{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceType":"competition","sourceId":13451,"datasetId":654585,"databundleVersionId":1188070}],"dockerImageVersionId":30408,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport os\nimport pydicom as dcm\nimport cv2\nimport tensorflow as tf\nimport keras\nfrom tensorflow.keras.applications.resnet50 import ResNet50\nfrom tensorflow.keras.layers import Dense, GlobalAveragePooling2D, Dropout\nfrom keras.models import Model\n\ndcm.config.WARN = 0\n\nTARGET_PATH = \"/kaggle/input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection/stage_2_train.csv\"\nTRAIN_IMG_DIR = \"/kaggle/input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection/stage_2_train/\"\nTEST_IMG_DIR = \"/kaggle/input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection/stage_2_test/\"\nSAMPLE_SUBMISSION = \"/kaggle/input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection/stage_2_sample_submission.csv\"\n\n!python --version","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:06:35.315516Z","iopub.execute_input":"2026-06-13T05:06:35.316165Z","iopub.status.idle":"2026-06-13T05:06:44.131281Z","shell.execute_reply.started":"2026-06-13T05:06:35.316137Z","shell.execute_reply":"2026-06-13T05:06:44.130169Z"}},"outputs":[{"name":"stdout","text":"Python 3.7.12\n","output_type":"stream"}],"execution_count":1},{"cell_type":"markdown","source":"### *Hemorrhage Types*\n> Hemorrhage in the head (intracranial hemorrhage) is a relatively common condition that has many causes ranging from trauma, stroke, aneurysm, vascular malformations, high blood pressure, illicit drugs and blood clotting disorders. The neurologic consequences also vary extensively depending upon the size, type of hemorrhage and location ranging from headache to death. The role of the Radiologist is to detect the hemorrhage, characterize the hemorrhage subtype, its size and to determine if the hemorrhage might be jeopardizing critical areas of the brain that might require immediate surgery.\n>\n> While all acute (i.e. new) hemorrhages appear dense (i.e. white) on computed tomography (CT), the primary imaging features that help Radiologists determine the subtype of hemorrhage are the location, shape and proximity to other structures (see table).\n>\n> Intraparenchymal hemorrhage is blood that is located completely within the brain itself; intraventricular or subarachnoid hemorrhage is blood that has leaked into the spaces of the brain that normally contain cerebrospinal fluid (the ventricles or subarachnoid cisterns). Extra-axial hemorrhages are blood that collects in the tissue coverings that surround the brain (e.g. subdural or epidural subtypes). ee figure.) Patients may exhibit more than one type of cerebral hemorrhage, which c may appear on the same image. While small hemorrhages are less morbid than large hemorrhages typically, even a small hemorrhage can lead to death because it is an indicator of another type of serious abnormality (e.g. cerebral aneurysm). \n>\n> ![image.png](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F603584%2F56162e47358efd77010336a373beb0d2%2Fsubtypes-of-hemorrhage.png?generation=1568657910458946&alt=media)\n>\n> ![image.png](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F603584%2Fda30220341a8c77a9925868023698b8f%2FMeninges-en.png?generation=1566848157664036&alt=media)\n>\n> -- <cite>[RSNA Intracranial Hemorrhage Detection | Kaggle](https://www.kaggle.com/competitions/rsna-intracranial-hemorrhage-detection/overview/hemorrhage-types)</cite>\n\n### Objective\nOur goal is to check if there is any hemorrage and classify its sub-type","metadata":{}},{"cell_type":"markdown","source":"# Load Data","metadata":{}},{"cell_type":"code","source":"y = pd.read_csv(TARGET_PATH)\ny","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:06:44.133711Z","iopub.execute_input":"2026-06-13T05:06:44.134855Z","iopub.status.idle":"2026-06-13T05:06:47.457964Z","shell.execute_reply.started":"2026-06-13T05:06:44.134824Z","shell.execute_reply":"2026-06-13T05:06:47.456996Z"}},"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"                                    ID  Label\n0                ID_12cadc6af_epidural      0\n1        ID_12cadc6af_intraparenchymal      0\n2        ID_12cadc6af_intraventricular      0\n3            ID_12cadc6af_subarachnoid      0\n4                ID_12cadc6af_subdural      0\n...                                ...    ...\n4516837  ID_4a85a3a3f_intraparenchymal      0\n4516838  ID_4a85a3a3f_intraventricular      0\n4516839      ID_4a85a3a3f_subarachnoid      0\n4516840          ID_4a85a3a3f_subdural      0\n4516841               ID_4a85a3a3f_any      0\n\n[4516842 rows x 2 columns]","text/html":"<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>ID</th>\n      <th>Label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>ID_12cadc6af_epidural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>ID_12cadc6af_intraparenchymal</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>ID_12cadc6af_intraventricular</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>ID_12cadc6af_subarachnoid</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>ID_12cadc6af_subdural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>4516837</th>\n      <td>ID_4a85a3a3f_intraparenchymal</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516838</th>\n      <td>ID_4a85a3a3f_intraventricular</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516839</th>\n      <td>ID_4a85a3a3f_subarachnoid</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516840</th>\n      <td>ID_4a85a3a3f_subdural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516841</th>\n      <td>ID_4a85a3a3f_any</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>4516842 rows × 2 columns</p>\n</div>"},"metadata":{}}],"execution_count":2},{"cell_type":"markdown","source":"⇒ For each **patient_id**, e.g. *ID_12cadc6af*, there is a **sub-type**, e.g. *epidural* and the **Label** indicates the diagnosis *True/False*","metadata":{}},{"cell_type":"code","source":"id_train = y.ID.str.rsplit(\"_\", n=1, expand=True)\ny = pd.concat([id_train, y.Label], axis=1)\ny","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:06:47.459268Z","iopub.execute_input":"2026-06-13T05:06:47.459602Z","iopub.status.idle":"2026-06-13T05:06:56.410353Z","shell.execute_reply.started":"2026-06-13T05:06:47.459575Z","shell.execute_reply":"2026-06-13T05:06:56.409463Z"}},"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"                    0                 1  Label\n0        ID_12cadc6af          epidural      0\n1        ID_12cadc6af  intraparenchymal      0\n2        ID_12cadc6af  intraventricular      0\n3        ID_12cadc6af      subarachnoid      0\n4        ID_12cadc6af          subdural      0\n...               ...               ...    ...\n4516837  ID_4a85a3a3f  intraparenchymal      0\n4516838  ID_4a85a3a3f  intraventricular      0\n4516839  ID_4a85a3a3f      subarachnoid      0\n4516840  ID_4a85a3a3f          subdural      0\n4516841  ID_4a85a3a3f               any      0\n\n[4516842 rows x 3 columns]","text/html":"<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>Label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>ID_12cadc6af</td>\n      <td>epidural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>ID_12cadc6af</td>\n      <td>intraparenchymal</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>ID_12cadc6af</td>\n      <td>intraventricular</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>ID_12cadc6af</td>\n      <td>subarachnoid</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>ID_12cadc6af</td>\n      <td>subdural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>4516837</th>\n      <td>ID_4a85a3a3f</td>\n      <td>intraparenchymal</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516838</th>\n      <td>ID_4a85a3a3f</td>\n      <td>intraventricular</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516839</th>\n      <td>ID_4a85a3a3f</td>\n      <td>subarachnoid</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516840</th>\n      <td>ID_4a85a3a3f</td>\n      <td>subdural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516841</th>\n      <td>ID_4a85a3a3f</td>\n      <td>any</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>4516842 rows × 3 columns</p>\n</div>"},"metadata":{}}],"execution_count":3},{"cell_type":"code","source":"y = y.rename(columns={0: \"id\", 1: \"sub_type\", \"Label\": \"label\"})\ny","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:06:56.411728Z","iopub.execute_input":"2026-06-13T05:06:56.412122Z","iopub.status.idle":"2026-06-13T05:06:56.638572Z","shell.execute_reply.started":"2026-06-13T05:06:56.412081Z","shell.execute_reply":"2026-06-13T05:06:56.637371Z"}},"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"                   id          sub_type  label\n0        ID_12cadc6af          epidural      0\n1        ID_12cadc6af  intraparenchymal      0\n2        ID_12cadc6af  intraventricular      0\n3        ID_12cadc6af      subarachnoid      0\n4        ID_12cadc6af          subdural      0\n...               ...               ...    ...\n4516837  ID_4a85a3a3f  intraparenchymal      0\n4516838  ID_4a85a3a3f  intraventricular      0\n4516839  ID_4a85a3a3f      subarachnoid      0\n4516840  ID_4a85a3a3f          subdural      0\n4516841  ID_4a85a3a3f               any      0\n\n[4516842 rows x 3 columns]","text/html":"<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>id</th>\n      <th>sub_type</th>\n      <th>label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>ID_12cadc6af</td>\n      <td>epidural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>ID_12cadc6af</td>\n      <td>intraparenchymal</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>ID_12cadc6af</td>\n      <td>intraventricular</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>ID_12cadc6af</td>\n      <td>subarachnoid</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>ID_12cadc6af</td>\n      <td>subdural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>4516837</th>\n      <td>ID_4a85a3a3f</td>\n      <td>intraparenchymal</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516838</th>\n      <td>ID_4a85a3a3f</td>\n      <td>intraventricular</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516839</th>\n      <td>ID_4a85a3a3f</td>\n      <td>subarachnoid</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516840</th>\n      <td>ID_4a85a3a3f</td>\n      <td>subdural</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4516841</th>\n      <td>ID_4a85a3a3f</td>\n      <td>any</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>4516842 rows × 3 columns</p>\n</div>"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"train_img_filenames = os.listdir(TRAIN_IMG_DIR)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:06:56.641003Z","iopub.execute_input":"2026-06-13T05:06:56.641467Z","iopub.status.idle":"2026-06-13T05:07:07.791975Z","shell.execute_reply.started":"2026-06-13T05:06:56.64144Z","shell.execute_reply":"2026-06-13T05:07:07.791091Z"}},"outputs":[],"execution_count":5},{"cell_type":"markdown","source":"# Target exploration ","metadata":{}},{"cell_type":"markdown","source":"## Data quality","metadata":{}},{"cell_type":"code","source":"y.isnull().sum()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:07.793218Z","iopub.execute_input":"2026-06-13T05:07:07.793612Z","iopub.status.idle":"2026-06-13T05:07:08.353981Z","shell.execute_reply.started":"2026-06-13T05:07:07.793585Z","shell.execute_reply":"2026-06-13T05:07:08.352998Z"}},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"id          0\nsub_type    0\nlabel       0\ndtype: int64"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"y.id.value_counts()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:08.355115Z","iopub.execute_input":"2026-06-13T05:07:08.35553Z","iopub.status.idle":"2026-06-13T05:07:09.778002Z","shell.execute_reply.started":"2026-06-13T05:07:08.3555Z","shell.execute_reply":"2026-06-13T05:07:09.7771Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"ID_489ae4179    12\nID_921490062    12\nID_a64d5deed    12\nID_854fba667    12\nID_2a00b548b     6\n                ..\nID_3c706ed94     6\nID_b5d368b3c     6\nID_9f0d4db5b     6\nID_0828fcd32     6\nID_4a85a3a3f     6\nName: id, Length: 752803, dtype: int64"},"metadata":{}}],"execution_count":7},{"cell_type":"markdown","source":"4 same IDs ⇒ The 4*6 rows could be duplicated","metadata":{}},{"cell_type":"code","source":"len(train_img_filenames)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:09.780145Z","iopub.execute_input":"2026-06-13T05:07:09.780751Z","iopub.status.idle":"2026-06-13T05:07:09.786739Z","shell.execute_reply.started":"2026-06-13T05:07:09.780712Z","shell.execute_reply":"2026-06-13T05:07:09.785683Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"752803"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"y = y.drop_duplicates()  # drop all duplicated rows\ny.id.value_counts()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:09.787796Z","iopub.execute_input":"2026-06-13T05:07:09.78802Z","iopub.status.idle":"2026-06-13T05:07:12.979063Z","shell.execute_reply.started":"2026-06-13T05:07:09.787999Z","shell.execute_reply":"2026-06-13T05:07:12.977844Z"}},"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"ID_12cadc6af    6\nID_6bd45ae5d    6\nID_6eedac503    6\nID_50d5c8dfd    6\nID_a8e2d0929    6\n               ..