUbe0s7ntsCqfjB0J9g/xsOAuuES7R69DiGEQfx9LZm315/mxOUkAIK97Jj5fH2CPO0MG1gR2Fma8kqLGrzUvDoRZxNZsi+WvTG3SMnMJcDVhq8HhJbaXMZCiMpPpSiKYuggKqKUlBTs7OxITk7G1tbWIDEcuX6EwVsGY2Fswfbe27EzL+CXWlYqLO4E10+DaxC8vAXMbYp/Qq0WPq0FGbdg8CbwK+XFP4QQJSI9K5e5286xZG8sWgWszU2Y2DGAF5/0xbgCr9Z27noqxy7d4dlgD6zKYe+2EMLwipqvyTdIBXa/d/iZGs8UnAxDXvLb70f4tm1eUvzzK/DCyuLPEBF/PC8ZNrMBryaPHrgQosxs/TuBab/8TXxyJgDPBLsz5dm6uNqW8HSMBuDvaoO/6yP8514IIf7DoAtziEeXkJ7Ajkt5yyf3D+z/kNLkDZPotwpMLPKGT2ybUvyTxtxbrrlGKzAxK/7xQogyc+VOBq8sO8zw748Qn5yJt4MlS196gs/7N6oUybAQQpQk6SGuoH6K+gmNoqGxa2P8q/kX7SCvxtD9C1j7ct6Ddk61IXRw0U8q44eFKPdyNFqW7I1l3rZo7uZoMDFSMaxlDca0ra03VZkQQoj/JwlxBZSlyWLtubUAhAeGF+/goJ5wMyZvKrZNr0O16nk9vg9z9w5c+Svv55qSEAtRXiRlZHPiSjInLidx8koSxy8ncTMtG4Amfg588HyQDCsQQoiHkIS4AtoSu4U7WXdws3KjtXfr4lfQ6s286dhOr4WfBsArO8GpVuHHXNgFijZvkY9qvo8UtxDi8dzN1nD6Wl7ye+JKMievJOkW1Pi3ampTJncOpFeoF0YV+KE5IYQoK5IQVzCKorDybN7DdH0D+mJi9Aj/hCoVdPscki7l9fqu7AOvbAe1Q8HHnL83flhWpxOiTORotEQlpHLyXuJ7/HIS0YlpaLQPTgxU3cmKEC87gr3sCfG2o56HHRamMjxCCCGKShLiCubEjRP8c+sfzIzM6Fm756NXZGoBL6zIm3ni9nn4aSC8uC7/h+UU5f8fqJPxw0KUOEVRuHgr417PbxInLifx97UUsnK1D5R1sTEnxNueBt72BHvZEexpj53a1ABRCyFE5SEJcQVzv3e4S40uVLOo9niVWbtA/9Ww6Gm4uAc2TYDn/pfXg/xvN85CytW8GSp8mz/eOYUQXE/J1CW/J++N/03JzH2gnI2FCSFeeYlviLc9IV72uNnJDBFCCFHSJCGuQG5k3GDbxW0A9K9ThKnWisK1HvRaDKtegGPfg3MANBujX+b+7BK+zcHUsmTOK0QVkXw3h1NXknU9vyeuJHE9JeuBcmYmRtTzsCXk3rCHEC97/BytZAywEEKUAUmIK5A159aQq+TS0KUhgY6BJVexf0foOBO2vAV/vAeOtSCg8//v1023JuOHhSiKXI2W7w/E8f2BOC7cSH9gv5Eqb1GJEC97gu8lvwFuNpgay9TwQghhCJIQVxA5mhzWnFsDlGDv8L81fRVuRMGRJbB2CAzZCm71ITsd4vbllZGEWIiHOhJ3h3c3nOZMfIpum4+DmmAvu3vjfu0J8rRFbSZfv0IIUV7IN3IF8UfcH9y8exMXSxfa+ZbCg20qFXSZDbcvQOwuWPkCDN0B8SdAkw12PnkLeQgh8nU7PZuPfz/L6sOXAbCzNOWNjgE8U98dBytZ2VEIIcozSYgriPsP0/UO6I2pUSk9UW5sCn2WwXcd4FY0/NgfXOrm7avV7sGH7YQQaLUKqw9f5uMtZ0nKyAGgT2MvJnWqg6O1uYGjE0IIURSSEFcACekJRN+JxtTIlF7+vUr3ZJbV8mae+K4dXD2S9wIZLiFEPk5fTebdDac5fjkJgDpuNnzQPYjGfoXM6S2EEKLckYS4AnCzcmNbr22cuHECJ0un0j+hY03o+wMs7w7aHDAygeotS/+8QlQQKZk5zP3jHMv3X0SrgLW5Ca918GdQmC8m8mCcEEJUOJIQVxB25na09CrDpNTvKeg6HzaOglodwMK27M4tRDmlKAobj1/jg01nuJmWN3Va1xAP3n0mEFdbmR9YCCEqKkmIRcEavgg+YWDtauhIhDC46OupvLfxNAcu3AaghrMV73cLonmtMvirjRBCiFIlCbEonGNNQ0cghEGlZ+WyYGc0i/bEkqtVsDA1Ykzb2rzSojrmJsaGDk8IIUQJkIRYCCHyoSgKW/9OYMav/3AtOROADnVdmfJsXbwd1AaOTgghREmShFgIIf4j7lY6U3/5m8ioGwB4VbNk+nP1aBcow4eEEKIykoRYCCHuyczR8NWu83wReZ7sXC1mxkYMb1WDka1rYWkmwyOEEKKykoRYCCGAiKhEpv3yN3G3MgBoUduJ6c/Vo4aztYEjE0IIUdokIRZCVGnXku4y49d/2PJ3AgCutuZMebYeXeq7oZLVGYUQokqQhFgIUSXlaLQs/jOWz3ZEk5GtwdhIxUvN/BjfwR9rc/lqFEKIqkS+9YUQVc6BC7d4b8NpohPTAHjCrxrvdw+ijpssQCOEEFWRJMRCiCojMTWTWZvPsv7YVQAcrcyY3CWQno08ZXiEEEJUYZIQCyEqPY1W4YcDcXy6NYrUrFxUKghv6sPEp+tgpzY1dHhCCCEMTBJiIUSloNUq3EzLIj45897rLgn3fv77WjLnb6QDEOxlx/vdggjxtjdswEIIIcoNSYiFEOXe/WT3WnImCcl3/5X05r2/lpTJ9ZRMcrVKgXXYWpgwsVMd+jfxwdhIhkcIIYT4f5IQCyEMSvPvnt2kvGQ3ISWTa0n/38P7sGT3PiMVuNhY4G5vgbudBW62lnjYW+BmZ0Gzmk44WJmVwRUJIYSoaCQhFkKUmUMXb/PH3wn/6t0tXrLrapuX3HrYWeJml5f0ut/72cPeAmdrc0yMjcrgSoQQQlQmkhALIcrEvpibDFj8F5p8kl9jIxWuNub3klzLvN7d+z/f6+2VZFcIIURpkYRYCFHqLt5MZ8SKo2i0Ci1qO9E6wEWX9HrYWeJkbSbJrhBCCIORhFgIUapSMnN4Zflhku/mEOJtz7cDG2NhamzosIQQQggd6ZIRQpQajVZh3KpjxCSm4WprzrcDQiUZFkIIUe5IQiyEKDWfbDlLRNQNzE2M+HZgY1xsLQwdkhBCCPEASYiFEKXi5yNX+Hr3BQA+6RVMsJe9YQMSQgghCiAJsRCixB29dIfJ604BMKpNTbo18DRwREIIIUTBJCEWQpSo+OS7DFt+hGyNlg51XXm9Q4ChQxJCCCEKJQmxEKLE3M3WMHT5YW6mZVHHzYZ5fRtgJMskCyGEKOckIRZClAhFUZi49gSnr6bgYGXGtwMbY20uMzsKIYQo/8pFQvz555/j5+