1 lines (1 with data), 2.6 MB
{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"LogReg_RF_easy.ipynb","provenance":[{"file_id":"1R4n5F-wD_AXjdZBMGvXpJY1juur2SL3V","timestamp":1651515893623},{"file_id":"10ldz3iJLUTXOTx8h0hUH-AEmmMu0ofaA","timestamp":1651503347183}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"84nJFHFrK4Tp","executionInfo":{"status":"ok","timestamp":1651515983443,"user_tz":240,"elapsed":9413,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"outputs":[],"source":["import tensorflow as tf\n","import tensorflow.keras.layers as layers\n","import torch\n","import numpy as np\n","import pandas as pd\n","import os\n","import pickle\n","import matplotlib.pyplot as plt\n","from sklearn import metrics\n","\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import RandomForestClassifier"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount(\"/content/gdrive\")"],"metadata":{"id":"NwTz__WVK_sU","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1651516030823,"user_tz":240,"elapsed":22977,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}},"outputId":"9a89b4b4-efd0-4387-9064-d1c8526c8728"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/gdrive\n"]}]},{"cell_type":"markdown","source":["Loading the datasets"],"metadata":{"id":"kMU4jE5qK6-l"}},{"cell_type":"code","source":["# project folder\n","deep_learning_dir = \"/content/gdrive/My Drive/BMI 707 Project\""],"metadata":{"id":"lifWknGULF_d","executionInfo":{"status":"ok","timestamp":1651516033115,"user_tz":240,"elapsed":8,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["# get nctid's and labels\n","train = pd.read_csv(deep_learning_dir + \"/data_formatting/training_data.tsv\", sep=\"\\t\")\n","val = pd.read_csv(deep_learning_dir + \"/data_formatting/validation_data.tsv\", sep=\"\\t\")\n","test = pd.read_csv(deep_learning_dir + \"/data_formatting/testing_data.tsv\", sep=\"\\t\")\n","\n","train_nctids = train[\"nctid\"].to_numpy()\n","train_labels = train[\"label\"].to_numpy()\n","\n","val_nctids = val[\"nctid\"].to_numpy()\n","val_labels = val[\"label\"].to_numpy()\n","\n","test_nctids = test[\"nctid\"].to_numpy()\n","test_labels = test[\"label\"].to_numpy()"],"metadata":{"id":"7-XMLJW8LH6x","executionInfo":{"status":"ok","timestamp":1651516036792,"user_tz":240,"elapsed":2690,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":["Loading the embeddings"],"metadata":{"id":"LHlFydAxK8SM"}},{"cell_type":"code","source":["## diseases\n","with open(deep_learning_dir + \"/embeddings/nctid2diseases.pkl\", \"rb\") as handle:\n"," nctid2diseases = pickle.load(handle)\n","\n","\n","## eligibility criteria\n","with open(deep_learning_dir + \"/embeddings/nctid2incl_criteria.pkl\", \"rb\") as handle:\n"," nctid2incl_criteria = pickle.load(handle)\n","\n","with open(deep_learning_dir + \"/embeddings/nctid2excl_criteria.pkl\", \"rb\") as handle:\n"," nctid2excl_criteria = pickle.load(handle)\n","\n","\n","## drugs\n","with open(deep_learning_dir + \"/embeddings/nctid2drugs.pkl\", \"rb\") as handle:\n"," nctid2drugs = pickle.load(handle)\n","\n","\n","## targets\n","with open(deep_learning_dir + \"/embeddings/nctid2drug_targets.pkl\", \"rb\") as handle:\n"," nctid2target = pickle.load(handle)"],"metadata":{"id":"KrPTAj29LABG","executionInfo":{"status":"ok","timestamp":1651516053104,"user_tz":240,"elapsed":14864,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["# convert to np array\n","for nctid in nctid2diseases:\n"," nctid2incl_criteria[nctid] = nctid2incl_criteria[nctid].numpy()\n"," nctid2excl_criteria[nctid] = nctid2excl_criteria[nctid].numpy()\n"," \n"," if nctid in nctid2target:\n"," nctid2target[nctid] = nctid2target[nctid].numpy()\n"," else:\n"," nctid2target[nctid] = np.zeros(1024, dtype=np.float32)"],"metadata":{"id":"RqpIFddbZ4MI","executionInfo":{"status":"ok","timestamp":1651516053391,"user_tz":240,"elapsed":303,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["## meta data\n","with open(deep_learning_dir + \"/embeddings/nctid2n_diseases.pkl\", \"rb\") as handle:\n"," nctid2n_diseases = pickle.load(handle)\n","\n","\n","with open(deep_learning_dir + \"/embeddings/length_nctid2incl_criteria.pkl\", \"rb\") as handle:\n"," nctid2n_incl = pickle.load(handle)\n","\n","with open(deep_learning_dir + \"/embeddings/length_nctid2excl_criteria.pkl\", \"rb\") as handle:\n"," nctid2n_excl = pickle.load(handle)\n","\n","with open(deep_learning_dir + \"/embeddings/nctid2npart_success.pkl\", \"rb\") as handle:\n"," nctid2npart_success = pickle.load(handle)"],"metadata":{"id":"oOPY5HPIj4ot","executionInfo":{"status":"ok","timestamp":1651516058636,"user_tz":240,"elapsed":3020,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["# concatenate meta info\n","nctid2meta = {}\n","\n","for nctid in nctid2diseases:\n"," nctid2meta[nctid] = np.array([nctid2n_diseases[nctid], nctid2n_incl[nctid], nctid2n_excl[nctid], \n"," nctid2npart_success[nctid][0], nctid2npart_success[nctid][1]])"],"metadata":{"id":"NHQ96_4dxEDj","executionInfo":{"status":"ok","timestamp":1651516060128,"user_tz":240,"elapsed":495,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":8,"outputs":[]},{"cell_type":"markdown","source":["Build input data for the base models."],"metadata":{"id":"LCV1mhpans5A"}},{"cell_type":"code","source":["def build_data(nctids, nctid_dict):\n"," \"\"\"\n"," Build NN input matrix for given list of nctid's and a dictionary,\n"," which maps an nctid to an embedding.\n"," \"\"\"\n"," n_rows = len(nctids)\n"," n_cols = len(list(nctid_dict.values())[0])\n","\n"," data = np.zeros((n_rows, n_cols), dtype=float)\n","\n"," for i,nctid in enumerate(nctids):\n"," \n"," data[i,:] = nctid_dict[nctid]\n","\n","\n"," df = pd.DataFrame(data)\n"," df = df.set_index(nctids)\n"," return df"],"metadata":{"id":"wvWOoXLdnSd7","executionInfo":{"status":"ok","timestamp":1651516066396,"user_tz":240,"elapsed":268,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["# train inputs\n","# train_data_diseases = build_data(train_nctids, nctid2diseases)\n","# train_data_incl = build_data(train_nctids, nctid2incl_criteria)\n","# train_data_excl = build_data(train_nctids, nctid2excl_criteria)\n","# train_data_drug = build_data(train_nctids, nctid2drugs)\n","# train_data_target = build_data(train_nctids, nctid2target)\n","train_data_meta = build_data(train_nctids, nctid2meta)\n","\n","# train_data = pd.concat([train_data_diseases, train_data_incl, train_data_excl, train_data_drug, train_data_target, train_data_meta], axis=1)\n","train_data = train_data_meta\n","\n","# validation inputs\n","# val_data_diseases = build_data(val_nctids, nctid2diseases)\n","# val_data_incl = build_data(val_nctids, nctid2incl_criteria)\n","# val_data_excl = build_data(val_nctids, nctid2excl_criteria)\n","# val_data_drug = build_data(val_nctids, nctid2drugs)\n","# val_data_target = build_data(val_nctids, nctid2target)\n","val_data_meta = build_data(val_nctids, nctid2meta)\n","\n","# val_data = pd.concat([val_data_diseases, val_data_incl, val_data_excl, val_data_drug, val_data_target, val_data_meta], axis=1)\n","val_data = val_data_meta\n","\n","# test inputs\n","# test_data_diseases = build_data(test_nctids, nctid2diseases)\n","# test_data_incl = build_data(test_nctids, nctid2incl_criteria)\n","# test_data_excl = build_data(test_nctids, nctid2excl_criteria)\n","# test_data_drug = build_data(test_nctids, nctid2drugs)\n","# test_data_target = build_data(test_nctids, nctid2target)\n","test_data_meta = build_data(test_nctids, nctid2meta)\n","\n","# test_data = pd.concat([test_data_diseases, test_data_incl, test_data_excl, test_data_drug, test_data_target, test_data_meta], axis=1)\n","test_data = test_data_meta"],"metadata":{"id":"kaPmiRbXqilL","executionInfo":{"status":"ok","timestamp":1651516297030,"user_tz":240,"elapsed":11,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["train_data.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"rhY5gxf-T9Zr","executionInfo":{"status":"ok","timestamp":1651516299576,"user_tz":240,"elapsed":325,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}},"outputId":"0fa12e14-4708-47a5-886b-fda37573288e"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" 0 1 2 3 4\n","NCT00475085 1.0 15.0 8.0 -0.477298 0.538462\n","NCT01626859 1.0 8.0 4.0 -0.930211 0.716814\n","NCT00203957 1.0 12.0 24.0 0.000000 0.660465\n","NCT00169832 2.0 28.0 48.0 0.000000 0.854633\n","NCT01249352 2.0 23.0 20.0 0.000000 0.611765"],"text/html":["\n"," <div id=\"df-36004ff8-bd7b-498d-b015-2d889f8f7c05\">\n"," <div class=\"colab-df-container\">\n"," <div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>0</th>\n"," <th>1</th>\n"," <th>2</th>\n"," <th>3</th>\n"," <th>4</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>NCT00475085</th>\n"," <td>1.0</td>\n"," <td>15.0</td>\n"," <td>8.0</td>\n"," <td>-0.477298</td>\n"," <td>0.538462</td>\n"," </tr>\n"," <tr>\n"," <th>NCT01626859</th>\n"," <td>1.0</td>\n"," <td>8.0</td>\n"," <td>4.0</td>\n"," <td>-0.930211</td>\n"," <td>0.716814</td>\n"," </tr>\n"," <tr>\n"," <th>NCT00203957</th>\n"," <td>1.0</td>\n"," <td>12.0</td>\n"," <td>24.0</td>\n"," <td>0.000000</td>\n"," <td>0.660465</td>\n"," </tr>\n"," <tr>\n"," <th>NCT00169832</th>\n"," <td>2.0</td>\n"," <td>28.0</td>\n"," <td>48.0</td>\n"," <td>0.000000</td>\n"," <td>0.854633</td>\n"," </tr>\n"," <tr>\n"," <th>NCT01249352</th>\n"," <td>2.0</td>\n"," <td>23.0</td>\n"," <td>20.0</td>\n"," <td>0.000000</td>\n"," <td>0.611765</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>\n"," <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-36004ff8-bd7b-498d-b015-2d889f8f7c05')\"\n"," title=\"Convert this dataframe to an interactive table.\"\n"," style=\"display:none;\">\n"," \n"," <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n"," width=\"24px\">\n"," <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n"," <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n"," </svg>\n"," </button>\n"," \n"," <style>\n"," .colab-df-container {\n"," display:flex;\n"," flex-wrap:wrap;\n"," gap: 12px;\n"," }\n","\n"," .colab-df-convert {\n"," background-color: #E8F0FE;\n"," border: none;\n"," border-radius: 50%;\n"," cursor: pointer;\n"," display: none;\n"," fill: #1967D2;\n"," height: 32px;\n"," padding: 0 0 0 0;\n"," width: 32px;\n"," }\n","\n"," .colab-df-convert:hover {\n"," background-color: #E2EBFA;\n"," box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n"," fill: #174EA6;\n"," }\n","\n"," [theme=dark] .colab-df-convert {\n"," background-color: #3B4455;\n"," fill: #D2E3FC;\n"," }\n","\n"," [theme=dark] .colab-df-convert:hover {\n"," background-color: #434B5C;\n"," box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n"," filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n"," fill: #FFFFFF;\n"," }\n"," </style>\n","\n"," <script>\n"," const buttonEl =\n"," document.querySelector('#df-36004ff8-bd7b-498d-b015-2d889f8f7c05 button.colab-df-convert');\n"," buttonEl.style.display =\n"," google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n"," async function convertToInteractive(key) {\n"," const element = document.querySelector('#df-36004ff8-bd7b-498d-b015-2d889f8f7c05');\n"," const dataTable =\n"," await google.colab.kernel.invokeFunction('convertToInteractive',\n"," [key], {});\n"," if (!dataTable) return;\n","\n"," const docLinkHtml = 'Like what you see? Visit the ' +\n"," '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n"," + ' to learn more about interactive tables.';\n"," element.innerHTML = '';\n"," dataTable['output_type'] = 'display_data';\n"," await google.colab.output.renderOutput(dataTable, element);\n"," const docLink = document.createElement('div');\n"," docLink.innerHTML = docLinkHtml;\n"," element.appendChild(docLink);\n"," }\n"," </script>\n"," </div>\n"," </div>\n"," "]},"metadata":{},"execution_count":17}]},{"cell_type":"code","source":["def model_performance(model, input, y_true, save_path=None):\n"," \"\"\"\n"," Compute performance of 'model' applied to 'input' data with true labels 'y_true'\n"," Saves the ROC plot and precision-recall curve to 'save_path'\n","\n"," Return: dict\n"," accuracy, ROC-AUC, PR-AUC, F1-score\n"," \"\"\"\n","\n"," pred_prob = model.predict(input).squeeze()\n"," y_pred = (pred_prob > 0.5).astype(\"int32\")\n","\n"," fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n","\n"," fpr, tpr, _ = metrics.roc_curve(y_true, pred_prob)\n"," metrics.RocCurveDisplay(fpr=fpr, tpr=tpr).plot(ax=axes[0], color=\"black\")\n","\n"," prec, recall, _ = metrics.precision_recall_curve(y_true, pred_prob)\n"," metrics.PrecisionRecallDisplay(precision=prec, recall=recall).plot(ax=axes[1], color=\"black\")\n","\n"," axes[0].set(xlabel=\"1 - specificity\", ylabel=\"sensitivity\", title=\"ROC plot\")\n"," axes[1].set(xlabel=\"recall\", ylabel=\"precision\", title=\"Precision-Recall Curve\")\n","\n"," if save_path: plt.savefig(save_path)\n"," \n"," roc_auc = metrics.auc(fpr, tpr)\n"," pr_auc = metrics.auc(recall, prec)\n","\n"," ac = metrics.accuracy_score(y_true, y_pred)\n"," f1 = metrics.precision_recall_fscore_support(y_true, y_pred, average=\"binary\")[2]\n","\n"," return {\"accuracy\": np.round(ac, 3), \"roc_auc\": np.round(roc_auc, 3), \n"," \"pr_auc\": np.round(pr_auc, 3), \"F1\": np.round(f1, 3)}"],"metadata":{"id":"SDYkrQqYhHMu","executionInfo":{"status":"ok","timestamp":1651516194708,"user_tz":240,"elapsed":298,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["# LR = LogisticRegression(max_iter = 100)\n","# LR.fit(train_data, train_labels)\n","\n","# model_performance(LR, val_data, val_labels)"],"metadata":{"id":"4bZPO-GSUQ10","executionInfo":{"status":"ok","timestamp":1651516335114,"user_tz":240,"elapsed":246,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":19,"outputs":[]},{"cell_type":"code","source":["# RF = RandomForestClassifier(random_state=0)\n","# RF.fit(train_data, train_labels)\n","\n","# model_performance(RF, val_data, val_labels)"],"metadata":{"id":"Cpn7LKOhiOS-","executionInfo":{"status":"ok","timestamp":1651516338775,"user_tz":240,"elapsed":26,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":20,"outputs":[]},{"cell_type":"code","source":["n_runs = 30"],"metadata":{"id":"obrWeTMD_dOj","executionInfo":{"status":"ok","timestamp":1651516340287,"user_tz":240,"elapsed":5,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}}},"execution_count":21,"outputs":[]},{"cell_type":"markdown","source":["LR"],"metadata":{"id":"mTqnymBW-ryG"}},{"cell_type":"code","source":["val_F1 = np.zeros(n_runs, dtype=float)\n","val_acc = np.zeros(n_runs, dtype=float)\n","val_pr_auc = np.zeros(n_runs, dtype=float)\n","val_roc_auc = np.zeros(n_runs, dtype=float)\n","\n","test_F1 = np.zeros(n_runs, dtype=float)\n","test_acc = np.zeros(n_runs, dtype=float)\n","test_pr_auc = np.zeros(n_runs, dtype=float)\n","test_roc_auc = np.zeros(n_runs, dtype=float)\n","\n","for i in range(n_runs):\n"," model = LogisticRegression(max_iter = 100)\n"," model.fit(train_data, train_labels)\n","\n"," val_metrics = model_performance(\n"," model,\n"," val_data,\n"," val_labels,\n"," save_path=None\n"," )\n","\n"," test_metrics = model_performance(\n"," model,\n"," test_data,\n"," test_labels,\n"," save_path=None\n"," )\n","\n"," val_F1[i] = val_metrics[\"F1\"]\n"," val_acc[i] = val_metrics[\"accuracy\"]\n"," val_pr_auc[i] = val_metrics[\"pr_auc\"]\n"," val_roc_auc[i] = val_metrics[\"roc_auc\"]\n","\n"," test_F1[i] = test_metrics[\"F1\"]\n"," test_acc[i] = test_metrics[\"accuracy\"]\n"," test_pr_auc[i] = test_metrics[\"pr_auc\"]\n"," test_roc_auc[i] = test_metrics[\"roc_auc\"]"],"metadata":{"id":"t25tYJXI-sqH","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1651516364065,"user_tz":240,"elapsed":22303,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}},"outputId":"539c98e5-72eb-49c4-a0fa-fe06d8904d7a"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xU1f3G8c8DoiiCivCzIAIaG8bYiD3GxIbG2GJUsO/SVOwVUVAUxV4QFXAXBAuiJgYNRsUWe8CADaMiFrAiig2lfn9/zEXHdWEH2Jk7s/u8X699MXPn3JlnVjh+55wz9ygiMDMzM7PCapB2ADMzM7P6yEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchFmdJOlYSc+kncPMCkPSEZIeyaHdLZIuKESmQpD0nqQ9ktsXSro97UyWOxdhttySTuB7Sd9K+kTScEmrVmmzk6THJX0j6StJD0hqX6VNM0nXSfogea53kvst8pz/SUld8vkaZvVZlT7i0+r6iOUVEXdExF45tOsRERfX5msvIikkfZe8zw8lXSOpYT5ea1mk1cfa4rkIs9ry54hYFdgK2BrotegBSTsCjwD/ANYF2gEvA89K2iBpsyLwGLA50BFoBuwIzAS2K9zbMLM8WdRHbAN0AM6v2kDSCgVPVfu2TN7n74HDgLKU8wC138fWkf9WqXMRZrUqIj4BHiZTjC1yBTAiIq6PiG8i4ouIOB94AbgwaXM0sD5wUERMjoiFEfFZRFwcEWOre63kU+fJkqZK+lzSlZKq/TudjMSNT0bhxkvaKTneH/gdcGPyyfDG2vg9mFn1IuJD4CHg1/Djv+MTJb0NvJ0c20/SJEmzJD0n6TeLzpfUWtLfJM2QNHPRv9nsJQjKuFbSZ5K+lvSqpEWvN1zSJVnP11XSFElfSBojad2sx0JSD0lvJ1kGSVKO73MK8CxZfeEyvq8Nk1mEmUk/d4ek1Zf6F59DH5u8319lZfrxdyVpN0nTJZ0j6RNgmKQ3JO2X1X6FJP82yf0dkvc5S9LLknZbhtx1moswq1WS1gP2AaYk91cBdgLuqab5aGDP5PYewL8i4tulfMmDyHyq3gY4gGo+dUpqDvwTuAFYE7gG+KekNSOiN/A00DMiVo2Inkv5+ma2FCS1BvYFJmYdPhDYHmgvaWugEuhO5t/rYGCMpJWSqb0HgfeBtkArYFQ1L7MXsCuwMbAacCiZEZ+qWf4IXJY8vk7yvFWfbz/gt8BvknZ75/g+NyXzAW9RX7is70tJxnWBzYDW/PThdWksax+bbW2gOdAG6AbcBXTKenxv4POI+K+kVmT63UuSc84E7pPUcjlev85xEWa15X5J3wDTgM+Avsnx5mT+nn1czTkfA4vWIqy5mDY1uTwZWfsAuI6fdwiL/Al4OyJGRsT8iLgL+B/w52V4PTNbNvdLmgU8AzwFXJr12GXJv+PvyfzPfXBEvBgRCyLiNmAOsAOZabN1gbMi4ruI+CEiqvsCzjygKbApoIh4IyKq61+OACoj4r8RMYfMMoodJbXNajMgImYlfcwT/HyUvzr/lfQd8AbwJHBTcnyZ3ldETImIRyNiTkTMIPMh8vc1ZKjOsvax2RYCfZMs3wN3AvsnH7YBOpMpzACOBMZGxNhk1O1RYAKZAtwSLsKsthwYEU2B3ch0fIuKqy/J/MNdp5pz1gE+T27PXEybmkzLuv0+mY6sqnWTx6jSttUyvJ6ZLZsDI2L1iGgTESck/xNfJPvfcRvgjGQKa1ZSuLUm8++4NfB+RMxf0gtFxOPAjcAg4DNJQyQ1q6bpz/qGZJRoJj/vGz7Juj0bWBVA0uvJEoZvJf0uq802SZvDyIzuNVme9yVpLUmjlFno/zVwOz/1r0tjWfvYbDMi4odFd5Ip1zeAPyeF2P5kCjPIvN+/Vnm/u9RChjrFRZjVqoh4ChgOXJXc/w54HvhrNc0PJbNQFGAcsLekJtW0W5LWWbfXBz6qps1HZDoEqrT9cFHspXxNM6td2f8GpwH9k4Jt0c8qyQj2NGD9XBaFR8QNEbEt0J7MtORZ1TT7Wd+Q9D9r8lPfsKTn3zxZwrBqRDxd5bGIiNFk+r4+y/m+LiXz+9kiIpqRGWHKaV1aFbn0sbOBVbLur13l8er6ykVTkgcAk5PCDDLvaWSV99skIgYsQ/Y6y0WY5cN1wJ6Stkzunwsco8wi+qaS1kgWe+4IXJS0GUnmH+19kjaV1EDSmpLOk7Sk4euzkudrDZwC3F1Nm7HAxpI6JwtHDyPTMT+YPP4psMFyvWMzqy1DgR6Stk8W2DeR9CdJTYH/kJlSG5Acbyxp56pPIOm3yfmNgO+AH8iMyFd1F3CcpK0krUSm4HkxIt6rpfcyAOgqae3leF9NgW+Br5J1VtUVk7nIpY+dBHSW1FBSR3Kb9hxFZg3e8fw0CgaZEbs/S9o7eb7GyeL+9ZYxf53kIsxqXbJuYQTJJ8BkbcPewMFkOpr3yVzGYpeIeDtpM4fMwtH/AY8CX5PpmFoALy7h5f4BvESm8/gnUFFNnplkFteeQWZI/mxgv4hYNBV6PXCIpC8l3bDMb9zMlltETAC6kplO/JLMwvZjk8cWkFnL+SvgA2A6mWm/qpqRKXq+JNPfzASurOa1xgEXAPeR6Zs2BA6vxffyKvBvMmu9lvV9XURmivMrMn3c35YxSy597ClJjllk1svdn8PzfkxmxG8nsj4ER8Q0MqNj5wEzyBSAZ+G642cU4ZkYK02SAtgoa/jbzMysZLgiNTMzM0uBizAzMzOzFHg60szMzCwFHgkzMzMzS4GLMDMzM7MUlNwu6C1atIi2bdumHcPMCuill176PCJKfs85919m9c+S+q+SK8Latm3LhAkT0o5hZgUkqeq2UyXJ/ZdZ/bOk/svTkWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpyFsRJqlS0meSXlvM45J0g6Qpkl6RtE2+spiZVWd5+ilJx0h6O/k5pnCpzayuyOdI2HCg4xIe3wfYKPnpBtycxyxmZtUZzjL0U5KaA32B7YHtgL6S1shrUjOrc/JWhEXEv4EvltDkAGBEZLwArC5pnXzlMbPiMHHiRCorK9OOASxXP7U38GhEfBERXwKPsuRibqmdeuqpnHrqqbX5lGZWZNLctqgVMC3r/vTk2MdVG0rqRuZTKOuvv35BwplZ7fnyyy+58847qaioYOLEiTRr1oxOnTqx8sorpx2tJovrpxZ3/BeWtf+aNGnSUkY1s1JTEgvzI2JIRHSIiA4tW5b8Hr5m9cLChQt57LHH6Ny5M+ussw49e/YkIhg4cCDvvvtuKRRgtcL9l5ktTpojYR8CrbPur5ccM7MSNm3aNIYPH86wYcN49913WW211SgvL6e8vJxttim5798srp/6ENityvEnC5bKzOqENEfCxgBHJ98+2gH4KiJ+MRVpZsVvzpw53HPPPXTs2JE2bdrQp08f2rVrxx133MHHH3/MoEGDSrEAg8X3Uw8De0laI1mQv1dyzMwsZ3kbCZN0F5lPii0kTSfzTaJGABFxCzAW2BeYAswGjstXFjPLj9dee42KigpGjhzJzJkzWW+99ejduzfHHXccG2ywQdrxarSs/VREfCHpYmB88lT9ImJJC/zNzH4hb0VYRHSq4fEATszX65tZfnz99deMGjWKiooK/vOf/9CoUSMOOOAAysvL2XPPPWnYsGHaEXO2PP1URFQCxfE1TzMrSWmuCTOzEhERPP3001RUVHDPPffw/fffs/nmm3PNNddw5JFH4gXnZmZLz0WYmS3Wxx9/zG233UZlZSVvv/02TZs25aijjqK8vJzf/va3SEo7oplZyXIRZmY/M2/ePP75z39SUVHBQw89xIIFC/jd735H7969OeSQQ2jSpEnaEc3M6gQXYWYGwP/+9z8qKysZMWIEn376KWuvvTZnnXUWxx13HBtvvHHa8czM6hwXYWb12Lfffsvo0aOpqKjgueeeo2HDhuy3336Ul5ezzz77sMIK7iLMzPLFPaxZPRMRvPDCC1RUVHD33Xfz7bffsvHGG3P55Zdz9NFHs/baa6cd0cysXnARZlZPfPbZZ4wYMYLKykreeOMNmjRpwqGHHkp5eTk77bSTF9mbmRWYizCzOmz+/Pk8/PDDVFRU8MADDzB//nx23HFHhg4dymGHHUbTpk3TjmhmVm+5CDOrg6ZMmcKwYcMYPnw4H330ES1btuSUU06hrKyM9u3bpx3PzMxwEWZWZ8yePZv77ruPiooKnnrqKRo0aEDHjh0ZOHAg++23HyuuuGLaEc3MLIuLMLMSFhG89NJLVFRUcOedd/L111+z4YYb0r9/f4455hhatWqVdkQzM1sMF2FmJWjmzJncfvvtVFZW8sorr9C4cWMOOeQQysvL2XXXXWnQoEHaEc3MrAYuwsxKxMKFCxk3bhwVFRXcf//9zJ07lw4dOnDTTTfRqVMnVl999bQjmpnZUnARZlbk3nvvPYYPH86wYcP44IMPaN68OT169KCsrIwtt9wy7XhmZraMXISZFaEffviB+++/n4qKCh577DEA9txzT6688koOOOAAVlpppZQTmpnZ8nIRZlZEJk2aRGVlJbfffjtffvklbdq0oW/fvhx77LG0adMm7XhmZlaLXISZpWzWrFnceeedVFRU8N///pcVV1yRgw46iPLycnbffXcvsjczq6NchJmlYOHChTz11FNUVFRw33338cMPP7Dllltyww03cMQRR9C8efO0I5qZWZ65CDMroOnTp/+4yH7q1KmsttpqHHfccZSXl7PNNtt4/0Yzs3rERZhZns2dO5cHHniAiooKHn74YRYuXMgf/vAH+vXrx8EHH8zKK6+cdkQzM0uBizCzPHn99deprKxk5MiRzJgxg1atWtGrVy+OO+44Ntxww7TjmZlZylyEmdWir7/+mrvvvpuKigpefPFFGjVqxP777095eTl77bUXDRs2TDuimZkVCRdhZsspInj22WepqKhg9OjRzJ49m/bt23P11Vdz1FFH0bJly7QjmplZEXIRZraMPvnkE2677TYqKyt56623WHXVVTniiCMoKytj++239yJ7MzNbIhdhZkth3rx5PPTQQ1RUVPDPf/6TBQsWsMsuu9CrVy/++te/0qRJk7QjmplZiXARZpaDN998k8rKSkaMGMEnn3zCWmutxRlnnEFZWRmbbLJJ2vHMzKwEuQgzW4zvvvuOe+65h4qKCp555hkaNmzIn/70J8rLy9lnn31o1KhR2hHNzKyEuQgzyxIRvPjii1RUVDBq1Ci+/fZbNt54YwYMGMDRRx/NOuusk3ZEMzOrI1yEmQEzZsxg5MiRVFRUMHnyZFZZZRUOPfRQysvL2Xnnnb3Ivg6T1BG4HmgI3BoRA6o83gaoBFoCXwBHRsT05LEFwKtJ0w8iYv+CBTezkucizOq9c845h2uvvZZ58+ax/fbbM2TIEA477DCaNWuWdjTLM0kNgUHAnsB0YLykMRExOavZVcCIiLhN0h+By4Cjkse+j4itChrazOoMF2FWrz3wwANcccUVdO7cmfPOO4/NN9887UhWWNsBUyJiKoCkUcABQHYR1h44Pbn9BHB/QROaWZ3VIO0AZmmZNWsWPXr0YIsttmDYsGEuwOqnVsC0rPvTk2PZXgYOTm4fBDSVtGZyv7GkCZJekHRgdS8gqVvSZsKMGTNqM7uZlTgXYVZvnXnmmXz66acMGzaMFVdcMe04VrzOBH4vaSLwe+BDYEHyWJuI6AB0Bq6T9ItNQSNiSER0iIgO3j3BzLJ5OtLqpUcffZSKigrOOecctt1227TjWHo+BFpn3V8vOfajiPiIZCRM0qrAXyJiVvLYh8mfUyU9CWwNvJP/2GZWF3gkzOqdb7/9lq5du7LJJpvQt2/ftONYusYDG0lqJ2lF4HBgTHYDSS0kLeore5H5piSS1pC00qI2wM78fC2ZmdkSeSTM6p3zzjuPDz74gKeffpqVV1457TiWooiYL6kn8DCZS1RURsTrkvoBEyJiDLAbcJmkAP4NnJicvhkwWNJCMh9oB1T5VqWZ2RK5CLN65ZlnnmHgwIGcfPLJ7LzzzmnHsSIQEWOBsVWO9cm6fS9wbzXnPQdskfeAZlZneTrS6o3vv/+e8vJy2rZtS//+/dOOY2Zm9ZxHwqzeuOiii3jrrbcYN24cq666atpxzMysnvNImNULEyZM4Morr6RLly7svvvuaccxMzPLbxEmqaOkNyVNkXRuNY+vL+kJSRMlvSJp33zmsfpp7ty5lJWVsfbaa3PVVVelHcfMzAzI43RkjnuynQ+MjoibJbUnszi2bb4yWf102WWX8eqrr/LAAw+w2mqrpR3HzMwMyO9I2I97skXEXGDRnmzZAli0S/JqwEd5zGP10Kuvvkr//v3p3Lkz++23X9pxzMzMfpTPhfnV7cm2fZU2FwKPSDoJaALskcc8Vs/Mnz+fsrIyVl99da6//vq045iZmf1M2gvzOwHDI2I9YF9gZNaVqX/kDXBtWVx77bVMmDCBG2+8kRYtWqQdx8zM7GfyWYTVuCcbUA6MBoiI54HGwC/+b+kNcG1pvfXWW/Tp04eDDjqIv/71r2nHMTMz+4V8FmE17skGfADsDiBpMzJFmIe6bLksXLiQ8vJyGjduzKBBg5CUdiQzM7NfyNuasBz3ZDsDGCrpNDKL9I+NiMhXJqsfbrrpJp555hmGDx/OOuusk3YcMzOzauX1ivk57Mk2GfAGflZr3nvvPc4991w6duzI0UcfnXYcMzOzxUp7Yb5ZrYkIunbtiiQGDx7saUgzMytq3jvS6oxhw4Yxbtw4brrpJtZff/2045iZmS2RR8KsTvjoo484/fTT+f3vf0/37t3TjmNmZlYjF2FW8iKC448/nrlz53LrrbfSoIH/WpuZWfHzdKSVvLvvvpsxY8Zw9dVX86tf/SrtOGZmZjnxkIGVtBkzZnDSSSex/fbbc8opp6Qdx8zMLGcuwqyknXzyyXz11VdUVFTQsGHDtOOYmZnlzNORVrL+8Y9/MGrUKC6++GI233zztOOYmZktFY+EWUn68ssvOf7449lyyy0555xz0o5jZma21DwSZiXpjDPO4LPPPuPBBx+kUaNGaccxMzNbah4Js5LzyCOPMGzYMM4++2y22WabtOOYmZktExdhVlK++eYbunbtyqabbkqfPn1qPsHMzKxIeTrSSkqvXr2YNm0azz77LI0bN047jpmZ2TLzSJiVjH//+98MGjSIU045hR133DHtOGZmZsvFRZiVhNmzZ1NeXs4GG2zAJZdcknYcMzOz5eYizEpC3759mTJlCkOHDqVJkyZpx7E6RFJHSW9KmiLp3GoebyPpMUmvSHpS0npZjx0j6e3k55jCJjezUucizIref/7zH6655hq6devGH//4x7TjWB0iqSEwCNgHaA90ktS+SrOrgBER8RugH3BZcm5zoC+wPbAd0FfSGoXKbmalz0WYFbU5c+ZQVlbGuuuuyxVXXJF2HKt7tgOmRMTUiJgLjAIOqNKmPfB4cvuJrMf3Bh6NiC8i4kvgUaBjATKbWR3hIsyK2qWXXsrrr7/O4MGDWW211dKOY3VPK2Ba1v3pybFsLwMHJ7cPAppKWjPHc83MFstFmBWtV155hUsvvZSjjjqKfffdN+04Vn+dCfxe0kTg98CHwIJcT5bUTdIESRNmzJiRr4xmVoJchFlRmj9/PmVlZTRv3pxrr7027ThWd30ItM66v15y7EcR8VFEHBwRWwO9k2Ozcjk3aTskIjpERIeWLVvWdn4zK2EuwqwoXX311bz00ksMGjSINddcM+04VneNBzaS1E7SisDhwJjsBpJaSFrUV/YCKpPbDwN7SVojWZC/V3LMzCwnLsKs6Lz55pv07duXv/zlLxxyyCFpx7E6LCLmAz3JFE9vAKMj4nVJ/STtnzTbDXhT0lvAWkD/5NwvgIvJFHLjgX7JMTOznHjbIisqCxYsoKysjFVWWYUbb7wx7ThWD0TEWGBslWN9sm7fC9y7mHMr+WlkzMxsqbgIs6IyaNAgnnvuOUaMGMHaa6+ddhwzM7O88XSkFY13332XXr16sc8++3DkkUemHcfMzCyvXIRZUYgIunbtSsOGDRk8eDCS0o5kZmaWV56OtKJQUVHBY489xi233ELr1q1rPsHMzKzEeSTMUjd9+nTOOOMM/vCHP9C1a9e045iZmRWEizBLVURw/PHHM2/ePIYOHUqDBv4raWZm9YOnIy1Vd955Jw8++CDXXnstG264YdpxzMzMCsbDDpaaTz/9lJNPPpkdd9yRk046Ke04ZmZmBeUizFJz0kkn8e2331JRUUHDhg3TjmNmZlZQno60VPz973/nnnvuoX///my22WZpxzEzMys4j4RZwX3xxReccMIJbL311px11llpxzEzM0uFR8Ks4E4//XQ+//xzHnroIRo1apR2HDMzs1R4JMwK6l//+he33XYb5557LltttVXacczMzFLjIswK5uuvv6Zbt260b9+e888/P+04ZmZmqfJ0pBXMueeey/Tp03nuuedYaaWV0o5jZmaWKo+EWUE8+eST3HzzzZx22mnssMMOaccxMzNLXV6LMEkdJb0paYqkcxfT5lBJkyW9LunOfOaxdMyePZsuXbqw4YYbcvHFF6cdx8zMrCjkbTpSUkNgELAnMB0YL2lMREzOarMR0AvYOSK+lPR/+cpj6bngggt45513eOKJJ1hllVXSjmNmZlYU8jkSth0wJSKmRsRcYBRwQJU2XYFBEfElQER8lsc8loIXXniB6667jh49erDbbrulHcfMzKxo5LMIawVMy7o/PTmWbWNgY0nPSnpBUsc85rECmzNnDmVlZbRq1YrLL7887ThmZmZFJe1vR64AbATsBqwH/FvSFhExK7uRpG5AN4D111+/0BltGV1yySW88cYbPPTQQzRr1iztOGZmZkUlnyNhHwKts+6vlxzLNh0YExHzIuJd4C0yRdnPRMSQiOgQER1atmyZt8BWeyZNmsRll13GMcccQ8eOHuA0MzOrKqciTNLfJP1J0tIUbeOBjSS1k7QicDgwpkqb+8mMgiGpBZnpyalL8RpWhObNm0dZWRktWrTgmmuuSTuOmZlZUcq1qLoJ6Ay8LWmApE1qOiEi5gM9gYeBN4DREfG6pH6S9k+aPQzMlDQZeAI4KyJmLvW7sKJy5ZVXMnHiRG6++WaaN2+edhwzM7OilNOasIgYB4yTtBrQKbk9DRgK3B4R8xZz3lhgbJVjfbJuB3B68mN1wBtvvMFFF13EX//6Vw466KC045iZmRWtnBfmS1oTOBI4CpgI3AHsAhxDMqVo9duCBQsoLy+nadOmDBw4MO04Vg9JagW0Iatvi4h/p5fIzGzxcirCJP0d2AQYCfw5Ij5OHrpb0oR8hbPSMnDgQJ5//nluv/121lprrbTjWD0j6XLgMGAysCA5HICLMDMrSrmOhA1NphZ/JGmliJgTER3ykMtKzDvvvMN5553HfvvtR+fOndOOY/XTgcAmETEn7SBmZrnIdWH+JdUce742g1jpigi6du1Ko0aNuOWWW5CUdiSrn6YCjZb2pJr2uJW0vqQnJE2U9IqkfZPjbSV9L2lS8nNLLbwHM6tHljgSJmltMle5X1nS1sCi/7s2A7wJoAEwdOhQnnjiCYYMGUKrVlU3RTArmNnAJEmPAT+OhkXEyYs7IZc9boHzyXy7+2ZJ7cl82aht8tg7EbFV7b4NM6svapqO3Bs4lsyFVrMv+PQNcF6eMlkJmTZtGmeeeSa77747Xbp0STuO1W9j+OW1CGvy4x63AJIW7XGbXYQFmQ+eAKsBHy1nTjMzoIYiLCJuA26T9JeIuK9AmaxERAQ9evRgwYIFDB061NOQlqqIuC25MPTGyaE3F3f5nCzV7XG7fZU2FwKPSDoJaALskfVYO0kTga+B8yPi6WXNb2b1T03TkUdGxO1AW0m/uJZXRPhy6PXY7bffztixY7n++utp165d2nGsnpO0G3Ab8B6ZpROtJR1TC5eo6AQMj4irJe0IjJT0a+BjYP2ImClpW+B+SZtHxNdVcnnvWzOrVk3TkU2SP1fNdxArLZ988gmnnHIKO+20Ez179kw7jhnA1cBeEfEmgKSNgbuAbZdwTi573JYDHQEi4nlJjYEWEfEZydqziHhJ0jtkRuF+dtmeiBgCDAHo0KFDLNtbM7O6qKbpyMHJzZsiYkYB8liJ6NmzJ7Nnz6aiooIGDfK5D7xZzhotKsAAIuItSTV9W/LHPW7JFF+Hk9miLdsHwO7AcEmbAY2BGZJaAl9ExAJJGwAb4b1vzWwp5HqdsGclvQfcDfwtIr7MXyQrdvfeey/33Xcfl112GZtuumnaccwWmSDpVuD25P4RVBmVqioi5ktatMdtQ6By0R63wISIGAOcAQyVdBqZRfrHRkRI2hXoJ2kesBDoERFf5OetmVldlOvekRtL2o7Mp8TeyYbbo5L1YlaPzJw5kxNPPJFtt92WM888M+04ZtmOB04EFl2S4mngpppOymGP28nAztWcdx/gLyyZ2TLLee/IiPgP8B9Jl5K5XMVt/PSJ0+qJ0047jS+++IJHHnmEFVbI+a+PWd4lV8q/hp9fTsfMrGjlundkM+AgMiNhGwJ/J3N9HatHxo4dy8iRI+nTpw9bbrll2nHMAJA0OiIOlfQqmenCn4mI36QQy8ysRrkOZbwM3A/0iwhvV1QPffXVV3Tv3p3NN9+c3r17px3HLNspyZ/7pZrCzGwp5VqEbRAR/mp1PXb22Wfz0Ucfcd9997HiiiumHcfsRxHxcXLzc+D7iFiYXJ5iU+Ch9JKZmS1ZTRdrvS4iTgXGSKpumH//vCWzorFoX8gzzzyT7bbzLLQVrX8Dv5O0BvAImctPHEbmW5JmZkWnppGwkcmfV+U7iBWn7777ji5durDRRhvRr1+/tOOYLYkiYrakcjLXNrxC0qS0Q5mZLU5NF2t9Kbm5VURcn/2YpFOAp/IVzIrD+eefz9SpU3nqqadYeeWV045jtiRKthU6gsxV7iFz7S8zs6KU66XOj6nm2LG1mMOK0PPPPxGrp5gAAB9BSURBVM/111/PCSecwK677pp2HLOanAr0Av6eXHB1A+CJlDOZmS1WTWvCOpHZwqOdpDFZDzUFfGXoOuyHH36grKyM1q1bM2DAgLTjmNUoIp4ia3Q+Iqby04VbzcyKTk1rwp4DPgZakNkcd5FvgFfyFcrSd/HFF/O///2Phx9+mKZNm6Ydx2yxFn2BSNIDVH+dMH+ByMyKUk1rwt4H3gd2LEwcKwb//e9/ufzyyznuuOPYa6+90o5jVhN/gcjMSlJN05HPRMQukr7h558wBURENMtrOiu4efPmUVZWRsuWLbn66qtrPsEsZVlfIJpAcp0wAEkNgZVSC2ZmVoOaRsJ2Sf70fFQ9cfnll/Pyyy9z//33s8Yaa6Qdx2xpPAbsAXyb3F+ZzPXCdkotkZnZEuT07UhJG0paKbm9m6STJa2e32hWaK+//joXX3wxhx12GAcccEDaccyWVuOIWFSAkdxeJcU8ZmZLlOslKu4DFkj6FTAEaA3cmbdUVnALFiygvLycZs2aMXDgwLTjmC2L7yRts+iOpG2B71PMY2a2RLnuHbkwIuZLOggYGBEDJU3MZzArrOuvv54XX3yRO++8k5YtW6Ydx2xZnArcI+kjMutW1yazbZGZWVHKtQibl1wz7Bjgz8mxRvmJZIU2ZcoUevfuzf7778/hhx+edhyzZRIR4yVtCmySHHozIualmcnMbElynY48jsxlKvpHxLuS2vHT18KthC1cuJAuXbqw0korcfPNNyMp7Uhmy0TSKsA5wCkR8RrQVtJ+KccyM1usnEbCImIyWVeejoh3gcvzFcoKZ/DgwTz11FNUVFSw7rrrph3HbHkMA17ip+safgjcAzyYWiIzsyXI9duRO0t6VNJbkqZKelfS1HyHs/z64IMPOPvss9lzzz057rjj0o5jtrw2jIgrgHkAETGbzNowM7OilOuasArgNDKfMhfkL44VSkTQvXt3IoIhQ4Z4GtLqgrmSVia5sLSkDYE56UYyM1u8XIuwryLiobwmsYIaMWIE//rXvxg4cCBt27ZNO45ZbegL/AtoLekOYGfg2FQTmZktQa5F2BOSrgT+RtYny4j4b15SWV59/PHHnHrqqeyyyy6ccMIJaccxW26SGgBrAAcDO5CZhjwlIj5PNZiZ2RLkWoRtn/zZIetYAH+s3TiWbxHBiSeeyA8//EBFRQUNGuT6BVmz4hURCyWdHRGjgX+mncfMLBe5fjvyD/kOYoVx77338ve//53LL7+cjTfeOO04ZrVpnKQzgbuB7xYdjIgv0otkZrZ4ORVhktYCLgXWjYh9JLUHdoyIiryms1r1+eefc+KJJ9KhQwdOP/30tOOY1bbDyIzQV51j3yCFLGZmNcp1Lmo48DCw6EJSb5HZIsRKyKmnnsqsWbOorKxkhRVynYk2KxntgUHAy8AkYCCweaqJzMyWINcirEWy1mIhQETMx5eqKCkPPvggd9xxB71792aLLbZIO45ZPtwGbAbcQKYAa58cMzMrSrkWYd9JWpOfrr+zA/BV3lJZrZo1axbdu3dniy22oFevXmnHMcuXX0dEl4h4IvnpCvy6ppMkdZT0pqQpks6t5vH1JT0haaKkVyTtm/VYr+S8NyXtXcvvx8zquFyLsNOBMcCGkp4FRgAn1XRSTZ1bVru/SApJHRbXxpbdWWedxSeffEJlZSUrrrhi2nHM8uW/yQdEACRtD0xY0gmSGpKZwtyHzMhZp2TNa7bzgdERsTVwOHBTcm775P7mQEfgpuT5zMxykmsRtiGZTmonMmvD3qaGRf05dm5IagqcAryYe2zL1bhx47j11ls588wz6dDBNa7VadsCz0l6T9J7wPPAbyW9KumVxZyzHTAlIqZGxFxgFHBAlTYBNEturwZ8lNw+ABgVEXOS/XSnJM9nZpaTXFdnXxAR90haA/gDcBVwMz9dP6w6P3ZuAJIWdW6Tq7S7mMxm4GctTXCr2bfffkvXrl3ZeOONufDCC9OOY5ZvHZfhnFbAtKz70/llv3Yh8Iikk4AmwB5Z575Q5dxWy5DBzOqpXEfCFi3C/xMwNCL+CdQ0r1Vd5/azDkrSNkDr5PmslvXu3Zv333+fiooKVl555bTjmOVVRLy/pJ/leOpOwPCIWA/YFxiZXKE/J5K6SZogacKMGTOWI4aZ1TW5diQfShpM5jo8YyWttBTnVivpxK4BzsihrTuxpfTss88ycOBAevbsyS677JJ2HLNi9SHQOuv+esmxbOXAaICIeB5oDLTI8VwiYkhEdIiIDi1btqzF6GZW6nItpA4lsxZs74iYBTSn5unDmjqopmS+ufRksn5jB2BMdYvz3YktnR9++IHy8nLatGnDpZdemnYcs2I2HthIUjtJK5JZaD+mSpsPgN0BJG1GpgibkbQ7XNJKktoBGwH/KVhyMyt5uW5bNJvM5t2L7n8MfFzDaT92bmSKr8OBzlnP8RWZT5MASHoSODMilvhtJqvZRRddxJtvvsmjjz7KqquumnYcs6IVEfMl9STzIbMhUBkRr0vqB0yIiDFkRuuHSjqNzCL9YyMigNcljSazznU+cGJE+PqJZpazvF02PcfOzWrZSy+9xJVXXkl5eTl77LFHzSeY1XMRMRYYW+VYn6zbk4GdF3Nuf6B/XgOaWZ2V171raurcqhzfLZ9Z6oO5c+dSVlbGWmutxVVXXZV2HDMzM1sCbyBYhwwYMIBXXnmFf/zjH6y++uppxzEzM7MlWK5vOFrxeO2117jkkkvo1KkT+++/f9pxzMzMrAYuwuqA+fPnU1ZWxuqrr84NN9yQdhwzMzPLgacj64DrrruO8ePHM2rUKFq0aFHzCWZmZpY6j4SVuLfeeosLLriAAw88kEMPPTTtOGZmZpYjF2ElbOHChXTp0oXGjRtz0003ISntSGZmZpYjT0eWsJtvvpmnn36aYcOGsc4666Qdx8zMzJaCR8JK1Hvvvcc555zD3nvvzTHHHJN2HDMzM1tKLsJKUETQrVs3JDF48GBPQ5qZmZUgT0eWoOHDh/Poo48yaNAg2rRpk3YcMzMzWwYeCSsxH330Eaeddhq77rorPXr0SDuOmZmZLSMXYSUkIjjhhBOYM2cOt956Kw0a+D+fmZlZqfJ0ZAkZPXo0//jHP7jqqqvYaKON0o5jZmZmy8FDKSVixowZ9OzZk+22245TTz017ThmZma2nFyElYhTTjmFr776isrKSho2bJh2HDMzM1tOLsJKwJgxY7jrrru44IIL2HzzzdOOY2ZmZrXARViRmzVrFj169OA3v/kN5557btpxzMzMrJZ4YX6RO+OMM/jss8944IEHaNSoUdpxzMzMrJZ4JKyIPfroo1RWVnLWWWex7bbbph3HzMzMapGLsCL17bff0rVrVzbZZBP69u2bdhwzMzOrZZ6OLFK9evXigw8+4JlnnqFx48ZpxzEzM7Na5pGwIvT0009z4403cvLJJ7PTTjulHcfMzMzywEVYkfn+++8pLy+nXbt29O/fP+04ZmZmlieejiwyffv25e2332bcuHE0adIk7ThmZmaWJx4JKyLjx4/n6quvpmvXruy+++5pxzEzM7M8chFWJObOnUtZWRnrrLMOV155ZdpxzMzMLM88HVkkLr30Ul577TUefPBBVltttbTjmJmZWZ55JKwIvPLKK/Tv358jjzySP/3pT2nHMatXJHWU9KakKZJ+sTeYpGslTUp+3pI0K+uxBVmPjSlscjMrdR4JS9n8+fMpKyujefPmXHfddWnHMatXJDUEBgF7AtOB8ZLGRMTkRW0i4rSs9icBW2c9xfcRsVWh8ppZ3eKRsJRdc801vPTSS9x4442sueaaaccxq2+2A6ZExNSImAuMAg5YQvtOwF0FSWZmdZ6LsBS9+eab9OnTh4MPPphDDjkk7Thm9VErYFrW/enJsV+Q1AZoBzyedbixpAmSXpB0YP5imlld5OnIlCxcuJDy8nJWWWUVBg0ahKS0I5nZkh0O3BsRC7KOtYmIDyVtADwu6dWIeCf7JEndgG4A66+/fuHSmlnR80hYSgYNGsSzzz7Lddddx9prr512HLP66kOgddb99ZJj1TmcKlOREfFh8udU4El+vl5sUZshEdEhIjq0bNmyNjKbWR3hIiwF7777Lr169aJjx44cddRRaccxq8/GAxtJaidpRTKF1i++5ShpU2AN4PmsY2tIWim53QLYGZhc9Vwzs8XxdGSBRQTdunWjQYMGDB482NOQZimKiPmSegIPAw2Byoh4XVI/YEJELCrIDgdGRURknb4ZMFjSQjIfaAdkf6vSzKwmLsIKrLKyknHjxnHzzTd7fYhZEYiIscDYKsf6VLl/YTXnPQdskddwZlaneTqygD788ENOP/10dtttN7p165Z2HDMzM0uRi7ACiQh69OjBvHnzuPXWW2nQwL96MzOz+szTkQVy11138eCDD3LNNdew4YYbph3HzErApEmT2G233dKOYVY0OnfuXKdmklyEFcBnn33GySefzA477MDJJ5+cdhwzKwGdO3dOO4JZUZk0aRKAi7BcSeoIXE/mW0e3RsSAKo+fDnQB5gMzgLKIeD+fmdJw0kkn8c0331BRUUHDhg3TjmNmJaBbt2516n82ZsurLo4K521hUtbGuPsA7YFOktpXaTYR6BARvwHuBa7IV5603H///YwePZo+ffrQvn3Vt29mZmb1VT5Xh9e4MW5EPBERs5O7L5C5WnWd8eWXX3L88cez1VZbcfbZZ6cdx8zMzIpIPqcjq9sYd/sltC8HHspjnoI7/fTTmTFjBmPHjqVRo0ZpxzEzM7MiUhQL8yUdCXQAfr+Yx0tuA9yHH36Y4cOHc95557H11r/YTs7MzMzquXxOR+a0Ma6kPYDewP4RMae6Jyq1DXC/+eYbunXrxmabbcYFF1yQdhwzMzMrQvkcCftxY1wyxdfhwM++cy1pa2Aw0DEiPstjloI699xzmTZtGs8++yyNGzdOO46ZmZkVobyNhEXEfGDRxrhvAKMXbYwraf+k2ZXAqsA9kiZJGrOYpysZTz31FDfddBOnnnoqO+64Y9pxzMzMrEjldU1YTRvjRsQe+Xz9Qps9ezZdunRhgw024JJLLkk7jpmZmRWxoliYX1f06dOHKVOm8Pjjj7PKKqukHcfMzMyKmHeRriUvvvgi1157Ld27d+cPf/hD2nHMzMysyLkIqwVz5syhrKyMddddlyuuqHMX/TczM7M88HRkLejfvz+TJ09m7NixNGvWLO04ZmZmVgI8EracXn75ZS677DKOPvpo9tlnn7TjmJmZWYlwEbYc5s2bx3HHHceaa67Jtddem3YcMzMzKyGejlwOV111FRMnTuS+++6jefPmaccxMzOzEuKRsGX0v//9j4suuohDDjmEgw8+OO04ZmZmVmJchC2DBQsWUFZWRpMmTbjxxhvTjmNmZmYlyNORy+DGG2/k+eefZ+TIkay11lppxzEzM7MS5JGwpTR16lTOO+889t13X4444oi045iZmVmJchG2FCKCrl27ssIKKzB48GAkpR3JzMzMSpSnI5fCrbfeyuOPP87gwYNZb7310o5jZmZmJcwjYTmaPn06Z5xxBn/84x/p2rVr2nHMzMysxLkIy0FE0L17dxYsWMDQoUM9DWlmZmbLzUVYDu644w7Gjh3LpZdeygYbbJB2HDOrRZI6SnpT0hRJ51bz+LWSJiU/b0malfXYMZLeTn6OKWxyMyt1XhNWg08//ZRTTjmFHXfckZ49e6Ydx8xqkaSGwCBgT2A6MF7SmIiYvKhNRJyW1f4kYOvkdnOgL9ABCOCl5NwvC/gWzKyEeSSsBj179uS7776jsrKShg0bph3HzGrXdsCUiJgaEXOBUcABS2jfCbgrub038GhEfJEUXo8CHfOa1szqFBdhS3Dfffdx77330rdvXzbddNO045hZ7WsFTMu6Pz059guS2gDtgMeX9lwzs+q4CFuML774ghNPPJFtttmGM888M+04Zpa+w4F7I2LB0pwkqZukCZImzJgxI0/RzKwUuQhbjNNOO42ZM2dSWVlJo0aN0o5jZvnxIdA66/56ybHqHM5PU5E5nxsRQyKiQ0R0aNmy5XLGNbO6xEVYNcaOHcuIESPo1asXW265ZdpxzCx/xgMbSWonaUUyhdaYqo0kbQqsATyfdfhhYC9Ja0haA9grOWZmlhN/O7KKr7/+mu7du9O+fXt69+6ddhwzy6OImC+pJ5niqSFQGRGvS+oHTIiIRQXZ4cCoiIisc7+QdDGZQg6gX0R8Ucj8ZlbaXIRVcc455/DRRx9x7733stJKK6Udx8zyLCLGAmOrHOtT5f6Fizm3EqjMWzgzq9M8HZnlySef5JZbbuG0005j++23TzuOmZmZ1WEuwhLfffcd5eXl/OpXv6Jfv35pxzEzM7M6ztORiQsuuICpU6fy1FNPscoqq6Qdx8zMzOo4j4QBL7zwAtdddx3HH388u+66a9pxzMzMrB6o90XYnDlzKCsro3Xr1lx++eVpxzEzM7N6ot5PR1588cW88cYb/Otf/6Jp06ZpxzEzM7N6ol6PhE2cOJEBAwZw7LHHsvfee6cdx8zMzOqReluEzZs3j7KyMlq2bMk111yTdhwzMzOrZ+rtdOQVV1zBpEmT+Pvf/84aa6yRdhwzMzOrZ+rlSNjkyZPp168fhx56KAceeGDacczMzKweqndF2IIFCygrK6Np06YMHDgw7ThmZmZWT9W76cgbbriBF198kTvuuIP/+7//SzuOmZmZ1VP1aiRsypQp9O7dmz//+c906tQp7ThmZmZWj9WbImzhwoV07dqVRo0acfPNNyMp7UhmZmZWj9Wb6cihQ4fy5JNPcuutt9KqVau045iZmVk9Vy9GwqZNm8ZZZ53FHnvsQVlZWdpxzMzMzOp+ERYRdO/enYULFzJkyBBPQ5qZmVlRyGsRJqmjpDclTZF0bjWPryTp7uTxFyW1re0MI0eO5KGHHuKyyy6jXbt2tf30ZmZmZsskb0WYpIbAIGAfoD3QSVL7Ks3KgS8j4lfAtcDltZnhk08+4dRTT2XnnXfmxBNPrM2nNjMzM1su+VyYvx0wJSKmAkgaBRwATM5qcwBwYXL7XuBGSYqIqI0AJ554IrNnz6aiooIGDer8zKuZmVmdNmnSJHbbbbe0Y7DVVltx3XXXLffz5LMIawVMy7o/Hdh+cW0iYr6kr4A1gc+zG0nqBnQDWH/99XN68fHjx/O3v/2NAQMGsMkmmyzTGzAzM7Pi0Llz57Qj1LqSuERFRAwBhgB06NAhp1Gy3/72tzz11FPstNNOec1mZmZm+detWze6deuWdoxalc85ug+B1ln310uOVdtG0grAasDM2gqw6667ssIKJVFnmpmZWT2TzyJsPLCRpHaSVgQOB8ZUaTMGOCa5fQjweG2tBzMzMzMrZnkbJkrWePUEHgYaApUR8bqkfsCEiBgDVAAjJU0BviBTqJmZmZnVeXmdq4uIscDYKsf6ZN3+AfhrPjOYmZmZFSNft8HMzMwsBS7CzMzMzFLgIszM6rWatldL2hwqabKk1yXdmXV8gaRJyU/VLx6ZmS2Rr99gZvVW1vZqe5K5oPR4SWMiYnJWm42AXsDOEfGlpP/LeorvI2KrgoY2szrDI2FmVp/9uL1aRMwFFm2vlq0rMCgivgSIiM8KnNHM6igXYWZWn1W3vVqrKm02BjaW9KykFyR1zHqssaQJyfED8x3WzOoWT0eamS3ZCsBGwG5kdv74t6QtImIW0CYiPpS0AfC4pFcj4p3sk5dl71szqx9Krgh76aWXPpf0/lKc0oIqG4KXCOcuLOcurKXN3SZPOXLZXm068GJEzAPelfQWmaJsfER8CBARUyU9CWwN/KwIy977VtIM919FzbkLq1Rzw9JlX2z/pbq+S5CkCRHRIe0cS8u5C8u5C6tYcid71r4F7E6m+BoPdI6I17PadAQ6RcQxkloAE4GtgIXA7IiYkxx/Hjgge1F/LeQrit/T0nLuwnLuwqut7CU3EmZmVlty3F7tYWAvSZOBBcBZETFT0k7AYEkLyayvHVCbBZiZ1X0uwsysXsthe7UATk9+sts8B2xRiIxmVjfVh29HDkk7wDJy7sJy7sIq1dyFVqq/J+cuLOcuvFrJXufXhJmZmZkVo/owEmZmZmZWdOpEEVbT3m+SVpJ0d/L4i5LaFj7lL+WQ+/Rkv7pXJD0mKV9f019quey3l7T7i6SQVBTfgFmefQLTlMPflfUlPSFpYvL3Zd80clbJVCnpM0mvLeZxSboheU+vSNqm0BmLhfuwwnL/VVil2H9BgfqwiCjpHzLfaHoH2ABYEXgZaF+lzQnALcntw4G7SyT3H4BVktvHF0PuXLMn7ZoC/wZeADqUQm4y13+aCKyR3P+/Esk9BDg+ud0eeK8Icu8KbAO8tpjH9wUeAgTsQOZaXKlmLuL/vu7DCpg7aef+q3C5i67/SrLkvQ+rCyNhuez9dgBwW3L7XmB3SSpgxurUmDsinoiI2cndF8hcSLIY5PI7B7gYuBz4oZDhlqBU9wnMJXcAzZLbqwEfFTBftSLi38AXS2hyADAiMl4AVpe0TmHSFRX3YYXl/quwSrL/gsL0YXWhCMtl77cf20TEfOArYM2CpFu8XHJnKydTcReDGrMnw7KtI+KfhQxWg+XdJzAtueS+EDhS0nQyl1s4qTDRlsvS/huoq9yHFZb7r8Kqq/0X1EIf5uuElQBJRwIdgN+nnSUXkhoA1wDHphxlWSxpn8Bi1gkYHhFXS9oRGCnp1xGxMO1gZqXUh7n/SkW97b/qwkhYLnu//dhGmW1KVgNmFiTd4uWSG0l7AL2B/SNiToGy1aSm7E2BXwNPSnqPzFz5mCJY3JrrPoFjImJeRLxLZkubjQqUb3FyyV0OjAaIiOeBxmT2NitmOf0bqAfchxWW+6/Cqqv9F9RGH5b2wrdaWDi3AjAVaMdPi/42r9LmRH6+qHV0ieRetBnwRmnnXdrsVdo/SXEsbM3ld94RuC253YLMUPOaJZD7IeDY5PZmZNZUqAh+521Z/KLWP/HzRa3/STtvEf/3dR9WwNxV2rv/yn/uouy/kjx57cNSf4O19Eval0zF/w7QOznWj8wnL8hU1fcAU4D/ABuknTnH3OOAT4FJyc+YtDPnmr1K26LoxHL8nYvMVMRk4FXg8LQz55i7PfBs0sFNAvYqgsx3AR8D88h8Qi8HegA9sn7Xg5L39Gqx/B0p0v++7sMKmLtKW/df+c9ddP1XkivvfZivmG9mZmaWgrqwJszMzMys5LgIMzMzM0uBizAzMzOzFLgIMzMzM0uBizAzMzOzFLgIs5zUtJt8miT1Sy4IiaTfSXpd0iRJrSTdW8O5t0pqn9w+rxB5zcyqknSspBuT2xdKOjPtTJZ/LsIsV8PJXAiw6EREn4gYl9w9ArgsIraKiA8j4pAazu0SEZOTuy7CzGypKMP/L7Vl4r84lpOoeTf5JZI0QNJkSa9Iuio5NlzSLZImSHpL0n7J8YaSrpQ0PmnfPet5zpH0qqSXJQ3Iep5DJHUBDgUulnSHpLaLRu6S57xK0mvJc56UHH9SUofkuVZORtDuSEbXTs163f6STlnW929mdUfSt7wpaQTwGnBBVn91UVa7o5NjL0samRz7s6QXJU2UNE7SWmm9D0ufN/C2vJO0JnAQsGlEhKTVsx5uC2wHbAg8IelXwNHAVxHxW0krAc9KegTYFDgA2D4iZktqnv06EXGrpF2AByPiXkltsx7ulrzWVhExv5pzz5XUMyK2SjK3Bf4GXJd8yj08yWlmBpk9GY8BmgGHkOkfRGafyV3J7O15PrBTRHye1ec8A+yQ9IVdgLOBMwqe3oqCizArhK+AH4AKSQ8CD2Y9NjoiFgJvS5pKptDaC/iNpEVTiauR6fD2AIZFxGyAiFiakbk9yOy9Nz+XcyPiPUkzJW0NrAVMjIi0N0w2s+LxfkS8kIzs7wVMTI7/f3t3rxpVFEVx/L9EQTSSQhEEm6gELMQ0WvsAFjapFExsooWFPoCK4BOYSqPYiUQQm5APVKwEkSCChSgIopWCFgqSMCyLc4KTISYpktzBrB8MM9wzZ+6uNvvcfe7cHkq+OgqM2/4Gi3LOfuCBpH2UZyl+3Niwo5ukHRlrorb7XtfX9faxWvgcBx4CJ4HJ9uGOnzJlNXmx7usasN1ne3o94/+HMWAIGAbuNnD+iOhev+q7+LsPdcD2Idt3lpl3Exi1fQQYoTwXNDapFGGxJmy32pLQlfYxST1Ar+0J4BJlhbhgUNIWSQeBA8A7YAq4IGlbnd8vaScwAwxL2lGPL2oprmAGGJG0dZm58wvnrB5RbkY4VmOKiOg0BZyreY56V/Ze4Cklv+2uxxdyTi/wpX4+u9HBRndJOzJWRdJ94ASwR9Jn4OoKq712u4DHkrZTVo2X28Y+AS8p+yrO2/4taYyyf2tWkoCvwCnbk5IGgFeS5oAJVn9H4xjQD7yRNA/cBkY7vnOrjs/aPm17TtIz4Ift1irPExGbiO1pSYeBFyVd8RM4Y/utpBvAc0ktSrtyCLgGjEv6TinU+hoJPLqC7M5uUMTGkHSPuom+6ViWUjfkzwKDtt83HU9ERPxf0o6MWEL9A9cPwJMUYBERsR5yJSwiIiKiAbkSFhEREdGAFGERERERDUgRFhEREdGAFGERERERDUgRFhEREdGAFGERERERDfgDFflfVy7OTq0AAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xU1f3G8c8DoiiCivCzIAIaG8bYiD3GxIbG2GJUsO/SVOwVUVAUxV4QFXAXBAuiJgYNRsUWe8CADaMiFrAiig2lfn9/zEXHdWEH2Jk7s/u8X699MXPn3JlnVjh+55wz9ygiMDMzM7PCapB2ADMzM7P6yEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchFmdJOlYSc+kncPMCkPSEZIeyaHdLZIuKESmQpD0nqQ9ktsXSro97UyWOxdhttySTuB7Sd9K+kTScEmrVmmzk6THJX0j6StJD0hqX6VNM0nXSfogea53kvst8pz/SUld8vkaZvVZlT7i0+r6iOUVEXdExF45tOsRERfX5msvIikkfZe8zw8lXSOpYT5ea1mk1cfa4rkIs9ry54hYFdgK2BrotegBSTsCjwD/ANYF2gEvA89K2iBpsyLwGLA50BFoBuwIzAS2K9zbMLM8WdRHbAN0AM6v2kDSCgVPVfu2TN7n74HDgLKU8wC138fWkf9WqXMRZrUqIj4BHiZTjC1yBTAiIq6PiG8i4ouIOB94AbgwaXM0sD5wUERMjoiFEfFZRFwcEWOre63kU+fJkqZK+lzSlZKq/TudjMSNT0bhxkvaKTneH/gdcGPyyfDG2vg9mFn1IuJD4CHg1/Djv+MTJb0NvJ0c20/SJEmzJD0n6TeLzpfUWtLfJM2QNHPRv9nsJQjKuFbSZ5K+lvSqpEWvN1zSJVnP11XSFElfSBojad2sx0JSD0lvJ1kGSVKO73MK8CxZfeEyvq8Nk1mEmUk/d4ek1Zf6F59DH5u8319lZfrxdyVpN0nTJZ0j6RNgmKQ3JO2X1X6FJP82yf0dkvc5S9LLknZbhtx1moswq1WS1gP2AaYk91cBdgLuqab5aGDP5PYewL8i4tulfMmDyHyq3gY4gGo+dUpqDvwTuAFYE7gG+KekNSOiN/A00DMiVo2Inkv5+ma2FCS1BvYFJmYdPhDYHmgvaWugEuhO5t/rYGCMpJWSqb0HgfeBtkArYFQ1L7MXsCuwMbAacCiZEZ+qWf4IXJY8vk7yvFWfbz/gt8BvknZ75/g+NyXzAW9RX7is70tJxnWBzYDW/PThdWksax+bbW2gOdAG6AbcBXTKenxv4POI+K+kVmT63UuSc84E7pPUcjlev85xEWa15X5J3wDTgM+Avsnx5mT+nn1czTkfA4vWIqy5mDY1uTwZWfsAuI6fdwiL/Al4OyJGRsT8iLgL+B/w52V4PTNbNvdLmgU8AzwFXJr12GXJv+PvyfzPfXBEvBgRCyLiNmAOsAOZabN1gbMi4ruI+CEiqvsCzjygKbApoIh4IyKq61+OACoj4r8RMYfMMoodJbXNajMgImYlfcwT/HyUvzr/lfQd8AbwJHBTcnyZ3ldETImIRyNiTkTMIPMh8vc1ZKjOsvax2RYCfZMs3wN3AvsnH7YBOpMpzACOBMZGxNhk1O1RYAKZAtwSLsKsthwYEU2B3ch0fIuKqy/J/MNdp5pz1gE+T27PXEybmkzLuv0+mY6sqnWTx6jSttUyvJ6ZLZsDI2L1iGgTESck/xNfJPvfcRvgjGQKa1ZSuLUm8++4NfB+RMxf0gtFxOPAjcAg4DNJQyQ1q6bpz/qGZJRoJj/vGz7Juj0bWBVA0uvJEoZvJf0uq802SZvDyIzuNVme9yVpLUmjlFno/zVwOz/1r0tjWfvYbDMi4odFd5Ip1zeAPyeF2P5kCjPIvN+/Vnm/u9RChjrFRZjVqoh4ChgOXJXc/w54HvhrNc0PJbNQFGAcsLekJtW0W5LWWbfXBz6qps1HZDoEqrT9cFHspXxNM6td2f8GpwH9k4Jt0c8qyQj2NGD9XBaFR8QNEbEt0J7MtORZ1TT7Wd+Q9D9r8lPfsKTn3zxZwrBqRDxd5bGIiNFk+r4+y/m+LiXz+9kiIpqRGWHKaV1aFbn0sbOBVbLur13l8er6ykVTkgcAk5PCDDLvaWSV99skIgYsQ/Y6y0WY5cN1wJ6Stkzunwsco8wi+qaS1kgWe+4IXJS0GUnmH+19kjaV1EDSmpLOk7Sk4euzkudrDZwC3F1Nm7HAxpI6JwtHDyPTMT+YPP4psMFyvWMzqy1DgR6Stk8W2DeR9CdJTYH/kJlSG5Acbyxp56pPIOm3yfmNgO+AH8iMyFd1F3CcpK0krUSm4HkxIt6rpfcyAOgqae3leF9NgW+Br5J1VtUVk7nIpY+dBHSW1FBSR3Kb9hxFZg3e8fw0CgaZEbs/S9o7eb7GyeL+9ZYxf53kIsxqXbJuYQTJJ8BkbcPewMFkOpr3yVzGYpeIeDtpM4fMwtH/AY8CX5PpmFoALy7h5f4BvESm8/gnUFFNnplkFteeQWZI/mxgv4hYNBV6PXCIpC8l3bDMb9zMlltETAC6kplO/JLMwvZjk8cWkFnL+SvgA2A6mWm/qpqRKXq+JNPfzASurOa1xgEXAPeR6Zs2BA6vxffyKvBvMmu9lvV9XURmivMrMn3c35YxSy597ClJjllk1svdn8PzfkxmxG8nsj4ER8Q0MqNj5wEzyBSAZ+G642cU4ZkYK02SAtgoa/jbzMysZLgiNTMzM0uBizAzMzOzFHg60szMzCwFHgkzMzMzS4GLMDMzM7MUlNwu6C1atIi2bdumHcPMCuill176PCJKfs85919m9c+S+q+SK8Latm3LhAkT0o5hZgUkqeq2UyXJ/ZdZ/bOk/svTkWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpyFsRJqlS0meSXlvM45J0g6Qpkl6RtE2+spiZVWd5+ilJx0h6O/k5pnCpzayuyOdI2HCg4xIe3wfYKPnpBtycxyxmZtUZzjL0U5KaA32B7YHtgL6S1shrUjOrc/JWhEXEv4EvltDkAGBEZLwArC5pnXzlMbPiMHHiRCorK9OOASxXP7U38GhEfBERXwKPsuRibqmdeuqpnHrqqbX5lGZWZNLctqgVMC3r/vTk2MdVG0rqRuZTKOuvv35BwplZ7fnyyy+58847qaioYOLEiTRr1oxOnTqx8sorpx2tJovrpxZ3/BeWtf+aNGnSUkY1s1JTEgvzI2JIRHSIiA4tW5b8Hr5m9cLChQt57LHH6Ny5M+ussw49e/YkIhg4cCDvvvtuKRRgtcL9l5ktTpojYR8CrbPur5ccM7MSNm3aNIYPH86wYcN49913WW211SgvL6e8vJxttim5798srp/6ENityvEnC5bKzOqENEfCxgBHJ98+2gH4KiJ+MRVpZsVvzpw53HPPPXTs2JE2bdrQp08f2rVrxx133MHHH3/MoEGDSrEAg8X3Uw8De0laI1mQv1dyzMwsZ3kbCZN0F5lPii0kTSfzTaJGABFxCzAW2BeYAswGjstXFjPLj9dee42KigpGjhzJzJkzWW+99ejduzfHHXccG2ywQdrxarSs/VREfCHpYmB88lT9ImJJC/zNzH4hb0VYRHSq4fEATszX65tZfnz99deMGjWKiooK/vOf/9CoUSMOOOAAysvL2XPPPWnYsGHaEXO2PP1URFQCxfE1TzMrSWmuCTOzEhERPP3001RUVHDPPffw/fffs/nmm3PNNddw5JFH4gXnZmZLz0WYmS3Wxx9/zG233UZlZSVvv/02TZs25aijjqK8vJzf/va3SEo7oplZyXIRZmY/M2/ePP75z39SUVHBQw89xIIFC/jd735H7969OeSQQ2jSpEnaEc3M6gQXYWYGwP/+9z8qKysZMWIEn376KWuvvTZnnXUWxx13HBtvvHHa8czM6hwXYWb12Lfffsvo0aOpqKjgueeeo2HDhuy3336Ul5ezzz77sMIK7iLMzPLFPaxZPRMRvPDCC1RUVHD33Xfz7bffsvHGG3P55Zdz9NFHs/baa6cd0cysXnARZlZPfPbZZ4wYMYLKykreeOMNmjRpwqGHHkp5eTk77bSTF9mbmRWYizCzOmz+/Pk8/PDDVFRU8MADDzB//nx23HFHhg4dymGHHUbTpk3TjmhmVm+5CDOrg6ZMmcKwYcMYPnw4H330ES1btuSUU06hrKyM9u3bpx3PzMxwEWZWZ8yePZv77ruPiooKnnrqKRo0aEDHjh0ZOHAg++23HyuuuGLaEc3MLIuLMLMSFhG89NJLVFRUcOedd/L111+z4YYb0r9/f4455hhatWqVdkQzM1sMF2FmJWjmzJncfvvtVFZW8sorr9C4cWMOOeQQysvL2XXXXWnQoEHaEc3MrAYuwsxKxMKFCxk3bhwVFRXcf//9zJ07lw4dOnDTTTfRqVMnVl999bQjmpnZUnARZlbk3nvvPYYPH86wYcP44IMPaN68OT169KCsrIwtt9wy7XhmZraMXISZFaEffviB+++/n4qKCh577DEA9txzT6688koOOOAAVlpppZQTmpnZ8nIRZlZEJk2aRGVlJbfffjtffvklbdq0oW/fvhx77LG0adMm7XhmZlaLXISZpWzWrFnceeedVFRU8N///pcVV1yRgw46iPLycnbffXcvsjczq6NchJmlYOHChTz11FNUVFRw33338cMPP7Dllltyww03cMQRR9C8efO0I5qZWZ65CDMroOnTp/+4yH7q1KmsttpqHHfccZSXl7PNNtt4/0Yzs3rERZhZns2dO5cHHniAiooKHn74YRYuXMgf/vAH+vXrx8EHH8zKK6+cdkQzM0uBizCzPHn99deprKxk5MiRzJgxg1atWtGrVy+OO+44Ntxww7TjmZlZylyEmdWir7/+mrvvvpuKigpefPFFGjVqxP777095eTl77bUXDRs2TDuimZkVCRdhZsspInj22WepqKhg9OjRzJ49m/bt23P11Vdz1FFH0bJly7QjmplZEXIRZraMPvnkE2677TYqKyt56623WHXVVTniiCMoKytj++239yJ7MzNbIhdhZkth3rx5PPTQQ1RUVPDPf/6TBQsWsMsuu9CrVy/++te/0qRJk7QjmplZiXARZpaDN998k8rKSkaMGMEnn3zCWmutxRlnnEFZWRmbbLJJ2vHMzKwEuQgzW4zvvvuOe+65h4qKCp555hkaNmzIn/70J8rLy9lnn31o1KhR2hHNzKyEuQgzyxIRvPjii1RUVDBq1Ci+/fZbNt54YwYMGMDRRx/NOuusk3ZEMzOrI1yEmQEzZsxg5MiRVFRUMHnyZFZZZRUOPfRQysvL2Xnnnb3Ivg6T1BG4HmgI3BoRA6o83gaoBFoCXwBHRsT05LEFwKtJ0w8iYv+CBTezkucizOq9c845h2uvvZZ58+ax/fbbM2TIEA477DCaNWuWdjTLM0kNgUHAnsB0YLykMRExOavZVcCIiLhN0h+By4Cjkse+j4itChrazOoMF2FWrz3wwANcccUVdO7cmfPOO4/NN9887UhWWNsBUyJiKoCkUcABQHYR1h44Pbn9BHB/QROaWZ3VIO0AZmmZNWsWPXr0YIsttmDYsGEuwOqnVsC0rPvTk2PZXgYOTm4fBDSVtGZyv7GkCZJekHRgdS8gqVvSZsKMGTNqM7uZlTgXYVZvnXnmmXz66acMGzaMFVdcMe04VrzOBH4vaSLwe+BDYEHyWJuI6AB0Bq6T9ItNQSNiSER0iIgO3j3BzLJ5OtLqpUcffZSKigrOOecctt1227TjWHo+BFpn3V8vOfajiPiIZCRM0qrAXyJiVvLYh8mfUyU9CWwNvJP/2GZWF3gkzOqdb7/9lq5du7LJJpvQt2/ftONYusYDG0lqJ2lF4HBgTHYDSS0kLeore5H5piSS1pC00qI2wM78fC2ZmdkSeSTM6p3zzjuPDz74gKeffpqVV1457TiWooiYL6kn8DCZS1RURsTrkvoBEyJiDLAbcJmkAP4NnJicvhkwWNJCMh9oB1T5VqWZ2RK5CLN65ZlnnmHgwIGcfPLJ7LzzzmnHsSIQEWOBsVWO9cm6fS9wbzXnPQdskfeAZlZneTrS6o3vv/+e8vJy2rZtS//+/dOOY2Zm9ZxHwqzeuOiii3jrrbcYN24cq666atpxzMysnvNImNULEyZM4Morr6RLly7svvvuaccxMzPLbxEmqaOkNyVNkXRuNY+vL+kJSRMlvSJp33zmsfpp7ty5lJWVsfbaa3PVVVelHcfMzAzI43RkjnuynQ+MjoibJbUnszi2bb4yWf102WWX8eqrr/LAAw+w2mqrpR3HzMwMyO9I2I97skXEXGDRnmzZAli0S/JqwEd5zGP10Kuvvkr//v3p3Lkz++23X9pxzMzMfpTPhfnV7cm2fZU2FwKPSDoJaALskcc8Vs/Mnz+fsrIyVl99da6//vq045iZmf1M2gvzOwHDI2I9YF9gZNaVqX/kDXBtWVx77bVMmDCBG2+8kRYtWqQdx8zM7GfyWYTVuCcbUA6MBoiI54HGwC/+b+kNcG1pvfXWW/Tp04eDDjqIv/71r2nHMTMz+4V8FmE17skGfADsDiBpMzJFmIe6bLksXLiQ8vJyGjduzKBBg5CUdiQzM7NfyNuasBz3ZDsDGCrpNDKL9I+NiMhXJqsfbrrpJp555hmGDx/OOuusk3YcMzOzauX1ivk57Mk2GfAGflZr3nvvPc4991w6duzI0UcfnXYcMzOzxUp7Yb5ZrYkIunbtiiQGDx7saUgzMytq3jvS6oxhw4Yxbtw4brrpJtZff/2045iZmS2RR8KsTvjoo484/fTT+f3vf0/37t3TjmNmZlYjF2FW8iKC448/nrlz53LrrbfSoIH/WpuZWfHzdKSVvLvvvpsxY8Zw9dVX86tf/SrtOGZmZjnxkIGVtBkzZnDSSSex/fbbc8opp6Qdx8zMLGcuwqyknXzyyXz11VdUVFTQsGHDtOOYmZnlzNORVrL+8Y9/MGrUKC6++GI233zztOOYmZktFY+EWUn68ssvOf7449lyyy0555xz0o5jZma21DwSZiXpjDPO4LPPPuPBBx+kUaNGaccxMzNbah4Js5LzyCOPMGzYMM4++2y22WabtOOYmZktExdhVlK++eYbunbtyqabbkqfPn1qPsHMzKxIeTrSSkqvXr2YNm0azz77LI0bN047jpmZ2TLzSJiVjH//+98MGjSIU045hR133DHtOGZmZsvFRZiVhNmzZ1NeXs4GG2zAJZdcknYcMzOz5eYizEpC3759mTJlCkOHDqVJkyZpx7E6RFJHSW9KmiLp3GoebyPpMUmvSHpS0npZjx0j6e3k55jCJjezUucizIref/7zH6655hq6devGH//4x7TjWB0iqSEwCNgHaA90ktS+SrOrgBER8RugH3BZcm5zoC+wPbAd0FfSGoXKbmalz0WYFbU5c+ZQVlbGuuuuyxVXXJF2HKt7tgOmRMTUiJgLjAIOqNKmPfB4cvuJrMf3Bh6NiC8i4kvgUaBjATKbWR3hIsyK2qWXXsrrr7/O4MGDWW211dKOY3VPK2Ba1v3pybFsLwMHJ7cPAppKWjPHc83MFstFmBWtV155hUsvvZSjjjqKfffdN+04Vn+dCfxe0kTg98CHwIJcT5bUTdIESRNmzJiRr4xmVoJchFlRmj9/PmVlZTRv3pxrr7027ThWd30ItM66v15y7EcR8VFEHBwRWwO9k2Ozcjk3aTskIjpERIeWLVvWdn4zK2EuwqwoXX311bz00ksMGjSINddcM+04VneNBzaS1E7SisDhwJjsBpJaSFrUV/YCKpPbDwN7SVojWZC/V3LMzCwnLsKs6Lz55pv07duXv/zlLxxyyCFpx7E6LCLmAz3JFE9vAKMj4nVJ/STtnzTbDXhT0lvAWkD/5NwvgIvJFHLjgX7JMTOznHjbIisqCxYsoKysjFVWWYUbb7wx7ThWD0TEWGBslWN9sm7fC9y7mHMr+WlkzMxsqbgIs6IyaNAgnnvuOUaMGMHaa6+ddhwzM7O88XSkFY13332XXr16sc8++3DkkUemHcfMzCyvXIRZUYgIunbtSsOGDRk8eDCS0o5kZmaWV56OtKJQUVHBY489xi233ELr1q1rPsHMzKzEeSTMUjd9+nTOOOMM/vCHP9C1a9e045iZmRWEizBLVURw/PHHM2/ePIYOHUqDBv4raWZm9YOnIy1Vd955Jw8++CDXXnstG264YdpxzMzMCsbDDpaaTz/9lJNPPpkdd9yRk046Ke04ZmZmBeUizFJz0kkn8e2331JRUUHDhg3TjmNmZlZQno60VPz973/nnnvuoX///my22WZpxzEzMys4j4RZwX3xxReccMIJbL311px11llpxzEzM0uFR8Ks4E4//XQ+//xzHnroIRo1apR2HDMzs1R4JMwK6l//+he33XYb5557LltttVXacczMzFLjIswK5uuvv6Zbt260b9+e888/P+04ZmZmqfJ0pBXMueeey/Tp03nuuedYaaWV0o5jZmaWKo+EWUE8+eST3HzzzZx22mnssMMOaccxMzNLXV6LMEkdJb0paYqkcxfT5lBJkyW9LunOfOaxdMyePZsuXbqw4YYbcvHFF6cdx8zMrCjkbTpSUkNgELAnMB0YL2lMREzOarMR0AvYOSK+lPR/+cpj6bngggt45513eOKJJ1hllVXSjmNmZlYU8jkSth0wJSKmRsRcYBRwQJU2XYFBEfElQER8lsc8loIXXniB6667jh49erDbbrulHcfMzKxo5LMIawVMy7o/PTmWbWNgY0nPSnpBUsc85rECmzNnDmVlZbRq1YrLL7887ThmZmZFJe1vR64AbATsBqwH/FvSFhExK7uRpG5AN4D111+/0BltGV1yySW88cYbPPTQQzRr1iztOGZmZkUlnyNhHwKts+6vlxzLNh0YExHzIuJd4C0yRdnPRMSQiOgQER1atmyZt8BWeyZNmsRll13GMcccQ8eOHuA0MzOrKqciTNLfJP1J0tIUbeOBjSS1k7QicDgwpkqb+8mMgiGpBZnpyalL8RpWhObNm0dZWRktWrTgmmuuSTuOmZlZUcq1qLoJ6Ay8LWmApE1qOiEi5gM9gYeBN4DREfG6pH6S9k+aPQzMlDQZeAI4KyJmLvW7sKJy5ZVXMnHiRG6++WaaN2+edhwzM7OilNOasIgYB4yTtBrQKbk9DRgK3B4R8xZz3lhgbJVjfbJuB3B68mN1wBtvvMFFF13EX//6Vw466KC045iZmRWtnBfmS1oTOBI4CpgI3AHsAhxDMqVo9duCBQsoLy+nadOmDBw4MO04Vg9JagW0Iatvi4h/p5fIzGzxcirCJP0d2AQYCfw5Ij5OHrpb0oR8hbPSMnDgQJ5//nluv/121lprrbTjWD0j6XLgMGAysCA5HICLMDMrSrmOhA1NphZ/JGmliJgTER3ykMtKzDvvvMN5553HfvvtR+fOndOOY/XTgcAmETEn7SBmZrnIdWH+JdUce742g1jpigi6du1Ko0aNuOWWW5CUdiSrn6YCjZb2pJr2uJW0vqQnJE2U9IqkfZPjbSV9L2lS8nNLLbwHM6tHljgSJmltMle5X1nS1sCi/7s2A7wJoAEwdOhQnnjiCYYMGUKrVlU3RTArmNnAJEmPAT+OhkXEyYs7IZc9boHzyXy7+2ZJ7cl82aht8tg7EbFV7b4NM6svapqO3Bs4lsyFVrMv+PQNcF6eMlkJmTZtGmeeeSa77747Xbp0STuO1W9j+OW1CGvy4x63AJIW7XGbXYQFmQ+eAKsBHy1nTjMzoIYiLCJuA26T9JeIuK9AmaxERAQ9evRgwYIFDB061NOQlqqIuC25MPTGyaE3F3f5nCzV7XG7fZU2FwKPSDoJaALskfVYO0kTga+B8yPi6WXNb2b1T03TkUdGxO1AW0m/uJZXRPhy6PXY7bffztixY7n++utp165d2nGsnpO0G3Ab8B6ZpROtJR1TC5eo6AQMj4irJe0IjJT0a+BjYP2ImClpW+B+SZtHxNdVcnnvWzOrVk3TkU2SP1fNdxArLZ988gmnnHIKO+20Ez179kw7jhnA1cBeEfEmgKSNgbuAbZdwTi573JYDHQEi4nlJjYEWEfEZydqziHhJ0jtkRuF+dtmeiBgCDAHo0KFDLNtbM7O6qKbpyMHJzZsiYkYB8liJ6NmzJ7Nnz6aiooIGDfK5D7xZzhotKsAAIuItSTV9W/LHPW7JFF+Hk9miLdsHwO7AcEmbAY2BGZJaAl9ExAJJGwAb4b1vzWwp5HqdsGclvQfcDfwtIr7MXyQrdvfeey/33Xcfl112GZtuumnaccwWmSDpVuD25P4RVBmVqioi5ktatMdtQ6By0R63wISIGAOcAQyVdBqZRfrHRkRI2hXoJ2kesBDoERFf5OetmVldlOvekRtL2o7Mp8TeyYbbo5L1YlaPzJw5kxNPPJFtt92WM888M+04ZtmOB04EFl2S4mngpppOymGP28nAztWcdx/gLyyZ2TLLee/IiPgP8B9Jl5K5XMVt/PSJ0+qJ0047jS+++IJHHnmEFVbI+a+PWd4lV8q/hp9fTsfMrGjlundkM+AgMiNhGwJ/J3N9HatHxo4dy8iRI+nTpw9bbrll2nHMAJA0OiIOlfQqmenCn4mI36QQy8ysRrkOZbwM3A/0iwhvV1QPffXVV3Tv3p3NN9+c3r17px3HLNspyZ/7pZrCzGwp5VqEbRAR/mp1PXb22Wfz0Ucfcd9997HiiiumHcfsRxHxcXLzc+D7iFiYXJ5iU+Ch9JKZmS1ZTRdrvS4iTgXGSKpumH//vCWzorFoX8gzzzyT7bbzLLQVrX8Dv5O0BvAImctPHEbmW5JmZkWnppGwkcmfV+U7iBWn7777ji5durDRRhvRr1+/tOOYLYkiYrakcjLXNrxC0qS0Q5mZLU5NF2t9Kbm5VURcn/2YpFOAp/IVzIrD+eefz9SpU3nqqadYeeWV045jtiRKthU6gsxV7iFz7S8zs6KU66XOj6nm2LG1mMOK0PPPPxGrp5gAAB9BSURBVM/111/PCSecwK677pp2HLOanAr0Av6eXHB1A+CJlDOZmS1WTWvCOpHZwqOdpDFZDzUFfGXoOuyHH36grKyM1q1bM2DAgLTjmNUoIp4ia3Q+Iqby04VbzcyKTk1rwp4DPgZakNkcd5FvgFfyFcrSd/HFF/O///2Phx9+mKZNm6Ydx2yxFn2BSNIDVH+dMH+ByMyKUk1rwt4H3gd2LEwcKwb//e9/ufzyyznuuOPYa6+90o5jVhN/gcjMSlJN05HPRMQukr7h558wBURENMtrOiu4efPmUVZWRsuWLbn66qtrPsEsZVlfIJpAcp0wAEkNgZVSC2ZmVoOaRsJ2Sf70fFQ9cfnll/Pyyy9z//33s8Yaa6Qdx2xpPAbsAXyb3F+ZzPXCdkotkZnZEuT07UhJG0paKbm9m6STJa2e32hWaK+//joXX3wxhx12GAcccEDaccyWVuOIWFSAkdxeJcU8ZmZLlOslKu4DFkj6FTAEaA3cmbdUVnALFiygvLycZs2aMXDgwLTjmC2L7yRts+iOpG2B71PMY2a2RLnuHbkwIuZLOggYGBEDJU3MZzArrOuvv54XX3yRO++8k5YtW6Ydx2xZnArcI+kjMutW1yazbZGZWVHKtQibl1wz7Bjgz8mxRvmJZIU2ZcoUevfuzf7778/hhx+edhyzZRIR4yVtCmySHHozIualmcnMbElynY48jsxlKvpHxLuS2vHT18KthC1cuJAuXbqw0korcfPNNyMp7Uhmy0TSKsA5wCkR8RrQVtJ+KccyM1usnEbCImIyWVeejoh3gcvzFcoKZ/DgwTz11FNUVFSw7rrrph3HbHkMA17ip+safgjcAzyYWiIzsyXI9duRO0t6VNJbkqZKelfS1HyHs/z64IMPOPvss9lzzz057rjj0o5jtrw2jIgrgHkAETGbzNowM7OilOuasArgNDKfMhfkL44VSkTQvXt3IoIhQ4Z4GtLqgrmSVia5sLSkDYE56UYyM1u8XIuwryLiobwmsYIaMWIE//rXvxg4cCBt27ZNO45ZbegL/AtoLekOYGfg2FQTmZktQa5F2BOSrgT+RtYny4j4b15SWV59/PHHnHrqqeyyyy6ccMIJaccxW26SGgBrAAcDO5CZhjwlIj5PNZiZ2RLkWoRtn/zZIetYAH+s3TiWbxHBiSeeyA8//EBFRQUNGuT6BVmz4hURCyWdHRGjgX+mncfMLBe5fjvyD/kOYoVx77338ve//53LL7+cjTfeOO04ZrVpnKQzgbuB7xYdjIgv0otkZrZ4ORVhktYCLgXWjYh9JLUHdoyIiryms1r1+eefc+KJJ9KhQwdOP/30tOOY1bbDyIzQV51j3yCFLGZmNcp1Lmo48DCw6EJSb5HZIsRKyKmnnsqsWbOorKxkhRVynYk2KxntgUHAy8AkYCCweaqJzMyWINcirEWy1mIhQETMx5eqKCkPPvggd9xxB71792aLLbZIO45ZPtwGbAbcQKYAa58cMzMrSrkWYd9JWpOfrr+zA/BV3lJZrZo1axbdu3dniy22oFevXmnHMcuXX0dEl4h4IvnpCvy6ppMkdZT0pqQpks6t5vH1JT0haaKkVyTtm/VYr+S8NyXtXcvvx8zquFyLsNOBMcCGkp4FRgAn1XRSTZ1bVru/SApJHRbXxpbdWWedxSeffEJlZSUrrrhi2nHM8uW/yQdEACRtD0xY0gmSGpKZwtyHzMhZp2TNa7bzgdERsTVwOHBTcm775P7mQEfgpuT5zMxykmsRtiGZTmonMmvD3qaGRf05dm5IagqcAryYe2zL1bhx47j11ls588wz6dDBNa7VadsCz0l6T9J7wPPAbyW9KumVxZyzHTAlIqZGxFxgFHBAlTYBNEturwZ8lNw+ABgVEXOS/XSnJM9nZpaTXFdnXxAR90haA/gDcBVwMz9dP6w6P3ZuAJIWdW6Tq7S7mMxm4GctTXCr2bfffkvXrl3ZeOONufDCC9OOY5ZvHZfhnFbAtKz70/llv3Yh8Iikk4AmwB5Z575Q5dxWy5DBzOqpXEfCFi3C/xMwNCL+CdQ0r1Vd5/azDkrSNkDr5PmslvXu3Zv333+fiooKVl555bTjmOVVRLy/pJ/leOpOwPCIWA/YFxiZXKE/J5K6SZogacKMGTOWI4aZ1TW5diQfShpM5jo8YyWttBTnVivpxK4BzsihrTuxpfTss88ycOBAevbsyS677JJ2HLNi9SHQOuv+esmxbOXAaICIeB5oDLTI8VwiYkhEdIiIDi1btqzF6GZW6nItpA4lsxZs74iYBTSn5unDmjqopmS+ufRksn5jB2BMdYvz3YktnR9++IHy8nLatGnDpZdemnYcs2I2HthIUjtJK5JZaD+mSpsPgN0BJG1GpgibkbQ7XNJKktoBGwH/KVhyMyt5uW5bNJvM5t2L7n8MfFzDaT92bmSKr8OBzlnP8RWZT5MASHoSODMilvhtJqvZRRddxJtvvsmjjz7KqquumnYcs6IVEfMl9STzIbMhUBkRr0vqB0yIiDFkRuuHSjqNzCL9YyMigNcljSazznU+cGJE+PqJZpazvF02PcfOzWrZSy+9xJVXXkl5eTl77LFHzSeY1XMRMRYYW+VYn6zbk4GdF3Nuf6B/XgOaWZ2V171raurcqhzfLZ9Z6oO5c+dSVlbGWmutxVVXXZV2HDMzM1sCbyBYhwwYMIBXXnmFf/zjH6y++uppxzEzM7MlWK5vOFrxeO2117jkkkvo1KkT+++/f9pxzMzMrAYuwuqA+fPnU1ZWxuqrr84NN9yQdhwzMzPLgacj64DrrruO8ePHM2rUKFq0aFHzCWZmZpY6j4SVuLfeeosLLriAAw88kEMPPTTtOGZmZpYjF2ElbOHChXTp0oXGjRtz0003ISntSGZmZpYjT0eWsJtvvpmnn36aYcOGsc4666Qdx8zMzJaCR8JK1Hvvvcc555zD3nvvzTHHHJN2HDMzM1tKLsJKUETQrVs3JDF48GBPQ5qZmZUgT0eWoOHDh/Poo48yaNAg2rRpk3YcMzMzWwYeCSsxH330Eaeddhq77rorPXr0SDuOmZmZLSMXYSUkIjjhhBOYM2cOt956Kw0a+D+fmZlZqfJ0ZAkZPXo0//jHP7jqqqvYaKON0o5jZmZmy8FDKSVixowZ9OzZk+22245TTz017ThmZma2nFyElYhTTjmFr776isrKSho2bJh2HDMzM1tOLsJKwJgxY7jrrru44IIL2HzzzdOOY2ZmZrXARViRmzVrFj169OA3v/kN5557btpxzMzMrJZ4YX6RO+OMM/jss8944IEHaNSoUdpxzMzMrJZ4JKyIPfroo1RWVnLWWWex7bbbph3HzMzMapGLsCL17bff0rVrVzbZZBP69u2bdhwzMzOrZZ6OLFK9evXigw8+4JlnnqFx48ZpxzEzM7Na5pGwIvT0009z4403cvLJJ7PTTjulHcfMzMzywEVYkfn+++8pLy+nXbt29O/fP+04ZmZmlieejiwyffv25e2332bcuHE0adIk7ThmZmaWJx4JKyLjx4/n6quvpmvXruy+++5pxzEzM7M8chFWJObOnUtZWRnrrLMOV155ZdpxzMzMLM88HVkkLr30Ul577TUefPBBVltttbTjmJmZWZ55JKwIvPLKK/Tv358jjzySP/3pT2nHMatXJHWU9KakKZJ+sTeYpGslTUp+3pI0K+uxBVmPjSlscjMrdR4JS9n8+fMpKyujefPmXHfddWnHMatXJDUEBgF7AtOB8ZLGRMTkRW0i4rSs9icBW2c9xfcRsVWh8ppZ3eKRsJRdc801vPTSS9x4442sueaaaccxq2+2A6ZExNSImAuMAg5YQvtOwF0FSWZmdZ6LsBS9+eab9OnTh4MPPphDDjkk7Thm9VErYFrW/enJsV+Q1AZoBzyedbixpAmSXpB0YP5imlld5OnIlCxcuJDy8nJWWWUVBg0ahKS0I5nZkh0O3BsRC7KOtYmIDyVtADwu6dWIeCf7JEndgG4A66+/fuHSmlnR80hYSgYNGsSzzz7Lddddx9prr512HLP66kOgddb99ZJj1TmcKlOREfFh8udU4El+vl5sUZshEdEhIjq0bNmyNjKbWR3hIiwF7777Lr169aJjx44cddRRaccxq8/GAxtJaidpRTKF1i++5ShpU2AN4PmsY2tIWim53QLYGZhc9Vwzs8XxdGSBRQTdunWjQYMGDB482NOQZimKiPmSegIPAw2Byoh4XVI/YEJELCrIDgdGRURknb4ZMFjSQjIfaAdkf6vSzKwmLsIKrLKyknHjxnHzzTd7fYhZEYiIscDYKsf6VLl/YTXnPQdskddwZlaneTqygD788ENOP/10dtttN7p165Z2HDMzM0uRi7ACiQh69OjBvHnzuPXWW2nQwL96MzOz+szTkQVy11138eCDD3LNNdew4YYbph3HzErApEmT2G233dKOYVY0OnfuXKdmklyEFcBnn33GySefzA477MDJJ5+cdhwzKwGdO3dOO4JZUZk0aRKAi7BcSeoIXE/mW0e3RsSAKo+fDnQB5gMzgLKIeD+fmdJw0kkn8c0331BRUUHDhg3TjmNmJaBbt2516n82ZsurLo4K521hUtbGuPsA7YFOktpXaTYR6BARvwHuBa7IV5603H///YwePZo+ffrQvn3Vt29mZmb1VT5Xh9e4MW5EPBERs5O7L5C5WnWd8eWXX3L88cez1VZbcfbZZ6cdx8zMzIpIPqcjq9sYd/sltC8HHspjnoI7/fTTmTFjBmPHjqVRo0ZpxzEzM7MiUhQL8yUdCXQAfr+Yx0tuA9yHH36Y4cOHc95557H11r/YTs7MzMzquXxOR+a0Ma6kPYDewP4RMae6Jyq1DXC/+eYbunXrxmabbcYFF1yQdhwzMzMrQvkcCftxY1wyxdfhwM++cy1pa2Aw0DEiPstjloI699xzmTZtGs8++yyNGzdOO46ZmZkVobyNhEXEfGDRxrhvAKMXbYwraf+k2ZXAqsA9kiZJGrOYpysZTz31FDfddBOnnnoqO+64Y9pxzMzMrEjldU1YTRvjRsQe+Xz9Qps9ezZdunRhgw024JJLLkk7jpmZmRWxoliYX1f06dOHKVOm8Pjjj7PKKqukHcfMzMyKmHeRriUvvvgi1157Ld27d+cPf/hD2nHMzMysyLkIqwVz5syhrKyMddddlyuuqHMX/TczM7M88HRkLejfvz+TJ09m7NixNGvWLO04ZmZmVgI8EracXn75ZS677DKOPvpo9tlnn7TjmJmZWYlwEbYc5s2bx3HHHceaa67Jtddem3YcMzMzKyGejlwOV111FRMnTuS+++6jefPmaccxMzOzEuKRsGX0v//9j4suuohDDjmEgw8+OO04ZmZmVmJchC2DBQsWUFZWRpMmTbjxxhvTjmNmZmYlyNORy+DGG2/k+eefZ+TIkay11lppxzEzM7MS5JGwpTR16lTOO+889t13X4444oi045iZmVmJchG2FCKCrl27ssIKKzB48GAkpR3JzMzMSpSnI5fCrbfeyuOPP87gwYNZb7310o5jZmZmJcwjYTmaPn06Z5xxBn/84x/p2rVr2nHMzMysxLkIy0FE0L17dxYsWMDQoUM9DWlmZmbLzUVYDu644w7Gjh3LpZdeygYbbJB2HDOrRZI6SnpT0hRJ51bz+LWSJiU/b0malfXYMZLeTn6OKWxyMyt1XhNWg08//ZRTTjmFHXfckZ49e6Ydx8xqkaSGwCBgT2A6MF7SmIiYvKhNRJyW1f4kYOvkdnOgL9ABCOCl5NwvC/gWzKyEeSSsBj179uS7776jsrKShg0bph3HzGrXdsCUiJgaEXOBUcABS2jfCbgrub038GhEfJEUXo8CHfOa1szqFBdhS3Dfffdx77330rdvXzbddNO045hZ7WsFTMu6Pz059guS2gDtgMeX9lwzs+q4CFuML774ghNPPJFtttmGM888M+04Zpa+w4F7I2LB0pwkqZukCZImzJgxI0/RzKwUuQhbjNNOO42ZM2dSWVlJo0aN0o5jZvnxIdA66/56ybHqHM5PU5E5nxsRQyKiQ0R0aNmy5XLGNbO6xEVYNcaOHcuIESPo1asXW265ZdpxzCx/xgMbSWonaUUyhdaYqo0kbQqsATyfdfhhYC9Ja0haA9grOWZmlhN/O7KKr7/+mu7du9O+fXt69+6ddhwzy6OImC+pJ5niqSFQGRGvS+oHTIiIRQXZ4cCoiIisc7+QdDGZQg6gX0R8Ucj8ZlbaXIRVcc455/DRRx9x7733stJKK6Udx8zyLCLGAmOrHOtT5f6Fizm3EqjMWzgzq9M8HZnlySef5JZbbuG0005j++23TzuOmZmZ1WEuwhLfffcd5eXl/OpXv6Jfv35pxzEzM7M6ztORiQsuuICpU6fy1FNPscoqq6Qdx8zMzOo4j4QBL7zwAtdddx3HH388u+66a9pxzMzMrB6o90XYnDlzKCsro3Xr1lx++eVpxzEzM7N6ot5PR1588cW88cYb/Otf/6Jp06ZpxzEzM7N6ol6PhE2cOJEBAwZw7LHHsvfee6cdx8zMzOqReluEzZs3j7KyMlq2bMk111yTdhwzMzOrZ+rtdOQVV1zBpEmT+Pvf/84aa6yRdhwzMzOrZ+rlSNjkyZPp168fhx56KAceeGDacczMzKweqndF2IIFCygrK6Np06YMHDgw7ThmZmZWT9W76cgbbriBF198kTvuuIP/+7//SzuOmZmZ1VP1aiRsypQp9O7dmz//+c906tQp7ThmZmZWj9WbImzhwoV07dqVRo0acfPNNyMp7UhmZmZWj9Wb6cihQ4fy5JNPcuutt9KqVau045iZmVk9Vy9GwqZNm8ZZZ53FHnvsQVlZWdpxzMzMzOp+ERYRdO/enYULFzJkyBBPQ5qZmVlRyGsRJqmjpDclTZF0bjWPryTp7uTxFyW1re0MI0eO5KGHHuKyyy6jXbt2tf30ZmZmZsskb0WYpIbAIGAfoD3QSVL7Ks3KgS8j4lfAtcDltZnhk08+4dRTT2XnnXfmxBNPrM2nNjMzM1su+VyYvx0wJSKmAkgaBRwATM5qcwBwYXL7XuBGSYqIqI0AJ554IrNnz6aiooIGDer8zKuZmVmdNmnSJHbbbbe0Y7DVVltx3XXXLffz5LMIawVMy7o/Hdh+cW0iYr6kr4A1gc+zG0nqBnQDWH/99XN68fHjx/O3v/2NAQMGsMkmmyzTGzAzM7Pi0Llz57Qj1LqSuERFRAwBhgB06NAhp1Gy3/72tzz11FPstNNOec1mZmZm+detWze6deuWdoxalc85ug+B1ln310uOVdtG0grAasDM2gqw6667ssIKJVFnmpmZWT2TzyJsPLCRpHaSVgQOB8ZUaTMGOCa5fQjweG2tBzMzMzMrZnkbJkrWePUEHgYaApUR8bqkfsCEiBgDVAAjJU0BviBTqJmZmZnVeXmdq4uIscDYKsf6ZN3+AfhrPjOYmZmZFSNft8HMzMwsBS7CzMzMzFLgIszM6rWatldL2hwqabKk1yXdmXV8gaRJyU/VLx6ZmS2Rr99gZvVW1vZqe5K5oPR4SWMiYnJWm42AXsDOEfGlpP/LeorvI2KrgoY2szrDI2FmVp/9uL1aRMwFFm2vlq0rMCgivgSIiM8KnNHM6igXYWZWn1W3vVqrKm02BjaW9KykFyR1zHqssaQJyfED8x3WzOoWT0eamS3ZCsBGwG5kdv74t6QtImIW0CYiPpS0AfC4pFcj4p3sk5dl71szqx9Krgh76aWXPpf0/lKc0oIqG4KXCOcuLOcurKXN3SZPOXLZXm068GJEzAPelfQWmaJsfER8CBARUyU9CWwN/KwIy977VtIM919FzbkLq1Rzw9JlX2z/pbq+S5CkCRHRIe0cS8u5C8u5C6tYcid71r4F7E6m+BoPdI6I17PadAQ6RcQxkloAE4GtgIXA7IiYkxx/Hjgge1F/LeQrit/T0nLuwnLuwqut7CU3EmZmVlty3F7tYWAvSZOBBcBZETFT0k7AYEkLyayvHVCbBZiZ1X0uwsysXsthe7UATk9+sts8B2xRiIxmVjfVh29HDkk7wDJy7sJy7sIq1dyFVqq/J+cuLOcuvFrJXufXhJmZmZkVo/owEmZmZmZWdOpEEVbT3m+SVpJ0d/L4i5LaFj7lL+WQ+/Rkv7pXJD0mKV9f019quey3l7T7i6SQVBTfgFmefQLTlMPflfUlPSFpYvL3Zd80clbJVCnpM0mvLeZxSboheU+vSNqm0BmLhfuwwnL/VVil2H9BgfqwiCjpHzLfaHoH2ABYEXgZaF+lzQnALcntw4G7SyT3H4BVktvHF0PuXLMn7ZoC/wZeADqUQm4y13+aCKyR3P+/Esk9BDg+ud0eeK8Icu8KbAO8tpjH9wUeAgTsQOZaXKlmLuL/vu7DCpg7aef+q3C5i67/SrLkvQ+rCyNhuez9dgBwW3L7XmB3SSpgxurUmDsinoiI2cndF8hcSLIY5PI7B7gYuBz4oZDhlqBU9wnMJXcAzZLbqwEfFTBftSLi38AXS2hyADAiMl4AVpe0TmHSFRX3YYXl/quwSrL/gsL0YXWhCMtl77cf20TEfOArYM2CpFu8XHJnKydTcReDGrMnw7KtI+KfhQxWg+XdJzAtueS+EDhS0nQyl1s4qTDRlsvS/huoq9yHFZb7r8Kqq/0X1EIf5uuElQBJRwIdgN+nnSUXkhoA1wDHphxlWSxpn8Bi1gkYHhFXS9oRGCnp1xGxMO1gZqXUh7n/SkW97b/qwkhYLnu//dhGmW1KVgNmFiTd4uWSG0l7AL2B/SNiToGy1aSm7E2BXwNPSnqPzFz5mCJY3JrrPoFjImJeRLxLZkubjQqUb3FyyV0OjAaIiOeBxmT2NitmOf0bqAfchxWW+6/Cqqv9F9RGH5b2wrdaWDi3AjAVaMdPi/42r9LmRH6+qHV0ieRetBnwRmnnXdrsVdo/SXEsbM3ld94RuC253YLMUPOaJZD7IeDY5PZmZNZUqAh+521Z/KLWP/HzRa3/STtvEf/3dR9WwNxV2rv/yn/uouy/kjx57cNSf4O19Eval0zF/w7QOznWj8wnL8hU1fcAU4D/ABuknTnH3OOAT4FJyc+YtDPnmr1K26LoxHL8nYvMVMRk4FXg8LQz55i7PfBs0sFNAvYqgsx3AR8D88h8Qi8HegA9sn7Xg5L39Gqx/B0p0v++7sMKmLtKW/df+c9ddP1XkivvfZivmG9mZmaWgrqwJszMzMys5LgIMzMzM0uBizAzMzOzFLgIMzMzM0uBizAzMzOzFLgIs5zUtJt8miT1Sy4IiaTfSXpd0iRJrSTdW8O5t0pqn9w+rxB5zcyqknSspBuT2xdKOjPtTJZ/LsIsV8PJXAiw6EREn4gYl9w9ArgsIraKiA8j4pAazu0SEZOTuy7CzGypKMP/L7Vl4r84lpOoeTf5JZI0QNJkSa9Iuio5NlzSLZImSHpL0n7J8YaSrpQ0PmnfPet5zpH0qqSXJQ3Iep5DJHUBDgUulnSHpLaLRu6S57xK0mvJc56UHH9SUofkuVZORtDuSEbXTs163f6STlnW929mdUfSt7wpaQTwGnBBVn91UVa7o5NjL0samRz7s6QXJU2UNE7SWmm9D0ufN/C2vJO0JnAQsGlEhKTVsx5uC2wHbAg8IelXwNHAVxHxW0krAc9KegTYFDgA2D4iZktqnv06EXGrpF2AByPiXkltsx7ulrzWVhExv5pzz5XUMyK2SjK3Bf4GXJd8yj08yWlmBpk9GY8BmgGHkOkfRGafyV3J7O15PrBTRHye1ec8A+yQ9IVdgLOBMwqe3oqCizArhK+AH4AKSQ8CD2Y9NjoiFgJvS5pKptDaC/iNpEVTiauR6fD2AIZFxGyAiFiakbk9yOy9Nz+XcyPiPUkzJW0NrAVMjIi0N0w2s+LxfkS8kIzs7wVMTI7/f3t3rxpVFEVx/L9EQTSSQhEEm6gELMQ0WvsAFjapFExsooWFPoCK4BOYSqPYiUQQm5APVKwEkSCChSgIopWCFgqSMCyLc4KTISYpktzBrB8MM9wzZ+6uNvvcfe7cHkq+OgqM2/4Gi3LOfuCBpH2UZyl+3Niwo5ukHRlrorb7XtfX9faxWvgcBx4CJ4HJ9uGOnzJlNXmx7usasN1ne3o94/+HMWAIGAbuNnD+iOhev+q7+LsPdcD2Idt3lpl3Exi1fQQYoTwXNDapFGGxJmy32pLQlfYxST1Ar+0J4BJlhbhgUNIWSQeBA8A7YAq4IGlbnd8vaScwAwxL2lGPL2oprmAGGJG0dZm58wvnrB5RbkY4VmOKiOg0BZyreY56V/Ze4Cklv+2uxxdyTi/wpX4+u9HBRndJOzJWRdJ94ASwR9Jn4OoKq712u4DHkrZTVo2X28Y+AS8p+yrO2/4taYyyf2tWkoCvwCnbk5IGgFeS5oAJVn9H4xjQD7yRNA/cBkY7vnOrjs/aPm17TtIz4Ift1irPExGbiO1pSYeBFyVd8RM4Y/utpBvAc0ktSrtyCLgGjEv6TinU+hoJPLqC7M5uUMTGkHSPuom+6ViWUjfkzwKDtt83HU9ERPxf0o6MWEL9A9cPwJMUYBERsR5yJSwiIiKiAbkSFhEREdGAFGERERERDUgRFhEREdGAFGERERERDUgRFhEREdGAFGERERERDfgDFflfVy7OTq0AAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deZyNdf/H8dfHEC1SUXdliUqLurspabm7byqV9sUMYydSt7SQ0iJESiXatCh7iaHl5y4lRJsWCkluksrSQpIW2T+/P86lTtOMOcOcc53l/Xw85jHnXMs57zNmPj7ne33PdZm7IyIiIiKJVSrsACIiIiKZSE2YiIiISAjUhImIiIiEQE2YiIiISAjUhImIiIiEQE2YiIiISAjUhElaMrO2ZvZ22DlEJDHMrIWZvRbDdo+b2e2JyJQIZvalmTUMbvc2s6fDziSxUxMmuywoAr+Z2S9m9q2ZjTCzvfJtc6qZvW5mP5vZOjP7r5nVyrfN3mb2gJktCx7r8+B+pTjnn2FmHeL5HCKZLF+N+K6gGrGr3P0Zdz87hu2ucve+Jfnc25mZm9mvwetcaWYDzSwrHs+1M8KqsVI4NWFSUi50972A2kAd4JbtK8zsFOA14P+Ag4EawDzgHTM7NNhmN2AacAzQCNgbOAVYA9RL3MsQkTjZXiOOB+oCPfJvYGalE56q5P0jeJ31gabA5SHnAUq+xqbJv1Xo1IRJiXL3b4HJRJqx7e4FRrn7g+7+s7v/4O49gPeA3sE2rYFqwKXu/qm7b3P3Ve7e190nFfRcwbvOa81sqZl9b2b3mVmBv9PBSNysYBRulpmdGizvB/wLeCR4Z/hISfwcRKRg7r4SeAU4Fn7/O77azD4DPguWXWBmc83sRzObaWbHbd/fzKqa2fNmttrM1mz/m42egmARg8xslZn9ZGbzzWz7840wszujHu8KM1tiZj+Y2UQzOzhqnZvZVWb2WZBlsJlZjK9zCfAOUbVwJ1/XYcFRhDVBnXvGzPYp9g8+hhobvN7DozL9/rMyswZmtsLMupvZt8BwM1toZhdEbV86yH98cP/k4HX+aGbzzKzBTuROa2rCpESZWRXgXGBJcH8P4FRgfAGb5wFnBbcbAq+6+y/FfMpLibyrPh64mALedZrZfsDLwENARWAg8LKZVXT324C3gM7uvpe7dy7m84tIMZhZVeA8YE7U4kuAk4BaZlYHGAZcSeTv9QlgopmVDQ7tvQR8BVQHKgNjC3ias4F/A0cAFYAmREZ88mc5A7g7WH9Q8Lj5H+8C4ETguGC7c2J8nUcReYO3vRbu7OuyIOPBwNFAVf5481ocO1tjox0I7AccAnQEngWaRa0/B/je3T8ys8pE6u6dwT7dgOfMbP9deP60oyZMSsqLZvYzsBxYBfQKlu9H5PfsmwL2+QbYPhehYiHbFOWeYGRtGfAAfy4I250PfObuo919i7s/C/wPuHAnnk9Eds6LZvYj8DbwBnBX1Lq7g7/j34j85/6Eu7/v7lvdfSSwETiZyGGzg4Eb3f1Xd9/g7gV9AGczUB44CjB3X+juBdWXFsAwd//I3TcSmUZxiplVj9qmv7v/GNSY6fx5lL8gH5nZr8BCYAbwaLB8p16Xuy9x9ynuvtHdVxN5E1m/iAwF2dkaG20b0CvI8hswBrgoeLMN0JxIYwbQEpjk7pOCUbcpwGwiDbgE1IRJSbnE3csDDYgUvu3N1Voif7gHFbDPQcD3we01hWxTlOVRt78iUsjyOzhYR75tK+/E84nIzrnE3fdx90PcvVPwn/h20X/HhwA3BIewfgwat6pE/o6rAl+5+5YdPZG7vw48AgwGVpnZEDPbu4BN/1QbglGiNfy5NnwbdXs9sBeAmS0IpjD8Ymb/itrm+GCbpkRG9/bclddlZn8zs7EWmej/E/A0f9TX4tjZGhtttbtv2H4nOOS6ELgwaMQuItKYQeT15uR7vaeVQIa0oiZMSpS7vwGMAAYE938F3gVyCti8CZGJogBTgXPMbM8CttuRqlG3qwFfF7DN10QKAvm2Xbk9djGfU0RKVvTf4HKgX9Cwbf/aIxjBXg5Ui2VSuLs/5O4nALWIHJa8sYDN/lQbgvpTkT9qw44e/5hgCsNe7v5WvnXu7nlEal/PXXxddxH5+fzd3fcmMsIU07y0fGKpseuBPaLuH5hvfUG1cvshyYuBT4PGDCKvaXS+17unu/ffiexpS02YxMMDwFlm9o/g/s1AG4tMoi9vZvsGkz1PAe4IthlN5I/2OTM7ysxKmVlFM7vVzHY0fH1j8HhVgeuAcQVsMwk4wsyaBxNHmxIpzC8F678DDt2lVywiJeVJ4CozOymYYL+nmZ1vZuWBD4gcUusfLC9nZv/M/wBmdmKwfxngV2ADkRH5/J4F2plZbTMrS6Thed/dvyyh19IfuMLMDtyF11Ue+AVYF8yzKqiZjEUsNXYu0NzMssysEbEd9hxLZA7ef/hjFAwiI3YXmtk5weOVCyb3V9nJ/GlJTZiUuGDewiiCd4DB3IZzgMuIFJqviJzG4jR3/yzYZiORiaP/A6YAPxEpTJWA93fwdP8HfEikeLwMDC0gzxoik2tvIDIkfxNwgbtvPxT6IJBtZmvN7KGdfuEissvcfTZwBZHDiWuJTGxvG6zbSmQu5+HAMmAFkcN++e1NpOlZS6TerAHuK+C5pgK3A88RqU2HAbkl+FrmA28Smeu1s6/rDiKHONcRqXHP72SWWGrsdUGOH4nMl3sxhsf9hsiI36lEvQl29+VERsduBVYTaQBvRH3Hn5i7jsRIajIzB2pGDX+LiIikDHWkIiIiIiFQEyYiIiISAh2OFBEREQmBRsJEREREQqAmTERERCQEKXcV9EqVKnn16tXDjiEiCfThhx9+7+4pf8051S+RzLOj+pVyTVj16tWZPXt22DFEJIHMLP9lp1KS6pdI5tlR/dLhSBEREZEQqAkTERERCYGaMBEREZEQqAkTERERCYGaMBEREZEQqAkTERERCYGaMBEREZEQxK0JM7NhZrbKzD4pZL2Z2UNmtsTMPjaz4+OVRUSkILtSp8ysjZl9Fny1SVxqEUkX8RwJGwE02sH6c4GawVdH4LE4ZhERKcgIdqJOmdl+QC/gJKAe0MvM9o1rUhFJO3Frwtz9TeCHHWxyMTDKI94D9jGzg+KVR0SSw6JFixg+fHjYMYBdqlPnAFPc/Qd3XwtMYcfNXLFdf/31XH/99SX5kCKSZMKcE1YZWB51f0Ww7C/MrKOZzTaz2atXr05IOBEpWcuXL6dDhw4cc8wx3HDDDfzyyy9hR4pFYXUq7vVr7ty5zJ07t/iJRSRlpMTEfHcf4u513b3u/vun/DV8RTLK999/zw033EDNmjUZPXo0nTt35n//+x977bVX2NESQvVLRAoT5gW8VwJVo+5XCZaJSBr4+eefGTRoEAMGDODXX3+ldevW9O7dm0MOOSTsaMVRWJ1aCTTIt3xGwlKJSFoIcyRsItA6+PTRycA6d/8mxDwiUgI2btzIgw8+yGGHHUavXr1o2LAh8+fPZ/jw4anWgEHhdWoycLaZ7RtMyD87WCYiErO4jYSZ2bNE3ilWMrMVRD5JVAbA3R8HJgHnAUuA9UC7eGURkfjbsmULo0ePpnfv3ixbtowzzjiDu+66i5NOOinsaIXa2Trl7j+YWV9gVvBQfdx9RxP8RUT+Im5NmLs3K2K9A1fH6/lFJDHcnRdeeIEePXqwcOFC6taty9ChQ2nYsGHY0Yq0K3XK3YcBw+KRS0QyQ0pMzBeR5DRt2jROPvlkGjdujLszYcIEPvjgg5RowEREwqYmTESKbdasWTRs2JCGDRvyzTffMHToUObPn0/jxo0xs7DjiYikBDVhIhKzhQsX0rhxY+rVq8e8efMYNGgQixcv5vLLL6d06TA/bC0iknpUNUWkSMuWLaN3796MHDmSPfbYg969e9OlSxf23nvvsKOJiKQsNWEiUqjVq1dz11138eijjwJw3XXXccstt6CTjoqI7Do1YSLyFz/99BMDBw7k/vvvZ/369bRt25ZevXpRrVq1sKOJiKQNNWEi8rsNGzbw2GOP0a9fP9asWUPjxo3p27cvRx99dNjRRETSjibmiwhbtmxh6NChHHHEEXTt2pU6derwwQcfMGHCBDVgIiJxoiZMJINtP7fXscceS4cOHTjooIOYNm0aU6ZM4cQTTww7nohIWlMTJpKB3J0pU6ZQr149cnJyKFWqFM8//zzvvfceZ5xxRtjxREQygpowkQzz/vvvc+aZZ3L22WezatUqhg8fzvz587n00kt1olURkQRSEyaSIRYsWMCll17KySefzCeffMKDDz7I4sWLadu2LVlZWWHHExHJOPp0pEia+/LLL+nduzejR49mzz33pE+fPlx//fWUL18+7GgiIhlNTZhImlq1ahX9+vXjscceo1SpUnTp0oWbb76ZSpUqhR1NRERQEyaSdtatW8f999/PwIED2bBhA+3ataNnz55UrVo17GgiIhJFTZhImvjtt98YPHgwd999Nz/88AM5OTn07duXI488MuxoIiJSAE3MF0lxW7Zs4cknn6RmzZrceOONnHjiicyePZu8vDw1YCIiSUxNmEiK2rZtG3l5eRxzzDF07NiRqlWrMn36dF599VVOOOGEsOOJiEgR1ISJpBh3Z/LkydStW5emTZtSpkwZXnzxRWbOnEmDBg3CjiciIjFSEyaSQt59911OP/10GjVqxNq1axk1ahTz5s3j4osv1olWRURSjJowkRTwySefcPHFF3PqqaeycOFCHn74Yf73v//RqlUrnWhVRCRFqQkTSWJffPEFrVu35rjjjmPGjBnceeedfP7553Tu3JmyZcuGHU9ERHaBTlEhkoS+++477rzzTp544gmysrLo1q0b3bt3p2LFimFHExGREqImTCSJ/PjjjwwYMIBBgwaxceNG2rdvT8+ePalcuXLY0UREpISpCRNJAuvXr+eRRx6hf//+rF27ltzcXPr06UPNmjXDjiYiInGiOWEiIdq8eTNPPPEENWvWpHv37px88sl89NFHPPvss2rARETSnJowkRBs27aNsWPHUqtWLa666iqqV6/OG2+8waRJk6hTp07Y8UREJAHUhIkkkLvzyiuvcMIJJ9CsWTN23313/vvf//L222/z73//O+x4IiKSQGrCRBLknXfeoX79+px33nmsW7eOp59+mjlz5nDBBRfoRKsiIhlITZhInH388cdceOGFnHbaaSxevJjBgwfzv//9jxYtWuhEqyIiGUxNmEicLF26lJYtW1K7dm3eeust7rrrLj7//HM6derEbrvtFnY8EREJmU5RIRIHkydP5sILL6R06dLcdNNN3HTTTey3335hxxIRkSSiJkykhC1btowWLVpw1FFH8eqrr3LwwQeHHUlERJKQDkeKlKBNmzbRpEkTNm3axIQJE9SAiYhIoTQSJlKCbrrpJt5//33y8vI44ogjwo4jIiJJTCNhIiVkwoQJPPjgg1x77bXk5OSEHUdERJKcmjCREvDZZ59x+eWXc9JJJ3HfffeFHUdERFKAmjCRXfTbb7+RnZ1NmTJlyMvL0+knREQkJpoTJrKLOnfuzMcff8ykSZOoVq1a2HFERCRFaCRMZBeMGDGCYcOGceutt3LuueeGHUdERFJIXJswM2tkZovMbImZ3VzA+mpmNt3M5pjZx2Z2XjzziJSk+fPn06lTJ04//XTuuOOOsOPIToqhTh1iZtOCGjXDzKpErdtqZnODr4mJTS4iqS5uTZiZZQGDgXOBWkAzM6uVb7MeQJ671wFygUfjlUekJP30009kZ2dToUIFxowZQ+nSOrKfimKsUwOAUe5+HNAHuDtq3W/uXjv4uighoUUkbcRzJKwesMTdl7r7JmAscHG+bRzYO7hdAfg6jnlESoS7c8UVV7BkyRLGjh3LgQceGHYk2Xmx1KlawOvB7ekFrBcR2SnxbMIqA8uj7q8IlkXrDbQ0sxXAJOCaOOYRKRGDBw8mLy+Pfv36Ub9+/bDjyK6JpU7NAy4Lbl8KlDezisH9cmY228zeM7NL4htVRNJN2BPzmwEj3L0KcB4w2sz+ksnMOgaFbvbq1asTHlJku/fff5+uXbtywQUXcNNNN4UdRxKjG1DfzOYA9YGVwNZg3SHuXhdoDjxgZofl31n1S0QKE88mbCVQNep+lWBZtPZAHoC7vwuUAyrlfyB3H+Ludd297v777x+nuCI7tmbNGpo0acLBBx/MyJEjKVUq7PcwUgKKrFPu/rW7XxbMXb0tWPZj8H1l8H0pMAOok/8JVL9EpDDx/F9kFlDTzGqY2W5EJt7n//TQMuBMADM7mkgTpreKknS2bdtG69at+fbbbxk/fjz77bdf2JGkZBRZp8ysUtQI/S3AsGD5vmZWdvs2wD+BTxOWXERSXtyaMHffAnQGJgMLiXwKcoGZ9TGz7Z8iugG4wszmAc8Cbd3d45VJZGfdc889TJo0iYEDB3LiiSeGHUdKSIx1qgGwyMwWA38D+gXLjwZmB/VrOtDf3dWEiUjM4vq5enefRGTCffSynlG3PyXy7lEkac2YMYMePXqQm5tLp06dwo4jJSyGOjUBmFDAfjOBv8c9oIikLU1qEdmBb775htzcXGrWrMmQIUMws7AjiYhImtAZJkUKsWXLFpo1a8ZPP/3E1KlTKV++fNiRREQkjagJEylEz549eeONNxg5ciTHHnts2HFERCTN6HCkSAFefvll7r77bjp06EDr1q3DjiMiImlITZhIPl999RWtWrWidu3aPPTQQ2HHERGRNKUmTCTKxo0badKkCVu3bmX8+PHsvvvuYUcSEZE0pTlhIlG6devGBx98wHPPPcfhhx8edhwREUljGgkTCYwbN45HHnmELl26cNlllxW9g4iIyC5QEyYCLFq0iA4dOnDKKadwzz33hB1HREQygJowyXjr168nOzubsmXLMm7cOMqUKRN2JBERyQCaEyYZzd3p1KkTCxYs4JVXXqFq1aphRxIRkQyhkTDJaMOGDWPkyJH06NGDc845J+w4IiKSQdSEScaaN28enTt35swzz6RXr15hxxERkQyjJkwy0rp168jOzma//fZjzJgxZGVlhR1JREQyjOaEScZxd9q3b88XX3zBjBkzOOCAA8KOJCIiGUhNmGSchx56iOeee457772X0047Lew4IiKSoXQ4UjLKu+++S7du3bjooovo1q1b2HFERCSDqQmTjPH999/TpEkTqlSpwogRIzCzsCOJiEgG0+FIyQjbtm2jZcuWrFq1ipkzZ7LvvvuGHUlERDKcmjDJCHfddReTJ0/mscce44QTTgg7joiIiA5HSvp7/fXX6dWrF82bN+fKK68MO46IiAigJkzS3Ndff02zZs048sgjeeKJJzQPTEREkoYOR0ra2rJlC7m5ufzyyy9Mnz6dvfbaK+xIIiIiv1MTJmnrtttu46233mL06NHUqlUr7DgiIiJ/osORkpYmTpzIvffey5VXXknLli3DjiMiIvIXasIk7XzxxRe0adOG448/ngceeCDsOCIiIgVSEyZpZePGjTRp0gR3Z/z48ZQrVy7sSCIiIgXSnDBJK127dmX27Nm88MILHHrooWHHERERKZRGwiRtjBkzhkcffZQbbriBSy65JOw4IiIiO6QmTNLCwoUL6dixI//85z+5++67w44jIiJSJDVhkvJ+/fVXsrOz2WOPPRg3bhxlypQJO5KIiEiRNCdMUpq785///IeFCxfy2muvUbly5bAjiYiIxEQjYZLSnnrqKUaPHk2vXr1o2LBh2HFERERipiZMUtZHH33ENddcw1lnnUWPHj3CjiMiIlIsasIkJf3444/k5ORQqVIlnnnmGbKyssKOJCIiUiyaEyYpx91p164dy5Yt44033mD//fcPO5KIiEixqQmTlDNo0CBefPFF7r//fk499dSw44iIiOwUHY6UlDJz5ky6d+/OpZdeSpcuXcKOIyIistPUhEnKWL16NU2aNKFatWoMGzYMMws7koiIyE7T4UhJCVu3bqVFixZ8//33vPvuu+yzzz5hRxIREdklcR0JM7NGZrbIzJaY2c2FbNPEzD41swVmNiaeeSR13XnnnUyZMoWHH36YOnXqhB1H0khRdcrMDjGzaWb2sZnNMLMqUevamNlnwVebxCYXkVQXt5EwM8sCBgNnASuAWWY20d0/jdqmJnAL8E93X2tmB8Qrj6SuKVOmcMcdd9CqVSs6dOgQdhxJI7HUKWAAMMrdR5rZGcDdQCsz2w/oBdQFHPgw2HdtYl+FiKSqeI6E1QOWuPtSd98EjAUuzrfNFcDg7UXL3VfFMY+koJUrV9KiRQtq1arFY489pnlgUtJiqVO1gNeD29Oj1p8DTHH3H4IaNgVolIDMIpIm4tmEVQaWR91fESyLdgRwhJm9Y2bvmZkKmPxu8+bNNG3alPXr1zN+/Hj23HPPsCNJ+omlTs0DLgtuXwqUN7OKMe4rIlKosD8dWRqoCTQAmgFPmtlfZlybWUczm21ms1evXp3giBKWW2+9lXfeeYcnn3ySo48+Ouw4krm6AfXNbA5QH1gJbI11Z9UvESlMPJuwlUDVqPtVgmXRVgAT3X2zu38BLCbSlP2Juw9x97ruXldnR88ML774IgMGDKBTp040a9Ys7DiSvoqsU+7+tbtf5u51gNuCZT/Gsm+wreqXiBQopibMzJ43s/PNrDhN2yygppnVMLPdgFxgYr5tXiQyCoaZVSJyeHJpMZ5D0tDSpUtp27YtdevWZeDAgWHHkfRWZJ0ys0pRte8WYFhwezJwtpnta2b7AmcHy0REYhJrU/Uo0Bz4zMz6m9mRRe3g7luAzkSK0kIgz90XmFkfM7so2GwysMbMPiUy4fVGd19T7FchaWPDhg1kZ2djZuTl5VG2bNmwI0kai7FONQAWmdli4G9Av2DfH4C+RBq5WUCfYJmISExiOkWFu08FpppZBSJzt6aa2XLgSeBpd99cyH6TgEn5lvWMuu1A1+BLhOuvv545c+YwceJEatSoEXYcyQAx1KkJwIRC9h3GHyNjIiLFEvN5woJPA7UEWgFzgGeA04A2BIcURXbF008/zRNPPMFNN93EhRdeGHYcSUFmVhk4hKja5u5vhpdIRKRwMTVhZvYCcCQwGrjQ3b8JVo0zs9nxCieZY8GCBVx55ZX861//ol+/fmHHkRRkZvcATYFP+ePTiw6oCRORpBTrSNiTwZD978ysrLtvdPe6ccglGeSXX34hJyeHvfbai7Fjx1K6tC5pKjvlEuBId98YdhARkVjEOjH/zgKWvVuSQSQzuTtXXnklixYt4tlnn+Xggw8OO5KkrqVAmbBDiIjEaodDDmZ2IJEzQO9uZnWA7deM2RvYI87ZJAM88cQTjBkzhr59+3LGGWeEHUdS23pgrplNA34fDXP3a8OLJCJSuKKO+5wDtCVyEsLoEzb9DNwap0ySIT788EOuu+46GjVqxK236tdJdtlE/nouQhGRpLXDJszdRwIjzayxuz+XoEySAdauXUtOTg4HHHAAo0ePplSpsK+gJanO3UcGJ1w9Ili0qLDT54iIJIOiDke2dPengepm9pdzebm7TmcuxebutG3bluXLl/PWW29RqVKlsCNJGjCzBsBI4EsiUyeqmlkbnaJCRJJVUYcj9wy+7xXvIJI5BgwYwMSJE3nggQc4+eSTw44j6eN+4Gx3XwRgZkcAzwInhJpKRKQQRR2OfCK4+ai7r05AHklzb731FrfccguNGzfm2ms1X1pKVJntDRiAuy82M31aUkSSVqwnZHrHzL4ExgHPu/va+EWSdLVq1Spyc3OpUaMGQ4cOxcyK3kkkdrPN7Cng6eB+C0AnkxaRpBXTbGh3PwLoARwDfGhmL5lZy7gmk7SydetWmjdvzg8//MCECROoUKFC2JEk/fyHyNnyrw2+Pg2WiYgkpZhPTe7uHwAfmNldRE5XMZI/3nGK7NAdd9zBtGnTGDp0KP/4xz/CjiNpKDhT/kD+fDodEZGkFeu1I/cGLgVygcOAF4B6ccwlaWTy5MnceeedtG3blssvvzzsOJJmzCzP3ZuY2Xwi14r8E3c/LoRYIiJFinUkbB7wItDH3XW5IonZ8uXLadGiBcceeyyDBw8OO46kp+uC7xeEmkJEpJhibcIOdfe/vMMU2ZHNmzfTtGlTNm7cyPjx49ljD13pSkqeu38T3Pwe+M3dtwWnpzgKeCW8ZCIiO1bUyVofcPfrgYlmVtAw/0VxSyYpr3v37rz77ruMGzeOI488Muw4kv7eBP5lZvsCrwGzgKZEPiUpIpJ0ihoJGx18HxDvIJJenn/+eQYNGkTnzp1p0qRJ2HEkM5i7rzez9kTObXivmc0NO5SISGF2eIoKd/8wuFnb3d+I/gJqxz+epKIlS5bQrl076tWrx4AB6t8lYczMTiEy8vVysCwrxDwiIjsU61WT2xSwrG0J5pA08dtvv5GdnU1WVhZ5eXmULVs27EiSOa4HbgFecPcFZnYoMD3kTCIihSpqTlgzoDlQw8wmRq0qD/wQz2CSmq699lrmzZvHSy+9xCGHHBJ2HMkgwQj9G1H3lxI5aauISFIqak7YTOAboBKRi+Nu9zPwcbxCSWoaNWoUTz31FLfccgvnn39+2HEkQ2z/AJGZ/ZeCzxOmDxCJSFIq6gLeXwFfAackJo6kqvnz53PVVVdRv359+vTpE3YcySz6AJGIpKSiDke+7e6nmdnP/PkdpgHu7nvHNZ2khJ9//pmcnBwqVKjA2LFjKV065qthieyyqA8QzSY4TxiAmWUBmpQoIkmrqJGw04Lv5RMTR1KNu3PFFVfw2WefMW3aNA488MCwI0nmmgY0BH4J7u9O5Hxhp4aWSERkB2L6dKSZHWZmZYPbDczsWjPbJ77RJBU8+uijjBs3jjvvvJMGDRqEHUcyWzl3396AEdzWZRpEJGnFeoqK54CtZnY4MASoCoyJWypJCbNmzaJLly6cd955dO/ePew4Ir+a2fHb75jZCcBvIeYREdmhWCfvbHP3LWZ2KfCwuz9sZnPiGUyS2w8//EBOTg4HHXQQo0aNolSpWPt5kbi5HhhvZl8Tmbd6IJHLFomIJKVYm7DNwTnD2o9wDSoAAByoSURBVAAXBsvKxCeSJLtt27bRpk0bvv76a95++20qVqwYdiQR3H2WmR0FbL9Q6SJ33xxmJhGRHYl1+KIdkdNU9HP3L8ysBn98LFwyzL333stLL73EwIEDqVevXthxRAAwsz2A7sB17v4JUN3MLgg5lohIoWIaCXP3T4k687S7fwHcE69QkrzeeOMNbrvtNpo0acLVV18ddhyRaMOBD/njvIYrgfHAS6ElEhHZgVg/HflPM5tiZovNbKmZfWFmS+MdTpLLt99+S25uLocffjhPPfUUZhZ2JJFoh7n7vcBmAHdfT2RumIhIUop1TthQoAuRd5lb4xdHktXWrVtp3rw569at47XXXqN8eZ06TpLOJjPbneDE0mZ2GLAx3EgiIoWLtQlb5+6vxDWJJLVevXoxffp0hg8fzt///vew44gUpBfwKlDVzJ4B/gm0DTWRiMgOxNqETTez+4DniXpn6e4fxSWVJJVJkybRr18/2rdvT9u2bcOOI/IXZlYK2Be4DDiZyGHI69z9+1CDiYjsQKxN2EnB97pRyxw4o2TjSLJZtmwZrVq14h//+AcPP/xw2HFECuTu28zsJnfPA14OO4+ISCxi/XTk6fEOIsln06ZNNGnShM2bNzN+/Hh23333sCOJ7MhUM+sGjAN+3b7Q3X8IL5KISOFiasLM7G/AXcDB7n6umdUCTnH3oXFNJ6G68cYbef/995kwYQI1a9YMO45IUZoSGaHvlG/5oSFkEREpUqwnax0BTAYODu4vJnKJEElT48eP56GHHuK6666jcePGYccRiUUtYDAwD5gLPAwcE2oiEZEdiLUJqxTMtdgG4O5b0Kkq0tbixYtp3749J598Mvfee2/YcURiNRI4GniISANWK1gmIpKUYp2Y/6uZVeSP8++cDKyLWyoJzfr168nOzma33XZj3Lhx7LbbbmFHEonVse5eK+r+dDP7NLQ0IiJFiHUkrCswETjMzN4BRgHXFLWTmTUys0VmtsTMbt7Bdo3NzM2sbmHbSGJ07tyZTz75hKeffppq1aqFHUekOD4K3iACYGYnAbOL2qmoOmVm1cxsupnNMbOPzey8YHl1M/vNzOYGX4+X6KsRkbQX60jYYcC5QFWgMZFTVuxwXzPLIjI/4yxgBTDLzCYG16GM3q48cB3wfvGiS0kbPnw4w4cPp0ePHjRq1CjsOCLFdQIw08yWBferAYvMbD7g7n5c/h1irFM9gDx3fyz4UNIkoHqw7nN3rx2flyMi6S7WJux2dx9vZvsCpwMDgMf44/xhBakHLHH3pQBmNha4GMh/eKAvkYuB31ic4FKyPv74Yzp16sQZZ5xB7969w44jsjN25p1DLHXKgb2D2xWAr3clpIjIdrEejtw+Cf984El3fxkoarJQZWB51P0VwbLfmdnxQNXg8SQkP/30E9nZ2ey7776MGTOGrKyssCOJFJu7f7Wjr0J2K7JOAb2Blma2gsgoWPRUjBrBYco3zOxfBT2BmXU0s9lmNnv16tU79+JEJC3F2oStNLMniJyHZ5KZlS3GvgUKLjMyELghhm1VxOLE3enQoQNLly5l7Nix/O1vfws7kkiyaQaMcPcqwHnA6KB+fQNUc/c6RObNjjGzvfPv7O5D3L2uu9fdf//9ExpcRJJbrI1UEyLnCTvH3X8E9qPow4cricwh265KsGy78sCxwAwz+5LI9d4mFjQ5X0Usfh5++GHGjx/PXXfdxb///e+w44gkWlF1CqA9kAfg7u8C5Yictmeju68Jln8IfA4cEffEIpI2YmrC3H29uz/v7p8F979x99eK2G0WUNPMapjZbkAukU9Ybn/Mde5eyd2ru3t14D3gIncv8tNMUjLef/99unXrxoUXXki3bt3CjiMShh3WqcAy4EwAMzuaSBO22sz2Dyb2Y2aHAjWBpQlLLiIpL9aJ+cXm7lvMrDOREbQsYJi7LzCzPsBsd89f6CSB1qxZQ05ODpUrV2bkyJGUKrVLR5dFUlKMdeoG4Ekz60Jkkn5bd3cz+zfQx8w2EzmR9VW6TqWIFEfcmjAAd59EZCJr9LKehWzbIJ5Z5A/btm2jVatWfPfdd7zzzjvsu+++YUcSCU1RdSo4XcU/C9jvOeC5uAcUkbQV1yZMklP//v155ZVXePTRR6lbV+fHFRERCYOOQWWY6dOnc/vtt9OsWTOuuuqqsOOIiIhkLDVhGeSbb76hWbNmHHHEEQwZMgQzCzuSiIhIxtLhyAyxZcsWcnNz+fnnn5k2bRp77bVX2JFEREQympqwDHH77bfz5ptvMmrUKI455piw44iIiGQ8HY7MAC+99BL9+/fniiuuoFWrVmHHEREREdSEpb0vv/yS1q1bU6dOHR566KGw44iIiEhATVga27hxIzk5OWzbto3x48dTrly5sCOJiIhIQHPC0tgNN9zA7Nmzef755znssMPCjiMiIiJRNBKWpsaNG8fgwYPp2rUrl156adhxREREJB81YWlo0aJFdOjQgVNPPZX+/fuHHUdEREQKoCYszfz66680btyYcuXKMW7cOMqUKRN2JBERESmA5oSlEXenU6dOfPrpp0yePJkqVaqEHUlEREQKoZGwNDJ06FBGjRpFz549Oeuss8KOIyIiIjugJixNzJ07l86dO9OwYUNuv/32sOOIiIhIEdSEpYF169aRnZ1NxYoVeeaZZ8jKygo7koiIiBRBc8JSnLtz+eWX8+WXXzJjxgwOOOCAsCOJiIhIDNSEpbgHH3yQ559/ngEDBnDaaaeFHUdERERipMORKWzmzJnceOONXHLJJXTt2jXsOCIiIlIMasJS1Pfff0/Tpk2pVq0aw4cPx8zCjiQiIiLFoMORKWjbtm20bNmS1atXM3PmTPbZZ5+wI4mIiEgxqQlLQf369WPy5Mk8/vjjHH/88WHHERERkZ2gw5EpZurUqfTq1YuWLVvSsWPHsOOIiIjITlITlkJWrlxJ8+bNOfroo3n88cc1D0xERCSFqQlLEZs3byY3N5f169czYcIE9txzz7AjiYiIyC7QnLAUcdttt/H222/zzDPPcPTRR4cdR0RERHaRRsJSwMSJE7nvvvu46qqraN68edhxREREpASoCUtyX3zxBW3atOH4449n0KBBYccRERGREqImLIlt2LCB7OxsACZMmEC5cuVCTiQiIiIlRXPCkliXLl346KOP+L//+z9q1KgRdhwREREpQRoJS1Jjxozh8ccf58Ybb+Siiy4KO46IiIiUMDVhSWjhwoV07NiR0047jX79+oUdR0REROJATViS+fXXX8nOzmaPPfZg7NixlClTJuxIIiIiEgeaE5ZE3J0rr7yShQsXMmXKFCpXrhx2JBEREYkTNWFJZMiQITzzzDP06dOHM888M+w4IiIiEkc6HJkkPvroI6699lrOOeccbrvttrDjiIiISJypCUsCP/74I9nZ2RxwwAE8/fTTlCqlfxYREZF0p8ORIXN32rVrx/Lly3nzzTepVKlS2JFEREQkAdSEhWzgwIG8+OKLDBo0iFNOOSXsOCIiIpIgOu4Vorfffpvu3bvTuHFjrrvuurDjiIiISALFtQkzs0ZmtsjMlpjZzQWs72pmn5rZx2Y2zcwOiWeeZLJq1SqaNm1KjRo1GDp0KGYWdiSRjBRDnapmZtPNbE5Qq86LWndLsN8iMzsnsclFJNXFrQkzsyxgMHAuUAtoZma18m02B6jr7scBE4B745UnmWzdupUWLVqwZs0axo8fT4UKFcKOJJKRYqxTPYA8d68D5AKPBvvWCu4fAzQCHg0eT0QkJvEcCasHLHH3pe6+CRgLXBy9gbtPd/f1wd33gCpxzJM0+vbty9SpU3nkkUeoXbt22HFEMlmRdQpwYO/gdgXg6+D2xcBYd9/o7l8AS4LHExGJSTybsMrA8qj7K4JlhWkPvBLHPEnhtddeo0+fPrRu3Zr27duHHUck08VSp3oDLc1sBTAJuKYY+4qIFCopJuabWUugLnBfIes7mtlsM5u9evXqxIYrQStWrKBFixYcc8wxPProo5oHJpIamgEj3L0KcB4w2sxirp3pUr9EpOTFswlbCVSNul8lWPYnZtYQuA24yN03FvRA7j7E3eu6e939998/LmHjbfPmzTRt2pQNGzYwYcIE9txzz7AjiUhsdao9kAfg7u8C5YBKMe6bFvVLROIjnk3YLKCmmdUws92ITGCdGL2BmdUBniDSgK2KY5bQ3XzzzcycOZOnnnqKI488Muw4IhJRZJ0ClgFnApjZ0USasNXBdrlmVtbMagA1gQ8SllxEUl7cTtbq7lvMrDMwGcgChrn7AjPrA8x294lEDj/uBYwPDs0tc/eL4pUpLC+88AIDBw7k6quvpmnTpmHHEZFAjHXqBuBJM+tCZJJ+W3d3YIGZ5QGfAluAq919azivRERSkUVqSeqoW7euz549O+wYMfv88885/vjjOfLII3nrrbcoW7Zs2JFEUo6ZfejudcPOsauKU78aNGgAwIwZM+IXSETibkf1Kykm5qerDRs2kJOTQ1ZWFnl5eWrARERE5He6dmQcXXfddcyZM4eXXnqJ6tWrhx1HREREkohGwuJk9OjRDBkyhJtvvpnzzz8/7DgiIiKSZNSExcGCBQu46qqrqF+/Pn379g07joiIiCQhNWEl7JdffiE7O5vy5cvz7LPPUrq0jviKiIjIX6lDKEHuTseOHVm8eDFTp07loIMOCjuSiIiIJCk1YSXo8ccf59lnn6Vfv36cfvrpYccRERGRJKbDkSVk9uzZXH/99Zx33nncfPPNYccRERGRJKeRsBKwdu1acnJyOPDAAxk1ahSlSqm3FZFdN3fu3N9P2iqS6Zo3b07Hjh3DjlGi1ITtom3bttGmTRtWrlzJW2+9RcWKFcOOJCJpoHnz5mFHEEkac+fOBVATJn82YMAA/vvf//Lggw9y0kknhR1HRNJEx44d0+4/HJGdla4jwjputgvefPNNbr31VnJycrjmmmvCjiMiIiIpRE3YTvruu+/Izc3l0EMP5amnnsLMwo4kIiIiKUSHI3fC1q1bad68OWvXruXVV19l7733DjuSiIiIpBg1YTuhd+/evP766wwbNozjjjsu7DgiIiKSgnQ4spheffVV7rzzTtq1a0e7du3CjiMiIiIpSk1YMSxfvpyWLVty3HHH8cgjj4QdR0RERFKYmrAYbdq0iSZNmrBp0yYmTJjAHnvsEXYkERERSWGaExaj7t2789577zF+/Hhq1qwZdhwRERFJcRoJi8GECRN44IEHuPbaa8nOzg47joiIiKQBNWFF+Oyzz7j88ss56aSTuO+++8KOIyIiImlCTdgO/Pbbb2RnZ1OmTBny8vLYbbfdwo4kIiIiaUJzwnbgmmuu4eOPP2bSpElUq1Yt7DgiIiKSRjQSVogRI0YwdOhQbrvtNs4999yw44iIiEiaURNWgPnz59OpUydOP/107rjjjrDjiIiISBpSE5bPTz/9RHZ2NhUqVGDMmDFkZWWFHUlERETSkOaERXF3rrjiCpYsWcLrr7/OgQceGHYkERERSVNqwqIMHjyYvLw8+vfvT/369cOOIyIiImlMhyMDH3zwAV27duWCCy7gxhtvDDuOiIiIpDk1YcCaNWvIycnh4IMPZuTIkZQqpR+LiIiIxFfGH47ctm0brVu35ttvv+Xtt99mv/32CzuSiIiIZICMb8LuueceJk2axCOPPMKJJ54YdhwRERHJEBl93G3GjBn06NGD3NxcOnXqFHYcERERySAZ24R9++235ObmUrNmTYYMGYKZhR1JREREMkhGHo7csmULzZo146effmLq1KmUL18+7EgiIiKSYTKyCevZsyczZsxg5MiRHHvssWHHERERkQyUcYcjX375Ze6++246dOhA69atw44jIiIiGSqjmrCvvvqKVq1aUbt2bR566KGw44iIiEgGy5gmbNOmTTRp0oStW7cyfvx4dt9997AjiYiISAbLmDlh3bp144MPPuC5557j8MMPDzuOiIiIZLiMGAnLy8vj4YcfpkuXLlx22WVhxxGRJGJmjcxskZktMbObC1g/yMzmBl+LzezHqHVbo9ZNTGxyEUl1cR0JM7NGwINAFvCUu/fPt74sMAo4AVgDNHX3L0syw6JFi2jfvj2nnHIK99xzT0k+tIikODPLAgYDZwErgFlmNtHdP92+jbt3idr+GqBO1EP85u61E5VXRNJL3EbCoorbuUAtoJmZ1cq3WXtgrbsfDgwCSrRLWr9+PdnZ2ZQtW5Zx48ZRpkyZknx4EUl99YAl7r7U3TcBY4GLd7B9M+DZhCQTkbQXz5Gw34sbgJltL26fRm1zMdA7uD0BeMTMzN29JAJcffXVLFiwgFdeeYWqVauWxEOKSHqpDCyPur8COKmgDc3sEKAG8HrU4nJmNhvYAvR39xfjFVQk082dO5cGDRqEHQOA2rVr88ADD+zy48SzCYuluP2+jbtvMbN1QEXg++iNzKwj0BGgWrVqMT35rFmzGDFiBD179uScc87ZqRcgIhIlF5jg7lujlh3i7ivN7FDgdTOb7+6fR++0M/VLRP6sefPmYUeIi5T4dKS7DwGGANStWzemUbITTzyRGTNmcNppp8U1m4iktJVA9DB5lWBZQXKBq6MXuPvK4PtSM5tBZL7Y5/m2KXb9EpE/69ixIx07dgw7RomL56cjYyluv29jZqWBCkQm6JeI+vXrk5WVVVIPJyLpZxZQ08xqmNluRBqtv3zK0cyOAvYF3o1atm/w4SLMrBLwT/483UJEZIfi2YTFUtwmAm2C29nA6yU1H0xEpCjuvgXoDEwGFgJ57r7AzPqY2UVRm+YCY/PVp6OB2WY2D5hOZE6YmjARiVncDkcGc7y2F7csYNj24gbMdveJwFBgtJktAX4gUuhERBLG3ScBk/It65nvfu8C9psJ/D2u4UQkrcV1TlhRxc3dNwA58cwgIiIikowy4oz5IiIiIslGTZiIiIhICNSEiYiIiIRATZiIiIhICNSEiYiIiIRATZiIiIhICNSEiYiIiITAUu0E9Wa2GviqGLtUIt8FwVOEcieWcidWcXMf4u77xytMoqh+JT3lTqxUzQ3Fy15o/Uq5Jqy4zGy2u9cNO0dxKXdiKXdipWruREvVn5NyJ5ZyJ15JZdfhSBEREZEQqAkTERERCUEmNGFDwg6wk5Q7sZQ7sVI1d6Kl6s9JuRNLuROvRLKn/ZwwERERkWSUCSNhIiIiIkknLZowM2tkZovMbImZ3VzA+rJmNi5Y/76ZVU98yr+KIXdXM/vUzD42s2lmdkgYOQtSVPao7RqbmZtZUnwCJpbcZtYk+LkvMLMxic5YkBh+V6qZ2XQzmxP8vpwXRs58mYaZ2Soz+6SQ9WZmDwWv6WMzOz7RGZOFalhiqX4lVirWL0hQDXP3lP4CsoDPgUOB3YB5QK1823QCHg9u5wLjUiT36cAewe3/JEPuWLMH25UH3gTeA+qmQm6gJjAH2De4f0CK5B4C/Ce4XQv4Mgly/xs4HvikkPXnAa8ABpwMvB925iT+91UNS2DuYDvVr8TlTrr6FWSJew1Lh5GwesASd1/q7puAscDF+ba5GBgZ3J4AnGlmlsCMBSkyt7tPd/f1wd33gCoJzliYWH7mAH2Be4ANiQy3A7HkvgIY7O5rAdx9VYIzFiSW3A7sHdyuAHydwHwFcvc3gR92sMnFwCiPeA/Yx8wOSky6pKIalliqX4mVkvULElPD0qEJqwwsj7q/IlhW4DbuvgVYB1RMSLrCxZI7WnsiHXcyKDJ7MCxb1d1fTmSwIsTyMz8COMLM3jGz98ysUcLSFS6W3L2Blma2ApgEXJOYaLukuH8D6Uo1LLFUvxIrXesXlEANK12icSQuzKwlUBeoH3aWWJhZKWAg0DbkKDujNJEh/QZE3rW/aWZ/d/cfQ01VtGbACHe/38xOAUab2bHuvi3sYCKpVMNUv0KRsfUrHUbCVgJVo+5XCZYVuI2ZlSYy3LkmIekKF0tuzKwhcBtwkbtvTFC2ohSVvTxwLDDDzL4kcqx8YhJMbo3lZ74CmOjum939C2AxkaIWplhytwfyANz9XaAckWubJbOY/gYygGpYYql+JVa61i8oiRoW9sS3Epg4VxpYCtTgj0l/x+Tb5mr+PKk1L0Vy1yEyobFm2HmLmz3f9jNIjomtsfzMGwEjg9uViAw1V0yB3K8AbYPbRxOZU2FJ8DOvTuGTWs/nz5NaPwg7bxL/+6qGJTB3vu1Vv+KfOynrV5AnrjUs9BdYQj+k84h0/J8DtwXL+hB55wWRrno8sAT4ADg07Mwx5p4KfAfMDb4mhp051uz5tk2KIhbjz9yIHIr4FJgP5IadOcbctYB3ggI3Fzg7CTI/C3wDbCbyDr09cBVwVdTPenDwmuYny+9Ikv77qoYlMHe+bVW/4p876epXkCvuNUxnzBcREREJQTrMCRMRERFJOWrCREREREKgJkxEREQkBGrCREREREKgJkxEREQkBGrCJCZFXU0+TGbWJzghJGb2LzNbYGZzzayymU0oYt+nzKxWcPvWROQVEcnPzNqa2SPB7d5m1i3sTBJ/asIkViOInAgw6bh7T3efGtxtAdzt7rXdfaW7Zxexbwd3/zS4qyZMRIrFIvR/qewU/eJITLzoq8nvkJn1N7NPzexjMxsQLBthZo+b2WwzW2xmFwTLs8zsPjObFWx/ZdTjdDez+WY2z8z6Rz1Otpl1AJoAfc3sGTOrvn3kLnjMAWb2SfCY1wTLZ5hZ3eCxdg9G0J4JRteuj3refmZ23c6+fhFJH0FtWWRmo4BPgNuj6tUdUdu1DpbNM7PRwbILzex9M5tjZlPN7G9hvQ4Jny7gLXFnZhWBS4Gj3N3NbJ+o1dWBesBhwHQzOxxoDaxz9xPNrCzwjpm9BhwFXAyc5O7rzWy/6Odx96fM7DTgJXefYGbVo1Z3DJ6rtrtvKWDfm82ss7vXDjJXB54HHgje5eYGOUVEIHJNxjbA3kA2kfpgRK4z+W8i1/bsAZzq7t9H1Zy3gZODWtgBuAm4IeHpJSmoCZNEWAdsAIaa2UvAS1Hr8tx9G/CZmS0l0midDRxnZtsPJVYgUvAaAsPdfT2AuxdnZK4hkWvvbYllX3f/0szWmFkd4G/AHHcP+4LJIpI8vnL394KR/bOBOcHyvYjUq38A4939e/hTzakCjDOzg4hcS/GLxMaWZKLDkVIigsN9c4OvPtHrgsanHjABuAB4NXp1vodyIu8mrwnmddV29xru/lo88xfiKaAt0A4YFsLzi0jy+jX4bvwxD7W2ux/u7kN3sN/DwCPu/nfgSiLXBZUMpSZMSoS7b40qQj2j15nZXkAFd58EdCHyDnG7HDMrZWaHAYcCi4DJwH/MrEyw/xFmticwBWhnZnsEy/90SLEIU4Arzaz0DvbdvP05Ay8Q+TDCiUEmEZH8JgOXB3WO4FPZBwCvE6lvFYPl22tOBWBlcLtNosNKctHhSImJmT0LNAAqmdkKoFcR7/ailQf+z8zKEXnX2DVq3TLgAyLzKq5y9w1m9hSR+VsfmZkBq4FL3P1VM6sNzDazTcAkYv9E41PAEcDHZrYZeBJ4JN82Q4L1H7l7C3ffZGbTgR/dfWuMzyMiGcTdXzOzo4F3I+WKX4CW7r7AzPoBb5jZViKHK9sCvYHxZraWSKNWI5TgkhTMPf/RIJHEMLMRBJPow85SkGBC/kdAjrt/FnYeERFJLzocKVKA4ASuS4BpasBERCQeNBImIiIiEgKNhImIiIiEQE2YiIiISAjUhImIiIiEQE2YiIiISAjUhImIiIiEQE2YiIiISAj+H6ffjS7ukMNfAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xU1f3G8c8DoiiCivCzIAIaG8bYiD3GxIbG2GJUsO/SVOwVUVAUxV4QFXAXBAuiJgYNRsUWe8CADaMiFrAiig2lfn9/zEXHdWEH2Jk7s/u8X699MXPn3JlnVjh+55wz9ygiMDMzM7PCapB2ADMzM7P6yEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchFmdJOlYSc+kncPMCkPSEZIeyaHdLZIuKESmQpD0nqQ9ktsXSro97UyWOxdhttySTuB7Sd9K+kTScEmrVmmzk6THJX0j6StJD0hqX6VNM0nXSfogea53kvst8pz/SUld8vkaZvVZlT7i0+r6iOUVEXdExF45tOsRERfX5msvIikkfZe8zw8lXSOpYT5ea1mk1cfa4rkIs9ry54hYFdgK2BrotegBSTsCjwD/ANYF2gEvA89K2iBpsyLwGLA50BFoBuwIzAS2K9zbMLM8WdRHbAN0AM6v2kDSCgVPVfu2TN7n74HDgLKU8wC138fWkf9WqXMRZrUqIj4BHiZTjC1yBTAiIq6PiG8i4ouIOB94AbgwaXM0sD5wUERMjoiFEfFZRFwcEWOre63kU+fJkqZK+lzSlZKq/TudjMSNT0bhxkvaKTneH/gdcGPyyfDG2vg9mFn1IuJD4CHg1/Djv+MTJb0NvJ0c20/SJEmzJD0n6TeLzpfUWtLfJM2QNHPRv9nsJQjKuFbSZ5K+lvSqpEWvN1zSJVnP11XSFElfSBojad2sx0JSD0lvJ1kGSVKO73MK8CxZfeEyvq8Nk1mEmUk/d4ek1Zf6F59DH5u8319lZfrxdyVpN0nTJZ0j6RNgmKQ3JO2X1X6FJP82yf0dkvc5S9LLknZbhtx1moswq1WS1gP2AaYk91cBdgLuqab5aGDP5PYewL8i4tulfMmDyHyq3gY4gGo+dUpqDvwTuAFYE7gG+KekNSOiN/A00DMiVo2Inkv5+ma2FCS1BvYFJmYdPhDYHmgvaWugEuhO5t/rYGCMpJWSqb0HgfeBtkArYFQ1L7MXsCuwMbAacCiZEZ+qWf4IXJY8vk7yvFWfbz/gt8BvknZ75/g+NyXzAW9RX7is70tJxnWBzYDW/PThdWksax+bbW2gOdAG6AbcBXTKenxv4POI+K+kVmT63UuSc84E7pPUcjlev85xEWa15X5J3wDTgM+Avsnx5mT+nn1czTkfA4vWIqy5mDY1uTwZWfsAuI6fdwiL/Al4OyJGRsT8iLgL+B/w52V4PTNbNvdLmgU8AzwFXJr12GXJv+PvyfzPfXBEvBgRCyLiNmAOsAOZabN1gbMi4ruI+CEiqvsCzjygKbApoIh4IyKq61+OACoj4r8RMYfMMoodJbXNajMgImYlfcwT/HyUvzr/lfQd8AbwJHBTcnyZ3ldETImIRyNiTkTMIPMh8vc1ZKjOsvax2RYCfZMs3wN3AvsnH7YBOpMpzACOBMZGxNhk1O1RYAKZAtwSLsKsthwYEU2B3ch0fIuKqy/J/MNdp5pz1gE+T27PXEybmkzLuv0+mY6sqnWTx6jSttUyvJ6ZLZsDI2L1iGgTESck/xNfJPvfcRvgjGQKa1ZSuLUm8++4NfB+RMxf0gtFxOPAjcAg4DNJQyQ1q6bpz/qGZJRoJj/vGz7Juj0bWBVA0uvJEoZvJf0uq802SZvDyIzuNVme9yVpLUmjlFno/zVwOz/1r0tjWfvYbDMi4odFd5Ip1zeAPyeF2P5kCjPIvN+/Vnm/u9RChjrFRZjVqoh4ChgOXJXc/w54HvhrNc0PJbNQFGAcsLekJtW0W5LWWbfXBz6qps1HZDoEqrT9cFHspXxNM6td2f8GpwH9k4Jt0c8qyQj2NGD9XBaFR8QNEbEt0J7MtORZ1TT7Wd+Q9D9r8lPfsKTn3zxZwrBqRDxd5bGIiNFk+r4+y/m+LiXz+9kiIpqRGWHKaV1aFbn0sbOBVbLur13l8er6ykVTkgcAk5PCDDLvaWSV99skIgYsQ/Y6y0WY5cN1wJ6Stkzunwsco8wi+qaS1kgWe+4IXJS0GUnmH+19kjaV1EDSmpLOk7Sk4euzkudrDZwC3F1Nm7HAxpI6JwtHDyPTMT+YPP4psMFyvWMzqy1DgR6Stk8W2DeR9CdJTYH/kJlSG5Acbyxp56pPIOm3yfmNgO+AH8iMyFd1F3CcpK0krUSm4HkxIt6rpfcyAOgqae3leF9NgW+Br5J1VtUVk7nIpY+dBHSW1FBSR3Kb9hxFZg3e8fw0CgaZEbs/S9o7eb7GyeL+9ZYxf53kIsxqXbJuYQTJJ8BkbcPewMFkOpr3yVzGYpeIeDtpM4fMwtH/AY8CX5PpmFoALy7h5f4BvESm8/gnUFFNnplkFteeQWZI/mxgv4hYNBV6PXCIpC8l3bDMb9zMlltETAC6kplO/JLMwvZjk8cWkFnL+SvgA2A6mWm/qpqRKXq+JNPfzASurOa1xgEXAPeR6Zs2BA6vxffyKvBvMmu9lvV9XURmivMrMn3c35YxSy597ClJjllk1svdn8PzfkxmxG8nsj4ER8Q0MqNj5wEzyBSAZ+G642cU4ZkYK02SAtgoa/jbzMysZLgiNTMzM0uBizAzMzOzFHg60szMzCwFHgkzMzMzS4GLMDMzM7MUlNwu6C1atIi2bdumHcPMCuill176PCJKfs85919m9c+S+q+SK8Latm3LhAkT0o5hZgUkqeq2UyXJ/ZdZ/bOk/svTkWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpyFsRJqlS0meSXlvM45J0g6Qpkl6RtE2+spiZVWd5+ilJx0h6O/k5pnCpzayuyOdI2HCg4xIe3wfYKPnpBtycxyxmZtUZzjL0U5KaA32B7YHtgL6S1shrUjOrc/JWhEXEv4EvltDkAGBEZLwArC5pnXzlMbPiMHHiRCorK9OOASxXP7U38GhEfBERXwKPsuRibqmdeuqpnHrqqbX5lGZWZNLctqgVMC3r/vTk2MdVG0rqRuZTKOuvv35BwplZ7fnyyy+58847qaioYOLEiTRr1oxOnTqx8sorpx2tJovrpxZ3/BeWtf+aNGnSUkY1s1JTEgvzI2JIRHSIiA4tW5b8Hr5m9cLChQt57LHH6Ny5M+ussw49e/YkIhg4cCDvvvtuKRRgtcL9l5ktTpojYR8CrbPur5ccM7MSNm3aNIYPH86wYcN49913WW211SgvL6e8vJxttim5798srp/6ENityvEnC5bKzOqENEfCxgBHJ98+2gH4KiJ+MRVpZsVvzpw53HPPPXTs2JE2bdrQp08f2rVrxx133MHHH3/MoEGDSrEAg8X3Uw8De0laI1mQv1dyzMwsZ3kbCZN0F5lPii0kTSfzTaJGABFxCzAW2BeYAswGjstXFjPLj9dee42KigpGjhzJzJkzWW+99ejduzfHHXccG2ywQdrxarSs/VREfCHpYmB88lT9ImJJC/zNzH4hb0VYRHSq4fEATszX65tZfnz99deMGjWKiooK/vOf/9CoUSMOOOAAysvL2XPPPWnYsGHaEXO2PP1URFQCxfE1TzMrSWmuCTOzEhERPP3001RUVHDPPffw/fffs/nmm3PNNddw5JFH4gXnZmZLz0WYmS3Wxx9/zG233UZlZSVvv/02TZs25aijjqK8vJzf/va3SEo7oplZyXIRZmY/M2/ePP75z39SUVHBQw89xIIFC/jd735H7969OeSQQ2jSpEnaEc3M6gQXYWYGwP/+9z8qKysZMWIEn376KWuvvTZnnXUWxx13HBtvvHHa8czM6hwXYWb12Lfffsvo0aOpqKjgueeeo2HDhuy3336Ul5ezzz77sMIK7iLMzPLFPaxZPRMRvPDCC1RUVHD33Xfz7bffsvHGG3P55Zdz9NFHs/baa6cd0cysXnARZlZPfPbZZ4wYMYLKykreeOMNmjRpwqGHHkp5eTk77bSTF9mbmRWYizCzOmz+/Pk8/PDDVFRU8MADDzB//nx23HFHhg4dymGHHUbTpk3TjmhmVm+5CDOrg6ZMmcKwYcMYPnw4H330ES1btuSUU06hrKyM9u3bpx3PzMxwEWZWZ8yePZv77ruPiooKnnrqKRo0aEDHjh0ZOHAg++23HyuuuGLaEc3MLIuLMLMSFhG89NJLVFRUcOedd/L111+z4YYb0r9/f4455hhatWqVdkQzM1sMF2FmJWjmzJncfvvtVFZW8sorr9C4cWMOOeQQysvL2XXXXWnQoEHaEc3MrAYuwsxKxMKFCxk3bhwVFRXcf//9zJ07lw4dOnDTTTfRqVMnVl999bQjmpnZUnARZlbk3nvvPYYPH86wYcP44IMPaN68OT169KCsrIwtt9wy7XhmZraMXISZFaEffviB+++/n4qKCh577DEA9txzT6688koOOOAAVlpppZQTmpnZ8nIRZlZEJk2aRGVlJbfffjtffvklbdq0oW/fvhx77LG0adMm7XhmZlaLXISZpWzWrFnceeedVFRU8N///pcVV1yRgw46iPLycnbffXcvsjczq6NchJmlYOHChTz11FNUVFRw33338cMPP7Dllltyww03cMQRR9C8efO0I5qZWZ65CDMroOnTp/+4yH7q1KmsttpqHHfccZSXl7PNNtt4/0Yzs3rERZhZns2dO5cHHniAiooKHn74YRYuXMgf/vAH+vXrx8EHH8zKK6+cdkQzM0uBizCzPHn99deprKxk5MiRzJgxg1atWtGrVy+OO+44Ntxww7TjmZlZylyEmdWir7/+mrvvvpuKigpefPFFGjVqxP777095eTl77bUXDRs2TDuimZkVCRdhZsspInj22WepqKhg9OjRzJ49m/bt23P11Vdz1FFH0bJly7QjmplZEXIRZraMPvnkE2677TYqKyt56623WHXVVTniiCMoKytj++239yJ7MzNbIhdhZkth3rx5PPTQQ1RUVPDPf/6TBQsWsMsuu9CrVy/++te/0qRJk7QjmplZiXARZpaDN998k8rKSkaMGMEnn3zCWmutxRlnnEFZWRmbbLJJ2vHMzKwEuQgzW4zvvvuOe+65h4qKCp555hkaNmzIn/70J8rLy9lnn31o1KhR2hHNzKyEuQgzyxIRvPjii1RUVDBq1Ci+/fZbNt54YwYMGMDRRx/NOuusk3ZEMzOrI1yEmQEzZsxg5MiRVFRUMHnyZFZZZRUOPfRQysvL2Xnnnb3Ivg6T1BG4HmgI3BoRA6o83gaoBFoCXwBHRsT05LEFwKtJ0w8iYv+CBTezkucizOq9c845h2uvvZZ58+ax/fbbM2TIEA477DCaNWuWdjTLM0kNgUHAnsB0YLykMRExOavZVcCIiLhN0h+By4Cjkse+j4itChrazOoMF2FWrz3wwANcccUVdO7cmfPOO4/NN9887UhWWNsBUyJiKoCkUcABQHYR1h44Pbn9BHB/QROaWZ3VIO0AZmmZNWsWPXr0YIsttmDYsGEuwOqnVsC0rPvTk2PZXgYOTm4fBDSVtGZyv7GkCZJekHRgdS8gqVvSZsKMGTNqM7uZlTgXYVZvnXnmmXz66acMGzaMFVdcMe04VrzOBH4vaSLwe+BDYEHyWJuI6AB0Bq6T9ItNQSNiSER0iIgO3j3BzLJ5OtLqpUcffZSKigrOOecctt1227TjWHo+BFpn3V8vOfajiPiIZCRM0qrAXyJiVvLYh8mfUyU9CWwNvJP/2GZWF3gkzOqdb7/9lq5du7LJJpvQt2/ftONYusYDG0lqJ2lF4HBgTHYDSS0kLeore5H5piSS1pC00qI2wM78fC2ZmdkSeSTM6p3zzjuPDz74gKeffpqVV1457TiWooiYL6kn8DCZS1RURsTrkvoBEyJiDLAbcJmkAP4NnJicvhkwWNJCMh9oB1T5VqWZ2RK5CLN65ZlnnmHgwIGcfPLJ7LzzzmnHsSIQEWOBsVWO9cm6fS9wbzXnPQdskfeAZlZneTrS6o3vv/+e8vJy2rZtS//+/dOOY2Zm9ZxHwqzeuOiii3jrrbcYN24cq666atpxzMysnvNImNULEyZM4Morr6RLly7svvvuaccxMzPLbxEmqaOkNyVNkXRuNY+vL+kJSRMlvSJp33zmsfpp7ty5lJWVsfbaa3PVVVelHcfMzAzI43RkjnuynQ+MjoibJbUnszi2bb4yWf102WWX8eqrr/LAAw+w2mqrpR3HzMwMyO9I2I97skXEXGDRnmzZAli0S/JqwEd5zGP10Kuvvkr//v3p3Lkz++23X9pxzMzMfpTPhfnV7cm2fZU2FwKPSDoJaALskcc8Vs/Mnz+fsrIyVl99da6//vq045iZmf1M2gvzOwHDI2I9YF9gZNaVqX/kDXBtWVx77bVMmDCBG2+8kRYtWqQdx8zM7GfyWYTVuCcbUA6MBoiI54HGwC/+b+kNcG1pvfXWW/Tp04eDDjqIv/71r2nHMTMz+4V8FmE17skGfADsDiBpMzJFmIe6bLksXLiQ8vJyGjduzKBBg5CUdiQzM7NfyNuasBz3ZDsDGCrpNDKL9I+NiMhXJqsfbrrpJp555hmGDx/OOuusk3YcMzOzauX1ivk57Mk2GfAGflZr3nvvPc4991w6duzI0UcfnXYcMzOzxUp7Yb5ZrYkIunbtiiQGDx7saUgzMytq3jvS6oxhw4Yxbtw4brrpJtZff/2045iZmS2RR8KsTvjoo484/fTT+f3vf0/37t3TjmNmZlYjF2FW8iKC448/nrlz53LrrbfSoIH/WpuZWfHzdKSVvLvvvpsxY8Zw9dVX86tf/SrtOGZmZjnxkIGVtBkzZnDSSSex/fbbc8opp6Qdx8zMLGcuwqyknXzyyXz11VdUVFTQsGHDtOOYmZnlzNORVrL+8Y9/MGrUKC6++GI233zztOOYmZktFY+EWUn68ssvOf7449lyyy0555xz0o5jZma21DwSZiXpjDPO4LPPPuPBBx+kUaNGaccxMzNbah4Js5LzyCOPMGzYMM4++2y22WabtOOYmZktExdhVlK++eYbunbtyqabbkqfPn1qPsHMzKxIeTrSSkqvXr2YNm0azz77LI0bN047jpmZ2TLzSJiVjH//+98MGjSIU045hR133DHtOGZmZsvFRZiVhNmzZ1NeXs4GG2zAJZdcknYcMzOz5eYizEpC3759mTJlCkOHDqVJkyZpx7E6RFJHSW9KmiLp3GoebyPpMUmvSHpS0npZjx0j6e3k55jCJjezUucizIref/7zH6655hq6devGH//4x7TjWB0iqSEwCNgHaA90ktS+SrOrgBER8RugH3BZcm5zoC+wPbAd0FfSGoXKbmalz0WYFbU5c+ZQVlbGuuuuyxVXXJF2HKt7tgOmRMTUiJgLjAIOqNKmPfB4cvuJrMf3Bh6NiC8i4kvgUaBjATKbWR3hIsyK2qWXXsrrr7/O4MGDWW211dKOY3VPK2Ba1v3pybFsLwMHJ7cPAppKWjPHc83MFstFmBWtV155hUsvvZSjjjqKfffdN+04Vn+dCfxe0kTg98CHwIJcT5bUTdIESRNmzJiRr4xmVoJchFlRmj9/PmVlZTRv3pxrr7027ThWd30ItM66v15y7EcR8VFEHBwRWwO9k2Ozcjk3aTskIjpERIeWLVvWdn4zK2EuwqwoXX311bz00ksMGjSINddcM+04VneNBzaS1E7SisDhwJjsBpJaSFrUV/YCKpPbDwN7SVojWZC/V3LMzCwnLsKs6Lz55pv07duXv/zlLxxyyCFpx7E6LCLmAz3JFE9vAKMj4nVJ/STtnzTbDXhT0lvAWkD/5NwvgIvJFHLjgX7JMTOznHjbIisqCxYsoKysjFVWWYUbb7wx7ThWD0TEWGBslWN9sm7fC9y7mHMr+WlkzMxsqbgIs6IyaNAgnnvuOUaMGMHaa6+ddhwzM7O88XSkFY13332XXr16sc8++3DkkUemHcfMzCyvXIRZUYgIunbtSsOGDRk8eDCS0o5kZmaWV56OtKJQUVHBY489xi233ELr1q1rPsHMzKzEeSTMUjd9+nTOOOMM/vCHP9C1a9e045iZmRWEizBLVURw/PHHM2/ePIYOHUqDBv4raWZm9YOnIy1Vd955Jw8++CDXXnstG264YdpxzMzMCsbDDpaaTz/9lJNPPpkdd9yRk046Ke04ZmZmBeUizFJz0kkn8e2331JRUUHDhg3TjmNmZlZQno60VPz973/nnnvuoX///my22WZpxzEzMys4j4RZwX3xxReccMIJbL311px11llpxzEzM0uFR8Ks4E4//XQ+//xzHnroIRo1apR2HDMzs1R4JMwK6l//+he33XYb5557LltttVXacczMzFLjIswK5uuvv6Zbt260b9+e888/P+04ZmZmqfJ0pBXMueeey/Tp03nuuedYaaWV0o5jZmaWKo+EWUE8+eST3HzzzZx22mnssMMOaccxMzNLXV6LMEkdJb0paYqkcxfT5lBJkyW9LunOfOaxdMyePZsuXbqw4YYbcvHFF6cdx8zMrCjkbTpSUkNgELAnMB0YL2lMREzOarMR0AvYOSK+lPR/+cpj6bngggt45513eOKJJ1hllVXSjmNmZlYU8jkSth0wJSKmRsRcYBRwQJU2XYFBEfElQER8lsc8loIXXniB6667jh49erDbbrulHcfMzKxo5LMIawVMy7o/PTmWbWNgY0nPSnpBUsc85rECmzNnDmVlZbRq1YrLL7887ThmZmZFJe1vR64AbATsBqwH/FvSFhExK7uRpG5AN4D111+/0BltGV1yySW88cYbPPTQQzRr1iztOGZmZkUlnyNhHwKts+6vlxzLNh0YExHzIuJd4C0yRdnPRMSQiOgQER1atmyZt8BWeyZNmsRll13GMcccQ8eOHuA0MzOrKqciTNLfJP1J0tIUbeOBjSS1k7QicDgwpkqb+8mMgiGpBZnpyalL8RpWhObNm0dZWRktWrTgmmuuSTuOmZlZUcq1qLoJ6Ay8LWmApE1qOiEi5gM9gYeBN4DREfG6pH6S9k+aPQzMlDQZeAI4KyJmLvW7sKJy5ZVXMnHiRG6++WaaN2+edhwzM7OilNOasIgYB4yTtBrQKbk9DRgK3B4R8xZz3lhgbJVjfbJuB3B68mN1wBtvvMFFF13EX//6Vw466KC045iZmRWtnBfmS1oTOBI4CpgI3AHsAhxDMqVo9duCBQsoLy+nadOmDBw4MO04Vg9JagW0Iatvi4h/p5fIzGzxcirCJP0d2AQYCfw5Ij5OHrpb0oR8hbPSMnDgQJ5//nluv/121lprrbTjWD0j6XLgMGAysCA5HICLMDMrSrmOhA1NphZ/JGmliJgTER3ykMtKzDvvvMN5553HfvvtR+fOndOOY/XTgcAmETEn7SBmZrnIdWH+JdUce742g1jpigi6du1Ko0aNuOWWW5CUdiSrn6YCjZb2pJr2uJW0vqQnJE2U9IqkfZPjbSV9L2lS8nNLLbwHM6tHljgSJmltMle5X1nS1sCi/7s2A7wJoAEwdOhQnnjiCYYMGUKrVlU3RTArmNnAJEmPAT+OhkXEyYs7IZc9boHzyXy7+2ZJ7cl82aht8tg7EbFV7b4NM6svapqO3Bs4lsyFVrMv+PQNcF6eMlkJmTZtGmeeeSa77747Xbp0STuO1W9j+OW1CGvy4x63AJIW7XGbXYQFmQ+eAKsBHy1nTjMzoIYiLCJuA26T9JeIuK9AmaxERAQ9evRgwYIFDB061NOQlqqIuC25MPTGyaE3F3f5nCzV7XG7fZU2FwKPSDoJaALskfVYO0kTga+B8yPi6WXNb2b1T03TkUdGxO1AW0m/uJZXRPhy6PXY7bffztixY7n++utp165d2nGsnpO0G3Ab8B6ZpROtJR1TC5eo6AQMj4irJe0IjJT0a+BjYP2ImClpW+B+SZtHxNdVcnnvWzOrVk3TkU2SP1fNdxArLZ988gmnnHIKO+20Ez179kw7jhnA1cBeEfEmgKSNgbuAbZdwTi573JYDHQEi4nlJjYEWEfEZydqziHhJ0jtkRuF+dtmeiBgCDAHo0KFDLNtbM7O6qKbpyMHJzZsiYkYB8liJ6NmzJ7Nnz6aiooIGDfK5D7xZzhotKsAAIuItSTV9W/LHPW7JFF+Hk9miLdsHwO7AcEmbAY2BGZJaAl9ExAJJGwAb4b1vzWwp5HqdsGclvQfcDfwtIr7MXyQrdvfeey/33Xcfl112GZtuumnaccwWmSDpVuD25P4RVBmVqioi5ktatMdtQ6By0R63wISIGAOcAQyVdBqZRfrHRkRI2hXoJ2kesBDoERFf5OetmVldlOvekRtL2o7Mp8TeyYbbo5L1YlaPzJw5kxNPPJFtt92WM888M+04ZtmOB04EFl2S4mngpppOymGP28nAztWcdx/gLyyZ2TLLee/IiPgP8B9Jl5K5XMVt/PSJ0+qJ0047jS+++IJHHnmEFVbI+a+PWd4lV8q/hp9fTsfMrGjlundkM+AgMiNhGwJ/J3N9HatHxo4dy8iRI+nTpw9bbrll2nHMAJA0OiIOlfQqmenCn4mI36QQy8ysRrkOZbwM3A/0iwhvV1QPffXVV3Tv3p3NN9+c3r17px3HLNspyZ/7pZrCzGwp5VqEbRAR/mp1PXb22Wfz0Ucfcd9997HiiiumHcfsRxHxcXLzc+D7iFiYXJ5iU+Ch9JKZmS1ZTRdrvS4iTgXGSKpumH//vCWzorFoX8gzzzyT7bbzLLQVrX8Dv5O0BvAImctPHEbmW5JmZkWnppGwkcmfV+U7iBWn7777ji5durDRRhvRr1+/tOOYLYkiYrakcjLXNrxC0qS0Q5mZLU5NF2t9Kbm5VURcn/2YpFOAp/IVzIrD+eefz9SpU3nqqadYeeWV045jtiRKthU6gsxV7iFz7S8zs6KU66XOj6nm2LG1mMOK0PPPPxGrp5gAAB9BSURBVM/111/PCSecwK677pp2HLOanAr0Av6eXHB1A+CJlDOZmS1WTWvCOpHZwqOdpDFZDzUFfGXoOuyHH36grKyM1q1bM2DAgLTjmNUoIp4ia3Q+Iqby04VbzcyKTk1rwp4DPgZakNkcd5FvgFfyFcrSd/HFF/O///2Phx9+mKZNm6Ydx2yxFn2BSNIDVH+dMH+ByMyKUk1rwt4H3gd2LEwcKwb//e9/ufzyyznuuOPYa6+90o5jVhN/gcjMSlJN05HPRMQukr7h558wBURENMtrOiu4efPmUVZWRsuWLbn66qtrPsEsZVlfIJpAcp0wAEkNgZVSC2ZmVoOaRsJ2Sf70fFQ9cfnll/Pyyy9z//33s8Yaa6Qdx2xpPAbsAXyb3F+ZzPXCdkotkZnZEuT07UhJG0paKbm9m6STJa2e32hWaK+//joXX3wxhx12GAcccEDaccyWVuOIWFSAkdxeJcU8ZmZLlOslKu4DFkj6FTAEaA3cmbdUVnALFiygvLycZs2aMXDgwLTjmC2L7yRts+iOpG2B71PMY2a2RLnuHbkwIuZLOggYGBEDJU3MZzArrOuvv54XX3yRO++8k5YtW6Ydx2xZnArcI+kjMutW1yazbZGZWVHKtQibl1wz7Bjgz8mxRvmJZIU2ZcoUevfuzf7778/hhx+edhyzZRIR4yVtCmySHHozIualmcnMbElynY48jsxlKvpHxLuS2vHT18KthC1cuJAuXbqw0korcfPNNyMp7Uhmy0TSKsA5wCkR8RrQVtJ+KccyM1usnEbCImIyWVeejoh3gcvzFcoKZ/DgwTz11FNUVFSw7rrrph3HbHkMA17ip+safgjcAzyYWiIzsyXI9duRO0t6VNJbkqZKelfS1HyHs/z64IMPOPvss9lzzz057rjj0o5jtrw2jIgrgHkAETGbzNowM7OilOuasArgNDKfMhfkL44VSkTQvXt3IoIhQ4Z4GtLqgrmSVia5sLSkDYE56UYyM1u8XIuwryLiobwmsYIaMWIE//rXvxg4cCBt27ZNO45ZbegL/AtoLekOYGfg2FQTmZktQa5F2BOSrgT+RtYny4j4b15SWV59/PHHnHrqqeyyyy6ccMIJaccxW26SGgBrAAcDO5CZhjwlIj5PNZiZ2RLkWoRtn/zZIetYAH+s3TiWbxHBiSeeyA8//EBFRQUNGuT6BVmz4hURCyWdHRGjgX+mncfMLBe5fjvyD/kOYoVx77338ve//53LL7+cjTfeOO04ZrVpnKQzgbuB7xYdjIgv0otkZrZ4ORVhktYCLgXWjYh9JLUHdoyIiryms1r1+eefc+KJJ9KhQwdOP/30tOOY1bbDyIzQV51j3yCFLGZmNcp1Lmo48DCw6EJSb5HZIsRKyKmnnsqsWbOorKxkhRVynYk2KxntgUHAy8AkYCCweaqJzMyWINcirEWy1mIhQETMx5eqKCkPPvggd9xxB71792aLLbZIO45ZPtwGbAbcQKYAa58cMzMrSrkWYd9JWpOfrr+zA/BV3lJZrZo1axbdu3dniy22oFevXmnHMcuXX0dEl4h4IvnpCvy6ppMkdZT0pqQpks6t5vH1JT0haaKkVyTtm/VYr+S8NyXtXcvvx8zquFyLsNOBMcCGkp4FRgAn1XRSTZ1bVru/SApJHRbXxpbdWWedxSeffEJlZSUrrrhi2nHM8uW/yQdEACRtD0xY0gmSGpKZwtyHzMhZp2TNa7bzgdERsTVwOHBTcm775P7mQEfgpuT5zMxykmsRtiGZTmonMmvD3qaGRf05dm5IagqcAryYe2zL1bhx47j11ls588wz6dDBNa7VadsCz0l6T9J7wPPAbyW9KumVxZyzHTAlIqZGxFxgFHBAlTYBNEturwZ8lNw+ABgVEXOS/XSnJM9nZpaTXFdnXxAR90haA/gDcBVwMz9dP6w6P3ZuAJIWdW6Tq7S7mMxm4GctTXCr2bfffkvXrl3ZeOONufDCC9OOY5ZvHZfhnFbAtKz70/llv3Yh8Iikk4AmwB5Z575Q5dxWy5DBzOqpXEfCFi3C/xMwNCL+CdQ0r1Vd5/azDkrSNkDr5PmslvXu3Zv333+fiooKVl555bTjmOVVRLy/pJ/leOpOwPCIWA/YFxiZXKE/J5K6SZogacKMGTOWI4aZ1TW5diQfShpM5jo8YyWttBTnVivpxK4BzsihrTuxpfTss88ycOBAevbsyS677JJ2HLNi9SHQOuv+esmxbOXAaICIeB5oDLTI8VwiYkhEdIiIDi1btqzF6GZW6nItpA4lsxZs74iYBTSn5unDmjqopmS+ufRksn5jB2BMdYvz3YktnR9++IHy8nLatGnDpZdemnYcs2I2HthIUjtJK5JZaD+mSpsPgN0BJG1GpgibkbQ7XNJKktoBGwH/KVhyMyt5uW5bNJvM5t2L7n8MfFzDaT92bmSKr8OBzlnP8RWZT5MASHoSODMilvhtJqvZRRddxJtvvsmjjz7KqquumnYcs6IVEfMl9STzIbMhUBkRr0vqB0yIiDFkRuuHSjqNzCL9YyMigNcljSazznU+cGJE+PqJZpazvF02PcfOzWrZSy+9xJVXXkl5eTl77LFHzSeY1XMRMRYYW+VYn6zbk4GdF3Nuf6B/XgOaWZ2V171raurcqhzfLZ9Z6oO5c+dSVlbGWmutxVVXXZV2HDMzM1sCbyBYhwwYMIBXXnmFf/zjH6y++uppxzEzM7MlWK5vOFrxeO2117jkkkvo1KkT+++/f9pxzMzMrAYuwuqA+fPnU1ZWxuqrr84NN9yQdhwzMzPLgacj64DrrruO8ePHM2rUKFq0aFHzCWZmZpY6j4SVuLfeeosLLriAAw88kEMPPTTtOGZmZpYjF2ElbOHChXTp0oXGjRtz0003ISntSGZmZpYjT0eWsJtvvpmnn36aYcOGsc4666Qdx8zMzJaCR8JK1Hvvvcc555zD3nvvzTHHHJN2HDMzM1tKLsJKUETQrVs3JDF48GBPQ5qZmZUgT0eWoOHDh/Poo48yaNAg2rRpk3YcMzMzWwYeCSsxH330Eaeddhq77rorPXr0SDuOmZmZLSMXYSUkIjjhhBOYM2cOt956Kw0a+D+fmZlZqfJ0ZAkZPXo0//jHP7jqqqvYaKON0o5jZmZmy8FDKSVixowZ9OzZk+22245TTz017ThmZma2nFyElYhTTjmFr776isrKSho2bJh2HDMzM1tOLsJKwJgxY7jrrru44IIL2HzzzdOOY2ZmZrXARViRmzVrFj169OA3v/kN5557btpxzMzMrJZ4YX6RO+OMM/jss8944IEHaNSoUdpxzMzMrJZ4JKyIPfroo1RWVnLWWWex7bbbph3HzMzMapGLsCL17bff0rVrVzbZZBP69u2bdhwzMzOrZZ6OLFK9evXigw8+4JlnnqFx48ZpxzEzM7Na5pGwIvT0009z4403cvLJJ7PTTjulHcfMzMzywEVYkfn+++8pLy+nXbt29O/fP+04ZmZmlieejiwyffv25e2332bcuHE0adIk7ThmZmaWJx4JKyLjx4/n6quvpmvXruy+++5pxzEzM7M8chFWJObOnUtZWRnrrLMOV155ZdpxzMzMLM88HVkkLr30Ul577TUefPBBVltttbTjmJmZWZ55JKwIvPLKK/Tv358jjzySP/3pT2nHMatXJHWU9KakKZJ+sTeYpGslTUp+3pI0K+uxBVmPjSlscjMrdR4JS9n8+fMpKyujefPmXHfddWnHMatXJDUEBgF7AtOB8ZLGRMTkRW0i4rSs9icBW2c9xfcRsVWh8ppZ3eKRsJRdc801vPTSS9x4442sueaaaccxq2+2A6ZExNSImAuMAg5YQvtOwF0FSWZmdZ6LsBS9+eab9OnTh4MPPphDDjkk7Thm9VErYFrW/enJsV+Q1AZoBzyedbixpAmSXpB0YP5imlld5OnIlCxcuJDy8nJWWWUVBg0ahKS0I5nZkh0O3BsRC7KOtYmIDyVtADwu6dWIeCf7JEndgG4A66+/fuHSmlnR80hYSgYNGsSzzz7Lddddx9prr512HLP66kOgddb99ZJj1TmcKlOREfFh8udU4El+vl5sUZshEdEhIjq0bNmyNjKbWR3hIiwF7777Lr169aJjx44cddRRaccxq8/GAxtJaidpRTKF1i++5ShpU2AN4PmsY2tIWim53QLYGZhc9Vwzs8XxdGSBRQTdunWjQYMGDB482NOQZimKiPmSegIPAw2Byoh4XVI/YEJELCrIDgdGRURknb4ZMFjSQjIfaAdkf6vSzKwmLsIKrLKyknHjxnHzzTd7fYhZEYiIscDYKsf6VLl/YTXnPQdskddwZlaneTqygD788ENOP/10dtttN7p165Z2HDMzM0uRi7ACiQh69OjBvHnzuPXWW2nQwL96MzOz+szTkQVy11138eCDD3LNNdew4YYbph3HzErApEmT2G233dKOYVY0OnfuXKdmklyEFcBnn33GySefzA477MDJJ5+cdhwzKwGdO3dOO4JZUZk0aRKAi7BcSeoIXE/mW0e3RsSAKo+fDnQB5gMzgLKIeD+fmdJw0kkn8c0331BRUUHDhg3TjmNmJaBbt2516n82ZsurLo4K521hUtbGuPsA7YFOktpXaTYR6BARvwHuBa7IV5603H///YwePZo+ffrQvn3Vt29mZmb1VT5Xh9e4MW5EPBERs5O7L5C5WnWd8eWXX3L88cez1VZbcfbZZ6cdx8zMzIpIPqcjq9sYd/sltC8HHspjnoI7/fTTmTFjBmPHjqVRo0ZpxzEzM7MiUhQL8yUdCXQAfr+Yx0tuA9yHH36Y4cOHc95557H11r/YTs7MzMzquXxOR+a0Ma6kPYDewP4RMae6Jyq1DXC/+eYbunXrxmabbcYFF1yQdhwzMzMrQvkcCftxY1wyxdfhwM++cy1pa2Aw0DEiPstjloI699xzmTZtGs8++yyNGzdOO46ZmZkVobyNhEXEfGDRxrhvAKMXbYwraf+k2ZXAqsA9kiZJGrOYpysZTz31FDfddBOnnnoqO+64Y9pxzMzMrEjldU1YTRvjRsQe+Xz9Qps9ezZdunRhgw024JJLLkk7jpmZmRWxoliYX1f06dOHKVOm8Pjjj7PKKqukHcfMzMyKmHeRriUvvvgi1157Ld27d+cPf/hD2nHMzMysyLkIqwVz5syhrKyMddddlyuuqHMX/TczM7M88HRkLejfvz+TJ09m7NixNGvWLO04ZmZmVgI8EracXn75ZS677DKOPvpo9tlnn7TjmJmZWYlwEbYc5s2bx3HHHceaa67Jtddem3YcMzMzKyGejlwOV111FRMnTuS+++6jefPmaccxMzOzEuKRsGX0v//9j4suuohDDjmEgw8+OO04ZmZmVmJchC2DBQsWUFZWRpMmTbjxxhvTjmNmZmYlyNORy+DGG2/k+eefZ+TIkay11lppxzEzM7MS5JGwpTR16lTOO+889t13X4444oi045iZmVmJchG2FCKCrl27ssIKKzB48GAkpR3JzMzMSpSnI5fCrbfeyuOPP87gwYNZb7310o5jZmZmJcwjYTmaPn06Z5xxBn/84x/p2rVr2nHMzMysxLkIy0FE0L17dxYsWMDQoUM9DWlmZmbLzUVYDu644w7Gjh3LpZdeygYbbJB2HDOrRZI6SnpT0hRJ51bz+LWSJiU/b0malfXYMZLeTn6OKWxyMyt1XhNWg08//ZRTTjmFHXfckZ49e6Ydx8xqkaSGwCBgT2A6MF7SmIiYvKhNRJyW1f4kYOvkdnOgL9ABCOCl5NwvC/gWzKyEeSSsBj179uS7776jsrKShg0bph3HzGrXdsCUiJgaEXOBUcABS2jfCbgrub038GhEfJEUXo8CHfOa1szqFBdhS3Dfffdx77330rdvXzbddNO045hZ7WsFTMu6Pz059guS2gDtgMeX9lwzs+q4CFuML774ghNPPJFtttmGM888M+04Zpa+w4F7I2LB0pwkqZukCZImzJgxI0/RzKwUuQhbjNNOO42ZM2dSWVlJo0aN0o5jZvnxIdA66/56ybHqHM5PU5E5nxsRQyKiQ0R0aNmy5XLGNbO6xEVYNcaOHcuIESPo1asXW265ZdpxzCx/xgMbSWonaUUyhdaYqo0kbQqsATyfdfhhYC9Ja0haA9grOWZmlhN/O7KKr7/+mu7du9O+fXt69+6ddhwzy6OImC+pJ5niqSFQGRGvS+oHTIiIRQXZ4cCoiIisc7+QdDGZQg6gX0R8Ucj8ZlbaXIRVcc455/DRRx9x7733stJKK6Udx8zyLCLGAmOrHOtT5f6Fizm3EqjMWzgzq9M8HZnlySef5JZbbuG0005j++23TzuOmZmZ1WEuwhLfffcd5eXl/OpXv6Jfv35pxzEzM7M6ztORiQsuuICpU6fy1FNPscoqq6Qdx8zMzOo4j4QBL7zwAtdddx3HH388u+66a9pxzMzMrB6o90XYnDlzKCsro3Xr1lx++eVpxzEzM7N6ot5PR1588cW88cYb/Otf/6Jp06ZpxzEzM7N6ol6PhE2cOJEBAwZw7LHHsvfee6cdx8zMzOqReluEzZs3j7KyMlq2bMk111yTdhwzMzOrZ+rtdOQVV1zBpEmT+Pvf/84aa6yRdhwzMzOrZ+rlSNjkyZPp168fhx56KAceeGDacczMzKweqndF2IIFCygrK6Np06YMHDgw7ThmZmZWT9W76cgbbriBF198kTvuuIP/+7//SzuOmZmZ1VP1aiRsypQp9O7dmz//+c906tQp7ThmZmZWj9WbImzhwoV07dqVRo0acfPNNyMp7UhmZmZWj9Wb6cihQ4fy5JNPcuutt9KqVau045iZmVk9Vy9GwqZNm8ZZZ53FHnvsQVlZWdpxzMzMzOp+ERYRdO/enYULFzJkyBBPQ5qZmVlRyGsRJqmjpDclTZF0bjWPryTp7uTxFyW1re0MI0eO5KGHHuKyyy6jXbt2tf30ZmZmZsskb0WYpIbAIGAfoD3QSVL7Ks3KgS8j4lfAtcDltZnhk08+4dRTT2XnnXfmxBNPrM2nNjMzM1su+VyYvx0wJSKmAkgaBRwATM5qcwBwYXL7XuBGSYqIqI0AJ554IrNnz6aiooIGDer8zKuZmVmdNmnSJHbbbbe0Y7DVVltx3XXXLffz5LMIawVMy7o/Hdh+cW0iYr6kr4A1gc+zG0nqBnQDWH/99XN68fHjx/O3v/2NAQMGsMkmmyzTGzAzM7Pi0Llz57Qj1LqSuERFRAwBhgB06NAhp1Gy3/72tzz11FPstNNOec1mZmZm+detWze6deuWdoxalc85ug+B1ln310uOVdtG0grAasDM2gqw6667ssIKJVFnmpmZWT2TzyJsPLCRpHaSVgQOB8ZUaTMGOCa5fQjweG2tBzMzMzMrZnkbJkrWePUEHgYaApUR8bqkfsCEiBgDVAAjJU0BviBTqJmZmZnVeXmdq4uIscDYKsf6ZN3+AfhrPjOYmZmZFSNft8HMzMwsBS7CzMzMzFLgIszM6rWatldL2hwqabKk1yXdmXV8gaRJyU/VLx6ZmS2Rr99gZvVW1vZqe5K5oPR4SWMiYnJWm42AXsDOEfGlpP/LeorvI2KrgoY2szrDI2FmVp/9uL1aRMwFFm2vlq0rMCgivgSIiM8KnNHM6igXYWZWn1W3vVqrKm02BjaW9KykFyR1zHqssaQJyfED8x3WzOoWT0eamS3ZCsBGwG5kdv74t6QtImIW0CYiPpS0AfC4pFcj4p3sk5dl71szqx9Krgh76aWXPpf0/lKc0oIqG4KXCOcuLOcurKXN3SZPOXLZXm068GJEzAPelfQWmaJsfER8CBARUyU9CWwN/KwIy977VtIM919FzbkLq1Rzw9JlX2z/pbq+S5CkCRHRIe0cS8u5C8u5C6tYcid71r4F7E6m+BoPdI6I17PadAQ6RcQxkloAE4GtgIXA7IiYkxx/Hjgge1F/LeQrit/T0nLuwnLuwqut7CU3EmZmVlty3F7tYWAvSZOBBcBZETFT0k7AYEkLyayvHVCbBZiZ1X0uwsysXsthe7UATk9+sts8B2xRiIxmVjfVh29HDkk7wDJy7sJy7sIq1dyFVqq/J+cuLOcuvFrJXufXhJmZmZkVo/owEmZmZmZWdOpEEVbT3m+SVpJ0d/L4i5LaFj7lL+WQ+/Rkv7pXJD0mKV9f019quey3l7T7i6SQVBTfgFmefQLTlMPflfUlPSFpYvL3Zd80clbJVCnpM0mvLeZxSboheU+vSNqm0BmLhfuwwnL/VVil2H9BgfqwiCjpHzLfaHoH2ABYEXgZaF+lzQnALcntw4G7SyT3H4BVktvHF0PuXLMn7ZoC/wZeADqUQm4y13+aCKyR3P+/Esk9BDg+ud0eeK8Icu8KbAO8tpjH9wUeAgTsQOZaXKlmLuL/vu7DCpg7aef+q3C5i67/SrLkvQ+rCyNhuez9dgBwW3L7XmB3SSpgxurUmDsinoiI2cndF8hcSLIY5PI7B7gYuBz4oZDhlqBU9wnMJXcAzZLbqwEfFTBftSLi38AXS2hyADAiMl4AVpe0TmHSFRX3YYXl/quwSrL/gsL0YXWhCMtl77cf20TEfOArYM2CpFu8XHJnKydTcReDGrMnw7KtI+KfhQxWg+XdJzAtueS+EDhS0nQyl1s4qTDRlsvS/huoq9yHFZb7r8Kqq/0X1EIf5uuElQBJRwIdgN+nnSUXkhoA1wDHphxlWSxpn8Bi1gkYHhFXS9oRGCnp1xGxMO1gZqXUh7n/SkW97b/qwkhYLnu//dhGmW1KVgNmFiTd4uWSG0l7AL2B/SNiToGy1aSm7E2BXwNPSnqPzFz5mCJY3JrrPoFjImJeRLxLZkubjQqUb3FyyV0OjAaIiOeBxmT2NitmOf0bqAfchxWW+6/Cqqv9F9RGH5b2wrdaWDi3AjAVaMdPi/42r9LmRH6+qHV0ieRetBnwRmnnXdrsVdo/SXEsbM3ld94RuC253YLMUPOaJZD7IeDY5PZmZNZUqAh+521Z/KLWP/HzRa3/STtvEf/3dR9WwNxV2rv/yn/uouy/kjx57cNSf4O19Eval0zF/w7QOznWj8wnL8hU1fcAU4D/ABuknTnH3OOAT4FJyc+YtDPnmr1K26LoxHL8nYvMVMRk4FXg8LQz55i7PfBs0sFNAvYqgsx3AR8D88h8Qi8HegA9sn7Xg5L39Gqx/B0p0v++7sMKmLtKW/df+c9ddP1XkivvfZivmG9mZmaWgrqwJszMzMys5LgIMzMzM0uBizAzMzOzFLgIMzMzM0uBizAzMzOzFLgIs5zUtJt8miT1Sy4IiaTfSXpd0iRJrSTdW8O5t0pqn9w+rxB5zcyqknSspBuT2xdKOjPtTJZ/LsIsV8PJXAiw6EREn4gYl9w9ArgsIraKiA8j4pAazu0SEZOTuy7CzGypKMP/L7Vl4r84lpOoeTf5JZI0QNJkSa9Iuio5NlzSLZImSHpL0n7J8YaSrpQ0PmnfPet5zpH0qqSXJQ3Iep5DJHUBDgUulnSHpLaLRu6S57xK0mvJc56UHH9SUofkuVZORtDuSEbXTs163f6STlnW929mdUfSt7wpaQTwGnBBVn91UVa7o5NjL0samRz7s6QXJU2UNE7SWmm9D0ufN/C2vJO0JnAQsGlEhKTVsx5uC2wHbAg8IelXwNHAVxHxW0krAc9KegTYFDgA2D4iZktqnv06EXGrpF2AByPiXkltsx7ulrzWVhExv5pzz5XUMyK2SjK3Bf4GXJd8yj08yWlmBpk9GY8BmgGHkOkfRGafyV3J7O15PrBTRHye1ec8A+yQ9IVdgLOBMwqe3oqCizArhK+AH4AKSQ8CD2Y9NjoiFgJvS5pKptDaC/iNpEVTiauR6fD2AIZFxGyAiFiakbk9yOy9Nz+XcyPiPUkzJW0NrAVMjIi0N0w2s+LxfkS8kIzs7wVMTI7/f3t3rxpVFEVx/L9EQTSSQhEEm6gELMQ0WvsAFjapFExsooWFPoCK4BOYSqPYiUQQm5APVKwEkSCChSgIopWCFgqSMCyLc4KTISYpktzBrB8MM9wzZ+6uNvvcfe7cHkq+OgqM2/4Gi3LOfuCBpH2UZyl+3Niwo5ukHRlrorb7XtfX9faxWvgcBx4CJ4HJ9uGOnzJlNXmx7usasN1ne3o94/+HMWAIGAbuNnD+iOhev+q7+LsPdcD2Idt3lpl3Exi1fQQYoTwXNDapFGGxJmy32pLQlfYxST1Ar+0J4BJlhbhgUNIWSQeBA8A7YAq4IGlbnd8vaScwAwxL2lGPL2oprmAGGJG0dZm58wvnrB5RbkY4VmOKiOg0BZyreY56V/Ze4Cklv+2uxxdyTi/wpX4+u9HBRndJOzJWRdJ94ASwR9Jn4OoKq712u4DHkrZTVo2X28Y+AS8p+yrO2/4taYyyf2tWkoCvwCnbk5IGgFeS5oAJVn9H4xjQD7yRNA/cBkY7vnOrjs/aPm17TtIz4Ift1irPExGbiO1pSYeBFyVd8RM4Y/utpBvAc0ktSrtyCLgGjEv6TinU+hoJPLqC7M5uUMTGkHSPuom+6ViWUjfkzwKDtt83HU9ERPxf0o6MWEL9A9cPwJMUYBERsR5yJSwiIiKiAbkSFhEREdGAFGERERERDUgRFhEREdGAFGERERERDUgRFhEREdGAFGERERERDfgDFflfVy7OTq0AAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xU1f3G8c8DoiiCivCzIAIaG8bYiD3GxIbG2GJUsO/SVOwVUVAUxV4QFXAXBAuiJgYNRsUWe8CADaMiFrAiig2lfn9/zEXHdWEH2Jk7s/u8X699MXPn3JlnVjh+55wz9ygiMDMzM7PCapB2ADMzM7P6yEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchFmdJOlYSc+kncPMCkPSEZIeyaHdLZIuKESmQpD0nqQ9ktsXSro97UyWOxdhttySTuB7Sd9K+kTScEmrVmmzk6THJX0j6StJD0hqX6VNM0nXSfogea53kvst8pz/SUld8vkaZvVZlT7i0+r6iOUVEXdExF45tOsRERfX5msvIikkfZe8zw8lXSOpYT5ea1mk1cfa4rkIs9ry54hYFdgK2BrotegBSTsCjwD/ANYF2gEvA89K2iBpsyLwGLA50BFoBuwIzAS2K9zbMLM8WdRHbAN0AM6v2kDSCgVPVfu2TN7n74HDgLKU8wC138fWkf9WqXMRZrUqIj4BHiZTjC1yBTAiIq6PiG8i4ouIOB94AbgwaXM0sD5wUERMjoiFEfFZRFwcEWOre63kU+fJkqZK+lzSlZKq/TudjMSNT0bhxkvaKTneH/gdcGPyyfDG2vg9mFn1IuJD4CHg1/Djv+MTJb0NvJ0c20/SJEmzJD0n6TeLzpfUWtLfJM2QNHPRv9nsJQjKuFbSZ5K+lvSqpEWvN1zSJVnP11XSFElfSBojad2sx0JSD0lvJ1kGSVKO73MK8CxZfeEyvq8Nk1mEmUk/d4ek1Zf6F59DH5u8319lZfrxdyVpN0nTJZ0j6RNgmKQ3JO2X1X6FJP82yf0dkvc5S9LLknZbhtx1moswq1WS1gP2AaYk91cBdgLuqab5aGDP5PYewL8i4tulfMmDyHyq3gY4gGo+dUpqDvwTuAFYE7gG+KekNSOiN/A00DMiVo2Inkv5+ma2FCS1BvYFJmYdPhDYHmgvaWugEuhO5t/rYGCMpJWSqb0HgfeBtkArYFQ1L7MXsCuwMbAacCiZEZ+qWf4IXJY8vk7yvFWfbz/gt8BvknZ75/g+NyXzAW9RX7is70tJxnWBzYDW/PThdWksax+bbW2gOdAG6AbcBXTKenxv4POI+K+kVmT63UuSc84E7pPUcjlev85xEWa15X5J3wDTgM+Avsnx5mT+nn1czTkfA4vWIqy5mDY1uTwZWfsAuI6fdwiL/Al4OyJGRsT8iLgL+B/w52V4PTNbNvdLmgU8AzwFXJr12GXJv+PvyfzPfXBEvBgRCyLiNmAOsAOZabN1gbMi4ruI+CEiqvsCzjygKbApoIh4IyKq61+OACoj4r8RMYfMMoodJbXNajMgImYlfcwT/HyUvzr/lfQd8AbwJHBTcnyZ3ldETImIRyNiTkTMIPMh8vc1ZKjOsvax2RYCfZMs3wN3AvsnH7YBOpMpzACOBMZGxNhk1O1RYAKZAtwSLsKsthwYEU2B3ch0fIuKqy/J/MNdp5pz1gE+T27PXEybmkzLuv0+mY6sqnWTx6jSttUyvJ6ZLZsDI2L1iGgTESck/xNfJPvfcRvgjGQKa1ZSuLUm8++4NfB+RMxf0gtFxOPAjcAg4DNJQyQ1q6bpz/qGZJRoJj/vGz7Juj0bWBVA0uvJEoZvJf0uq802SZvDyIzuNVme9yVpLUmjlFno/zVwOz/1r0tjWfvYbDMi4odFd5Ip1zeAPyeF2P5kCjPIvN+/Vnm/u9RChjrFRZjVqoh4ChgOXJXc/w54HvhrNc0PJbNQFGAcsLekJtW0W5LWWbfXBz6qps1HZDoEqrT9cFHspXxNM6td2f8GpwH9k4Jt0c8qyQj2NGD9XBaFR8QNEbEt0J7MtORZ1TT7Wd+Q9D9r8lPfsKTn3zxZwrBqRDxd5bGIiNFk+r4+y/m+LiXz+9kiIpqRGWHKaV1aFbn0sbOBVbLur13l8er6ykVTkgcAk5PCDDLvaWSV99skIgYsQ/Y6y0WY5cN1wJ6Stkzunwsco8wi+qaS1kgWe+4IXJS0GUnmH+19kjaV1EDSmpLOk7Sk4euzkudrDZwC3F1Nm7HAxpI6JwtHDyPTMT+YPP4psMFyvWMzqy1DgR6Stk8W2DeR9CdJTYH/kJlSG5Acbyxp56pPIOm3yfmNgO+AH8iMyFd1F3CcpK0krUSm4HkxIt6rpfcyAOgqae3leF9NgW+Br5J1VtUVk7nIpY+dBHSW1FBSR3Kb9hxFZg3e8fw0CgaZEbs/S9o7eb7GyeL+9ZYxf53kIsxqXbJuYQTJJ8BkbcPewMFkOpr3yVzGYpeIeDtpM4fMwtH/AY8CX5PpmFoALy7h5f4BvESm8/gnUFFNnplkFteeQWZI/mxgv4hYNBV6PXCIpC8l3bDMb9zMlltETAC6kplO/JLMwvZjk8cWkFnL+SvgA2A6mWm/qpqRKXq+JNPfzASurOa1xgEXAPeR6Zs2BA6vxffyKvBvMmu9lvV9XURmivMrMn3c35YxSy597ClJjllk1svdn8PzfkxmxG8nsj4ER8Q0MqNj5wEzyBSAZ+G642cU4ZkYK02SAtgoa/jbzMysZLgiNTMzM0uBizAzMzOzFHg60szMzCwFHgkzMzMzS4GLMDMzM7MUlNwu6C1atIi2bdumHcPMCuill176PCJKfs85919m9c+S+q+SK8Latm3LhAkT0o5hZgUkqeq2UyXJ/ZdZ/bOk/svTkWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpyFsRJqlS0meSXlvM45J0g6Qpkl6RtE2+spiZVWd5+ilJx0h6O/k5pnCpzayuyOdI2HCg4xIe3wfYKPnpBtycxyxmZtUZzjL0U5KaA32B7YHtgL6S1shrUjOrc/JWhEXEv4EvltDkAGBEZLwArC5pnXzlMbPiMHHiRCorK9OOASxXP7U38GhEfBERXwKPsuRibqmdeuqpnHrqqbX5lGZWZNLctqgVMC3r/vTk2MdVG0rqRuZTKOuvv35BwplZ7fnyyy+58847qaioYOLEiTRr1oxOnTqx8sorpx2tJovrpxZ3/BeWtf+aNGnSUkY1s1JTEgvzI2JIRHSIiA4tW5b8Hr5m9cLChQt57LHH6Ny5M+ussw49e/YkIhg4cCDvvvtuKRRgtcL9l5ktTpojYR8CrbPur5ccM7MSNm3aNIYPH86wYcN49913WW211SgvL6e8vJxttim5798srp/6ENityvEnC5bKzOqENEfCxgBHJ98+2gH4KiJ+MRVpZsVvzpw53HPPPXTs2JE2bdrQp08f2rVrxx133MHHH3/MoEGDSrEAg8X3Uw8De0laI1mQv1dyzMwsZ3kbCZN0F5lPii0kTSfzTaJGABFxCzAW2BeYAswGjstXFjPLj9dee42KigpGjhzJzJkzWW+99ejduzfHHXccG2ywQdrxarSs/VREfCHpYmB88lT9ImJJC/zNzH4hb0VYRHSq4fEATszX65tZfnz99deMGjWKiooK/vOf/9CoUSMOOOAAysvL2XPPPWnYsGHaEXO2PP1URFQCxfE1TzMrSWmuCTOzEhERPP3001RUVHDPPffw/fffs/nmm3PNNddw5JFH4gXnZmZLz0WYmS3Wxx9/zG233UZlZSVvv/02TZs25aijjqK8vJzf/va3SEo7oplZyXIRZmY/M2/ePP75z39SUVHBQw89xIIFC/jd735H7969OeSQQ2jSpEnaEc3M6gQXYWYGwP/+9z8qKysZMWIEn376KWuvvTZnnXUWxx13HBtvvHHa8czM6hwXYWb12Lfffsvo0aOpqKjgueeeo2HDhuy3336Ul5ezzz77sMIK7iLMzPLFPaxZPRMRvPDCC1RUVHD33Xfz7bffsvHGG3P55Zdz9NFHs/baa6cd0cysXnARZlZPfPbZZ4wYMYLKykreeOMNmjRpwqGHHkp5eTk77bSTF9mbmRWYizCzOmz+/Pk8/PDDVFRU8MADDzB//nx23HFHhg4dymGHHUbTpk3TjmhmVm+5CDOrg6ZMmcKwYcMYPnw4H330ES1btuSUU06hrKyM9u3bpx3PzMxwEWZWZ8yePZv77ruPiooKnnrqKRo0aEDHjh0ZOHAg++23HyuuuGLaEc3MLIuLMLMSFhG89NJLVFRUcOedd/L111+z4YYb0r9/f4455hhatWqVdkQzM1sMF2FmJWjmzJncfvvtVFZW8sorr9C4cWMOOeQQysvL2XXXXWnQoEHaEc3MrAYuwsxKxMKFCxk3bhwVFRXcf//9zJ07lw4dOnDTTTfRqVMnVl999bQjmpnZUnARZlbk3nvvPYYPH86wYcP44IMPaN68OT169KCsrIwtt9wy7XhmZraMXISZFaEffviB+++/n4qKCh577DEA9txzT6688koOOOAAVlpppZQTmpnZ8nIRZlZEJk2aRGVlJbfffjtffvklbdq0oW/fvhx77LG0adMm7XhmZlaLXISZpWzWrFnceeedVFRU8N///pcVV1yRgw46iPLycnbffXcvsjczq6NchJmlYOHChTz11FNUVFRw33338cMPP7Dllltyww03cMQRR9C8efO0I5qZWZ65CDMroOnTp/+4yH7q1KmsttpqHHfccZSXl7PNNtt4/0Yzs3rERZhZns2dO5cHHniAiooKHn74YRYuXMgf/vAH+vXrx8EHH8zKK6+cdkQzM0uBizCzPHn99deprKxk5MiRzJgxg1atWtGrVy+OO+44Ntxww7TjmZlZylyEmdWir7/+mrvvvpuKigpefPFFGjVqxP777095eTl77bUXDRs2TDuimZkVCRdhZsspInj22WepqKhg9OjRzJ49m/bt23P11Vdz1FFH0bJly7QjmplZEXIRZraMPvnkE2677TYqKyt56623WHXVVTniiCMoKytj++239yJ7MzNbIhdhZkth3rx5PPTQQ1RUVPDPf/6TBQsWsMsuu9CrVy/++te/0qRJk7QjmplZiXARZpaDN998k8rKSkaMGMEnn3zCWmutxRlnnEFZWRmbbLJJ2vHMzKwEuQgzW4zvvvuOe+65h4qKCp555hkaNmzIn/70J8rLy9lnn31o1KhR2hHNzKyEuQgzyxIRvPjii1RUVDBq1Ci+/fZbNt54YwYMGMDRRx/NOuusk3ZEMzOrI1yEmQEzZsxg5MiRVFRUMHnyZFZZZRUOPfRQysvL2Xnnnb3Ivg6T1BG4HmgI3BoRA6o83gaoBFoCXwBHRsT05LEFwKtJ0w8iYv+CBTezkucizOq9c845h2uvvZZ58+ax/fbbM2TIEA477DCaNWuWdjTLM0kNgUHAnsB0YLykMRExOavZVcCIiLhN0h+By4Cjkse+j4itChrazOoMF2FWrz3wwANcccUVdO7cmfPOO4/NN9887UhWWNsBUyJiKoCkUcABQHYR1h44Pbn9BHB/QROaWZ3VIO0AZmmZNWsWPXr0YIsttmDYsGEuwOqnVsC0rPvTk2PZXgYOTm4fBDSVtGZyv7GkCZJekHRgdS8gqVvSZsKMGTNqM7uZlTgXYVZvnXnmmXz66acMGzaMFVdcMe04VrzOBH4vaSLwe+BDYEHyWJuI6AB0Bq6T9ItNQSNiSER0iIgO3j3BzLJ5OtLqpUcffZSKigrOOecctt1227TjWHo+BFpn3V8vOfajiPiIZCRM0qrAXyJiVvLYh8mfUyU9CWwNvJP/2GZWF3gkzOqdb7/9lq5du7LJJpvQt2/ftONYusYDG0lqJ2lF4HBgTHYDSS0kLeore5H5piSS1pC00qI2wM78fC2ZmdkSeSTM6p3zzjuPDz74gKeffpqVV1457TiWooiYL6kn8DCZS1RURsTrkvoBEyJiDLAbcJmkAP4NnJicvhkwWNJCMh9oB1T5VqWZ2RK5CLN65ZlnnmHgwIGcfPLJ7LzzzmnHsSIQEWOBsVWO9cm6fS9wbzXnPQdskfeAZlZneTrS6o3vv/+e8vJy2rZtS//+/dOOY2Zm9ZxHwqzeuOiii3jrrbcYN24cq666atpxzMysnvNImNULEyZM4Morr6RLly7svvvuaccxMzPLbxEmqaOkNyVNkXRuNY+vL+kJSRMlvSJp33zmsfpp7ty5lJWVsfbaa3PVVVelHcfMzAzI43RkjnuynQ+MjoibJbUnszi2bb4yWf102WWX8eqrr/LAAw+w2mqrpR3HzMwMyO9I2I97skXEXGDRnmzZAli0S/JqwEd5zGP10Kuvvkr//v3p3Lkz++23X9pxzMzMfpTPhfnV7cm2fZU2FwKPSDoJaALskcc8Vs/Mnz+fsrIyVl99da6//vq045iZmf1M2gvzOwHDI2I9YF9gZNaVqX/kDXBtWVx77bVMmDCBG2+8kRYtWqQdx8zM7GfyWYTVuCcbUA6MBoiI54HGwC/+b+kNcG1pvfXWW/Tp04eDDjqIv/71r2nHMTMz+4V8FmE17skGfADsDiBpMzJFmIe6bLksXLiQ8vJyGjduzKBBg5CUdiQzM7NfyNuasBz3ZDsDGCrpNDKL9I+NiMhXJqsfbrrpJp555hmGDx/OOuusk3YcMzOzauX1ivk57Mk2GfAGflZr3nvvPc4991w6duzI0UcfnXYcMzOzxUp7Yb5ZrYkIunbtiiQGDx7saUgzMytq3jvS6oxhw4Yxbtw4brrpJtZff/2045iZmS2RR8KsTvjoo484/fTT+f3vf0/37t3TjmNmZlYjF2FW8iKC448/nrlz53LrrbfSoIH/WpuZWfHzdKSVvLvvvpsxY8Zw9dVX86tf/SrtOGZmZjnxkIGVtBkzZnDSSSex/fbbc8opp6Qdx8zMLGcuwqyknXzyyXz11VdUVFTQsGHDtOOYmZnlzNORVrL+8Y9/MGrUKC6++GI233zztOOYmZktFY+EWUn68ssvOf7449lyyy0555xz0o5jZma21DwSZiXpjDPO4LPPPuPBBx+kUaNGaccxMzNbah4Js5LzyCOPMGzYMM4++2y22WabtOOYmZktExdhVlK++eYbunbtyqabbkqfPn1qPsHMzKxIeTrSSkqvXr2YNm0azz77LI0bN047jpmZ2TLzSJiVjH//+98MGjSIU045hR133DHtOGZmZsvFRZiVhNmzZ1NeXs4GG2zAJZdcknYcMzOz5eYizEpC3759mTJlCkOHDqVJkyZpx7E6RFJHSW9KmiLp3GoebyPpMUmvSHpS0npZjx0j6e3k55jCJjezUucizIref/7zH6655hq6devGH//4x7TjWB0iqSEwCNgHaA90ktS+SrOrgBER8RugH3BZcm5zoC+wPbAd0FfSGoXKbmalz0WYFbU5c+ZQVlbGuuuuyxVXXJF2HKt7tgOmRMTUiJgLjAIOqNKmPfB4cvuJrMf3Bh6NiC8i4kvgUaBjATKbWR3hIsyK2qWXXsrrr7/O4MGDWW211dKOY3VPK2Ba1v3pybFsLwMHJ7cPAppKWjPHc83MFstFmBWtV155hUsvvZSjjjqKfffdN+04Vn+dCfxe0kTg98CHwIJcT5bUTdIESRNmzJiRr4xmVoJchFlRmj9/PmVlZTRv3pxrr7027ThWd30ItM66v15y7EcR8VFEHBwRWwO9k2Ozcjk3aTskIjpERIeWLVvWdn4zK2EuwqwoXX311bz00ksMGjSINddcM+04VneNBzaS1E7SisDhwJjsBpJaSFrUV/YCKpPbDwN7SVojWZC/V3LMzCwnLsKs6Lz55pv07duXv/zlLxxyyCFpx7E6LCLmAz3JFE9vAKMj4nVJ/STtnzTbDXhT0lvAWkD/5NwvgIvJFHLjgX7JMTOznHjbIisqCxYsoKysjFVWWYUbb7wx7ThWD0TEWGBslWN9sm7fC9y7mHMr+WlkzMxsqbgIs6IyaNAgnnvuOUaMGMHaa6+ddhwzM7O88XSkFY13332XXr16sc8++3DkkUemHcfMzCyvXIRZUYgIunbtSsOGDRk8eDCS0o5kZmaWV56OtKJQUVHBY489xi233ELr1q1rPsHMzKzEeSTMUjd9+nTOOOMM/vCHP9C1a9e045iZmRWEizBLVURw/PHHM2/ePIYOHUqDBv4raWZm9YOnIy1Vd955Jw8++CDXXnstG264YdpxzMzMCsbDDpaaTz/9lJNPPpkdd9yRk046Ke04ZmZmBeUizFJz0kkn8e2331JRUUHDhg3TjmNmZlZQno60VPz973/nnnvuoX///my22WZpxzEzMys4j4RZwX3xxReccMIJbL311px11llpxzEzM0uFR8Ks4E4//XQ+//xzHnroIRo1apR2HDMzs1R4JMwK6l//+he33XYb5557LltttVXacczMzFLjIswK5uuvv6Zbt260b9+e888/P+04ZmZmqfJ0pBXMueeey/Tp03nuuedYaaWV0o5jZmaWKo+EWUE8+eST3HzzzZx22mnssMMOaccxMzNLXV6LMEkdJb0paYqkcxfT5lBJkyW9LunOfOaxdMyePZsuXbqw4YYbcvHFF6cdx8zMrCjkbTpSUkNgELAnMB0YL2lMREzOarMR0AvYOSK+lPR/+cpj6bngggt45513eOKJJ1hllVXSjmNmZlYU8jkSth0wJSKmRsRcYBRwQJU2XYFBEfElQER8lsc8loIXXniB6667jh49erDbbrulHcfMzKxo5LMIawVMy7o/PTmWbWNgY0nPSnpBUsc85rECmzNnDmVlZbRq1YrLL7887ThmZmZFJe1vR64AbATsBqwH/FvSFhExK7uRpG5AN4D111+/0BltGV1yySW88cYbPPTQQzRr1iztOGZmZkUlnyNhHwKts+6vlxzLNh0YExHzIuJd4C0yRdnPRMSQiOgQER1atmyZt8BWeyZNmsRll13GMcccQ8eOHuA0MzOrKqciTNLfJP1J0tIUbeOBjSS1k7QicDgwpkqb+8mMgiGpBZnpyalL8RpWhObNm0dZWRktWrTgmmuuSTuOmZlZUcq1qLoJ6Ay8LWmApE1qOiEi5gM9gYeBN4DREfG6pH6S9k+aPQzMlDQZeAI4KyJmLvW7sKJy5ZVXMnHiRG6++WaaN2+edhwzM7OilNOasIgYB4yTtBrQKbk9DRgK3B4R8xZz3lhgbJVjfbJuB3B68mN1wBtvvMFFF13EX//6Vw466KC045iZmRWtnBfmS1oTOBI4CpgI3AHsAhxDMqVo9duCBQsoLy+nadOmDBw4MO04Vg9JagW0Iatvi4h/p5fIzGzxcirCJP0d2AQYCfw5Ij5OHrpb0oR8hbPSMnDgQJ5//nluv/121lprrbTjWD0j6XLgMGAysCA5HICLMDMrSrmOhA1NphZ/JGmliJgTER3ykMtKzDvvvMN5553HfvvtR+fOndOOY/XTgcAmETEn7SBmZrnIdWH+JdUce742g1jpigi6du1Ko0aNuOWWW5CUdiSrn6YCjZb2pJr2uJW0vqQnJE2U9IqkfZPjbSV9L2lS8nNLLbwHM6tHljgSJmltMle5X1nS1sCi/7s2A7wJoAEwdOhQnnjiCYYMGUKrVlU3RTArmNnAJEmPAT+OhkXEyYs7IZc9boHzyXy7+2ZJ7cl82aht8tg7EbFV7b4NM6svapqO3Bs4lsyFVrMv+PQNcF6eMlkJmTZtGmeeeSa77747Xbp0STuO1W9j+OW1CGvy4x63AJIW7XGbXYQFmQ+eAKsBHy1nTjMzoIYiLCJuA26T9JeIuK9AmaxERAQ9evRgwYIFDB061NOQlqqIuC25MPTGyaE3F3f5nCzV7XG7fZU2FwKPSDoJaALskfVYO0kTga+B8yPi6WXNb2b1T03TkUdGxO1AW0m/uJZXRPhy6PXY7bffztixY7n++utp165d2nGsnpO0G3Ab8B6ZpROtJR1TC5eo6AQMj4irJe0IjJT0a+BjYP2ImClpW+B+SZtHxNdVcnnvWzOrVk3TkU2SP1fNdxArLZ988gmnnHIKO+20Ez179kw7jhnA1cBeEfEmgKSNgbuAbZdwTi573JYDHQEi4nlJjYEWEfEZydqziHhJ0jtkRuF+dtmeiBgCDAHo0KFDLNtbM7O6qKbpyMHJzZsiYkYB8liJ6NmzJ7Nnz6aiooIGDfK5D7xZzhotKsAAIuItSTV9W/LHPW7JFF+Hk9miLdsHwO7AcEmbAY2BGZJaAl9ExAJJGwAb4b1vzWwp5HqdsGclvQfcDfwtIr7MXyQrdvfeey/33Xcfl112GZtuumnaccwWmSDpVuD25P4RVBmVqioi5ktatMdtQ6By0R63wISIGAOcAQyVdBqZRfrHRkRI2hXoJ2kesBDoERFf5OetmVldlOvekRtL2o7Mp8TeyYbbo5L1YlaPzJw5kxNPPJFtt92WM888M+04ZtmOB04EFl2S4mngpppOymGP28nAztWcdx/gLyyZ2TLLee/IiPgP8B9Jl5K5XMVt/PSJ0+qJ0047jS+++IJHHnmEFVbI+a+PWd4lV8q/hp9fTsfMrGjlundkM+AgMiNhGwJ/J3N9HatHxo4dy8iRI+nTpw9bbrll2nHMAJA0OiIOlfQqmenCn4mI36QQy8ysRrkOZbwM3A/0iwhvV1QPffXVV3Tv3p3NN9+c3r17px3HLNspyZ/7pZrCzGwp5VqEbRAR/mp1PXb22Wfz0Ucfcd9997HiiiumHcfsRxHxcXLzc+D7iFiYXJ5iU+Ch9JKZmS1ZTRdrvS4iTgXGSKpumH//vCWzorFoX8gzzzyT7bbzLLQVrX8Dv5O0BvAImctPHEbmW5JmZkWnppGwkcmfV+U7iBWn7777ji5durDRRhvRr1+/tOOYLYkiYrakcjLXNrxC0qS0Q5mZLU5NF2t9Kbm5VURcn/2YpFOAp/IVzIrD+eefz9SpU3nqqadYeeWV045jtiRKthU6gsxV7iFz7S8zs6KU66XOj6nm2LG1mMOK0PPPPxGrp5gAAB9BSURBVM/111/PCSecwK677pp2HLOanAr0Av6eXHB1A+CJlDOZmS1WTWvCOpHZwqOdpDFZDzUFfGXoOuyHH36grKyM1q1bM2DAgLTjmNUoIp4ia3Q+Iqby04VbzcyKTk1rwp4DPgZakNkcd5FvgFfyFcrSd/HFF/O///2Phx9+mKZNm6Ydx2yxFn2BSNIDVH+dMH+ByMyKUk1rwt4H3gd2LEwcKwb//e9/ufzyyznuuOPYa6+90o5jVhN/gcjMSlJN05HPRMQukr7h558wBURENMtrOiu4efPmUVZWRsuWLbn66qtrPsEsZVlfIJpAcp0wAEkNgZVSC2ZmVoOaRsJ2Sf70fFQ9cfnll/Pyyy9z//33s8Yaa6Qdx2xpPAbsAXyb3F+ZzPXCdkotkZnZEuT07UhJG0paKbm9m6STJa2e32hWaK+//joXX3wxhx12GAcccEDaccyWVuOIWFSAkdxeJcU8ZmZLlOslKu4DFkj6FTAEaA3cmbdUVnALFiygvLycZs2aMXDgwLTjmC2L7yRts+iOpG2B71PMY2a2RLnuHbkwIuZLOggYGBEDJU3MZzArrOuvv54XX3yRO++8k5YtW6Ydx2xZnArcI+kjMutW1yazbZGZWVHKtQibl1wz7Bjgz8mxRvmJZIU2ZcoUevfuzf7778/hhx+edhyzZRIR4yVtCmySHHozIualmcnMbElynY48jsxlKvpHxLuS2vHT18KthC1cuJAuXbqw0korcfPNNyMp7Uhmy0TSKsA5wCkR8RrQVtJ+KccyM1usnEbCImIyWVeejoh3gcvzFcoKZ/DgwTz11FNUVFSw7rrrph3HbHkMA17ip+safgjcAzyYWiIzsyXI9duRO0t6VNJbkqZKelfS1HyHs/z64IMPOPvss9lzzz057rjj0o5jtrw2jIgrgHkAETGbzNowM7OilOuasArgNDKfMhfkL44VSkTQvXt3IoIhQ4Z4GtLqgrmSVia5sLSkDYE56UYyM1u8XIuwryLiobwmsYIaMWIE//rXvxg4cCBt27ZNO45ZbegL/AtoLekOYGfg2FQTmZktQa5F2BOSrgT+RtYny4j4b15SWV59/PHHnHrqqeyyyy6ccMIJaccxW26SGgBrAAcDO5CZhjwlIj5PNZiZ2RLkWoRtn/zZIetYAH+s3TiWbxHBiSeeyA8//EBFRQUNGuT6BVmz4hURCyWdHRGjgX+mncfMLBe5fjvyD/kOYoVx77338ve//53LL7+cjTfeOO04ZrVpnKQzgbuB7xYdjIgv0otkZrZ4ORVhktYCLgXWjYh9JLUHdoyIiryms1r1+eefc+KJJ9KhQwdOP/30tOOY1bbDyIzQV51j3yCFLGZmNcp1Lmo48DCw6EJSb5HZIsRKyKmnnsqsWbOorKxkhRVynYk2KxntgUHAy8AkYCCweaqJzMyWINcirEWy1mIhQETMx5eqKCkPPvggd9xxB71792aLLbZIO45ZPtwGbAbcQKYAa58cMzMrSrkWYd9JWpOfrr+zA/BV3lJZrZo1axbdu3dniy22oFevXmnHMcuXX0dEl4h4IvnpCvy6ppMkdZT0pqQpks6t5vH1JT0haaKkVyTtm/VYr+S8NyXtXcvvx8zquFyLsNOBMcCGkp4FRgAn1XRSTZ1bVru/SApJHRbXxpbdWWedxSeffEJlZSUrrrhi2nHM8uW/yQdEACRtD0xY0gmSGpKZwtyHzMhZp2TNa7bzgdERsTVwOHBTcm775P7mQEfgpuT5zMxykmsRtiGZTmonMmvD3qaGRf05dm5IagqcAryYe2zL1bhx47j11ls588wz6dDBNa7VadsCz0l6T9J7wPPAbyW9KumVxZyzHTAlIqZGxFxgFHBAlTYBNEturwZ8lNw+ABgVEXOS/XSnJM9nZpaTXFdnXxAR90haA/gDcBVwMz9dP6w6P3ZuAJIWdW6Tq7S7mMxm4GctTXCr2bfffkvXrl3ZeOONufDCC9OOY5ZvHZfhnFbAtKz70/llv3Yh8Iikk4AmwB5Z575Q5dxWy5DBzOqpXEfCFi3C/xMwNCL+CdQ0r1Vd5/azDkrSNkDr5PmslvXu3Zv333+fiooKVl555bTjmOVVRLy/pJ/leOpOwPCIWA/YFxiZXKE/J5K6SZogacKMGTOWI4aZ1TW5diQfShpM5jo8YyWttBTnVivpxK4BzsihrTuxpfTss88ycOBAevbsyS677JJ2HLNi9SHQOuv+esmxbOXAaICIeB5oDLTI8VwiYkhEdIiIDi1btqzF6GZW6nItpA4lsxZs74iYBTSn5unDmjqopmS+ufRksn5jB2BMdYvz3YktnR9++IHy8nLatGnDpZdemnYcs2I2HthIUjtJK5JZaD+mSpsPgN0BJG1GpgibkbQ7XNJKktoBGwH/KVhyMyt5uW5bNJvM5t2L7n8MfFzDaT92bmSKr8OBzlnP8RWZT5MASHoSODMilvhtJqvZRRddxJtvvsmjjz7KqquumnYcs6IVEfMl9STzIbMhUBkRr0vqB0yIiDFkRuuHSjqNzCL9YyMigNcljSazznU+cGJE+PqJZpazvF02PcfOzWrZSy+9xJVXXkl5eTl77LFHzSeY1XMRMRYYW+VYn6zbk4GdF3Nuf6B/XgOaWZ2V171raurcqhzfLZ9Z6oO5c+dSVlbGWmutxVVXXZV2HDMzM1sCbyBYhwwYMIBXXnmFf/zjH6y++uppxzEzM7MlWK5vOFrxeO2117jkkkvo1KkT+++/f9pxzMzMrAYuwuqA+fPnU1ZWxuqrr84NN9yQdhwzMzPLgacj64DrrruO8ePHM2rUKFq0aFHzCWZmZpY6j4SVuLfeeosLLriAAw88kEMPPTTtOGZmZpYjF2ElbOHChXTp0oXGjRtz0003ISntSGZmZpYjT0eWsJtvvpmnn36aYcOGsc4666Qdx8zMzJaCR8JK1Hvvvcc555zD3nvvzTHHHJN2HDMzM1tKLsJKUETQrVs3JDF48GBPQ5qZmZUgT0eWoOHDh/Poo48yaNAg2rRpk3YcMzMzWwYeCSsxH330Eaeddhq77rorPXr0SDuOmZmZLSMXYSUkIjjhhBOYM2cOt956Kw0a+D+fmZlZqfJ0ZAkZPXo0//jHP7jqqqvYaKON0o5jZmZmy8FDKSVixowZ9OzZk+22245TTz017ThmZma2nFyElYhTTjmFr776isrKSho2bJh2HDMzM1tOLsJKwJgxY7jrrru44IIL2HzzzdOOY2ZmZrXARViRmzVrFj169OA3v/kN5557btpxzMzMrJZ4YX6RO+OMM/jss8944IEHaNSoUdpxzMzMrJZ4JKyIPfroo1RWVnLWWWex7bbbph3HzMzMapGLsCL17bff0rVrVzbZZBP69u2bdhwzMzOrZZ6OLFK9evXigw8+4JlnnqFx48ZpxzEzM7Na5pGwIvT0009z4403cvLJJ7PTTjulHcfMzMzywEVYkfn+++8pLy+nXbt29O/fP+04ZmZmlieejiwyffv25e2332bcuHE0adIk7ThmZmaWJx4JKyLjx4/n6quvpmvXruy+++5pxzEzM7M8chFWJObOnUtZWRnrrLMOV155ZdpxzMzMLM88HVkkLr30Ul577TUefPBBVltttbTjmJmZWZ55JKwIvPLKK/Tv358jjzySP/3pT2nHMatXJHWU9KakKZJ+sTeYpGslTUp+3pI0K+uxBVmPjSlscjMrdR4JS9n8+fMpKyujefPmXHfddWnHMatXJDUEBgF7AtOB8ZLGRMTkRW0i4rSs9icBW2c9xfcRsVWh8ppZ3eKRsJRdc801vPTSS9x4442sueaaaccxq2+2A6ZExNSImAuMAg5YQvtOwF0FSWZmdZ6LsBS9+eab9OnTh4MPPphDDjkk7Thm9VErYFrW/enJsV+Q1AZoBzyedbixpAmSXpB0YP5imlld5OnIlCxcuJDy8nJWWWUVBg0ahKS0I5nZkh0O3BsRC7KOtYmIDyVtADwu6dWIeCf7JEndgG4A66+/fuHSmlnR80hYSgYNGsSzzz7Lddddx9prr512HLP66kOgddb99ZJj1TmcKlOREfFh8udU4El+vl5sUZshEdEhIjq0bNmyNjKbWR3hIiwF7777Lr169aJjx44cddRRaccxq8/GAxtJaidpRTKF1i++5ShpU2AN4PmsY2tIWim53QLYGZhc9Vwzs8XxdGSBRQTdunWjQYMGDB482NOQZimKiPmSegIPAw2Byoh4XVI/YEJELCrIDgdGRURknb4ZMFjSQjIfaAdkf6vSzKwmLsIKrLKyknHjxnHzzTd7fYhZEYiIscDYKsf6VLl/YTXnPQdskddwZlaneTqygD788ENOP/10dtttN7p165Z2HDMzM0uRi7ACiQh69OjBvHnzuPXWW2nQwL96MzOz+szTkQVy11138eCDD3LNNdew4YYbph3HzErApEmT2G233dKOYVY0OnfuXKdmklyEFcBnn33GySefzA477MDJJ5+cdhwzKwGdO3dOO4JZUZk0aRKAi7BcSeoIXE/mW0e3RsSAKo+fDnQB5gMzgLKIeD+fmdJw0kkn8c0331BRUUHDhg3TjmNmJaBbt2516n82ZsurLo4K521hUtbGuPsA7YFOktpXaTYR6BARvwHuBa7IV5603H///YwePZo+ffrQvn3Vt29mZmb1VT5Xh9e4MW5EPBERs5O7L5C5WnWd8eWXX3L88cez1VZbcfbZZ6cdx8zMzIpIPqcjq9sYd/sltC8HHspjnoI7/fTTmTFjBmPHjqVRo0ZpxzEzM7MiUhQL8yUdCXQAfr+Yx0tuA9yHH36Y4cOHc95557H11r/YTs7MzMzquXxOR+a0Ma6kPYDewP4RMae6Jyq1DXC/+eYbunXrxmabbcYFF1yQdhwzMzMrQvkcCftxY1wyxdfhwM++cy1pa2Aw0DEiPstjloI699xzmTZtGs8++yyNGzdOO46ZmZkVobyNhEXEfGDRxrhvAKMXbYwraf+k2ZXAqsA9kiZJGrOYpysZTz31FDfddBOnnnoqO+64Y9pxzMzMrEjldU1YTRvjRsQe+Xz9Qps9ezZdunRhgw024JJLLkk7jpmZmRWxoliYX1f06dOHKVOm8Pjjj7PKKqukHcfMzMyKmHeRriUvvvgi1157Ld27d+cPf/hD2nHMzMysyLkIqwVz5syhrKyMddddlyuuqHMX/TczM7M88HRkLejfvz+TJ09m7NixNGvWLO04ZmZmVgI8EracXn75ZS677DKOPvpo9tlnn7TjmJmZWYlwEbYc5s2bx3HHHceaa67Jtddem3YcMzMzKyGejlwOV111FRMnTuS+++6jefPmaccxMzOzEuKRsGX0v//9j4suuohDDjmEgw8+OO04ZmZmVmJchC2DBQsWUFZWRpMmTbjxxhvTjmNmZmYlyNORy+DGG2/k+eefZ+TIkay11lppxzEzM7MS5JGwpTR16lTOO+889t13X4444oi045iZmVmJchG2FCKCrl27ssIKKzB48GAkpR3JzMzMSpSnI5fCrbfeyuOPP87gwYNZb7310o5jZmZmJcwjYTmaPn06Z5xxBn/84x/p2rVr2nHMzMysxLkIy0FE0L17dxYsWMDQoUM9DWlmZmbLzUVYDu644w7Gjh3LpZdeygYbbJB2HDOrRZI6SnpT0hRJ51bz+LWSJiU/b0malfXYMZLeTn6OKWxyMyt1XhNWg08//ZRTTjmFHXfckZ49e6Ydx8xqkaSGwCBgT2A6MF7SmIiYvKhNRJyW1f4kYOvkdnOgL9ABCOCl5NwvC/gWzKyEeSSsBj179uS7776jsrKShg0bph3HzGrXdsCUiJgaEXOBUcABS2jfCbgrub038GhEfJEUXo8CHfOa1szqFBdhS3Dfffdx77330rdvXzbddNO045hZ7WsFTMu6Pz059guS2gDtgMeX9lwzs+q4CFuML774ghNPPJFtttmGM888M+04Zpa+w4F7I2LB0pwkqZukCZImzJgxI0/RzKwUuQhbjNNOO42ZM2dSWVlJo0aN0o5jZvnxIdA66/56ybHqHM5PU5E5nxsRQyKiQ0R0aNmy5XLGNbO6xEVYNcaOHcuIESPo1asXW265ZdpxzCx/xgMbSWonaUUyhdaYqo0kbQqsATyfdfhhYC9Ja0haA9grOWZmlhN/O7KKr7/+mu7du9O+fXt69+6ddhwzy6OImC+pJ5niqSFQGRGvS+oHTIiIRQXZ4cCoiIisc7+QdDGZQg6gX0R8Ucj8ZlbaXIRVcc455/DRRx9x7733stJKK6Udx8zyLCLGAmOrHOtT5f6Fizm3EqjMWzgzq9M8HZnlySef5JZbbuG0005j++23TzuOmZmZ1WEuwhLfffcd5eXl/OpXv6Jfv35pxzEzM7M6ztORiQsuuICpU6fy1FNPscoqq6Qdx8zMzOo4j4QBL7zwAtdddx3HH388u+66a9pxzMzMrB6o90XYnDlzKCsro3Xr1lx++eVpxzEzM7N6ot5PR1588cW88cYb/Otf/6Jp06ZpxzEzM7N6ol6PhE2cOJEBAwZw7LHHsvfee6cdx8zMzOqReluEzZs3j7KyMlq2bMk111yTdhwzMzOrZ+rtdOQVV1zBpEmT+Pvf/84aa6yRdhwzMzOrZ+rlSNjkyZPp168fhx56KAceeGDacczMzKweqndF2IIFCygrK6Np06YMHDgw7ThmZmZWT9W76cgbbriBF198kTvuuIP/+7//SzuOmZmZ1VP1aiRsypQp9O7dmz//+c906tQp7ThmZmZWj9WbImzhwoV07dqVRo0acfPNNyMp7UhmZmZWj9Wb6cihQ4fy5JNPcuutt9KqVau045iZmVk9Vy9GwqZNm8ZZZ53FHnvsQVlZWdpxzMzMzOp+ERYRdO/enYULFzJkyBBPQ5qZmVlRyGsRJqmjpDclTZF0bjWPryTp7uTxFyW1re0MI0eO5KGHHuKyyy6jXbt2tf30ZmZmZsskb0WYpIbAIGAfoD3QSVL7Ks3KgS8j4lfAtcDltZnhk08+4dRTT2XnnXfmxBNPrM2nNjMzM1su+VyYvx0wJSKmAkgaBRwATM5qcwBwYXL7XuBGSYqIqI0AJ554IrNnz6aiooIGDer8zKuZmVmdNmnSJHbbbbe0Y7DVVltx3XXXLffz5LMIawVMy7o/Hdh+cW0iYr6kr4A1gc+zG0nqBnQDWH/99XN68fHjx/O3v/2NAQMGsMkmmyzTGzAzM7Pi0Llz57Qj1LqSuERFRAwBhgB06NAhp1Gy3/72tzz11FPstNNOec1mZmZm+detWze6deuWdoxalc85ug+B1ln310uOVdtG0grAasDM2gqw6667ssIKJVFnmpmZWT2TzyJsPLCRpHaSVgQOB8ZUaTMGOCa5fQjweG2tBzMzMzMrZnkbJkrWePUEHgYaApUR8bqkfsCEiBgDVAAjJU0BviBTqJmZmZnVeXmdq4uIscDYKsf6ZN3+AfhrPjOYmZmZFSNft8HMzMwsBS7CzMzMzFLgIszM6rWatldL2hwqabKk1yXdmXV8gaRJyU/VLx6ZmS2Rr99gZvVW1vZqe5K5oPR4SWMiYnJWm42AXsDOEfGlpP/LeorvI2KrgoY2szrDI2FmVp/9uL1aRMwFFm2vlq0rMCgivgSIiM8KnNHM6igXYWZWn1W3vVqrKm02BjaW9KykFyR1zHqssaQJyfED8x3WzOoWT0eamS3ZCsBGwG5kdv74t6QtImIW0CYiPpS0AfC4pFcj4p3sk5dl71szqx9Krgh76aWXPpf0/lKc0oIqG4KXCOcuLOcurKXN3SZPOXLZXm068GJEzAPelfQWmaJsfER8CBARUyU9CWwN/KwIy977VtIM919FzbkLq1Rzw9JlX2z/pbq+S5CkCRHRIe0cS8u5C8u5C6tYcid71r4F7E6m+BoPdI6I17PadAQ6RcQxkloAE4GtgIXA7IiYkxx/Hjgge1F/LeQrit/T0nLuwnLuwqut7CU3EmZmVlty3F7tYWAvSZOBBcBZETFT0k7AYEkLyayvHVCbBZiZ1X0uwsysXsthe7UATk9+sts8B2xRiIxmVjfVh29HDkk7wDJy7sJy7sIq1dyFVqq/J+cuLOcuvFrJXufXhJmZmZkVo/owEmZmZmZWdOpEEVbT3m+SVpJ0d/L4i5LaFj7lL+WQ+/Rkv7pXJD0mKV9f019quey3l7T7i6SQVBTfgFmefQLTlMPflfUlPSFpYvL3Zd80clbJVCnpM0mvLeZxSboheU+vSNqm0BmLhfuwwnL/VVil2H9BgfqwiCjpHzLfaHoH2ABYEXgZaF+lzQnALcntw4G7SyT3H4BVktvHF0PuXLMn7ZoC/wZeADqUQm4y13+aCKyR3P+/Esk9BDg+ud0eeK8Icu8KbAO8tpjH9wUeAgTsQOZaXKlmLuL/vu7DCpg7aef+q3C5i67/SrLkvQ+rCyNhuez9dgBwW3L7XmB3SSpgxurUmDsinoiI2cndF8hcSLIY5PI7B7gYuBz4oZDhlqBU9wnMJXcAzZLbqwEfFTBftSLi38AXS2hyADAiMl4AVpe0TmHSFRX3YYXl/quwSrL/gsL0YXWhCMtl77cf20TEfOArYM2CpFu8XHJnKydTcReDGrMnw7KtI+KfhQxWg+XdJzAtueS+EDhS0nQyl1s4qTDRlsvS/huoq9yHFZb7r8Kqq/0X1EIf5uuElQBJRwIdgN+nnSUXkhoA1wDHphxlWSxpn8Bi1gkYHhFXS9oRGCnp1xGxMO1gZqXUh7n/SkW97b/qwkhYLnu//dhGmW1KVgNmFiTd4uWSG0l7AL2B/SNiToGy1aSm7E2BXwNPSnqPzFz5mCJY3JrrPoFjImJeRLxLZkubjQqUb3FyyV0OjAaIiOeBxmT2NitmOf0bqAfchxWW+6/Cqqv9F9RGH5b2wrdaWDi3AjAVaMdPi/42r9LmRH6+qHV0ieRetBnwRmnnXdrsVdo/SXEsbM3ld94RuC253YLMUPOaJZD7IeDY5PZmZNZUqAh+521Z/KLWP/HzRa3/STtvEf/3dR9WwNxV2rv/yn/uouy/kjx57cNSf4O19Eval0zF/w7QOznWj8wnL8hU1fcAU4D/ABuknTnH3OOAT4FJyc+YtDPnmr1K26LoxHL8nYvMVMRk4FXg8LQz55i7PfBs0sFNAvYqgsx3AR8D88h8Qi8HegA9sn7Xg5L39Gqx/B0p0v++7sMKmLtKW/df+c9ddP1XkivvfZivmG9mZmaWgrqwJszMzMys5LgIMzMzM0uBizAzMzOzFLgIMzMzM0uBizAzMzOzFLgIs5zUtJt8miT1Sy4IiaTfSXpd0iRJrSTdW8O5t0pqn9w+rxB5zcyqknSspBuT2xdKOjPtTJZ/LsIsV8PJXAiw6EREn4gYl9w9ArgsIraKiA8j4pAazu0SEZOTuy7CzGypKMP/L7Vl4r84lpOoeTf5JZI0QNJkSa9Iuio5NlzSLZImSHpL0n7J8YaSrpQ0PmnfPet5zpH0qqSXJQ3Iep5DJHUBDgUulnSHpLaLRu6S57xK0mvJc56UHH9SUofkuVZORtDuSEbXTs163f6STlnW929mdUfSt7wpaQTwGnBBVn91UVa7o5NjL0samRz7s6QXJU2UNE7SWmm9D0ufN/C2vJO0JnAQsGlEhKTVsx5uC2wHbAg8IelXwNHAVxHxW0krAc9KegTYFDgA2D4iZktqnv06EXGrpF2AByPiXkltsx7ulrzWVhExv5pzz5XUMyK2SjK3Bf4GXJd8yj08yWlmBpk9GY8BmgGHkOkfRGafyV3J7O15PrBTRHye1ec8A+yQ9IVdgLOBMwqe3oqCizArhK+AH4AKSQ8CD2Y9NjoiFgJvS5pKptDaC/iNpEVTiauR6fD2AIZFxGyAiFiakbk9yOy9Nz+XcyPiPUkzJW0NrAVMjIi0N0w2s+LxfkS8kIzs7wVMTI7/f3t3rxpVFEVx/L9EQTSSQhEEm6gELMQ0WvsAFjapFExsooWFPoCK4BOYSqPYiUQQm5APVKwEkSCChSgIopWCFgqSMCyLc4KTISYpktzBrB8MM9wzZ+6uNvvcfe7cHkq+OgqM2/4Gi3LOfuCBpH2UZyl+3Niwo5ukHRlrorb7XtfX9faxWvgcBx4CJ4HJ9uGOnzJlNXmx7usasN1ne3o94/+HMWAIGAbuNnD+iOhev+q7+LsPdcD2Idt3lpl3Exi1fQQYoTwXNDapFGGxJmy32pLQlfYxST1Ar+0J4BJlhbhgUNIWSQeBA8A7YAq4IGlbnd8vaScwAwxL2lGPL2oprmAGGJG0dZm58wvnrB5RbkY4VmOKiOg0BZyreY56V/Ze4Cklv+2uxxdyTi/wpX4+u9HBRndJOzJWRdJ94ASwR9Jn4OoKq712u4DHkrZTVo2X28Y+AS8p+yrO2/4taYyyf2tWkoCvwCnbk5IGgFeS5oAJVn9H4xjQD7yRNA/cBkY7vnOrjs/aPm17TtIz4Ift1irPExGbiO1pSYeBFyVd8RM4Y/utpBvAc0ktSrtyCLgGjEv6TinU+hoJPLqC7M5uUMTGkHSPuom+6ViWUjfkzwKDtt83HU9ERPxf0o6MWEL9A9cPwJMUYBERsR5yJSwiIiKiAbkSFhEREdGAFGERERERDUgRFhEREdGAFGERERERDUgRFhEREdGAFGERERERDfgDFflfVy7OTq0AAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xU1f3G8c8DoiiCivCzIAIaG8bYiD3GxIbG2GJUsO/SVOwVUVAUxV4QFXAXBAuiJgYNRsUWe8CADaMiFrAiig2lfn9/zEXHdWEH2Jk7s/u8X699MXPn3JlnVjh+55wz9ygiMDMzM7PCapB2ADMzM7P6yEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchJmZmZmlwEWYmZmZWQpchFmdJOlYSc+kncPMCkPSEZIeyaHdLZIuKESmQpD0nqQ9ktsXSro97UyWOxdhttySTuB7Sd9K+kTScEmrVmmzk6THJX0j6StJD0hqX6VNM0nXSfogea53kvst8pz/SUld8vkaZvVZlT7i0+r6iOUVEXdExF45tOsRERfX5msvIikkfZe8zw8lXSOpYT5ea1mk1cfa4rkIs9ry54hYFdgK2BrotegBSTsCjwD/ANYF2gEvA89K2iBpsyLwGLA50BFoBuwIzAS2K9zbMLM8WdRHbAN0AM6v2kDSCgVPVfu2TN7n74HDgLKU8wC138fWkf9WqXMRZrUqIj4BHiZTjC1yBTAiIq6PiG8i4ouIOB94AbgwaXM0sD5wUERMjoiFEfFZRFwcEWOre63kU+fJkqZK+lzSlZKq/TudjMSNT0bhxkvaKTneH/gdcGPyyfDG2vg9mFn1IuJD4CHg1/Djv+MTJb0NvJ0c20/SJEmzJD0n6TeLzpfUWtLfJM2QNHPRv9nsJQjKuFbSZ5K+lvSqpEWvN1zSJVnP11XSFElfSBojad2sx0JSD0lvJ1kGSVKO73MK8CxZfeEyvq8Nk1mEmUk/d4ek1Zf6F59DH5u8319lZfrxdyVpN0nTJZ0j6RNgmKQ3JO2X1X6FJP82yf0dkvc5S9LLknZbhtx1moswq1WS1gP2AaYk91cBdgLuqab5aGDP5PYewL8i4tulfMmDyHyq3gY4gGo+dUpqDvwTuAFYE7gG+KekNSOiN/A00DMiVo2Inkv5+ma2FCS1BvYFJmYdPhDYHmgvaWugEuhO5t/rYGCMpJWSqb0HgfeBtkArYFQ1L7MXsCuwMbAacCiZEZ+qWf4IXJY8vk7yvFWfbz/gt8BvknZ75/g+NyXzAW9RX7is70tJxnWBzYDW/PThdWksax+bbW2gOdAG6AbcBXTKenxv4POI+K+kVmT63UuSc84E7pPUcjlev85xEWa15X5J3wDTgM+Avsnx5mT+nn1czTkfA4vWIqy5mDY1uTwZWfsAuI6fdwiL/Al4OyJGRsT8iLgL+B/w52V4PTNbNvdLmgU8AzwFXJr12GXJv+PvyfzPfXBEvBgRCyLiNmAOsAOZabN1gbMi4ruI+CEiqvsCzjygKbApoIh4IyKq61+OACoj4r8RMYfMMoodJbXNajMgImYlfcwT/HyUvzr/lfQd8AbwJHBTcnyZ3ldETImIRyNiTkTMIPMh8vc1ZKjOsvax2RYCfZMs3wN3AvsnH7YBOpMpzACOBMZGxNhk1O1RYAKZAtwSLsKsthwYEU2B3ch0fIuKqy/J/MNdp5pz1gE+T27PXEybmkzLuv0+mY6sqnWTx6jSttUyvJ6ZLZsDI2L1iGgTESck/xNfJPvfcRvgjGQKa1ZSuLUm8++4NfB+RMxf0gtFxOPAjcAg4DNJQyQ1q6bpz/qGZJRoJj/vGz7Juj0bWBVA0uvJEoZvJf0uq802SZvDyIzuNVme9yVpLUmjlFno/zVwOz/1r0tjWfvYbDMi4odFd5Ip1zeAPyeF2P5kCjPIvN+/Vnm/u9RChjrFRZjVqoh4ChgOXJXc/w54HvhrNc0PJbNQFGAcsLekJtW0W5LWWbfXBz6qps1HZDoEqrT9cFHspXxNM6td2f8GpwH9k4Jt0c8qyQj2NGD9XBaFR8QNEbEt0J7MtORZ1TT7Wd+Q9D9r8lPfsKTn3zxZwrBqRDxd5bGIiNFk+r4+y/m+LiXz+9kiIpqRGWHKaV1aFbn0sbOBVbLur13l8er6ykVTkgcAk5PCDDLvaWSV99skIgYsQ/Y6y0WY5cN1wJ6Stkzunwsco8wi+qaS1kgWe+4IXJS0GUnmH+19kjaV1EDSmpLOk7Sk4euzkudrDZwC3F1Nm7HAxpI6JwtHDyPTMT+YPP4psMFyvWMzqy1DgR6Stk8W2DeR9CdJTYH/kJlSG5Acbyxp56pPIOm3yfmNgO+AH8iMyFd1F3CcpK0krUSm4HkxIt6rpfcyAOgqae3leF9NgW+Br5J1VtUVk7nIpY+dBHSW1FBSR3Kb9hxFZg3e8fw0CgaZEbs/S9o7eb7GyeL+9ZYxf53kIsxqXbJuYQTJJ8BkbcPewMFkOpr3yVzGYpeIeDtpM4fMwtH/AY8CX5PpmFoALy7h5f4BvESm8/gnUFFNnplkFteeQWZI/mxgv4hYNBV6PXCIpC8l3bDMb9zMlltETAC6kplO/JLMwvZjk8cWkFnL+SvgA2A6mWm/qpqRKXq+JNPfzASurOa1xgEXAPeR6Zs2BA6vxffyKvBvMmu9lvV9XURmivMrMn3c35YxSy597ClJjllk1svdn8PzfkxmxG8nsj4ER8Q0MqNj5wEzyBSAZ+G642cU4ZkYK02SAtgoa/jbzMysZLgiNTMzM0uBizAzMzOzFHg60szMzCwFHgkzMzMzS4GLMDMzM7MUlNwu6C1atIi2bdumHcPMCuill176PCJKfs85919m9c+S+q+SK8Latm3LhAkT0o5hZgUkqeq2UyXJ/ZdZ/bOk/svTkWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpcBFmZmZmlgIXYWZmZmYpyFsRJqlS0meSXlvM45J0g6Qpkl6RtE2+spiZVWd5+ilJx0h6O/k5pnCpzayuyOdI2HCg4xIe3wfYKPnpBtycxyxmZtUZzjL0U5KaA32B7YHtgL6S1shrUjOrc/JWhEXEv4EvltDkAGBEZLwArC5pnXzlMbPiMHHiRCorK9OOASxXP7U38GhEfBERXwKPsuRibqmdeuqpnHrqqbX5lGZWZNLctqgVMC3r/vTk2MdVG0rqRuZTKOuvv35BwplZ7fnyyy+58847qaioYOLEiTRr1oxOnTqx8sorpx2tJovrpxZ3/BeWtf+aNGnSUkY1s1JTEgvzI2JIRHSIiA4tW5b8Hr5m9cLChQt57LHH6Ny5M+ussw49e/YkIhg4cCDvvvtuKRRgtcL9l5ktTpojYR8CrbPur5ccM7MSNm3aNIYPH86wYcN49913WW211SgvL6e8vJxttim5798srp/6ENityvEnC5bKzOqENEfCxgBHJ98+2gH4KiJ+MRVpZsVvzpw53HPPPXTs2JE2bdrQp08f2rVrxx133MHHH3/MoEGDSrEAg8X3Uw8De0laI1mQv1dyzMwsZ3kbCZN0F5lPii0kTSfzTaJGABFxCzAW2BeYAswGjstXFjPLj9dee42KigpGjhzJzJkzWW+99ejduzfHHXccG2ywQdrxarSs/VREfCHpYmB88lT9ImJJC/zNzH4hb0VYRHSq4fEATszX65tZfnz99deMGjWKiooK/vOf/9CoUSMOOOAAysvL2XPPPWnYsGHaEXO2PP1URFQCxfE1TzMrSWmuCTOzEhERPP3001RUVHDPPffw/fffs/nmm3PNNddw5JFH4gXnZmZLz0WYmS3Wxx9/zG233UZlZSVvv/02TZs25aijjqK8vJzf/va3SEo7oplZyXIRZmY/M2/ePP75z39SUVHBQw89xIIFC/jd735H7969OeSQQ2jSpEnaEc3M6gQXYWYGwP/+9z8qKysZMWIEn376KWuvvTZnnXUWxx13HBtvvHHa8czM6hwXYWb12Lfffsvo0aOpqKjgueeeo2HDhuy3336Ul5ezzz77sMIK7iLMzPLFPaxZPRMRvPDCC1RUVHD33Xfz7bffsvHGG3P55Zdz9NFHs/baa6cd0cysXnARZlZPfPbZZ4wYMYLKykreeOMNmjRpwqGHHkp5eTk77bSTF9mbmRWYizCzOmz+/Pk8/PDDVFRU8MADDzB//nx23HFHhg4dymGHHUbTpk3TjmhmVm+5CDOrg6ZMmcKwYcMYPnw4H330ES1btuSUU06hrKyM9u3bpx3PzMxwEWZWZ8yePZv77ruPiooKnnrqKRo0aEDHjh0ZOHAg++23HyuuuGLaEc3MLIuLMLMSFhG89NJLVFRUcOedd/L111+z4YYb0r9/f4455hhatWqVdkQzM1sMF2FmJWjmzJncfvvtVFZW8sorr9C4cWMOOeQQysvL2XXXXWnQoEHaEc3MrAYuwsxKxMKFCxk3bhwVFRXcf//9zJ07lw4dOnDTTTfRqVMnVl999bQjmpnZUnARZlbk3nvvPYYPH86wYcP44IMPaN68OT169KCsrIwtt9wy7XhmZraMXISZFaEffviB+++/n4qKCh577DEA9txzT6688koOOOAAVlpppZQTmpnZ8nIRZlZEJk2aRGVlJbfffjtffvklbdq0oW/fvhx77LG0adMm7XhmZlaLXISZpWzWrFnceeedVFRU8N///pcVV1yRgw46iPLycnbffXcvsjczq6NchJmlYOHChTz11FNUVFRw33338cMPP7Dllltyww03cMQRR9C8efO0I5qZWZ65CDMroOnTp/+4yH7q1KmsttpqHHfccZSXl7PNNtt4/0Yzs3rERZhZns2dO5cHHniAiooKHn74YRYuXMgf/vAH+vXrx8EHH8zKK6+cdkQzM0uBizCzPHn99deprKxk5MiRzJgxg1atWtGrVy+OO+44Ntxww7TjmZlZylyEmdWir7/+mrvvvpuKigpefPFFGjVqxP777095eTl77bUXDRs2TDuimZkVCRdhZsspInj22WepqKhg9OjRzJ49m/bt23P11Vdz1FFH0bJly7QjmplZEXIRZraMPvnkE2677TYqKyt56623WHXVVTniiCMoKytj++239yJ7MzNbIhdhZkth3rx5PPTQQ1RUVPDPf/6TBQsWsMsuu9CrVy/++te/0qRJk7QjmplZiXARZpaDN998k8rKSkaMGMEnn3zCWmutxRlnnEFZWRmbbLJJ2vHMzKwEuQgzW4zvvvuOe+65h4qKCp555hkaNmzIn/70J8rLy9lnn31o1KhR2hHNzKyEuQgzyxIRvPjii1RUVDBq1Ci+/fZbNt54YwYMGMDRRx/NOuusk3ZEMzOrI1yEmQEzZsxg5MiRVFRUMHnyZFZZZRUOPfRQysvL2Xnnnb3Ivg6T1BG4HmgI3BoRA6o83gaoBFoCXwBHRsT05LEFwKtJ0w8iYv+CBTezkucizOq9c845h2uvvZZ58+ax/fbbM2TIEA477DCaNWuWdjTLM0kNgUHAnsB0YLykMRExOavZVcCIiLhN0h+By4Cjkse+j4itChrazOoMF2FWrz3wwANcccUVdO7cmfPOO4/NN9887UhWWNsBUyJiKoCkUcABQHYR1h44Pbn9BHB/QROaWZ3VIO0AZmmZNWsWPXr0YIsttmDYsGEuwOqnVsC0rPvTk2PZXgYOTm4fBDSVtGZyv7GkCZJekHRgdS8gqVvSZsKMGTNqM7uZlTgXYVZvnXnmmXz66acMGzaMFVdcMe04VrzOBH4vaSLwe+BDYEHyWJuI6AB0Bq6T9ItNQSNiSER0iIgO3j3BzLJ5OtLqpUcffZSKigrOOecctt1227TjWHo+BFpn3V8vOfajiPiIZCRM0qrAXyJiVvLYh8mfUyU9CWwNvJP/2GZWF3gkzOqdb7/9lq5du7LJJpvQt2/ftONYusYDG0lqJ2lF4HBgTHYDSS0kLeore5H5piSS1pC00qI2wM78fC2ZmdkSeSTM6p3zzjuPDz74gKeffpqVV1457TiWooiYL6kn8DCZS1RURsTrkvoBEyJiDLAbcJmkAP4NnJicvhkwWNJCMh9oB1T5VqWZ2RK5CLN65ZlnnmHgwIGcfPLJ7LzzzmnHsSIQEWOBsVWO9cm6fS9wbzXnPQdskfeAZlZneTrS6o3vv/+e8vJy2rZtS//+/dOOY2Zm9ZxHwqzeuOiii3jrrbcYN24cq666atpxzMysnvNImNULEyZM4Morr6RLly7svvvuaccxMzPLbxEmqaOkNyVNkXRuNY+vL+kJSRMlvSJp33zmsfpp7ty5lJWVsfbaa3PVVVelHcfMzAzI43RkjnuynQ+MjoibJbUnszi2bb4yWf102WWX8eqrr/LAAw+w2mqrpR3HzMwMyO9I2I97skXEXGDRnmzZAli0S/JqwEd5zGP10Kuvvkr//v3p3Lkz++23X9pxzMzMfpTPhfnV7cm2fZU2FwKPSDoJaALskcc8Vs/Mnz+fsrIyVl99da6//vq045iZmf1M2gvzOwHDI2I9YF9gZNaVqX/kDXBtWVx77bVMmDCBG2+8kRYtWqQdx8zM7GfyWYTVuCcbUA6MBoiI54HGwC/+b+kNcG1pvfXWW/Tp04eDDjqIv/71r2nHMTMz+4V8FmE17skGfADsDiBpMzJFmIe6bLksXLiQ8vJyGjduzKBBg5CUdiQzM7NfyNuasBz3ZDsDGCrpNDKL9I+NiMhXJqsfbrrpJp555hmGDx/OOuusk3YcMzOzauX1ivk57Mk2GfAGflZr3nvvPc4991w6duzI0UcfnXYcMzOzxUp7Yb5ZrYkIunbtiiQGDx7saUgzMytq3jvS6oxhw4Yxbtw4brrpJtZff/2045iZmS2RR8KsTvjoo484/fTT+f3vf0/37t3TjmNmZlYjF2FW8iKC448/nrlz53LrrbfSoIH/WpuZWfHzdKSVvLvvvpsxY8Zw9dVX86tf/SrtOGZmZjnxkIGVtBkzZnDSSSex/fbbc8opp6Qdx8zMLGcuwqyknXzyyXz11VdUVFTQsGHDtOOYmZnlzNORVrL+8Y9/MGrUKC6++GI233zztOOYmZktFY+EWUn68ssvOf7449lyyy0555xz0o5jZma21DwSZiXpjDPO4LPPPuPBBx+kUaNGaccxMzNbah4Js5LzyCOPMGzYMM4++2y22WabtOOYmZktExdhVlK++eYbunbtyqabbkqfPn1qPsHMzKxIeTrSSkqvXr2YNm0azz77LI0bN047jpmZ2TLzSJiVjH//+98MGjSIU045hR133DHtOGZmZsvFRZiVhNmzZ1NeXs4GG2zAJZdcknYcMzOz5eYizEpC3759mTJlCkOHDqVJkyZpx7E6RFJHSW9KmiLp3GoebyPpMUmvSHpS0npZjx0j6e3k55jCJjezUucizIref/7zH6655hq6devGH//4x7TjWB0iqSEwCNgHaA90ktS+SrOrgBER8RugH3BZcm5zoC+wPbAd0FfSGoXKbmalz0WYFbU5c+ZQVlbGuuuuyxVXXJF2HKt7tgOmRMTUiJgLjAIOqNKmPfB4cvuJrMf3Bh6NiC8i4kvgUaBjATKbWR3hIsyK2qWXXsrrr7/O4MGDWW211dKOY3VPK2Ba1v3pybFsLwMHJ7cPAppKWjPHc83MFstFmBWtV155hUsvvZSjjjqKfffdN+04Vn+dCfxe0kTg98CHwIJcT5bUTdIESRNmzJiRr4xmVoJchFlRmj9/PmVlZTRv3pxrr7027ThWd30ItM66v15y7EcR8VFEHBwRWwO9k2Ozcjk3aTskIjpERIeWLVvWdn4zK2EuwqwoXX311bz00ksMGjSINddcM+04VneNBzaS1E7SisDhwJjsBpJaSFrUV/YCKpPbDwN7SVojWZC/V3LMzCwnLsKs6Lz55pv07duXv/zlLxxyyCFpx7E6LCLmAz3JFE9vAKMj4nVJ/STtnzTbDXhT0lvAWkD/5NwvgIvJFHLjgX7JMTOznHjbIisqCxYsoKysjFVWWYUbb7wx7ThWD0TEWGBslWN9sm7fC9y7mHMr+WlkzMxsqbgIs6IyaNAgnnvuOUaMGMHaa6+ddhwzM7O88XSkFY13332XXr16sc8++3DkkUemHcfMzCyvXIRZUYgIunbtSsOGDRk8eDCS0o5kZmaWV56OtKJQUVHBY489xi233ELr1q1rPsHMzKzEeSTMUjd9+nTOOOMM/vCHP9C1a9e045iZmRWEizBLVURw/PHHM2/ePIYOHUqDBv4raWZm9YOnIy1Vd955Jw8++CDXXnstG264YdpxzMzMCsbDDpaaTz/9lJNPPpkdd9yRk046Ke04ZmZmBeUizFJz0kkn8e2331JRUUHDhg3TjmNmZlZQno60VPz973/nnnvuoX///my22WZpxzEzMys4j4RZwX3xxReccMIJbL311px11llpxzEzM0uFR8Ks4E4//XQ+//xzHnroIRo1apR2HDMzs1R4JMwK6l//+he33XYb5557LltttVXacczMzFLjIswK5uuvv6Zbt260b9+e888/P+04ZmZmqfJ0pBXMueeey/Tp03nuuedYaaWV0o5jZmaWKo+EWUE8+eST3HzzzZx22mnssMMOaccxMzNLXV6LMEkdJb0paYqkcxfT5lBJkyW9LunOfOaxdMyePZsuXbqw4YYbcvHFF6cdx8zMrCjkbTpSUkNgELAnMB0YL2lMREzOarMR0AvYOSK+lPR/+cpj6bngggt45513eOKJJ1hllVXSjmNmZlYU8jkSth0wJSKmRsRcYBRwQJU2XYFBEfElQER8lsc8loIXXniB6667jh49erDbbrulHcfMzKxo5LMIawVMy7o/PTmWbWNgY0nPSnpBUsc85rECmzNnDmVlZbRq1YrLL7887ThmZmZFJe1vR64AbATsBqwH/FvSFhExK7uRpG5AN4D111+/0BltGV1yySW88cYbPPTQQzRr1iztOGZmZkUlnyNhHwKts+6vlxzLNh0YExHzIuJd4C0yRdnPRMSQiOgQER1atmyZt8BWeyZNmsRll13GMcccQ8eOHuA0MzOrKqciTNLfJP1J0tIUbeOBjSS1k7QicDgwpkqb+8mMgiGpBZnpyalL8RpWhObNm0dZWRktWrTgmmuuSTuOmZlZUcq1qLoJ6Ay8LWmApE1qOiEi5gM9gYeBN4DREfG6pH6S9k+aPQzMlDQZeAI4KyJmLvW7sKJy5ZVXMnHiRG6++WaaN2+edhwzM7OilNOasIgYB4yTtBrQKbk9DRgK3B4R8xZz3lhgbJVjfbJuB3B68mN1wBtvvMFFF13EX//6Vw466KC045iZmRWtnBfmS1oTOBI4CpgI3AHsAhxDMqVo9duCBQsoLy+nadOmDBw4MO04Vg9JagW0Iatvi4h/p5fIzGzxcirCJP0d2AQYCfw5Ij5OHrpb0oR8hbPSMnDgQJ5//nluv/121lprrbTjWD0j6XLgMGAysCA5HICLMDMrSrmOhA1NphZ/JGmliJgTER3ykMtKzDvvvMN5553HfvvtR+fOndOOY/XTgcAmETEn7SBmZrnIdWH+JdUce742g1jpigi6du1Ko0aNuOWWW5CUdiSrn6YCjZb2pJr2uJW0vqQnJE2U9IqkfZPjbSV9L2lS8nNLLbwHM6tHljgSJmltMle5X1nS1sCi/7s2A7wJoAEwdOhQnnjiCYYMGUKrVlU3RTArmNnAJEmPAT+OhkXEyYs7IZc9boHzyXy7+2ZJ7cl82aht8tg7EbFV7b4NM6svapqO3Bs4lsyFVrMv+PQNcF6eMlkJmTZtGmeeeSa77747Xbp0STuO1W9j+OW1CGvy4x63AJIW7XGbXYQFmQ+eAKsBHy1nTjMzoIYiLCJuA26T9JeIuK9AmaxERAQ9evRgwYIFDB061NOQlqqIuC25MPTGyaE3F3f5nCzV7XG7fZU2FwKPSDoJaALskfVYO0kTga+B8yPi6WXNb2b1T03TkUdGxO1AW0m/uJZXRPhy6PXY7bffztixY7n++utp165d2nGsnpO0G3Ab8B6ZpROtJR1TC5eo6AQMj4irJe0IjJT0a+BjYP2ImClpW+B+SZtHxNdVcnnvWzOrVk3TkU2SP1fNdxArLZ988gmnnHIKO+20Ez179kw7jhnA1cBeEfEmgKSNgbuAbZdwTi573JYDHQEi4nlJjYEWEfEZydqziHhJ0jtkRuF+dtmeiBgCDAHo0KFDLNtbM7O6qKbpyMHJzZsiYkYB8liJ6NmzJ7Nnz6aiooIGDfK5D7xZzhotKsAAIuItSTV9W/LHPW7JFF+Hk9miLdsHwO7AcEmbAY2BGZJaAl9ExAJJGwAb4b1vzWwp5HqdsGclvQfcDfwtIr7MXyQrdvfeey/33Xcfl112GZtuumnaccwWmSDpVuD25P4RVBmVqioi5ktatMdtQ6By0R63wISIGAOcAQyVdBqZRfrHRkRI2hXoJ2kesBDoERFf5OetmVldlOvekRtL2o7Mp8TeyYbbo5L1YlaPzJw5kxNPPJFtt92WM888M+04ZtmOB04EFl2S4mngpppOymGP28nAztWcdx/gLyyZ2TLLee/IiPgP8B9Jl5K5XMVt/PSJ0+qJ0047jS+++IJHHnmEFVbI+a+PWd4lV8q/hp9fTsfMrGjlundkM+AgMiNhGwJ/J3N9HatHxo4dy8iRI+nTpw9bbrll2nHMAJA0OiIOlfQqmenCn4mI36QQy8ysRrkOZbwM3A/0iwhvV1QPffXVV3Tv3p3NN9+c3r17px3HLNspyZ/7pZrCzGwp5VqEbRAR/mp1PXb22Wfz0Ucfcd9997HiiiumHcfsRxHxcXLzc+D7iFiYXJ5iU+Ch9JKZmS1ZTRdrvS4iTgXGSKpumH//vCWzorFoX8gzzzyT7bbzLLQVrX8Dv5O0BvAImctPHEbmW5JmZkWnppGwkcmfV+U7iBWn7777ji5durDRRhvRr1+/tOOYLYkiYrakcjLXNrxC0qS0Q5mZLU5NF2t9Kbm5VURcn/2YpFOAp/IVzIrD+eefz9SpU3nqqadYeeWV045jtiRKthU6gsxV7iFz7S8zs6KU66XOj6nm2LG1mMOK0PPPPxGrp5gAAB9BSURBVM/111/PCSecwK677pp2HLOanAr0Av6eXHB1A+CJlDOZmS1WTWvCOpHZwqOdpDFZDzUFfGXoOuyHH36grKyM1q1bM2DAgLTjmNUoIp4ia3Q+Iqby04VbzcyKTk1rwp4DPgZakNkcd5FvgFfyFcrSd/HFF/O///2Phx9+mKZNm6Ydx2yxFn2BSNIDVH+dMH+ByMyKUk1rwt4H3gd2LEwcKwb//e9/ufzyyznuuOPYa6+90o5jVhN/gcjMSlJN05HPRMQukr7h558wBURENMtrOiu4efPmUVZWRsuWLbn66qtrPsEsZVlfIJpAcp0wAEkNgZVSC2ZmVoOaRsJ2Sf70fFQ9cfnll/Pyyy9z//33s8Yaa6Qdx2xpPAbsAXyb3F+ZzPXCdkotkZnZEuT07UhJG0paKbm9m6STJa2e32hWaK+//joXX3wxhx12GAcccEDaccyWVuOIWFSAkdxeJcU8ZmZLlOslKu4DFkj6FTAEaA3cmbdUVnALFiygvLycZs2aMXDgwLTjmC2L7yRts+iOpG2B71PMY2a2RLnuHbkwIuZLOggYGBEDJU3MZzArrOuvv54XX3yRO++8k5YtW6Ydx2xZnArcI+kjMutW1yazbZGZWVHKtQibl1wz7Bjgz8mxRvmJZIU2ZcoUevfuzf7778/hhx+edhyzZRIR4yVtCmySHHozIualmcnMbElynY48jsxlKvpHxLuS2vHT18KthC1cuJAuXbqw0korcfPNNyMp7Uhmy0TSKsA5wCkR8RrQVtJ+KccyM1usnEbCImIyWVeejoh3gcvzFcoKZ/DgwTz11FNUVFSw7rrrph3HbHkMA17ip+safgjcAzyYWiIzsyXI9duRO0t6VNJbkqZKelfS1HyHs/z64IMPOPvss9lzzz057rjj0o5jtrw2jIgrgHkAETGbzNowM7OilOuasArgNDKfMhfkL44VSkTQvXt3IoIhQ4Z4GtLqgrmSVia5sLSkDYE56UYyM1u8XIuwryLiobwmsYIaMWIE//rXvxg4cCBt27ZNO45ZbegL/AtoLekOYGfg2FQTmZktQa5F2BOSrgT+RtYny4j4b15SWV59/PHHnHrqqeyyyy6ccMIJaccxW26SGgBrAAcDO5CZhjwlIj5PNZiZ2RLkWoRtn/zZIetYAH+s3TiWbxHBiSeeyA8//EBFRQUNGuT6BVmz4hURCyWdHRGjgX+mncfMLBe5fjvyD/kOYoVx77338ve//53LL7+cjTfeOO04ZrVpnKQzgbuB7xYdjIgv0otkZrZ4ORVhktYCLgXWjYh9JLUHdoyIiryms1r1+eefc+KJJ9KhQwdOP/30tOOY1bbDyIzQV51j3yCFLGZmNcp1Lmo48DCw6EJSb5HZIsRKyKmnnsqsWbOorKxkhRVynYk2KxntgUHAy8AkYCCweaqJzMyWINcirEWy1mIhQETMx5eqKCkPPvggd9xxB71792aLLbZIO45ZPtwGbAbcQKYAa58cMzMrSrkWYd9JWpOfrr+zA/BV3lJZrZo1axbdu3dniy22oFevXmnHMcuXX0dEl4h4IvnpCvy6ppMkdZT0pqQpks6t5vH1JT0haaKkVyTtm/VYr+S8NyXtXcvvx8zquFyLsNOBMcCGkp4FRgAn1XRSTZ1bVru/SApJHRbXxpbdWWedxSeffEJlZSUrrrhi2nHM8uW/yQdEACRtD0xY0gmSGpKZwtyHzMhZp2TNa7bzgdERsTVwOHBTcm775P7mQEfgpuT5zMxykmsRtiGZTmonMmvD3qaGRf05dm5IagqcAryYe2zL1bhx47j11ls588wz6dDBNa7VadsCz0l6T9J7wPPAbyW9KumVxZyzHTAlIqZGxFxgFHBAlTYBNEturwZ8lNw+ABgVEXOS/XSnJM9nZpaTXFdnXxAR90haA/gDcBVwMz9dP6w6P3ZuAJIWdW6Tq7S7mMxm4GctTXCr2bfffkvXrl3ZeOONufDCC9OOY5ZvHZfhnFbAtKz70/llv3Yh8Iikk4AmwB5Z575Q5dxWy5DBzOqpXEfCFi3C/xMwNCL+CdQ0r1Vd5/azDkrSNkDr5PmslvXu3Zv333+fiooKVl555bTjmOVVRLy/pJ/leOpOwPCIWA/YFxiZXKE/J5K6SZogacKMGTOWI4aZ1TW5diQfShpM5jo8YyWttBTnVivpxK4BzsihrTuxpfTss88ycOBAevbsyS677JJ2HLNi9SHQOuv+esmxbOXAaICIeB5oDLTI8VwiYkhEdIiIDi1btqzF6GZW6nItpA4lsxZs74iYBTSn5unDmjqopmS+ufRksn5jB2BMdYvz3YktnR9++IHy8nLatGnDpZdemnYcs2I2HthIUjtJK5JZaD+mSpsPgN0BJG1GpgibkbQ7XNJKktoBGwH/KVhyMyt5uW5bNJvM5t2L7n8MfFzDaT92bmSKr8OBzlnP8RWZT5MASHoSODMilvhtJqvZRRddxJtvvsmjjz7KqquumnYcs6IVEfMl9STzIbMhUBkRr0vqB0yIiDFkRuuHSjqNzCL9YyMigNcljSazznU+cGJE+PqJZpazvF02PcfOzWrZSy+9xJVXXkl5eTl77LFHzSeY1XMRMRYYW+VYn6zbk4GdF3Nuf6B/XgOaWZ2V171raurcqhzfLZ9Z6oO5c+dSVlbGWmutxVVXXZV2HDMzM1sCbyBYhwwYMIBXXnmFf/zjH6y++uppxzEzM7MlWK5vOFrxeO2117jkkkvo1KkT+++/f9pxzMzMrAYuwuqA+fPnU1ZWxuqrr84NN9yQdhwzMzPLgacj64DrrruO8ePHM2rUKFq0aFHzCWZmZpY6j4SVuLfeeosLLriAAw88kEMPPTTtOGZmZpYjF2ElbOHChXTp0oXGjRtz0003ISntSGZmZpYjT0eWsJtvvpmnn36aYcOGsc4666Qdx8zMzJaCR8JK1Hvvvcc555zD3nvvzTHHHJN2HDMzM1tKLsJKUETQrVs3JDF48GBPQ5qZmZUgT0eWoOHDh/Poo48yaNAg2rRpk3YcMzMzWwYeCSsxH330Eaeddhq77rorPXr0SDuOmZmZLSMXYSUkIjjhhBOYM2cOt956Kw0a+D+fmZlZqfJ0ZAkZPXo0//jHP7jqqqvYaKON0o5jZmZmy8FDKSVixowZ9OzZk+22245TTz017ThmZma2nFyElYhTTjmFr776isrKSho2bJh2HDMzM1tOLsJKwJgxY7jrrru44IIL2HzzzdOOY2ZmZrXARViRmzVrFj169OA3v/kN5557btpxzMzMrJZ4YX6RO+OMM/jss8944IEHaNSoUdpxzMzMrJZ4JKyIPfroo1RWVnLWWWex7bbbph3HzMzMapGLsCL17bff0rVrVzbZZBP69u2bdhwzMzOrZZ6OLFK9evXigw8+4JlnnqFx48ZpxzEzM7Na5pGwIvT0009z4403cvLJJ7PTTjulHcfMzMzywEVYkfn+++8pLy+nXbt29O/fP+04ZmZmlieejiwyffv25e2332bcuHE0adIk7ThmZmaWJx4JKyLjx4/n6quvpmvXruy+++5pxzEzM7M8chFWJObOnUtZWRnrrLMOV155ZdpxzMzMLM88HVkkLr30Ul577TUefPBBVltttbTjmJmZWZ55JKwIvPLKK/Tv358jjzySP/3pT2nHMatXJHWU9KakKZJ+sTeYpGslTUp+3pI0K+uxBVmPjSlscjMrdR4JS9n8+fMpKyujefPmXHfddWnHMatXJDUEBgF7AtOB8ZLGRMTkRW0i4rSs9icBW2c9xfcRsVWh8ppZ3eKRsJRdc801vPTSS9x4442sueaaaccxq2+2A6ZExNSImAuMAg5YQvtOwF0FSWZmdZ6LsBS9+eab9OnTh4MPPphDDjkk7Thm9VErYFrW/enJsV+Q1AZoBzyedbixpAmSXpB0YP5imlld5OnIlCxcuJDy8nJWWWUVBg0ahKS0I5nZkh0O3BsRC7KOtYmIDyVtADwu6dWIeCf7JEndgG4A66+/fuHSmlnR80hYSgYNGsSzzz7Lddddx9prr512HLP66kOgddb99ZJj1TmcKlOREfFh8udU4El+vl5sUZshEdEhIjq0bNmyNjKbWR3hIiwF7777Lr169aJjx44cddRRaccxq8/GAxtJaidpRTKF1i++5ShpU2AN4PmsY2tIWim53QLYGZhc9Vwzs8XxdGSBRQTdunWjQYMGDB482NOQZimKiPmSegIPAw2Byoh4XVI/YEJELCrIDgdGRURknb4ZMFjSQjIfaAdkf6vSzKwmLsIKrLKyknHjxnHzzTd7fYhZEYiIscDYKsf6VLl/YTXnPQdskddwZlaneTqygD788ENOP/10dtttN7p165Z2HDMzM0uRi7ACiQh69OjBvHnzuPXWW2nQwL96MzOz+szTkQVy11138eCDD3LNNdew4YYbph3HzErApEmT2G233dKOYVY0OnfuXKdmklyEFcBnn33GySefzA477MDJJ5+cdhwzKwGdO3dOO4JZUZk0aRKAi7BcSeoIXE/mW0e3RsSAKo+fDnQB5gMzgLKIeD+fmdJw0kkn8c0331BRUUHDhg3TjmNmJaBbt2516n82ZsurLo4K521hUtbGuPsA7YFOktpXaTYR6BARvwHuBa7IV5603H///YwePZo+ffrQvn3Vt29mZmb1VT5Xh9e4MW5EPBERs5O7L5C5WnWd8eWXX3L88cez1VZbcfbZZ6cdx8zMzIpIPqcjq9sYd/sltC8HHspjnoI7/fTTmTFjBmPHjqVRo0ZpxzEzM7MiUhQL8yUdCXQAfr+Yx0tuA9yHH36Y4cOHc95557H11r/YTs7MzMzquXxOR+a0Ma6kPYDewP4RMae6Jyq1DXC/+eYbunXrxmabbcYFF1yQdhwzMzMrQvkcCftxY1wyxdfhwM++cy1pa2Aw0DEiPstjloI699xzmTZtGs8++yyNGzdOO46ZmZkVobyNhEXEfGDRxrhvAKMXbYwraf+k2ZXAqsA9kiZJGrOYpysZTz31FDfddBOnnnoqO+64Y9pxzMzMrEjldU1YTRvjRsQe+Xz9Qps9ezZdunRhgw024JJLLkk7jpmZmRWxoliYX1f06dOHKVOm8Pjjj7PKKqukHcfMzMyKmHeRriUvvvgi1157Ld27d+cPf/hD2nHMzMysyLkIqwVz5syhrKyMddddlyuuqHMX/TczM7M88HRkLejfvz+TJ09m7NixNGvWLO04ZmZmVgI8EracXn75ZS677DKOPvpo9tlnn7TjmJmZWYlwEbYc5s2bx3HHHceaa67Jtddem3YcMzMzKyGejlwOV111FRMnTuS+++6jefPmaccxMzOzEuKRsGX0v//9j4suuohDDjmEgw8+OO04ZmZmVmJchC2DBQsWUFZWRpMmTbjxxhvTjmNmZmYlyNORy+DGG2/k+eefZ+TIkay11lppxzEzM7MS5JGwpTR16lTOO+889t13X4444oi045iZmVmJchG2FCKCrl27ssIKKzB48GAkpR3JzMzMSpSnI5fCrbfeyuOPP87gwYNZb7310o5jZmZmJcwjYTmaPn06Z5xxBn/84x/p2rVr2nHMzMysxLkIy0FE0L17dxYsWMDQoUM9DWlmZmbLzUVYDu644w7Gjh3LpZdeygYbbJB2HDOrRZI6SnpT0hRJ51bz+LWSJiU/b0malfXYMZLeTn6OKWxyMyt1XhNWg08//ZRTTjmFHXfckZ49e6Ydx8xqkaSGwCBgT2A6MF7SmIiYvKhNRJyW1f4kYOvkdnOgL9ABCOCl5NwvC/gWzKyEeSSsBj179uS7776jsrKShg0bph3HzGrXdsCUiJgaEXOBUcABS2jfCbgrub038GhEfJEUXo8CHfOa1szqFBdhS3Dfffdx77330rdvXzbddNO045hZ7WsFTMu6Pz059guS2gDtgMeX9lwzs+q4CFuML774ghNPPJFtttmGM888M+04Zpa+w4F7I2LB0pwkqZukCZImzJgxI0/RzKwUuQhbjNNOO42ZM2dSWVlJo0aN0o5jZvnxIdA66/56ybHqHM5PU5E5nxsRQyKiQ0R0aNmy5XLGNbO6xEVYNcaOHcuIESPo1asXW265ZdpxzCx/xgMbSWonaUUyhdaYqo0kbQqsATyfdfhhYC9Ja0haA9grOWZmlhN/O7KKr7/+mu7du9O+fXt69+6ddhwzy6OImC+pJ5niqSFQGRGvS+oHTIiIRQXZ4cCoiIisc7+QdDGZQg6gX0R8Ucj8ZlbaXIRVcc455/DRRx9x7733stJKK6Udx8zyLCLGAmOrHOtT5f6Fizm3EqjMWzgzq9M8HZnlySef5JZbbuG0005j++23TzuOmZmZ1WEuwhLfffcd5eXl/OpXv6Jfv35pxzEzM7M6ztORiQsuuICpU6fy1FNPscoqq6Qdx8zMzOo4j4QBL7zwAtdddx3HH388u+66a9pxzMzMrB6o90XYnDlzKCsro3Xr1lx++eVpxzEzM7N6ot5PR1588cW88cYb/Otf/6Jp06ZpxzEzM7N6ol6PhE2cOJEBAwZw7LHHsvfee6cdx8zMzOqReluEzZs3j7KyMlq2bMk111yTdhwzMzOrZ+rtdOQVV1zBpEmT+Pvf/84aa6yRdhwzMzOrZ+rlSNjkyZPp168fhx56KAceeGDacczMzKweqndF2IIFCygrK6Np06YMHDgw7ThmZmZWT9W76cgbbriBF198kTvuuIP/+7//SzuOmZmZ1VP1aiRsypQp9O7dmz//+c906tQp7ThmZmZWj9WbImzhwoV07dqVRo0acfPNNyMp7UhmZmZWj9Wb6cihQ4fy5JNPcuutt9KqVau045iZmVk9Vy9GwqZNm8ZZZ53FHnvsQVlZWdpxzMzMzOp+ERYRdO/enYULFzJkyBBPQ5qZmVlRyGsRJqmjpDclTZF0bjWPryTp7uTxFyW1re0MI0eO5KGHHuKyyy6jXbt2tf30ZmZmZsskb0WYpIbAIGAfoD3QSVL7Ks3KgS8j4lfAtcDltZnhk08+4dRTT2XnnXfmxBNPrM2nNjMzM1su+VyYvx0wJSKmAkgaBRwATM5qcwBwYXL7XuBGSYqIqI0AJ554IrNnz6aiooIGDer8zKuZmVmdNmnSJHbbbbe0Y7DVVltx3XXXLffz5LMIawVMy7o/Hdh+cW0iYr6kr4A1gc+zG0nqBnQDWH/99XN68fHjx/O3v/2NAQMGsMkmmyzTGzAzM7Pi0Llz57Qj1LqSuERFRAwBhgB06NAhp1Gy3/72tzz11FPstNNOec1mZmZm+detWze6deuWdoxalc85ug+B1ln310uOVdtG0grAasDM2gqw6667ssIKJVFnmpmZWT2TzyJsPLCRpHaSVgQOB8ZUaTMGOCa5fQjweG2tBzMzMzMrZnkbJkrWePUEHgYaApUR8bqkfsCEiBgDVAAjJU0BviBTqJmZmZnVeXmdq4uIscDYKsf6ZN3+AfhrPjOYmZmZFSNft8HMzMwsBS7CzMzMzFLgIszM6rWatldL2hwqabKk1yXdmXV8gaRJyU/VLx6ZmS2Rr99gZvVW1vZqe5K5oPR4SWMiYnJWm42AXsDOEfGlpP/LeorvI2KrgoY2szrDI2FmVp/9uL1aRMwFFm2vlq0rMCgivgSIiM8KnNHM6igXYWZWn1W3vVqrKm02BjaW9KykFyR1zHqssaQJyfED8x3WzOoWT0eamS3ZCsBGwG5kdv74t6QtImIW0CYiPpS0AfC4pFcj4p3sk5dl71szqx9Krgh76aWXPpf0/lKc0oIqG4KXCOcuLOcurKXN3SZPOXLZXm068GJEzAPelfQWmaJsfER8CBARUyU9CWwN/KwIy977VtIM919FzbkLq1Rzw9JlX2z/pbq+S5CkCRHRIe0cS8u5C8u5C6tYcid71r4F7E6m+BoPdI6I17PadAQ6RcQxkloAE4GtgIXA7IiYkxx/Hjgge1F/LeQrit/T0nLuwnLuwqut7CU3EmZmVlty3F7tYWAvSZOBBcBZETFT0k7AYEkLyayvHVCbBZiZ1X0uwsysXsthe7UATk9+sts8B2xRiIxmVjfVh29HDkk7wDJy7sJy7sIq1dyFVqq/J+cuLOcuvFrJXufXhJmZmZkVo/owEmZmZmZWdOpEEVbT3m+SVpJ0d/L4i5LaFj7lL+WQ+/Rkv7pXJD0mKV9f019quey3l7T7i6SQVBTfgFmefQLTlMPflfUlPSFpYvL3Zd80clbJVCnpM0mvLeZxSboheU+vSNqm0BmLhfuwwnL/VVil2H9BgfqwiCjpHzLfaHoH2ABYEXgZaF+lzQnALcntw4G7SyT3H4BVktvHF0PuXLMn7ZoC/wZeADqUQm4y13+aCKyR3P+/Esk9BDg+ud0eeK8Icu8KbAO8tpjH9wUeAgTsQOZaXKlmLuL/vu7DCpg7aef+q3C5i67/SrLkvQ+rCyNhuez9dgBwW3L7XmB3SSpgxurUmDsinoiI2cndF8hcSLIY5PI7B7gYuBz4oZDhlqBU9wnMJXcAzZLbqwEfFTBftSLi38AXS2hyADAiMl4AVpe0TmHSFRX3YYXl/quwSrL/gsL0YXWhCMtl77cf20TEfOArYM2CpFu8XHJnKydTcReDGrMnw7KtI+KfhQxWg+XdJzAtueS+EDhS0nQyl1s4qTDRlsvS/huoq9yHFZb7r8Kqq/0X1EIf5uuElQBJRwIdgN+nnSUXkhoA1wDHphxlWSxpn8Bi1gkYHhFXS9oRGCnp1xGxMO1gZqXUh7n/SkW97b/qwkhYLnu//dhGmW1KVgNmFiTd4uWSG0l7AL2B/SNiToGy1aSm7E2BXwNPSnqPzFz5mCJY3JrrPoFjImJeRLxLZkubjQqUb3FyyV0OjAaIiOeBxmT2NitmOf0bqAfchxWW+6/Cqqv9F9RGH5b2wrdaWDi3AjAVaMdPi/42r9LmRH6+qHV0ieRetBnwRmnnXdrsVdo/SXEsbM3ld94RuC253YLMUPOaJZD7IeDY5PZmZNZUqAh+521Z/KLWP/HzRa3/STtvEf/3dR9WwNxV2rv/yn/uouy/kjx57cNSf4O19Eval0zF/w7QOznWj8wnL8hU1fcAU4D/ABuknTnH3OOAT4FJyc+YtDPnmr1K26LoxHL8nYvMVMRk4FXg8LQz55i7PfBs0sFNAvYqgsx3AR8D88h8Qi8HegA9sn7Xg5L39Gqx/B0p0v++7sMKmLtKW/df+c9ddP1XkivvfZivmG9mZmaWgrqwJszMzMys5LgIMzMzM0uBizAzMzOzFLgIMzMzM0uBizAzMzOzFLgIs5zUtJt8miT1Sy4IiaTfSXpd0iRJrSTdW8O5t0pqn9w+rxB5zcyqknSspBuT2xdKOjPtTJZ/LsIsV8PJXAiw6EREn4gYl9w9ArgsIraKiA8j4pAazu0SEZOTuy7CzGypKMP/L7Vl4r84lpOoeTf5JZI0QNJkSa9Iuio5NlzSLZImSHpL0n7J8YaSrpQ0PmnfPet5zpH0qqSXJQ3Iep5DJHUBDgUulnSHpLaLRu6S57xK0mvJc56UHH9SUofkuVZORtDuSEbXTs163f6STlnW929mdUfSt7wpaQTwGnBBVn91UVa7o5NjL0samRz7s6QXJU2UNE7SWmm9D0ufN/C2vJO0JnAQsGlEhKTVsx5uC2wHbAg8IelXwNHAVxHxW0krAc9KegTYFDgA2D4iZktqnv06EXGrpF2AByPiXkltsx7ulrzWVhExv5pzz5XUMyK2SjK3Bf4GXJd8yj08yWlmBpk9GY8BmgGHkOkfRGafyV3J7O15PrBTRHye1ec8A+yQ9IVdgLOBMwqe3oqCizArhK+AH4AKSQ8CD2Y9NjoiFgJvS5pKptDaC/iNpEVTiauR6fD2AIZFxGyAiFiakbk9yOy9Nz+XcyPiPUkzJW0NrAVMjIi0N0w2s+LxfkS8kIzs7wVMTI7/f3t3rxpVFEVx/L9EQTSSQhEEm6gELMQ0WvsAFjapFExsooWFPoCK4BOYSqPYiUQQm5APVKwEkSCChSgIopWCFgqSMCyLc4KTISYpktzBrB8MM9wzZ+6uNvvcfe7cHkq+OgqM2/4Gi3LOfuCBpH2UZyl+3Niwo5ukHRlrorb7XtfX9faxWvgcBx4CJ4HJ9uGOnzJlNXmx7usasN1ne3o94/+HMWAIGAbuNnD+iOhev+q7+LsPdcD2Idt3lpl3Exi1fQQYoTwXNDapFGGxJmy32pLQlfYxST1Ar+0J4BJlhbhgUNIWSQeBA8A7YAq4IGlbnd8vaScwAwxL2lGPL2oprmAGGJG0dZm58wvnrB5RbkY4VmOKiOg0BZyreY56V/Ze4Cklv+2uxxdyTi/wpX4+u9HBRndJOzJWRdJ94ASwR9Jn4OoKq712u4DHkrZTVo2X28Y+AS8p+yrO2/4taYyyf2tWkoCvwCnbk5IGgFeS5oAJVn9H4xjQD7yRNA/cBkY7vnOrjs/aPm17TtIz4Ift1irPExGbiO1pSYeBFyVd8RM4Y/utpBvAc0ktSrtyCLgGjEv6TinU+hoJPLqC7M5uUMTGkHSPuom+6ViWUjfkzwKDtt83HU9ERPxf0o6MWEL9A9cPwJMUYBERsR5yJSwiIiKiAbkSFhEREdGAFGERERERDUgRFhEREdGAFGERERERDUgRFhEREdGAFGERERERDfgDFflfVy7OTq0AAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["def mean_and_sd(l):\n"," return np.mean(l), np.sqrt(np.var(l))\n","\n","val_F1_mean, val_F1_sd = mean_and_sd(val_F1)\n","val_acc_mean, val_acc_sd = mean_and_sd(val_acc)\n","val_pr_auc_mean, val_pr_auc_sd = mean_and_sd(val_pr_auc)\n","val_roc_auc_mean, val_roc_auc_sd = mean_and_sd(val_roc_auc)\n","\n","test_F1_mean, test_F1_sd = mean_and_sd(test_F1)\n","test_acc_mean, test_acc_sd = mean_and_sd(test_acc)\n","test_pr_auc_mean, test_pr_auc_sd = mean_and_sd(test_pr_auc)\n","test_roc_auc_mean, test_roc_auc_sd = mean_and_sd(test_roc_auc)\n","\n","\n","print(\"LR\")\n","print(f\"validation F1: {round(val_F1_mean, 3)} +/- {round(val_F1_sd, 3)}\")\n","print(f\"test F1: {round(test_F1_mean, 3)} +/- {round(test_F1_sd, 3)}\")\n","\n","print(f\"validation accuracy: {round(val_acc_mean, 3)} +/- {round(val_acc_sd, 3)}\")\n","print(f\"test accuracy: {round(test_acc_mean, 3)} +/- {round(test_acc_sd, 3)}\")\n","\n","print(f\"validation PR-AUC: {round(val_pr_auc_mean, 3)} +/- {round(val_pr_auc_sd, 3)}\")\n","print(f\"test PR-AUC: {round(test_pr_auc_mean, 3)} +/- {round(test_pr_auc_sd, 3)}\")\n","\n","print(f\"validation ROC-AUC: {round(val_roc_auc_mean, 3)} +/- {round(val_roc_auc_sd, 3)}\")\n","print(f\"test ROC-AUC: {round(test_roc_auc_mean, 3)} +/- {round(test_roc_auc_sd, 3)}\")"],"metadata":{"id":"AFGov3dC-9vs","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1651516370506,"user_tz":240,"elapsed":278,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}},"outputId":"7baef4c7-7d03-4174-914a-073e6cd3ab5b"},"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":["LR\n","validation F1: 0.794 +/- 0.0\n","test F1: 0.816 +/- 0.0\n","validation accuracy: 0.703 +/- 0.0\n","test accuracy: 0.713 +/- 0.0\n","validation PR-AUC: 0.846 +/- 0.0\n","test PR-AUC: 0.874 +/- 0.0\n","validation ROC-AUC: 0.628 +/- 0.0\n","test ROC-AUC: 0.578 +/- 0.0\n"]}]},{"cell_type":"markdown","source":["RF"],"metadata":{"id":"KQdqM7YR-2xp"}},{"cell_type":"code","source":["val_F1 = np.zeros(n_runs, dtype=float)\n","val_acc = np.zeros(n_runs, dtype=float)\n","val_pr_auc = np.zeros(n_runs, dtype=float)\n","val_roc_auc = np.zeros(n_runs, dtype=float)\n","\n","test_F1 = np.zeros(n_runs, dtype=float)\n","test_acc = np.zeros(n_runs, dtype=float)\n","test_pr_auc = np.zeros(n_runs, dtype=float)\n","test_roc_auc = np.zeros(n_runs, dtype=float)\n","\n","for i in range(n_runs):\n"," model = RandomForestClassifier()\n"," model.fit(train_data, train_labels)\n","\n"," val_metrics = model_performance(\n"," model,\n"," val_data,\n"," val_labels,\n"," save_path=None\n"," )\n","\n"," test_metrics = model_performance(\n"," model,\n"," test_data,\n"," test_labels,\n"," save_path=None\n"," )\n","\n"," val_F1[i] = val_metrics[\"F1\"]\n"," val_acc[i] = val_metrics[\"accuracy\"]\n"," val_pr_auc[i] = val_metrics[\"pr_auc\"]\n"," val_roc_auc[i] = val_metrics[\"roc_auc\"]\n","\n"," test_F1[i] = test_metrics[\"F1\"]\n"," test_acc[i] = test_metrics[\"accuracy\"]\n"," test_pr_auc[i] = test_metrics[\"pr_auc\"]\n"," test_roc_auc[i] = test_metrics[\"roc_auc\"]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"_T2UtWbxmmyB","executionInfo":{"status":"ok","timestamp":1651516423988,"user_tz":240,"elapsed":37924,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}},"outputId":"e87f5402-aabe-4250-891d-17cc285e4911"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n","/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:13: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n"," del sys.path[0]\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dedyM9f7H8dfHXlEpnTZCpUJHkqPNOdTpxPFz0l5ut25bltCijRAp4qBEWpDIkrSrVCRS2qi0SCFHRU6RKJQsn98fczlNd/cyN/fMNcv7+XjcDzPXMvOeOz595vv9zjXm7oiIiIhIYpUIO4CIiIhIJlITJiIiIhICNWEiIiIiIVATJiIiIhICNWEiIiIiIVATJiIiIhICNWGSlsysjZm9EXYOEUkMM2tlZrNiOO4BM+ubiEyJYGarzOyc4HZ/M5scdiaJnZow2WtBEfjZzDab2X/NbIKZlc91zBlm9qqZ/WRmm8zsOTOrleuY/c1shJl9FTzWF8H9SnHOP8/MOsTzOUQyWa4a8W1eNWJvufsUdz83huM6u/vtxfncu5mZm9mW4HWuMbO7zKxkPJ5rT4RVYyV/asKkuPzL3csDdYGTgV67d5jZ6cAs4FngCKA68CGwwMyODo4pA8wBagNNgf2B04HvgQaJexkiEie7a0Q9oD7QJ/cBZlYq4amK30nB62wEXAa0CzkPUPw1Nk3+W4VOTZgUK3f/L/AykWZst38Dj7j7Pe7+k7tvcPc+wNtA/+CYK4CjgAvc/VN33+Xu37n77e4+M6/nCt51Xm1mK81svZkNNbM8/04HI3ELg1G4hWZ2RrB9IPBX4N7gneG9xfF7EJG8ufsa4EXgRPjfv+OuZrYcWB5sa25mi81so5m9aWZ1dp9vZlXM7CkzW2dm3+/+Nxu9BMEi7jaz78zsRzP72Mx2P98EM7sj6vGuNLMVZrbBzGaY2RFR+9zMOpvZ8iDLaDOzGF/nCmABUbVwD1/XMcEswvdBnZtiZgcW+RcfQ40NXu+xUZn+97sys8ZmttrMbjaz/wIPm9lSM2sedXypIH+94P5pwevcaGYfmlnjPcid1tSESbEys8rAP4EVwf19gTOAx/M4fDrwj+D2OcBL7r65iE95AZF31fWAFuTxrtPMDgJeAEYCBwN3AS+Y2cHu3ht4Hejm7uXdvVsRn19EisDMqgDNgA+iNp8PnArUMrOTgfFAJyL/Xh8EZphZ2WBq73ngS6AacCQwLY+nORf4G3AccABwKZERn9xZzgbuDPYfHjxu7sdrDvwFqBMc1yTG13kCkTd4u2vhnr4uCzIeAdQEqvDbm9ei2NMaG+0w4CCgKtAReBRoGbW/CbDe3d83syOJ1N07gnNuAJ40s0P24vnTjpowKS7PmNlPwNfAd0C/YPtBRP6erc3jnLXA7rUIB+dzTGGGBCNrXwEj+H1B2O3/gOXuPsndd7j7o8BnwL/24PlEZM88Y2YbgTeA14BBUfvuDP4d/0zkf+4Puvs77r7T3ScC24DTiEybHQHc6O5b3P0Xd8/rAzjbgQrACYC5+1J3z6u+tALGu/v77r6NyDKK082sWtQxg919Y1Bj5vL7Uf68vG9mW4ClwDzgvmD7Hr0ud1/h7rPdfZu7ryPyJrJRIRnysqc1NtouoF+Q5WdgKnBe8GYbIItIYwaQDcx095nBqNtsYBGRBlwCasKkuJzv7hWAxkQK3+7m6gci/3APz+Ocw4H1we3v8zmmMF9H3f6SSCHL7YhgH7mOPXIPnk9E9sz57n6gu1d196uC/4nvFv3vuCpwfTCFtTFo3KoQ+XdcBfjS3XcU9ETu/ipwLzAa+M7MxpjZ/nkc+rvaEIwSfc/va8N/o25vBcoDmNmSYAnDZjP7a9Qx9YJjLiMyurff3rwuMzvUzKZZZKH/j8BkfquvRbGnNTbaOnf/ZfedYMp1KfCvoBE7j0hjBpHXe0mu19uwGDKkFTVhUqzc/TVgAjAsuL8FeAu4JI/DLyWyUBTgFaCJme2Xx3EFqRJ1+yjgmzyO+YZIQSDXsWt2xy7ic4pI8Yr+N/g1MDBo2Hb/7BuMYH8NHBXLonB3H+nupwC1iExL3pjHYb+rDUH9OZjfakNBj187WMJQ3t1fz7XP3X06kdp3616+rkFEfj9/dvf9iYwwxbQuLZdYauxWYN+o+4fl2p9Xrdw9JdkC+DRozCDymibler37ufvgPciettSESTyMAP5hZicF93sCORZZRF/BzCoGiz1PB24LjplE5B/tk2Z2gpmVMLODzewWMyto+PrG4PGqANcAj+VxzEzgODPLChaOXkakMD8f7P8WOHqvXrGIFJexQGczOzVYYL+fmf2fmVUA3iUypTY42F7OzM7M/QBm9pfg/NLAFuAXIiPyuT0KtDWzumZWlkjD8467ryqm1zIYuNLMDtuL11UB2AxsCtZZ5dVMxiKWGrsYyDKzkmbWlNimPacRWYPXhd9GwSAyYvcvM2sSPF65YHF/5T3Mn5bUhEmxC9YtPELwDjBY29AEuJBIofmSyGUsGrr78uCYbUQWjn4GzAZ+JFKYKgHvFPB0zwLvESkeLwAP5ZHneyKLa68nMiR/E9Dc3XdPhd4DXGxmP5jZyD1+4SKy19x9EXAlkenEH4gsbG8T7NtJZC3nscBXwGoi03657U+k6fmBSL35Hhiax3O9AvQFniRSm44BLi/G1/IxMJ/IWq89fV23EZni3ESkxj21h1liqbHXBDk2Elkv90wMj7uWyIjfGUS9CXb3r4mMjt0CrCPSAN6I+o7fMXfNxEhqMjMHakQNf4uIiKQMdaQiIiIiIVATJiIiIhICTUeKiIiIhEAjYSIiIiIhUBMmIiIiEoKU+xb0SpUqebVq1cKOISIJ9N57761395T/zjnVL5HMU1D9SrkmrFq1aixatCjsGCKSQGaW+2unUpLql0jmKah+aTpSREREJARqwkRERERCoCZMREREJARqwkRERERCoCZMREREJARqwkRERERCoCZMREREJARxa8LMbLyZfWdmn+Sz38xspJmtMLOPzKxevLKIiORlb+qUmeWY2fLgJydxqUUkXcRzJGwC0LSA/f8EagQ/HYH745hFRCQvE9iDOmVmBwH9gFOBBkA/M6sY16Qiknbi1oS5+3xgQwGHtAAe8Yi3gQPN7PB45RGR5PDZZ58xYcKEsGMAe1WnmgCz3X2Du/8AzKbgZq7Irr32Wq699trifEgRSTJhrgk7Evg66v7qYNsfmFlHM1tkZovWrVuXkHAiUryWLVtGdnY2tWvXpkePHmzevDnsSLHIr07FvX4tXryYxYsXFz2xiKSMlFiY7+5j3L2+u9c/5JCU/w5fkYyyYsUKcnJyqFmzJk8//TTXX389n3/+OeXLlw87WkKofolIfsL8Au81QJWo+5WDbSKSBlauXMkdd9zBI488QunSpbn22mu56aabOPTQQ8OOVhT51ak1QONc2+clLJWIpIUwR8JmAFcEnz46Ddjk7mtDzCMixWDVqlV06NCB448/nqlTp9KtWzdWrlzJ8OHDU60Bg/zr1MvAuWZWMViQf26wTUQkZnEbCTOzR4m8U6xkZquJfJKoNIC7PwDMBJoBK4CtQNt4ZRGR+Pvqq68YOHAg48ePp0SJEnTp0oWePXtyxBFHhB0tX3tap9x9g5ndDiwMHmqAuxe0wF9E5A/i1oS5e8tC9jvQNV7PLyKJsXr1agYNGsS4ceMA6NixI7169aJy5cohJyvc3tQpdx8PjI9HLhHJDGGuCRORFLZmzRruvPNOxo4di7vTrl07brnlFo466qiwo4mIpAQ1YSJSJGvXrmXw4ME8+OCD7Ny5k7Zt29K7d2+qVq0adjQRkZSiJkxEYvLtt98yZMgQ7r//frZv305OTg59+vShevXqYUcTEUlJasJEpEDfffcd//73v7nvvvvYtm0brVu3pk+fPhx77LFhRxMRSWlqwkQkT+vXr2fo0KHce++9/PLLL7Rq1Yq+fftSo0aNsKOJiKQFNWEi8jvff/89w4cPZ9SoUWzZsoWWLVty6623cvzxx4cdTUQkragJExEANmzYwF133cXIkSPZvHkzl156Kbfeeiu1atUKO5qISFpSEyaS4TZu3Mjdd9/NiBEj+PHHH7n44ovp168fJ554YtjRRETSmpowkQy1adMm7rnnHu666y42bdrEhRdeSL9+/ahTp07Y0UREMoKaMJEM89NPPzFy5EiGDx/ODz/8QIsWLejfvz9169YNO5qISEZREyaSITZv3syoUaMYNmwYGzZsoHnz5vTv359TTjkl7GgiIhlJTZhImtuyZQujR49m6NChrF+/nmbNmtG/f3/+8pe/hB1NRCSjqQkTSVNbt27l/vvvZ8iQIaxbt44mTZpw2223ceqpp4YdTUREgBJhBxCR4vXzzz8zYsQIjj76aG644QZOOukkFixYwEsvvaQGTEQkiWgkTCRN/PLLL4wZM4bBgwezdu1azj77bJ544gkaNmwYdjQREcmDmjCRFLdt2zbGjRvHoEGD+Oabb/jb3/7Go48+SqNGjcKOJiIiBVATJpKifv31V8aPH8/AgQNZvXo1DRs2ZNKkSZx11lmYWdjxRESkEFoTJpJifv31V8aMGUONGjXo0qULRx11FLNnz2b+/PmcffbZasBERFKEmjCRFLF9+3Yeeughjj/+eDp16sThhx/OSy+9xBtvvME555yj5ktEJMWoCRNJcjt27GDChAmccMIJdOjQgUqVKvHCCy/w1ltv0aRJEzVfIiIpSk2YSJLasWMHjzzyCDVr1qRt27YceOCBPPfcc7z77rs0a9ZMzZeISIpTEyaSZHbu3MmUKVOoXbs2OTk57LfffjzzzDMsWrSI5s2bq/kSEUkTasJEksTOnTuZNm0aJ554ItnZ2ZQtW5Ynn3yS999/nxYtWqj5EhFJM2rCREK2a9cupk+fTp06dWjZsiUlS5bk8ccfZ/HixVx44YWUKKF/piIi6UjVXSQku3bt4sknn+Skk07isssuw92ZNm0aH330ERdffLGaLxGRNKcqL5Jg7s4zzzxDvXr1uPjii9m+fTtTp07l448/5rLLLlPzJSKSIVTtRRLE3ZkxYwannHIKF1xwAVu2bGHSpEksWbLkf9OQIiKSOdSEicSZu/PCCy/QoEEDWrRowY8//siECRNYunQp2dnZar5ERDKUmjCROHF3XnrpJU477TSaN2/O+vXrGT9+PEuXLiUnJ4dSpfTVrSIimUxNmEgxc3dmzZrFGWecwT//+U/++9//MnbsWJYtW0bbtm0pXbp02BFFRCQJqAkTKSbuzpw5c/jrX/9KkyZNWLNmDQ888ADLly+nQ4cOar5EROR31ISJFIN58+bRuHFjzjnnHFatWsV9993H8uXL6dSpE2XKlAk7noiIJCE1YSJ7Yf78+Zx11lmcddZZLF++nFGjRrFixQq6dOlC2bJlw44nIiJJTE2YyB5YsGAB55xzDo0aNeKzzz5jxIgRfPHFF3Tr1o1y5cqFHU9ERFKAmjCRInj77bdp0qQJDRs25OOPP2b48OF88cUXXHPNNeyzzz5hxxMRkRSiz8iLxGDhwoX069ePF198kUqVKvHvf/+bq666iv322y/saCIikqLUhIkU4L333qNfv3688MILHHzwwQwePJiuXbtSvnz5sKOJiEiKUxMmko/BgwfTq1cvKlasyMCBA+nevTsVKlQIO5aIiKQJNWEieXjzzTfp3bs3F110EePHj2f//fcPO5KIiKQZLcwXyeXHH38kOzubqlWrqgETEZG4iWsTZmZNzexzM1thZj3z2H+Umc01sw/M7CMzaxbPPCKx6N69O19++SWTJ09WA5YBYqhTVc1sTlCj5plZ5ah9O81scfAzI7HJRSTVxa0JM7OSwGjgn0AtoKWZ1cp1WB9gurufDFwO3BevPCKxmDZtGo888gh9+vThjDPOCDuOxFmMdWoY8Ii71wEGAHdG7fvZ3esGP+clJLSIpI14joQ1AFa4+0p3/xWYBrTIdYwDu4caDgC+iWMekQJ99dVXdO7cmdNOO42+ffuGHUcSI5Y6VQt4Nbg9N4/9IiJ7JJ5N2JHA11H3VwfbovUHss1sNTAT6B7HPCL52rlzJ61bt2bnzp1MnjyZUqX0mZUMEUud+hC4MLh9AVDBzA4O7pczs0Vm9raZnR/fqCKSbsJemN8SmODulYFmwCQz+0MmM+sYFLpF69atS3hISX9Dhw5l/vz53HvvvRxzzDFhx5HkcgPQyMw+ABoBa4Cdwb6q7l4fyAJGmNkf/vKofolIfuLZhK0BqkTdrxxsi9YemA7g7m8B5YBKuR/I3ce4e313r3/IIYfEKa5kqkWLFtG3b18uvfRSrrjiirDjSGIVWqfc/Rt3vzBYu9o72LYx+HNN8OdKYB5wcu4nUP0SkfzEswlbCNQws+pmVobIwvvcnx76Cvg7gJnVJNKE6a2iJMyWLVvIysrisMMO44EHHsDMwo4kiVVonTKzSlEj9L2A8cH2imZWdvcxwJnApwlLLiIpL24LX9x9h5l1A14GSgLj3X2JmQ0AFrn7DOB6YKyZXUdkkX4bd/d4ZRLJ7brrrmPFihXMmTOHihUrhh1HEizGOtUYuNPMHJgPdA1Orwk8aGa7iLyhHezuasJEJGZxXX3s7jOJLLiP3nZr1O1Pibx7FEm4Z555hrFjx3LzzTdz1llnhR1HQhJDnXoCeCKP894E/hz3gCKStsJemC8Sim+++YYOHTpQr149BgwYEHYcERHJQGrCJOPs2rWLNm3asHXrVqZOnUqZMmXCjiQiIhlIF0OSjHPPPfcwe/ZsHnjgAY4//viw44iISIbSSJhklA8//JCePXty3nnn0bFjx7DjiIhIBlMTJhnj559/plWrVhx00EGMGzdOl6MQEZFQaTpSMsbNN9/MkiVLeOmll9BFM0VEJGwaCZOMMHPmTEaNGsU111xDkyZNwo4jIiKiJkzS33fffUfbtm058cQTGTx4cNhxREREAE1HSppzd9q1a8emTZt45ZVXKFeuXNiRREREADVhkuYeeOABXnjhBe655x7+/Gdd3FxERJKHpiMlbS1dupQePXrQtGlTunfvHnYcERGR31ETJmlp27ZtZGVlUb58eR5++GFdjkJERJKOpiMlLfXp04fFixfz7LPPcthhh4UdR0RE5A80EiZpZ86cOQwbNozOnTtz3nnnhR1HREQkT2rCJK18//335OTkcPzxxzN8+PCw44iIiORL05GSNtydTp068d133zFjxgz23XffsCOJiIjkS02YpI2HH36YJ598kiFDhlCvXr2w44iIiBRI05GSFpYvX87VV1/NWWedxQ033BB2HBERkUKpCZOUt337drKzsylTpgwTJ06kRAn9tRYRkeSn6UhJeQMGDODdd99l+vTpVKlSJew4IiIiMdGQgaS0119/nUGDBtGmTRsuueSSsOOIiIjETE2YpKyNGzeSnZ1NtWrVGDlyZNhxREREikTTkZKyunbtypo1a3jjjTeoUKFC2HFERESKRE2YpKQpU6YwdepUBgwYwGmnnRZ2HBERkSLTdKSknFWrVnHVVVdx5pln0qtXr7DjiIiI7BE1YZJSduzYQXZ2Nu7OpEmTKFVKg7kiIpKa9H8wSSmDBw9mwYIFTJo0ierVq4cdR0REZI9pJExSxrvvvkv//v1p2bIlrVq1CjuOiIjIXlETJilh8+bNZGVlceSRR3LfffdhZmFHEhER2SuajpSUcM0117By5UrmzZvHgQceGHYcERGRvaaRMEl6TzzxBOPHj6dXr1787W9/CzuOiIhIsVATJklt9erVdOzYkfr169O/f/+w44iIiBQbNWGStHbt2kVOTg7btm1j6tSplC5dOuxIIiIixUZrwiRp3XXXXbz66quMGzeOGjVqhB1HRESkWGkkTJLSBx98wC233MIFF1xAu3btwo4jIiJS7NSESdLZunUrWVlZHHLIIYwdO1aXoxARkbSk6UhJOjfeeCOfffYZs2fP5uCDDw47joiISFxoJEySyvPPP899993H9ddfzznnnBN2HBERkbhREyZJ47///S/t2rXjpJNOYuDAgWHHERERiSs1YZIU3J22bdvy008/MWXKFMqWLRt2JBERkbiKaxNmZk3N7HMzW2FmPfM55lIz+9TMlpjZ1HjmkeR177338tJLLzFs2DBq164ddhzJIIXVKTOramZzzOwjM5tnZpWj9uWY2fLgJyexyUUk1cVtYb6ZlQRGA/8AVgMLzWyGu38adUwNoBdwprv/YGZ/ilceSV5LlizhxhtvpFmzZlx11VVhx5EMEkudAoYBj7j7RDM7G7gTaG1mBwH9gPqAA+8F5/6Q2FchIqkqniNhDYAV7r7S3X8FpgEtch1zJTB6d9Fy9+/imEeS0C+//EJWVhYHHHAA48eP1+UoJNFiqVO1gFeD23Oj9jcBZrv7hqCGzQaaJiCziKSJeDZhRwJfR91fHWyLdhxwnJktMLO3zUwFLMPccsstfPTRRzz88MMceuihYceRzBNLnfoQuDC4fQFQwcwOjvFcEZF8hb0wvxRQA2gMtATGmtmBuQ8ys45mtsjMFq1bty7BESVeZs2axd13303Xrl1p1qxZ2HFE8nMD0MjMPgAaAWuAnbGerPolIvmJZxO2BqgSdb9ysC3aamCGu2939/8Ay4g0Zb/j7mPcvb671z/kkEPiFlgSZ/369eTk5FCzZk2GDh0adhzJXIXWKXf/xt0vdPeTgd7Bto2xnBscq/olInmKqQkzs6fM7P/MrChN20KghplVN7MywOXAjFzHPENkFAwzq0RkenJlEZ5DUpC706FDBzZs2MDUqVPZZ599wo4kmavQOmVmlaJqXy9gfHD7ZeBcM6toZhWBc4NtIiIxibWpug/IApab2WAzO76wE9x9B9CNSFFaCkx39yVmNsDMzgsOexn43sw+JbLg9UZ3/77Ir0JSyrhx43j22We58847qVu3bthxJIPFWKcaA5+b2TLgUGBgcO4G4HYijdxCYECwTUQkJubusR9sdgCRtVu9iSxIHQtMdvft8Yn3R/Xr1/dFixYl6umkmH3++efUq1ePM844g5dffpkSJcJeliipwMzec/f6YefYW0WpX40bNwZg3rx58QskInFXUP2K+TphwaeBsoHWwAfAFKAhkEMwpShSkF9//ZVWrVpRrlw5JkyYoAZMip2ZHQlUJaq2ufv88BKJiOQvpibMzJ4GjgcmAf9y97XBrsfMTMNSEpP+/fvz3nvv8dRTT3HkkfokvxQvMxsCXAZ8ym+fXnRATZiIJKVYR8LGuvvM6A1mVtbdt6XDFIHE32uvvcbgwYPp0KEDF1xwQdhxJD2dDxzv7tvCDiIiEotY54PuyGPbW8UZRNLXDz/8QOvWrTnmmGO4++67w44j6WslUDrsECIisSpwJMzMDiNyBeh9zOxkYPd3yuwP7BvnbJIG3J3OnTuzdu1a3nzzTcqXLx92JElfW4HFZjYH+N9omLtfHV4kEZH8FTYd2QRoQ+QihHdFbf8JuCVOmSSNTJo0ienTpzNw4ED+8pe/hB1H0tsM/ngtQhGRpFVgE+buE4GJZnaRuz+ZoEySJlauXEm3bt3461//ys033xx2HElz7j4xuODqccGmzxN5+RwRkaIqbDoy290nA9XMrEfu/e5+Vx6nibBjxw6ys7MpUaIEkyZNomTJkmFHkjRnZo2BicAqIksnqphZji5RISLJqrDpyP2CP7WQR4pk4MCBvPXWW0ydOpWqVauGHUcyw3DgXHf/HMDMjgMeBU4JNZWISD4Km458MLh5n7uvS0AeSQNvvfUWAwYMIDs7m5YtW4YdRzJH6d0NGIC7LzMzfVpSRJJWrNcJW2Bmq4DHgKfc/Yf4RZJU9uOPP9KqVSuOOuoo7r333rDjSGZZZGbjgMnB/VaALiYtIkkrpibM3Y8zswbA5UDv4Au3pwXrxUT+5+qrr+bLL79k/vz5HHDAAWHHkczSBegK7L4kxevAfeHFEREpWMxf3ufu77p7D6ABsIHIAliR/3nssceYOHEivXv35swzzww7jmSY4Bs87nL3C4Ofu3X1fBFJZrF+d+T+wAVERsKOAZ4m0oyJAPDVV1/RuXNnTj31VPr27Rt2HMkgZjbd3S81s4+JfFfk77h7nRBiiYgUKtY1YR8CzwAD3F1fVyS/s3PnTq644gp27NjBlClTKF1aa6Eloa4J/mweagoRkSKKtQk72t3/8A5TBGDYsGG89tprPPzwwxxzzDFhx5EM4+5rg5vrgZ/dfVdweYoTgBfDSyYiUrDCLtY6wt2vBWaYWV7D/OfFLZmkhPfee48+ffpwySWXkJOTE3YcyWzzgb+aWUVgFrAQuIzIpyRFRJJOYSNhk4I/h8U7iKSeLVu2kJWVxaGHHsoDDzyAmRV+kkj8mLtvNbP2RK5t+G8zWxx2KBGR/BR2sdb3gpt13f2e6H1mdg3wWryCSfLr0aMHy5cvZ86cORx00EFhxxExMzudyMhX+2Cbvi9LRJJWrJeoyGueqU0x5pAU88wzzzBmzBhuvPFGzjrrrLDjiABcC/QCnnb3JWZ2NDA35EwiIvkqbE1YSyALqG5mM6J2VSByrTDJQGvXrqVDhw7Uq1eP22+/Pew4IgC4+2tEjc67+0p+u3CriEjSKWxN2JvAWqASkS/H3e0n4KN4hZLktWvXLtq0acPWrVuZMmUKZcqUCTuSZLjdHyAys+fI+zph+gCRiCSlwtaEfQl8CZyemDiS7EaOHMmsWbO4//77OeGEE8KOIwL6AJGIpKjCpiPfcPeGZvYTv3+HaYC7+/5xTSdJ5aOPPuLmm2/mX//6F506dQo7jgjwuw8QLSK4ThiAmZUEyoYWTESkEAUuzHf3hsGfFdx9/6ifCmrAMsvPP/9Mq1atqFixIg899JAuRyHJaA6wb9T9fYBXQsoiIlKoWL878hhgtbtvM7PGQB3gEXffGM9wkjx69uzJJ598wosvvsghhxwSdhyRvJRz982777j7ZjPbt6ATRETCFOslKp4EdprZscAYoAowNW6pJKm8+OKLjBw5kquvvpqmTZuGHUckP1vMrN7uO2Z2CvBziHlERAoU63dH7nL3HWZ2ATDK3XUaRhAAABymSURBVEeZ2QfxDCbJ4bvvvqNt27aceOKJDBkyJOw4IgW5FnjczL4hsm71MCJfWyQikpRibcK2B9cMywH+FWwrHZ9Ikizcnfbt27Nx40Zmz55NuXLlwo4kki93X2hmJwDHB5s+d/ftYWYSESlIrNORbYlcpmKgu//HzKrz28fCJU09+OCDPP/88wwZMoQ///nPYccRKVCw/utm4Bp3/wSoZmbNQ44lIpKvmEbC3P1Toq487e7/ATQ3lcaWLl1Kjx49aNKkCd27dw87jkgsHgbe47frGq4BHgeeDy2RiEgBYhoJM7MzzWy2mS0zs5Vm9h8zWxnvcBKObdu2kZWVxX777cfDDz9MiRKxDpiKhOoYd/83sB3A3bcSWRsmIpKUYl0T9hBwHZF3mTvjF0eSQd++fVm8eDHPPPMMhx9+eNhxRGL1q5ntQ3Bh6eDSOtvCjSQikr9Ym7BN7v5iXJNIUnj11VcZNmwYnTp1okWLFmHHESmKfsBLQBUzmwKcCbQJNZGISAFibcLmmtlQ4Cmi3lm6+/txSSWh2LBhA1dccQXHHXccw4cPL/wEkSRhZiWAisCFwGlEpiGvcff1oQYTESlArE3YqcGf9aO2OXB28caRsLg7HTt25Ntvv+XZZ59lv/32CzuSSMzcfZeZ3eTu04EXws4jIhKLWD8deVa8g0i4JkyYwJNPPsngwYM55ZRTwo4jsideMbMbgMeALbs3uvuG8CKJiOQv1u+OPBQYBBzh7v80s1rA6e7+UFzTSUKsWLGC7t2707hxY2644Yaw44jsqcuIjNBflWv70SFkEREpVKzXHpgAvAwcEdxfRuQrQiTFbd++nezsbEqXLs0jjzxCyZIlw44ksqdqAaOBD4HFwCigdqiJREQKEGsTVilYa7ELwN13oEtVpIXbb7+dd955hzFjxlClSpWw44jsjYlATWAkkQasVrBNRCQpxbowf4uZHcxv1985DdgUt1SSEG+88QYDBw4kJyeHSy65JOw4InvrRHevFXV/rpl9GloaEZFCxDoS1gOYARxjZguAR4BCv8vGzJqa2edmtsLMehZw3EVm5mZWP79jpHht2rSJ7OxsqlWrxsiRI8OOI1Ic3g/eIAJgZqcCiwo7qbA6ZWZHmdlcM/vAzD4ys2bB9mpm9rOZLQ5+HijWVyMiaS/WkbBjgH8CVYCLiFyyosBzzawkkfUZ/wBWAwvNbEbwPZTRx1UArgHeKVp02Rtdu3Zl9erVvP766+y///5hxxEpDqcAb5rZV8H9o4DPzexjwN29Tu4TYqxTfYDp7n5/8KGkmUC1YN8X7l43Pi9HRNJdrE1YX3d/3MwqAmcBw4D7+e36YXlpAKxw95UAZjYNaAHknh64nciXgd9YlOCy56ZOncqUKVO47bbbOP300ws/QSQ1NN2Dc2KpUw7sfqdyAPDN3oQUEdkt1unI3Yvw/w8Y6+4vAGUKOedI4Ouo+6uDbf9jZvWAKsHjSQKsWrWKLl26cMYZZ3DLLbeEHUek2Lj7lwX95HNaoXUK6A9km9lqIqNg0UsxqgfTlK+Z2V/zegIz62hmi8xs0bp16/bsxYlIWoq1CVtjZg8SuQ7PTDMrW4Rz8xR8zchdwPUxHKsiVgx27txJ69atcXcmT55MqVKxDoSKZLSWwAR3rww0AyYF9WstcJS7n0xk3exUM/vD3L67j3H3+u5e/5BDDklocBFJbrE2UpcSuU5YE3ffCBxE4dOHa4isIdutcrBttwrAicA8M1tF5PveZuS1OF9FrHgMHjyYN954g9GjR1O9evWw44gkg8LqFEB7YDqAu78FlCNy2Z5t7v59sP094AvguLgnFpG0EVMT5u5b3f0pd18e3F/r7rMKOW0hUMPMqptZGeByIp+w3P2Ym9y9krtXc/dqwNvAee5e6KeZpOjeffdd+vfvz+WXX052dnbYcUSSRYF1KvAV8HcAM6tJpAlbZ2aHBAv7MbOjgRrAyoQlF5GUF7f5KHffYWbdiIyglQTGu/sSMxsALHL33IVO4mTz5s20atWKI444gvvvvx8zCzuSSFKIsU5dD4w1s+uILNJv4+5uZn8DBpjZdiIXsu6s76kUkaKI66Igd59JZCFr9LZb8zm2cTyzZLJrr72WL774grlz53LggQeGHUckqRRWp4LLVZyZx3lPAk/GPaCIpK29Wlwvye/JJ5/koYceomfPnjRq1CjsOCIiIhJQE5bG1qxZw5VXXkn9+vXp379/2HFEREQkipqwNLVr1y5ycnLYtm0bU6ZMoUyZwi7rJiIiIomkC0Wlqbvvvps5c+YwduxYjjtOn5oXERFJNhoJS0OLFy+mV69enH/++bRv3z7sOCIiIpIHNWFpZuvWrWRlZVGpUiXGjh2ry1GIiIgkKU1HppmbbrqJpUuXMmvWLCpVqhR2HBEREcmHRsLSyPPPP8/o0aPp0aMH//jHP8KOIyIiIgVQE5Ymvv32W9q1a0edOnUYNGhQ2HFERESkEJqOTAPuTtu2bfnpp5+YO3cuZcuWDTuSiIiIFEJNWBoYPXo0L774IqNGjaJ27dphxxEREZEYaDoyxS1ZsoQbb7yRZs2a0bVr17DjiIiISIzUhKWwbdu2kZWVRYUKFRg/frwuRyEiIpJCNB2Zwm655RY++ugjnnvuOQ499NCw44iIiEgRaCQsRc2ePZu77rqLq666iubNm4cdR0RERIpITVgKWr9+PTk5OdSsWZOhQ4eGHUdERET2gKYjU4y707FjR9avX8/MmTPZd999w44kIiIie0BNWIp56KGHePrppxk2bBh169YNO46IiIjsIU1HppBly5ZxzTXX8Pe//53rrrsu7DgiIiKyF9SEpYjt27fTqlUrypYty8SJEylRQv/pREREUpmmI1NE//79WbRoEU888QRHHnlk2HFERERkL2k4JQXMnz+fO++8k/bt23PRRReFHUdERESKgZqwJLdx40ays7M55phjGDFiRNhxREREpJhoOjKJuTudO3fmm2++4c0336R8+fJhRxIREZFioiYsiU2ePJnHHnuMO+64gwYNGoQdR0RERIqRpiOT1H/+8x+6du1Kw4YN6dmzZ9hxREREpJipCUtCO3bsIDs7GzNj8uTJlCxZMuxIIiIiUsw0HZmEBg0axJtvvsmUKVOoWrVq2HFEREQkDjQSlmTefvttBgwYQKtWrcjKygo7joiIiMSJmrAk8tNPP9GqVSsqV67M6NGjw44jIiIicaTpyCRy9dVXs2rVKl577TUOOOCAsOOIiIhIHGkkLElMnz6dCRMmcMstt9CwYcOw44iIiEicqQlLAl9//TWdOnWiQYMG3HrrrWHHERERkQRQExaynTt3csUVV7B9+3amTJlC6dKlw44kIiIiCaA1YSEbPnw48+bNY/z48Rx77LFhxxEREZEE0UhYiN577z369OnDxRdfTJs2bcKOIyIiIgmkJiwkW7ZsoVWrVvzpT3/iwQcfxMzCjiQiIiIJpOnIkFx//fUsW7aMV155hYMOOijsOCIiIpJgGgkLwbPPPsuDDz7IDTfcwNlnnx12HBEREQmBmrAEW7t2LR06dODkk0/m9ttvDzuOiIiIhCSuTZiZNTWzz81shZn1zGN/DzP71Mw+MrM5ZpbW31a9a9cu2rRpw5YtW5gyZQply5YNO5JIxouhTh1lZnPN7IOgVjWL2tcrOO9zM2uS2OQikuri1oSZWUlgNPBPoBbQ0sxq5TrsA6C+u9cBngD+Ha88yWDUqFHMmjWL4cOHU7NmzbDjiGS8GOtUH2C6u58MXA7cF5xbK7hfG2gK3Bc8nohITOI5EtYAWOHuK939V2Aa0CL6AHef6+5bg7tvA5XjmCdUH3/8MTfffDPNmzenc+fOYccRkYhC6xTgwP7B7QOAb4LbLYBp7r7N3f8DrAgeT0QkJvFswo4Evo66vzrYlp/2wItxzBOaX375haysLA488EAeeughXY5CJHnEUqf6A9lmthqYCXQvwrkiIvlKioX5ZpYN1AeG5rO/o5ktMrNF69atS2y4YtCzZ08++eQTJkyYwJ/+9Kew44hI0bQEJrh7ZaAZMMnMYq6dqV6/RCR+4nmdsDVAlaj7lYNtv2Nm5wC9gUbuvi2vB3L3McAYgPr163vxR42fl156iXvuuYfu3bvTtGnTsOOIyO/FUqfaE1nzhbu/ZWblgEoxnrtX9Wvx4sU0bty4KKeIpLysrCw6duwYdoyEiOdI2EKghplVN7MyRBawzog+wMxOBh4EznP37+KYJRTr1q2jTZs21K5dmyFDhoQdR0T+qNA6BXwF/B3AzGoC5YB1wXGXm1lZM6sO1ADeLa5gWVlZ1K1bt7geTiQlLF68mKlTp4YdI2HiNhLm7jvMrBvwMlASGO/uS8xsALDI3WcQmX4sDzwerJP6yt3Pi1emRHJ32rdvzw8//MCsWbPYZ599wo4kIrnEWKeuB8aa2XVEFum3cXcHlpjZdOBTYAfQ1d13Fle2jh07ZsxogMhumTbyG9evLXL3mUQWskZvuzXq9jnxfP4wjRkzhueee467776bOnXqhB1HRPIRQ536FDgzn3MHAgPjGlBE0lZSLMxPN5999hnXXXcd5557LldffXXYcURERCQJqQkrZr/++itZWVnsu+++TJgwgRIl9CsWERGRP4rrdGQm6tu3Lx988AFPP/00hx9+eNhxREREJElpmKYYzZ07l6FDh9KxY0fOP//8sOOIiIhIElMTVkw2bNhA69atqVGjBnfddVfYcURERCTJaTqyGLg7nTp14ttvv+Xtt99mv/32CzuSiIiIJDk1YcVg4sSJPPHEE9x5552ccsopYccRERGRFKDpyL30xRdf0L17dxo1asSNN94YdhwRERFJEWrC9sL27dtp1aoVpUqVYtKkSZQsWTLsSCIiIpIiNB25F+644w7eeecdHnvsMapUqVL4CSIiIiIBjYTtoQULFnDHHXdwxRVXcOmll4YdR0RERFKMmrA9sGnTJrKzs6latSqjRo0KO46IiIikIE1H7oFu3brx9ddf8/rrr7P//vuHHUdERERSkEbCiujRRx9l8uTJ9O3bl9NPPz3sOCIiIpKi1IQVwZdffkmXLl04/fTT6d27d9hxREREJIWpCYvRzp07ad26Nbt27WLy5MmUKqWZXBEREdlz6iRiNGTIEF5//XUmTpzI0UcfHXYcERERSXEaCYvBwoUL6devH5dddhmtW7cOO46IiIikATVhhdi8eTOtWrXi8MMP5/7778fMwo4kIiIiaUDTkYW47rrrWLFiBXPnzqVixYphxxEREZE0oZGwAjz11FOMGzeOm2++mUaNGoUdR0RERNKImrB8rFmzhiuvvJJTTjmF2267Lew4IiIikmbUhOVh165dtGnThl9++YUpU6ZQpkyZsCOJiIhImtGasDyMGDGCV155hTFjxnD88ceHHUdERETSkEbCclm8eDG9evWiRYsWdOjQIew4IiIikqbUhEXZunUrWVlZHHTQQYwbN06XoxAREZG40XRklJtuuomlS5fy8ssvU6lSpbDjiIiISBrTSFhg5syZjB49muuuu45zzz037DgiIiKS5tSEAd9++y1t27alTp06DBo0KOw4IiIikgEyfjrS3WnXrh2bNm3i1VdfpVy5cmFHEhERkQyQ8U3Yfffdx8yZMxk5ciS1a9cOO46IiIhkiIyejvz000+54YYbaNq0Kd26dQs7joiIiGSQjG3Ctm3bRlZWFhUqVODhhx/W5ShEREQkoTJ2OrJ37958+OGHPPfccxx22GFhxxEREZEMk5EjYa+88grDhw+nS5cuNG/ePOw4IiIikoEyrgn7/vvvycnJ4YQTTmDYsGFhxxEREZEMlVHTke7OlVdeybp163j++efZd999w44kIiIiGSqjmrDx48fz9NNPM3ToUE4++eSw44iIiEgGy5jpyGXLlnH11Vdz9tln06NHj7DjiIiISIbLiCZs+/btZGdnU7ZsWSZOnEiJEhnxskVERCSJZUQ3ctttt7Fw4ULGjh1L5cqVw44jIknEzJqa2edmtsLMeuax/24zWxz8LDOzjVH7dkbtm5HY5CKS6uK6JszMmgL3ACWBce4+ONf+ssAjwCnA98Bl7r6qODPMnz+fQYMG0a5dOy666KLifGgRSXFmVhIYDfwDWA0sNLMZ7v7p7mPc/bqo47sD0QtKf3b3uonKKyLpJW4jYVHF7Z9ALaClmdXKdVh74Ad3Pxa4GxhSnBk2btxI69atOfroo7nnnnuK86FFJD00AFa4+0p3/xWYBrQo4PiWwKMJSSYiaS+eI2H/K24AZra7uH0adUwLoH9w+wngXjMzd/e9fXJ3p0uXLqxZs4YFCxZQvnz5vX1IEUk/RwJfR91fDZya14FmVhWoDrwatbmcmS0CdgCD3f2ZeAUVyRSLFy+mcePGYccoUN26dRkxYsReP048m7BYitv/jnH3HWa2CTgYWB99kJl1BDoCHHXUUTE9+cKFC5k2bRq33347p56aZ00VESmKy4En3H1n1Laq7r7GzI4GXjWzj939i+iT9qR+iWSqrKyssCMkVEpcJ8zdxwBjAOrXrx/TKFmDBg2YN28eDRs2jGs2EUlpa4AqUfcrB9vycjnQNXqDu68J/lxpZvOIrBf7ItcxRa5fIpmqY8eOdOzYMewYCRPPT0fGUtz+d4yZlQIOILJAv1g0atSIkiVLFtfDiUj6WQjUMLPqZlaGSKP1h085mtkJQEXgrahtFYMPF2FmlYAz+f1yCxGRAsWzCYuluM0AcoLbFwOvFsd6MBGRWLj7DqAb8DKwFJju7kvMbICZnRd16OXAtFz1qSawyMw+BOYSWROmJkxEYha36chgjdfu4lYSGL+7uAGL3H0G8BAwycxWABuIFDoRkYRx95nAzFzbbs11v38e570J/Dmu4UQkrcV1TVhhxc3dfwEuiWcGERERkWSUEVfMFxEREUk2asJEREREQqAmTERERCQEasJEREREQqAmTERERCQEasJEREREQqAmTERERCQElmoXqDezdcCXRTilErm+EDxFKHdiKXdiFTV3VXc/JF5hEkX1K+kpd2Klam4oWvZ861fKNWFFZWaL3L1+2DmKSrkTS7kTK1VzJ1qq/p6UO7GUO/GKK7umI0VERERCoCZMREREJASZ0ISNCTvAHlLuxFLuxErV3ImWqr8n5U4s5U68Ysme9mvCRERERJJRJoyEiYiIiCSdtGjCzKypmX1uZivMrGce+8ua2WPB/nfMrFriU/5RDLl7mNmnZvaRmc0xs6ph5MxLYdmjjrvIzNzMkuITMLHkNrNLg9/7EjObmuiMeYnh78pRZjbXzD4I/r40CyNnrkzjzew7M/skn/1mZiOD1/SRmdVLdMZkoRqWWKpfiZWK9QsSVMPcPaV/gJLAF8DRQBngQ6BWrmOuAh4Ibl8OPJYiuc8C9g1ud0mG3LFmD46rAMwH3gbqp0JuoAbwAVAxuP+nFMk9BugS3K4FrEqC3H8D6gGf5LO/GfAiYMBpwDthZ07i/76qYQnMHRyn+pW43ElXv4Isca9h6TAS1gBY4e4r3f1XYBrQItcxLYCJwe0ngL+bmSUwY14Kze3uc919a3D3baBygjPmJ5bfOcDtwBDgl0SGK0Asua8ERrv7DwDu/l2CM+YlltwO7B/cPgD4JoH58uTu84ENBRzSAnjEI94GDjSzwxOTLqmohiWW6ldipWT9gsTUsHRowo4Evo66vzrYlucx7r4D2AQcnJB0+Ysld7T2RDruZFBo9mBYtoq7v5DIYIWI5Xd+HHCcmS0ws7fNrGnC0uUvltz9gWwzWw3MBLonJtpeKeq/gXSlGpZYql+Jla71C4qhhpUq1jgSF2aWDdQHGoWdJRZmVgK4C2gTcpQ9UYrIkH5jIu/a55vZn919Y6ipCtcSmODuw83sdGCSmZ3o7rvCDiaSSjVM9SsUGVu/0mEkbA1QJep+5WBbnseYWSkiw53fJyRd/mLJjZmdA/QGznP3bQnKVpjCslcATgTmmdkqInPlM5JgcWssv/PVwAx33+7u/wGWESlqYYold3tgOoC7vwWUI/LdZskspn8DGUA1LLFUvxIrXesXFEcNC3vhWzEsnCsFrASq89uiv9q5junK7xe1Tk+R3CcTWdBYI+y8Rc2e6/h5JMfC1lh+502BicHtSkSGmg9OgdwvAm2C2zWJrKmwJPidVyP/Ra3/x+8Xtb4bdt4k/u+rGpbA3LmOV/2Kf+6krF9BnrjWsNBfYDH9kpoR6fi/AHoH2wYQeecFka76cWAF8C5wdNiZY8z9CvAtsDj4mRF25liz5zo2KYpYjL9zIzIV8SnwMXB52JljzF0LWBAUuMXAuUmQ+VFgLbCdyDv09kBnoHPU73p08Jo+Tpa/I0n631c1LIG5cx2r+hX/3ElXv4Jcca9humK+iIiISAjSYU2YiIiISMpREyYiIiISAjVhIiIiIiFQEyYiIiISAjVhIiIiIiFQEyYxKezb5MNkZgOCC0JiZn81syVmttjMjjSzJwo5d5yZ1Qpu35KIvCIiuZlZGzO7N7jd38xuCDuTxJ+aMInVBCIXAkw67n6ru78S3G0F3Onudd19jbtfXMi5Hdz90+CumjARKRKL0P9LZY/oL47ExAv/NvkCmdlgM/vUzD4ys2HBtglm9oCZLTKzZWbWPNhe0syGmtnC4PhOUY9zs5l9bGYfmtngqMe52Mw6AJcCt5vZFDOrtnvkLnjMYWb2SfCY3YPt88ysfvBY+wQjaFOC0bVro553oJlds6evX0TSR1BbPjezR4BPgL5R9eq2qOOuCLZ9aGaTgm3/MrN3zOwDM3vFzA4N63VI+PQF3hJ3ZnYwcAFwgru7mR0Ytbsa0AA4BphrZscCVwCb3P0vZlYWWGBms4ATgBbAqe6+1cwOin4edx9nZg2B5939CTOrFrW7Y/Bcdd19Rx7n9jSzbu5eN8hcDXgKGBG8y708yCkiApHvZMwB9gcuJlIfjMj3TP6NyHd79gHOcPf1UTXnDeC0oBZ2AG4Crk94ekkKasIkETYBvwAPmdnzwPNR+6a7+y5guZmtJNJonQvUMbPdU4kHECl45wAPu/tWAHcvysjcOUS+e29HLOe6+yoz+97MTgYOBT5w97C/MFlEkseX7v52MLJ/LvBBsL08kXp1EvC4u6+H39WcysBjZnY4ke9S/E9iY0sy0XSkFItgum9x8DMgel/Q+DQAngCaAy9F7871UE7k3WT3YF1XXXev7u6z4pk/H+OANkBbYHwIzy8iyWtL8Kfx2zrUuu5+rLs/VMB5o4B73f3PQCci3wsqGUpNmBQLd98ZVYRujd5nZuWBA9x9JnAdkXeIu11iZiXM7BjgaOBz4GWgi5mVDs4/zsz2A2YDbc1s32D776YUCzEb6GRmpQo4d/vu5ww8TeTDCH8JMomI5PYy0C6ocwSfyv4T8CqR+nZwsH13zTkAWBPczkl0WEkumo6UmJjZo0BjoJKZrQb6FfJuL1oF4FkzK0fkXWOPqH1fAe8SWVfR2d1/MbNxRNZvvW9mBqwDznf3l8ysLrDIzH4FZhL7JxrHAccBH5nZdmAscG+uY8YE+99391bu/quZzQU2uvvOGJ9HRDKIu88ys5rAW5FyxWYg292XmNlA4DUz20lkurIN0B943Mx+INKoVQ8luCQFc889GySSGGY2gWARfdhZ8hIsyH8fuMTdl4edR0RE0oumI0XyEFzAdQUwRw2YiIjEg0bCREREREKgkTARERGREKgJExEREQmBmjARERGREKgJExEREQmBmjARERGREKgJExEREQnB/wNis7XhT4CurAAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5iU1f3+8fctFixIFDGJiGKBKJYYJbYYyw9DiMYWS8CYYDSygiAiIsWGKEtRilgoKiHyRYlKNBhR7F2iqNiwoaJCUBHEiIpSPr8/5lkdNws7wM48M7v367rmYuYpM/cs7OEz5zlzjiICMzMzMyus9dIOYGZmZlYXuQgzMzMzS4GLMDMzM7MUuAgzMzMzS4GLMDMzM7MUuAgzMzMzS4GLMKuVJJ0q6Ym0c5hZYUj6g6T7cjhutKSLCpGpECTNkXR4cr+fpP9LO5PlzkWYrbOkEfhK0hJJH0oaL2mzSsccKOkhSZ9L+kzSXZJaVjpmc0kjJL2fPNfbyeOt8pz/EUl/yedrmNVlldqIj6pqI9ZVREyMiDY5HHdmRFxWk69dQVJI+iJ5n/MkDZNULx+vtTbSamNt1VyEWU05KiI2A/YCfgb0qdgh6QDgPuCfwDbADsCLwJOSdkyO2RB4ENgNaAtsDhwALAT2LdzbMLM8qWgj9gZaARdWPkDS+gVPVfN+mrzPQ4DfA6elnAeo+Ta2lvxdpc5FmNWoiPgQmEamGKswBLgpIq6KiM8jYlFEXAhMB/olx/wJ2A44LiJmRcTKiPg4Ii6LiKlVvVbyqfNsSe9I+kTSFZKq/Ded9MQ9m/TCPSvpwGT7AOCXwDXJJ8NrauLnYGZVi4h5wD3A7vDt7/FZkt4C3kq2/VbSTEmLJT0lac+K8yU1lfQPSQskLaz4nc0egqCM4ZI+lvRfSS9Lqni98ZIuz3q+MyTNlrRI0hRJ22TtC0lnSnoryXKtJOX4PmcDT5LVFq7l+9opuYqwMGnnJkr6wRr/4HNoY5P3u3NWpm9/VpIOlTRXUi9JHwJ/lfSapN9mHb9+kn/v5PH+yftcLOlFSYeuRe5azUWY1ShJ2wK/AWYnjzcBDgRuq+LwW4FfJfcPB+6NiCVr+JLHkflUvTdwDFV86pS0JXA3MBJoBAwD7pbUKCIuAB4HukTEZhHRZQ1f38zWgKSmwBHAC1mbjwX2A1pK+hkwDigj8/s6BpgiaaPk0t6/gPeAZkATYFIVL9MGOBhoATQETiLT41M5y/8DBib7f5w8b+Xn+y3wc2DP5Lhf5/g+dyHzAa+iLVzb96Uk4zbArkBTvvvwuibWto3N9iNgS2B7oCNwC9A+a/+vgU8i4nlJTci0u5cn55wHTJbUeB1ev9ZxEWY15U5JnwMfAB8DlyTbtyTz72x+FefMByrGIjRaxTHVGZz0rL0PjOD7DUKFI4G3ImJCRCyPiFuA14Gj1uL1zGzt3ClpMfAE8ChQnrVvYPJ7/BWZ/9zHRMS/I2JFRPwN+BrYn8xls22AnhHxRUQsjYiqvoCzDGgA7AIoIl6LiKralz8A4yLi+Yj4mswwigMkNcs6ZlBELE7amIf5fi9/VZ6X9AXwGvAIcF2yfa3eV0TMjoj7I+LriFhA5kPkIdVkqMratrHZVgKXJFm+Am4Gjk4+bAOcTKYwAzgFmBoRU5Net/uBGWQKcEu4CLOacmxENAAOJdPwVRRXn5L5xf1xFef8GPgkub9wFcdU54Os+++Racgq2ybZR6Vjm6zF65nZ2jk2In4QEdtHROfkP/EK2b/H2wM9kktYi5PCrSmZ3+OmwHsRsXx1LxQRDwHXANcCH0saK2nzKg79XtuQ9BIt5Pttw4dZ978ENgOQ9GoyhGGJpF9mHbN3cszvyfTubbou70vSDyVNUmag/3+B/+O79nVNrG0bm21BRCyteJBccn0NOCopxI4mU5hB5v2eWOn9HlQDGWoVF2FWoyLiUWA8cGXy+AvgaeDEKg4/icxAUYAHgF9L2rSK41anadb97YD/VHHMf8g0CFQ6dl5F7DV8TTOrWdm/gx8AA5KCreK2SdKD/QGwXS6DwiNiZETsA7Qkc1myZxWHfa9tSNqfRnzXNqzu+XdLhjBsFhGPV9oXEXErmbbv4nV8X+Vkfj57RMTmZHqYchqXVkkubeyXwCZZj39UaX9VbWXFJcljgFlJYQaZ9zSh0vvdNCIGrUX2WstFmOXDCOBXkn6aPO4NdFBmEH0DSVskgz0PAC5NjplA5pd2sqRdJK0nqZGkvpJW133dM3m+pkA34O9VHDMVaCHp5GTg6O/JNMz/SvZ/BOy4Tu/YzGrK9cCZkvZLBthvKulISQ2AZ8hcUhuUbK8v6ReVn0DSz5PzNwC+AJaS6ZGv7Bbgz5L2krQRmYLn3xExp4beyyDgDEk/Wof31QBYAnyWjLOqqpjMRS5t7EzgZEn1JLUlt8uek8iMwevEd71gkOmxO0rSr5Pnq58M7t92LfPXSi7CrMYl4xZuIvkEmIxt+DXwOzINzXtkprE4KCLeSo75mszA0deB+4H/kmmYtgL+vZqX+yfwHJnG427gxiryLCQzuLYHmS7584HfRkTFpdCrgBMkfSpp5Fq/cTNbZxExAziDzOXET8kMbD812beCzFjOnYH3gblkLvtVtjmZoudTMu3NQuCKKl7rAeAiYDKZtmknoF0NvpeXgcfIjPVa2/d1KZlLnJ+RaeP+sZZZcmljuyU5FpMZL3dnDs87n0yP34FkfQiOiA/I9I71BRaQKQB74rrjexThKzFWmiQF0Dyr+9vMzKxkuCI1MzMzS4GLMDMzM7MU+HKkmZmZWQrcE2ZmZmaWAhdhZmZmZikouVXQt9pqq2jWrFnaMcysgJ577rlPIqLk15xz+2VW96yu/Sq5IqxZs2bMmDEj7RhmVkCSKi87VZLcfpnVPatrv3w50szMzCwFLsLMzMzMUuAizMzMzCwFLsLMzMzMUuAizMzMzCwFLsLMzMzMUuAizMzMzCwFeSvCJI2T9LGkV1axX5JGSpot6SVJe+cri5lZVdalnZLUQdJbya1D4VKbWW2Rz56w8UDb1ez/DdA8uXUERuUxi5lZVcazFu2UpC2BS4D9gH2BSyRtkdekZlbr5K0Ii4jHgEWrOeQY4KbImA78QNKP85XHzIrDa6+9xl//+te0YwDr1E79Grg/IhZFxKfA/ay+mFtj55xzDuecc05NPqWZFZk0x4Q1AT7Iejw32fY/JHWUNEPSjAULFhQknJnVrOeee47jjz+e3XbbjXPPPZclS5akHSkXq2qn8t5+zZw5k5kzZ655YjMrGSUxMD8ixkZEq4ho1bhxya/ha1anPPbYY7Rt25ZWrVrx4IMPcsEFF/DWW2+x2WabpR2tINx+mdmqpLmA9zygadbjbZNtZlbiIoJ7772X8vJynnjiCRo3bszAgQPp3Lkzm2++edrx1sSq2ql5wKGVtj9SsFRmViuk2RM2BfhT8u2j/YHPImJ+innMbB2tXLmS22+/nX322YcjjjiC9957j6uvvpo5c+bQu3fvUivAYNXt1DSgjaQtkgH5bZJtZmY5y1tPmKRbyHxS3ErSXDLfJNoAICJGA1OBI4DZwJfAn/OVxczya9myZdx8880MGjSI119/nebNmzNu3Dj+8Ic/sOGGG6Ydb5XWtp2KiEWSLgOeTZ6qf0SsboC/mdn/yFsRFhHtq9kfwFn5en0zy7+lS5cybtw4hgwZwnvvvcdPf/pT/v73v3P88cdTr169tONVa13aqYgYB4zLRy4zqxvSHBNmZiXq888/Z/To0QwdOpSPPvqIAw44gGuvvZYjjjgCSWnHMzMrCS7CzCxnCxcu5Oqrr2bkyJF8+umnHH744UyaNIlDDjnExZeZ2RpyEWZm1Zo/fz7Dhg1j1KhRfPHFFxx77LH06dOHfffdN+1oZmYly0WYma3SnDlzGDJkCOPGjWPZsmW0b9+e3r17s/vuu6cdzcys5LkIM7P/8dprrzFo0CAmTpxIvXr1OPXUUzn//PPZaaed0o5mZlZruAgzs28999xzlJeXc8cdd7Dxxhtz9tln06NHD5o0qXJFHjMzWwcuwsyMxx9/nAEDBjBt2jQaNmzIBRdcwNlnn42X2TEzyx8XYWZ1VEQwbdo0BgwY8L2lhTp16kTDhg3TjmdmVuu5CDOrY1auXMkdd9xBeXk5zz//PE2bNmXkyJGcfvrpbLLJJmnHMzOrM1yEmdURy5Yt45ZbbmHgwIHfLi104403csoppxT10kJmZrWVizCzWq7y0kJ77rknkyZN4oQTTiiJpYXMzGorF2FmtVTF0kLDhg3jww8/ZP/99+eaa67hyCOP9Oz2ZmZFwEWYWS2zaNEiRo4c+b2lhW6++WYOPfRQF19mZkXERZhZLVGxtNDo0aNZsmQJxxxzDH369GG//fZLO5qZmVXBRZhZiau8tFC7du3o3bs3e+yxR9rRzMxsNVyEmZWo7KWF1ltvPU499VR69erlpYXMzEqEizCzEvP8889TXl7OP/7xD+rXr0/Xrl3p0aMH2267bdrRzMxsDbgIMysRjz/+OOXl5dx77700bNiQvn370q1bNy8tZGZWolyEmRWxiqWFysvLefzxx2ncuDHl5eV07tzZSwuZmZU4F2FmRajy0kLbbrstV111FX/5y1+8tJCZWS3hIsysiFReWmjnnXfmhhtu4I9//KOXFjIzq2VchJkVgaVLl/LXv/6VIUOGMGfOHC8tZGZWB7gIM0vR559/zpgxYxg6dOi3SwtdffXVXlrIzKwOcBFmloJFixZx9dVXc9VVV/Hpp5/SunVrLy1kZlbHuAgzK6D58+czfPhwRo0axZIlSzj66KPp27evlxYyM6uDXISZFUDlpYV+//vf06dPHy8tZGZWh7kIM8uj119/nYEDB367tFCHDh3o1asXO++8c9rRzMwsZS7CzPLASwuZmVl11ks7gFlt8sQTT/Cb3/yGffbZh/vvv5++ffvy3nvvMXz4cBdgRUpSW0lvSJotqXcV+7eX9KCklyQ9ImnbrH0rJM1MblMKm9zMSp17wszWUURw3333MWDAAC8tVGIk1QOuBX4FzAWelTQlImZlHXYlcFNE/E3S/wMGAn9M9n0VEXsVNLSZ1RruCTNbSytXrmTy5Mm0atWKtm3b8u6773LVVVcxZ84c+vTp4wKsNOwLzI6IdyLiG2AScEylY1oCDyX3H65iv5nZWnERZraGli1bxk033cTuu+/OCSecwH//+19uuOEG3n77bc4++2yv7VhamgAfZD2em2zL9iLwu+T+cUADSY2Sx/UlzZA0XdKxVb2ApI7JMTMWLFhQk9nNrMS5CDPL0dKlSxk1ahQtWrSgQ4cOrL/++txyyy289tprnH766V7bsfY6DzhE0gvAIcA8YEWyb/uIaAWcDIyQtFPlkyNibES0iohWjRs3LlhoMyt+HhNmVo0lS5YwevTob5cW2m+//Rg5ciRHHnkk663nzzElbh7QNOvxtsm2b0XEf0h6wiRtBhwfEYuTffOSP9+R9AjwM+Dt/Mc2s9rARZjZKlQsLTRy5EgWLVpE69atmThxIocddpiXFqo9ngWaS9qBTPHVjkyv1rckbQUsioiVQB9gXLJ9C+DLiPg6OeYXwJBChjez0uYizKySDz/8kGHDhn1vaaE+ffqw//77px3NalhELJfUBZgG1APGRcSrkvoDMyJiCnAoMFBSAI8BZyWn7wqMkbSSzNCOQZW+VWlmtlouwswSc+bM4YorruDGG2/8dmmh3r17s+eee6YdzfIoIqYCUyttuzjr/u3A7VWc9xTgdafMbK25CLM67/XXX2fQoEFMnDgRSXTo0IHzzz+f5s2bpx3NzMxqMRdhVme98MILlJeXM3nyZOrXr89ZZ51Fjx49aNq0afUnm5mZrSMXYVbnPPHEE5SXl3PPPfew+eab06dPH7p168bWW2+ddjQzM6tD8vr9+hzWZNtO0sOSXkjWZTsin3ms7ooIpk2bxsEHH8wvf/lLnn32WQYMGMD777/PgAEDXICZmVnB5a0nLMc12S4Ebo2IUZJakhkc2yxfmazuWblyJXfeeSfl5eU899xzNGnShBEjRnDGGWd4ZnszM0tVPnvCclmTLYDNk/sNgf/kMY/VIcuWLWPChAnsvvvuHH/88SxevJjrr7+et99+m27durkAMzOz1OVzTFhVa7LtV+mYfsB9kroCmwKH5zGP1QFLly5l/PjxDB48mDlz5rD77rtz8803c+KJJ7L++h4CaWZmxSPtNVfaA+MjYlvgCGCCpP/J5AVwrTpLlixh6NCh7LjjjnTq1Imtt96af/7zn7z44ou0b9/eBZiZmRWdfBZh1a7JBpwO3AoQEU8D9YGtKj+RF8C11Rk9ejTbb7895513HrvuuisPPPAA06dP5+ijj/bajmZmVrTy+T/Ut2uySdqQzJpsUyod8z7QGkDSrmSKMHd1Wc6eeeYZOnfuzJ577snTTz/Ngw8+SOvWrb22o5mZFb28XaPJcU22HsD1krqTGaR/akREvjJZ7bJ8+XI6duzIj3/8Y/75z3+y+eabV3+SmZlZkcjrQJkc1mSbBfwinxms9hoxYgQvvvgikydPdgFmZmYlxwNmrCTNmTOHSy65hKOOOorjjjsu7ThmZmZrzEWYlZyI4KyzzkIS11xzjcd/mZlZSfL39q3kTJ48malTpzJs2DC22267tOOYmZmtFfeEWUn57LPPOPvss9l7773p2rVr2nHMzMzWmnvCrKT07duXjz76iLvuussTsJqZWUlzT5iVjOnTpzNq1Ci6du3KPvvsk3YcMzOzdeIizErCsmXL6NixI02aNOGyyy5LO46Zmdk68/UcKwnDhw/n5Zdf5s4776RBgwZpxzEzM1tn7gmzovfuu+/Sr18/jj32WI455pi045iZmdUIF2FW1CKCzp07U69ePUaOHJl2HDMzsxrjy5FW1G699VbuvfderrrqKpo2bZp2HDMzsxrjnjArWosXL6Zbt27ss88+nHXWWWnHMTMzq1HuCbOi1bt3bxYsWMDUqVOpV69e2nHMzMxqlHvCrCg99dRTjBkzhnPOOYe999477ThmZmY1zkWYFZ1ly5ZRVlZG06ZNufTSS9OOY2ZmlhcuwqzoXHnllbzyyitce+21bLbZZmnHsVpOUltJb0iaLal3Ffu3l/SgpJckPSJp26x9HSS9ldw6FDa5mZU6F2FWVN5++2369+/P8ccfz1FHHZV2HKvlJNUDrgV+A7QE2ktqWemwK4GbImJPoD8wMDl3S+ASYD9gX+ASSVsUKruZlT4XYVY0KuYE22CDDbjqqqvSjmN1w77A7Ih4JyK+ASYBlWcEbgk8lNx/OGv/r4H7I2JRRHwK3A+0LUBmM6slXIRZ0bjlllu47777KC8vp0mTJmnHsbqhCfBB1uO5ybZsLwK/S+4fBzSQ1CjHc83MVslFmBWFRYsW0b17d/bdd186deqUdhyzbOcBh0h6ATgEmAesyPVkSR0lzZA0Y8GCBfnKaGYlyPOEWVHo3bs3CxcuZNq0aZ4TzAppHpC9FMO2ybZvRcR/SHrCJG0GHB8RiyXNAw6tdO4jlV8gIsYCYwFatWoVNZjdzEqce8IsdY8//jjXX3893bt3Z6+99ko7jtUtzwLNJe0gaUOgHTAl+wBJW0mqaCv7AOOS+9OANpK2SAbkt0m2mZnlxEWYpeqbb76hrKyM7bffnn79+qUdx+qYiFgOdCFTPL0G3BoRr0rqL+no5LBDgTckvQn8EBiQnLsIuIxMIfcs0D/ZZmaWE1+OtFRdccUVvPbaa9x9991suummacexOigipgJTK227OOv+7cDtqzh3HN/1jJmZrRH3hFlq3nrrLS677DJOPPFEjjjiiLTjmJmZFZSLMEtFRNCpUyc22mgjRowYkXYcMzOzgvPlSEvFxIkTefDBB7nuuuvYZptt0o5jZmZWcO4Js4JbuHAh3bt3Z7/99qOsrCztOGZmZqlwEWYFd/7557N48WLGjh3Leuv5n6CZmdVN/h/QCurRRx9l3Lhx9OjRgz333DPtOGZmZqlxEWYF8/XXX3PmmWfSrFkzLr744upPMDMzq8U8MN8KZvDgwbz++uvcc889bLLJJmnHMTMzS5V7wqwg3nzzTQYMGEC7du1o27Zt2nHMzMxS5yLM8i4iOPPMM9l4440ZPnx42nHMzMyKgi9HWt7ddNNNPPzww4wePZof/ehHaccxMzMrCu4Js7z65JNP6NGjBwceeCBnnHFG2nHMzMyKhoswy6uePXvy2WefMWbMGM8JZmZmlsX/K1rePPzww4wfP56ePXuy++67px3HzMysqLgIs7xYunQpZ555JjvuuCMXXXRR2nHMzMyKjgfmW14MGjSIN998k2nTprHxxhunHcfMzKzo5LUnTFJbSW9Imi2p9yqOOUnSLEmvSro5n3msMF5//XUGDhzIySefTJs2bdKOY2ZmVpTy1hMmqR5wLfArYC7wrKQpETEr65jmQB/gFxHxqaSt85XHCiMiKCsrY9NNN/WcYGZmZquRz8uR+wKzI+IdAEmTgGOAWVnHnAFcGxGfAkTEx3nMYwUwfvx4HnvsMa6//nq23to1tZmZ2ark83JkE+CDrMdzk23ZWgAtJD0pabokr2dTwhYsWMB5553HQQcdxGmnnZZ2HDMzs6KW9sD89YHmwKHAtsBjkvaIiMXZB0nqCHQE2G677Qqd0XLUo0cPPv/8c88JZmZmloN8/k85D2ia9XjbZFu2ucCUiFgWEe8Cb5Ipyr4nIsZGRKuIaNW4ceO8Bba19+CDDzJhwgR69epFy5Yt045jZmZW9HIqwiT9Q9KRktakaHsWaC5pB0kbAu2AKZWOuZNMLxiStiJzefKdNXgNKwJfffUVZ555JjvvvDN9+/ZNO46ZmVlJyLWoug44GXhL0iBJP6nuhIhYDnQBpgGvAbdGxKuS+ks6OjlsGrBQ0izgYaBnRCxc43dhqSovL2f27NmMHj3ac4KZmZnlKKcxYRHxAPCApIZA++T+B8D1wP9FxLJVnDcVmFpp28VZ9wM4N7lZCZo1axaDBw/mj3/8I61bt047jpmZWcnIeWC+pEbAKcAfgReAicBBQAeSS4pWt6xcuZKysjIaNGjA0KFD045jhqQmwPZktW0R8Vh6iczMVi2nIkzSHcBPgAnAURExP9n1d0kz8hXOitu4ceN44oknuPHGG/EXJixtkgYDvyczF+GKZHMALsLMrCjl2hN2fXJp8VuSNoqIryOiVR5yWZH76KOP6NmzJwcffDB//vOf045jBnAs8JOI+DrtIGZmuch1YP7lVWx7uiaDWGnp0aMHX3zxBWPGjEFS2nHMIPPN6g3W9KTq1riVtJ2khyW9IOklSUck25tJ+krSzOQ2ugbeg5nVIavtCZP0IzKz3G8s6WdAxf+2mwOb5DmbFan777+fiRMncvHFF7PLLrukHceswpfATEkPAt/2hkXE2as6IZc1boELyXy7e5SklmS+bNQs2fd2ROxVs2/DzOqK6i5H/ho4lcxEq8Oytn8OeEKoOqhiTrAWLVrQp0+ftOOYZZvC/85FWJ1c1rgNMh88ARoC/1nHnGZmQDVFWET8DfibpOMjYnKBMlkRu/zyy3nnnXd46KGHqF+/ftpxzL4VEX9LJoZukWx6Y1XT52Spao3b/Sod0w+4T1JXYFPg8Kx9O0h6AfgvcGFEPL62+c2s7qnucuQpEfF/QDNJ/zOXV0QMq+I0q6VeeeUVhgwZQocOHTjssMPSjmP2PZIOBf4GzCEzdKKppA41MEVFe2B8RAyVdAAwQdLuwHxgu4hYKGkf4E5Ju0XEfyvl8tq3Zlal6i5Hbpr8uVm+g1hxq5gTrGHDhlx55ZVpxzGrylCgTUS8ASCpBXALsM9qzslljdvTgbYAEfG0pPrAVhHxMcnYs4h4TtLbZHrhvjdtT0SMBcYCtGrVKtburZlZbVTd5cgxyd3rImJBAfJYkbrhhht46qmnGD9+PFtttVXaccyqskFFAQYQEW9Kqu7bkt+ucUum+GpHZom2bO8DrYHxknYF6gMLJDUGFkXECkk7As3x2rdmtgZynSfsSUlzgL8D/4iIT/MXyYrNhx9+yPnnn89hhx3Gn/70p7TjmK3KDEk3AP+XPP4DlXqlKouI5ZIq1ritB4yrWOMWmBERU4AewPWSupMZpH9qRISkg4H+kpYBK4EzI2JRft6amdVGua4d2ULSvmQ+JV6QLLg9KRkvZrVc9+7d+eqrrxg9erTnBLNi1gk4C6iYkuJx4LrqTsphjdtZwC+qOG8y4C8smdlay3WyViLimYg4l8xXuheRGQBrtdy9997LpEmTuOCCC2jRokX1J5ilJFnBY1hE/C65Dffs+WZWzHJdO3Jz4DgyPWE7AXeQKcasFvvyyy/p3Lkzu+yyC7169Uo7jlmVJN0aESdJepnM5cLviYg9U4hlZlatXMeEvQjcCfSPCC9XVEf079+fd999l0cffZSNNtoo7Thmq9It+fO3qaYwM1tDuRZhO0aEv1pdh7z88ssMHTqU0047jYMPPjjtOGarFBHzk7ufAF9FxMpkeopdgHvSS2ZmtnrVTdY6IiLOAaZIqqqb/+i8JbPUrFy5ko4dO/KDH/yAIUOGpB3HLFePAb+UtAVwH5npJ35P5luSZmZFp7qesAnJn56dsw4ZM2YM06dPZ8KECTRq1CjtOGa5UkR8Kel0MnMbDpE0M+1QZmarstpvR0bEc8ndvSLi0ewbsFf+41mhzZ8/n969e9O6dWv+8Ad3IFhJUbKs0B+Au5Nt9VLMY2a2WrlOUdGhim2n1mAOKxLdunXj66+/ZtSoUZ4TzErNOUAf4I5kwtUdgYdTzmRmtkrVjQlrT2YJjx0kTcna1YDMXGFWi9x9993cdtttXH755TRv3jztOGZrJOmhfzTr8Tt8N3GrmVnRqW5M2FPAfGArMovjVvgceClfoazwvvjiC8466yx23XVXevbsmXYcs5xVfIFI0l1UPU+Yv0BkZkWpugW83wPeAw4oTBxLS79+/Xjvvfd4/PHH2XDDDdOOY7Ym/AUiMytJ1V2OfCIiDpL0Od//hCkgImLzvKazgpg5cybDhw/njDPO4KCDDko7jvHnWgQAAB2jSURBVNkayfoC0QySecIAJNUDPMuwmRWt6r4deVDyZ4OI2Dzr1sAFWO2wYsUKysrKaNSoEYMGDUo7jtm6eBDYJOvxxsADKWUxM6tWrmtH7gTMjYivJR0K7AncFBGL8xnO8m/UqFE888wzTJw4kS233DLtOGbron5ELKl4EBFLJG2yuhPMzNKU6xQVk4EVknYGxgJNgZvzlsoKYt68efTt25c2bdrQvn37tOOYrasvJO1d8UDSPsBXKeYxM1utXNeOXBkRyyUdB1wdEVdLeiGfwSz/unXrxrJly7juuus8J5jVBucAt0n6D5lxqz8is2yRmVlRyrUIW5bMGdYBOCrZtkF+Ilkh3HXXXUyePJny8nJ22mmntOOYrbOIeFbSLsBPkk1vRMSyNDOZma1Orpcj/0xmmooBEfGupB347mvhVmKWLFlCly5d2G233ejRo0faccxqRDL+qxfQLSJeAZpJ+m3KsczMVimnnrCImEXWzNMR8S4wOF+hLL8uueQS3n//fZ588knPCWa1yV+B5/huXsN5wG3Av1JLZGa2Gjn1hEn6haT7Jb0p6R1J70p6J9/hrOa98MILjBgxgrKyMg488MC045jVpJ0iYgiwDCAiviQzNszMrCjlOibsRqA7mU+ZK/IXx/JpxYoVdOzYkcaNGzNw4MC045jVtG8kbUwysXQytc7X6UYyM1u1XIuwzyLinrwmsby79tprmTFjBpMmTWKLLbZIO45ZTbsEuBdoKmki8Avg1FQTmZmtRq5F2MOSrgD+QdYny4h4Pi+prMbNnTuXCy64gLZt23LSSSelHcesRklaD9gC+B2wP5nLkN0i4pNUg5mZrUauRdh+yZ+tsrYF8P9qNo7lS9euXVmxYoXnBLNaKSJWSjo/Im4F7k47j5lZLnL9duRh+Q5i+XPnnXdy5513MnjwYHbYYYe045jlywOSzgP+DnxRsTEiFqUXycxs1XJdO/KHQDmwTUT8RlJL4ICIuDGv6Wydff7553Tt2pU99tiD7t27px3HLJ9+T6aHvnOl7TumkMXMrFq5TtY6HpgGbJM8fpPMEiFW5C666CLmzZvH2LFj2WADL3JgtVpL4FrgRWAmcDWwW6qJzMxWI9cibKtkrMVKgIhYjqeqKHozZszg6quvplOnTuy///5pxzHLt78BuwIjyRRgLZNtZmZFKdci7AtJjfhu/p39gc/ylsrW2fLlyykrK2PrrbemvLw87ThmhbB7RPwlIh5ObmcAu1d3kqS2kt6QNFtS7yr2byfpYUkvSHpJ0hFZ+/ok570h6dc1/H7MrJbLtQg7F5gC7CTpSeAmoGt1J1XXuGUdd7ykkNRqVcfYmrn66qt5/vnnGTlyJA0bNkw7jlkhPJ98QARA0n7AjNWdIKkemUuYvyHTc9Y+GfOa7ULg1oj4GdAOuC45t2XyeDegLXBd8nxmZjnJtQjbiUwjdSCZsWFvUc2g/hwbNyQ1ALoB/849tq3O+++/z0UXXcSRRx7JCSeckHYcs0LZB3hK0hxJc4CngZ9LelnSS6s4Z19gdkS8ExHfAJOAYyodE8Dmyf2GwH+S+8cAkyLi62Q93dnJ85mZ5STXecIuiojbJG0BHAZcCYziu/nDqvJt4wYgqaJxm1XpuMvILAbec02CW9Uigi5duhARXHPNNZ4TzOqStmtxThPgg6zHc/nfdq0fcJ+krsCmwOFZ506vdG6TtchgZnVUrj1hFYPwjwSuj4i7gQ2rOaeqxu17DZSkvYGmyfNZDbjjjju46667uPTSS2nWrFnaccwKJiLeW91tHZ66PTA+IrYFjgAmJDP050RSR0kzJM1YsGDBOsQws9om14ZknqQxZObhmSppozU4t0pJIzYM6JHDsW7EcvDf//6Xrl278tOf/pRzzvEMImY5mAc0zXq8bbIt2+nArQAR8TRQH9gqx3OJiLER0SoiWjVu3LgGo5tZqcu1kDqJzFiwX0fEYmBLqr98WF0D1YDMN5ceScZv7A9MqWpwvhux3Fx44YXMnz+fsWPHsv76uV5pNqvTngWaS9pB0oZkBtpPqXTM+0BrAEm7kinCFiTHtZO0kaQdgObAMwVLbmYlL9dli74ks3h3xeP5wPxqTvu2cSNTfLUDTs56js/IfJoEQNIjwHkRsdpvM1nVnnnmGa655hrOOuss9t3XY4PNchERyyV1IfMhsx4wLiJeldQfmBERU8j01l8vqTuZQfqnRkQAr0q6lcw41+XAWRHh+RPNLGd56y7JsXGzGrB8+XI6duzIj3/8YwYMGJB2HLOSEhFTgamVtl2cdX8W8ItVnDsA8C+dma2VvF6zqq5xq7T90Hxmqc2uuuoqXnzxRSZPnszmm29e/QlmZmaWunUaXG/pmzNnDhdffDFHHXUUxx13XNpxzMzMLEcuwkpYRHDWWWchyXOCmZmZlRh/ha6ETZ48malTpzJs2DC22267tOOYmZnZGnBPWIn67LPPOPvss9l7773p2rXaZTzNzMysyLgnrET17duXjz76iLvuustzgpmZmZUg94SVoOnTpzNq1Ci6du3KPvvsk3YcMzMzWwsuwkrMsmXLKCsrY5tttuGyyy5LO46ZmZmtJV/HKjHDhw/npZde4o477qBBgwZpxzEzM7O15J6wEvLuu+/Sr18/jj32WI499ti045iZmdk6cBFWIiKCzp07U69ePUaOHJl2HDMzM1tHvhxZIm699VbuvfdeRowYQdOmTdOOY2ZmZuvIPWElYPHixXTr1o199tmHLl26pB3HzMzMaoB7wkpAnz59WLBgAVOnTqVevXppxzEzM7Ma4J6wIvfUU08xevRounXrxt577512HDMzM6shLsKKWMWcYE2bNqV///5pxzEzM7Ma5MuRRWzo0KG88sorTJkyhc022yztOGZmZlaD3BNWpN5++20uvfRSfve733HUUUelHcfMzMxqmIuwIlQxJ9gGG2zgOcHMzMxqKV+OLEKTJk3ivvvu4+qrr6ZJkyZpxzEzM7M8cE9YkVm0aBHnnHMO++67L506dUo7jpmZmeWJe8KKTO/evVm4cCHTpk3znGBmZma1mHvCisgTTzzB9ddfT/fu3dlrr73SjmNmZmZ55CKsSHzzzTeUlZWx/fbb069fv7TjmJmZWZ75cmSRuOKKK5g1axZ33303m266adpxzMzMLM/cE1YEZs+ezWWXXcaJJ57IEUcckXYcMzMzKwAXYSmLCDp16sRGG23EiBEj0o5jZmZmBeLLkSmbOHEiDzzwANdddx3bbLNN2nHMzMysQNwTlqKFCxfSvXt39ttvP8rKytKOY1YnSWor6Q1JsyX1rmL/cEkzk9ubkhZn7VuRtW9KYZObWalzT1iKevXqxeLFixk7dizrred62KzQJNUDrgV+BcwFnpU0JSJmVRwTEd2zju8K/CzrKb6KCM8nY2Zrxf/zp+Sxxx7jxhtvpEePHuy5555pxzGrq/YFZkfEOxHxDTAJOGY1x7cHbilIMjOr9VyEpeDrr7+mrKyMZs2acfHFF6cdx6wuawJ8kPV4brLtf0jaHtgBeChrc31JMyRNl3Rs/mKaWW3ky5EpGDJkCK+//jr33HMPm2yySdpxzCw37YDbI2JF1rbtI2KepB2BhyS9HBFvZ58kqSPQEWC77bYrXFozK3ouwgrszTffZMCAAbRr1462bdumHcesrpsHNM16vG2yrSrtgLOyN0TEvOTPdyQ9Qma82NuVjhkLjAVo1apVrEm4mTNncuihh67JKWZF7+STT6Zjx45pxygKvhxZQBHBmWeeSf369Rk+fHjaccwMngWaS9pB0oZkCq3/+ZajpF2ALYCns7ZtIWmj5P5WwC+AWZXPXVsnn3yy15C1WmfmzJncfPPNaccoGu4JK6AJEybw8MMPM3r0aH70ox+lHceszouI5ZK6ANOAesC4iHhVUn9gRkRUFGTtgEkRkd2TtSswRtJKMh9oB2V/q3JddezY0b0FVuu4Z/f7XIQVyCeffMK5557LgQceyBlnnJF2HDNLRMRUYGqlbRdXetyvivOeAvbIazgzq9V8ObJAevbsyWeffcaYMWM8J5iZmZm5CCuERx55hPHjx9OzZ0923333tOOYmZlZEXARlmdLly6lrKyMHXfckYsuuijtOGZmZlYkPCYszwYNGsSbb77JtGnT2HjjjdOOY2ZmZkUirz1hOSyMe66kWZJekvRgMiN1rfH6668zcOBATj75ZNq0aZN2HDMzMysieSvCshbG/Q3QEmgvqWWlw14AWkXEnsDtwJB85Sm0ijnBNtlkE4YNG5Z2HDMzMysy+ewJq3Zh3Ih4OCK+TB5OJzNbda0wfvx4Hn30Ua644gp++MMfph3HzMzMikw+i7CcF8ZNnA7ck8c8BbNgwQLOO+88DjroIE477bS045iZmVkRKoqB+ZJOAVoBh6xif0ktgNujRw8+//xzzwlmZmZmq5TPCiGnhXElHQ5cABwdEV9X9UQRMTYiWkVEq8aNG+clbE158MEHmTBhAr169aJly8pD4MzMzMwy8lmEVbswrqSfAWPIFGAf5zFLQSxdupQzzzyTnXfemb59+6Ydx8zMzIpY3i5H5rgw7hXAZsBtkgDej4ij85Up3wYMGMDs2bN54IEHPCeYmZmZrVZex4RVtzBuRByez9cvpFmzZjF48GD++Mc/0rp167TjmJmZWZHzqPEasHLlSsrKymjQoAFDhw5NO46ZmZmVgKL4dmSp++tf/8oTTzzBjTfeSLF/ccDMzMyKg3vC1tHHH39Mz549Ofjgg/nzn/+cdhwzMzMrES7C1tG5557LkiVLGDNmDMmXC8zMzMyq5SJsHdx///1MnDiRPn36sMsuu6Qdx8zMzEqIi7C19NVXX9GpUydatGhBnz590o5jZmZmJcYD89fS5Zdfzttvv81DDz1E/fr1045jZmZmJcY9YWvh1VdfZciQIXTo0IHDDjss7ThmZmZWglyEraGVK1fSsWNHGjZsyJVXXpl2HDMzMytRvhy5hm644Qaeeuopxo8fz1ZbbZV2HDMzMytR7glbAx9++CG9evXisMMO409/+lPacczMzKyEuQhbA927d+fLL79k9OjRnhPMzMzM1omLsBzde++9TJo0iQsuuIAWLVqkHcfMzMxKnIuwHHz55Zd07tyZn/zkJ/Tq1SvtOGZmZlYLeGB+Dvr378+7777LI488wkYbbZR2HDMzM6sF3BNWjZdffpmhQ4dy2mmnccghh6Qdx8xqmKS2kt6QNFtS7yr2D5c0M7m9KWlx1r4Okt5Kbh0Km9zMSp17wlajYk6wH/zgBwwZMiTtOGZWwyTVA64FfgXMBZ6VNCUiZlUcExHds47vCvwsub8lcAnQCgjgueTcTwv4FsyshLknbDXGjBnD9OnTGTZsGI0aNUo7jpnVvH2B2RHxTkR8A0wCjlnN8e2BW5L7vwbuj4hFSeF1P9A2r2nNrFZxEbYK8+fPp3fv3rRu3ZpTTjkl7Thmlh9NgA+yHs9Ntv0PSdsDOwAPrem5ZmZVcRG2Cueccw5ff/01o0aN8pxgZgbQDrg9IlasyUmSOkqaIWnGggUL8hTNzEqRi7AqTJ06lVtvvZULL7yQ5s2bpx3HzPJnHtA06/G2ybaqtOO7S5E5nxsRYyOiVUS0aty48TrGNbPaxEVYJV988QWdO3dm11135fzzz087jpnl17NAc0k7SNqQTKE1pfJBknYBtgCezto8DWgjaQtJWwBtkm1mZjnxtyMrufTSS3nvvfd47LHH2HDDDdOOY2Z5FBHLJXUhUzzVA8ZFxKuS+gMzIqKiIGsHTIqIyDp3kaTLyBRyAP0jYlEh85tZaXMRlmXmzJkMGzaMv/zlL/zyl79MO46ZFUBETAWmVtp2caXH/VZx7jhgXN7CmVmt5suRiRUrVlBWVkajRo0YPHhw2nHMzMyslnNPWGL06NE888wzTJw4kS233DLtOGZmZlbLuScM+M9//kOfPn1o06YN7du3TzuOmZmZ1QEuwoCzzz6bZcuWcd1113lOMDMzMyuIOn858q677mLy5MmUl5ez0047pR3HzMzM6og63RO2ZMkSunTpwm677UaPHj3SjmNmZmZ1SJ3uCbvkkkt4//33efLJJz0nmJmZmRVUne0Je+GFFxgxYgRlZWUceOCBaccxMzOzOqZOFmErVqygY8eONG7cmIEDB6Ydx8zMzOqgOnk58tprr2XGjBlMmjSJLbbYIu04ZmZmVgfVuZ6wuXPncsEFF9C2bVtOOumktOOYmZlZHVXnirCzzz6bFStWeE4wMzMzS1Wduhz5z3/+kzvuuIPBgwezww47pB3HzMzM6rA60xP2+eef06VLF/bYYw+6d++edhwzMzOr4+pMT9jFF1/MvHnzuO2229hggw3SjmNmZmZ1XJ3oCXvuuecYOXIknTp1Yv/99087jpmZmVntL8KWL19Ox44d2XrrrSkvL087jpmZmRmQ5yJMUltJb0iaLal3Ffs3kvT3ZP+/JTWr6QzXXHMNzz//PCNHjqRhw4Y1/fRmZmZmayVvRZikesC1wG+AlkB7SS0rHXY68GlE7AwMBwbXZIb333+fCy+8kCOPPJITTjihJp/azMzMbJ3kc2D+vsDsiHgHQNIk4BhgVtYxxwD9kvu3A9dIUkTEur54RNClSxcigmuuucZzgpmZmRWBmTNncuihh6YdY53stddejBgxYp2fJ59FWBPgg6zHc4H9VnVMRCyX9BnQCPgk+yBJHYGOANttt11OLz5jxgzuuusurrjiCpo1a7Y2+c3MzKwGnXzyyWlHKColMUVFRIwFxgK0atUqp16yn//85zz66KMccMABec1mZmZmuenYsSMdO3ZMO0bRyOfA/HlA06zH2ybbqjxG0vpAQ2BhTQU4+OCDPSeYmZmZFaV8FmHPAs0l7SBpQ6AdMKXSMVOADsn9E4CHamI8mJmZmVmxy9vlyGSMVxdgGlAPGBcRr0rqD8yIiCnAjcAESbOBRWQKNTMzM7NaL69jwiJiKjC10raLs+4vBU7MZwYzMzOzYlTrZ8w3MzMzK0YuwszMzMxS4CLMzOq06pZXS445SdIsSa9Kujlr+wpJM5Nb5S8emZmtVknME2Zmlg9Zy6v9isyE0s9KmhIRs7KOaQ70AX4REZ9K2jrrKb6KiL0KGtrMag33hJlZXfbt8moR8Q1QsbxatjOAayPiU4CI+LjAGc2slnIRZmZ1WVXLqzWpdEwLoIWkJyVNl9Q2a199STOS7cfmO6yZ1S6+HGlmtnrrA82BQ8ms/PGYpD0iYjGwfUTMk7Qj8JCklyPi7eyT12btWzOrG0quCHvuuec+kfTeGpyyFZUWBC8Rzl1Yzl1Ya5p7+zzlyGV5tbnAvyNiGfCupDfJFGXPRsQ8gIh4R9IjwM+A7xVh2WvfSlrg9quoOXdhlWpuWLPsq2y/VNtXCZI0IyJapZ1jTTl3YTl3YRVL7mTN2jeB1mSKr2eBkyPi1axj2gLtI6KDpK2AF4C9gJXAlxHxdbL9aeCY7EH9NZCvKH5Oa8q5C8u5C6+mspdcT5iZWU3JcXm1aUAbSbOAFUDPiFgo6UBgjKSVZMbXDqrJAszMaj8XYWZWp+WwvFoA5ya37GOeAvYoREYzq53qwrcjx6YdYC05d2E5d2GVau5CK9Wfk3MXlnMXXo1kr/VjwszMzMyKUV3oCTMzMzMrOrWiCKtu7TdJG0n6e7L/35KaFT7l/8oh97nJenUvSXpQUr6+pr/GcllvLznueEkhqSi+AbMu6wSmKYd/K9tJeljSC8m/lyPSyFkp0zhJH0t6ZRX7JWlk8p5ekrR3oTMWC7dhheX2q7BKsf2CArVhEVHSNzLfaHob2BHYEHgRaFnpmM7A6OR+O+DvJZL7MGCT5H6nYsida/bkuAbAY8B0oFUp5CYz/9MLwBbJ461LJPdYoFNyvyUwpwhyHwzsDbyyiv1HAPcAAvYnMxdXqpmL+O/XbVgBcyfHuf0qXO6ia7+SLHlvw2pDT1gua78dA/wtuX870FqSCpixKtXmjoiHI+LL5OF0MhNJFoNcfuYAlwGDgaWFDLcapbpOYC65A9g8ud8Q+E8B81UpIh4DFq3mkGOAmyJjOvADST8uTLqi4jassNx+FVZJtl9QmDasNhRhuaz99u0xEbEc+AxoVJB0q5ZL7mynk6m4i0G12ZNu2aYRcXchg1VjXdcJTEsuufsBp0iaS2a6ha6FibZO1vR3oLZyG1ZYbr8Kq7a2X1ADbZjnCSsBkk4BWgGHpJ0lF5LWA4YBp6YcZW2sbp3AYtYeGB8RQyUdAEyQtHtErEw7mFkptWFuv1JRZ9uv2tATlsvab98eo8wyJQ2BhQVJt2q55EbS4cAFwNER8XWBslWnuuwNgN2BRyTNIXOtfEoRDG7NdZ3AKRGxLCLeJbOkTfMC5VuVXHKfDtwKEBFPA/XJrG1WzHL6HagD3IYVltuvwqqt7RfURBuW9sC3Ghg4tz7wDrAD3w36263SMWfx/UGtt5ZI7orFgJunnXdNs1c6/hGKY2BrLj/ztsDfkvtbkelqblQCue8BTk3u70pmTIWK4GfejFUPaj2S7w9qfSbtvEX89+s2rIC5Kx3v9iv/uYuy/Ury5LUNS/0N1tAP6QgyFf/bwAXJtv5kPnlBpqq+DZgNPAPsmHbmHHM/AHwEzExuU9LOnGv2SscWRSOW489cZC5FzAJeBtqlnTnH3C2BJ5MGbibQpggy3wLMB5aR+YR+OnAmcGbWz/ra5D29XCz/Ror079dtWAFzVzrW7Vf+cxdd+5Xkynsb5hnzzczMzFJQG8aEmZmZmZUcF2FmZmZmKXARZmZmZpYCF2FmZmZmKXARZmZmZpYCF2GWk+pWk0+TpP7JhJBI+qWkVyXNlNRE0u3VnHuDpJbJ/b6FyGtmVpmkUyVdk9zvJ+m8tDNZ/rkIs1yNJzMRYNGJiIsj4oHk4R+AgRGxV0TMi4gTqjn3LxExK3noIszM1ogy/H+prRX/w7GcRPWrya+WpEGSZkl6SdKVybbxkkZLmiHpTUm/TbbXk3SFpGeT48uynqeXpJclvShpUNbznCDpL8BJwGWSJkpqVtFzlzznlZJeSZ6za7L9EUmtkufaOOlBm5j0rp2T9boDJHVb2/dvZrVH0ra8Iekm4BXgoqz26tKs4/6UbHtR0oRk21GS/i3pBUkPSPphWu/D0ucFvC3vJDUCjgN2iYiQ9IOs3c2AfYGdgIcl7Qz8CfgsIn4uaSPgSUn3AbsAxwD7RcSXkrbMfp2IuEHSQcC/IuJ2Sc2ydndMXmuviFhexbm9JXWJiL2SzM2AfwAjkk+57ZKcZmaQWZOxA7A5cAKZ9kFk1pk8mMzanhcCB0bEJ1ltzhPA/klb+BfgfKBHwdNbUXARZoXwGbAUuFHSv4B/Ze27NSJWAm9JeodModUG2FNSxaXEhmQavMOBv0bElwARsSY9c4eTWXtveS7nRsQcSQsl/Qz4IfBCRKS9YLKZFY/3ImJ60rPfBngh2b4Zmfbqp8BtEfEJfK/N2Rb4u6Qfk1lL8d3CxrZi4suRViOSy30zk1v/7H1J4bMvcDvwW+De7N2VnirIfJrsmozr2isidoiI+/KZfxVuAE4F/gyMS+H1zax4fZH8Kb4bh7pXROwcETeu5ryrgWsiYg+gjMy6oFZHuQizGhERK7IaoYuz90naDGgYEVOB7mQ+IVY4UdJ6knYCdgTeAKYBnSRtkJzfQtKmwP3AnyVtkmz/3iXFatwPlElafzXnLqt4zcQdZL6M8PMkk5lZZdOA05J2juRb2VsDD5Fp3xol2yvanIbAvOR+h0KHteLiy5GWE0m3AIcCW0maC1xSzae9bA2Af0qqT+ZT47lZ+94HniEzruLMiFgq6QYy47eelyRgAXBsRNwraS9ghqRvgKnk/o3GG4AWwEuSlgHXA9dUOmZssv/5iPhDRHwj6WFgcUSsyPF1zKwOiYj7JO0KPJ1prlgCnBIRr0oaADwqaQWZy5WnAv2A2yR9SqZQ2yGV4FYUFFH5apBZYUgaTzKIPu0sVUkG5D8PnBgRb6Wdx8zMahdfjjSrQjKB62zgQRdgZmaWD+4JMzMzM0uBe8Ls/7dbxwIAAAAAg/yth7GnKAIABhIGADCQMACAgYQBAAwkDABgIGEAAIMAq0ChO4zF8toAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deZyNdf/H8deHSgktaEO0UGlDbu13utuXm+ruNmMpSsSdSkkpooi4c6ukkiJCjHY/6ZaEut2UUZOiRFosLULuZOfz++Nc6jSNmTNjzrnO8n4+HvOYc67lnPcZ5jOfc32/13XM3RERERGRxCoTdgARERGRTKQmTERERCQEasJEREREQqAmTERERCQEasJEREREQqAmTERERCQEasIkLZlZGzP7T9g5RCQxzKylmb0Zw3ZDzezeRGRKBDP7yszOD27fZ2Zjws4ksVMTJrstKAIbzWy9mX1nZiPNrEK+bc4ws7fN7GczW2dm/2dmdfNtU8nMHjGzb4LH+iK4XyXO+WeY2Q3xfA6RTJavRnxfUI3YXe4+1t0vjGG7Du7epzSfeyczczP7JXidK8xskJmVjcdzlURYNVZ2TU2YlJa/unsFoB5QH7h75wozOx14E3gNOAw4AvgImGVmRwbb7AVMA44HLgYqAacDq4FGiXsZIhInO2tEA6Ah0CP/Bma2R8JTlb6Tg9d5DpAFXB9yHqD0a2ya/FuFTk2YlCp3/w6YQqQZ2+mfwHPu/qi7/+zua9y9BzAHuC/Y5lrgcOBKd1/o7jvc/Qd37+Pukwt6ruBd5y1mttTMfjSzh8yswP/TwZG4ucFRuLlmdkawvC9wNjAkeGc4pDR+DiJSMHdfAbwBnAC//h7fZGaLgcXBssvNLM/MfjKz/5rZSTv3N7MaZvayma0ys9U7f2ejpyBYxMNm9oOZ/c/MPjaznc830sweiHq8dma2xMzWmNlEMzssap2bWQczWxxkedzMLMbXuQSYRVQtLOHrOioYRVgd1LmxZrZ/sX/wMdTY4PUeHZXp15+VmTU2s+VmdpeZfQc8a2afmtnlUdvvEeRvENw/LXidP5nZR2bWuAS505qaMClVZlYduARYEtwvD5wBvFDA5hOAC4Lb5wP/dvf1xXzKK4m8q24ANKWAd51mdiDwOjAYqAwMAl43s8ru3h14F+jk7hXcvVMxn19EisHMagCXAh9GLb4COBWoa2b1gRHAjUR+X58CJppZuWBobxLwNVALqAaML+BpLgT+DNQB9gOaETnikz/LX4AHg/WHBo+b//EuB/4EnBRsd1GMr/NYIm/wdtbCkr4uCzIeBhwH1OC3N6/FUdIaG+0Q4ECgJtAeGAc0j1p/EfCju39gZtWI1N0Hgn3uAF4ys6q78fxpR02YlJZXzexnYBnwA9ArWH4gkf9n3xawz7fAzrkIlXexTVEGBEfWvgEe4fcFYafLgMXuPtrdt7n7OOAz4K8leD4RKZlXzewn4D/ATKBf1LoHg9/jjUT+uD/l7u+5+3Z3HwVsBk4jMmx2GNDV3X9x903uXtAJOFuBisCxgLn7p+5eUH1pCYxw9w/cfTORaRSnm1mtqG36u/tPQY2Zzu+P8hfkAzP7BfgUmAE8ESwv0ety9yXuPtXdN7v7KiJvIs8pIkNBSlpjo+0AegVZNgLPA02CN9sALYg0ZgCtgMnuPjk46jYVyCXSgEtATZiUlivcvSLQmEjh29lcrSXyi3toAfscCvwY3F69i22Ksizq9tdECll+hwXryLdttRI8n4iUzBXuvr+713T3fwR/xHeK/j2uCXQJhrB+Chq3GkR+j2sAX7v7tsKeyN3fBoYAjwM/mNkwM6tUwKa/qw3BUaLV/L42fBd1ewNQAcDMFgRTGNab2dlR2zQItskicnRv3915XWZ2sJmNt8hE//8BY/itvhZHSWtstFXuvmnnnWDI9VPgr0Ej1oRIYwaR1/v3fK/3rFLIkFbUhEmpcveZwEhgYHD/F2A28PcCNm9GZKIowFvARWa2bwHbFaZG1O3DgZUFbLOSSEEg37YrdsYu5nOKSOmK/h1cBvQNGradX+WDI9jLgMNjmRTu7oPd/RSgLpFhya4FbPa72hDUn8r8VhsKe/zjgykMFdz93Xzr3N0nEKl9PXfzdfUj8vM50d0rETnCFNO8tHxiqbEbgPJR9w/Jt76gWrlzSLIpsDBozCDymkbne737unv/EmRPW2rCJB4eAS4ws5OD+92A1haZRF/RzA4IJnueDtwfbDOayC/tS2Z2rJmVMbPKZnaPmRV2+Lpr8Hg1gFuBnAK2mQzUMbMWwcTRLCKFeVKw/nvgyN16xSJSWp4GOpjZqcEE+33N7DIzqwi8T2RIrX+wfG8zOzP/A5jZn4L99wR+ATYROSKf3zjgOjOrZ2bliDQ877n7V6X0WvoD7czskN14XRWB9cC6YJ5VQc1kLGKpsXlACzMra2YXE9uw53gic/A68ttRMIgcsfurmV0UPN7eweT+6iXMn5bUhEmpC+YtPEfwDjCY23ARcBWRQvM1kctYnOXui4NtNhOZOPoZMBX4H5HCVAV4r5Cnew2YR6R4vA4MLyDPaiKTa7sQOSR/J3C5u+8cCn0UuNrM1prZ4BK/cBHZbe6eC7QjMpy4lsjE9jbBuu1E5nIeDXwDLCcy7JdfJSJNz1oi9WY18FABz/UWcC/wEpHadBSQXYqv5WPgHSJzvUr6uu4nMsS5jkiNe7mEWWKpsbcGOX4iMl/u1Rge91siR/zOIOpNsLsvI3J07B5gFZEGsCvqO37H3DUSI6nJzByoHXX4W0REJGWoIxUREREJgZowERERkRBoOFJEREQkBDoSJiIiIhICNWEiIiIiIUi5T0GvUqWK16pVK+wYIpJA8+bN+9HdU/4z51S/RDJPYfUr5ZqwWrVqkZubG3YMEUkgM8v/sVMpSfVLJPMUVr80HCkiIiISAjVhIiIiIiFQEyYiIiISAjVhIiIiIiFQEyYiIiISAjVhIiIiIiFQEyYiIiISgrg1YWY2wsx+MLNPdrHezGywmS0xs/lm1iBeWURECrI7dcrMWpvZ4uCrdeJSi0i6iOeRsJHAxYWsvwSoHXy1B56MYxYRkYKMpAR1yswOBHoBpwKNgF5mdkBck4pI2olbE+bu7wBrCtmkKfCcR8wB9jezQ+OVR0SSw+eff86zzz4bdgxgt+rURcBUd1/j7muBqRTezBVb586d6dy5c2k+pIgkmTDnhFUDlkXdXx4s+wMza29muWaWu2rVqoSEE5HS9f3333PTTTdRt25d7rjjDtavXx92pFjsqk7FvX7l5eWRl5dX/MQikjJSYmK+uw9z94bu3rBq1ZT/DF+RjPLLL7/Qp08fjj76aJ566iluvPFGPv30UypUqBB2tIRQ/RKRXQmzCVsB1Ii6Xz1YJiJpYNu2bTzzzDPUrl2bnj17cuGFF7JgwQIef/xxDjrooLDjxWpXdUr1S0R2W5hN2ETg2uDso9OAde7+bYh5RKQUuDuTJk3i5JNPpl27dtSqVYtZs2bx0ksvccwxx4Qdr7h2VaemABea2QHBhPwLg2UiIjHbI14PbGbjgMZAFTNbTuRMoj0B3H0oMBm4FFgCbACui1cWEUmM3NxcunbtyowZM6hduzYvvfQSV155JWYWdrQClbROufsaM+sDzA0eqre7FzbBX0TkD+LWhLl78yLWO3BTvJ5fRBJn6dKldO/enfHjx1O1alWGDBlC+/bt2XPPPcOOVqjdqVPuPgIYEY9cIpIZ4taEiUj6W716NQ888ACPP/44e+yxBz169KBr165UqlQp7GgiIklPTZiIFNvGjRt57LHH6NevHz///DPXX389999/P4cddljY0UREUoaaMBGJ2Y4dOxgzZgw9evRg2bJlXHbZZfTv358TTjgh7GgiIiknJa4TJiLhmzp1Kg0aNKB169YcdNBBvP3220yaNEkNmIhICakJE5FCffTRR1x00UVceOGFrFu3jnHjxvH+++9z7rnnhh1NRCSlqQkTkQItW7aMNm3aUL9+febOncugQYP47LPPyM7OpkwZlQ4Rkd2lOWEi8js//fQT/fv355FHHgGga9eudOvWjQMOOCDkZCIi6UVNmIgAsGXLFp588kn69OnDmjVraNWqFX369KFmzZphRxMRSUsaUxDJcO5OTk4Oxx13HJ07d6Z+/frMmzeP5557Tg2YiEgcqQkTyWAzZ87k1FNPJTs7m3333Zd///vfvPnmm9SvXz/saCIiaU9NmEgGWrhwIU2aNKFx48Z8++23jBw5kg8//JCLLrooaT/nUUQk3agJE8kg3377Le3bt+fEE09k5syZPPjgg3z++ee0bt2asmXLhh1PRCSjaGK+SAb4+eefGThwIAMHDmTr1q3cfPPN9OjRgypVqoQdTUQkY6kJE0ljW7du5ZlnnuG+++7jhx9+oFmzZvTr14+jjjoq7GgiIhlPTZhIGnJ3XnvtNbp168aiRYs4++yzmThxIqeeemrY0UREJKA5YSJpZvbs2Zx99tlceeWVmBmvvfbar2dBiohI8lATJpImFi9ezNVXX80ZZ5zBF198wVNPPcXHH39MkyZNdMajiEgS0nCkSIr74Ycf6NOnD0OHDqVcuXLcf//93H777VSoUCHsaCIiUgg1YSIpasOGDTz88MMMGDCADRs20K5dO3r16sUhhxwSdjQREYmBmjCRFLN9+3ZGjRrFvffey8qVK2natCn9+/fn2GOPDTuaiIgUg+aEiaQId2fy5MnUq1ePtm3bUqNGDd555x1effVVNWAiIilITZhICpg3bx7nnXcel112GRs3buSFF1749SxIERFJTWrCRJLYV199RcuWLWnYsCEff/wxgwcPZuHChVx99dU641FEJMVpTphIElqzZg19+/ZlyJAhlClThnvuuYc777yT/fbbL+xoIiJSStSEiSSRTZs2MWTIEPr27cu6deto06YNvXv3pnr16mFHExGRUqbhSJEksGPHDsaMGcMxxxxD165dOf300/noo48YMWKEGjARkTSlJkwkZNOmTaNhw4Zcc801VK5cmbfeeovJkydz4oknhh1NRETiSE2YSEjmz5/PJZdcwvnnn8+aNWsYM2YMubm5nHfeeWFHExGRBFATJpJgy5cv57rrrqNevXrMmTOHgQMH8tlnn9GyZUvKlNGvpIhIptDEfJEEWbduHQMGDODhhx9mx44d3H777dxzzz0ceOCBYUcTEZEQqAkTibMtW7YwdOhQevfuzerVq2nZsiUPPPAAtWrVCjuaiIiESGMfInHi7rzwwgvUrVuXW2+9lZNPPpnc3FzGjBmjBkxERNSEicTDu+++y+mnn06zZs3YZ599mDx5Mm+99RannHJK2NFERCRJqAkTKUWfffYZTZs25c9//jPLli1jxIgR5OXlcckll+hjhkRE5HfUhImUgu+++44OHTpwwgknMH36dPr27cvixYu57rrrKFu2bNjxREQkCWlivshuWL9+Pf/617946KGH2Lx5Mx07dqRnz55UrVo17GgiIpLk1ISJlMC2bdsYPnw4vXr14vvvv+fqq6+mX79+1K5dO+xoIiKSItSEiRTTlClT6Ny5M5999hlnnnkmr7zyCqeffnrYsUREJMWoCRMphjlz5nD55Zdz5JFH8sorr9C0aVNNuBcRkRJREyYSo7Vr15KdnU21atV477332H///cOOJCIiKSyuZ0ea2cVmtsjMlphZtwLWH25m083sQzObb2aXxjOPSEm5OzfccAMrVqxg/PjxasDSSAx1qqaZTQtq1Awzqx61bruZ5QVfExObXERSXdyaMDMrCzwOXALUBZqbWd18m/UAJrh7fSAbeCJeeUR2x5NPPsnLL79Mv379OO2008KOI6Ukxjo1EHjO3U8CegMPRq3b6O71gq8mCQktImkjnkfCGgFL3H2pu28BxgNN823jQKXg9n7AyjjmESmRvLw8brvtNi655BK6dOkSdhwpXbHUqbrA28Ht6QWsFxEpkXg2YdWAZVH3lwfLot0HtDKz5cBk4OY45hEptvXr15OVlUWVKlUYNWoUZcro+sZpJpY69RFwVXD7SqCimVUO7u9tZrlmNsfMrohvVBFJN2H/RWkOjHT36sClwGgz+0MmM2sfFLrcVatWJTykZCZ3p2PHjixZsoSxY8fqAqyZ6w7gHDP7EDgHWAFsD9bVdPeGQAvgETM7Kv/Oql8isivxbMJWADWi7lcPlkVrC0wAcPfZwN5AlfwP5O7D3L2huzfUH0JJlFGjRjFmzBh69uxJ48aNw44j8VFknXL3le5+VTB3tXuw7Kfg+4rg+1JgBlA//xOofonIrsSzCZsL1DazI8xsLyIT7/OfPfQNcB6AmR1HpAnTW0UJ3aeffspNN91E48aN6dGjR9hxJH6KrFNmViXqCP3dwIhg+QFmVm7nNsCZwMKEJReRlBe3JszdtwGdgCnAp0TOglxgZr3NbOdZRF2Admb2ETAOaOPuHq9MIrHYuHEjzZo1o3z58owdO1YfwJ3GYqxTjYFFZvY5cDDQN1h+HJAb1K/pQH93VxMmIjGL68Va3X0ykQn30ct6Rt1eSOTdo0jSuO222/jkk0+YPHkyhx12WNhxJM5iqFMvAi8WsN9/gRPjHlBE0lbYE/NFksqECRN46qmn6Nq1K5dccknYcUREJI2pCRMJLF26lHbt2nHaaafRt2/foncQERHZDWrCRIAtW7aQlZVFmTJlGDduHHvuuWfYkUREJM3pA7xFgLvvvpvc3FxeeuklatWqFXYcERHJADoSJhlv0qRJDBo0iJtuuomrrrqq6B1ERERKgZowyWjLly+ndevW1KtXj4EDB4YdR0REMoiaMMlY27Zto3nz5mzevJmcnBz23nvvsCOJiEgG0ZwwyVj3338///nPfxg9ejR16tQJO46IiGQYHQmTjDRt2jT69u1LmzZtaNWqVdhxREQkA6kJk4zz/fff07JlS4455hiGDBkSdhwREclQGo6UjLJjxw6uueYa1q1bx9SpU9l3333DjiQiIhlKTZhklAEDBjB16lSGDh3KiSfqY/9ERCQ8Go6UjDFr1izuvfdemjVrRvv27cOOIyIiGU5NmGSENWvW0Lx5c2rWrMmwYcMws7AjiYhIhtNwpKQ9d+e6667ju+++Y9asWey3335hRxIREVETJunvscceY+LEiQwaNIg//elPYccREREBNBwpaW7evHl07dqVyy+/nM6dO4cdR0RE5FdqwiRt/e9//yMrK4uDDjqIkSNHah6YiIgkFQ1HSlpyd2688Ua+/PJLZsyYQeXKlcOOJCIi8jtqwiQtDR8+nPHjx9OnTx/OPvvssOOIiIj8gYYjJe0sWLCAW265hfPOO4+777477DgiIiIFUhMmaWXDhg00a9aMihUrMmbMGMqWLRt2JBERkQJpOFLSyi233MKnn37KlClTOOSQQ8KOIyIisks6EiZp4/nnn2f48OF069aNCy64IOw4IiIihVITJmlh8eLF3HjjjZxxxhn07t077DgiIiJFUhMmKW/z5s1kZ2ez5557Mm7cOPbYQ6PsIiKS/PTXSlLenXfeyQcffMBrr73G4YcfHnYcERGRmOhImKS0V199lcGDB3PrrbfSpEmTsOOIiIjETE2YpKyvv/6a6667jgYNGjBgwICw44iIiBSLmjBJSVu3bqV58+Zs376dnJwcypUrF3YkERGRYtGcMElJPXv2ZPbs2YwbN46jjz467DgiIiLFpiNhknKmTJlC//79ueGGG8jOzg47joiISImoCZOU8u2333LNNddw/PHH8+ijj4YdR0REpMQ0HCkpY/v27bRq1Yr169czY8YMypcvH3YkERGRElMTJinjwQcf5O233+aZZ56hbt26YccRERHZLRqOlJTwzjvv0KtXL1q0aMH1118fdhwREZHdpiZMkt6PP/5IixYtOPLIIxk6dChmFnYkERGR3abhSElq7k6bNm1YtWoVs2fPpmLFimFHEhERKRVqwiSpPfzww7z++usMHjyYBg0ahB1HRESk1Gg4UpLW+++/T7du3bjiiivo1KlT2HFERERKVVybMDO72MwWmdkSM+u2i22amdlCM1tgZs/HM4+kjnXr1pGdnc2hhx7K8OHDNQ9M4qaoOmVmNc1smpnNN7MZZlY9al1rM1scfLVObHIRSXVxG440s7LA48AFwHJgrplNdPeFUdvUBu4GznT3tWZ2ULzySOpwd2644Qa++eYb3nnnHQ488MCwI0maiqVOAQOB59x9lJn9BXgQuMbMDgR6AQ0BB+YF+65N7KsQkVQVzyNhjYAl7r7U3bcA44Gm+bZpBzy+s2i5+w9xzCMp4qmnnuLFF1/kgQce4Iwzzgg7jqS3WOpUXeDt4Pb0qPUXAVPdfU1Qw6YCFycgs4ikiXg2YdWAZVH3lwfLotUB6pjZLDObY2YqYBlu/vz5dO7cmQsvvJA777wz7DiS/mKpUx8BVwW3rwQqmlnlGPcVEdmlsCfm7wHUBhoDzYGnzWz//BuZWXszyzWz3FWrViU4oiTK+vXrycrK4oADDmD06NGUKRP2f08RAO4AzjGzD4FzgBXA9lh3Vv0SkV2J51+5FUCNqPvVg2XRlgMT3X2ru38JfE6kKfsddx/m7g3dvWHVqlXjFljC1alTJxYtWsTYsWM56CBND5SEKLJOuftKd7/K3esD3YNlP8Wyb7Ct6peIFCimJszMXjazy8ysOE3bXKC2mR1hZnsB2cDEfNu8SuQoGGZWhcjw5NJiPIekidGjRzNq1Ch69OjBX/7yl7DjSOYosk6ZWZWo2nc3MCK4PQW40MwOMLMDgAuDZSIiMYm1qXoCaAEsNrP+ZnZMUTu4+zagE5Gi9Ckwwd0XmFlvM2sSbDYFWG1mC4lMeO3q7quL/SokpS1atIiOHTty9tln07Nnz7DjSAaJsU41BhaZ2efAwUDfYN81QB8ijdxcoHewTEQkJubusW9sth+RuVvdiUxIfRoY4+5b4xPvjxo2bOi5ubmJejqJs02bNnHqqaeyYsUK8vLyqF69etE7ScYxs3nu3jDsHLurOPWrcePGAMyYMSN+gUQk7gqrXzFfJyw4G6gVcA3wITAWOAtoTTCkKFJcXbp0Yf78+UyaNEkNmOw2M6sG1CSqtrn7O+ElEhHZtZiaMDN7BTgGGA381d2/DVblmJkOS0mJvPTSSzzxxBN06dKFyy67LOw4kuLMbACQBSzkt7MXHVATJiJJKdYjYU+7++ToBWZWzt03p8MQgSTel19+Sdu2bWnUqBH9+vULO46khyuAY9x9c9hBRERiEevE/AcKWDa7NINI5tiyZQvZ2dm4O+PGjWOvvfYKO5Kkh6XAnmGHEBGJVaFHwszsECJXgN7HzOoDOz9FuRJQPs7ZJE11796d999/nwkTJnDkkUeGHUfSxwYgz8ymAb8eDXP3W8KLJCKya0UNR14EtCFyEcJBUct/Bu6JUyZJY5MnT2bgwIF06NCBv//972HHkfQykT9ei1BEJGkV2oS5+yhglJn9zd1fSlAmSVMrVqzg2muv5aSTTmLQoEFF7yBSDO4+Krjgap1g0aJEXj5HRKS4ihqObOXuY4BaZnZ7/vXurr+kEpPt27fTsmVLNm7cSE5ODvvss0/YkSTNmFljYBTwFZGpEzXMrLUuUSEiyaqo4ch9g+8V4h1E0lufPn2YOXMmI0eO5Nhjjw07jqSnfwEXuvsiADOrA4wDTgk1lYjILhQ1HPlUcPMJd1+VgDyShqZPn07v3r259tprad26ddhxJH3tubMBA3D3z81MZ0uKSNKK9Tphs8zsKyAHeNnd18YvkqSTH374gZYtW1KnTh0ef/zxsONIess1s2eAMcH9loAuJi0iSSum64S5ex2gB3A8MM/MJplZq7gmk5S3Y8cOrr32WtasWUNOTg4VKmhUW+KqI5Gr5d8SfC0MlomIJKWYPzvS3d8H3jezfkQuVzGK395xivzBwIEDmTJlCk888QQnn3xy2HEkzQVXyh/E7y+nIyKStGL97MhKwJVANnAU8ArQKI65JMXNnj2b7t2787e//Y0OHTqEHUfSmJlNcPdmZvYxkc+K/B13PymEWCIiRYr1SNhHwKtAb3fXxxVJodauXUt2djbVq1fnmWeewcyK3kmk5G4Nvl8eagoRkWKKtQk70t3/8A5TJD93p23btqxcuZJZs2ax//77hx1J0py7fxvc/BHY6O47gstTHAu8EV4yEZHCFXWx1kfcvTMw0cwKOszfJG7JJCU98cQTvPLKKzz00EM0aqQRa0mod4CzzewA4E1gLpBF5CxJEZGkU9SRsNHB94HxDiKp78MPP+T222/n0ksv5fbb//ABCyLxZu6+wczaErm24T/NLC/sUCIiu1LoJSrcfV5ws567z4z+AurFP56kip9//pmsrCyqVKnCqFGjKFMmpqufiJQmM7PTiRz5ej1YVjbEPCIihYr1L2VBlzlvU4o5JIW5Ox07duSLL77g+eefp0qVKmFHkszUGbgbeMXdF5jZkcD0kDOJiOxSUXPCmgMtgCPMbGLUqorAmngGk9QxcuRIxo4dy/33388555wTdhzJUMER+plR95cSuWiriEhSKmpO2H+Bb4EqRD4cd6efgfnxCiWpY+HChXTq1Ilzzz2X7t27hx1HMtDOE4jM7P8o+DphOoFIRJJSUR/g/TXwNXB6YuJIKtm4cSNZWVnsu+++jBkzhrJlNf1GQqETiEQkJRU1HPkfdz/LzH7m9+8wDXB3rxTXdJLUOnfuzCeffMIbb7zBYYcdFnYcyVBRJxDlElwnDMDMygLlQgsmIlKEos6OPCv4XtHdK0V9VVQDltlycnIYNmwYd955JxdffHHYcUQApgHlo+7vA7wVUhYRkSLFdHakmR1lZuWC243N7BYz06XQM9QXX3xBu3btOO2003jggQfCjiOy097uvn7nneB2+UK2FxEJVayXqHgJ2G5mRwPDgBrA83FLJUlr8+bNZGVlUbZsWcaPH8+ee+4ZdiSRnX4xswY775jZKcDGEPOIiBQq1s+O3OHu28zsSuAxd3/MzD6MZzBJTt26dWPevHm8/PLL1KxZM+w4ItE6Ay+Y2Uoi81YPIfKxRSIiSSnWJmxrcM2w1sBfg5KkRW0AAByBSURBVGU6BJJh/u///o9HHnmETp06ceWVV4YdR+R33H2umR0LHBMsWuTuW8PMJCJSmFiHI68jcpmKvu7+pZkdwW+nhUsGWLZsGW3atKFevXo89NBDYccR+QMzKw/cBdzq7p8Atczs8pBjiYjsUkxHwtx9IVFXnnb3L4EB8QolyWXbtm00b96cLVu2kJOTw9577x12JJGCPAvM47frGq4AXgAmhZZIRKQQsZ4deaaZTTWzz81sqZl9aWZL4x1OksN9993HrFmzGDp0KHXq1Ak7jsiuHOXu/wS2Arj7BiJzw0REklKsc8KGA7cReZe5PX5xJNm89dZb9OvXj+uvv56WLVuGHUekMFvMbB+CC0ub2VHA5nAjiYjsWqxN2Dp3fyOuSSTpfP/997Rq1Ypjjz2WwYMHhx1HpCi9gH8DNcxsLHAm0CbURCIihYi1CZtuZg8BLxP1ztLdP4hLKgndjh07aNWqFevWreOtt95i3333DTuSyC6ZWRngAOAq4DQiw5C3uvuPoQYTESlErE3YqcH3hlHLHPhL6caRZNG/f3/eeusthg0bxgknnBB2HJFCufsOM7vT3ScAr4edR0QkFrGeHXluvINI8vjPf/5Dz549ycrK4oYbbgg7jkis3jKzO4Ac4JedC919TXiRRER2LaYmzMwOBvoBh7n7JWZWFzjd3YfHNZ0k3OrVq2nevDk1a9Zk2LBhmOnkMkkZWUSO0P8j3/IjQ8giIlKkWC/WOhKYAhwW3P+cyEeESBpxd66//nq+//57cnJyqFSpUtiRRIqjLvA48BGQBzwGHB9qIhGRQsTahFUJ5lrsAHD3behSFWln8ODBTJw4kX/+8580bNiw6B1Eksso4DhgMJEGrG6wTEQkKcU6Mf8XM6vMb9ffOQ1YF7dUknC5ubl07dqVJk2acOutt4YdR6QkTnD3ulH3p5vZwtDSiIgUIdYjYbcDE4GjzGwW8Bxwc1E7mdnFZrbIzJaYWbdCtvubmbmZ6fBLCP73v/+RnZ3NwQcfzIgRIzQPTFLVB8EbRADM7FQgt6idiqpTZna4mU03sw/NbL6ZXRosr2VmG80sL/gaWqqvRkTSXqxHwo4CLgFqAH8jcsmKQvc1s7JE5mdcACwH5prZxOBzKKO3qwjcCrxXvOhSGtyd9u3b89VXXzFjxgwqV64cdiSRkjoF+K+ZfRPcPxxYZGYfA+7uJ+XfIcY61QOY4O5PBiclTQZqBeu+cPd68Xk5IpLuYm3C7nX3F8zsAOBcYCDwJL9dP6wgjYAl7r4UwMzGA02B/MMDfYh8GHjX4gSX0vHMM8+Qk5ND3759Oeuss8KOI7I7Li7BPrHUKQd2nqWyH7Byd0KKiOwU63Dkzkn4lwFPu/vrwF5F7FMNWBZ1f3mw7Fdm1gCoETyeJNgnn3zCLbfcwvnnn0+3brscLRZJCe7+dWFfu9ityDoF3Ae0MrPlRI6CRU/FOCIYppxpZmcX9ARm1t7Mcs0sd9WqVSV7cSKSlmJtwlaY2VNErsMz2czKFWPfAgUfMzII6BLDtipipeyXX36hWbNm7LfffowePZoyZXbrn1MknTUHRrp7deBSYHRQv74FDnf3+kTmzT5vZn+4rou7D3P3hu7esGrVqgkNLiLJLda/vM2IXCfsInf/CTiQoocPVxCZQ7ZT9WDZThWBE4AZZvYVkc97m1jQ5HwVsdJ3yy238NlnnzFmzBgOOeSQsOOIhKWoOgXQFpgA4O6zgb2JXLZns7uvDpbPA74A6sQ9sYikjZiaMHff4O4vu/vi4P637v5mEbvNBWqb2RFmtheQTeQMy52Puc7dq7h7LXevBcwBmrh7kWczye4ZO3YsI0aM4O677+b8888PO45ImAqtU4FvgPMAzOw4Ik3YKjOrGkzsx8yOBGoDSxOWXERSXqwT84vN3beZWSciR9DKAiPcfYGZ9QZy3T1/oZMEWLx4MR06dODMM8/k/vvvDzuOSKhirFNdgKfN7DYik/TbuLub2Z+B3ma2lciFrDvocypFpDji1oQBuPtkIhNZo5f13MW2jeOZRWDTpk00a9aMvfbai3HjxrHHHnH95xdJCUXVqeByFWcWsN9LwEtxDygiaUt/hTNI165dycvL47XXXqNGjRpF7yAiIiJxo1PiMsQrr7zCkCFD6Ny5M02aNAk7joiISMZTE5YBvv76a66//npOOeUU+vfvH3YcERERQU1Y2tu6dSvZ2dls376dnJwcypUrF3YkERERQXPC0t69997LnDlzGD9+PEcddVTYcURERCSgI2Fp7N///jcDBgygXbt2ZGVlhR1HREREoqgJS1MrV67k2muv5YQTTuCRRx4JO46IiIjko+HINLR9+3ZatWrF+vXrmTFjBuXLlw87koiIiOSjJiwN9e3bl+nTpzNixAjq1q0bdhwREREpgIYj08zMmTO5//77admyJW3atAk7joiIiOyCmrA0smrVKlq0aMFRRx3Fk08+iZmFHUlERER2QcORaWLHjh20adOGH3/8kUmTJlGxYsWwI4mIiEgh1ISliYcffpjJkyfz2GOPUb9+/bDjiIiISBE0HJkG3nvvPbp168aVV17JTTfdFHYcERERiYGasBT3008/kZ2dTbVq1Rg+fLjmgYmIiKQIDUemMHenXbt2LFu2jHfffZcDDjgg7EgiIiISIzVhKWzo0KG8+OKLDBgwgNNPPz3sOCIiIlIMGo5MUR999BG33XYbF110EXfccUfYcURERKSY1ISloPXr19OsWTMOPPBAnnvuOcqU0T+jiIhIqtFwZAq66aabWLx4MdOmTeOggw4KO46IiIiUgA6hpJhRo0bx3HPPce+993LuueeGHUdERERKSE1YCvnss8/4xz/+wTnnnEPPnj3DjiMiIiK7QU1Yiti4cSNZWVmUL1+esWPHUrZs2bAjiYiIyG7QnLAU0aVLF+bPn8/rr79OtWrVwo4jIiIiu0lHwlLACy+8wJNPPskdd9zBpZdeGnYcERERKQVqwpLc0qVLueGGG2jUqBF9+/YNO46IiIiUEjVhSWzLli1kZ2djZowfP5699tor7EgiIiJSSjQnLIndc889zJ07lxdffJEjjjgi7DgiIiJSinQkLEm9/vrr/Otf/6Jjx4787W9/CzuOiIiIlDI1YUlo+fLltG7dmpNOOolBgwaFHUdERETiQE1Yktm2bRstWrRg06ZNTJgwgb333jvsSCIiIhIHmhOWZHr37s27777Lc889xzHHHBN2HBEREYkTHQlLIm+//TYPPPAArVu35pprrgk7joiIiMSRmrAk8cMPP9CyZUvq1KnDkCFDwo4jIiIicabhyCSwY8cOrrnmGtauXcuUKVOoUKFC2JFEREQkztSEJYGHHnqIN998kyeffJKTTjop7DgiIiKSABqODNl///tfunfvztVXX82NN94YdhwRERFJEDVhIVqzZg3Nmzfn8MMP5+mnn8bMwo4kIiIiCaLhyJC4O23btmXlypXMmjWL/fffP+xIIiIikkBqwkIyZMgQXn31Vf71r3/RqFGjsOOIiIhIgsV1ONLMLjazRWa2xMy6FbD+djNbaGbzzWyamdWMZ55k8cEHH3DHHXdw2WWXcdttt4UdRySjxVCnDjez6Wb2YVCrLo1ad3ew3yIzuyixyUUk1cWtCTOzssDjwCVAXaC5mdXNt9mHQEN3Pwl4EfhnvPIki59//pmsrCyqVq3KyJEjNQ9MJEQx1qkewAR3rw9kA08E+9YN7h8PXAw8ETyeiEhM4nkkrBGwxN2XuvsWYDzQNHoDd5/u7huCu3OA6nHMEzp3p0OHDixdupTnn3+eKlWqhB1JJNMVWacAByoFt/cDVga3mwLj3X2zu38JLAkeT0QkJvFswqoBy6LuLw+W7Upb4I045gnds88+y/PPP899993Hn//857DjiEhsdeo+oJWZLQcmAzcXY18RkV1KiktUmFkroCHw0C7WtzezXDPLXbVqVWLDlZIFCxbQqVMn/vKXv3DPPfeEHUdEYtccGOnu1YFLgdFmFnPtTIf6JSLxEc8mbAVQI+p+9WDZ75jZ+UB3oIm7by7ogdx9mLs3dPeGVatWjUvYeNqwYQNZWVlUqFCBMWPGULaspo2IJIlY6lRbYAKAu88G9gaqxLhvytcvEYmfeDZhc4HaZnaEme1FZALrxOgNzKw+8BSRBuyHOGYJVefOnVmwYAGjR4/m0EMPDTuOiPymyDoFfAOcB2BmxxFpwlYF22WbWTkzOwKoDbyfsOQikvLidp0wd99mZp2AKUBZYIS7LzCz3kCuu08kMvxYAXghOEvwG3dvEq9MYRg/fjxPP/003bp146KLdAa7SDKJsU51AZ42s9uITNJv4+4OLDCzCcBCYBtwk7tvD+eViEgqskgtSR0NGzb03NzcsGPEZMmSJTRo0IATTjiBmTNnsueee4YdSSQlmdk8d28Ydo7dVZz61bhxYwBmzJgRv0AiEneF1a+kmJifjjZv3kxWVhZly5Zl3LhxasBERETkd/SxRXFy11138cEHH/DKK69Qs2ZGfBCAiIiIFIOOhMXBxIkTefTRR7n55pu54oorwo4jIiIiSUhHwkrZN998Q5s2bWjQoAEPPVTgZc9ERGKSl5f369wwkUzQokUL2rdvH3aMhFETVoq2bdtGixYt2Lp1K+PHj6dcuXJhRxKRFNWiRYuwI4gkVF5eHoCaMCmZXr16MWvWLMaOHUvt2rXDjiMiKax9+/YZ9cdIJBOP+mpOWCmZOnUqDz74IG3bttU7WBERESmSmrBS8N1339GqVSuOO+44Bg8eHHYcERERSQEajtxN27dvp1WrVvz888+8/fbblC9fPuxIIiIikgLUhO2m/v37M23aNJ5++mmOP/74sOOIiIhIitBw5G5499136dmzJ9nZ2bRt2zbsOCIiIpJC1ISV0OrVq2nRogVHHHEETz31FMEHkIuIiIjERMORJeDutGnThu+//57Zs2dTqVKlsCOJiIhIilETVgKPPPIIkyZN4tFHH+WUU04JO46IiIikIA1HFlNubi533XUXTZs25eabbw47joiIiKQoNWHFsG7dOrKysjjkkEMYMWKE5oGJiIhIiWk4MkbuTvv27fn666+ZOXMmBx54YNiRREREJIWpCYvR008/zYQJE+jXrx9nnnlm2HFEREQkxWk4MgYff/wxt956KxdccAF33XVX2HFEREQkDagJK8Ivv/xCs2bN2G+//Rg9ejRlyuhHJiIiIrtPw5FFuPnmm1m0aBFTp07l4IMPDjuOiIiIpAkd1inEmDFjePbZZ+nevTvnnXde2HFEREQkjagJ24XPP/+cDh06cPbZZ9OrV6+w44iIiEiaURNWgE2bNpGVlUW5cuV4/vnn2WMPjdqKiIhI6VJ3UYA77riDvLw8Jk6cSPXq1cOOIyIiImlIR8Lyefnll3n88ce57bbb+Otf/xp2HBEREUlTasKifPXVV1x//fU0bNiQ/v37hx1HRERE0piasMDWrVtp3rw57k5OTg577bVX2JFEREQkjWlOWKBHjx7MmTOHnJwcjjzyyLDjiIiISJrTkTDgjTfe4J///Cc33ngjzZo1CzuOiIiIZICMb8JWrlzJtddey4knnsjDDz8cdhwRERHJEBndhG3fvp2WLVuyYcMGcnJy2GeffcKOJCIiIhkio+eEPfDAA8yYMYNnn32W4447Luw4IiIikkEy9kjYjBkz6N27N61ataJ169ZhxxEREZEMk5FN2KpVq2jRogVHH300TzzxBGYWdiQRERHJMBk3HLljxw5at27NmjVrmDx5MhUrVgw7koiIiGSgjGvCBg0axBtvvMGQIUOoV69e2HFEREQkQ2XUcOScOXO4++67ueqqq/jHP/4RdhwRERHJYBnThK1du5bs7GyqVavG8OHDNQ9MREREQpURw5Huzg033MCKFSt499132X///cOOJCIiIhkuI46EPfnkk7z88sv069eP0047Lew4IpJEzOxiM1tkZkvMrFsB6x82s7zg63Mz+ylq3faodRMTm1xEUl1cj4SZ2cXAo0BZ4Bl3759vfTngOeAUYDWQ5e5flWaGvLw8br/9di655BK6dOlSmg8tIinOzMoCjwMXAMuBuWY20d0X7tzG3W+L2v5moH7UQ2x0d53hIyIlErcjYVHF7RKgLtDczOrm26wtsNbdjwYeBgaUZob169eTlZVF5cqVGTVqFGXKZMSBPxGJXSNgibsvdfctwHigaSHbNwfGJSSZiKS9eB4J+7W4AZjZzuK2MGqbpsB9we0XgSFmZu7uu/vk7k7Hjh1ZsmQJ06ZNo2rVqrv7kCKSfqoBy6LuLwdOLWhDM6sJHAG8HbV4bzPLBbYB/d391XgFFckEeXl5NG7cOOwYRapXrx6PPPLIbj9OPJuwWIrbr9u4+zYzWwdUBn6M3sjM2gPtAQ4//PCYnnzu3LmMGTOG++67LyX+QUUk6WUDL7r79qhlNd19hZkdCbxtZh+7+xfRO5WkfolkohYtWoQdIeFS4uxIdx8GDANo2LBhTEfJGjVqxIwZMzjrrLPimk1EUtoKoEbU/erBsoJkAzdFL3D3FcH3pWY2g8h8sS/ybVPs+iWSidq3b0/79u3DjpFQ8ZwkFUtx+3UbM9sD2I/IBP1Scc4551C2bNnSejgRST9zgdpmdoSZ7UWk0frDWY5mdixwADA7atkBwclFmFkV4Ex+P91CRKRQ8WzCYiluE4HWwe2rgbdLYz6YiEgs3H0b0AmYAnwKTHD3BWbW28yaRG2aDYzPV5+OA3LN7CNgOpE5YWrCRCRmcRuODOZ47SxuZYERO4sbkOvuE4HhwGgzWwKsIVLoREQSxt0nA5PzLeuZ7/59Bez3X+DEuIYTkbQW1zlhRRU3d98E/D2eGURERESSkS6cJSIiIhICNWEiIiIiIVATJiIiIhICNWEiIiIiIVATJiIiIhICNWEiIiIiIVATJiIiIhICS7UL1JvZKuDrYuxShXwfCJ4ilDuxlDuxipu7prtXjVeYRFH9SnrKnVipmhuKl32X9SvlmrDiMrNcd28Ydo7iUu7EUu7EStXciZaqPyflTizlTrzSyq7hSBEREZEQqAkTERERCUEmNGHDwg5QQsqdWMqdWKmaO9FS9eek3Iml3IlXKtnTfk6YiIiISDLKhCNhIiIiIkknLZowM7vYzBaZ2RIz61bA+nJmlhOsf8/MaiU+5R/FkPt2M1toZvPNbJqZ1QwjZ0GKyh613d/MzM0sKc6AiSW3mTULfu4LzOz5RGcsSAz/Vw43s+lm9mHw/+XSMHLmyzTCzH4ws092sd7MbHDwmuabWYNEZ0wWqmGJpfqVWKlYvyBBNczdU/oLKAt8ARwJ7AV8BNTNt80/gKHB7WwgJ0VynwuUD253TIbcsWYPtqsIvAPMARqmQm6gNvAhcEBw/6AUyT0M6Bjcrgt8lQS5/ww0AD7ZxfpLgTcAA04D3gs7cxL/+6qGJTB3sJ3qV+JyJ139CrLEvYalw5GwRsASd1/q7luA8UDTfNs0BUYFt18EzjMzS2DGghSZ292nu/uG4O4coHqCM+5KLD9zgD7AAGBTIsMVIpbc7YDH3X0tgLv/kOCMBYkltwOVgtv7ASsTmK9A7v4OsKaQTZoCz3nEHGB/Mzs0MemSimpYYql+JVZK1i9ITA1LhyasGrAs6v7yYFmB27j7NmAdUDkh6XYtltzR2hLpuJNBkdmDw7I13P31RAYrQiw/8zpAHTObZWZzzOzihKXbtVhy3we0MrPlwGTg5sRE2y3F/R1IV6phiaX6lVjpWr+gFGrYHqUaR+LCzFoBDYFzws4SCzMrAwwC2oQcpST2IHJIvzGRd+3vmNmJ7v5TqKmK1hwY6e7/MrPTgdFmdoK77wg7mEgq1TDVr1BkbP1KhyNhK4AaUferB8sK3MbM9iByuHN1QtLtWiy5MbPzge5AE3ffnKBsRSkqe0XgBGCGmX1FZKx8YhJMbo3lZ74cmOjuW939S+BzIkUtTLHkbgtMAHD32cDeRD7bLJnF9DuQAVTDEkv1K7HStX5BadSwsCe+lcLEuT2ApcAR/Dbp7/h829zE7ye1TkiR3PWJTGisHXbe4mbPt/0MkmNiayw/84uBUcHtKkQONVdOgdxvAG2C28cRmVNhSfAzr8WuJ7Vexu8ntb4fdt4k/vdVDUtg7nzbq37FP3dS1q8gT1xrWOgvsJR+SJcS6fi/ALoHy3oTeecFka76BWAJ8D5wZNiZY8z9FvA9kBd8TQw7c6zZ822bFEUsxp+5ERmKWAh8DGSHnTnG3HWBWUGBywMuTILM44Bvga1E3qG3BToAHaJ+1o8Hr+njZPk/kqT/vqphCcydb1vVr/jnTrr6FeSKew3TFfNFREREQpAOc8JEREREUo6aMBEREZEQqAkTERERCYGaMBEREZEQqAkTERERCYGaMIlJUZ8mHyYz6x1cEBIzO9vMFphZnplVM7MXi9j3GTOrG9y+JxF5RUTyM7M2ZjYkuH2fmd0RdiaJPzVhEquRRC4EmHTcvae7vxXcbQk86O713H2Fu19dxL43uPvC4K6aMBEpFovQ31IpEf3HkZh40Z8mXygz629mC81svpkNDJaNNLOhZpZrZp+b2eXB8rJm9pCZzQ22vzHqce4ys4/N7CMz6x/1OFeb2Q1AM6CPmY01s1o7j9wFjznQzD4JHvPmYPkMM2sYPNY+wRG0scHRtc5Rz9vXzG4t6esXkfQR1JZFZvYc8Alwb1S9uj9qu2uDZR+Z2ehg2V/N7D0z+9DM3jKzg8N6HRI+fYC3xJ2ZVQauBI51dzez/aNW1wIaAUcB083saOBaYJ27/8nMygGzzOxN4FigKXCqu28wswOjn8fdnzGzs4BJ7v6imdWKWt0+eK567r6tgH27mVknd68XZK4FvAw8ErzLzQ5yiohA5DMZWwOVgKuJ1Acj8jmTfyby2Z49gDPc/ceomvMf4LSgFt4A3Al0SXh6SQpqwiQR1gGbgOFmNgmYFLVugrvvABab2VIijdaFwElmtnMocT8iBe984Fl33wDg7sU5Mnc+kc/e2xbLvu7+lZmtNrP6wMHAh+4e9gcmi0jy+Nrd5wRH9i8EPgyWVyBSr04GXnD3H+F3Nac6kGNmhxL5LMUvExtbkomGI6VUBMN9ecFX7+h1QePTCHgRuBz4d/TqfA/lRN5N3hzM66rn7ke4+5vxzL8LzwBtgOuAESE8v4gkr1+C78Zv81DrufvR7j68kP0eA4a4+4nAjUQ+F1QylJowKRXuvj2qCPWMXmdmFYD93H0ycBuRd4g7/d3MypjZUcCRwCJgCtDRzPYM9q9jZvsCU4HrzKx8sPx3Q4pFmArcaGZ7FLLv1p3PGXiFyMkIfwoyiYjkNwW4PqhzBGdlHwS8TaS+VQ6W76w5+wErgtutEx1WkouGIyUmZjYOaAxUMbPlQK8i3u1Fqwi8ZmZ7E3nXeHvUum+A94nMq+jg7pvM7Bki87c+MDMDVgFXuPu/zawekGtmW4DJxH5G4zNAHWC+mW0FngaG5NtmWLD+A3dv6e5bzGw68JO7b4/xeUQkg7j7m2Z2HDA7Uq5YD7Ry9wVm1heYaWbbiQxXtgHuA14ws7VEGrUjQgkuScHc848GiSSGmY0kmEQfdpaCBBPyPwD+7u6Lw84jIiLpRcORIgUILuC6BJimBkxEROJBR8JEREREQqAjYSIiIiIhUBMmIiIiEgI1YSIiIiIhUBMmIiIiEgI1YSIiIiIhUBMmIiIiEoL/ByHgl55xriyqAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deZyVc//H8denkm5UpKyVkJAtJEu3W7e125Z1mvaIlJAIiRalIiFttyVttA3h7ocUrXbtKFKylSJtKJXq8/vjXMMxpuZMzTnXWd7Px2Mec861nPM+U/OZz7m+33Nd5u6IiIiISGIVCzuAiIiISCZSEyYiIiISAjVhIiIiIiFQEyYiIiISAjVhIiIiIiFQEyYiIiISAjVhkpbMrLmZvRN2DhFJDDNrZGaTYtjuSTPrlIhMiWBmX5vZ+cHtrmb2fNiZJHZqwmS3BUXgNzP71cxWmtkwM9snzzZnmdkUM/vFzNab2f+ZWfU825Qxs75m9m3wWF8G98vHOf80M7shns8hksny1Igf8qsRu8vdR7r7hTFs18rduxflc+cyMzezDcHrXG5mj5lZ8Xg8164Iq8bKjqkJk6JymbvvA9QATgbuzV1hZmcCk4D/AYcAhwPzgXfN7Ihgm5LAZOA4oC5QBjgTWA3UStzLEJE4ya0RpwA1gfvzbmBmJRKequidFLzOc4D6wPUh5wGKvsamyb9V6NSESZFy95XARCLNWK7ewAh3f8Ldf3H3Ne5+P/AB0DXYpilQGbjS3Re6+3Z3/9Hdu7v76/k9V/Cu8zYzW2pmP5nZI2aW7//p4EjczOAo3EwzOytY3gM4GxgQvDMcUBQ/BxHJn7svByYAx8Mfv8dtzGwxsDhYdqmZzTOzdWb2npmdmLu/mVUys5fMbJWZrc79nY2egmARj5vZj2b2s5l9Yma5zzfMzB6MerwbzWyJma0xs/FmdkjUOjezVma2OMgy0Mwsxte5BHiXqFq4i6/ryGAUYXVQ50aa2b6F/sHHUGOD11s1KtMfPyszq2Nmy8zsHjNbCQw1s8/M7NKo7UsE+U8J7p8RvM51ZjbfzOrsQu60piZMipSZVQT+AywJ7u8FnAW8kM/mOcAFwe3zgTfc/ddCPuWVRN5VnwLUI593nWZWDngN6AfsDzwGvGZm+7v7fcDbwC3uvo+731LI5xeRQjCzSsDFwNyoxVcApwPVzexkYAhwE5Hf16eA8Wa2ZzC09yrwDVAFOBQYk8/TXAj8C6gGlAWyiBzxyZvlXKBXsP7g4HHzPt6lwGnAicF2F8X4Oo8h8gYvtxbu6uuyIOMhwLFAJf5881oYu1pjox0ElAMOA1oCo4EGUesvAn5y9zlmdiiRuvtgsE97YJyZVdiN5087asKkqLxiZr8A3wE/Al2C5eWI/D9bkc8+K4DcuQj772CbgjwcHFn7FujLXwtCrkuAxe7+nLtvdffRwOfAZbvwfCKya14xs3XAO8B0oGfUul7B7/FvRP64P+XuH7r7NncfDmwGziAybHYIcJe7b3D3Te6e3wdwfgdKA8cA5u6fuXt+9aURMMTd57j7ZiLTKM40sypR2zzk7uuCGjOVvx7lz88cM9sAfAZMAwYFy3fpdbn7End/0903u/sqIm8izykgQ352tcZG2w50CbL8BowCLg/ebAM0JNKYATQGXnf314Ojbm8Cs4g04BJQEyZF5Qp3Lw3UIVL4cpurtUR+cQ/OZ5+DgZ+C26t3sE1Bvou6/Q2RQpbXIcE68mx76C48n4jsmivcfV93P8zdbw7+iOeK/j0+DLgzGMJaFzRulYj8HlcCvnH3rTt7InefAgwABgI/mtnTZlYmn03/UhuCo0Sr+WttWBl1eyOwD4CZLQimMPxqZmdHbXNKsE19Ikf39t6d12VmB5rZGItM9P8ZeJ4/62th7GqNjbbK3Tfl3gmGXD8DLgsascuJNGYQeb3X5nm9/yyCDGlFTZgUKXefDgwD+gT3NwDvA9fms3kWkYmiAG8BF5nZ3vlstzOVom5XBr7PZ5vviRQE8my7PDd2IZ9TRIpW9O/gd0CPoGHL/dorOIL9HVA5lknh7t7P3U8FqhMZlrwrn83+UhuC+rM/f9aGnT3+ccEUhn3c/e0869zdc4jUvs67+bp6Evn5nODuZYgcYYppXloesdTYjcBeUfcPyrM+v1qZOyRZD1gYNGYQeU3P5Xm9e7v7Q7uQPW2pCZN46AtcYGYnBfc7AM0sMom+tJntF0z2PBN4INjmOSK/tOPM7BgzK2Zm+5tZRzPb2eHru4LHqwS0Bcbms83rQDUzaxhMHK1PpDC/Gqz/AThit16xiBSVZ4BWZnZ6MMF+bzO7xMxKAx8RGVJ7KFheysxq530AMzst2H8PYAOwicgR+bxGA9eZWQ0z25NIw/Ohu39dRK/lIeBGMztoN15XaeBXYH0wzyq/ZjIWsdTYeUBDMytuZnWJbdhzDJE5eK358ygYRI7YXWZmFwWPVyqY3F9xF/OnJTVhUuSCeQsjCN4BBnMbLgKuIlJoviFyGot/uvviYJvNRCaOfg68CfxMpDCVBz7cydP9D5hNpHi8BjybT57VRCbX3knkkPzdwKXunjsU+gRwjZmtNbN+u/zCRWS3ufss4EYiw4lriUxsbx6s20ZkLmdV4FtgGZFhv7zKEGl61hKpN6uBR/J5rreATsA4IrXpSCC7CF/LJ8AMInO9dvV1PUBkiHM9kRr30i5miaXGtg1yrCMyX+6VGB53BZEjfmcR9SbY3b8jcnSsI7CKSAN4F+o7/sLcNRIjqcnMHDgq6vC3iIhIylBHKiIiIhICNWEiIiIiIdBwpIiIiEgIdCRMREREJARqwkRERERCkHJXQS9fvrxXqVIl7BgikkCzZ8/+yd1T/ppzql8imWdn9SvlmrAqVaowa9assGOISAKZWd7LTqUk1S+RzLOz+qXhSBEREZEQqAkTERERCYGaMBEREZEQqAkTERERCYGaMBEREZEQqAkTERERCYGaMBEREZEQxK0JM7MhZvajmX26g/VmZv3MbImZfWxmp8Qri4hIfnanTplZMzNbHHw1S1xqEUkX8TwSNgyou5P1/wGOCr5aAv+NYxYRkfwMYxfqlJmVA7oApwO1gC5mtl9ck4pI2olbE+buM4A1O9mkHjDCIz4A9jWzg+OVR0SSw6JFixg6dGjYMYDdqlMXAW+6+xp3Xwu8yc6buUK7/fbbuf3224vyIUUkyYQ5J+xQ4Luo+8uCZX9jZi3NbJaZzVq1alVCwolI0frxxx9p06YNxx13HO3bt+eXX34JO1IsdlSn4l6/5s2bx7x58wqfWERSRkpMzHf3p929prvXrFAh5a/hK5JRNm7cSI8ePahatSpPPfUULVu2ZOHChZQuXTrsaAmh+iUiOxJmE7YcqBR1v2KwTETSwLZt2xgyZAhHHXUU999/P+eddx4LFixg0KBBHHjggWHHi9WO6pTql4jstjCbsPFA0+DTR2cA6919RYh5RKQIuDsTJkygRo0atGjRgkqVKjFjxgxefvlljj766LDjFdaO6tRE4EIz2y+YkH9hsExEJGYl4vXAZjYaqAOUN7NlRD5JtAeAuz8JvA5cDCwBNgLXxSuLiCTG3Llzueuuu5g8eTJHHHEEOTk5XHPNNZhZ2NHytat1yt3XmFl3YGbwUN3cfWcT/EVE/iZuTZi7NyhgvQNt4vX8IpI43377Lffffz/PP/88++23H3379qV169aULFky7Gg7tTt1yt2HAEPikUtEMkPcmjARSX/r1q2jV69ePPHEEwDcfffddOjQgX333TfkZCIiyU9NmIgU2pYtW/jvf/9L9+7dWbNmDY0bN+bBBx+kcuXKYUcTEUkZKXGKChFJDu5OTk4Oxx57LLfffjs1atRg9uzZjBgxQg2YiEghqQkTkZi88847nHnmmdSvX5+9996bCRMm8Oabb3LyySeHHU1EJCWpCRORnVq0aBFXXHEFZ599Nt999x1Dhgxh7ty51K1bN2k/9SgikgrUhIlIvn744QduvvlmjjvuOKZMmcKDDz7I4sWLue666yhevHjY8UREUp4m5ovIX2zYsIHHHnuM3r17s2nTJlq1akXnzp054IADwo4mIpJW1ISJCBC5zNCwYcPo3Lkz33//PVdddRW9evWiWrVqYUcTEUlLGo4UyXDuzuuvv85JJ53EDTfcQOXKlXnnnXcYN26cGjARkThSEyaSwebMmcP555/PJZdcwqZNm3jhhRd47733qF27dtjRRETSnpowkQz0zTff0KRJE0499VTmz59Pv379WLhwYVJf51FEJN1oTphIBlm7di29evWiX79+mBkdOnSgQ4cOlC1bNuxoIiIZR02YSAbYvHkzgwYN4sEHH2Tt2rU0bdqU7t27U6lSpbCjiYhkLA1HiqQxd2fs2LEce+yx3HHHHZx66qnMmTOHYcOGqQETEQmZmjCRNDVjxgxOP/10srOzKV26NBMnTmTSpEnUqFEj7GgiIoKaMJG08/nnn1OvXj3OOeccvv/+e4YOHcqcOXO48MILw44mIiJR1ISJpImVK1fSunVrjj/+eKZOnUrPnj354osvaN68uS4zJCKShDQxXyTFbdiwgUcffZTevXuzefNmbr75Zjp16kSFChXCjiYiIjuhJkwkRW3dupWhQ4fSuXNnVq5cydVXX02vXr046qijwo4mIiIxUBMmkmJyLzN0zz33sGDBAs4880zGjRvHWWedFXY0EREpBM0JE0khs2fP5rzzzuPSSy9ly5YtjBs3jnfffVcNmIhIClITJpICvv76axo1akTNmjX55JNPGDBgAAsWLOCqq67SZYZERFKUhiNFktjatWvp2bMn/fr1o1ixYnTs2JF77rmHMmXKhB1NRER2k5owkSS0efNmBg4cyIMPPsi6deto1qwZ3bt3p2LFimFHExGRIqLhSJEksn37dsaMGcOxxx7LnXfeSa1atZg3bx5Dhw5VAyYikmbUhIkkienTp3PGGWfQoEEDypQpw6RJk3jjjTc48cQTw44mIiJxoCZMJGSfffYZl19+OXXq1GHFihUMHz6c2bNnc8EFF4QdTURE4khNmEhIVq5cSatWrTjhhBOYPn06vXr14osvvqBp06a6zJCISAbQxHyRBPv111959NFHeeSRR9i8eTNt2rShU6dOlC9fPuxoIiKSQGrCRBJk69atDBkyhC5durBy5UquueYaevXqRdWqVcOOJiIiIVATJhJn7s5rr73GPffcw8KFC6lduzYvv/wyZ5xxRtjRREQkRJoTJhJHs2bN4txzz+Wyyy5j69atvPTSS7z99ttqwERERE2YSDx8/fXXNGzYkNNOO40FCxYwcOBAPv30U6688kpdZkhERAANR4oUqTVr1tCzZ0/69+9P8eLFue+++7j77rt1mSEREfkbNWEiRWDz5s0MGDCAHj16sG7dOq677jq6devGoYceGnY0ERFJUhqOFNkN27dvZ9SoURxzzDG0b9+e008/nfnz5/Pss8+qARMRkZ1SEyayi6ZNm8bpp59Oo0aN2HfffXnzzTeZMGECJ5xwQtjRREQkBagJEymkjRs3csUVV/Dvf/+bH374gREjRjB79mzOP//8sKOJiEgK0ZwwkUJq27Yt48ePp2fPnrRr145SpUqFHUlERFKQmjCRQhg1ahSDBw+mY8eO3HvvvWHHERGRFBbX4Ugzq2tmi8xsiZl1yGd9ZTObamZzzexjM7s4nnlEdsfixYu56aabqF27Ng888EDYcaSIxFCnDjOzyUGNmmZmFaPWbTOzecHX+MQmF5FUF7cmzMyKAwOB/wDVgQZmVj3PZvcDOe5+MpANDIpXHpHdsWnTJrKysihZsiSjR4+mRAkdRE4HMdapPsAIdz8R6Ab0ilr3m7vXCL4uT0hoEUkb8TwSVgtY4u5L3X0LMAaol2cbB3LPYlkW+D6OeUR2Wfv27Zk3bx7Dhg2jUqVKYceRohNLnaoOTAluT81nvYjILolnE3Yo8F3U/WXBsmhdgcZmtgx4Hbg1jnlEdsm4ceMYOHAgd9xxB5dddlnYcaRoxVKn5gNXBbevBEqb2f7B/VJmNsvMPjCzK+IbVUTSTdinqGgADHP3isDFwHNm9rdMZtYyKHSzVq1alfCQkrm++uorWrRoQa1atejVq1fBO0g6ag+cY2ZzgXOA5cC2YN1h7l4TaAj0NbMj8+6s+iUiOxLPJmw5ED1uUzFYFq0FkAPg7u8DpYDyeR/I3Z9295ruXrNChQpxiivyV1u2bCE7OxuAMWPGULJkyZATSRwUWKfc/Xt3vyqYu3pfsGxd8H158H0pMA04Oe8TqH6JyI7EswmbCRxlZoebWUkiE+/zfnroW+A8ADM7lkgTpreKkhQ6duzIRx99xLPPPsvhhx8edhyJjwLrlJmVjzpCfy8wJFi+n5ntmbsNUBtYmLDkIpLy4taEuftW4BZgIvAZkU9BLjCzbmaW+ymiO4EbzWw+MBpo7u4er0wisXr11Vd59NFHadOmDVdffXXYcSROYqxTdYBFZvYFcCDQI1h+LDArqF9TgYfcXU2YiMTMUq3nqVmzps+aNSvsGJLGli1bxkknnUTlypV5//33dUb8JGBms4O5VymtMPWrTp06QOQapSKSunZWv8KemC+SVLZu3UqDBg3YsmULY8eOVQMmIiJxozNOikTp0qUL77zzDiNHjqRatWphxxERkTSmI2EigUmTJtGrVy9atGhBw4YNw44jIiJpTk2YCLBixQqaNGlC9erV6devX9hxREQkA2g4UjLetm3baNy4Mb/88gtTp05lr732CjuSiIhkADVhkvF69uzJlClTGDJkCNWr5712s4iISHxoOFIy2vTp0+natSuNGzemefPmYccREZEMoiZMMtaqVato2LAhVatWZdCgQZhZ2JFERCSDaDhSMtL27dtp2rQpq1ev5rXXXqN06dJhRxIRkQyjJkwyUp8+fXjjjTcYNGgQNWrUCDuOiIhkIA1HSsZ577336NixI9dccw2tWrUKO46IiGQoNWGSUdasWUODBg2oXLkygwcP1jwwEREJjYYjJWO4O9dffz0rVqzg3XffpWzZsmFHEhGRDKYmTDJG//79+d///sfjjz/OaaedFnYcERHJcBqOlIwwa9Ys2rdvz+WXX07btm3DjiMiIqImTNLf+vXrqV+/PgcddBBDhw7VPDAREUkKGo6UtObutGzZkm+++Ybp06dTrly5sCOJiIgAasIkzT399NPk5OTQq1cvateuHXYcERGRP2g4UtLWxx9/TNu2bbnooou4++67w44jIiLyF2rCJC39+uuvZGVlUa5cOUaMGEGxYvqvLiIiyUXDkZKW2rRpw+LFi5k8eTIHHHBA2HFERET+RocHJO0MHz6cESNG0LlzZ+rUqRN2HBERkXypCZO08tlnn3HzzTdTp04d7r///rDjiIiI7JCaMEkbGzduJCsri7333puRI0dSvHjxsCOJiIjskOaESdq4/fbb+fTTT3njjTc45JBDwo4jIiKyUzoSJmlh9OjRPPPMM3To0IGLLroo7DgiIiIFUhMmKW/x4sW0bNmS2rVr071797DjiIiIxERNmKS0zZs3U79+fUqWLMno0aMpUUIj7CIikhr0F0tS2l133cXcuXMZP348lSpVCjuOiIhIzHQkTFLWyy+/TP/+/WnXrh2XXXZZ2HFEREQKRU2YpKSvv/6a66+/npo1a/LQQw+FHUdERKTQ1IRJytmyZQvZ2dls376dsWPHUrJkybAjiYiIFJrmhEnKue+++/jwww/JycnhiCOOCDuOiIjILtGRMEkpr732Gn369KF169Zce+21YccRERHZZWrCJGUsW7aMZs2acdJJJ/HYY4+FHUdERGS3qAmTlLB161YaNmzIpk2byMnJoVSpUmFHEhER2S2aEyYp4YEHHuDtt9/m+eefp1q1amHHERER2W06EiZJ76233qJHjx5cf/31NGrUKOw4IiIiRUJNmCS1lStX0rhxY4499lj69esXdhwREZEio+FISVrbtm2jcePG/Pzzz0yePJm999477EgiIiJFJq5HwsysrpktMrMlZtZhB9tkmdlCM1tgZqPimUdSS69evZg8eTL9+/fnuOOOCzuOpKmC6pSZHWZmk83sYzObZmYVo9Y1M7PFwVezxCYXkVQXtyNhZlYcGAhcACwDZprZeHdfGLXNUcC9QG13X2tmB8Qrj6SWGTNm0KVLFxo2bMj1118fdhxJU7HUKaAPMMLdh5vZuUAvoImZlQO6ADUBB2YH+65N7KsQkVQVzyNhtYAl7r7U3bcAY4B6eba5ERiYW7Tc/cc45pEUsWrVKho0aMCRRx7Jk08+iZmFHUnSVyx1qjowJbg9NWr9RcCb7r4mqGFvAnUTkFlE0kQ8m7BDge+i7i8LlkWrBlQzs3fN7AMzUwHLcNu3b6dZs2asXr2anJwcSpcuHXYkSW+x1Kn5wFXB7SuB0ma2f4z7iojsUNifjiwBHAXUARoAz5jZvnk3MrOWZjbLzGatWrUqwRElkR577DEmTJjAY489Ro0aNcKOIwLQHjjHzOYC5wDLgW2x7qz6JSI7Es8mbDlQKep+xWBZtGXAeHf/3d2/Ar4g0pT9hbs/7e413b1mhQoV4hZYwvXBBx9w7733cvXVV9O6deuw40hmKLBOufv37n6Vu58M3BcsWxfLvsG2ql8ikq+YmjAze8nMLjGzwjRtM4GjzOxwMysJZAPj82zzCpGjYJhZeSLDk0sL8RySJtauXUt2djYVK1Zk8ODBmgcmiVJgnTKz8lG1715gSHB7InChme1nZvsBFwbLRERiEmtTNQhoCCw2s4fM7OiCdnD3rcAtRIrSZ0COuy8ws25mdnmw2URgtZktJDLh9S53X13oVyEpzd25/vrrWb58OWPHjmXfff82Ii0SFzHWqTrAIjP7AjgQ6BHsuwboTqSRmwl0C5aJiMQkplNUuPtbwFtmVpbI3K23zOw74BngeXf/fQf7vQ68nmdZ56jbDtwRfEmGGjBgAK+88gqPPvootWrVCjuOZJgY6tSLwIs72HcIfx4ZExEplJjPExZ8Gqgx0ASYC4wE/gk0IxhSFCms2bNn0759ey699FLatWsXdhxJcWZ2KHAYUbXN3WeEl0hEZMdiasLM7GXgaOA54DJ3XxGsGmtms+IVTtLbzz//TP369TnggAMYNmyY5oHJbjGzh4H6wEL+/PSiA2rCRCQpxXok7JngkP0fzGxPd9/s7jXjkEvSnLvTsmVLvv76a6ZNm8b+++8fdiRJfVcAR7v75rCDiIjEItaJ+Q/ms+z9ogwimWXw4MGMHTuW7t27889//jPsOJIelgJ7hB1CRCRWOz0SZmYHETkD9D/M7GQgd7yoDLBXnLNJmvrkk0+47bbbuOCCC7jnnnvCjiPpYyMwz8wmA38cDXP328KLJCKyYwUNR14ENCdyEsLHopb/AnSMUyZJY7/++itZWVnsu+++PPfccxQrFvZFGySNjOfv5yIUEUlaO23C3H04MNzMrnb3cQnKJGnslltuYdGiRbz11lsceOCBYceRNOLuw4MTrlYLFi3a0elzRESSQUHDkY3d/Xmgipn97Vxe7v5YPruJ5Gv48OEMHz6czp07c+6554YdR9KMmdUBhgNfE5k6UcnMmukUFSKSrAoajtw7+L5PvINIevv888+5+eabqVOnDp07dy54B5HCexS40N0XAZhZNWA0cGqoqUREdqCg4cingpuD3H1VAvJIGvrtt9/Iyspir732YuTIkRQvXjzsSJKe9shtwADc/Qsz06clRSRpxXqesHfN7GtgLPCSu6+NXyRJN+3ateOTTz5hwoQJHHLIIWHHkfQ1y8wGA88H9xsBOpm0iCStmD6a5u7VgPuB44DZZvaqmTWOazJJC2PHjuWpp57innvuoW7dumHHkfTWmsjZ8m8LvhYGy0REklLM5wdw94/c/Q6gFrCGyARYkR368ssvufHGGznzzDPp3r172HEkzQVX8HjM3a8Kvh7X2fNFJJnFeu3IMsCVQDZwJPAykWZMJF+bN28mKyuLEiVKMHr0aPbYQ1NzJD7MLMfds8zsEyLXivwLdz8xhFgiIgWKdU7YfOAVoJu763JFUqC7776bOXPm8Morr3DYYYeFHUfSW9vg+6WhphARKaRYm7Aj3P1v7zBF8vPKK6/Qr18/2rZtS7169cKOI2nO3VcEN38CfnP37cHpKY4BJoSXTERk5wo6WWtfd78dGG9m+R3mvzxuySQlffPNN1x33XXUrFmT3r17hx1HMssM4Gwz2w+YBMwE6hP5lKSISNIp6EjYc8H3PvEOIqnv999/Jzs7m+3btzNmzBhKliwZdiTJLObuG82sBZFzG/Y2s3lhhxIR2ZGCTtY6O7hZw92fiF5nZm2B6fEKJqnn/vvv54MPPmDs2LEceeSRYceRzGNmdiaRI18tgmU6M7CIJK1YT1HRLJ9lzYswh6S4CRMm0Lt3b1q1akVWVlbYcSQz3Q7cC7zs7gvM7AhgasiZRER2qKA5YQ2AhsDhZjY+alVpIucKE2H58uU0bdqUE088kcce0zXdJRzuPp2oo/PuvpTISVtFRJJSQXPC3gNWAOWJXBw31y/Ax/EKJalj69atNGzYkN9++42xY8fyj3/8I+xIkmFyP0BkZv9H/ucJ0weIRCQpFTQn7BvgG+DMxMSRVNOtWzdmzJjBiBEjOOaYY8KOI5lJHyASkZRU0HDkO+7+TzP7hb++wzTA3b1MXNNJUps8eTIPPvggzZs3p0mTJmHHkQwV9QGiWQTnCQMws+LAnqEFExEpwE4n5rv7P4Pvpd29TNRXaTVgme2HH36gUaNGHHPMMQwYMCDsOCIAk4G9ou7/A3grpCwiIgWK6dORZnakme0Z3K5jZreZ2b7xjSbJavv27TRu3Jj169eTk5PD3nvvHXYkEYBS7v5r7p3g9l472V5EJFSxnqJiHLDNzKoCTwOVgFFxSyVJ7aGHHuKtt96if//+HH/88WHHEcm1wcxOyb1jZqcCv4WYR0Rkp2K9duR2d99qZlcC/d29v5nNjWcwSU5vv/02nTp1okGDBrRo0aLgHUQS53bgBTP7nsi81YOIXLZIRCQpxdqE/R6cM6wZcFmwbJfeaHsAABx2SURBVI/4RJJk9dNPP9GgQQOOOOIInnzyScws7Egif3D3mWZ2DHB0sGiRu/8eZiYRkZ2JtQm7DmgF9HD3r8zscP78WLhkgO3bt9O8eXNWrVrF+++/T5ky+lyGJBcz2wu4AzjM3W80s6PM7Gh3fzXsbCIi+YmpCXP3hUSdedrdvwIejlcoST6PP/44r732Gv379+eUU04peAeRxBsKzObP8xouB14A1ISJSFKK9dORtc3sTTP7wsyWmtlXZrY03uEkOXz44Yd06NCBq666ijZt2oQdR2RHjnT33sDvAO6+kcjcMBGRpBTrcOSzQDsi7zK3xS+OJJu1a9dSv359KlasyLPPPqt5YJLMtpjZPwhOLG1mRwKbw40kIrJjsTZh6919QlyTSNJxd2644QaWL1/OO++8w7776tRwktS6AG8AlcxsJFAbaB5qIhGRnYi1CZtqZo8ALxH1ztLd58QllSSFQYMG8dJLL9GnTx9OP/30sOOI7JCZFQP2A64CziAyDNnW3X8KNZiIyE7E2oTl/gWuGbXMgXOLNo4ki7lz53LHHXdwySWX0K5du7DjiOyUu283s7vdPQd4Lew8IiKxiPXTkf+OdxBJHj///DNZWVlUqFCBYcOGUaxYrBdWEAnVW2bWHhgLbMhd6O5rwoskIrJjMTVhZnYg0BM4xN3/Y2bVgTPd/dm4ppOEc3duuukmli5dyrRp0yhfvnzYkURiVZ/IEfqb8yw/IoQsIiIFivUQxzBgInBIcP8LIpcIkTTz7LPPMmbMGLp168bZZ58ddhyRwqgODATmA/OA/sBxoSYSEdmJWJuw8sFci+0A7r4Vnaoi7Xz66afceuutXHDBBdx7771hxxEprOHAsUA/Ig1Y9WCZiEhSinVi/gYz258/z79zBrA+bqkk4TZs2EBWVhZly5blueee0zwwSUXHu3v1qPtTzWxhaGlERAoQ61/aO4DxwJFm9i4wAri1oJ3MrK6ZLTKzJWbWYSfbXW1mbmY1d7SNxNett97K559/zsiRIznwwAPDjiOyK+YEbxABMLPTgVkF7VRQnTKzymY21czmmtnHZnZxsLyKmf1mZvOCryeL9NWISNqL9UjYkcB/gErA1UROWbHTfc2sOJH5GRcAy4CZZjY+uA5l9HalgbbAh4WLLkXlueeeY+jQoXTq1Inzzjsv7Dgiu+pU4D0z+za4XxlYZGafAO7uJ+bdIcY6dT+Q4+7/DT6U9DpQJVj3pbvXiM/LEZF0F2sT1sndXzCz/YB/A32A//Ln+cPyUwtY4u5LAcxsDFAPyDs80J3IxcDvKkxwKRqLFi2idevW/Otf/6Jz585hxxHZHXV3YZ9Y6pQDZYLbZYHvdyekiEiuWIcjcyfhXwI84+6vASUL2OdQ4Luo+8uCZX8ws1OASsHjSYL99ttvZGVlUapUKUaNGkWJErH25CLJx92/2dnXDnYrsE4BXYHGZraMyFGw6KkYhwfDlNPNLN+PE5tZSzObZWazVq1atWsvTkTSUqxN2HIze4rIeXheN7M9C7FvvoLLjDwG3BnDtipicXDHHXfw8ccfM2LECA49NO/fHREJNACGuXtF4GLguaB+rQAqu/vJRObNjjKzMnl3dven3b2mu9esUKFCQoOLSHKLtZHKInKesIvcfR1QjoKHD5cTmUOWq2KwLFdp4Hhgmpl9TeR6b+Pzm5yvIlb0cnJyePLJJ7nrrru4+OKLw44jEpaC6hRACyAHwN3fB0oROW3PZndfHSyfDXwJVIt7YhFJGzE1Ye6+0d1fcvfFwf0V7j6pgN1mAkeZ2eFmVhLIJvIJy9zHXO/u5d29irtXAT4ALnf3Aj/NJLvnyy+/5MYbb+SMM86gR48eYccRCdNO61TgW+A8ADM7lkgTtsrMKgQT+zGzI4CjgKUJSy4iKS9uk4DcfauZ3ULkCFpxYIi7LzCzbsAsd89b6CQBNm/eTP369SlWrBhjxoxhjz32CDuSSGhirFN3As+YWTsik/Sbu7ub2b+Abmb2O5ETWbfSdSpFpDDiOhPb3V8nMpE1elm+H8Fz9zrxzCIRHTp0YPbs2bz88sscdthhYccRCV1BdSo4XUXtfPYbB4yLe0ARSVs6LXoGGT9+PH379uW2227jiiuuCDuOiIhIRlMTliG+/fZbmjdvzimnnELv3r3DjiMiIpLx1IRlgN9//53s7Gy2bt3K2LFj2XPPPcOOJCIikvF0ds4M0KlTJ95//33GjBlD1apVw44jIiIi6EhY2nvjjTd4+OGHuemmm6hfv37YcURERCSgJiyNff/99zRp0oQTTjiBxx9/POw4IiIiEkVNWJratm0bDRs2ZOPGjeTk5PCPf/wj7EgiIiISRXPC0lT37t2ZPn06w4cP55hjjgk7joiIiOShI2FpaMqUKXTr1o1mzZrRtGnTsOOIiIhIPtSEpZkff/yRRo0acfTRRzNgwICw44iIiMgOaDgyjWzfvp0mTZqwbt06Jk6cyD777BN2JBEREdkBNWFp5OGHH2bSpEk89dRTnHjiiWHHERERkZ3QcGSaeOedd+jUqRPZ2dnceOONYccRERGRAqgJSwOrV6+mQYMGVKlShaeeegozCzuSiIiIFEDDkSnO3WnevDk//vgj77//PmXKlAk7koiIiMRATViK69u3L6+++ir9+vXjlFNOCTuOiIiIxEjDkSnso48+4p577uGKK67glltuCTuOiIiIFIKasBS1bt06srOzOeSQQxgyZIjmgYmIiKQYDUemIHfnhhtu4LvvvuPtt99mv/32CzuSiIiIFJKasBT03//+l3HjxtG7d2/OOOOMsOOIiIjILtBwZIqZN28e7dq14+KLL+bOO+8MO46IiIjsIjVhKeSXX34hKyuL8uXLM3z4cIoV0z+fiIhIqtJwZIpwd1q1asWXX37J1KlTKV++fNiRREREZDeoCUsRQ4cOZdSoUXTv3p1//etfYccRERGR3aTxrBSwYMECbrnlFs477zzuvffesOOIiIhIEVATluQ2bNhAVlYWpUuX5vnnn6d48eJhRxIREZEioOHIJHfbbbfx2WefMWnSJA466KCw44iIiEgR0ZGwJPb8888zZMgQOnbsyPnnnx92HBERESlCasKS1BdffEGrVq04++yz6dq1a9hxREREpIipCUtCmzZtIisri1KlSjFq1ChKlNCosYiISLrRX/ckdOeddzJ//nxeffVVKlasGHYcERERiQMdCUsyL774IoMGDaJ9+/ZccsklYccRERGROFETlkSWLl1KixYtOP300+nRo0fYcURERCSO1IQliS1btpCdnY2ZMWbMGEqWLBl2JBEREYkjzQlLEh06dGDmzJm89NJLVKlSJew4IiIiEmc6EpYExo8fz+OPP86tt97KlVdeGXYcERERSQA1YSH79ttvad68OaeccgqPPPJI2HFEREQkQdSEhej333+nQYMGbN26lbFjx7LnnnuGHUlEREQSRHPCQtSlSxfee+89Ro8eTdWqVcOOIyIiIgmkI2EhmThxIr169eLGG28kOzs77DgiIiKSYHFtwsysrpktMrMlZtYhn/V3mNlCM/vYzCab2WHxzJMsVqxYQZMmTTj++OPp27dv2HFEMloMdaqymU01s7lBrbo4at29wX6LzOyixCYXkVQXtybMzIoDA4H/ANWBBmZWPc9mc4Ga7n4i8CLQO155ksW2bdto1KgRGzZsYOzYsey1115hRxLJWDHWqfuBHHc/GcgGBgX7Vg/uHwfUBQYFjyciEpN4HgmrBSxx96XuvgUYA9SL3sDdp7r7xuDuB0DaXyjxwQcfZOrUqQwcOJDq1fPWehFJsALrFOBAmeB2WeD74HY9YIy7b3b3r4AlweOJiMQknk3YocB3UfeXBct2pAUwIY55Qjd16lQeeOABmjZtSvPmzcOOIyKx1amuQGMzWwa8DtxaiH1FRHYoKSbmm1ljoCaQ74myzKylmc0ys1mrVq1KbLgi8uOPP9KoUSOqVavGwIEDw44jIrFrAAxz94rAxcBzZhZz7UyH+iUi8RHPJmw5UCnqfsVg2V+Y2fnAfcDl7r45vwdy96fdvaa716xQoUJcwsbT9u3badq0KWvWrCEnJ4d99tkn7EgiEhFLnWoB5AC4+/tAKaB8jPumfP0SkfiJZxM2EzjKzA43s5JEJrCOj97AzE4GniLSgP0YxyyheuSRR5g4cSJPPPEEJ554YthxRORPBdYp4FvgPAAzO5ZIE7Yq2C7bzPY0s8OBo4CPEpZcRFJe3E7W6u5bzewWYCJQHBji7gvMrBswy93HExl+3Ad4wcwAvnX3y+OVKQzvvfce9913H1lZWbRs2TLsOCISJcY6dSfwjJm1IzJJv7m7O7DAzHKAhcBWoI27bwvnlYhIKrJILUkdNWvW9FmzZoUdIyZr1qyhRo0a7LHHHsyZM4eyZcuGHUkkJZnZbHevGXaO3VWY+lWnTh0Apk2bFr9AIhJ3O6tfumxRnLg71113HStXruS9995TAyYiIiJ/oSYsTp544gnGjx9P3759qVkz5d/Ai4iISBFLilNUpJuZM2dy9913U69ePW677baw44iIiEgSUhNWxNavX0/9+vU5+OCDGTJkCMEHDkRERET+QsORRcjdueGGG/j22295++23KVeuXNiRRCSFzZs3748J+iKZomHDhhlzNgE1YUXoqaee4sUXX+Thhx/mzDPPDDuOiKSwhg0bhh1BJOHmzZsHoCZMCmf+/Pncfvvt1K1bl/bt24cdR0RSXMuWLTPmD5FIrkw78qs5YUXgl19+ISsri/33358RI0ZQrJh+rCIiIrJzOhK2m9yd1q1bs2TJEqZMmYKuDSciIiKxUBO2m4YNG8bIkSPp1q0b55xzTthxREREJEVo3Gw3LFy4kDZt2nDuuefSsWPHsOOIiIhIClETtos2btxIVlYWpUuX5vnnn6d48eJhRxIREZEUouHIXdS2bVsWLlzIxIkTOfjgg8OOIyIiIilGR8J2wahRoxg8eDD33nsvF1xwQdhxREREJAWpCSukxYsXc9NNN1G7dm0eeOCBsOOIiIhIilITVgibNm0iKyuLkiVLMnr0aEqU0GiuiIiI7Bp1EYXQvn175s2bx//93/9RqVKlsOOIiIhICtORsBiNGzeOgQMHcuedd3LppZeGHUdERERSnJqwGHz11Ve0aNGCWrVq0bNnz7DjiIiISBpQE1aALVu2kJ2dDcCYMWMoWbJkyIlEREQkHWhOWAE6duzIRx99xIsvvsjhhx8edhwRERFJEzoSthOvvvoqjz76KG3atOHqq68OO46IiIikETVhO7Bs2TKaNWtGjRo16NOnT9hxREREJM2oCcvH1q1badCgAVu2bGHs2LGUKlUq7EgiIiKSZjQnLB9dunThnXfeYeTIkVSrVi3sOCIiIpKGdCQsj0mTJtGrVy9uuOEGGjZsGHYcERERSVNqwqKsWLGCJk2aUL16dZ544omw44iIiEga03BkYNu2bTRu3JhffvmFqVOnstdee4UdSURERNKYmrBAz549mTJlCkOGDKF69ephxxEREZE0p+FIYPr06XTt2pXGjRvTvHnzsOOIiIhIBsj4JmzVqlU0bNiQqlWrMmjQIMws7EgiIiKSATJ6OHL79u00bdqU1atX89prr1G6dOmwI4mIiEiGyOgmrE+fPrzxxhsMGjSIGjVqhB1HREREMkjGDke+9957dOzYkWuvvZZWrVqFHUdEREQyTEY2YWvWrKFBgwZUrlyZZ555RvPAREREJOEybjjS3bn++utZsWIF7777LmXLlg07koiIiGSgjGvC+vfvz//+9z8ef/xxTjvttLDjiIiISIbKqOHIWbNm0b59ey6//HLatm0bdhwRERHJYBnThK1fv5769etz0EEHMXToUM0DExERkVBlxHCku9OyZUu++eYbZsyYQbly5cKOJCIiIhkuI46EPf300+Tk5NCjRw/OOuussOOISBIxs7pmtsjMlphZh3zWP25m84KvL8xsXdS6bVHrxic2uYikurgeCTOzusATQHFgsLs/lGf9nsAI4FRgNVDf3b8uygwff/wxbdu25aKLLuKuu+4qyocWkRRnZsWBgcAFwDJgppmNd/eFudu4e7uo7W8FTo56iN/cXWd6FpFdErcjYVHF7T9AdaCBmVXPs1kLYK27VwUeBx4uygy//vorWVlZlCtXjhEjRlCsWEYc+BOR2NUClrj7UnffAowB6u1k+wbA6IQkE5G0F88jYX8UNwAzyy1uC6O2qQd0DW6/CAwwM3N3L4oAbdq0YfHixUyePJkDDjigKB5SRNLLocB3UfeXAafnt6GZHQYcDkyJWlzKzGYBW4GH3P2VeAUVyRTz5s2jTp06YcfYqRo1atC3b9/dfpx4NmGxFLc/tnH3rWa2Htgf+Cl6IzNrCbQEqFy5ckxPPnPmTEaMGEHXrl2T/h9TRFJCNvCiu2+LWnaYuy83syOAKWb2ibt/Gb3TrtQvkUzVsGHDsCMkVEp8OtLdnwaeBqhZs2ZMR8lOO+00pk6dytlnnx3XbCKS0pYDlaLuVwyW5ScbaBO9wN2XB9+Xmtk0IvPFvsyzTaHrl0imatmyJS1btgw7RsLEc5JULMXtj23MrARQlsgE/SJRp04dihcvXlQPJyLpZyZwlJkdbmYliTRaf/uUo5kdA+wHvB+1bL/gw0WYWXmgNn+dbiEislPxbMJiKW7jgWbB7WuAKUU1H0xEpCDuvhW4BZgIfAbkuPsCM+tmZpdHbZoNjMlTn44FZpnZfGAqkTlhasJEJGZxG44M5njlFrfiwJDc4gbMcvfxwLPAc2a2BFhDpNCJiCSMu78OvJ5nWec897vms997wAlxDSciaS2uc8IKKm7uvgm4Np4ZRERERJKRTpwlIiIiEgI1YSIiIiIhUBMmIiIiEgI1YSIiIiIhUBMmIiIiEgI1YSIiIiIhUBMmIiIiEgJLtRPUm9kq4JtC7FKePBcETxHKnVjKnViFzX2Yu1eIV5hEUf1KesqdWKmaGwqXfYf1K+WasMIys1nuXjPsHIWl3Iml3ImVqrkTLVV/TsqdWMqdeEWVXcORIiIiIiFQEyYiIiISgkxowp4OO8AuUu7EUu7EStXciZaqPyflTizlTrwiyZ72c8JEREREklEmHAkTERERSTpp0YSZWV0zW2RmS8ysQz7r9zSzscH6D82sSuJT/l0Mue8ws4Vm9rGZTTazw8LImZ+Cskdtd7WZuZklxSdgYsltZlnBz32BmY1KdMb8xPB/pbKZTTWzucH/l4vDyJkn0xAz+9HMPt3BejOzfsFr+tjMTkl0xmShGpZYql+JlYr1CxJUw9w9pb+A4sCXwBFASWA+UD3PNjcDTwa3s4GxKZL738Bewe3WyZA71uzBdqWBGcAHQM1UyA0cBcwF9gvuH5AiuZ8GWge3qwNfJ0HufwGnAJ/uYP3FwATAgDOAD8POnMT/vqphCcwdbKf6lbjcSVe/gixxr2HpcCSsFrDE3Ze6+xZgDFAvzzb1gOHB7ReB88zMEpgxPwXmdvep7r4xuPsBUDHBGXcklp85QHfgYWBTIsPtRCy5bwQGuvtaAHf/McEZ8xNLbgfKBLfLAt8nMF++3H0GsGYnm9QDRnjEB8C+ZnZwYtIlFdWwxFL9SqyUrF+QmBqWDk3YocB3UfeXBcvy3cbdtwLrgf0Tkm7HYskdrQWRjjsZFJg9OCxbyd1fS2SwAsTyM68GVDOzd83sAzOrm7B0OxZL7q5AYzNbBrwO3JqYaLulsL8D6Uo1LLFUvxIrXesXFEENK1GkcSQuzKwxUBM4J+wssTCzYsBjQPOQo+yKEkQO6dch8q59hpmd4O7rQk1VsAbAMHd/1MzOBJ4zs+PdfXvYwURSqYapfoUiY+tXOhwJWw5UirpfMViW7zZmVoLI4c7VCUm3Y7HkxszOB+4DLnf3zQnKVpCCspcGjgemmdnXRMbKxyfB5NZYfubLgPHu/ru7fwV8QaSohSmW3C2AHAB3fx8oReTaZskspt+BDKAalliqX4mVrvULiqKGhT3xrQgmzpUAlgKH8+ekv+PybNOGv05qzUmR3CcTmdB4VNh5C5s9z/bTSI6JrbH8zOsCw4Pb5Ykcat4/BXJPAJoHt48lMqfCkuBnXoUdT2q9hL9Oav0o7LxJ/O+rGpbA3Hm2V/2Kf+6krF9BnrjWsNBfYBH9kC4m0vF/CdwXLOtG5J0XRLrqF4AlwEfAEWFnjjH3W8APwLzga3zYmWPNnmfbpChiMf7MjchQxELgEyA77Mwx5q4OvBsUuHnAhUmQeTSwAvidyDv0FkAroFXUz3pg8Jo+SZb/I0n676salsDcebZV/Yp/7qSrX0GuuNcwnTFfREREJATpMCdMREREJOWoCRMREREJgZowERERkRCoCRMREREJgZowERERkRCoCZOYFHQ1+TCZWbfghJCY2dlmtsDM5pnZoWb2YgH7Djaz6sHtjonIKyKSl5k1N7MBwe2uZtY+7EwSf2rCJFbDiJwIMOm4e2d3fyu42wjo5e413H25u19TwL43uPvC4K6aMBEpFIvQ31LZJfqPIzHxgq8mv1Nm9pCZLTSzj82sT7BsmJk9aWazzOwLM7s0WF7czB4xs5nB9jdFPc49ZvaJmc03s4eiHucaM7sByAK6m9lIM6uSe+QueMw+ZvZp8Ji3BsunmVnN4LH+ERxBGxkcXbs96nl7mFnbXX39IpI+gtqyyMxGAJ8CnaLq1QNR2zUNls03s+eCZZeZ2YdmNtfM3jKzA8N6HRI+XcBb4s7M9geuBI5xdzezfaNWVwFqAUcCU82sKtAUWO/up5nZnsC7ZjYJOAaoB5zu7hvNrFz087j7YDP7J/Cqu79oZlWiVrcMnquGu2/NZ98OZnaLu9cIMlcBXgL6Bu9ys4OcIiIQuSZjM6AMcA2R+mBErjP5LyLX9rwfOMvdf4qqOe8AZwS18AbgbuDOhKeXpKAmTBJhPbAJeNbMXgVejVqX4+7bgcVmtpRIo3UhcKKZ5Q4lliVS8M4Hhrr7RgB3L8yRufOJXHtvayz7uvvXZrbazE4GDgTmunvYF0wWkeTxjbt/EBzZvxCYGyzfh0i9Ogl4wd1/gr/UnIrAWDM7mMi1FL9KbGxJJhqOlCIRDPfNC766Ra8LGp9awIvApcAb0avzPJQTeTd5azCvq4a7H+7uk+KZfwcGA82B64AhITy/iCSvDcF34895qDXcvaq7P7uT/foDA9z9BOAmItcFlQylJkyKhLtviypCnaPXmdk+QFl3fx1oR+QdYq5rzayYmR0JHAEsAiYCrc1sj2D/ama2N/AmcJ2Z7RUs/8uQYgHeBG4ysxI72ff33OcMvEzkwwinBZlERPKaCFwf1DmCT2UfAEwhUt/2D5bn1pyywPLgdrNEh5XkouFIiYmZjQbqAOXNbBnQpYB3e9FKA/8zs1JE3jXeEbXuW+AjIvMqWrn7JjMbTGT+1hwzM2AVcIW7v2FmNYBZZrYFeJ3YP9E4GKgGfGxmvwPPAAPybPN0sH6Ouzdy9y1mNhVY5+7bYnweEckg7j7JzI4F3o+UK34FGrv7AjPrAUw3s21EhiubA12BF8xsLZFG7fBQgktSMPe8o0EiiWFmwwgm0YedJT/BhPw5wLXuvjjsPCIikl40HCmSj+AErkuAyWrAREQkHnQkTERERCQEOhImIiIiEgI1YSIiIiIhUBMmIiIiEgI1YSIiIiIhUBMmIiIiEgI1YSIiIiIh+H95sqUhqt6YZgAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3debyUc//H8ddHtFCSylZRyJItZLv5KW5LiLjdlk7bUalIeyiilIiSFtEmLQpJ3EkoKty2uyKlSAta5JZSSFo/vz/mOrdxnGVOnZlrZs77+XicRzPXXNfMe476+Mz3+s73MndHRERERBJrn7ADiIiIiBRFasJEREREQqAmTERERCQEasJEREREQqAmTERERCQEasJEREREQqAmTNKSmWWa2b/DziEiiWFmDc1sRgz7DTOz+xKRKRHM7BszuyS43dPMng07k8ROTZjstaAIbDWzX83sezMbY2als+3zNzObZWa/mNlmM3vVzGpk2+dAMxtoZquC51oR3K8Q5/xzzKxFPF9DpCjLViP+m1ON2FvuPsHdL4thv9bu3rswXzuLmbmZbQne51ozG2BmxeLxWnsirBoruVMTJoXlancvDdQETge6ZT1gZucBM4B/AUcA1YDPgPfN7Ohgn+LA28BJQF3gQOA8YANwduLehojESVaNOAOoBXTPvoOZ7ZvwVIXvtOB91gZuApqFnAco/BqbJv+tQqcmTAqVu38PvEmkGcvyKDDO3Qe5+y/uvtHduwMfAT2DfZoARwLXufsSd9/t7j+4e293n57TawWfOtuZ2Uoz+9HM+plZjn+ng5G4ucEo3Fwz+1uwvQ/wf8ATwSfDJwrj9yAiOXP3tcDrwMnwv3/HbcxsGbAs2FbPzBaY2SYz+8DMTs063syqmNkUM1tvZhuy/s1GT0GwiMfN7Acz+9nMFplZ1uuNMbMHo57vVjNbbmYbzWyqmR0R9ZibWWszWxZkGWpmFuP7XA68T1Qt3MP3dUxwFmFDUOcmmNlBBf7Fx1Bjg/d7bFSm//2uzKyOma0xs7vN7HvgGTP7wszqRe2/b5D/jOD+ucH73GRmn5lZnT3IndbUhEmhMrPKwBXA8uD+/sDfgBdz2H0ScGlw+xLgDXf/tYAveR2RT9VnAPXJ4VOnmR0MvAYMBsoDA4DXzKy8u98LvAfc4e6l3f2OAr6+iBSAmVUBrgQ+jdp8LXAOUMPMTgdGA62I/HsdDkw1sxLBqb1pwLdAVaAS8HwOL3MZcCFwHFAWuJHIiE/2LBcDDwePHx48b/bnqwecBZwa7Hd5jO/zBCIf8LJq4Z6+LwsyHgGcCFThjw+vBbGnNTbaYcDBwFFAS+A5oEHU45cDP7r7J2ZWiUjdfTA4pgvwkplV3IvXTztqwqSwvGJmvwCrgR+AHsH2g4n8PVuXwzHrgKy5COVz2Sc/jwQja6uAgfy5IGS5Cljm7uPdfae7Pwd8CVy9B68nInvmFTPbBPwbeAd4KOqxh4N/x1uJ/M99uLt/7O673H0ssA04l8hpsyOAO919i7v/7u45fQFnB1AGOAEwd//C3XOqLw2B0e7+ibtvIzKN4jwzqxq1T1933xTUmNn8eZQ/J5+Y2RbgC2AO8GSwfY/el7svd/eZ7r7N3dcT+RBZO58MOdnTGhttN9AjyLIVmAhcE3zYBsgg0pgBNAKmu/v0YNRtJjCPSAMuATVhUliudfcyQB0ihS+rufqJyD/cw3M45nDgx+D2hlz2yc/qqNvfEilk2R0RPEa2fSvtweuJyJ651t0Pcvej3P324H/iWaL/HR8FdA5OYW0KGrcqRP4dVwG+dfedeb2Qu88CngCGAj+Y2QgzOzCHXf9UG4JRog38uTZ8H3X7N6A0gJktDqYw/Gpm/xe1zxnBPjcRGd07YG/el5kdambPW2Si/8/As/xRXwtiT2tstPXu/nvWneCU6xfA1UEjdg2Rxgwi7/eGbO/3gkLIkFbUhEmhcvd3gDFA/+D+FuBD4IYcdr+RyERRgLeAy83sgBz2y0uVqNtHAt/lsM93RAoC2fZdmxW7gK8pIoUr+t/gaqBP0LBl/ewfjGCvBo6MZVK4uw929zOBGkROS96Zw25/qg1B/SnPH7Uhr+c/KZjCUNrd38v2mLv7JCK17/69fF8PEfn9nOLuBxIZYYppXlo2sdTY34D9o+4flu3xnGpl1inJ+sCSoDGDyHsan+39HuDuffcge9pSEybxMBC41MxOC+53BZpaZBJ9GTMrF0z2PA94INhnPJF/tC+Z2Qlmto+ZlTeze8wsr+HrO4PnqwK0B17IYZ/pwHFmlhFMHL2JSGGeFjz+X+DovXrHIlJYRgKtzeycYIL9AWZ2lZmVAf5D5JRa32B7STM7P/sTmNlZwfH7AVuA34mMyGf3HHCLmdU0sxJEGp6P3f2bQnovfYFbzeywvXhfZYBfgc3BPKucmslYxFJjFwAZZlbMzOoS22nP54nMwbuNP0bBIDJid7WZXR48X8lgcn/lPcyfltSESaEL5i2MI/gEGMxtuBz4B5FC8y2RZSwucPdlwT7biEwc/RKYCfxMpDBVAD7O4+X+BcwnUjxeA57OIc8GIpNrOxMZkr8LqOfuWadCBwH/NLOfzGzwHr9xEdlr7j4PuJXI6cSfiExszwwe20VkLuexwCpgDZHTftkdSKTp+YlIvdkA9Mvhtd4C7gNeIlKbjgFuLsT3sgh4l8hcrz19Xw8QOcW5mUiNm7KHWWKpse2DHJuIzJd7JYbnXUdkxO9vRH0IdvfVREbH7gHWE2kA70R9x5+Yu87ESGoyMweqRw1/i4iIpAx1pCIiIiIhUBMmIiIiEgKdjhQREREJgUbCREREREKgJkxEREQkBCl3FfQKFSp41apVw44hIgk0f/78H9095a85p/olUvTkVb9SrgmrWrUq8+bNCzuGiCSQmWW/7FRKUv0SKXryql86HSkiIiISAjVhIiIiIiFQEyYiIiISAjVhIiIiIiFQEyYiIiISAjVhIiIiIiFQEyYiIiISgrg1YWY22sx+MLPPc3nczGywmS03s4Vmdka8soiI5GRv6pSZNTWzZcFP08SlFpF0Ec+RsDFA3TwevwKoHvy0BJ6KYxYRkZyMYQ/qlJkdDPQAzgHOBnqYWbm4JhWRtBO3Jszd3wU25rFLfWCcR3wEHGRmh8crj4gkhy+//JIxY8aEHQPYqzp1OTDT3Te6+0/ATPJu5gqsQ4cOdOjQoTCfUkSSTJhzwioBq6Purwm2/YWZtTSzeWY2b/369QkJJyKFa9myZTRu3JiTTjqJTp068euvv4YdKRa51am4168FCxawYMGCgicWkZSREhPz3X2Eu9dy91oVK6b8NXxFipQVK1aQmZnJiSeeyJQpU+jcuTNLly6ldOnSYUdLCNUvEclNmBfwXgtUibpfOdgmImngm2++4cEHH2TMmDHst99+tG/fnrvuuotDDz007GgFkVudWgvUybZ9TsJSiUhaCHMkbCrQJPj20bnAZndfF2IeESkEq1atolWrVlSvXp1nn32WNm3asHLlSh577LFUa8Ag9zr1JnCZmZULJuRfFmwTEYlZ3EbCzOw5Ip8UK5jZGiLfJNoPwN2HAdOBK4HlwG/ALfHKIiLxt2bNGh5++GFGjhyJmdGqVSu6detGpUo5TpVKCntap9x9o5n1BuYGT9XL3fOa4C8i8hdxa8LcvUE+jzvQJl6vLyKJ8d1339G3b1+GDx+Ou9O8eXPuueceqlSpkv/BIdubOuXuo4HR8cglIkVDmHPCRCSFff/99zzyyCMMGzaMHTt2cMstt3DvvfdStWrVsKOJiKQENWEiUiDr16/n0UcfZejQoWzfvp0mTZrQvXt3jj766LCjiYikFDVhIhKTH3/8kf79+/PEE0+wdetWGjZsyH333Uf16tXDjiYikpLUhIlInjZu3MiAAQMYNGgQW7ZsoUGDBtx///0cf/zxYUcTEUlpasJEJEebNm3i8ccfZ+DAgfz888/cdNNN3H///dSoUSPsaCIiaUFNmIj8yebNmxk0aBADBgxg8+bNXH/99fTo0YNTTjkl7GgiImlFTZiIAPDLL78wZMgQ+vfvz08//cS1115Lz549Oe2008KOJiKSltSEiRRxv/76K0OHDqVfv35s2LCBevXq0bNnT84888ywo4mIpDU1YSJF1G+//cZTTz3FI488wvr167niiivo2bMnZ599dtjRRESKhDCvHSkiIdi6dSsDBw7k6KOPpkuXLpx++ul8+OGHTJ8+XQ2YiEgCaSRMpIj4/fffGTlyJA8//DDr1q3j4osvZvLkyVxwwQVhRxMRKZLUhImkuW3btjF69Gj69OnD2rVrufDCC3nuueeoXbt22NFERIo0NWEiaWr79u2MGTOGPn36sGrVKs4//3zGjRvHRRddhJmFHU9EpMjTnDCRNLNjxw5Gjx7N8ccfT6tWrTjiiCOYMWMG7733HhdffLEaMBGRJKEmTCRN7Ny5k7Fjx3LCCSfQvHlzKlasyPTp0/nggw+49NJL1XyJiCQZNWEiKW7Xrl1MmDCBGjVqkJmZSdmyZXn11Vf5+OOPueKKK9R8iYgkKTVhIilq165dPP/885x88sk0atSI/fffn1deeYX58+dTr149NV8iIklOTZhIitm9ezcvvvgip556Kg0aNKBYsWJMnjyZTz75hPr166v5EhFJEWrCRFKEu/Pyyy9Ts2ZNbrzxRtydF154gYULF3L99dezzz765ywikkpUtUWSnLszdepUzjjjDP7xj3+wbds2JkyYwKJFi7jxxhvVfImIpChVb5Ek5e689tprnHXWWdSvX59ffvmFcePGsXjxYjIyMihWrFjYEUVEZC+oCRNJMu7Om2++ybnnnku9evXYuHEjzzzzDF9++SWNGzdm3321xrKISDpQEyaSJNydt956iwsuuIC6devy3//+l5EjR7J06VIyMzPVfImIpBk1YSJJYM6cOdSuXZtLL72UVatWMWzYML766itatGjBfvvtF3Y8ERGJAzVhIiF67733uOiii7joootYsWIFTzzxBMuXL6dVq1YUL1487HgiIhJHasJEQpB1KaELL7yQL7/8kkGDBrFixQratGlDiRIlwo4nIiIJoCZMJIE+/vhj6taty/nnn8/ChQsZMGAAK1eupF27dpQsWTLseCIikkBqwkQSYN68eVx11VWce+65zJ8/n0cffZSVK1fSsWNHSpUqFXY8EREJgb5uJRJHn376KT179mTq1KkcfPDBPPzww9xxxx2ULl067GgiIhIyNWEicbBo0SJ69uzJlClTOOigg+jduzft2rXjwAMPDDuaiIgkCTVhIoVo8eLFPPDAA7z44osceOCB9OzZkw4dOlC2bNmwo4mISJJREyZSCL788kseeOABXnjhBUqXLs19991Hx44dKVeuXNjRREQkSakJE9kLy5Yto1evXkycOJFSpUrRtWtXOnfuTPny5cOOJiIiSU5NmMgeWLFiBb1792b8+PGULFmSLl260KVLFypWrBh2NBERSRFqwkQK4Ouvv+bBBx9k7Nix7LfffnTo0IG77rqLQw89NOxoIiKSYtSEicRg1apV9OnTh9GjR1OsWDHuuOMO7r77bg4//PCwo4mISIpSEyaSh3Xr1tG7d29GjRqFmdG6dWu6du1KpUqVwo4mIiIpTk2YSC5+/fVXLrzwQr799luaN2/OPffcQ5UqVcKOJSIiaUJNmEgu2rdvz8qVK5k1axa1a9cOO46IiKQZXTtSJAeTJ09m9OjRdOvWTQ2YiIjERVybMDOra2ZLzWy5mXXN4fEjzWy2mX1qZgvN7Mp45hGJxerVq7n11ls5++yz6dGjR9hxJM5iqFNHmdnbQY2aY2aVox7bZWYLgp+piU0uIqkubk2YmRUDhgJXADWABmZWI9tu3YFJ7n46cDPwZLzyiMRi165dNG7cmJ07dzJhwgT222+/sCNJHMVYp/oD49z9VKAX8HDUY1vdvWbwc01CQotI2ojnSNjZwHJ3X+nu24HngfrZ9nEg64rGZYHv4phHJF/9+vXjnXfeYciQIRx77LFhx5H4i6VO1QBmBbdn5/C4iMgeiWcTVglYHXV/TbAtWk+gkZmtAaYDbeOYRyRP8+bN47777uOGG26gadOmYceRxIilTn0G/CO4fR1QxsyyrktV0szmmdlHZnZtfKOKSLoJe2J+A2CMu1cGrgTGm9lfMplZy6DQzVu/fn3CQ0r6+/XXX8nIyODwww9n+PDhmFnYkSR5dAFqm9mnQG1gLbAreOwod68FZAADzeyY7AerfolIbuLZhK0FohdVqhxsi9YcmATg7h8CJYEK2Z/I3Ue4ey13r6Vr80k8dOzYkeXLlzN+/HjKlSsXdhxJnHzrlLt/5+7/COau3hts2xT8uTb4cyUwBzg9+wuofolIbuLZhM0FqptZNTMrTmTiffZvD60C/g5gZicSacL0UVES6qWXXmLUqFF07dpVy1EUPfnWKTOrEDVC3w0YHWwvZ2YlsvYBzgeWJCy5iKS8uDVh7r4TuAN4E/iCyLcgF5tZLzPL+hZRZ+BWM/sMeA7IdHePVyaR7NasWcOtt95KrVq1eOCBB8KOIwkWY52qAyw1s6+AQ4E+wfYTgXlB/ZoN9HV3NWEiErO4rpjv7tOJTLiP3nZ/1O0lRD49iiTc7t27adq0Kdu3b2fixIlajqKIiqFOTQYm53DcB8ApcQ8oImlLly2SIuuxxx5j1qxZPP3001SvXj3sOCIiUsSE/e1IkVB88skn3HvvvVx//fXccsstYccREZEiSE2YFDlbtmwhIyODQw45hBEjRmg5ChERCYVOR0qR06lTJ7766ivefvttDj744LDjiIhIEaWRMClSXnnlFUaMGMFdd93FRRddFHYcEREpwtSESZHx3Xff0aJFC84880x69eoVdhwRESni1IRJkbB7926aNGnC1q1bmTBhAsWLFw87koiIFHGaEyZFwuOPP87bb7/NiBEjOP7448OOIyIiopEwSX+ffvop3bp147rrrqNFixZhxxEREQHUhEma++2338jIyKBixYqMHDlSy1GIiEjS0OlISWudO3dm6dKlzJw5k/Lly4cdR0RE5H80EiZpa+rUqQwbNowuXbrw97//Pew4IiIif6ImTNLSunXraN68OaeffjoPPvhg2HFERET+Qk2YpJ3du3eTmZnJli1bmDhxopajEBGRpKQ5YZJ2Bg0axIwZMxg2bBgnnHBC2HFERERypJEwSSufffYZXbt2pX79+rRs2TLsOCIiIrlSEyZpY+vWrWRkZFC+fHlGjRql5ShERCSp6XSkpI0777yTJUuWMGPGDCpUqBB2HBERkTxpJEzSwrRp0xg6dCidOnXi0ksvDTuOiIhIvtSEScr7/vvvadasGaeddhoPPfRQ2HFERERioiZMUtru3bu55ZZb+OWXX5g4cSIlSpQIO5KIiEhMNCdMUtqQIUN44403ePLJJ6lRo0bYcURERGKmkTBJWQsXLuSuu+7i6quvpnXr1mHHERERKRA1YZKSspajKFeuHE8//bSWoxARkZSj05GSku6++24WL17MG2+8QcWKFcOOIyIiUmAaCZOUM336dIYMGUKHDh24/PLLw44jIiKyR9SESUr573//yy233MKpp57Kww8/HHYcERGRPabTkZIy3J1mzZrx888/M2vWLEqWLBl2JBERkT2mJkxSxtChQ5k+fTpPPPEEJ510UthxRERE9opOR0pK+Pzzz+nSpQtXXXUVt99+e9hxRERE9pqaMEl6v//+OxkZGZQtW5bRo0drOQoREUkLOh0pSa9r164sWrSI6dOnc8ghh4QdR0REpFBoJEyS2htvvMGgQYNo164dV1xxRdhxRERECo2aMElaP/zwA5mZmZx88sk88sgjYccREREpVDodKUnJ3WnevDmbNm1i5syZWo5CRETSjpowSUpPPfUU06ZNY9CgQZxyyilhxxERESl0Oh0pSWfx4sV07tyZunXr0rZt27DjiIiIxIWaMEkq27ZtIyMjgzJlyjBmzBgtRyEiImlLpyMlqXTr1o2FCxcybdo0Dj300LDjiIiIxI1GwiRpzJgxg8cff5w2bdpw1VVXhR1HREQkruLahJlZXTNbambLzaxrLvvcaGZLzGyxmU2MZx5JXuvXr6dp06acdNJJ9OvXL+w4UoTkV6fM7Cgze9vMFprZHDOrHPVYUzNbFvw0TWxyEUl1cTsdaWbFgKHApcAaYK6ZTXX3JVH7VAe6Aee7+09mpuXQiyB3p0WLFmzcuJE333yTUqVKhR1JiohY6hTQHxjn7mPN7GLgYaCxmR0M9ABqAQ7MD479KbHvQkRSVTxHws4Glrv7SnffDjwP1M+2z63A0Kyi5e4/xDGPJKnhw4czdepUHnnkEU499dSw40jREkudqgHMCm7Pjnr8cmCmu28MathMoG4CMotImohnE1YJWB11f02wLdpxwHFm9r6ZfWRmKmBFzBdffEGnTp24/PLLadeuXdhxpOiJpU59BvwjuH0dUMbMysd4rIhIrsKemL8vUB2oAzQARprZQdl3MrOWZjbPzOatX78+wRElXrKWozjggAN45pln2GefsP86iuSoC1DbzD4FagNrgV2xHqz6JSK5ief/9dYCVaLuVw62RVsDTHX3He7+NfAVkabsT9x9hLvXcvdaFStWjFtgSazu3buzYMECRo8ezeGHHx52HCma8q1T7v6du//D3U8H7g22bYrl2GBf1S8RyVFMTZiZTTGzq8ysIE3bXKC6mVUzs+LAzcDUbPu8QmQUDDOrQOT05MoCvIakqLfeeov+/ftz2223cfXVV4cdR4qufOuUmVWIqn3dgNHB7TeBy8ysnJmVAy4LtomIxCTWpupJIANYZmZ9zez4/A5w953AHUSK0hfAJHdfbGa9zOyaYLc3gQ1mtoTIhNc73X1Dgd+FpJQNGzbQpEkTTjzxRPr37x92HCnCYqxTdYClZvYVcCjQJzh2I9CbSCM3F+gVbBMRiUlMS1S4+1vAW2ZWlsjcrbfMbDUwEnjW3Xfkctx0YHq2bfdH3XagU/AjRUDWchQbNmxg+vTp7L///mFHkiIuhjo1GZicy7Gj+WNkTESkQGJeJyz4NlAjoDHwKTABuABoSnBKUSQ/o0aN4pVXXuGxxx6jZs2aYceRNGNmlYCjiKpt7v5ueIlERHIXUxNmZi8DxwPjgavdfV3w0AtmNi9e4SS9LF26lA4dOnDppZfSoUOHsONImjGzR4CbgCX88e1FB9SEiUhSinUkbGQwZP8/ZlbC3be5e6045JI0s337djIyMihVqhRjxozRchQSD9cCx7v7trCDiIjEItb/Ez6Yw7YPCzOIpLf77ruPTz75hKeffpojjjgi7DiSnlYC+4UdQkQkVnmOhJnZYURWgC5lZqcDFjx0IKAZ1RKTWbNm0a9fP1q1akX9+tmvCCNSaH4DFpjZ28D/RsPcXZdiEJGklN/pyMuBTCKLEA6I2v4LcE+cMkkayVqO4rjjjuOxxx4LO46kt6n8dS1CEZGklWcT5u5jgbFmdr27v5SgTJIm3J2WLVvyww8/8Oqrr3LAAQeEHUnSmLuPDRZcPS7YtDS35XNERJJBfqcjG7n7s0BVM/vLWl7uPiCHw0QAGD16NFOmTKFfv36cfvrpYceRNGdmdYCxwDdEpk5UMbOmWqJCRJJVfqcjs4YuSsc7iKSXr776inbt2vH3v/+dTp20Fq8kxGPAZe6+FMDMjgOeA84MNZWISC7yOx05PLj5pLuvT0AeSQNZy1GULFmSsWPHajkKSZT9showAHf/ysz0bUkRSVqxrhP2vpl9A7wATHH3n+IXSVJdjx49mD9/PlOmTKFSpUphx5GiY56ZjQKeDe43BLSYtIgkrZiGKNz9OKA7cBIw38ymmVmjuCaTlDRnzhweeeQRbr31Vq677rqw40jRchuR1fLbBT9Lgm0iIkkp5vNE7v4fd+8EnA1sJDIBVuR/Nm7cSOPGjalevTqPP/542HGkiAmu4DHA3f8R/Dyu1fNFJJnFeu3IA4HrgJuBY4CXiTRjIkBkOYpWrVrx/fff89FHH2k5CkkYM5vk7jea2SIi14r8E3c/NYRYIiL5inVO2GfAK0Avd9fliuQvxowZw+TJk+nbty9nnqkvo0lCtQ/+rBdqChGRAoq1CTva3f/yCVMEYPny5bRt25aLLrqIO++8M+w4UsS4+7rg5o/AVnffHSxPcQLwenjJRETylt9irQPdvQMw1cxyGua/Jm7JJCXs2LGDjIwMihcvzrhx47QchYTpXeD/zKwcMAOYC9xE5FuSIiJJJ7+RsPHBn/3jHURS0wMPPMDcuXOZPHkylStXDjuOFG3m7r+ZWXMiaxs+amYLwg4lIpKbPIct3H1+cLOmu78T/QPUjH88SWbvvvsuDz30EM2aNeP6668PO46Imdl5REa+Xgu2FQsxj4hInmI9d9Q0h22ZhZhDUsxPP/1Eo0aNOOaYYxg0aFDYcUQAOgDdgJfdfbGZHQ3MDjmTiEiu8psT1gDIAKqZ2dSoh8oQWStMiiB3p3Xr1qxbt44PPviA0qV1aVEJXzBC/07U/ZVEFm0VEUlK+c0J+wBYB1QgcnHcLL8AC+MVSpLbuHHjmDRpEg899BBnnXVW2HGkiMv6ApGZvUrO64TpC0QikpTyu4D3t8C3wHmJiSPJbsWKFdxxxx3Url2bu+66K+w4IqAvEIlIisrvdOS/3f0CM/uFP3/CNMDd/cC4ppOksmPHDho2bMi+++7L+PHjKVZMc54lfFFfIJpHsE4YgJkVA0qEFkxEJB/5jYRdEPxZJjFxJJn17t2bjz/+mEmTJlGlSpWw44hk9zZwCfBrcL8UkfXC/hZaIhGRPMT07UgzO8bMSgS365hZOzM7KL7RJJm899579OnTh8zMTG644Yaw44jkpKS7ZzVgBLf3DzGPiEieYl2i4iVgl5kdC4wAqgAT45ZKksqmTZto1KgR1apVY/DgwWHHEcnNFjM7I+uOmZ0JbA0xj4hInmK9duRud99pZtcBQ9x9iJl9Gs9gkhzcndtvv521a9fy/vvvU6aMzkxL0uoAvGhm3xGZt3oYkcsWiYgkpVibsB3BmmFNgauDbfvFJ5IkkxA+JWgAABwSSURBVAkTJvDcc8/x4IMPcs4554QdRyRX7j7XzE4Ajg82LXX3HWFmEhHJS6ynI28hskxFH3f/2syq8cfXwiVNrVy5kttvv53/+7//o2vXrmHHEcmTme0P3A20d/fPgapmVi/kWCIiuYppJMzdlxC18rS7fw08Eq9QEr6dO3fSqFEj9tlnHy1HIaniGWA+f6xruBZ4EZgWWiIRkTzE1ISZ2flAT+Co4JisdcKOjl80CdODDz7Ihx9+yHPPPcdRRx0VdhyRWBzj7jcFUydw99/MzMIOJSKSm1jnhD0NdCTyKXNX/OJIMvjggw/o3bs3TZo04eabbw47jkistptZKYKFpc3sGGBbuJFERHIXaxO22d1fj2sSSQqbN2+mYcOGVK1alSFDhoQdR6QgegBvAFXMbAJwPpAZaiIRkTzE2oTNNrN+wBSiPlm6+ydxSSWhadOmDatXr+bf//43Bx6oq1JJajCzfYBywD+Ac4lMmWjv7j+GGkxEJA+xNmFZaxPUitrmwMWFG0fCNGHCBCZMmECvXr0499xzw44jEjN3321md7n7JOC1sPOIiMQi1m9HXhTvIBKur7/+mttvv53zzz+fbt26hR1HZE+8ZWZdgBeALVkb3X1jeJFERHIX67cjDwUeAo5w9yvMrAZwnrs/Hdd0khA7d+6kcePGADz77LPsu2+sA6QiSeUmIiP0t2fbrm9xi0hSinWx1jHAm8ARwf2viFwiRNLAQw89xPvvv89TTz1F1apVw44jsqdqAEOBz4AFwBDgpFATiYjkIdYmrEIw12I3gLvvREtVpIUPP/yQXr160ahRIzIyMsKOI7I3xgInAoOJNGA1gm0iIkkp1vNOW8ysPH+sv3MusDluqSQhfv75Zxo2bEiVKlV44oknwo4jsrdOdvcaUfdnm9mS0NKIiOQj1pGwTsBU4Bgzex8YB7TN7yAzq2tmS81suZnlevFBM7vezNzMauW2jxS+tm3b8u233zJhwgTKli0bdhyRvfVJ8AERADM7B5iX30H51SkzO9LMZpvZp2a20MyuDLZXNbOtZrYg+BlWqO9GRNJerCNhxwBXAFWA64ksWZHnsWZWjMj8jEuBNcBcM5saXIcyer8yQHvg44JFl73x/PPPM27cOHr06MHf/va3sOOIFIYzgQ/MbFVw/0hgqZktInKZtVOzHxBjneoOTHL3p4IvJU0HqgaPrXD3mvF5OyKS7mJtwu5z9xfNrBxwEdAfeIo/1g/LydnAcndfCWBmzwP1geynB3oTuRj4nQUJLnvu22+/pXXr1px33nl079497DgihaXuHhwTS51yIGvl4rLAd3sTUkQkS6ynI7Mm4V8FjHT314Di+RxTCVgddX9NsO1/zOwMoErwfJIAu3btonHjxuzevZsJEyZoOQpJG+7+bV4/uRyWb50CegKNzGwNkVGw6KkY1YLTlO+Y2f/l9AJm1tLM5pnZvPXr1+/ZmxORtBRrE7bWzIYTWYdnupmVKMCxOQouMzIA6BzDvipihaRv37689957PPnkk1SrVi3sOCKpoAEwxt0rA1cC44P6tQ440t1PJzJvdqKZ/eVaX+4+wt1ruXutihUrJjS4iCS3WBupG4msE3a5u28CDib/04dricwhy1I52JalDHAyMMfMviFyvbepOU3OVxErHB9//DE9evSgQYMGNGzYMOw4IskgvzoF0ByYBODuHwIliSzbs83dNwTb5wMrgOPinlhE0kZMTZi7/+buU9x9WXB/nbvPyOewuUB1M6tmZsWBm4l8wzLrOTe7ewV3r+ruVYGPgGvcPd9vM0nB/fLLLzRs2JDKlSvz5JNPYmZhRxJJBnnWqcAq4O8AZnYikSZsvZlVDCb2Y2ZHA9WBlQlLLiIpL24Tgtx9p5ndQWQErRgw2t0Xm1kvYJ67Zy90Ekft2rXj66+/5p133uGggw4KO45IUoixTnUGRppZRyKT9DPd3c3sQqCXme0gspB1a12nUkQKIq6zst19OpGJrNHb7s9l3zrxzFKUTZo0iTFjxnDfffdxwQUXhB1HJKnkV6eC5SrOz+G4l4CX4h5QRNLWXk2ul+S3atUqWrVqxbnnnsv99+fY/4qIiEgI1ISlsazlKHbu3Mmzzz6r5ShERESSiP6vnMYeffRR3n33XcaOHcsxxxwTdhwRERGJopGwNDV37lzuv/9+brrpJho3bhx2HBEREclGTVga+vXXX8nIyOCII45g2LBhWo5CREQkCel0ZBpq3749K1euZPbs2VqOQkREJElpJCzNTJ48mdGjR9OtWzcuvPDCsOOIiIhILtSEpZHVq1fTsmVLzj77bHr06BF2HBEREcmDmrA0sWvXLpo0acL27duZMGEC++23X9iRREREJA+aE5Ym+vfvz5w5cxg9ejTHHnts2HFEREQkHxoJSwPz58+ne/fu3HDDDWRmZoYdR0RERGKgJizFbdmyhYyMDA477DCGDx+u5ShERERShE5HpriOHTuybNkyZs2aRbly5cKOIyIiIjHSSFgKe/nllxk5ciR33303derUCTuOiIiIFICasBS1du1aWrRoQa1atXjggQfCjiMiIiIFpCYsBe3evZsmTZrw+++/M3HiRIoXLx52JBERESkgzQlLQY899hizZs1i1KhRVK9ePew4IiIisgc0EpZiPvnkE+69916uv/56mjVrFnYcERER2UNqwlJI1nIUhxxyCCNGjNByFCIiIilMpyNTSOfOnfnqq694++23Ofjgg8OOIyIiIntBI2Ep4pVXXmH48OHceeedXHTRRWHHERERkb2kJiwFfPfdd7Ro0YIzzjiD3r17hx1HRERECoGasCS3e/dumjZtytatW7UchYiISBrRnLAkN3DgQN566y1GjBjB8ccfH3YcERERKSQaCUtiCxYsoFu3blx33XW0aNEi7DgiIiJSiNSEJanffvuNjIwMKlSowMiRI7UchYiISJrR6cgk1aVLF7744gtmzpxJ+fLlw44jIiIihUwjYUno1Vdf5amnnqJLly5ccsklYccRERGROFATlmTWrVtHs2bNqFmzJg8++GDYcURERCRO1IQlkd27d5OZmcmWLVt47rnnKFGiRNiRREREJE40JyyJDB48mBkzZjBs2DBOOOGEsOOIiIhIHGkkLEl89tln3H333dSvX5+WLVuGHUdERETiTE1YEti6dSsZGRkcfPDBjBo1SstRiIiIFAE6HZkE7rzzTpYsWcKMGTOoUKFC2HFEREQkATQSFrJp06YxdOhQOnXqxKWXXhp2HBEREUkQNWEh+v7772nWrBmnnXYaDz30UNhxREREJIHUhIXE3bnlllv45ZdfmDhxopajEBERKWI0JywkQ4YM4Y033mDo0KHUqFEj7DgiIiKSYBoJC8GiRYu46667qFevHrfddlvYcURERCQEasISLGs5ioMOOoinn35ay1GIiIgUUXFtwsysrpktNbPlZtY1h8c7mdkSM1toZm+b2VHxzJMMunbtyueff86YMWM45JBDwo4jUuTFUKeONLPZZvZpUKuujHqsW3DcUjO7PLHJRSTVxa0JM7NiwFDgCqAG0MDMsk9++hSo5e6nApOBR+OVJxm8/vrrDB48mPbt21O3bt2w44gUeTHWqe7AJHc/HbgZeDI4tkZw/ySgLvBk8HwiIjGJ50jY2cByd1/p7tuB54H60Tu4+2x3/y24+xFQOY55QvXDDz+QmZnJKaecQt++fcOOIyIR+dYpwIEDg9tlge+C2/WB5919m7t/DSwPnk9EJCbx/HZkJWB11P01wDl57N8ceD2OeUKTtRzF5s2befvttylZsmTYkUQkIpY61ROYYWZtgQOAS6KO/SjbsZXiE1NE0lFSTMw3s0ZALaBfLo+3NLN5ZjZv/fr1iQ1XCIYOHcr06dPp378/J598cthxRKRgGgBj3L0ycCUw3sxirp2pXr9EJH7i2YStBapE3a8cbPsTM7sEuBe4xt235fRE7j7C3Wu5e62KFSvGJWy8LF68mC5dunDllVfSpk2bsOOIyJ/FUqeaA5MA3P1DoCRQIcZjU7p+iUh8xfN05FyguplVI1KYbgYyoncws9OB4UBdd/8hjllC8fvvv9OgQQPKli3LM888o+UoRJJPvnUKWAX8HRhjZicSacLWA1OBiWY2ADgCqA78pzDDLViwgDp16hTmU4okvYyMDFq2bBl2jISIWxPm7jvN7A7gTaAYMNrdF5tZL2Ceu08lcvqxNPBi0KCscvdr4pUp0bp168aiRYuYPn26lqMQSUIx1qnOwEgz60hkkn6muzuw2MwmAUuAnUAbd99VWNkyMrL3giLpb8GCBQBFpgmzSC1JHbVq1fJ58+aFHSNfb7zxBldccQVt27Zl8ODBYccRSWlmNt/da4WdY2+lSv0SCUvWyO+cOXNCzVGY8qpfSTExP92sX7+ezMxMTj75ZB59NK2XPhMREZE9pAt4FzJ3p1mzZmzatImZM2dqOQoRERHJkZqwQjZs2DCmTZvGoEGDOOWUU8KOIyIiIklKpyML0ZIlS+jUqRN169albdu2YccRERGRJKYmrJBs27aNjIwMypQpo+UoREREJF86HVlI7rnnHj777DNeffVVDjvssLDjiIiISJLTSFghmDlzJgMGDKBNmzbUq1cv7DgiIiKSAtSE7aUff/yRpk2bUqNGDfr1y/HSlyIiIiJ/odORe8HdadGiBRs2bOD111+nVKlSYUcSERGRFKEmbC+MGDGCf/3rXwwYMIDTTjst7DgiIiKSQnQ6cg998cUXdOzYkcsuu4z27duHHUdERERSjJqwPZC1HMUBBxzAmDFj2Gcf/RpFRESkYHQ6cg90796dBQsW8K9//YvDDz887DgiIiKSgjSEU0BvvfUW/fv357bbbuOaa64JO46IiIikKDVhBbBhwwaaNm3KiSeeSP/+/cOOIyIiIilMpyNj5O7ceuutrF+/ntdee439998/7EgiIiKSwtSExWjUqFG8/PLL9O/fn5o1a4YdR0RERFKcTkfGYOnSpXTo0IFLLrmEjh07hh1HRERE0oCasHxs376dhg0bUqpUKcaOHavlKERERKRQ6HRkPu6//37mz5/Pyy+/zBFHHBF2HBEREUkTGtbJw+zZs3n00Udp2bIl1157bdhxREREJI2oCcvFxo0bady4MccddxwDBgwIO46IiIikGZ2OzIG707JlS3744QemTp3KAQccEHYkERERSTNqwnLwzDPP8NJLL/Hoo49yxhlnhB1HRERE0pBOR2azbNky2rVrx8UXX0znzp3DjiMiIiJpSk1YlO3bt5ORkUGJEiUYN26clqMQERGRuNHpyCg9e/Zk3rx5TJkyhUqVKoUdR0RERNKYhnoCc+bMoW/fvrRo0YLrrrsu7DgiIiKS5tSEAT/99BONGzemevXqDBw4MOw4IiIiUgQU+dOR7k6rVq34/vvv+fDDD7UchYiIiCREkW/Cxo4dy4svvkjfvn2pVatW2HFERESkiCjSpyOXL1/OHXfcQZ06dejSpUvYcURERKQIKbJN2I4dO2jYsCHFixdn3LhxFCtWLOxIIiIiUoQU2dORDzzwAP/5z3948cUXqVKlSthxREREpIgpkiNh7777Lg899BDNmjXjn//8Z9hxREREpAgqck3Ypk2baNy4MccccwyDBg0KO46IiIgUUUXqdKS707p1a7777js++OADSpcuHXYkERERKaKKVBM2fvx4XnjhBfr06cNZZ50VdhwREREpworM6cgVK1bQpk0bLrzwQu6+++6w44iIiEgRVySasB07dtCoUSP23Xdfxo8fr+UoREREJHRFognr3bs3H330EcOHD+fII48MO46IJBEzq2tmS81suZl1zeHxx81sQfDzlZltinpsV9RjUxObXERSXVznhJlZXWAQUAwY5e59sz1eAhgHnAlsAG5y928KM8O///1v+vTpQ2ZmJjfeeGNhPrWIpDgzKwYMBS4F1gBzzWyquy/J2sfdO0bt3xY4Peoptrp7zUTlFZH0EreRsKjidgVQA2hgZjWy7dYc+MndjwUeBx4pzAybNm2iUaNGVKtWjcGDBxfmU4tIejgbWO7uK919O/A8UD+P/RsAzyUkmYikvXiOhP2vuAGYWVZxWxK1T32gZ3B7MvCEmZm7e2EEaNOmDWvWrOH999+nTJkyhfGUIpJeKgGro+6vAc7JaUczOwqoBsyK2lzSzOYBO4G+7v5KvIKKFBULFiygTp06YcfIU82aNRk4cOBeP088m7BYitv/9nH3nWa2GSgP/Bi9k5m1BFoCMc/pmjt3LhMnTqR3796cc06ONVVEpCBuBia7+66obUe5+1ozOxqYZWaL3H1F9EF7Ur9EiqqMjIywIyRUSqwT5u4jgBEAtWrVimmU7KyzzmLOnDlccMEFcc0mIiltLRB98djKwbac3Ay0id7g7muDP1ea2Rwi88VWZNunwPVLpKhq2bIlLVu2DDtGwsTz25GxFLf/7WNm+wJliUzQLxS1a9fWchQikpe5QHUzq2ZmxYk0Wn/5lqOZnQCUAz6M2lYu+HIRZlYBOJ8/T7cQEclTPJuwWIrbVKBpcPufwKzCmg8mIpIfd98J3AG8CXwBTHL3xWbWy8yuidr1ZuD5bPXpRGCemX0GzCYyJ0xNmIjELG6nI4M5XlnFrRgwOqu4AfPcfSrwNDDezJYDG4kUOhGRhHH36cD0bNvuz3a/Zw7HfQCcEtdwIpLW4jonLL/i5u6/AzfEM4OIiIhIMioSK+aLiIiIJBs1YSIiIiIhUBMmIiIiEgI1YSIiIiIhUBMmIiIiEgI1YSIiIiIhUBMmIiIiEgJLtQXqzWw98G0BDqlAtguCpwjlTizlTqyC5j7K3SvGK0yiqH4lPeVOrFTNDQXLnmv9SrkmrKDMbJ671wo7R0Epd2Ipd2Klau5ES9Xfk3InlnInXmFl1+lIERERkRCoCRMREREJQVFowkaEHWAPKXdiKXdipWruREvV35NyJ5ZyJ16hZE/7OWEiIiIiyagojISJiIiIJJ20aMLMrK6ZLTWz5WbWNYfHS5jZC8HjH5tZ1cSn/KsYcncysyVmttDM3jazo8LImZP8skftd72ZuZklxTdgYsltZjcGv/fFZjYx0RlzEsPflSPNbLaZfRr8fbkyjJzZMo02sx/M7PNcHjczGxy8p4VmdkaiMyYL1bDEUv1KrFSsX5CgGubuKf0DFANWAEcDxYHPgBrZ9rkdGBbcvhl4IUVyXwTsH9y+LRlyx5o92K8M8C7wEVArFXID1YFPgXLB/UNSJPcI4Lbgdg3gmyTIfSFwBvB5Lo9fCbwOGHAu8HHYmZP4v69qWAJzB/upfiUud9LVryBL3GtYOoyEnQ0sd/eV7r4deB6on22f+sDY4PZk4O9mZgnMmJN8c7v7bHf/Lbj7EVA5wRlzE8vvHKA38AjweyLD5SGW3LcCQ939JwB3/yHBGXMSS24HDgxulwW+S2C+HLn7u8DGPHapD4zziI+Ag8zs8MSkSyqqYYml+pVYKVm/IDE1LB2asErA6qj7a4JtOe7j7juBzUD5hKTLXSy5ozUn0nEng3yzB8OyVdz9tUQGy0csv/PjgOPM7H0z+8jM6iYsXe5iyd0TaGRma4DpQNvERNsrBf03kK5UwxJL9Sux0rV+QSHUsH0LNY7EhZk1AmoBtcPOEgsz2wcYAGSGHGVP7EtkSL8OkU/t75rZKe6+KdRU+WsAjHH3x8zsPGC8mZ3s7rvDDiaSSjVM9SsURbZ+pcNI2FqgStT9ysG2HPcxs32JDHduSEi63MWSGzO7BLgXuMbdtyUoW37yy14GOBmYY2bfEDlXPjUJJrfG8jtfA0x19x3u/jXwFZGiFqZYcjcHJgG4+4dASSLXNktmMf0bKAJUwxJL9Sux0rV+QWHUsLAnvhXCxLl9gZVANf6Y9HdStn3a8OdJrZNSJPfpRCY0Vg87b0GzZ9t/DskxsTWW33ldYGxwuwKRoebyKZD7dSAzuH0ikTkVlgS/86rkPqn1Kv48qfU/YedN4v++qmEJzJ1tf9Wv+OdOyvoV5IlrDQv9DRbSL+lKIh3/CuDeYFsvIp+8INJVvwgsB/4DHB125hhzvwX8F1gQ/EwNO3Os2bPtmxRFLMbfuRE5FbEEWATcHHbmGHPXAN4PCtwC4LIkyPwcsA7YQeQTenOgNdA66nc9NHhPi5Ll70iS/vdVDUtg7mz7qn7FP3fS1a8gV9xrmFbMFxEREQlBOswJExEREUk5asJEREREQqAmTERERCQEasJEREREQqAmTERERCQEasIkJvldTT5MZtYrWBASM/s/M1tsZgvMrJKZTc7n2FFmViO4fU8i8oqIZGdmmWb2RHC7p5l1CTuTxJ+aMInVGCILASYdd7/f3d8K7jYEHnb3mu6+1t3/mc+xLdx9SXBXTZiIFIhF6P+lskf0F0di4vlfTT5PZtbXzJaY2UIz6x9sG2Nmw8xsnpl9ZWb1gu3FzKyfmc0N9m8V9Tx3m9kiM/vMzPpGPc8/zawFcCPQ28wmmFnVrJG74Dn7m9nnwXO2DbbPMbNawXOVCkbQJgSjax2iXrePmbXf0/cvIukjqC1LzWwc8DlwX1S9eiBqvybBts/MbHyw7Woz+9jMPjWzt8zs0LDeh4RPF/CWuDOz8sB1wAnu7mZ2UNTDVYGzgWOA2WZ2LNAE2OzuZ5lZCeB9M5sBnADUB85x99/M7ODo13H3UWZ2ATDN3SebWdWoh1sGr1XT3XfmcGxXM7vD3WsGmasCU4CBwafcm4OcIiIQuSZjU+BA4J9E6oMRuc7khUSu7dkd+Ju7/xhVc/4NnBvUwhbAXUDnhKeXpKAmTBJhM/A78LSZTQOmRT02yd13A8vMbCWRRusy4FQzyzqVWJZIwbsEeMbdfwNw94KMzF1C5Np7O2M51t2/MbMNZnY6cCjwqbuHfcFkEUke37r7R8HI/mXAp8H20kTq1WnAi+7+I/yp5lQGXjCzw4lcS/HrxMaWZKLTkVIogtN9C4KfXtGPBY3P2cBkoB7wRvTD2Z7KiXyabBvM66rp7tXcfUY88+diFJAJ3AKMDuH1RSR5bQn+NP6Yh1rT3Y9196fzOG4I8IS7nwK0InJdUCmi1IRJoXD3XVFF6P7ox8ysNFDW3acDHYl8Qsxyg5ntY2bHAEcDS4E3gdvMbL/g+OPM7ABgJnCLme0fbP/TKcV8zARamdm+eRy7I+s1Ay8T+TLCWUEmEZHs3gSaBXWO4FvZhwCziNS38sH2rJpTFlgb3G6a6LCSXHQ6UmJiZs8BdYAKZrYG6JHPp71oZYB/mVlJIp8aO0U9tgr4D5F5Fa3d/XczG0Vk/tYnZmbAeuBad3/DzGoC88xsOzCd2L/ROAo4DlhoZjuAkcAT2fYZETz+ibs3dPftZjYb2OTuu2J8HREpQtx9hpmdCHwYKVf8CjRy98Vm1gd4x8x2ETldmQn0BF40s5+INGrVQgkuScHcs58NEkkMMxtDMIk+7Cw5CSbkfwLc4O7Lws4jIiLpRacjRXIQLOC6HHhbDZiIiMSDRsJEREREQqCRMBEREZEQqAkTERERCYGaMBEREZEQqAkTERERCYGaMBEREZEQqAkTERERCcH/A7/CmG6li0cqAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdedzVc/7/8cdTlqSkiLGUQn1pMJjsxjJjydh9DWHGMkYLSmmZbI3J13q1UJEyUjKkNOOXkX3fFbJFSiLZUkIiLa/fH+dzcVxz1XWq65zPOdf1vN9u59Y5n+Wc57nqevc678/7vN+KCMzMzMyssNZKO4CZmZlZbeQizMzMzCwFLsLMzMzMUuAizMzMzCwFLsLMzMzMUuAizMzMzCwFLsKsRpJ0hqRn0s5hZoUh6VRJD+Vw3E2SLi1EpkKQNEvSwcn9yyTdnnYmy52LMFtjSSPwnaSFkj6VNFJS/QrH7CPpMUnfSPpK0r2SWlc4ZkNJ10n6MHmu95LHm+Q5/xOS/pLP1zCrzSq0EZ9V1kasqYj4Z0QcmsNxHSPi8up87XKSQtK3yfucI2mApDr5eK3VkVYbayvmIsyqy1ERUR/YBdgVuLB8h6S9gYeA/wdsAbQAXgOelbRNcsy6wKPAL4G2wIbA3sA8YI/CvQ0zy5PyNmI3oA1wScUDJK1d8FTV71fJ+zwAOAn4c8p5gOpvY2vI31XqXIRZtYqIT4EHyRRj5a4FbouI6yPim4iYHxGXAC8AlyXHnAY0A46LiKkRsTwiPo+IyyNiYmWvlXzq7CJppqQvJJVJqvTfdNITNynphZskaZ9k+xXAb4AhySfDIdXxczCzykXEHOB+YEf48ff4XEnTgenJtiMlTZG0QNJzknYuP19SU0n/kjRX0rzy39nsIQjKGCjpc0lfS3pDUvnrjZT0f1nPd7akGZLmS5ogaYusfSGpo6TpSZYbJCnH9zkDeJastnA139e2yVWEeUk7909JG63yDz6HNjZ5v9tlZfrxZyXpQEkfSfqrpE+BWyW9LenIrOPXTvLvljzeK3mfCyS9JunA1chdo7kIs2olaSvgcGBG8rgesA8wrpLDxwKHJPcPBh6IiIWr+JLHkflUvRtwDJV86pTUGLgPGARsDAwA7pO0cURcDDwNnBcR9SPivFV8fTNbBZKaAr8HXs3afCywJ9Ba0q7ACKADmd/XYcAESesll/b+A3wANAe2BMZU8jKHAvsDrYCGwIlkenwqZvktcFWyf/PkeSs+35HA7sDOyXGH5fg+tyfzAa+8LVzd96Uk4xbADkBTfvrwuipWt43N9gugMbA10B64Ezg5a/9hwBcR8YqkLcm0u/+XnNMDGC+pyRq8fo3jIsyqyz2SvgFmA58Df0u2Nybz7+yTSs75BCgfi7DxCo6pyjVJz9qHwHX8vEEodwQwPSJGR8TSiLgTeAc4ajVez8xWzz2SFgDPAE8CV2btuyr5Pf6OzH/uwyLixYhYFhGjgMXAXmQum20B9IyIbyPi+4io7As4S4AGwPaAIuLtiKisfTkVGBERr0TEYjLDKPaW1DzrmKsjYkHSxjzOz3v5K/OKpG+Bt4EngBuT7av1viJiRkQ8HBGLI2IumQ+RB1SRoTKr28ZmWw78LcnyHXAHcHTyYRvgFDKFGcAfgYkRMTHpdXsYmEymALeEizCrLsdGRAPgQDINX3lx9SWZX9zNKzlnc+CL5P68FRxTldlZ9z8g05BVtEWyjwrHbrkar2dmq+fYiNgoIraOiHOS/8TLZf8ebw10Ty5hLUgKt6Zkfo+bAh9ExNKVvVBEPAYMAW4APpc0XNKGlRz6s7Yh6SWax8/bhk+z7i8C6gNIeisZwrBQ0m+yjtktOeYkMr17G6zJ+5K0maQxygz0/xq4nZ/a11Wxum1strkR8X35g+SS69vAUUkhdjSZwgwy7/cPFd7vftWQoUZxEWbVKiKeBEYC/ZLH3wLPA3+o5PATyQwUBXgEOEzSBpUctzJNs+43Az6u5JiPyTQIVDh2TnnsVXxNM6te2b+Ds4ErkoKt/FYv6cGeDTTLZVB4RAyKiF8DrclcluxZyWE/axuS9mdjfmobVvb8v0yGMNSPiKcr7IuIGEum7euzhu/rSjI/n50iYkMyPUw5jUurIJc2dhFQL+vxLyrsr6ytLL8keQwwNSnMIPOeRld4vxtExNWrkb3GchFm+XAdcIikXyWPewOnKzOIvoGkRslgz72BvyfHjCbzSzte0vaS1pK0saSLJK2s+7pn8nxNgfOBuyo5ZiLQStIpycDRk8g0zP9J9n8GbLNG79jMqsvNQEdJeyYD7DeQdISkBsBLZC6pXZ1srytp34pPIGn35Px1gG+B78n0yFd0J3CmpF0krUem4HkxImZV03u5Gjhb0i/W4H01ABYCXyXjrCorJnORSxs7BThFUh1JbcntsucYMmPwOvFTLxhkeuyOknRY8nx1k8H9W61m/hrJRZhVu2Tcwm0knwCTsQ2HAceTaWg+IDONxX4RMT05ZjGZgaPvAA8DX5NpmDYBXlzJy/0/4GUyjcd9wC2V5JlHZnBtdzJd8r2AIyOi/FLo9cAJkr6UNGi137iZrbGImAycTeZy4pdkBrafkexbRmYs53bAh8BHZC77VbQhmaLnSzLtzTygrJLXegS4FBhPpm3aFmhXje/lDeApMmO9Vvd9/Z3MJc6vyLRx/1rNLLm0secnORaQGS93Tw7P+wmZHr99yPoQHBGzyfSOXQTMJVMA9sR1x88owldirDRJCqBlVve3mZlZyXBFamZmZpYCF2FmZmZmKfDlSDMzM7MUuCfMzMzMLAUuwszMzMxSUHKroG+yySbRvHnztGOYWQG9/PLLX0REya855/bLrPZZWftVckVY8+bNmTx5ctoxzKyAJFVcdqokuf0yq31W1n75cqSZmZlZClyEmZmZmaXARZiZmZlZClyEmZmZmaXARZiZmZlZClyEmZmZmaXARZiZmZlZCvJWhEkaIelzSW+uYL8kDZI0Q9LrknbLVxYzs8qsSTsl6XRJ05Pb6YVLbWY1RT57wkYCbVey/3CgZXJrDwzNYxYzs8qMZDXaKUmNgb8BewJ7AH+T1CivSc2sxslbERYRTwHzV3LIMcBtkfECsJGkzfOVx8yKw1tvvcWtt96adgxgjdqpw4CHI2J+RHwJPMzKi7lV1rVrV7p27VqdT2lmRSbNMWFbArOzHn+UbPsvktpLmixp8ty5cwsSzsyqT0TwxBNPcMQRR7DjjjtywQUX8O2336YdKxcraqfy3n5NmTKFKVOmrHpiMysZJTEwPyKGR0SbiGjTpEnJr+FrVmssXbqUsWPHsscee3DQQQcxadIk/v73vzN9+nQ22GCDtOMVhNsvM1uRNBfwngM0zXq8VbLNzErct99+y6233sqAAQN4//332W677Rg6dCinn34666+/ftrxVsWK2qk5wIEVtj9RsFRmViOk2RM2ATgt+fbRXsBXEfFJinnMbA19/vnn9OnTh2bNmtG5c2c222wzxo8fzzvvvEPHjh1LrQCDFbdTDwKHSmqUDMg/NNlmZpazvPWESbqTzCfFTSR9ROabROsARMRNwETg98AMYBFwZr6ymFl+TZ8+nf79+zNq1Ci+//57jj76aHr27Mm+++6LpLTjrdDqtlMRMV/S5cCk5Kn6RsTKBvibmf2XvBVhEXFyFfsDODdfr29m+ff8889TVlbGPffcwzrrrMNpp51G9+7d2X777dOOlpM1aaciYgQwIh+5zKx2SHNMmJmVoOXLl3PvvfdSVlbGs88+S6NGjbjwwgvp3Lkzv/jFL9KOZ2ZWMlyEmVlOvv/+e0aPHk3//v2ZNm0aW2+9Nddffz1//vOfqV+/ftrxzMxKjoswM1up+fPnM3ToUAYNGsTnn3/Obrvtxp133skJJ5zA2mu7CTEzW11uQc2sUrNmzWLgwIHccsstfPvtt7Rt25aePXty0EEHFfVgezOzUuEizMx+5pVXXqGsrIxx48YhiVNOOYUePXqw0047pR3NzKxGcRFmZkQEDzzwAP369eOxxx6jQYMGdOvWjfPPP5+tttoq7XhmZjWSizCzWuyHH37gzjvvpF+/frz55ptsscUWXHvttbRv356GDRumHc/MrEZzEWZWC3311VcMHz6c66+/njlz5rDjjjsycuRITj75ZNZdd92045mZ1QouwsxqkY8++ojrr7+e4cOH8/XXX3PQQQdx880307ZtWw+2NzMrMBdhZrXAG2+8Qb9+/bjjjjtYvnw5f/jDH+jRowdt2rRJO5qZWa3lIsyshooIHn/8ccrKynjggQeoV68enTp1olu3brRo0SLteGZmtZ6LMLMaZunSpdx9992UlZXxyiuvsOmmm3L55ZfTqVMnNt5447TjmZlZwkWYWQ2xcOFCRowYwcCBA5k1axatWrVi2LBhnHbaadStWzfteGZmVoGLMLMS99lnnzF48GBuvPFGvvzyS/bZZx8GDhzI0UcfzVprrZV2PDMzWwEXYWYlatq0afTv35/bbruNH374gWOOOYaePXuyzz77pB3NzMxy4CLMrMQ8++yzlJWVMWHCBNZdd11OP/10unfvTqtWrdKOZmZmq8BFmFkJWLZsGRMmTKCsrIznn3+exo0bc8kll3Duueey2WabpR3PzMxWg4swsyL23Xffcdttt9G/f3+mT59OixYtGDx4MGeeeSYbbLBB2vHMzGwNuAgzK0Lz5s3jxhtvZPDgwcydO5c2bdpw1113cfzxx7P22v61NTOrCdyamxWRmTNnMnDgQEaMGMGiRYv4/e9/T8+ePTnggAO8rJCZWQ3jIsysCEyaNImysjLGjx9PnTp1OPXUU+nevTs77rhj2tHMzCxPXISZpWT58uXcf//9lJWV8eSTT7LhhhvSo0cPunTpwpZbbpl2PDMzyzMXYWYFtnjxYu644w769evH1KlT2WqrrejXrx9nn302G264YdrxzMysQFyEmRXIggULGDZsGIMGDeLjjz9mp5124rbbbuOkk05i3XXXTTuemZkVmIswszybPXs21113HTfffDPffPMNv/vd7xgxYgSHHnqoB9ubmdViLsLM8uT111+nrKyMMWPGEBGceOKJ9OjRg9122y3taGZmVgRchJlVo4jg0UcfpaysjIceeogNNtiAc889l65du9K8efO045mZWRFxEWZWDZYsWcK4cePo168fr776KpttthlXXHEFHTt2pHHjxmnHMzOzIrRW2gHMStnChQu57rrr2G677Tj11FNZtGgRN998M7NmzeKiiy5yAVYCJLWVNE3SDEm9K9m/taRHJb0u6QlJW2XtWyZpSnKbUNjkZlbq3BNmtho+/fRTBg0axNChQ1mwYAH77bcfgwcP5sgjj2SttfzZplRIqgPcABwCfARMkjQhIqZmHdYPuC0iRkn6LXAV8Kdk33cRsUtBQ5tZjeEizGwVvP322/Tv35/Ro0ezZMkSjjvuOHr27Mlee+2VdjRbPXsAMyJiJoCkMcAxQHYR1hq4ILn/OHBPQROaWY3lj+xmVYgInn76aY4++mhat27NP//5T/785z