\nID_7aba4ea56    6\nID_fff8474c5    6\nID_3c706ed94    6\nID_b5d368b3c    6\nID_4a85a3a3f    6\nName: id, Length: 752803, dtype: int64"},"metadata":{}}],"execution_count":9},{"cell_type":"markdown","source":"### Observation\n* 0 null value\n* 752 803 patients\n* 4 same IDs as expected\n* 0 missing line\n\n**List of sub-types :**\n* Epidural\n* Intraparenchymal\n* Intraventricular\n* Subarachnoid\n* Subdural\n* Any = 1 if any sub-type is 1","metadata":{}},{"cell_type":"markdown","source":"## Distribution","metadata":{}},{"cell_type":"code","source":"fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n\nany_label = y.loc[y[\"sub_type\"] == \"any\", \"label\"]\nsns.countplot(x=any_label, ax=axs[0])\naxs[0].set_title(\"Patients mismatch\")\naxs[0].set_xlabel('patient positivity')\n\nsns.countplot(x=y.label, ax=axs[1])\naxs[1].set_title(\"All labels distribution\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:12.980214Z","iopub.execute_input":"2026-06-13T05:07:12.980511Z","iopub.status.idle":"2026-06-13T05:07:14.027146Z","shell.execute_reply.started":"2026-06-13T05:07:12.980486Z","shell.execute_reply":"2026-06-13T05:07:14.026175Z"}},"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'All labels distribution')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x500 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA20AAAHUCAYAAACpqMBeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAABik0lEQVR4nO3dfVwVdf7//+dJ5IgoR7wARPGirUhFraAUXUXXxLys7cJtMdRSyo+mEboWuruZlZSRUVq6lommRbuLtLUWQaaYJaYIq6ip7XpBCqGFoGSgOL8//DHfjiAqcjHq4367ze3WzLxm5j2De977PPOeOTbDMAwBAAAAACzpuvpuAAAAAADg/AhtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtuKbFx8fLZrOZk4uLi9q2bauHH35Yhw4duuT9vfnmm4qPj6+wfP/+/bLZbJWuq0nvvfee4uLiavUYl6pfv37q169ffTfjvM73N7sY5X/X2NjYmm0UgKva66+/LpvNpoCAgPPW2Gw2zZo1y5xft26dbDab1q1bV+W+L7auMuV94pYtWy552wvtc//+/TW2z3Od289Ut8+tTh9a2bFmzZolm82mo0ePXtK+qrJz507NmjWr0us4duxYdejQocaOBWsitAGSli5dqo0bNyo1NVURERF6//331adPHxUXF1/Sfs4XAFq3bq2NGzdq6NChNdTiylkxtL355pt6880367sZ53U5oQ0AquOdd96RJO3YsUObNm2q59Zcfarb51anD62r/n3nzp169tlnKw1tf/nLX5SUlFSrx0f9c6nvBgBWEBAQoKCgIElS//79VVZWpueee04ffvihRo0addn7t9vt6tmz52Xv50rUuXPn+m4CAFjGli1b9J///EdDhw7V6tWrtWTJEvXo0aO+m3VVqYs+t6ysTKdPn7ZE//6b3/ymXo+PusGdNqAS5R/ABw4ckCQ9++yz6tGjh5o3by4PDw/ddtttWrJkiQzDMLfp0KGDduzYobS0NHO4ZflwhfMN1di7d6/CwsLk5eUlu92uTp066Y033nCqKR/q8v7772vmzJny9fWVh4eH7rzzTu3evdus69evn1avXq0DBw44Dfkst3DhQnXv3l1NmjRR06ZNdfPNN2vGjBlVXofydr/88st66aWX1KFDB7m5ualfv37as2ePTp06paefflq+vr5yOBz6/e9/r/z8fKd9VDY88kJtKR9O88UXXygiIkItWrSQh4eHRo8ereLiYuXl5WnkyJFq1qyZWrdurWnTpunUqVNOx7jcv5kkHTt2TFOnTtX1118vu90uLy8vDRkyRN9++22FazVv3jx17NhRTZo0UXBwsNLT06u8tgCuTUuWLJEkvfjii+rVq5cSEhL0888/1+oxt2zZogcffND8DO/QoYP++Mc/mn3cuQoKCvTwww+refPmcnd31/Dhw/W///2vQt3nn3+uAQMGyMPDQ40bN1bv3r21Zs2aC7YnMzNTw4YNM/s+X19fDR06VN9//32V2xmGoblz56p9+/Zq1KiRbrvtNn366acV6irrc48cOaJHH31Ufn5+stvtatWqlXr37q3PP/9cUtV9aPn+5s6dq+eff14dO3aU3W7X2rVrqxyKmZOTo3vvvVceHh5yOBx66KGHdOTIEaeac4fBluvQoYPGjh0r6Wyf+MADD0g6+8VyedvKj1nZ8MhffvlF0dHR6tixo1xdXdWmTRtNmjRJx44dq3CcYcOGKTk5Wbfddpvc3Nx08803m3eDYR3caQMq8d1330mSWrVqJensB/Zjjz2mdu3aSZLS09M1efJkHTp0SH/9618lSUlJSbr//vvlcDjM4YB2u/28x9i5c6d69eqldu3a6ZVXXpGPj48+++wzTZkyRUePHtUzzzzjVD9jxgz17t1bb7/9toqKivTUU09p+PDh2rVrlxo0aKA333xTjz76qP773/9WGCaRkJCgiRMnavLkyYqNjdV1112n7777Tjt37ryo6/HGG2+oW7dueuONN8wgM3z4cPXo0UMNGzbUO++8owMHDmjatGkaP368Pvroo/Pu61LaMn78eN17771KSEhQZmamZsyYodOnT2v37t2699579eijj+rzzz/XSy+9JF9fX0VFRZnbXu7f7Pjx4/rtb3+r/fv366mnnlKPHj104sQJrV+/Xrm5ubr55pudrs/NN99sDqv5y1/+oiFDhmjfvn1yOBwXdY0BXP1Onjyp999/X7fffrsCAgL0yCOPaPz48frHP/6hMWPG1Npx9+/fL39/fz344INq3ry5cnNztXDhQt1+++3auXOnWrZs6VQ/btw4DRw4UO+9955ycnL05z//Wf369dO2bdvUrFkzSdKKFSs0evRo3X333Vq2bJkaNmyov/3tbxo0aJA+++wzDRgwoNK2FBcXa+DAgerYsaPeeOMNeXt7Ky8vT2vXrtXx48erPI9nn31Wzz77rMaNG6f7779fOTk5ioiIUFlZmfz9/avcNjw8XFu3btULL7ygm266SceOHdPWrVv1448/SlKVfWi5119/XTfddJNiY2Pl4eGhG2+8scpj/v73v9fIkSM1YcIE7dixQ3/5y1+0c+dObdq0SQ0bNqxy218bOnSo5syZoxkzZuiNN97QbbfdJun8d9gMw9A999yjNWvWKDo6Wn369NG2bdv0zDPPaOPGjdq4caPT/z/5z3/+o6lTp+rpp5+Wt7e33n77bY0bN0433HCD+vbte9HtRC0zgGvY0qVLDUlGenq6cerUKeP48ePGv//9b6NVq1ZG06ZNjby8vArblJWVGadOnTJmz55ttGjRwjhz5oy5rkuXLkZISEiFbfbt22dIMpYuXWouGzRokNG2bVujsLDQqfbxxx83GjVqZPz000+GYRjG2rVrDUnGkCFDnOr+/ve/G5KMjRs3msuGDh1qtG/fvsLxH3/8caNZs2YXc0kqbXf37t2NsrIyc3lcXJwhyRgxYoRTfWRkpCHJ6ZxCQkKcrsnFtKX87zJ58mSn5ffcc48hyZg3b57T8ltuucW47bbbzru/6vzNZs+ebUgyUlNTz7vf8uvTtWtX4/Tp0+byb775xpBkvP/++1WeJ4Bry/Llyw1JxqJFiwzDMIzjx48bTZo0Mfr06VOhVpLxzDPPmPPlfcHatWurPMbF1J0+fdo4ceKE4e7ubrz22mvm8vLP3t///vdO9V999ZUhyXj++ecNwzCM4uJio3nz5sbw4cOd6srKyozu3bsbd9xxR4V97tu3zzAMw9iyZYshyfjwww+rPI9zFRQUGI0aNTpv2379OV5Zn9ukSRMjMjKyymOcrw8t399vfvMbo7S0tNJ1vz7WM888Y0gynnzySafalStXGpKMFStWmMvO/TuXa9++vTFmzBhz/h//+Md5/65jxoxxandycrIhyZg7d65T3QcffGBIMhYvXux0nEaNGhkHDhwwl508edJo3ry58dhjj1U4FuoPwyMBnR0O2bBhQzVt2lTDhg2Tj4+PPv30U3l7e0uSvvjiC915551yOBxq0KCBGjZsqL/+9a/68ccfKwwHvBi//PKL1qxZo9///vdq3LixTp8+bU5DhgzRL7/8UmF43YgRI5zmu3XrJknnHd7ya3fccYeOHTumP/7xj/rXv/51yW+0GjJkiK677v99XHTq1EmSKjx4Xb784MGDNdKWYcOGVbr/yo577nW43L/Zp59+qptuukl33nnnBWuHDh2qBg0amPOX8rcBrGT9+vUaPny4fH19ZbPZ9OGHH17yPgzDUGxsrG666SbZ7Xb5+flpzpw5Nd/YK9CSJUvk5uamBx98UJLUpEkTPfDAA/ryyy+1d+/eWjvuiRMn9NRTT+mGG26Qi4uLXFxc1KRJExUXF2vXrl0V6s99lrtXr15q37691q5dK0n6+uuv9dNPP2nMmDFO/deZM2d01113afPmzed9kdcNN9wgT09PPfXUU1q0aNFFj/jYuHGjfvnll/O27ULuuOMOxcfH6/nnn1d6enqFIfUXY8SIEZd0h+zcto4cOVIuLi7mdawtX3zxhSSZwyvLPfDAA3J3d68whPWWW24xR6VIUqNGjXTTTTfRh1kMoQ2QtHz5cm3evFmZmZk6fPiwtm3bpt69e0uSvvnmG4WGhkqS3nrrLX311VfavHmzZs6cKenscJdL9eOPP+r06dOaP3++GjZs6DQNGTJEkiqEmRYtWjjNlw9tuJjjh4eHm0MY77vvPnl5ealHjx5KTU29qPY2b97cad7V1bXK5b/88kuNtOVSjvvrY9bE3+zIkSNq27btBeuky/vbAFZSXFys7t27a8GCBdXexxNPPKG3335bsbGx+vbbb/Xxxx/rjjvuqMFWXpm+++47rV+/XkOHDpVhGDp27JiOHTum+++/X5Jq9RmisLAwLViwQOPHj9dnn32mb775Rps3b1arVq0q/Zzy8fGpdFn5UMIffvhBknT//fdX6MNeeuklGYahn376qdK2OBwOpaWl6ZZbbtGMGTPUpUsX+fr66plnnqkySJUf+3xtu5APPvhAY8aM0dtvv63g4GA1b95co0ePVl5e3gW3Lde6deuLrq2sXS4uLmrRooV5LrXlxx9/lIuLi/mIRzmbzeb0dyx3bh8mne3H6MOshWfaAJ29U1P+9shzJSQkqGHDhvr3v/+tRo0amcur8w10OU9PTzVo0EDh4eGaNGlSpTUdO3as9v4r8/DDD+vhhx9WcXGx1q9fr2eeeUbDhg3Tnj17LupbyiupLTXxN2vVqtUFH4oHrjaDBw/W4MGDz7u+tLRUf/7zn7Vy5UodO3ZMAQEBeumll8yXDe3atUsLFy5Udnb2BZ8xuta88847MgxD//znP/XPf/6zwvply5bp+eefd7prXxMKCwv173//W88884yefvppc3lJScl5g1VlQSYvL0833HCDJJnPwM2fP/+8b04sH6lSma5duyohIUGGYWjbtm2Kj4/X7Nmz5ebm5tTGXysPFudr24V+p6xly5aKi4tTXFycDh48qI8++khPP/208vPzlZycXOW25X79cq+LkZeXpzZt2pjzp0+f1o8//ugUkux2u0pKSipseznBrkWLFjp9+rSOHDniFNwMw1BeXp5uv/32au8b9Yc7bcAFlP/o9q870pMnT+rdd9+tUHux30w1btxY/fv3V2Zmprp166agoKAKU2XffF3IxRzf3d1dgwcP1syZM1VaWqodO3Zc8nFqSm21pSb+ZoMHD9aePXvMYSYAzn7h8tVXXykhIUHbtm3TAw88oLvuussc2vfxxx/r+uuv17///W917NhRHTp00Pjx488bDq4VZWVlWrZsmX7zm99o7dq1FaapU6cqNze30jchXi6bzSbDMCq8GOvtt99WWVlZpdusXLnSaf7rr7/WgQMHzHDeu3dvNWvWTDt37qy0/woKCjJHRlyobd27d9err76qZs2aaevWreet7dmzpxo1anTetl2Kdu3a6fHHH9fAgQOdjlnTd5fObevf//53nT592umNyh06dNC2bduc6r744gudOHHCadmljOAofwnMihUrnJYnJiaquLj4vC+JgbVxpw24gKFDh2revHkKCwvTo48+qh9//FGxsbGVvhmy/NvDDz74QNdff70aNWqkrl27Vrrf1157Tb/97W/Vp08f/d///Z86dOig48eP67vvvtPHH39crbDQtWtXrVq1SgsXLlRgYKCuu+46BQUFKSIiQm5uburdu7dat26tvLw8xcTEyOFw1Pk3bnXRlpr4m0VGRuqDDz7Q3Xffraefflp33HGHTp48qbS0NA0bNkz9+/evkbYCV4r//ve/ev/99/X999/L19dXkjRt2jQlJydr6dKlmjNnjv73v//pwIED+sc//qHly5errKxMTz75pO6///5r+guQTz/9VIcPH3a6K/lrAQEBWrBggZYsWVLhWd7L5eHhob59++rll19Wy5Yt1aFDB6WlpWnJkiXmmyDPtWXLFo0fP14PPPCAcnJyNHPmTLVp00YTJ06UdPZZvPnz52vMmDH66aefdP/998vLy0tHjhzRf/7zHx05ckQLFy6sdN///ve/9eabb+qee+7R9ddfL8MwtGrVKh07dkwDBw4873l4enpq2rRpev75553aNmvWrAsOjywsLFT//v0VFhamm2++WU2bNtXmzZuVnJyse++916w7Xx9aXatWrZKLi4sGDhxovj2ye/fuGjlypFkTHh6uv/zlL/rrX/+qkJAQ7dy5UwsWLKjw5uGAgABJ0uLFi9W0aVM1atRIHTt2rPQL3oEDB2rQoEF66qmnVFRUpN69e5tvj7z11lsVHh5e7XNC/SG0ARfwu9/9Tu+8845eeuklDR8+XG3atFFERIS8vLw0btw4p9pnn31Wubm5ioiI0PHjx9W+fXvt37+/0v127txZW7du1XPPPac///nPys/PV7NmzXTjjTeaz7VdqieeeEI7duzQjBkzVFhYKMMwZBiG+vTpo/j4eP39739XQUGBWrZsqd/+9rdavnx5hTHvta0u2lITf7OmTZtqw4YNmjVrlhYvXqxnn31Wnp6euv322/Xoo4/WSDuBK8nWrVtlGIZuuukmp+UlJSXm/3E8c+aMSkpKtHz5crNuyZIlCgwM1O7du6/ZIZNLliyRq6urHn744UrXt2zZUr///e/1z3/+Uz/88EOVQwur47333tMTTzyh6dOn6/Tp0+rdu7dSU1MrvNTp1+1999139eCDD6qkpET9+/fXa6+95vQ88UMPPaR27dpp7ty5euyxx3T8+HF5eXnplltuqfACjF+78cYb1axZM82dO1eHDx+Wq6ur/P39FR8ff8GfPZg9e7bc3d315ptv6t1339XNN9+sRYsWKTY2tsrtGjVqpB49eujdd9/V/v37derUKbVr105PPfWUpk+fbtadrw+trlWrVmnWrFlauHChbDabhg8frri4OKe7kH/6059UVFSk+Ph4xcbG6o477tDf//533X333U776tixo+Li4vTaa6+pX79+Kisr09KlSyu91uUvEZo1a5aWLl2qF154QS1btlR4eLjmzJlT5c8RwbpsxuX8awQAAFclm82mpKQk3XPPPZLOvshh1KhR2rFjR4Xnrpo0aSIfHx8988wzmjNnjtMLJU6ePKnGjRsrJSWlyjspAIDz404bAAC4oFtvvVVlZWXKz89Xnz59Kq3p3bu3Tp8+rf/+97/mD//u2bNHkur8hUcAcDXhThsAAJB09ve