eHhYUFTZs25a+//iq0fFJSEqNGjcLd3R1zc3P8/f3ZvHlzvmU/+ugjVCoV48eP19uemZnJqFGjcHR0xNramp49e3L9+vWSuiQhqpyFO2P47WQ8JkYqvgxvhLeD2tAhCSGEEEVi8IR49erVTJgwgalTp3L06FFCQkLo2LEjiYmJ+ZbPzs6mQ4cOXLx4kbVr1xIVFcW3336Lp+eDD+0cOnSIr7/+muDg4Af2vfbaa/z666+sWbOGXbt2ce3aNXr06FHi1ydEVbDldDxztp0D4P3uQTSt4WjgiIQQQoiiM3hCPHfuXIYOHcpLL71E3bp1+eqrr1Cr1SxevDjf8osXL+b27dts2LCB5s2b4+fnR6tWrQgJCdErl5aWRnh4ON9++y3VqlXT25ecnMyiRYuYO3cubdu2JTQ0lCVLlrBv3z4OHDhQatcqRGX0z7UUXlt9AoDBzfzo18THwBEJIYQQxWPQhDg7O5sjR47Qvn173TYjIyPat2/P/v378z3ml19+ISwsjFGjRuHq6kpQUBAzZ85Eo9HolRs1ahTPPPOMXt33HTlyhJycHL19derUwcfHp8DzZmVlkZKSovcSoqq7mZbF0OWHuZuj4alaTrz7TKChQxJCCCGKzaBPvNy8eRONRoOrq6vedldXV86ePZvvMRcuXGDnzp2Eh4ezefNmYmJiGDlyJDk5OUydOhWAH3/8kaNHj3Lo0KF860hISMDMzAx7e/sHzpuQkJDvMbNmzWL69OnFvEIhKq/sXC0jfjjC1aS7+DmqWdi/ISbGBv+jkxBCCFFsFe63l1arxcXFhW+++YbQ0FD69u3LO++8w1dffQXA5cuXGTduHCtWrMDCouSWiZ08eTLJycm61+XLl0usbiEqGkVReG/DaQ5dvIONuQnfDXoCe7WZocMSQgghHolBe4idnJwwNjZ+YHaH69ev4+bmlu8x7u7umJqaYmxsrNsWGBhIQkKCbghGYmIijRo10u3XaDTs3r2bhQsXkpWVhZubG9nZ2SQlJen1Ehd2XnNzc8zNzR/jaoWoPJbsvcjqw5cxUsGC/g2p5WJt6JCEEEKIR2bQHmIzMzNCQ0PZsWOHbptWq2XHjh2EhYXle0zz5s2JiYlBq9Xqtp07dw53d3fMzMxo164dp06d4vjx47pX48aNCQ8P5/jx4xgbGxMaGoqpqaneeaOiorh06VKB5xVC5Nl97gYfbPoHgLe7BNImwMXAEQkhhBCPx+Cz5k+YMIFBgwbRuHFjmjRpwvz580lPT+ell14CYODAgXh6ejJr1iwARowYwcKFCxk3bhxjxowhOjqamTNnMnbsWABsbGwICgrSO4eVlRWOjo667XZ2dgwZMoQJEybg4OCAra0tY8aMISwsjCeffLIMr16IiuXCjTRGrzyKVoFeoV4Meaq6oUMSQgghHpvBE+K+ffty48YNpkyZQkJCAg0aNGDLli26B+0uXbqEkdH/d2R7e3uzdetWXnvtNYKDg/H09GTcuHFMmjSpWOedN28eRkZG9OzZk6ysLDp27MgXX3xRotcmRGWSnJHDK8sOk5KZS6hvNT58PgiVSpZlFqIq0Gg05OTkGDoMIR5gbGyMiYnJY/8+UimKopRQTFVKSkoKdnZ2JCcnY2tra+hwhChVuRotLy09xJ7om3jYWbBx9FM428iYeiGqgrS0NK5cuYKkC6K8UqvVuqGz/1XUfM3gPcRCiPJv5uaz7Im+iaWpMd8MbCzJsBBVhEaj4cqVK6jVapydneWvQqJcURSF7Oxsbty4QWxsLLVr19YbVVAckhALIQr106HLLN4bC8CcPiEEedoZOCIhRFnJyclBURScnZ2xtLQ0dDhCPMDS0hJTU1Pi4uLIzs5+5Cl3K9w8xEKIsnPo4m3e2XAKgHHtatOlvruBIxJCGIL0DIvy7FF7hfXqKIE4hBCV0JU7Gbz6/RFyNAqdg9wY1662oUMSQgghSoUkxEKIB6Rn5TJ0+RFupWdT192WOX1CMDKSHiIhhBCVkyTEQgg9Wq3C6z+d4Ex8Ck7WZnw7qDFqM3ncQAghikqlUrFhwwZDhyGKQRJiIYSe+Tui2fJ3AmbGRnw9IBRPe3mQRghR8QwePBiVSoVKpcLU1JTq1avz5ptvkpmZaejQRDkk3T5CCJ1NJ+NZsCMagA+fDyLU18HAEQkhxKPr1KkTS5YsIScnhyNHjjBo0CBUKhUff/yxoUMT5Yz0EAshADh9NZnX1xwH4JWnqtO7sbdhAxJClDuKopCRnWuQ16MsDGJubo6bmxve3t50796d9u3bs23bNgBu3bpFv3798PT0RK1WU79+fVatWqV3fOvWrRk7dixvvvkmDg4OuLm5MW3aNL0y0dHRtGzZEgsLC+rWraur/99OnTpF27ZtsbS0xNHRkWHDhpGWlqbbP3jwYLp3787MmTNxdXXF3t6eGTNmkJuby8SJE3FwcMDLy4slS5YU+x6IopEeYiEEiamZDF1+mMwcLa38nZncJdDQIQkhyqG7ORrqTtlqkHP/M6PjYz3PcPr0afbt24evry8AmZmZhIaGMmnSJGxtbdm0aRMDBgygZs2aNGnSRHfcsmXLmDBhAgcPHmT//v0MHjyY5s2b06FDB7RaLT169MDV1ZWDBw+SnJzM+PHj9c6bnp5Ox44dCQsL49ChQyQmJvLKK68wevRoli5dqiu3c+dOvLy82L17N3v37mXIkCHs27ePli1bcvDgQVavXs3w4cPp0KEDXl5ej3wfRP6kh1iIKi4zR8Pw748Qn5xJDWcrFvRriLHMKCGEqAR+++03rK2tsbCwoH79+iQmJjJx4kQAPD09eeONN2jQoAE1atRgzJgxdOrUiZ9++kmvjuDgYKZOnUrt2rUZOHAgjRs3ZseOHQBs376ds2fPsnz5ckJCQmjZsiUzZ87UO37lypVkZmayfPlygoKCaNu2LQsXLuT777/n+vXrunIODg4sWLCAgIAAXn75ZQICAsjIyODtt9+mdu3aTJ48GTMzM/78889SvmtVk/QQC1GFKYrC2+tPcexSErYWJiwa9AR2lqaGDksIUU5Zmhrzz4yOBjt3cbVp04Yvv/yS9PR05s2bh4mJCT179gTylqWeOXMmP/30E1evXiU7O5usrCzUarVeHcHBwXrv3d3dSUxMBODMmTN4e3vj4eGh2x8WFqZX/syZM4SEhGBlZaXb1rx5c7RaLVFRUbi6ugJQr149vQUmXF1dCQoK0r03NjbG0dFRd25RsiQhFqIK+3bPBdYdvYqxkYrPwxtR3cnq4QcJIaoslUpVoaZhtLKyolatWgAsXryYkJAQFi1axJAhQ5g9ezafffYZ8+fPp379+lhZWTF+/Hiys7P16jA11e8kUKlUaLXaEo81v/OU