8zbdo0xo8f7wKstG0JzM56/FGyLdtrwPHJ/eOABpI2Th7XlTRZ0guSjq3sBSS1T46ZPHfu3OrMbmYlzkWY2QosW7aM8ePHs/fee7P//vvz3HPP0adPHz744AOGDh1Ky5Yt045ohdEDOEDSq8ABwBxgWbJv64hoA5wCXCdp24onR8TwiGgTEW2aNGlSsNBmVvx8OdKsgu+++46RI0cyYMAAZsyYwTbbbMOQIUM488wzqVevXtrxrHrNAZpmPd4q2fajiPiYpCdMUn3gfyNiQbJvTvLnTElPALsC7+U/tpnVBC7CzBJffPEFN9xwA0OGDOGLL75g9913Z+zYsRx//PHUqVMn7XiWH5OAlpJakCm+2pHp1fqRpE2A+RGxHLgQGJFsbwQsiojFyTH7AtcWMryZlTYXYVbrzZgxgwEDBjBy5Ei+++47jjzySHr27MlvfvMbLytUw0XEUknnAQ8CdYAREfGWpL7A5IiYABwIXCUpgKeAc5PTdwCGSVpOZmjH1RW+VWlmtlIuwqzWeumllygrK2P8+PGss846/PGPf6R79+60bt067WhWQBExEZhYYVufrPt3A3dXct5zwE55D2hmNZaLMKtVli9fzsSJEykrK+Opp56iYcOG/PWvf6VLly5svvnmacczM7NaxEWY1QqLFy/m9ttvp3///rz99ts0bdqUAQMG8Je//IUGDRqkHc/MzGohF2FWo3355ZfcdNNNDBo0iE8//ZRf/epX3H777Zx44omss846acczM7NaLK9FmKS2wPVkBrz+IyKurrC/GTAK2Cg5pncyPsNsjXz44YcMHDiQf/zjHyxcuJBDDjmE2267jYMPPtiD7c3MrCjkrQjLcU22S4CxETFUUmsyg2Ob5yuT1XxTpkyhrKyMu+66C4B27drRo0cPdtnFy/uZmVlxyWdPWC5rsgWwYXK/IfBxHvNYDRYRnHnmmYwaNYr69evTpUsXunbtSrNmzdKOZmZmVql8FmGVrcm2Z4VjLgMektQZ2AA4OI95rAYbO3Yso0aNokuXLlx22WU0atQo7UhmZmYrlfbakScDIyNiK+D3wGhJ/5XJC+DayixYsIDzzz+fX//61wwYMMAFmJmZlYR8FmFVrskGnAWMBYiI54G6wCYVn8gL4NrK9O7dm7lz5zJ8+HAvL2RmZiUjn0XYj2uySVqXzJpsEyoc8yHwOwBJO5ApwtzVZTl77rnnGDZsGOeffz677bZb2nHMzMxylrciLCKWAuVrsr1N5luQb0nqK+no5LDuwNmSXgPuBM6IiMhXJqtZlixZQocOHWjatCl9+/ZNO46Zmdkqyes8YTmsyTYV2DefGazm6tevH2+++SYTJkygfv36accxMzNbJWkPzDdbLe+99x59+/bl+OOP56ijjko7jpmZ2SpzEWYlJyI455xzWGeddRg0aFDacczMzFaL1460kjNmzBgeeughBg8ezJZbbpl2HDMzs9XinjArKfPnz6dr167svvvudOrUKe04ZmZmq809YVZSevfuzbx583jwwQc9J5iZmZU094RZyXjmmWe4+eab6datmxfkNjOzkucizErCDz/8QIcOHWjWrBmXXXZZ2nHMzMzWmC9HWkkoKytj6tSp/Oc//2GDDTZIO46Zmdkac0+YFb0ZM2Zw+eWX84c//IEjjjgi7ThmZmbVwkWYFbWIoFOnTqy33npcd911accxMzOrNr4caUXtn//8J4888gg33HADW2yxRdpxzMzMqo17wqxozZs3j27durHnnnvSoUOHtOOYmZlVKxdhVrT++te/8uWXXzJ8+HDPCWZmZjWOizArSk899RS33HIL3bt3Z+edd047jpmZWbVzEWZFZ/HixXTo0IHmzZvTp0+ftOOYmZnlhYswKzrXXnst77zzDjfeeKPnBLO8k9RW0jRJMyT1rmT/1pIelfS6pCckbZW173RJ05Pb6YVNbmalzkWYFZV3332XK664gpNOOonDDz887ThWw0mqA9wAHA60Bk6W1LrCYf2A2yJiZ6AvcFVybmPgb8CewB7A3yQ1KlR2Myt9LsKsaEQEHTt2pG7dugwcODDtOFY77AHMiIiZEfEDMAY4psIxrYHHkvuPZ+0/DHg4IuZHxJfAw0DbAmQ2sxrCRZgVjdGjR/P4449z9dVXs/nmm6cdx2qHLYHZWY8/SrZlew04Prl/HNBA0sY5nmtmtkIuwqwofPHFF1xwwQXsvffetG/fPu04Ztl6AAdIehU4AJgDLMv1ZEntJU2WNHnu3Ln5ymhmJchFmBWFnj178tVXXzFs2DDWWsv/LK1g5gBNsx5vlWz7UUR8HBHHR8SuwMXJtgW5nJscOzwi2kREmyZNmlR3fjMrYf7fzlL3xBNPMHLkSHr06MFOO+2UdhyrXSYBLSW1kLQu0A6YkH2ApE0klbeVFwIjkvsPAodKapQMyD802WZmlhMXYZaq8jnBttlmGy699NK041gtExFLgfPIFE9vA2Mj4i1JfSUdnRx2IDBN0rvAZsAVybnzgcvJFHKTgL7JNjOznHgBb0vVVVddxbvvvssDDzxAvXr10o5jtVBETAQmVtjWJ+v+3cDdKzh3BD/1jJmZrRL3hFlq3nnnHa666ipOPvlkDjvssLTjmJmZFZSLMEtF+Zxg9erV85xgZmZWK/lypKVi1KhRPPnkkwwfPpzNNtss7ThmZmYF554wK7i5c+fSvXt39t13X84666y045iZmaXCRZgVXI8ePfjmm288J5iZmdVq/h/QCuqxxx7jtttuo1evXvzyl79MO46ZmVlqXIRZwXz//fd07NiRbbfdlosvvjjtOGZmZqnywHwrmCuvvJLp06fz8MMPs/7666cdx8zMLFXuCbOCePvtt7n66qv54x//yMEHH5x2HDMzs9S5CLO8W758OR06dKB+/fr0798/7ThmZmZFwZcjLe9uvfVWnn76af7xj3+w6aabph3HzMysKLgnzPLq888/p2fPnuy///78+c9/TjuOmZlZ0XARZnnVvXt3Fi5cyE033YSktOOYmZkVDRdhljcPP/wwt99+O71792aHHXZIO46ZmVlRcRFmefHdd9/RqVMnWrZsyUUXXZR2HDMzs6LjgfmWF1dccQXvvfcejz76KHXr1k07jpmZWdHJa0+YpLaSpkmaIan3Co45UdJUSW9JuiOfeaww3nrrLa655hpOO+00fvvb36Ydx8zMrCjlrSdMUh3gBuAQ4CNgkqQJETE165iWwIXAvhHxpSTPX1DiyucEa9iwIf369Us7jpmZWdHK5+XIPYAZETETQNIY4BhgatYxZwM3RMSXABHxeR7zWAHccsstPPvss9x66600adIk7ThmZmZFK5+XI7cEZmc9/ijZlq0V0ErSs5JekNQ2j3kszz777DN69erFAQccwOmnn552HDMzs6KW9sD8tYGWwIHAVsBTknaKiAXZB0lqD7QHaNasWaEzWo66devGokWLGDZsmOcEMzMzq0I+e8LmAE2zHm+VbMv2ETAhIpZExPvAu2SKsp+JiOER0SYi2vgSV3F68MEHufPOO7nooov4n//5n7TjmJmZFb2cijBJ/5J0hKRVKdomAS0ltZC0LtAOmFDhmHvI9IIhaRMylydnrsJrWBFYtGgRnTp1olWrVvTuXemXYM3MzKyCXIuqG4FTgOmSrpZUZVdHRCwFzgMeBN4GxkbEW5L6Sjo6OexBYJ6kqcDjQM+ImLfK78JSdfnll/P+++8zbNgw1ltvvbTjmJmZlYScxoRFxCPAI5IaAicn92cDNwO3R8SSFZw3EZhYYVufrPsBXJDcrAS98cYb9OvXjzPOOIMDDzww7ThmZmYlI+eB+ZI2Bv4I/Al4FfgnsB9wOsklRatdyucE22ijjTwnmBUFSVsCW5PVtkXEU+klMjNbsZyKMEn/Bv4HGA0cFRGfJLvukjQ5X+GsuA0fPpznn3+eUaNGsfHGG6cdx2o5SdcAJ5GZi3BZsjkAF2FmVpRy7Qm7Obm0+CNJ60XE4ohok4dcVuQ++eQTevfuzW9/+1v+9Kc/pR3HDOBY4H8iYnHaQczMcpHrwPz/q2Tb89UZxEpLt27d+P777xk6dKjnBLNiMRNYZ1VPqmqNW0nNJD0u6VVJr0v6fbK9uaTvJE1JbjdVw3sws1pkpT1hkn5BZpb79SXtCpT/b7shUC/P2axI3X///dx111307duXVq1apR3HrNwiYIqkR4Efe8MiosuKTshljVvgEjLf7h4qqTWZLxs1T/a9FxG7VO/bMLPaoqrLkYcBZ5CZaHVA1vZvgIvylMmK2Lfffss555zD9ttvT69evdKOY5ZtAv89F2FVclnjNsh88ARoCHy8hjnNzIAqirCIGAWMkvS/ETG+QJmsiPXt25dZs2bx5JNPek4wKyoRMSqZGLq8e3baiqbPyVLZGrd7VjjmMuAhSZ2BDYCDs/a1kPQq8DVwSUQ8vbr5zaz2qepy5B8j4naguaT/mssrIgZUcprVUK+//jr9+/fnrLPOYv/99087jtnPSDoQGAXMIjN0oqmk06thioqTgZER0V/S3sBoSTsCnwDNImKepF8D90j6ZUR8XSGX1741s0pVdTlyg+TP+vkOYsVt2bJltG/fnsaNG3PttdemHcesMv2BQyNiGoCkVsCdwK9Xck4ua9yeBbQFiIjnJdUFNomIz0nGnkXEy5LeI9ML97NpeyJiODAcoE2bNrF6b83MaqKqLkcOS+7eGBFzC5DHitSwYcN48cUXGT16NI0bN047jlll1ikvwAAi4l1JVX1b8sc1bskUX+3ILNGW7UPgd8BISTsAdYG5kpoA8yNimaRtgJZ47VszWwW5zhP2rKRZwF3AvyLiy/xFsmLz8ccfc+GFF3LwwQdz6qmnph3HbEUmS/oHcHvy+FQq9EpVFBFLJZWvcVsHGFG+xi0wOSImAN2BmyV1IzNI/4yICEn7A30lLQGWAx0jYn5+3pqZ1US5rh3ZStIeZD4lXpwsuD0mGS9mNVzXrl1ZvHix5wSzYtcJOBcon5LiaeDGqk7KYY3bqcC+lZw3HvAXlsxsteU6WSsR8VJEXEDmK93zyQyAtRruvvvuY9y4cVx66aVst912accxW6FkBY8BEXF8chvo2fPNrJjlunbkhsBxZHrCtgX+TaYYsxqsfE6w1q1b07Nnz7TjmFVK0tiIOFHSG2QuF/5MROycQiwzsyrlOibsNeAeoG9EeLmiWuKyyy7jww8/5Omnn2bddddNO47Zipyf/HlkqinMzFZRrkXYNhHhr1bXIlOmTGHgwIGcffbZ7LfffmnHMVuhiPgkufsF8F1ELE+mp9geuD+9ZGZmK1fVZK3XRURXYIKkyrr5j85bMktN+ZxgG2+8Mddcc03accxy9RTwG0mNgIfITD9xEplvSZqZFZ2qesJGJ3/2y3cQKx5Dhw5l0qRJ3HHHHTRq1CjtOGa5UkQsknQWmbkNr5U0Je1QZmYrstJvR0bEy8ndXSLiyewbsEv+41mhzZkzh4suuohDDz2Udu3apR3HbFUoWVboVOC+ZFudFPOYma1UrlNUnF7JtvaidBMAAB6uSURBVDOqMYcViS5durBkyRJuvPFGzwlmpaYrcCHw72TC1W2Ax1POZGa2QlWNCTuZzBIeLSRNyNrVgMxcYVaDTJgwgX/9619cddVVbLvttmnHMVslSQ/9k1mPZ/LTxK1mZkWnqjFhzwGfAJuQWRy33DfA6/kKZYW3cOFCzjvvPHbccUe6d++edhyznJV/gUjSvVQ+T5i/QGRmRamqBbw/AD4A9i5MHEtLnz59mD17NmPGjGGddapa89isqPgLRGZWkqq6HPlMROwn6Rt+/glTQETEhnlNZwXxyiuvcP3119OxY0f22WeftOOYrZKsLxBNJpknDEBSHWC91IKZmVWhqm9H7pf82SAiNsy6NXABVjOUzwnWpEkTrrrqqrTjmK2JR4F6WY/XBx5JKYuZWZVyXTtyW+CjiFgs6UBgZ+C2iFiQz3CWf0OGDOHll19mzJgxbLTRRmnHMVsTdSNiYfmDiFgoqd7KTjAzS1OuU1SMB5ZJ2g4YDjQF7shbKiuI2bNnc8kll9C2bVtOPPHEtOOYralvJe1W/kDSr4HvUsxjZrZSua4duTwilko6DhgcEYMlvZrPYJZ/Xbp0YdmyZZ4TzGqKrsA4SR+TGbf6CzLLFpmZFaVci7AlyZxhpwNHJdv8FboSds8993DPPfdwzTXX0KJFi7TjmK2xiJgkaXvgf5JN0yJiSZqZzMxWJtfLkWeSmabiioh4X1ILfvpauJWYb775hs6dO7PzzjvTrVu3tOOYVYtk/NdfgfMj4k2guaQjU45lZrZCOfWERcRUsmaejoj3gWvyFcry69JLL2XOnDmMGzfOc4JZTXIr8DI/zWs4BxgH/Ce1RGZmK5FTT5ikfSU9LOldSTMlvS9pZr7DWfWbPHkygwcPplOnTuy1115pxzGrTttGxLXAEoCIWERmbJiZWVHKdUzYLUA3Mp8yl+UvjuXT0qVLad++PZtuuilXXnll2nHMqtsPktYnmVg6mVpncbqRzMxWLNci7KuIuD+vSSzvBg8ezKuvvsrYsWNp2LBh2nHMqtvfgAeAppL+CewLnJFqIjOzlci1CHtcUhnwL7I+WUbEK3lJZdXuww8/5NJLL+WII47ghBNOSDuOWbWStBbQCDge2IvMZcjzI+KLVIOZma1ErkXYnsmfbbK2BfDb6o1j+RARnHfeeUQEQ4YM8ZxgVuNExHJJvSJiLHBf2nnMzHKR67cjD8p3EMuff//739x7772UlZXRvHnztOOY5csjknoAdwHflm+MiPnpRTIzW7Fc147cDLgS2CIiDpfUGtg7Im7JazpbY19//TWdO3fmV7/6FV27dk07jlk+nUSmh/6cCtu3SSGLmVmVcp2sdSTwILBF8vhdMkuEWJG75JJL+OSTTxg+fDhrr53r1WezktQauAF4DZgCDAZ+mWoiM7OVyLUI2yQZa7EcICKW4qkqit5LL73EkCFDOPfcc9ljjz3SjmOWb6OAHYBBZAqw1sk2M7OilGsR9q2kjflp/p29gK/ylsrWWPmcYJtvvjlXXHFF2nHMCmHHiPhLRDye3M4GdqzqJEltJU2TNENS70r2N5P0uKRXJb0u6fdZ+y5Mzpsm6bBqfj9mVsPlWoRdAEwAtpX0LHAb0Lmqk6pq3LKO+19JIanNio6xVXP99dfz2muvMXjwYDbccMO045gVwivJB0QAJO0JTF7ZCZLqkLmEeTiZnrOTkzGv2S4BxkbErkA74Mbk3NbJ418CbYEbk+czM8tJrkXYtmQaqX3IjA2bThWD+nNs3JDUADgfeDH32LYys2bNok+fPhx11FEcd9xxaccxK5RfA89JmiVpFvA8sLukNyS9voJz9gBmRMTMiPgBGAMcU+GYAMo/yTQEPk7uHwOMiYjFyXq6M5LnMzPLSa4jtS+NiHGSGgEHAf2Aofw0f1hlfmzcACSVN25TKxx3OZnFwHuuSnCrXERw7rnnIslzgllt03Y1ztkSmJ31+CP+u127DHhIUmdgA+DgrHNfqHDulquRwcxqqVx7wsoH4R8B3BwR9wHrVnFOZY3bzxooSbsBTZPns2owfvx4Jk6cyOWXX06zZs3SjmNWMBHxwcpua/DUJwMjI2Ir4PfA6GSG/pxIai9psqTJc+fOXYMYZlbT5NqQzJE0jMw8PBMlrbcK51YqacQGAN1zONaNWA6++uorunTpwq677krnzlUO2TMzmAM0zXq8VbIt21nAWICIeB6oC2yS47lExPCIaBMRbZo0aVKN0c2s1OVaSJ1IZizYYRGxAGhM1ZcPq2qgGpD55tITyfiNvYAJlQ3OdyOWm4suuojPPvvMc4KZ5W4S0FJSC0nrkhloP6HCMR8CvwOQtAOZImxuclw7SetJagG0BF4qWHIzK3m5Llu0iMzi3eWPPwE+qeK0Hxs3MsVXO+CUrOf4isynSQAkPQH0iIiVfpvJKvfCCy8wdOhQunTpQps2/pKpWS4iYqmk88h8yKwDjIiItyT1BSZHxAQyvfU3S+pGZpD+GRERwFuSxpIZ57oUODciPH+imeUsb90lOTZuVg2WLFlChw4d2GKLLbj88svTjmNWUiJiIjCxwrY+WfenAvuu4NwrAE/EZ2arJa/XrKpq3CpsPzCfWWqygQMH8vrrr/Pvf/+bBg0apB3HzMzMcrBGg+stfe+//z6XXXYZxx57LMcee2zacczMzCxHLsJKWERwzjnnUKdOHQYNGpR2HDMzM1sF/gpdCRs3bhwPPPAA1113HU2bNq36BDMzMysa7gkrUQsWLOD888/n17/+Needd17acczMzGwVuSesRF144YV8/vnn3HfffdSp4zWDzczMSo17wkrQ888/z0033cT555/PbrvtlnYcMzMzWw0uwkrMkiVLaN++PU2bNqVv375pxzEzM7PV5MuRJaZ///68+eabTJgwgfr166cdx8zMzFaTe8JKyMyZM/n73//O8ccfz1FHHZV2HDMzM1sDLsJKRETQqVMn1llnHc8JZmZmVgP4cmSJGDNmDA899BCDBw9myy23TDuOmZmZrSH3hJWAL7/8kq5du7L77rvTqVOntOOYmZlZNXBPWAno3bs38+bN48EHH/ScYGZmZjWEe8KK3DPPPMPw4cPp2rUru+yyS9pxzMzMrJq4CCtiP/zwAx06dKBZs2b8/e9/TzuOmZmZVSNfjixi/fr1Y+rUqdx7771ssMEGaccxMzOzauSesCI1Y8YM+vbtywknnMCRRx6ZdhwzMzOrZi7CilD5nGDrrbce119/fdpxzMzMLA98ObII3XHHHTzyyCPccMMNbLHFFmnHMTMzszxwT1iRmT9/Pt26dWPPPfekQ4cOaccxMzOzPHFPWJHp1asX8+fP55FHHvGcYGZmZjWYe8KKyFNPPcUtt9xC9+7d2XnnndOOY2ZmZnnkIqxILF68mA4dOtC8eXP69OmTdhwzMzPLM1+OLBLXXnst77zzDhMnTvScYGZmZrWAe8KKwLvvvssVV1zBSSedxOGHH552HDMzMysAF2EpK58TrG7dugwcODDtOGZmZlYgvhyZstGjR/PYY48xdOhQNt9887TjmJmZWYG4JyxFX3zxBRdccAF777037du3TzuOWa0kqa2kaZJmSOpdyf6BkqYkt3clLcjatyxr34TCJjezUueesBT16tWLr776imHDhrHWWq6HzQpNUh3gBuAQ4CNgkqQJETG1/JiI6JZ1fGdg16yn+C4idilUXjOrWfw/f0qeeOIJbr31Vnr06MFOO+2Udhyz2moPYEZEzIyIH4AxwDErOf5k4M6CJDOzGs9FWAoWL15Mx44dadGiBZdeemnaccxqsy2B2VmPP0q2/RdJWwMtgMeyNteVNFnSC5KOzV9MM6uJfDkyBVdffTXTpk3jgQceoF69emnHMbPctAPujohlWdu2jog5krYBHpP0RkS8l32SpPZAe4BmzZoVLq2ZFT0XYQU2bdo0rrzySk4++WQOO+ywtOOY1XZzgKZZj7dKtlWmHXBu9oaImJP8OVPSE2TGi71X4ZjhwHCANm3axKqEmzJlCgceeOCqnGJWUk455ZRa/cU0X44soIigY8eO1KtXz3OCmRWHSUBLSS0krUum0PqvbzlK2h5oBDyfta2RpPWS+5sA+wJTK567uk455RR22cVj/q3mmjJlCnfccUfaMVLlnrACGjVqFE888QTDhw9ns802SzuOWa0XEUslnQc8CNQBRkTEW5L6ApMjorwgaweMiYjsnqwdgGGSlpP5QHt19rcq11T79u1rdQ+B1Xzu5XURVjBffPEFPXr0YN999+Wss85KO46ZJSJiIjCxwrY+FR5fVsl5zwH+arOZrTZfjiyQHj168PXXX3tOMDMzMwNchBXEY489xqhRo+jVqxe//OUv045jZmZmRcBFWJ59//33dOzYkW233ZaLL7447ThmZmZWJDwmLM+uuuoqpk+fzkMPPcT666+fdhwzMzMrEnntCcthYdwLJE2V9LqkR5MZqWuMt99+m6uuuopTTz2VQw45JO04ZmZmVkTyVoRlLYx7ONAaOFlS6wqHvQq0iYidgbuBa/OVp9CWL19Ohw4dqF+/PgMGDEg7jpmZmRWZfPaEVbkwbkQ8HhGLkocvkJmtukYYOXIkTz/9NGVlZWy66aZpxzEzM7Mik88iLOeFcRNnAffnMU/BfP755/To0YPf/OY3nHnmmWnHMTMzsyJUFAPzJf0RaAMcsIL9JbUAbvfu3Vm4cKHnBDMzM7MVymeFkNPCuJIOBi4Gjo6IxZU9UUQMj4g2EdGmSZMmeQlbXR555BFuv/12evfuzQ477JB2HDMzMytS+SzCqlwYV9KuwDAyBdjnecxSEN999x2dOnWiZcuWXHTRRWnHMTMzsyKWt8uROS6MWwbUB8ZJAvgwIo7OV6Z8u+KKK5gxYwaPPvoodevWTTuOmZmZFbG8jgmramHciDg4n69fSG+99RbXXnstp512Gr/97W/TjmNmZmZFzqPGq8Hy5cvp2LEjDRo0oF+/fmnHMTMzsxJQFN+OLHW33HILzzzzDCNGjKDYvzhgZmZmxcE9YWvos88+o1evXhxwwAGcccYZaccxMzOzEuEibA1dcMEFLFq0iJtuuonkywVmZmZmVXIRtgYeeugh7rjjDi688EK23377tOOYmZlZCXERtpoWLVpEp06daNWqFRdeeGHacczMzKzEeGD+avq///s/Zs6cyeOPP856662XdhwzMzMrMe4JWw1vvvkmZWVlnHHGGRx44IFpxzEzM7MS5CJsFS1fvpwOHTrQsGFDysrK0o5jZmZmJcqXI1fRzTffzHPPPceoUaPYZJNN0o5jZmZmJco9Yavg008/5a9//SsHHXQQf/rTn9KOY2ZmZiXMRdgq6Nq1K99//73nBDMzM7M15iIsR/fffz933XUXF198Ma1atUo7jpmZmZU4F2E5WLRoEeeccw7bb789vXr1SjuOmZmZ1QAemJ+Dvn37MmvWLJ588knPCWZmZmbVwj1hVXj99dfp168fZ511Fvvvv3/accysmklqK2mapBmSeleyf6CkKcntXUkLsvadLml6cju9sMnNrNS5J2wlli9fTvv27WncuDHXXntt2nHMrJpJqgPcABwCfARMkjQhIqaWHxMR3bKO7wzsmtxvDPwNaAME8HJy7pcFfAtmVsLcE7YSw4YN48UXX2TAgAE0btw47ThmVv32AGZExMyI+AEYAxyzkuNPBu5M7h8GPBwR85PC62GgbV7TmlmN4iJsBT7++GN69+7N7373O0499dS045hZfmwJzM56/FGy7b9I2hpoATy2queamVXGRdgKdO3alcWLF3tOMDMr1w64OyKWrcpJktpLmixp8ty5c/MUzcxKkYuwStx3332MGzeOSy+9lO222y7tOGaWP3OAplmPt0q2VaYdP12KzPnciBgeEW0iok2TJk3WMK6Z1SQuwir49ttvOffcc2ndujU9e/ZMO46Z5dckoKWkFpLWJVNoTah4kKTtgUbA81mbHwQOldRIUiPg0GSbmVlO/O3ICi677DI++OADnn76adZdd92045hZHkXEUknnkSme6gAjIuItSX2ByRFRXpC1A8ZERGSdO1/S5WQKOYC+ETG/kPnNrLS5CMsyZcoUBg4cyNlnn81+++2XdhwzK4CImAhMrLCtT4XHl63g3BHAiLyFM7MazZcjE8uWLaNDhw5svPHGXHPNNWnHMTMzsxrOPWGJoUOH8tJLL3HHHXfQqFGjtOOYmZlZDeeeMGDOnDlcdNFFHHroobRr1y7tOGZmZlYLuAgDzj//fJYsWcKNN97oOcHMzMysIGr95ch7772X8ePHc+WVV7LtttumHcfMzMxqiVrdE7Zw4ULOPfdcdtxxR3r06JF2HDMzM6tFanVP2N/+9jdmz57NmDFjWGedddKOY2ZmZrVIre0Je/XVV7nuuuvo0KED++yzT9pxzMzMrJaplUXYsmXLaN++PU2aNOHqq69OO46ZmZnVQrXycuQNN9zA5MmTGTNmDBtttFHacczMzKwWqnU9YR999BEXX3wxbdu25cQTT0w7jpmZmdVSta4I69y5M8uWLfOcYGZmZpaqWnU58p577uGee+7hmmuuoUWLFmnHMTMzs1qs1vSEffPNN3Tu3JmddtqJbt26pR3HzMzMarla0xPWp08f5syZw7hx4zwnmJmZmaWuVvSEvfzyywwaNIhOnTqx1157pR3HzMzMrOYXYUuXLqV9+/ZsuummXHnllWnHMTMzMwPyXIRJaitpmqQZknpXsn89SXcl+1+U1Ly6MwwZMoRXXnmFQYMG0bBhw+p+ejMzM7PVkrciTFId4AbgcKA1cLKk1hUOOwv4MiK2AwYC11Rnhg8//JBLLrmEI444ghNOOKE6n9rMzMxsjeRzYP4ewIyImAkgaQxwDDA165hjgMuS+3cDQyQpImJNXzwiOO+884gIhgwZ4jnBzMzMisyUKVM48MAD046xynbZZReuu+66NX6efBZhWwKzsx5/BOy5omMiYqmkr4CNgS+yD5LUHmgP0KxZs5xefPLkydx7772UlZXRvHnz1clvZmZmeXLKKaekHSF1JTFFRUQMB4YDtGnTJqdest13350nn3ySvffeO6/ZzMzMbNW1b9+e9u3bpx0jVfkcmD8HaJr1eKtkW6XHSFobaAjMq64A+++/v+cEMzMzs6KUzyJsEtBSUgtJ6wLtgAkVjpkAnJ7cPwF4rDrGg5mZmZkVu7xdjkzGeJ0HPAjUAUZExFuS+gKTI2ICcAswWtIMYD6ZQs3MzMysxsvrmLCImAhMrLCtT9b974E/5DODmZmZWTGq8TPmm5mZmRUjF2FmZmZmKXARZma1WlXLqyXHnChpqqS3JN2RtX2ZpCnJreIXj8zMVqok5gkzM8uHrOXVDiEzofQkSRMiYmrWMS2BC4F9I+JLSZtmPcV3EbFLQUObWY3hnjAzq81+XF4tIn4AypdXy3Y2cENEfAkQEZ8XOKOZ1VAuwsysNqtsebUtKxzTCmgl6VlJL0hqm7WvrqTJyfZj8x3WzGoWX440M1u5tYGWwIFkVv54StJOEbEA2Doi5kjaBnhM0hsR8V72yauz9q2Z1Q4lV4S9/PLLX0j6YBVO2YQKC4KXCOcuLOcurFXNvXWecuSyvNpHwIsRsQR4X9K7ZIqySRExByAiZkp6AtgV+FkRlr32raS5br+KmnMXVqnmhlXLvsL2SzV9lSBJkyOiTdo5VpVzF5ZzF1ax5E7WrH0X+B2Z4msScEpEvJV1TFvg5Ig4XdImwKvALsByYFFELE62Pw8ckz2ovxryFcXPaVU5d2E5d+FVV/aS6wkzM6suOS6v9iBwqKSpwDKgZ0TMk7QPMEzScjLja6+uzgLMzGo+F2FmVqvlsLxaABckt+xjngN2KkRGM6uZasO3I4enHWA1OXdhOXdhlWruQivVn5NzF5ZzF161ZK/xY8LMzMzMilFt6AkzMzMzKzo1ogirau03SetJuivZ/6Kk5oVP+d9yyH1Bsl7d65IelZSvr+mvslzW20uO+19JIakovgGzJusEpimHfyvNJD0u6dXk38vv08hZIdMISZ9LenMF+yVpUPKeXpe0W6EzFgu3YYXl9quwSrH9ggK1YRFR0jcy32h6D9gGWBd4DWhd4ZhzgJuS++2Au0ok90FAveR+p2LInWv25LgGwFPAC0CbUshNZv6nV4FGyeNNSyT3cKBTcr81MKsIcu8P7Aa8uYL9vwfuBwTsRWYurlQzF/Hfr9uwAuZOjnP7VbjcRdd+JVny3obVhJ6wXNZ+OwYYldy/G/idJBUwY2WqzB0Rj0fEouThC2QmkiwGufzMAS4HrgG+L2S4lSjVdQJzyR3Ahsn9hsDHBcxXqYh4Cpi/kkOOAW6LjBeAjSRtXph0RcVtWGG5/Sqskmy/oDBtWE0ownJZ++3HYyJiKfAVsHFB0q1YLrmznUWm4i4GVWZPumWbRsR9hQxWhTVdJzAtueS+DPijpI/ITLfQuTDR1siq/g7UVG7DCsvtV2HV1PYLqqEN8zxhJUDSH4E2wAFpZ8mFpLWAAcAZKUdZHStbJ7CYnQyMjIj+kvYGRkvaMSKWpx3MrJTaMLdfqai17VdN6AnLZe23H49RZpmShsC8gqRbsVxyI+lg4GLg6IhYXKBsVakqewNgR+AJSbPIXCufUASDW3NdJ3BCRCyJiPfJLGnTskD5ViSX3GcBYwEi4nmgLpm1zYpZTr8DtYDbsMJy+1VYNbX9gupow9Ie+FYNA+fWBmYCLfhp0N8vKxxzLj8f1Dq2RHKXLwbcMu28q5q9wvFPUBwDW3P5mbcFRiX3NyHT1bxxCeS+Hzgjub8DmTEVKoKfeXNWPKj1CH4+qPWltPMW8d+v27AC5q5wvNuv/OcuyvYryZPXNiz1N1hNP6Tfk6n43wMuTrb1JfPJCzJV9ThgBvASsE3amXPM/QjwGTAluU1IO3Ou2SscWxSNWI4/c5G5FDEVeANol3bmHHO3Bp5NGrgpwKFFkPlO4BNgCZlP6GcBHYGOWT/rG5L39Eax/Bsp0r9ft2EFzF3hWLdf+c9ddO1XkivvbZhnzDczMzNLQU0YE2ZmZmZWclyEmZmZmaXARZiZmZlZClyEmZmZmaXARZiZmZlZClyEWU6qWk0+TZL6JhNCIuk3kt6SNEXSlpLuruLcf0hqndy/qBB5zcwqknSGpCHJ/csk9Ug7k+WfizDL1UgyEwEWnYjoExGPJA9PBa6KiF0iYk5EnFDFuX+JiKnJQxdhZrZKlOH/S221+B+O5SSqXk1+pSRdLWmqpNcl9Uu2jZR0k6TJkt6VdGSyvY6kMkmTkuM7ZD3PXyW9Iek1SVdnPc8Jkv4CnAhcLumfkpqX99wlz9lP0pvJc3ZOtj8hqU3yXOsnPWj/THrXuma97hWSzl/d929mNUfStkyTdBvwJnBpVnv196zjTku2vSZpdLLtKEkvSnpV0iOSNkvrfVj6vIC35Z2kjYHjgO0jIiRtlLW7ObAHsC3wuKTtgNOAryJid0nrAc9KegjYHjgG2DMiFklqnP06EfEPSfsB/4mIuyU1z9rdPnmtXSJiaSXn9pZ0XkTskmRuDvwLuC75lNsuyWlmBpk1GU8HNgROINM+iMw6k/uTWdvzEmCfiPgiq815BtgraQv/AvQCuhc8vRUFF2FWCF8B3wO3SPoP8J+sfWMjYjkwXdJMMoXWocDOksovJTYk0+AdDNwaEYsAImJVeuYOJrP23tJczo2IWZLmSdoV2Ax4NSLSXjDZzIrHBxHxQtKzfyjwarK9Ppn26lfAuIj4An7W5mwF3CVpczJrKb5f2NhWTHw50qpFcrlvSnLrm70vKXz2AO4GjgQeyN5d4amCzKfJzsm4rl0iokVEPJTP/CvwD+AM4ExgRAqvb2bF69vkT/HTONRdImK7iLhlJecNBoZExE5ABzLrglot5SLMqkVELMtqhPpk75NUH2gYEROBbmQ+IZb7g6S1JG0LbANMAx4EOklaJzm/laQNgIeBMyXVS7b/7JJiFR4GOkhaeyXnLil/zcS/yXwZYfckk5lZRQ/y/9u5Q5VMwigO48+/WWSDYrcI27wEL8GySWHFZPYG1uIdmNSwzWCyiAiumASRLwim3bRoMmjYIIqcDTOCiLBf0Vfc55eGeQfmpMN533NmYLHPc/RfZU8AP+jy21h//zHnfAIu++uvbx2s3hfbkRpKki1gBhhPcgF8+8du76lRYCfJCN2ucfnJ2m/ghG6uYqmqbpNs0s1vDZIEuAJmq2ovyTRwmuQO2GX4Lxo3gSngLMk9sAGsPXtmvV8fVNVcVd0lOQRuquphyPdI+o9U1X6Sz8Bxl674A8xX1XmSVeAoyQNdu3IBWAG2k1zTFWqTTQLXu5Cq590g6W0k+U4/RN86lpf0A/kD4EtV/WwdjyTpY7EdKb2g/4HrL+DAAkyS9Bo8CZMkSWrAkzBJkqQGLMIkSZIasAiTJElqwCJMkiSpAYswSZKkBizCJEmSGvgLOQ2gRcLBV7kAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmEAAAFNCAYAAABIc7ibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3de9yUc/7H8dd7c1rUbitrV1KOS2hlc2ZldxFL7KITK0S02FBOOWSjlNNiscSmnFI51VIOi5ztdlOhEokofqt1WjqXz++PuW7G7b67p7t75pqZ+/18PO5HM9dcM/OeW3185nt95hpFBGZmZmZWWN9LO4CZmZlZQ+QmzMzMzCwFbsLMzMzMUuAmzMzMzCwFbsLMzMzMUuAmzMzMzCwFbsKsLEk6VtJzaecws8KQdJSkx3LY7yZJFxYiUyFIelfSb5LLF0u6M+1Mljs3YbbakiKwSNKXkv5P0nBJ61fZZw9JT0r6QtLnkv4hqXWVfZpIukbSe8ljvZ1cb5bn/BMlnZDP5zBryKrUiP9UVyNWV0TcFRH757DfyRFxSX0+dyVJIWlB8jrnSbpaUqN8PFddpFVjrWZuwqy+HBIR6wM7Am2B8ypvkLQ78BgwFtgY2AyYCjwvafNkn7WAJ4DtgA5AE2B34GNgl8K9DDPLk8oasRPQDrig6g6S1ih4qvr38+R17gN0Bo5POQ9Q/zW2TP5bpc5NmNWriPg/4FEyzVily4HbI+LaiPgiIj6JiAuAl4CLk32OATYFfhcR0yPiq4j4KCIuiYjx1T1X8q7zT5JmS/qvpCskVft3OlmJm5Sswk2StEeyfSCwN3B98s7w+vr4PZhZ9SJiHjAB2B6+/nd8iqS3gLeSbQdLmiLpM0kvSGpTeX9JLSTdL2m+pI8r/81mjyAo4y+SPpL0P0mvSap8vuGSLs16vBMlzZL0iaRxkjbOui0knSzprSTLDZKU4+ucBTxPVi2s4+vaIjmK8HFS5+6S9MNV/sXnUGOT17tlVqavf1eS2kuaK+kcSf8H3CZphqSDs/ZfI8m/U3J9t+R1fiZpqqT2dchd1tyEWb2StAlwIDArub4usAcwpprdRwP7JZd/AzwSEV+u4lP+jsy76p2AQ6nmXaekHwEPA9cBGwBXAw9L2iAizgeeBU6NiPUj4tRVfH4zWwWSWgAHAZOzNh8G7Aq0ltQWGAacRObf683AOElrJ4f2HgLmAK2A5sA91TzN/sAvga2BHwCdyKz4VM3yK+Cy5PafJo9b9fEOBnYG2iT7HZDj69yGzBu8ylpY19elJOPGwLZAC75587oq6lpjs/0E+BHQEugJjAS6Zt1+APDfiHhFUnMydffS5D59gfskbbgaz1923IRZfXlQ0hfA+8BHQP9k+4/I/D37sJr7fAhUziJsUMM+tRmSrKy9B1zDtwtCpd8Cb0XEHRGxPCJGAm8Ah9Th+cysbh6U9BnwHPA0MCjrtsuSf8eLyPzP/eaI+FdErIiIEcASYDcyh802Bs6KiAURsTgiqvsAzjKgMbANoIiYERHV1ZejgGER8UpELCEzRrG7pFZZ+wyOiM+SGvMU317lr84rkhYAM4CJwI3J9jq9roiYFRGPR8SSiJhP5k3kPrVkqE5da2y2r4D+SZZFwN1Ax+TNNkA3Mo0ZwNHA+IgYn6y6PQ5UkGnALeEmzOrLYRHRGGhPpvBVNlefkvmH+9Nq7vNT4L/J5Y9r2Kc272ddnkOmkFW1cXIbVfZtXofnM7O6OSwifhgRLSPij8n/xCtl/ztuCfRJDmF9ljRuLcj8O24BzImI5St7ooh4ErgeuAH4SNJQSU2q2fVbtSFZJfqYb9eG/8u6vBBYH0DStGSE4UtJe2fts1OyT2cyq3vrrc7rkrSRpHuUGfT/H3An39TXVVHXGpttfkQsrrySHHKdARySNGIdyTRmkHm9R1Z5vXvVQ4ay4ibM6lVEPA0MB65Mri8AXgSOrGb3TmQGRQH+CRwgab1q9luZFlmXNwU+qGafD8gUBKrsO68y9io+p5nVr+x/g+8DA5OGrfJn3WQF+31g01yGwiPiuoj4BdCazGHJs6rZ7Vu1Iak/G/BNbVjZ42+XjDCsHxHPVrktImI0mdp30Wq+rkFkfj87REQTMitMOc2lVZFLjV0IrJt1/SdVbq+uVlYekjwUmJ40ZpB5TXdUeb3rRcTgOmQvW27CLB+uAfaT9PPk+rlAd2WG6BtLapoMe+4O/DnZ5w4y/2jvk7SNpO9J2kBSP0krW74+K3m8FkBvYFQ1+4wHtpbULRkc7UymMD+U3P4fYPPVesVmVl9uAU6WtGsyYL+epN9Kagz8m8whtcHJ9nUk7Vn1ASTtnNx/TWABsJjMinxVI4HjJO0oaW0yDc+/IuLdenotg4ETJf1kNV5XY+BL4PNkzqq6ZjIXudTYKUA3SY0kdSC3w573kJnB68U3q2CQWbE7RNIByeOtkwz3b1LH/GXJTZjVu2Ru4XaSd4DJbMMBwO/JFJo5ZE5jsVdEvJXss4TM4OgbwOPA/8gUpmbAv1bydGOBl8kUj4eBv1eT52Myw7V9yCzJnw0cHBGVh0KvBY6Q9Kmk6+r8ws1stUVEBXAimcOJn5IZbD82uW0FmVnOLYH3gLlkDvtV1YRM0/MpmXrzMXBFNc/1T+BC4D4ytWkLoEs9vpbXgGfIzHrV9XX9mcwhzs/J1Lj765gllxrbO8nxGZl5uQdzeNwPyaz47UHWm+CIeJ/M6lg/YD6ZBvAs3Hd8iyJ8JMZKk6QAtspa/jYzMysZ7kjNzMzMUuAmzMzMzCwFPhxpZmZmlgKvhJmZmZmlwE2YmZmZWQpK7lvQmzVrFq1atUo7hpkV0Msvv/zfiCj575xz/TJreFZWv0quCWvVqhUVFRVpxzCzApJU9WunSpLrl1nDs7L65cORZmZmZilwE2ZmZmaWAjdhZmZmZilwE2ZmZmaWAjdhZmZmZilwE2ZmZmaWAjdhZmZmZinIWxMmaZikjyS9XsPtknSdpFmSXpW0U76ymJlVZ3XqlKTukt5KfroXLrWZlYt8roQNBzqs5PYDga2Sn57A3/KYxcysOsOpQ52S9COgP7ArsAvQX1LTvCY1s7KTtyYsIp4BPlnJLocCt0fGS8APJf00X3nMrDi8+eab3HbbbWnHAFarTh0APB4Rn0TEp8DjrLyZW2Wnn346p59+en0+pJkVmTRnwpoD72ddn5ts+w5JPSVVSKqYP39+QcKZWf36+OOP6d27N9tttx19+/bliy++SDtSLmqqU3mvX1OmTGHKlCmrntjMSkZJDOZHxNCIaBcR7TbcsOS/w9esQVmyZAlXX301W265Jddffz09evRg+vTpNG7cOO1oBeH6ZWY1SbMJmwe0yLq+SbLNzMpARHDfffex3Xbb0adPH3bbbTemTp3KTTfdxEYbbZR2vFzVVKdcv8xstaXZhI0Djkk+fbQb8HlEfJhiHjOrJ5MmTeKXv/wlRxxxBOussw4TJkxgwoQJbL/99mlHW1U11alHgf0lNU0G8vdPtpmZ5WyNfD2wpJFAe6CZpLlkPkm0JkBE3ASMBw4CZgELgePylcXMCuO9996jX79+3HXXXfz4xz/m5ptv5vjjj2eNNfJWalZLXetURHwi6RJgUvJQAyJiZQP+ZmbfkbfKGBFda7k9gFPy9fxmVjhffPEFgwcP5uqrryYi6NevH+eccw5NmjRJO9pKrU6diohhwLB85DKzhqE4356aWUlYsWIFw4YN48ILL+Q///kP3bp1Y9CgQbRs2TLtaGZmRc9NmJnVyWOPPUafPn14/fXX2XPPPRk3bhy77LJL2rHMzEpGSZyiwsyKx7Rp0zjwwAM54IADWLhwIWPGjOHZZ591A2ZmtorchJlZTj766CN69epFmzZtePHFF7nyyiuZPn06RxxxBJLSjmdmVnJ8ONLMVmrx4sVcc801DBo0iIULF3LKKadw0UUX0axZs7SjmZmVNDdhZlatiOCee+7hvPPOY86cOXTs2JHLL7+cn/3sZ2lHMzMrCz4caWbf8cILL7D77rvTrVs3mjZtypNPPsnYsWPdgJmZ1SM3YWb2tdmzZ9OpUyf23HNP3nvvPW677TYqKirYd999045mZlZ2fDjSzPjss88YOHAg1113HWussQb9+/fnrLPOYr311ks7mplZ2XITZtaALVu2jKFDh9K/f38++eQTunfvzqWXXkrz5s3TjmZmVvZ8ONKsAYoIHnroIXbYYQdOPfVU2rRpw8svv8xtt93mBszMrEDchJk1MFOnTmW//fbjkEMOISIYO3YsTzzxBG3btk07mplZg+ImzKyB+OCDD+jRowdt27Zl8uTJXHfddbz++ut07NjRJ1s1M0uBZ8LMytyCBQu46qqrGDJkCMuWLePMM8/k/PPPp2nTpmlHMzNr0NyEmZWpr776ijvvvJN+/foxb948jjjiCAYPHswWW2yRdjQzM8OHI83K0sSJE9l5553p3r07G2+8Mc8++yxjxoxxA2ZmVkTchJmVkTfffJPDDjuMfffdl/nz53PXXXfx0ksvsddee6UdzczMqnATZlYGPvnkE04//XS22247nnjiCQYNGsTMmTPp1q0b3/ue/5mbmRUjz4SZlbClS5dyww03MGDAAP73v/9xwgknMGDAADbaaKO0o5mZWS3chJmVoIjggQce4Oyzz+btt9/mgAMO4Morr2T77bdPO5qZmeXIxynMSkxFRQX77LMPhx9+OOussw4TJkzgkUcecQNmZlZi3ISZlYj333+fP/zhD+y888688cYb3HTTTUyZMoUOHTqkHc3MzOrAhyPNitwXX3zBkCFDuOqqq4gIzjvvPM4991yaNGmSdjQzM1sNbsLMitSKFSsYNmwYF154If/5z3/o1q0bgwYNomXLlmlHMzOzeuAmzKwIPf744/Tp04fXXnuNPfbYg7Fjx7LrrrumHcvMzOqRZ8LMisj06dM56KCD2H///fnyyy8ZM2YMzz33nBswM7My5CbMrAh89NFH9OrVizZt2vDCCy9wxRVXMGPGDI444ggkpR3PzMzywIcjzVK0ePFirr32WgYOHMjChQvp1asX/fv3p1mzZmlHMzOzPHMTZpaCiGDUqFGce+65zJkzh0MOOYTLL7+cbbbZJu1oZmZWID4caVZgL774InvssQddu3aladOmPPHEE4wbN84NmJlZA+MmzKxA3nnnHTp37swee+zBnDlzGDZsGBUVFfzqV79KO5qZmaXAhyPN8uyzzz5j0KBBXHvttTRq1Ij+/fvTt29f1l9//bSjmZlZityEmeXJsmXLGDp0KBdffDEff/wxxxxzDAMHDqR58+ZpRzMzsyLgw5Fm9SwiePjhh2nTpg2nnnoq22+/PRUVFQwfPtwNmJmZfc1NmFk9mjp1Kvvttx8HH3wwK1asYOzYsTz55JPstNNOaUczM7Mi4ybMrB58+OGH9OjRg7Zt2zJ58mSuvfZaXn/9dTp27OiTrZqZWbU8E2a2GhYuXMhVV13FkCFDWLp0KWeccQYXXHABTZs2TTuamZkVOTdhZnX03HPP0aVLF+bNm8fhhx/OkCFD2GKLLdKOZWZmJcJNmFkdfPjhhxx++OE0adKEZ555hr333jvtSGZmVmLchJmtohUrVtCtWze+/PJLnnrqKVq3bp12JDMzK0F5HcyX1EHSTEmzJJ1bze2bSnpK0mRJr0o6KJ95zOrDgAEDmDhxIjfeeKMbsDKQQ51qKemJpEZNlLRJ1m0rJE1JfsYVNrmZlbq8NWGSGgE3AAcCrYGukqr+H+sCYHREtAW6ADfmK49ZffjnP//JJZdcwnHHHUf37t3TjmOrKcc6dSVwe0S0AQYAl2Xdtigidkx+OhYktJmVjXyuhO0CzIqI2RGxFLgHOLTKPgE0SS7/APggj3nMVsuHH37IUUcdRevWrbn++uvTjmP1I5c61Rp4Mrn8VDW3m5nVST6bsObA+1nX5ybbsl0MHC1pLjAeOC2PeczqbPny5XTt2pUvv/yS0aNHs+6666YdyepHLnVqKvD75PLvgMaSNkiuryOpQtJLkg7Lb1QzKzdpn6y1KzA8IjYBDgLukPSdTJJ6JoWuYv78+QUPaTZgwACefvpp/va3v3kOrOHpC+wjaTKwDzAPWJHc1jIi2gHdgGskfeccJa5fZlaTfDZh84AWWdc3SbZl6wGMBoiIF4F1gGZVHygihkZEu4hot+GGG+Yprln1Hn/8cS699FKOO+44jjnmmLTjWP2qtU5FxAcR8ftkdvX8ZNtnyZ/zkj9nAxOBtlWfwPXLzGqSzyZsErCVpM0krUVm8L7qp4feA34NIGlbMk2Y3ypa0fjggw88B1beaq1TkpplrdCfBwxLtjeVtHblPsCewPSCJTezkpe3JiwilgOnAo8CM8h8CnKapAGSKj9F1Ac4UdJUYCRwbEREvjKZrYrly5fTrVs3FixYwJgxYzwHVoZyrFPtgZmS3gQ2AgYm27cFKpL69RQwOCLchJlZzvJ6staIGE9m4D5720VZl6eTefdoVnT+/Oc/8/TTTzNixAi23XbbtONYnuRQp+4F7q3mfi8AO+Q9oJmVrbQH882K0mOPPcbAgQM5/vjjPQdmZmZ54SbMrIoPPviAo48+mtatW/PXv/417ThmZlam3ISZZfEcmJmZFYq/wNssi+fAzMysULwSZpbwHJiZmRWSmzAzvpkD22677TwHZmZmBeEmzBq8yu+FXLhwoefAzMysYDwTZg3exRdfzDPPPMMdd9zBNttsk3YcMzNrILwSZg3ao48+yqBBg+jRowdHH3102nHMzKwBcRNmDda8efO+ngO77rrr0o5jZmYNjJswa5Aqzwe2aNEiz4GZmVkqPBNmDZLnwMzMLG1eCbMGp3IO7IQTTvAcmJmZpcZNmDUolXNg22+/vefAzMwsVW7CrMGoPB/YokWLGD16NN///vfTjmRmZg2YZ8Kswejfvz/PPvssd955p+fAzMwsdV4JswYhew7sqKOOSjuOmZmZmzArf5VzYDvssIPnwMzMrGi4CbOylj0HNmbMGM+BmZlZ0fBMmJW1iy666Os5sJ/97GdpxzEzM/uaV8KsbD3yyCNcdtllnHjiiZ4DMzOzouMmzMrS3Llz+cMf/sAOO+zAtddem3YcMzOz73ATZmXHc2BmZlYKPBNmZeeiiy7iueee8xyYmZkVNa+EWVnxHJiZmZUKN2FWNubOncvRRx9NmzZtPAdmZmZFz02YlYXly5fTpUsXlixZ4u+FNDOzkuCZMCsLF154Ic8//zx3332358DMzKwkeCXMSt6ECRMYPHgwPXv2pGvXrmnHMTMzy4mbMCtplecDa9OmDddcc03acczMzHLmJsxKVvYcmM8HZmZmpcYzYVayLrjggq/nwLbeeuu045iZma0Sr4RZSRo/fjxDhgzhpJNO8hyYmZmVJDdhVnLef/99jjnmGH7+85/zl7/8Je04ZmZmdeImzErKsmXLfD4wMzMrC54Js5Jy4YUX8sILL3gOzMzMSp5XwqxkeA7MzMzKiZswKwmeAzMzs3LjJsyKXvYcmM8HZmZm5cIzYVb0LrjgAl544QVGjhzJVlttlXYcMzOzepHXlTBJHSTNlDRL0rk17NNJ0nRJ0yTdnc88VnoefvhhLr/8ck4++WS6dOmSdhwrQ7XVKUktJT0h6VVJEyVtknVbd0lvJT/dC5vczEpd3lbCJDUCbgD2A+YCkySNi4jpWftsBZwH7BkRn0r6cb7yWOnxHJjlWy51CrgSuD0iRkj6FXAZ8AdJPwL6A+2AAF5O7vtpYV+FmZWqfK6E7QLMiojZEbEUuAc4tMo+JwI3VBatiPgoj3mshFTOgS1dupQxY8awzjrrpB3JylMudao18GRy+ams2w8AHo+IT5Ia9jjQoQCZzaxM5LMJaw68n3V9brIt29bA1pKel/SSJBcwA76ZA7v11ls9B2b5lEudmgr8Prn8O6CxpA1yvK+ZWY3S/nTkGsBWQHugK3CLpB9W3UlST0kVkirmz59f4IhWaA899BCXX345vXr1onPnzmnHMesL7CNpMrAPMA9YkeudXb/MrCb5bMLmAS2yrm+SbMs2FxgXEcsi4h3gTTJN2bdExNCIaBcR7TbccMO8Bbb0vffee3Tv3p0dd9yRq6++Ou04Vv5qrVMR8UFE/D4i2gLnJ9s+y+W+yb6uX2ZWrZyaMEn3S/qtpFVp2iYBW0naTNJaQBdgXJV9HiSzCoakZmQOT85eheewMlI5B7Zs2TJGjx7tOTArhFrrlKRmWbXvPGBYcvlRYH9JTSU1BfZPtpmZ5STXpupGoBvwlqTBkn5W2x0iYjlwKpmiNAMYHRHTJA2Q1DHZ7VHgY0nTyQy8nhURH6/yq7CycP755/Piiy9yyy23eA7MCiLHOtUemCnpTWAjYGBy30+AS8g0cpOAAck2M7OcKCJy31n6AZnZrfPJDKTeAtwZEcvyE++72rVrFxUVFYV6OiuQhx56iEMOOYRevXpx4403ph3HioyklyOiXdo5Vteq1K/27dsDMHHixPwFMrO8W1n9yvk8YcmngY4G/gBMBu4C9gK6kxxSNKsLz4FZfZHUHGhJVm2LiGfSS2RmVrOcmjBJDwA/A+4ADomID5ObRknyspTVWfYcmM8HZqtD0hCgMzCdbz69GICbMDMrSrmuhN0SEeOzN0haOyKWlMMhAktPv379ePHFFxk1ahRbbrll2nGstB0G/CwilqQdxMwsF7kO5l9azbYX6zOINTz/+Mc/uPLKK/njH/9Ip06d0o5jpW82sGbaIczMcrXSlTBJPyFzBujvS2oLKLmpCbBunrNZGaucA2vbti1XXXVV2nGsPCwEpkh6Avh6NSwi/pReJDOzmtV2OPIA4FgyJyHMnpj+AuiXp0xW5pYtW0bnzp1Zvny5zwdm9Wkc3z0XoZlZ0VppExYRI4ARkg6PiPsKlMnKXL9+/XjppZc8B2b1KiJGJCdc3TrZNLOQp88xM1tVtR2OPDoi7gRaSTqz6u0R4fMJ2CrxHJjli6T2wAjgXTKjEy0kdfcpKsysWNV2OHK95M/18x3Eyt+cOXM8B2b5dBWwf0TMBJC0NTAS+EWqqczMalDb4cibk4s3RsT8AuSxMrV06VI6d+7MihUrfD4wy5c1KxswgIh4U5I/LWlmRSvX84Q9L+ldYBRwf0R8mr9IVo769evHv/71L0aPHs0WW2yRdhwrTxWSbgXuTK4fBfhk0mZWtHI6T1hEbA1cAGwHvCzpIUlH5zWZlY1x48Zx1VVXccopp3DkkUemHcfKVy8yZ8v/U/IzPdlmZlaUcj1ZKxHx74g4E9gF+ITMAKzZSs2ZM4djjz2WnXbaiSuvvDLtOFbGkm/wuDoifp/8/MVnzzezYpbrd0c2AX4HdAG2AB4g04yZ1Sh7DsznA7N8kTQ6IjpJeo3Md0V+S0S0SSGWmVmtcp0Jmwo8CAyICH9dkeWkcg5szJgxngOzfOqd/HlwqinMzFZRrk3Y5hHxnXeYZjWpnAM79dRTOeKII9KOY2UsIj5MLv4XWBQRXyWnp9gGmJBeMjOzlavtZK3XRMTpwDhJ1S3zd8xbMitZ7777Lt27d/ccmBXaM8DekpoCjwGTgM5kPiVpZlZ0alsJuyP50/8ntZwsXbqULl268NVXXzF69GjWXnvttCNZw6GIWCipB5lzG14uaUraoczMalLbyVpfTi7uGBHXZt8mqTfwdL6CWWk677zzPAdmaZGk3cmsfPVItjVKMY+Z2UrleoqK7tVsO7Yec1gZGDt2LFdffbXnwCwtpwPnAQ9ExDRJmwNPpZzJzKxGtc2EdQW6AZtJGpd1U2My5wozAzJzYD4fmKUpIp4ma3U+ImaTOWmrmVlRqm0m7AXgQ6AZmS/HrfQF8Gq+QllpqTwfmOfALA2VHyCS9A+qP0+YP0BkZkWptpmwOcAcYPfCxLFSdO655/Lvf/+be++913NglgZ/gMjMSlJthyOfi4i9JH3Bt99hCoiIaJLXdFb0xo4dy1/+8hdOO+00Dj/88LTjWAOU9QGiCpLzhAFIagR4WdbMitZKB/MjYq/kz8YR0STrp7EbMKucA/vFL37BFVdckXYcsyeAdbOufx/4Z0pZzMxqldOnIyVtIWnt5HJ7SX+S9MP8RrNi5jkwK0LrRMSXlVeSy+uuZH8zs1TleoqK+4AVkrYEhgItgLvzlsqKXuUc2LBhw9h8883TjmMGsEDSTpVXJP0CWJRiHjOzlcr1uyO/iojlkn4H/DUi/ippcj6DWfF68MEHPQdmxeh0YIykD8jMrf6EzNcWmZkVpVybsGXJOcO6A4ck29bMTyQrZu+88w7HHXcc7dq18xyYFZWImCRpG+BnyaaZEbEszUxmZiuT6+HI48icpmJgRLwjaTO++Vi4NRCVc2ARwahRozwHZkVF0rrAOUDviHgdaCXp4JRjmZnVKKeVsIiYTtaZpyPiHWBIvkJZcTrnnHOYNGkS9913n+fArBjdBrzMN+c1nAeMAR5KLZGZ2Urk+unIPSU9LulNSbMlvSNpdr7DWfF48MEHueaaa/jTn/7E73//+7TjmFVni4i4HFgGEBELycyGmZkVpVxnwv4OnEHmXeaK/MWxYpQ9B3b55ZenHcesJkslfZ/kxNKStgCWpBvJzKxmuTZhn0fEhLwmsaLkOTArIf2BR4AWku4C9gSOTTWRmdlK5NqEPSXpCuB+st5ZRsQreUllRePss89m0qRJ3H///Z4Ds6Il6XtAU+D3wG5kDkP2joj/phrMzGwlcm3Cdk3+bJe1LYBf1W8cKyYPPPAA1157Lb179+Z3v/td2nHMahQRX0k6OyJGAw+nncfMLBe5fjpy33wHseJSOQe28847ew7MSsU/JfUFRgELKjdGxCfpRTIzq1lOTZikjYBBwMYRcaCk1sDuEfH3vKazVFTOgQGMGjWKtdZaK+VEZjnpTGaF/o9Vtvs4upkVpVxP1joceBTYOLn+JpmvCLEyVDkHdtttt7HZZpulHccsV62BG4CpwBTgr8B2qSYyM1uJXJuwZsmsxVcAEbEcn6qiLHkOzErYCGBb4DoyDVjrZJuZWVHKdTB/gaQN+Ob8O7sBn+ctlaVi9uzZngOzUrZ9RLTOuv6UpCYsL7cAABbSSURBVOmppTEzq0WuK2FnAuOALSQ9D9wOnFbbnSR1kDRT0ixJ565kv8MlhaR2Ne1j+bVkyRI6d+6MJM+BWal6JXmDCICkXYGK2u5UW52StKmkpyRNlvSqpIOS7a0kLZI0Jfm5qV5fjZmVvVxXwrYADgRaAIeTOWXFSu8rqRGZ+Yz9gLnAJEnjku+hzN6vMdAb+NeqRbf6dPbZZ1NRUcEDDzzgOTArVb8AXpD0XnJ9U2CmpNeAiIg2Ve+QY526ABgdEX9LPpQ0HmiV3PZ2ROyYn5djZuUu1ybswogYI6kpsC9wJfA3vjl/WHV2AWZFxGwASfcAhwJVDw9cQubLwM9aleBWf+6//36uu+46Tj/9dA477LC045jVVYc63CeXOhVAk+TyD4APViekmVmlXA9HVg7h/xa4JSIeBmo7XtUceD/r+txk29ck7QS0SB7PUjB79myOP/54dt55Z4YMGZJ2HLM6i4g5K/up4W611ingYuBoSXPJrIJlj2JslhymfFrS3tU9gaSekiokVcyfP79uL87MylKuTdg8STeTOQ/PeElrr8J9q5V8zcjVQJ8c9nURywPPgZnlpCswPCI2AQ4C7kjq14fAphHRlszc7N2SmlS9c0QMjYh2EdFuww03LGhwMytuuTZSncicJ+yAiPgM+BG1Hz6cR2aGrNImybZKjYHtgYmS3iXzfW/jqhvOdxHLj8o5MJ8PzBqw2uoUQA9gNEBEvAisQ+a0PUsi4uNk+8vA28DWeU9sZmUjpyYsIhZGxP0R8VZy/cOIeKyWu00CtpK0maS1gC5kPmFZ+ZifR0SziGgVEa2Al4COEVHrp5ls9d13332eAzOrpU4l3gN+DSBpWzJN2HxJGyaD/UjaHNgKmF2w5GZW8nIdzF9lEbFc0qlkVtAaAcMiYpqkAUBFRFQtdFYglXNgu+yyi+fArEHLsU71AW6RdAaZIf1jIyIk/RIYIGkZmRNZn+zvqTSzVZG3JgwgIsaTGWTN3nZRDfu2z2cWy1iyZAmdOnXie9/7nufAzKi9TiWnq9izmvvdB9yX94BmVrby2oRZ8TnrrLN4+eWXefDBB2nVqlXacczMzBqs1fqEo5WW++67j7/+9a+cccYZHHrooWnHMTMza9DchDUQ2XNggwcPTjuOmZlZg+cmrAHwHJiZmVnx8UxYA9C3b1/PgZmZmRUZr4SVuXvvvZfrr7+eM88803NgZmZmRcRNWBl7++236dGjB7vuuiuXXXZZ2nHMzMwsi5uwMuU5MDMzs+LmmbAy1bdvX1555RXGjh1Ly5Yt045jZmZmVXglrAxlz4F17Ngx7ThmZmZWDTdhZcZzYGZmZqXBTVgZWbx4MUceeSSNGjXyHJiZmVmR80xYGenbty+TJ09m3LhxngMzMzMrcl4JKxNjxozhhhtuoE+fPhxyyCFpxzEzM7NauAkrA7NmzaJHjx7stttungMzMzMrEW7CStzixYvp1KkTa6yxBvfccw9rrrlm2pHMzMwsB54JK3F9+vTxHJiZmVkJ8kpYCRs9ejQ33nij58DMzMxKkJuwEjVr1ixOOOEEz4GZmZmVKDdhJSh7DmzUqFGeAzMzMytBngkrQdlzYJtuumnacczMzKwOvBJWYirnwPr27es5MDMzsxLmJqyEvPXWW1/PgQ0aNCjtOGZmZrYa3ISViMo5sDXXXNNzYGZmZmXAM2El4swzz2TKlCn84x//8ByYmZlZGfBKWAkYNWoUf/vb3zjrrLM4+OCD045jZmZm9cBNWJF76623OPHEE9l9990ZOHBg2nHMzMysnrgJK2LZc2D+XkgzM7Py4pmwIuY5MDMzs/LllbAi5TkwMzOz8uYmrAhVng9sjz328ByYmZlZmXITVmQWL17MkUceyVprreU5MDMzszLmmbAic8YZZzB16lQeeughWrRokXYcMzMzyxOvhBWRe+65h5tuuomzzz6b3/72t2nHMTMzszxyE1YkKs8Htscee3DppZemHcfMzMzyzE1YEVi0aJHnwMzMzBoYz4QVgco5sIcffthzYGZmZg2EV8JSNnLkSG6++WbOOeccDjrooLTjmJmZWYG4CUvRm2++Sc+ePdlzzz255JJL0o5jZmZmBeQmLCWLFi2iU6dOrL322owcOdJzYGZmZg1MXpswSR0kzZQ0S9K51dx+pqTpkl6V9ISklvnMU0wq58Buv/12z4GZpSiHOrWppKckTU5q1UFZt52X3G+mpAMKm9zMSl3emjBJjYAbgAOB1kBXSa2r7DYZaBcRbYB7gcvzlaeYeA7MrDjkWKcuAEZHRFugC3Bjct/WyfXtgA7AjcnjmZnlJJ8rYbsAsyJidkQsBe4BDs3eISKeioiFydWXgE3ymKcozJw503NgZsWj1joFBNAkufwD4IPk8qHAPRGxJCLeAWYlj2dmlpN8NmHNgfezrs9NttWkBzAhj3lSlz0H5vOBmRWFXOrUxcDRkuYC44HTVuG+ZmY1KorBfElHA+2AK2q4vaekCkkV8+fPL2y4enT66afz6quvcscdd7DJJmW/6GdWLroCwyNiE+Ag4A5JOdfOcqlfZlb/8tmEzQOyJ843SbZ9i6TfAOcDHSNiSXUPFBFDI6JdRLTbcMMN8xI23+6++26GDh3Kueeey4EHHph2HDPLyKVO9QBGA0TEi8A6QLMc71sW9cvM8iOfTdgkYCtJm0lai8wA67jsHSS1BW4m04B9lMcsqZo5cyYnnXSS58DMik+tdQp4D/g1gKRtyTRh85P9ukhaW9JmwFbAvwuW3MxKXt6+tigilks6FXgUaAQMi4hpkgYAFRExjszhx/WBMZIA3ouIjvnKlIaqc2BrrOFvijIrFjnWqT7ALZLOIDOkf2xEBDBN0mhgOrAcOCUiVqTzSsysFOW1I4iI8WQGWbO3XZR1+Tf5fP5i0Lt3b1599VXGjx/vOTCzIpRDnZoO7FnDfQcCA/Ma0MzKVlEM5peru+66i1tuucVzYGZmZvYdbsLypHIObK+99vIcmJmZmX2Hm7A8WLRoEUceeSTf//73GTlypOfAzMzM7DvcHeRB7969ee2115gwYYLnwMzMzKxaXgmrZ5VzYOeddx4dOnRIO46ZmZkVKa+E1aPsObABAwakHcfMStyUKVNo37592jHMCqpbt2707Nkz7RgF4SasnixcuNBzYGZWb7p165Z2BLOCmzJlCoCbMFs1ngMzs/rUs2fPBvM/IrNKDW3l1zNh9eDOO+/k1ltvpV+/fp4DMzMzs5y4CVtNb7zxBieffDJ77703f/7zn9OOY2ZmZiXCTdhq8ByYmZmZ1ZW7htXQu3dvXn/9dR555BGaN2+edhwzMzMrIV4Jq6PsObADDjgg7ThmZmZWYtyE1cGMGTM46aSTPAdmZmZmdeYmbBUtXLiQTp06sd5663kOzMzMzOrMHcQq+tOf/sS0adM8B2ZmZmarxSthq+COO+7g73//O/369WP//fdPO46ZmZmVMDdhOZoxYwYnn3wyv/zlL7n44ovTjmNmZmYlzk1YDjwHZmZmZvXN3UQOTjvttK/nwDbeeOO045iZmVkZ8EpYLW6//XaGDRvmOTAzMzOrV27CVmLGjBn06tWLffbZx3NgZmZmVq/chNWg8nsh11tvPe6++27PgZmZmVm9cmdRg9NOO43p06d7DszMzMzywith1aicAzv//PM9B2ZmZmZ54SasiunTp389B9a/f/+045iZmVmZchOWZcGCBZ4DMzMzs4Jwl5HltNNOY8aMGTz66KOeAzMzM7O88kpYYsSIEdx2221ccMEF7LfffmnHMTMzszLnJozMHNgf//hH2rdv7zkwMzMzK4gG34RVzoGtv/763H333TRq1CjtSGZmZtYANPiZsFNPPfXrObCf/vSnaccxMzOzBqJBr4QNHz6c4cOHew7MzMzMCq7BNmHTpk3zHJiZmZmlpkE2YQsWLKBTp040btzYc2BmZmaWigY5E1Y5B/bYY495DszMzMxS0eBWwirnwC688EJ+85vfpB3HzMzMGqgG1YRlz4FddNFFaccxMzOzBqzBNGGeAzMzM7Ni0mBmwk455RTPgZmZmVnRaBArYcOHD2fEiBGeAzOz75DUQdJMSbMknVvN7X+RNCX5eVPSZ1m3rci6bVxhk5tZqcvrSpikDsC1QCPg1ogYXOX2tYHbgV8AHwOdI+Ld+sxQOQe27777eg7MzL5FUiPgBmA/YC4wSdK4iJheuU9EnJG1/2lA26yHWBQROxYqr5mVl7ythGUVtwOB1kBXSa2r7NYD+DQitgT+AgypzwyV3wvZpEkTz4GZWXV2AWZFxOyIWArcAxy6kv27AiMLkszMyl4+V8K+Lm4AkiqL2/SsfQ4FLk4u3wtcL0kREfUR4JRTTuGNN97g8ccf5yc/+Ul9PKSZlZfmwPtZ1+cCu1a3o6SWwGbAk1mb15FUASwHBkfEg/kKatZQTJkyhfbt26cdY6V23HFHrrnmmtV+nHw2YbkUt6/3iYjlkj4HNgD+m72TpJ5AT4BNN900pyefNGkSI0aMoH///vz617+u0wswM8vSBbg3IlZkbWsZEfMkbQ48Kem1iHg7+051qV9mDVW3bt3SjlBQJfHpyIgYCgwFaNeuXU6rZDvvvDMTJ05kr732yms2Mytp84AWWdc3SbZVpwtwSvaGiJiX/Dlb0kQy82JvV9lnleuXWUPVs2dPevbsmXaMgsnnpyNzKW5f7yNpDeAHZAb068U+++zjOTAzW5lJwFaSNpO0FplG6zufcpS0DdAUeDFrW9Pkw0VIagbsybfHLczMViqfTVguxW0c0D25fATwZH3Ng5mZ1SYilgOnAo8CM4DRETFN0gBJHbN27QLcU6U+bQtUSJoKPEVmJsxNmJnlLG+HI5MZr8ri1ggYVlncgIqIGAf8HbhD0izgEzKFzsysYCJiPDC+yraLqly/uJr7vQDskNdwZlbW8joTVltxi4jFwJH5zGBmZmZWjBrEGfPNzMzMio2bMDMzM7MUuAkzMzMzS4GbMDMzM7MUuAkzMzMzS4GbMDMzM7MUuAkzMzMzS4FK7QT1kuYDc1bhLs2o8oXgJcK5C8u5C2tVc7eMiA3zFaZQXL+KnnMXVqnmhlXLXmP9KrkmbFVJqoiIdmnnWFXOXVjOXVilmrvQSvX35NyF5dyFV1/ZfTjSzMzMLAVuwszMzMxS0BCasKFpB6gj5y4s5y6sUs1daKX6e3LuwnLuwquX7GU/E2ZmZmZWjBrCSpiZmZlZ0SmLJkxSB0kzJc2SdG41t68taVRy+78ktSp8yu/KIfeZkqZLelXSE5JappGzOrVlz9rvcEkhqSg+AZNLbkmdkt/7NEl3FzpjdXL4u7KppKckTU7+vhyURs4qmYZJ+kjS6zXcLknXJa/pVUk7FTpjsXANKyzXr8IqxfoFBaphEVHSP0Aj4G1gc2AtYCrQuso+fwRuSi53AUaVSO59gXWTy72KIXeu2ZP9GgPPAC8B7UohN7AVMBlomlz/cYnkHgr0Si63Bt4tgty/BHYCXq/h9oOACYCA3YB/pZ25iP/7uoYVMHeyn+tX4XIXXf1KsuS9hpXDStguwKyImB0RS4F7gEOr7HMoMCK5fC/wa0kqYMbq1Jo7Ip6KiIXJ1ZeATQqcsSa5/M4BLgGGAIsLGW4lcsl9InBDRHwKEBEfFThjdXLJHUCT5PIPgA8KmK9aEfEM8MlKdjkUuD0yXgJ+KOmnhUlXVFzDCsv1q7BKsn5BYWpYOTRhzYH3s67PTbZVu09ELAc+BzYoSLqa5ZI7Ww8yHXcxqDV7sizbIiIeLmSwWuTyO98a2FrS85JektShYOlqlkvui4GjJc0FxgOnFSbaalnVfwPlyjWssFy/Cqtc6xfUQw1bo17jWF5IOhpoB+yTdpZcSPoecDVwbMpR6mINMkv67cm8a39G0g4R8VmqqWrXFRgeEVdJ2h24Q9L2EfFV2sHMSqmGuX6losHWr3JYCZsHtMi6vkmyrdp9JK1BZrnz44Kkq1kuuZH0G+B8oGNELClQttrUlr0xsD0wUdK7ZI6VjyuC4dZcfudzgXERsSwi3gHeJFPU0pRL7h7AaICIeBFYh8x3mxWznP4NNACuYYXl+lVY5Vq/oD5qWNqDb/UwOLcGMBvYjG+G/rarss8pfHuodXSJ5G5LZqBxq7Tzrmr2KvtPpDgGW3P5nXcARiSXm5FZat6gBHJPAI5NLm9LZqZCRfA7b0XNQ62/5dtDrf9OO28R//d1DStg7ir7u37lP3dR1q8kT15rWOovsJ5+SQeR6fjfBs5Ptg0g884LMl31GGAW8G9g87Qz55j7n8B/gCnJz7i0M+eavcq+RVHEcvydi8yhiOnAa0CXtDPnmLs18HxS4KYA+xdB5pHAh8AyMu/QewAnAydn/a5vSF7Ta8Xyd6RI//u6hhUwd5V9Xb/yn7vo6leSK+81zGfMNzMzM0tBOcyEmZmZmZUcN2FmZmZmKXATZmZmZpYCN2FmZmZmKXATZmZmZpYCN2GWk9q+TT5NkgYkJ4RE0t6SpkmaIqm5pHtrue+tklonl/sVIq+ZWVWSjpV0fXL5Ykl9085k+ecmzHI1nMyJAItORFwUEf9Mrh4FXBYRO0bEvIg4opb7nhAR05OrbsLMbJUow/8vtTrxXxzLSdT+bfIrJWmwpOmSXpV0ZbJtuKSbJFVIelPSwcn2RpKukDQp2f+krMc5R9JrkqZKGpz1OEdIOgHoBFwi6S5JrSpX7pLHvFLS68ljnpZsnyipXfJY309W0O5KVtdOz3regZJ61/X1m1n5SGrLTEm3A68DF2bVqz9n7XdMsm2qpDuSbYdI+pekyZL+KWmjtF6Hpc9f4G15J2kD4HfANhERkn6YdXMrYBdgC+ApSVsCxwCfR8TOktYGnpf0GLANcCiwa0QslPSj7OeJiFsl7QU8FBH3SmqVdXPP5Ll2jIjl1dz3XEmnRsSOSeZWwP3ANcm73C5JTjMzyHwnY3egCXAEmfogMt8z+Usy3+15AbBHRPw3q+Y8B+yW1MITgLOBPgVPb0XBTZgVwufAYuDvkh4CHsq6bXREfAW8JWk2mUZrf6CNpMpDiT8gU/B+A9wWEQsBImJVVuZ+Q+a795bnct+IeFfSx5LaAhsBkyMi7S9MNrPiMSciXkpW9vcHJifb1ydTr34OjImI/8K3as4mwChJPyXzXYrvFDa2FRMfjrR6kRzum5L8DMi+LWl8dgHuBQ4GHsm+ucpDBZl3k6clc107RsRmEfFYPvPX4FbgWOA4YFgKz29mxWtB8qf4Zg51x4jYMiL+vpL7/RW4PiJ2AE4i872g1kC5CbN6ERErsorQRdm3SVof+EFEjAfOIPMOsdKRkr4naQtgc2Am8CjQS9Kayf23lrQe8DhwnKR1k+3fOqRYi8eBkyStsZL7Lqt8zsQDZD6MsHOSycysqkeB45M6R/Kp7B8DT5Kpbxsk2ytrzg+Aecnl7oUOa8XFhyMtJ5JGAu2BZpLmAv1rebeXrTEwVtI6ZN41npl123vAv8nMVZwcEYsl3UpmfusVSQLmA4dFxCOSdgQqJC0FxpP7JxpvBbYGXpW0DLgFuL7KPkOT21+JiKMiYqmkp4DPImJFjs9jZg1IRDwmaVvgxUy54kvg6IiYJmkg8LSkFWQOVx4LXAyMkfQpmUZts1SCW1FQRNWjQWaFIWk4yRB92lmqkwzkvwIcGRFvpZ3HzMzKiw9HmlUjOYHrLOAJN2BmZpYPXgkzMzMzS4FXwszMzMxS4CbMzMzMLAVuwszMzMxS4CbMzMzMLAVuwszMzMxS4CbMzMzMLAX/D8tXfOaExZwxAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x360 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["val_F1_mean, val_F1_sd = mean_and_sd(val_F1)\n","val_acc_mean, val_acc_sd = mean_and_sd(val_acc)\n","val_pr_auc_mean, val_pr_auc_sd = mean_and_sd(val_pr_auc)\n","val_roc_auc_mean, val_roc_auc_sd = mean_and_sd(val_roc_auc)\n","\n","test_F1_mean, test_F1_sd = mean_and_sd(test_F1)\n","test_acc_mean, test_acc_sd = mean_and_sd(test_acc)\n","test_pr_auc_mean, test_pr_auc_sd = mean_and_sd(test_pr_auc)\n","test_roc_auc_mean, test_roc_auc_sd = mean_and_sd(test_roc_auc)\n","\n","\n","print(\"RF\")\n","print(f\"validation F1: {round(val_F1_mean, 3)} +/- {round(val_F1_sd, 3)}\")\n","print(f\"test F1: {round(test_F1_mean, 3)} +/- {round(test_F1_sd, 3)}\")\n","\n","print(f\"validation accuracy: {round(val_acc_mean, 3)} +/- {round(val_acc_sd, 3)}\")\n","print(f\"test accuracy: {round(test_acc_mean, 3)} +/- {round(test_acc_sd, 3)}\")\n","\n","print(f\"validation PR-AUC: {round(val_pr_auc_mean, 3)} +/- {round(val_pr_auc_sd, 3)}\")\n","print(f\"test PR-AUC: {round(test_pr_auc_mean, 3)} +/- {round(test_pr_auc_sd, 3)}\")\n","\n","print(f\"validation ROC-AUC: {round(val_roc_auc_mean, 3)} +/- {round(val_roc_auc_sd, 3)}\")\n","print(f\"test ROC-AUC: {round(test_roc_auc_mean, 3)} +/- {round(test_roc_auc_sd, 3)}\")"],"metadata":{"id":"V5u-nwgk-Ux7","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1651516428974,"user_tz":240,"elapsed":304,"user":{"displayName":"Thomas Smits","userId":"13349275365625627797"}},"outputId":"4b962938-2b93-488d-91b6-26ae6b03a884"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["RF\n","validation F1: 0.774 +/- 0.006\n","test F1: 0.808 +/- 0.003\n","validation accuracy: 0.688 +/- 0.009\n","test accuracy: 0.706 +/- 0.004\n","validation PR-AUC: 0.841 +/- 0.004\n","test PR-AUC: 0.874 +/- 0.002\n","validation ROC-AUC: 0.632 +/- 0.012\n","test ROC-AUC: 0.59 +/- 0.005\n"]}]}]}