8vvvuO0lnQ9q8efPUv39/NW/eXO3atdNDDz2kr776Sq+88opuvfVWHT16VF988YW6du2qIUOG6MyZM7r99tvVpEkTxcXF6cyZM5o0aZI8PDyUkpJSz2cHAFcuQhsAAJAkrVu3rtKX7IwZM0bx8fE6deqUnn/+eS1fvlyHDh1SixYtFBwcrGeffdZ86dLhw4c1efJkpaSkmG+IfeWVVyr8viIA4OIR2gAAAADAwvidNgAAAACwMEIbAAAAAFgYb4+sY2fOnNHhw4fVtGlT2Wy2+m4OAFwzDMPQ8ePH5evrq+uu4zvLcvRLAFB/LrZvIrTVscOHD8vPz6++mwEA16ycnBy1bdu2vpthGfRLAFD/LtQ3EdrqWNOmTSWd/cN4eHjUc2sA4NpRVFQkPz8/83MYZ9EvAUD9udi+idBWx8qHnnh4eNA5AkA9YAigM/olAKh/F+qbGNQPAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWJhLfTcA1RP4p+X13QRcYTJeHl3fTQBwlaNvwqWibwIuDnfaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAALCgmJkY2m02RkZFV1qWlpSkwMFCNGjXS9ddfr0WLFtVNAwEAdYbQBgCAxWzevFmLFy9Wt27dqqzbt2+fhgwZoj59+igzM1MzZszQlClTlJiYWEctBQDUBUIbAAAWcuLECY0aNUpvvfWWPD09q6xdtGiR2rVrp7i4OHXq1Enjx4/XI488otjY2PNuU1JSoqKiIqcJAGBt9R7aDh06pIceekgtWrRQ48aNdcsttygjI8NcbxiGZs2aJV9fX7m5ualfv37asWOH0z5KSko0efJktWzZUu7u7hoxYoS+//57p5qCggKFh4fL4XDI4XAoPDxcx44dc6o5ePCghg8fLnd3d7Vs2VJTpkxRaWmpU8327dsVEhIiNzc3tWnTRrNnz5ZhGDV7UQAA16xJkyZp6NChuvPOOy9Yu3HjRoWGhjotGzRokLZs2aJTp05Vuk1MTIzZFzocDvn5+dVIuwEAtadeQ1tBQYF69+6thg0b6tNPP9XOnTv1yiuvqFmzZmbN3LlzNW/ePC1YsECbN2+Wj4+PBg4cqOPHj5s1kZGRSkpKUkJCgjZs2KATJ05o2LBhKisrM2vCwsKUlZWl5ORkJScnKysrS+Hh4eb6srIyDR06VMXFxdqwYYMSEhKUmJioqVOnmjVFRUUaOHCgfH19tXnzZs2fP1+xsbGaN29e7V4oAMA1ISEhQVu3blVMTMxF1efl5cnb29tpmbe3t06fPq2jR49Wuk10dLQKCwvNKScn57LbDQCoXS71efCXXnpJfn5+Wrp0qbmsQ4cO5n8bhqG4uDjNnDlT9957ryRp2bJl8vb21nvvvafHHntMhYWFWrJkid59913zW8kVK1bIz89Pn3/+uQYNGqRdu3YpOTlZ6enp6tGjhyTprbfeUnBwsHbv3i1/f3+lpKRo586dysnJka+vryTplVde0dixY/XCCy/Iw8NDK1eu1C+//KL4+HjZ7XYFBARoz549mjdvnqKiomSz2eroygEArjY5OTl64oknlJKSokaNGl30duf2PeWjP87XJ9ntdtnt9uo3FABQ5+r1TttHH32koKAgPfDAA/Ly8tKtt96qt956y1y/b98+5eXlOQ39sNvtCgkJ0ddffy1JysjI0KlTp5xqfH19FRAQYNZs3LhRDofDDGyS1LNnTzkcDqeagIAAM7BJZ4eYlJSUmMM1N27cqJCQEKfObtCgQTp8+LD2799f6Tny7AAA4GJkZGQoPz9fgYGBcnFxkYuLi9LS0vT666/LxcXFafRIOR8fH+Xl5Tkty8/Pl4uLi1q0aFFXTQcA1LJ6DW3/+9//tHDhQt1444367LPPNGHCBE2ZMkXLly+XJLMjqmzoR/m6vLw8ubq6VnhY+9waLy+vCsf38vJyqjn3OJ6ennJ1da2ypnz+3E6zHM8OAAAuxoABA7R9+3ZlZWWZU1BQkEaNGqWsrCw1aNCgwjbBwcFKTU11WpaSkqKgoCA1bNiwrpoOAKhl9To88syZMwoKCtKcOXMkSbfeeqt27NihhQsXavTo0WZdZUM/LjQU8dyayuprouZCw1Cio6MVFRVlzhcVFRHcAAAVNG3aVAEBAU7L3N3d1aJFC3N5dHS0Dh06ZH65OWHCBC1YsEBRUVGKiIjQxo0btWTJEr3//vt13n4AQO2p1zttrVu3VufOnZ2WderUSQcPHpR0dtiHVPEuVn5+vnmHy8fHR6WlpSooKKiy5ocffqhw/CNHjjjVnHucgoICnTp1qsqa/Px8SRXvBpaz2+3y8PBwmgAAqI7c3Fyzj5Skjh076pNPPtG6det0yy236LnnntPrr7+u++67rx5bCQCoafUa2nr37q3du3c7LduzZ4/at28v6Wxn5OPj4zT0o7S0VGlpaerVq5ckKTAwUA0bNnSqyc3NVXZ2tlkTHByswsJCffPNN2bNpk2bVFhY6FSTnZ2t3NxcsyYlJUV2u12BgYFmzfr1651+BiAlJUW+vr5OL1ABAKAmrFu3TnFxceZ8fHy81q1b51QTEhKirVu3qqSkRPv27dOECRPqtpEAgFpXr6HtySefVHp6uubMmaPvvvtO7733nhYvXqxJkyZJOjvkMDIyUnPmzFFSUpKys7M1duxYNW7cWGFhYZIkh8OhcePGaerUqVqzZo0yMzP10EMPqWvXrubbJDt16qS77rpLERERSk9PV3p6uiIiIjRs2DD5+/tLkkJDQ9W5c2eFh4crMzNTa9as0bRp0xQREWHeHQsLC5PdbtfYsWOVnZ2tpKQkzZkzhzdHAgAAAKg19fpM2+23366kpCRFR0dr9uzZ6tixo+Li4jRq1CizZvr06Tp58qQmTpyogoIC9ejRQykpKWratKlZ8+qrr8rFxUUjR47UyZMnNWDAAMXHxzs9tL1y5UpNmTLFfMvkiBEjtGDBAnN9gwYNtHr1ak2cOFG9e/eWm5ubwsLCFBsba9Y4HA6lpqZq0qRJCgoKkqenp6KiopyeWQMAAACAmmQzyt+kgTpRVFQkh8OhwsLCy3q+LfBPy2uwVbgWZLw8+sJFwFWspj5/rzY1eV3om3Cp6JtwrbvYz+B6HR4JAAAAAKgaoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAACwgIULF6pbt27y8PCQh4eHgoOD9emnn563ft26dbLZbBWmb7/9tg5bDQCoCy713QAAACC1bdtWL774om644QZJ0rJly3T33XcrMzNTXbp0Oe92u3fvloeHhznfqlWrWm8rAKBuEdoAALCA4cOHO82/8MILWrhwodLT06sMbV5eXmrWrFkttw4AUJ8YHgkAgMWUlZUpISFBxcXFCg4OrrL21ltvVevWrTVgwACtXbv2gvsuKSlRUVGR0wQAsDZCGwAAFrF9+3Y1adJEdrtdEyZMUFJSkjp37lxpbevWrbV48WIlJiZq1apV8vf314ABA7R+/foqjxETEyOHw2FOfn5+tXEqAIAaxPBIAAAswt/fX1lZWTp27JgSExM1ZswYpaWlVRrc/P395e/vb84HBwcrJydHsbGx6tu373mPER0draioKHO+qKiI4AYAFkdoAwDAIlxdXc0XkQQFBWnz5s167bXX9Le//e2itu/Zs6dWrFhRZY3dbpfdbr/stgIA6g7DIwEAsCjDMFRSUnLR9ZmZmWrdunUttggAUB+40wYAgAXMmDFDgwcPlp+fn44fP66EhAStW7dOycnJks4Oazx06JCWL18uSYqLi1OHDh3UpUsXlZaWasWKFUpMTFRiYmJ9ngYAoBYQ2gAAsIAffvhB4eHhys3NlcPhULdu3ZScnKyBAwdKknJzc3Xw4EGzvrS0VNOmTdOhQ4fk5uamLl26aPXq1RoyZEh9nQIAoJYQ2gAAsIAlS5ZUuT4+Pt5pfvr06Zo+fXottggAYBU80wYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsLB6DW2zZs2SzWZzmnx8fMz1hmFo1qxZ8vX1lZubm/r166cdO3Y47aOkpESTJ09Wy5Yt5e7urhEjRuj77793qikoKFB4eLgcDoccDofCw8N17Ngxp5qDBw9q+PDhcnd3V8uWLTVlyhSVlpY61Wzfvl0hISFyc3NTmzZtNHv2bBmGUbMXBQAAAAB+pd7vtHXp0kW5ubnmtH37dnPd3LlzNW/ePC1YsECbN2+Wj4+PBg4cqOPHj5s1kZGRSkpKUkJCgjZs2KATJ05o2LBhKisrM2vCwsKUlZWl5ORkJScnKysrS+Hh4eb6srIyDR