1bmFDJkQosqKOJvIrN/PAvDeM4G0qO1s4IiEEKL0GBkZ8fbbb/Puu+9y9+5d9u7dS7du3XjxxRcJCQmhRo0anDt3rlh1BgYGcvnyZeLj43XbDhw48ECZEydOkJ6ertu2d+9ejIyMCAgIeLyLEiVGEmIhqhhFUdh3/iZjVx1DUaBfE28GNfMzdFhCCFHqevfujbGxMZ9//jm1a9dm27Zt7Nu3jzNnzjB8+HC9Mb1F0b59e/z9/Rk0aBAnTpxgz549vPPOO3plwsPDsbCwYNCgQZw+fZqIiAjGjBnDgAEDdMMlhOFVnL97CCEeS3pWLhuPX2P5/oucTUgFoEl1B6Y/F4RKJQ/RCSEqPxMTE0aPHs0nn3zCsWPHuHDhAh07dkStVjNs2DC6d+9OcnJykeszMjJi/fr1DBkyhCZNmuDn58eCBQvo1KmTroxarWbr1q2MGzeOJ554ArVaTc+ePZk7d25pXKJ4RCrlUSb2E6SkpGBnZ0dycjK2traGDkeIAsUkpvHDgTh+PnKF1KxcACxMjejewJO3OtfBXm1m4AiFEOVVZmYmsbGxVK9eHQsLC0OHI0S+CmunRc3XpIdYiEooV6Nl+5nrLN8fx77zt3Tb/RzVvPikL71DvbFTy2wSQgghBEhCLESlkpiSyY+HLrPy4CUSUjIBMFJB2zquDAzz5alaThjJHMNCCCGEHkmIhajgFEXhr9jbfH8gji2nE8jV5o2CcrQyo+8T3vRv6oNXNfVDahFCCCGqLkmIhaig0rJyWX/sKj/sjyPqeqpue6hvNQY86Uvn+m6YmxR/InshhBCiqpGEWIgKJvp6Kt8fiGPd0auk3XtIztLUmO4NPXjxSV/qedgZOEIhhBCiYpGEWIgKIEejZds/11m+/yIHLtzWba/hZMWLT/rSM9RLllwWQgghHpEkxEKUY9dTMln11yVW/XWJ6ylZQN5Dch3qujLgST+a13KUOYSFEEKIxyQJsShXkjNy+DPmJhdupPFUbScaeNtXuYRPURQOXLjN9wcusvXv62juPSTnZG1Ovybe9Gvig4e9pYGjFEIIISoPSYiFQWm1CqeuJrPr3A12nbvBsUt3uJf/MWfbOWo4W9GzkRfPN/Ss9ElgamYO649d5fv9cUQnpum2P+FXjQFhfnSq54aZiay2LoQQQpQ0SYhFmbuRmsWe6LwEeE/0TW6nZ+vtr+1iTXUnK3ZH3+DCjXRmb43i0z+iaFbTkR4Nvehc3w21WeVouoqicDYhlRUH41h/9Crp2RoA1GbGPN/Qkxef9CXQXVZCFEKI8ubixYtUr16dY8eO0aBBAyIjI2nTpg137tzB3t6epUuXMn78eJKSkgwdqiiCypFViHItR6PlaNwddt9Lgk9fTdHbb2NuQvNaTrQKcKalvzOe93qC07Jy2XwqnnVHr3Dgwm32xtxib8wt3tt4ms5B7vQM9eTJ6o4VbqGJzBwN+y/cIuJsIhFRiVy+fVe3r5aLNQOe9OX5Rp7YWshDckIIUV55e3sTHx+Pk5NTqZ0jv6T6zJkzPP300zz55JOsWLGClStXFpp4Dx48mKSkJDZs2FBqcVYGkhCLUnE16S67om6w61wi+2JukXpverD7gjxtaeXvTCt/Fxr62GNq/OBQAGtzE/o09qZPY28u385g/bGr/Hz0CnG3Mvj56BV+PnoFT3tLnm/oSY9GntRwti6ryyu2y7cziIxKZOfZRPadv0VWrla3z8zYiHaBLgwI8yWshjwkJ4QQFYGxsTFubm5les5Dhw7RuXNnnn/+eb7++muMjGQYXUmRhFiUiMwcDX/F3taNBY751xhYgGpqU1r6O9PK35kWtZ1xtjEvVv3eDmrGtqvNmLa1OBJ3h5+PXuW3k9e4mnSXhRExLIyIoZGPPT0aedE12AM7tWF7V3M0Wg5dvE1k1A0izibqjQkGcLezoE0dF9oEuNCspiNW5vJRFEJUAIoCORmGObepGorQYfDNN98wbdo0rly5opcwduvWDUdHRxYvXsz58+eZMGECBw4cID09ncDAQGbNmkX79u115f38/Bg2bBgxMTGsWbOGatWq8e677zJs2DDgwSETD1OUcxZm586ddOvWjZEjR/Lxxx8X6RhRdPJbWDwSRVGIvZmuS4APXLhFZs7/93oaqaChT7V7vcDOBHnaYVwCQxtUKhWN/Rxo7OfA1K512fbPddYdvcKuczc4eimJo5eSmPHbP3QIdKVnqCctaztjkk/vc2lITMnMS4CjEtkTfVO3aAaAsZGKUJ9qeUlwHWcCXG2kJ1gIUfHkZMBMD8Oc++1rYGb10GK9e/dmzJgxRERE0K5dOwBu377Nli1b2Lx5MwBpaWl06dKFDz/8EHNzc5YvX07Xrl2JiorCx8dHV9ecOXN4//33efvtt1m7di0jRoygVatWBAQEFDv8op4zP+vXr6d///5MmzaNSZMmFfvc4uEkIRZFlpaVy/7zt9h1LpFd527ojX0FcLU11w2DeKqWU6n30lqYGtM1xIOuIR4kpmay8dg1fj56hbMJqWw6Fc+mU/E4WZvRrYEnPRt5UdejZB9O02gVTlxJ0o0F/u/YaEcrM1oFONO2jgstajkbvNdaCCGqgmrVqtG5c2dWrlypS4jXrl2Lk5MTbdq0ASAkJISQkBDdMe+//z7r16/nl19+YfTo0brtXbp0YeTIkQBMmjSJefPmERER8UgJcVHP+V9paWn07t2bt99+W5LhUiQJsShU9PVUdpxNZFfUDQ7H3SZHo+j2mRqraFLdQZcE+7taG6zX08XGgqEta/BKi+r8fS2FdUevsvH4VW6mZbPoz1gW/RlLoLstPRt50q2BZ7GHbNyXlJHNrnM3iIzK6xn/7wwZIV52tA5woW0dF+p72lW4B/6EEKJQpuq8nlpDnbuIwsPDGTp0KF988QXm5uasWLGCF154QTeEIi0tjWnTprFp0ybi4+PJzc3l7t27XLp0Sa+e4OBg3c8qlQo3NzcSExMfKfyinvO/LC0teeqpp/j222/p168fgYGBj3R+UThJiEW+ElMzmbX5LOuPXdXb7uOgpnVA3jCIJ2uUv7GvKpWKIE87gjztmNylDruibvDz0SvsOJPImfgUPtiUwqzfz9LK35kejTxpH+iKhalxgfUpisI/8SlERt1g59lEvXmSAWwsTGjp70ybABda+Rd/bLQQQlQoKlWRhi0YWteuXVEUhU2bNvHEE0+wZ88e5s2bp9v/xhtvsG3bNj799FNq1aqFpaUlvXr1Ijtbv5PD1FT/L3sqlQqtVsujKOo5/8vY2JgNGzbQo0cP2rRpQ0REhCTFpaB8ZTPC4HI1Wpbtj2P+tnOkZuWiUkGrfyV8fk7l/4vwPlNjI9rXdaV9XVeSMrL59WQ8Px+5wvHLSew8mzfjg62FCc+GeNCzkReNfPJWxUvLyuXP6JtERuUNhbi/ZPJ9Aa429x6Ic6aRb7V8Z8gQQghhOBYWFvTo0YMVK1YQExNDQEAAjRo10u3fu3cvgwcP5vnnnwfyem8vXrxYqjE9zjnNzc1Zt24dvXr1ok2bNuzcuZO6deuWYrRVjyTEQufghVtM2fg3UddTgbw//8/oFkSIt71hAysB9mozBjzpy4AnfYlJTGP9sSusP3qVa8mZrDx4iZUHL1HdyQp3OwsOXdQfGmJpakzzWo60qeNC6wAX3TzJQgghyq/w8HCeffZZ/v77b1588UW9fbVr12bdunV07doVlUrFe++998g9v0X1uOc0Nzfn559/pnfv3rqkuF69egBoNBqOHz/+QHnpSS46SYgF11Mymbn5DBuP540Lq6Y2ZVKnOvRp7F0px8DWcrFmYsc6vN4hgP0XbvHzkSv8fjqB2JvpxN5MB8DXUU2be2OBm1R3KHRYhRBCiPKnbdu2ODg4EBUVRf/+/fX2zZ07l5dffplmzZrh5OTEpEmTSElJKaCmklES5zQzM2Pt2rX06dNHlxRDXm9zw4YN9crWrFmTmJiYEou/slMpiqI8vJj4r5SUFOzs7EhOTsbWtmIurZuj0bJ070Xmbz9HerYGlQr6N/HhjacDqGZlZujwylRaVi7b/kkgNTOXp2o5letFPoQQoqxkZmYSGxtL9erVsbCwMHQ4QuSrsHZa1HxNeoirqP3nbzFl42ndghENvO2Z0a0ewV72hg3MQKzNTXi+oZehwxBCCCGEAUhCXMUkJGfy4eYz/Hoib3iEg5UZkzoF0Du0cg6PEEIIIYR4GEmIq4jsXC1L9sayYEc06dkajFQQ3tSX15/2x15dtYZHCCGEEEL8W7mYL+rzzz/Hz88PCwsLmjZtyl9//VVo+aSkJEaNGoW7uzvm5ub4+/vrlmME+PLLLwkODsbW1hZbW1vCwsL4/fff9epo3bo1KpVK7/Xqq6+WyvUZ2t6Ym3T+bDezfj9LeraGRj72/DL6Kd7vHiTJsBBCCCGqPIP3EK9evZoJEybw1Vdf0bRpU+bPn0/Hjh2JiorCxcXlgfLZ2dl06NABFxcX1q5di6enJ3Fxcdjb2+vKeHl58dFHH1G7dm0URWHZsmV069aNY8eO6aYoARg6dCgzZszQvVeri74KTkUQn3yXD347w6ZT8UDeUsJvda5Dz0ZeMjxCCCGEEOIegyfEc+fOZejQobz00ksAfPXVV2zatInFixfz1ltvPVB+8eLF3L59m3379ulWkPHz89Mr07VrV733H374IV9++SUHDhzQS4jVajVubm4lfEWGl52rZdGfsfxvZzQZ94ZHDAzz47UO/thZmj68AiGEEEKIKsSgQyays7M5cuQI7du3120zMjKiffv27N+/P99jfvnlF8LCwhg1ahSurq4EBQUxc+ZMNBpNvuU1Gg0//vgj6enphIWF6e1bsWIFTk5OBAUFMXnyZDIyMgqMNSsri5SUFL1XebQn+gadPtvNx1vOkpGtobFvNX4d8xTTnqsnybAQQgghRD4M2kN88+ZNNBoNrq6uettdXV05e/ZsvsdcuHCBnTt3Eh4ezubNm4mJiWHkyJHk5OQwdepUXblTp04RFhZGZmYm1tbWrF+/Xm+Zw/79++Pr64uHhwcnT55k0qRJREVFsW7dunzPO2vWLKZPn14CV106ribd5YPf/uH30wkAOFmbMblzID0aeaJSyfAIIYQQQoiCGHzIRHFptVpcXFz45ptvMDY2JjQ0lKtXrzJ79my9hDggIIDjx4+TnJzM2rVrGTRoELt27dIlxcOGDdOVrV+/Pu7u7rRr147z589Ts2bNB847efJkJkyYoHufkpKCt7d3KV5p0WTlavhuTywLd8ZwN0eGRwghhBBCFJdBh0w4OTlhbGzM9evX9bZfv369wLG97u7u+Pv7Y2z8/0vpBgYGkpCQQHZ2tm6bmZkZtWrVIjQ0lFmzZhESEsJnn31WYCxNmzYFKHCZQ3Nzc92sFfdfhrbr3A06zd/D7K1R3M3R8IRfNTaNbSHDI4QQQoj/aN26NePHj9e99/PzY/78+Y9c39KlS/Ue6J82bRoNGjTQvR88eDDdu3cvtI7HjaEocYiiMWhCbGZmRmhoKDt27NBt02q17Nix44Hxvvc1b96cmJgYtFqtbtu5c+dwd3fHzKzgKcS0Wi1ZWVkF7j9+/DiQl3CXd1fuZDD8+8MMWvwXsTfTcbYxZ17fEH4aHkagu+ETdSGEEKK8O3TokN5fiwuTX+Lat29fzp07VwqRlayiJOal6eLFi6hUKl2eBZCamkqbNm2oW7cuV65cybfMv/036S8NBh8yMWHCBAYNGkTjxo1p0qQJ8+fPJz09XTfrxMCBA/H09GTWrFkAjBgxgoULFzJu3DjGjBlDdHQ0M2fOZOzYsbo6J0+eTOfOnfHx8SE1NZWVK1cSGRnJ1q1bATh//jwrV66kS5cuODo6cvLkSV577TVatmxJcHBw2d+EIsrM0fDt7gt8HhlDZo4WYyMVg5v5Mb59bWwspEdYCCGEKCpnZ+fHOt7S0hJLS8sSisbwcnJydLN3laYbN27QuXNnjIyM2LNnD46Ojly8eLHUz/swBl+Yo2/fvnz66adMmTKFBg0acPz4cbZs2aJ70O7SpUvEx8frynt7e7N161YOHTpEcHAwY8eOZdy4cXpTtCUmJjJw4EACAgJo164dhw4dYuvWrXTo0AHI65nevn07Tz/9NHXq1OH111+nZ8+e/Prrr2V78cUQEZVIp/m7mbPtHJk5WppUd2Dz2Ba892xdSYaFEEKUCUVRyMjJMMhLUZQix5mens7AgQOxtrbG3d2dOXPmPFDm372+iqIwbdo0fHx8MDc3x8PDQ9fR1rp1a+Li4njttdd0C3lByfVapqam0q9fP6ysrPD09OTzzz/X2z937lzq16+PlZUV3t7ejBw5krS0tCLVPW3aNJYtW8bGjRt1sUdGRup6ZFevXk2rVq2wsLBgxYoVAHz33XcEBgZiYWFBnTp1+OKLL/TqvHz5Mn369MHe3h4HBwe6detW5IT28uXLtGjRAjs7O3bu3Imjo2ORjisLBu8hBhg9ejSjR4/Od19kZOQD28LCwjhw4ECB9S1atKjQ83l7e7Nr165ixWhIcbfSGbL0EFoFXGzMeeeZQJ4L8ZDZI4QQQpSpu7l3abqyqUHOfbD/QdSmRVtAa+LEiezatYuNGzfi4uLC22+/zdGjRwscW/vzzz8zb948fvzxR+rVq0dCQgInTpwAYN26dYSEhDBs2DCGDh1aUpejM3v2bN5++22mT5/O1q1bGTduHP7+/rpOPCMjIxYsWED16tW5cOECI0eO5M0333wgUc3PG2+8wZkzZ0hJSWHJkiUAODg4cO3aNQDeeust5syZQ8OGDXVJ8ZQpU1i4cCENGzbk2LFjDB06FCsrKwYNGkROTg4dO3YkLCyMPXv2YGJiwgcffECnTp04efJkoUNXo6KimDhxIo0bN2bVqlWYm5uXwN0rOeUiIRaF83W0YlAzP0yMVIxtJ8MjhBBCiIKkpaWxaNEifvjhB9q1awfAsmXL8PLyKvCYS5cu4ebmRvv27TE1NcXHx4cmTZoAeQmksbExNjY2pbKYV/PmzXV/5fb392fv3r3MmzdPlxD/90HADz74gFdffbVICbG1tTWWlpZkZWXlG/v48ePp0aOH7v3UqVOZM2eOblv16tX5559/+Prrrxk0aBCrV69Gq9Xy3Xff6TrllixZgr29PZGRkTz99NMFxjJw4ECaN2/OmjVr9CZGKC8kIa4gpjxbV3qEhRBCGJSliSUH+x802LmL4vz582RnZ+tmj4K8pDYgIKDAY3r37s38+fOpUaMGnTp1okuXLnTt2hUTk5JJk1asWMHw4cN173///XdatGgB8MAkAmFhYXoP8G3fvp1Zs2Zx9uxZUlJSyM3NJTMzk4yMDNTqovWYF6Rx48a6n9PT0zl//jxDhgzR6wnPzc3Fzs4OgBMnThATE4ONjY1ePZmZmZw/f77Qcz333HNs2LCBdevW0bt378eKuzRIQlxBSDIshBDC0FQqVZGHLVQk3t7eREVFsX37drZt28bIkSOZPXs2u3btKpEHzZ577jm9BN3T07NIx128eJFnn32WESNG8OGHH+Lg4MCff/7JkCFDyM7OfuyE2MrKSvfz/XHJ3377rV6sgK5HNy0tjdDQUN1443972EOK77zzDsHBwfTv3x9FUejTp89jxV7SJCEWQgghRKVRs2ZNTE1NOXjwID4+PgDcuXOHc+fO0apVqwKPs7S0pGvXrnTt2pVRo0ZRp04dTp06RaNGjTAzM0Oj0TxyTDY2Ng/0qt7332eiDhw4QGBgIABHjhxBq9UyZ84cjIzy5kH46aefinXuosbu6uqKh4cHFy5cIDw8PN8yjRo1YvXq1bi4uDzSegzvvfceRkZGhIeHoygKffv2LXYdpUUSYiGEEEJUGtbW1gwZMoSJEyfi6OiIi4sL77zzji6hzM/SpUvRaDQ0bdoUtVrNDz/8gKWlJb6+vkDe2N3du3fzwgsvYG5ujpOTU4nFu3fvXj755BO6d+/Otm3bWLNmDZs2bQKgVq1a5OTk8L///Y+uXbuyd+9evvrqq2LV7+fnx9atW4mKisLR0VE3/CE/06dPZ+zYsdjZ2dGpUyeysrI4fPgwd+7cYcKECYSHhzN79my6devGjBkz8PLyIi4ujnXr1vHmm28WOk77vnfeeQdjY2PCw8PRarX069dPty8qKuqB8vXq1SvW9T4qSYiFEEIIUanMnj2btLQ0unbtio2NDa+//jrJyckFlre3t+ejjz5iwoQJaDQa6tevz6+//qqbFmzGjBkMHz6cmjVrkpWVVawp4B7m9ddf5/Dhw0yfPh1bW1vmzp1Lx44dAQgJCWHu3Ll8/PHHTJ48mZYtWzJr1iwGDhxY5PqHDh1KZGQkjRs3Ji0tjYiICPz8/PIt+8orr6BWq5k9ezYTJ07EysqK+vXr6x7sU6vV7N69m0mTJtGjRw9SU1Px9PSkXbt2xeoxfuuttzAyMmLAgAEoikKzZs0AeOGFFx4oe/ny5SLX+zhUSkn+q1YhKSkp2NnZkZycXC6WcRZCCCFKWmZmJrGxsVSvXh0LCwtDhyNEvgprp0XN1wy+MIcQQgghhBCGJAmxEEIIIYSo0iQhFkIIIYQQVZokxEIIIYQQokqThFgIIYQQhZLn70V5VhLtUxJiIYQQQuTr/gpl2dnZBo5EiIJlZGQAPNaqgjIPsRBCCCHyZWJiglqt5saNG5iamha6uIUQZU1RFDIyMkhMTMTe3l73H7hHIQmxEEIIIfKlUqlwd3cnNjaWuLg4Q4cjRL7s7e1xc3N7rDokIRZCCCFEgczMzKhdu7YMmxDlkqmp6WP1DN8nCbEQQgghCmVkZCQr1YlKTQYDCSGEEEKIKk0SYiGEEEIIUaVJQiyEEEIIIao0GUP8iO5PAp2SkmLgSIQQQgghRH7u52kPW7xDEuJHlJqaCoC3t7eBIxFCCCGEEIVJTU3Fzs6uwP0qRdZjfCRarZZr165hY2ODSqUydDjlUkpKCt7e3ly+fBlbW1tDh1NuyX0qGrlPRSP3qWjkPhWN3Keik3tVNGV9nxRFITU1FQ8Pj0IXlpEe4kdkZGSEl5eXocOoEGxtbeXLoQjkPhWN3KeikftUNHKfikbuU9HJvSqasrxPhfUM3ycP1QkhhBBCiCpNEmIhhBBCCFGlSUIsSo25uTlTp07F3Nzc0KGUa3KfikbuU9HIfSoauU9FI/ep6OReFU15vU/yUJ0QQgghhKjSpIdYCCGEEEJUaZIQCyGEEEKIKk0SYiGEEEIIUaVJQiyEEEIIIao0SYjFI5k1axZPPPEENjY2uLi40L17d6Kiogo9ZunSpahUKr2XhYVFGUVsGNOmTXvgmuvUqVPoMWvWrKFOnTpYWFhQv359Nm/eXEbRGo6fn98D90mlUjFq1Kh8y1eVtrR79266du2Kh4cHKpWKDRs26O1XFIUpU6bg7u6OpaUl7du3Jzo6+qH1fv755/j5+WFhYUHTpk3566+/SukKykZh9yknJ4dJkyZRv359rKys8PDwYODAgVy7dq3QOh/ls1sRPKxNDR48+IHr7tSp00PrrUptCsj3+0qlUjF79uwC66xsbaooeUBmZiajRo3C0dERa2trevbsyfXr1wut91G/1x6XJMTikezatYtRo0Zx4MABtm3bRk5ODk8//TTp6emFHmdra0t8fLzuFRcXV0YRG069evX0rvnPP/8ssOy+ffvo168fQ4YM4dixY3Tv3p3u3btz+vTpMoy47B06dEjvHm3btg2A3r17F3hMVWhL6enphISE8Pnnn+e7/5NPPmHBggV89dVXHDx4ECsrKzp27EhmZmaBda5evZoJEyYwdepUjh49SkhICB07diQxMbG0LqPUFXafMjIyOHr0KO+99x5Hjx5l3bp1REVF8dxzzz203uJ8diuKh7UpgE6dOuld96pVqwqts6q1KUDv/sTHx7N48WJUKhU9e/YstN7K1KaKkge89tpr/Prrr6xZs4Zdu3Zx7do1evToUWi9j/K9ViIUIUpAYmKiAii7du0qsMySJUsUOzu7sguqHJg6daoSEhJS5PJ9+vRRnnnmGb1tTZs2VYYPH17CkZVv48aNU2rWrKlotdp891fFtgQo69ev173XarWKm5ubMnv2bN22pKQkxdzcXFm1alWB9TRp0kQZNWqU7r1Go1E8PDyUWbNmlUrcZe2/9yk/f/31lwIocXFxBZYp7me3IsrvXg0aNEjp1q1bseqRNqUo3bp1U9q2bVtomcrepv6bByQlJSmmpqbKmjVrdGXOnDmjAMr+/fvzreNRv9dKgvQQixKRnJwMgIODQ6Hl0tLS8PX1xdvbm27duvH333+XRXgGFR0djYeHBzVq1CA8PJxLly4VWHb//v20b99eb1vHjh3Zv39/aYdZbmRnZ/PDDz/w8ssvo1KpCixXFdvSv8XGxpKQkKDXXuzs7GjatGmB7SU7O5sjR47oHWNkZET79u2rVBtLTk5GpVJhb29faLnifHYrk8jISFxcXAgICGDEiBHcunWrwLLSpuD69ets2rSJIUOGPLRsZW5T/80Djhw5Qk5Ojl7bqFOnDj4+PgW2jUf5XispkhCLx6bVahk/fjzNmzcnKCiowHIBAQEsXryYjRs38sMPP6DVamnWrBlXrlwpw2jLVtOmTVm6dClbtmzhyy+/JDY2lhYtWpCamppv+YSEBFxdXfW2ubq6kpCQUBbhlgsbNmwgKSmJwYMHF1imKral/7rfJorTXm7evIlGo6nSbSwzM5NJkybRr18/bG1tCyxX3M9uZdGpUyeWL1/Ojh07+Pjjj9m1axedO3dGo9HkW17aFCxbtgwbG5uHDgWozG0qvzwgISEBMzOzB/7jWVjbeJTvtZJiUqq1iyph1KhRnD59+qFjocLCwggLC9O9b9asGYGBgXz99de8//77pR2mQXTu3Fn3c3BwME2bNsXX15effvqpSL0JVdGiRYvo3LkzHh4eBZapim1JPL6cnBz69OmDoih8+eWXhZatqp/dF154Qfdz/fr1CQ4OpmbNmkRGRtKuXTsDRlZ+LV68mPDw8Ic+2FuZ21RR84DyTHqIxWMZPXo0v/32GxEREXh5eRXrWFNTUxo2bEhMTEwpRVf+2Nvb4+/vX+A1u7m5PfAE7vXr13FzcyuL8AwuLi6O7du388orrxTruKrYlu63ieK0FycnJ4yNjatkG7ufDMfFxbFt27ZCe4fz87DPbmVVo0YNnJycCrzuqtymAPbs2UNUVFSxv7Og8rSpgvIANzc3srOzSUpK0itfWNt4lO+1kiIJsXgkiqIwevRo1q9fz86dO6levXqx69BoNJw6dQp3d/dSiLB8SktL4/z58wVec1hYGDt27NDbtm3bNr3e0MpsyZIluLi48MwzzxTruKrYlqpXr46bm5tee0lJSeHgwYMFthczMzNCQ0P1jtFqtezYsaNSt7H7yXB0dDTbt2/H0dGx2HU87LNbWV25coVbt24VeN1VtU3dt2jRIkJDQwkJCSn2sRW9TT0sDwgNDcXU1FSvbURFRXHp0qUC28ajfK+VmFJ9ZE9UWiNGjFDs7OyUyMhIJT4+XvfKyMjQlRkwYIDy1ltv6d5Pnz5d2bp1q3L+/HnlyJEjygsvvKBYWFgof//9tyEuoUy8/vrrSmRkpBIbG6vs3btXad++veLk5KQkJiYqivLgPdq7d69iYmKifPrpp8qZM2eUqVOnKqampsqpU6cMdQllRqPRKD4+PsqkSZMe2FdV21Jqaqpy7Ngx5dixYwqgzJ07Vzl27JhudoSPPvpIsbe3VzZu3KicPHlS6datm1K9enXl7t27ujratm2r/O9//9O9//HHHxVzc3Nl6dKlyj///KMMGzZMsbe3VxISEsr8+kpKYfcpOztbee655xQvLy/l+PHjet9XWVlZujr+e58e9tmtqAq7V6mpqcobb7yh7N+/X4mNjVW2b9+uNGrUSKldu7aSmZmpq6Oqt6n7kpOTFbVarXz55Zf51lHZ21RR8oBXX31V8fHxUXbu3KkcPnxYCQsLU8LCwvTqCQgIUNatW6d7X5TvtdIgCbF4JEC+ryVLlujKtGrVShk0aJDu/fjx4xUfHx/FzMxMcXV1Vbp06aIcPXq07IMvQ3379lXc3d0VMzMzxdPTU+nbt68SExOj2//fe6QoivLTTz8p/v7+ipmZmVKvXj1l06ZNZRy1YWzdulUBlKioqAf2VdW2FBERke/n7P690Gq1ynvvvae4uroq5ubmSrt27R64f76+vsrUqVP1tv3vf//T3b8mTZooBw4cKKMrKh2F3afY2NgCv68iIiJ0dfz3Pj3ss1tRFXavMjIylKefflpxdnZWTE1NFV9fX2Xo0KEPJLZVvU3d9/XXXyuWlpZKUlJSvnVU9jZVlDzg7t27ysiRI5Vq1aoparVaef7555X4+PgH6vn3MUX5XisNqnvBCCGEEEIIUSXJGGIhhBBCCFGlSUIshBBCCCGqNEmIhRBCCCFElSYJsRBCCCGEqNIkIRZCCCGEEFWaJMRCCCGEEKJKk4RYCCGEEEJUaZIQCyGEEEKIKk0SYiGEqKRUKhUbNmwwdBhCCFHuSUIshBAV3LRp02jQoMED2+Pj4+ncuXPZBySEEBWMiaEDEEIIUTrc3NwMHYIQQlQI0kMshBCPKT09nYEDB2JtbY27uztz5syhdevWjB8/Hsh/6IK9vT1Lly7Vvb98+TJ9+vTB3t4eBwcHunXrxsWLF3X7IyMjadKkCVZWVtjb29O8eXPi4uJYunQp06dP58SJE6hUKlQqla7e/5731KlTtG3bFktLSxwdHRk2bBhpaWm6/YMHD6Z79+58+umnuLu74+joyKhRo8jJySnSffDz82PmzJm8/PLL2NjY4OPjwzfffKN3DSqViqSkJN2248ePo1KpdNe6dOlS7O3t+e233wgICECtVtOrVy8yMjJYtmwZfn5+VKtWjbFjx6LRaHT1fPHFF9SuXRsLCwtcXV3p1atXkWIWQgiQhFgIIR7bxIkT2bVrFxs3buSPP/4gMjKSo0ePFvn4nJwcOnbsiI2NDXv27GHv3r1YW1vTqVMnsrOzyc3NpXv37rRq1YqTJ0+yf/9+hg0bhkqlom/fvrz++uvUq1eP+Ph44uPj6du37wPnSE9Pp2PHjlSrVo1Dhw6xZs0atm/fzujRo/XKRUREcP78eSIiIli2bBlLly7VS9wfZs6cOTRu3Jhjx44xcuRIRowYQVRUVJGPB8jIyGDBggX8+OOPbNmyhcjISJ5//nk2b97M5s2b+f777/n6669Zu3YtAIcPH2bs2LHMmDGDqKgotmzZQsuWLYt1TiFE1SZDJoQQ4jGkpaWxaNEifvjhB9q1awfAsmXL8PLyKnIdq1evRqvV8t1336FSqQBYsmQJ9vb2REZG0rhxY5KTk3n22WepWbMmAIGBgbrjra2tMTExKXSIxMqVK8nMzGT58uVYWVkBsHDhQrp27crHH3+Mq6srANWqVWPhwoUYGxtTp04dnnnmGXbs2MHQoUOLdC1dunRh5MiRAEyaNIl58+YRERFBQEBAke9HTk4OX375pe5ae/Xqxffff8/169extrambt26tGnThoiICPr27culS5ewsrLi2WefxcbGBl9fXxo2bFjk8wkhhPQQCyHEYzh//jzZ2dk0bdpUt83BwaFYCeCJEyeIiYnBxsYGa2trrK2tcXBwIDMzk/Pnz+Pg4MDgwYPp2LEjXbt25bPPPiM+Pr5YcZ45c4aQkBBdMgzQvHlztFqtXg9uvXr1MDY21r13d3cnMTGxyOcJDg7W/axSqXBzcyvW8QBqtVqXDAO4urri5+eHtbW13rb79Xbo0AFfX19q1KjBgAEDWLFiBRkZGcU6pxCiapOEWAghSplKpUJRFL1t/x6Xm5aWRmhoKMePH9d7nTt3jv79+wN5Pcb79++nWbNmrF69Gn9/fw4cOFDisZqamj4Qu1arLZHjjYzyfuX8+17kNz45vzoKq9fGxoajR4+yatUq3N3dmTJlCiEhIXpjlYUQojCSEAshxGOoWbMmpqamHDx4ULftzp07nDt3Tvfe2dlZr0c3OjparwezUaNGREdH4+LiQq1atfRednZ2unINGzZk8uTJ7Nu3j6CgIFauXAmAmZmZ3gNm+QkMDOTEiROkp6frtu3duxcjI6Ni9WY/DmdnZwC9e3H8+PESqdvExIT27dvzySefcPLkSS5evMjOnTtLpG4hROUnCbEQQjwGa2trhgwZwsSJE9m5cyenT59m8ODBut5QgLZt27Jw4UKOHTvG4cOHefXVV/V6PMPDw3FycqJbt27s2bOH2NhYIiMjGTt2LFeuXCE2NpbJkyezf/9+4uLi+OOPP4iOjtaNI/bz8yM2Npbjx49z8+ZNsrKyHogzPDwcCwsLBg0axOnTp4mIiGDMmDEMGDBAN364tNWqVQtvb2+mTZtGdHQ0mzZtYs6cOY9d72+//caCBQs4fvw4cXFxLF++HK1WW2aJvhCi4pOEWAghHtPs2bNp0aIFXbt2pX379jz11FOEhobq9s+ZMwdvb29atGhB//79eeONN1Cr1br9arWa3bt34+PjQ48ePQgMDGTIkCFkZmZia2uLWq3m7Nmz9OzZE39/f4YNG8aoUaMYPnw4AD179qRTp060adMGZ2dnVq1a9UCMarWarVu3cvv2bZ544gl69epFu3btWLhwYenfoHtMTU1ZtWoVZ8+eJTg4mI8//pgPPvjgseu1t7dn3bp1tG3blsDAQL766itWrVpFvXr1SiBqIURVoFL+O7BNCCHEY2vdujUNGjRg/vz5hg5FCCHEQ0gPsRBCCCGEqNIkIRZCCPFQe/bs0U0Jl99LCCEqMhkyIYQQ4qHu3r3L1atXC9xfq1atMoxGCCFKliTEQgghhBCiSpMhE0IIIYQQokqThFgIIYQQQlRpkhALIYQQQogqTRJiIYQQQghRpUlCLIQQQgghqjRJiIUQQgghRJUmCbEQQgghhKjS/g+5vVCQ/tRxQgAAAABJRU5ErkJggg==", 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", 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", 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lr=0.15 if dataset=='assistment' else 0.2 +def main(dataset="assistment", cdm="irt", stg = ['MFI'], test_length = 20, ctx="cuda:4", lr=0.2, num_epoch=1, efficient=True): + # lr=0.05 if dataset=='assistment' else 0.2 setuplogger() seed = 0 np.random.seed(seed) torch.manual_seed(seed) - - config = { - 'learning_rate': lr, - 'batch_size': 2048, - 'num_epochs': num_epoch, - 'num_dim': 1, # for IRT or MIRT - 'device': ctx, - # for NeuralCD - 'prednet_len1': 128, - 'prednet_len2': 64, - # 'prednet_len1': 64, - # 'prednet_len2': 32, + lr_config={ + "assistment":{ + "MFI":0.15, + "KLI":0.15, + "Random":0.05, + 'MAAT':0.15 + }, + "junyi":{ + "MFI":0.2, + "KLI":0.2, + "Random":0.2, + 'MAAT':0.15 + } } + metadata = json.load(open(f'/data/yutingh/CAT/data/{dataset}/metadata.json', 'r')) ckpt_path = f'/data/yutingh/CAT/ckpt/{dataset}/{cdm}.pt' # read datasets @@ -64,6 +66,18 @@ def main(dataset="assistment", cdm="irt", stg = ['Random'], test_length = 20, ct df = pd.DataFrame() df1 = pd.DataFrame() for i, strategy in enumerate(strategies): + config = { + 'learning_rate': lr_config[dataset][stg[i]], + 'batch_size': 2048, + 'num_epochs': num_epoch, + 'num_dim': 1, # for IRT or MIRT + 'device': ctx, + # for NeuralCD + 'prednet_len1': 128, + 'prednet_len2': 64, + # 'prednet_len1': 64, + # 'prednet_len2': 32, + } if cdm == 'irt': model = CAT.model.IRTModel(**config) elif cdm =='ncd': @@ -72,15 +86,20 @@ def main(dataset="assistment", cdm="irt", stg = ['Random'], test_length = 20, ct model.adaptest_load(ckpt_path) test_data.reset() if efficient: - ball_trait = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{stg[i]}/ball_trait.json', 'r')) + ball_trait = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{stg[i]}/ball_trait_with_tested_info.json', 'r')) + trait = json.load(open(f'/data/yutingh/CAT/data/{dataset}/{stg[i]}/trait_with_tested_info.json', 'r')) distill_k=50 embedding_dim=15 - user_dim=2 if stg[0]=='KLI' else 1 + if 'tested_info' in trait: + tested_info= trait['tested_info'] + user_dim=np.array(tested_info).shape[-1]+1 + else: + user_dim=1 dMFI = dMFIModel(distill_k,embedding_dim,user_dim,device=ctx) - dMFI.load(f'/data/yutingh/CAT/ckpt/{dataset}/{cdm}_{stg[i]}_ip.pt') + dMFI.load(f'/data/yutingh/CAT/ckpt/{dataset}/{cdm}_{stg[i]}_ip_with_tested_info.pt') logging.info('-----------') logging.info(f'start adaptive testing with {strategy.name} strategy') - + logging.info('lr: ' + str(config['learning_rate'])) logging.info(f'Iteration 0') res=[] time=0 @@ -99,27 +118,36 @@ def main(dataset="assistment", cdm="irt", stg = ['Random'], test_length = 20, ct results = tmp_model.evaluate(sid, test_data) tmp =[list(results.values())] time = datetime.timedelta(microseconds=0) + tested_info=[] for it in range(1, test_length + 1): starttime = datetime.datetime.now() if efficient: - if stg[i]=='KLI': - theta = tmp_model.model.theta(torch.tensor(sid).to(ctx)) - u_emb = dMFI.model.utn(torch.cat((theta,torch.Tensor([it]).to(ctx)),0)).tolist() + theta = tmp_model.model.theta(torch.tensor(sid).to(ctx)) + if user_dim==1: + u_emb = dMFI.model.utn(theta).tolist() else: - u_emb = dMFI.model.utn(tmp_model.model.theta(torch.tensor(sid).to(ctx))).tolist() + if stg[i]=='KLI': + u_emb = dMFI.model.utn(torch.cat((theta,torch.Tensor([it]).to(ctx)),0)).tolist() + elif stg[i]=='MFI': + if len(test_data.tested[sid])==0: + avg_tested_emb=np.array([0,0]).tolist() + else: + avg_tested_emb = np.array([trait['item'][str(qid)] for qid in test_data.tested[sid]]).mean(axis=0).tolist() + avg_tested_emb.extend([it]) + u_emb = dMFI.model.utn(torch.cat((theta,torch.Tensor(avg_tested_emb).to(ctx)),0)).tolist() candidates=dict(zip(list(range(metadata['num_questions'],metadata['num_questions']+it)),[0]*it)) search_metric_tree(candidates,np.array(u_emb),T) untested_qids = set(candidates.keys())-set(test_data.tested[sid]) # print(it, untested_qids) - if len(untested_qids) == 1: - max_score = 0 - for k,v in candidates.items(): - if k in untested_qids: - if v>max_score: - qid=k - max_score=v - else: - qid = strategy.adaptest_select(tmp_model, sid, test_data,item_candidates=untested_qids) + # if len(untested_qids) == 1: + max_score = 0 + for k,v in candidates.items(): + if k in untested_qids: + if v>max_score: + qid=k + max_score=v + # else: + # qid = strategy.adaptest_select(tmp_model, sid, test_data,item_candidates=untested_qids) else: qid = strategy.adaptest_select(tmp_model, sid, test_data) test_data.apply_selection(sid, qid) diff --git a/ckpt/assistment/irt_MFI_ip.pt b/ckpt/assistment/irt_MFI_ip.pt index e0b7eac..d64a3cf 100644 Binary files a/ckpt/assistment/irt_MFI_ip.pt and b/ckpt/assistment/irt_MFI_ip.pt differ diff --git a/ckpt/assistment/irt_MFI_ip_with_tested_info.pt b/ckpt/assistment/irt_MFI_ip_with_tested_info.pt new file mode 100644 index 0000000..f1fb70a Binary files /dev/null and b/ckpt/assistment/irt_MFI_ip_with_tested_info.pt differ diff --git a/ckpt/junyi/irt_KLI_ip.pt b/ckpt/junyi/irt_KLI_ip.pt new file mode 100644 index 0000000..f7f0ae5 Binary files /dev/null and b/ckpt/junyi/irt_KLI_ip.pt differ