06VMXFxdqwYYMSEhKUmJioqVOnmjVFRUUaOHCgfH19tXnzZs2fP1+xsbGaN29eLV8hAAAAANeyev9xbRcXF6e7a+UMw1BcXJxmzpype++9V5K0bNkyeXt767333tNjjz2mwsJCLVmyRO+++67uvPNOSdKKFSvk5+enzz//XIMGDdKuXbuUnJys9PR09ejRQ5L01ltvKTg4WLt375a/v79SUlK0c+dO5eTkyNfXV5L0yiuvaOzYsXrhhRfk4eGhlStX6pdfflF8fLzsdrsCAgK0Z88ezZs3T1FRUbLZbJWeX0lJiUpKSsz5oqKiGr1+AAAAAK5u9X6nbe/evfL19VXHjh314IMP6n//+58kad++fcrLy1NoaKhZa7fbFRISoq+//lqSlJGRoVOnTjnV+Pr6KiAgwKzZuHGjHA6HGdgkqWfPnnI4HE41AQEBZmCTpEGDBqmkpEQZGRlmTUhIiOx2u1PN4cOHtX///vOeX0xMjDks0+FwyM/Pr7qXCgAAAMA1qF5DW48ePbR8+XJ99tlneuutt5SXl6devXrpxx9/VF5eniTJ29vbaRtvb29zXV5enlxdXeXp6VlljZeXV4Vje3l5OdWcexxPT0+5urpWWVM+X15TmejoaBUWFppTTk5O1RcFAAAAAH6lXodHDh482Pzvrl27Kjg4WL/5zW+0bNky9ezZU5IqDDs0DOO8QxHPV1NZfU3UlL+EpKr22O12p7tzAAAAAHAp6n145K+5u7ura9eu2rt3r/mc27l3sfLz8807XD4+PiotLVVBQUGVNT/88EOFYx05csSp5tzjFBQU6NSpU1XW5OfnS6p4NxAAAAAAaoqlQltJSYl27dql1q1bq2PHjvLx8VFqaqq5vrS0VGlpaerVq5ckKTAwUA0bNnSqyc3NVXZ2tlkTHByswsJCffPNN2bNpk2bVFhY6FSTnZ2t3NxcsyYlJUV2u12BgYFmzfr1651+BiAlJUW+vr7q0KFDzV8MAAAAAFA9h7Zp06YpLS1N+/bt06ZNm3T//ferqKhIY8aMkc1mU2RkpObMmaOkpCRlZ2dr7Nixaty4scLCwiRJDodD48aN09SpU7VmzRplZmbqoYceUteuXc23SXbq1El33XWXIiIilJ6ervT0dEVERGjYsGHy9/eXJIWGhqpz584KDw9XZmam1qxZo2nTpikiIkIeHh6Szv5sgN1u19ixY5Wdna2kpCTNmTOnyjdHAgAAAMDlqtdn2r7//nv98Y9/1NGjR9WqVSv17NlT6enpat++vSRp+vTpOnnypCZOnKiCggL16NFDKSkpatq0qbmPV199VS4uLho5cqROnjypAQMGKD4+Xg0aNDBrVq5cqSlTpphvmRwxYoQWLFhgrm/QoIFWr16tiRMnqnfv3nJzc1NYWJhiY2PNGofDodTUVE2aNElBQUHy9PRUVFSUoqKiavsyAQAAALiG2Yzyt2mgThQVFcnhcKiwsNC8i1cdgX9aXoOtwrUg4+XR9d0EoF7V1Ofv1aYmrwt9Ey4VfROudRf7GWypZ9oAAAAAAM4IbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQBgAQsXLlS3bt3k4eEhDw8PBQcH69NPP61ym7S0NAUGBqpRo0a6/vrrtWjRojpqLQCgLhHaAACwgLZt2+rFF1/Uli1btGXLFv3ud7/T3XffrR07dlRav2/fPg0ZMkR9+vRRZmamZsyYoSlTpigxMbGOWw4AqG0u9d0AAAAgDR8+3Gn+hRde0MKFC5Wenq4uXbpUqF+0aJHatWunuLg4SVKnTp20ZcsWxcbG6r777quLJgMA6gh32gAAsJiysjIlJCSouLhYwcHBldZs3LhRoaGhTssGDRqkLVu26NSpU+fdd0lJiYqKipwmAIC1EdoAALCI7du3q0mTJrLb7ZowYYKSkpLUuXPnSmvz8vLk7e3ttMzb21unT5/W0aNHz3uMmJgYORwOc/Lz86vRcwAA1DxCGwAAFuHv76+srCylp6fr//7v/zRmzBjt3LnzvPU2m81p3jCMSpf/WnR0tAoLC80pJyenZhoPAKg1PNMGAIBFuLq66oYbbpAkBQUFafPmzXrttdf0t7/9rUKtj4+P8vLynJbl5+fLxcVFLVq0OO8x7Ha77HZ7zTYcAFCruNMGAIBFGYahkpKSStcFBwcrNTXVaVlKSoqCgoLUsGHDumgeAKCOENoAALCAGTNm6Msvv9T+/fu1fft2zZw5U+vWrdOoUaMknR3WOHr0aLN+woQJOnDggKKiorRr1y698847WrJkiaZNm1ZfpwAAqCUMjwQAwAJ++OEHhYeHKzc3Vw6HQ926dVNycrIGDhwoScrNzdXBgwfN+o4dO+qTTz7Rk08+qTfeeEO+vr56/fXXed0/AFyFCG0AAFjAkiVLqlwfHx9fYVlISIi2bt1aSy0CAFgFwyMBAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwy4S2mJgY2Ww2RUZGmssMw9CsWbPk6+srNzc39evXTzt27HDarqSkRJMnT1bLli3l7u6uESNG6Pvvv3eqKSgoUHh4uBwOhxwOh8LDw3Xs2DGnmoMHD2r48OFyd3dXy5YtNWXKFJWWljrVbN++XSEhIXJzc1ObNm00e/ZsGYZRo9cBAAAAAH7NEqFt8+bNWrx4sbp16+a0fO7cuZo3b54WLFigzZs3y8fHRwMHDtTx48fNmsjISCUlJSkhIUEbNmzQiRMnNGzYMJWVlZk1YWFhysrKUnJyspKTk5WVlaXw8HBzfVlZmYYOHari4mJt2LBBCQkJSkxM1NSpU82aoqIiDRw4UL6+vtq8ebPmz5+v2NhYzZs3rxavDAAAAIBrnUt9N+DEiRMaNWqU3nrrLT3//PPmcsMwFBcXp5kzZ+ree++VJC1btkze3t5677339Nhjj6mwsFBLlizRu+++qzvvvFOStGLFCvn5+enzzz/XoEGDtGvXLiUnJys9PV09evSQJL311lsKDg7W7t275e/vr5SUFO3cuVM5OTny9fWVJL3yyisaO3asXnjhBXl4eGjlypX65ZdfFB8fL7vdroCAAO3Zs0fz5s1TVFSUbDZbHV85AAAAANeCer/TNmnSJA0dOtQMXeX27dunvLw8hYaGmsvsdrtCQkL09ddfS5IyMjJ06tQppxpfX18FBASYNRs3bpTD4TADmyT17NlTDofDqSYgIMAMbJI0aNAglZSUKCMjw6wJCQmR3W53qjl8+LD2799/3vMrKSlRUVGR0wQAAAAAF6teQ1tCQoK2bt2qmJiYCuvy8vIkSd7e3k7Lvb29zXV5eXlydXWVp6dnlTVeXl4V9u/l5eVUc+5xPD095erqWmVN+Xx5TWViYmLMZ+kcDof8/PzOWwsAAAAA56q30JaTk6MnnnhCK1asUKNGjc5bd+6wQ8MwLjgU8dyayuproqb8JSRVtSc6OlqFhYXmlJOTU2XbAQAAAODX6i20ZWRkKD8/X4GBgXJxcZGLi4vS0tL0+uuvy8XF5bx3sfLz8811Pj4+Ki0tVUFBQZU1P/zwQ4XjHzlyxKnm3OMUFBTo1KlTVdbk5+dLqng38Nfsdrs8PDycJgAAAAC4WPUW2gYMGKDt27crKyvLnIKCgjRq1ChlZWXp+uuvl4+Pj1JTU81tSktLlZaWpl69ekmSAgMD1bBhQ6ea3NxcZWdnmzXBwcEqLCzUN998Y9Zs2rRJhYWFTjXZ2dnKzc01a1JSUmS32xUYGGjWrF+/3ulnAFJSUuTr66sOHTrU/AUCAAAAANXj2yObNm2qgIAAp2Xu7u5q0aKFuTwyMlJz5szRjTfeqBtvvFFz5sxR48aNFRYWJklyOBwaN26cpk6dqhYtWqh58+aaNm2aunbtar7YpFOnTrrrrrsUERGhv/3tb5KkRx99VMOGDZO/v78kKTQ0VJ07d1Z4eLhefvll/fTTT5o2bZoiIiLMO2NhYWF69tlnNXbsWM2YMUN79+7VnDlz9Ne//pU3RwIAAACoNfX+yv+qTJ8+XSdPntTEiRNVUFCgHj16KCUlRU2bNjVrXn31Vbm4uGjkyJE6efKkBgwYoPj4eDVo0MCsWblypaZMmWK+ZXLEiBFasGCBub5BgwZavXq1Jk6cqN69e8vNzU1hYWGKjY01axwOh1JTUzVp0iQFBQXJ09NTUVFRioqKqoMrAQAAAOBaZTPK36aBOlFUVCSHw6HCwsLLer4t8E/La7BVuBZkvDy6vpsA1Kua+vy92tTkdaFvwqWib8K17mI/g+v9d9oAAAAAAOdHaAMAAAAACyO0AQBgATExMbr99tvVtGlTeXl56Z577tHu3bur3GbdunWy2WwVpm+//baOWg0AqAuENgAALCAtLU2TJk1Senq6UlNTdfr0aYWGhqq4uPiC2+7evVu5ubnmdOONN9ZBiwEAdcXSb48EAOBakZyc7DS/dOlSeXl5KSMjQ3379q1yWy8vLzVr1qwWWwcAqE/caQMAwIIKCwslSc2bN79g7a233qrWrVtrwIABWrt2bZW1JSUlKioqcpoAANZGaAMAwGIMw1BUVJR++9vfKiAg4Lx1rVu31uLFi5WYmKhVq1bJ399fAwYM0Pr168+7TUxMjBwOhzn5+fnVxikAAGoQwyMBALCYxx9/XNu2bdOGDRuqrPP395e/v785HxwcrJycHMXGxp53SGV0dLSioqLM+aKiIoIbAFgcd9oAALCQyZMn66OPPtLatWvVtm3bS96+Z8+e2rt373nX2+12eXh4OE0AAGvjThsAABZgGIYmT56spKQkrVu3Th07dqzWfjIzM9W6desabh0AoD4R2gAAsIBJkybpvffe07/+9S81bdpUeXl5kiSHwyE3NzdJZ4c2Hjp0SMuXL5ckxcXFqUOHDurSpYtKS0u1YsUKJSYmKjExsd7OAwBQ86o1PPJ3v/udjh07VmF5UVGRfve7311umwAAuKLURL+4cOFCFRYWql+/fmrdurU5ffDBB2ZNbm6uDh48aM6XlpZq2rRp6tatm/r06aMNGzZo9erVuvfeey/7nAAA1lGtO23r1q1TaWlpheW//PKLvvzyy8tuFAAAV5Ka6BcNw7hgTXx8vNP89OnTNX369IvaPwDgynVJoW3btm3mf+/cudMcuiFJZWVlSk5OVps2bWqudQAAWBj9IgCgLlxSaLvllltks9lks9kqHe7h5uam+fPn11jjAACwMvpFAEBduKTQtm/fPhmGoeuvv17ffPONWrVqZa5zdXWVl5eXGjRoUOONBADAiugXAQB14ZJCW/v27SVJZ86cqZXGAABwJaFfBADUhWq/8n/Pnj1at26d8vPzK3RWf/3rXy+7YQAAXEnoFwEAtaVaoe2tt97S//3f/6lly5by8fGRzWYz19lsNjonAMA1hX4RAFCbqhXann/+eb3wwgt66qmnaro9AABccegXAQC1qVo/rl1QUKAHHnigptsCAMAViX4RAFCbqhXaHnjgAaWkpNR0WwAAuCLRLwIAalO1hkfecMMN+stf/qL09HR17dpVDRs2dFo/ZcqUGmkcAABXAvpFAEBtqlZoW7x4sZo0aaK0tDSlpaU5rbPZbHROAIBrCv0iAKA2VSu07du3r6bbAQDAFYt+EQBQm6r1TBsAAAAAoG5U607bI488UuX6d955p1qNAQDgSkS/CACoTdUKbQUFBU7zp06dUnZ2to4dO6bf/e53NdIwAACuFPSLAIDaVK3QlpSUVGHZmTNnNHHiRF1//fWX3SgAAK4k9IsAgNpUY8+0XXfddXryySf16quv1tQuAQC4YtEvAgBqSo2+iOS///2vTp8+XZO7BADgikW/CACoCdUaHhkVFeU0bxiGcnNztXr1ao0ZM6ZGGgYAwJWCfhEAUJuqFdoyMzOd5q+77jq1atVKr7zyygXfoAUAwNWGfhEAUJuqFdrWrl1b0+0AAOCKRb8IAKhN1Qpt5Y4cOaLdu3fLZrPppptuUqtWrWqqXQAAXHHoFwEAtaFaLyIpLi7WI488otatW6tv377q06ePfH19NW7cOP3888813UYAACyNfhEAUJuqFdqioqKUlpamjz/+WMeOHdOxY8f0r3/9S2lpaZo6dWpNtxEAAEujXwQA1KZqDY9MTEzUP//5T/Xr189cNmTIELm5uWnkyJFauHBhTbUPAADLo18EANSmat1p+/nnn+Xt7V1huZeXF8NAAADXHPpFAEBtqlZoCw4O1jPPPKNffvnFXHby5Ek9++yzCg4OrrHGAQBwJaBfBADUpmoNj4yLi9PgwYPVtm1bde/eXTabTVlZWbLb7UpJSanpNgIAYGn0iwCA2lSt0Na1a1ft3btXK1as0LfffivDMPTggw9q1KhRcnNzq+k2AgBgafSLAIDaVK3QFhMTI29vb0VERDgtf+edd3TkyBE99dRTNdI4AACuBPSLAIDaVK1n2v72t7/p5ptvrrC8S5cuWrRo0WU3CgCAKwn9IgCgNlUrtOXl5al169YVlrdq1Uq5ubmX3SgAAK4k9IsAgNpUrdDm5+enr776qsLyr776Sr6+vpfdKAAAriQ10S/GxMTo9ttvV9OmTeXl5aV77rlHu3fvvuB2aWlpCgwMVKNGjXT99ddzZw8ArkLVCm3jx49XZGSkli5dqgMHDujAgQN655139OSTT1YYz1+VhQsXqlu3bvLw8JCHh4eCg4P16aefmusNw9CsWbPk6+srNzc39evXTzt27HDaR0lJiSZPnqyWLVvK3d1dI0aM0Pfff+9UU1BQoPDwcDkcDjkcDoWHh+vYsWNONQcPHtTw4cPl7u6uli1basqUKSotLXWq2b59u0JCQuTm5qY2bdpo9uzZMgzjos8XAHB1qol+MS0tTZMmTVJ6erpSU1N1+vRphYaGqri4+Lzb7Nu3T0OGDFGfPn2UmZmpGTNmaMqUKUpMTKypUwMAWEC1XkQyffp0/fTTT5o4caIZbBo1aqSnnnpK0dHRF72ftm3b6sUXX9QNN9wgSVq2bJnuvvtuZWZmqkuXLpo7d67mzZun+Ph43XTTTXr++ec1cOBA7d69W02bNpUkRUZG6uOPP1ZCQoJatGihqVOnatiwYcrIyFCDBg0kSWFhYfr++++VnJwsSXr00UcVHh6ujz/+WJJUVlamoUOHqlWrVtqwYYN+/PFHjRkzRoZhaP78+ZKkoqIiDRw4UP3799fmzZu1Z88ejR07Vu7u7po6dWp1LiMA4CpRE/1ieR9VbunSpfLy8lJGRob69u1b6TaLFi1Su3btFBcXJ0nq1KmTtmzZotjYWN13333VPyEAgKXYjMu4VXTixAnt2rVLbm5uuvHGG2W32y+7Qc2bN9fLL7+sRx55RL6+voqMjDTfulVSUiJvb2+99NJLeuyxx1RYWKhWrVrp3Xff1R/+8AdJ0uHDh+Xn56dPPvlEgwYN0q5du9S5c2elp6erR48ekqT09HQFBwfr22+/lb+/vz799FMNGzZMOTk55jCWhIQEjR07Vvn5+fLw8NDChQsVHR2tH374wTzPF198UfPnz9f3338vm812UedXVFQkh8OhwsJCeXh4VPs6Bf5pebW3xbUp4+XR9d0EoF7V1OdvVWqyX/zuu+904403avv27QoICKi0pm/fvrr11lv12muvmcuSkpI0cuRI/fzzz2rYsGGFbUpKSlRSUmLOFxUVyc/Pr0auC30TLhV9E651F9s3VWt4ZLkmTZro9ttvV0BAwGUHtrKyMiUkJKi4uFjBwcHat2+f8vLyFBoaatbY7XaFhITo66+/liRlZGTo1KlTTjW+vr4KCAgwazZu3CiHw2EGNknq2bOnHA6HU01AQIDTcweDBg1SSUmJMjIyzJqQkBCn8xw0aJAOHz6s/fv3n/e8SkpKVFRU5DQBAK5ONdUvGoahqKgo/fa3vz1vYJPOvgDF29vbaZm3t7dOnz6to0ePVrpNTEyM+biAw+GQn59ftdsJAKgblxXaasL27dvVpEkT2e12TZgwQUlJSercubPy8vIkqdLOqHxdXl6eXF1d5enpWWWNl5dXheN6eXk51Zx7HE9PT7m6ulZZUz5fXlMZOkcAwKV6/PHHtW3bNr3//vsXrD13pEf5AJrzjQCJjo5WYWGhOeXk5Fx+gwEAtapaz7TVJH9/f2VlZenYsWNKTEzUmDFjlJaWZq6vrDO60FDEc2sqq6+Jmgt1jNLZzjEqKsqcLx+GAgBAZSZPnqyPPvpI69evV9u2baus9fHxqfDFYX5+vlxcXNSiRYtKt7Hb7TXyOAMAoO7U+502V1dX3XDDDQoKClJMTIy6d++u1157TT4+PpIq3sXKz88373D5+PiotLRUBQUFVdb88MMPFY575MgRp5pzj1NQUKBTp05VWZOfny+p4t3AX7Pb7ebbMcsnAADOZRiGHn/8ca1atUpffPGFOnbseMFtgoODlZqa6rQsJSVFQUFBlT7PBgC4MtV7aDuXYRgqKSlRx44d5ePj49QZlZaWKi0tTb169ZIkBQYGqmHDhk41ubm5ys7ONmuCg4NVWFiob775xqzZtGmTCgsLnWqys7OdfgA1JSVFdrtdgYGBZs369eudfgYgJSVFvr6+6tChQ81fCADANWXSpElasWKF3nvvPTVt2lR5eXnKy8vTyZMnzZro6GiNHv3/XtwwYcIEHThwQFFRUdq1a5feeecdLVmyRNOmTauPUwAA1JJ6DW0zZszQl19+qf3792v79u2aOXOm1q1bp1GjRslmsykyMlJz5sxRUlKSsrOzNXbsWDVu3FhhYWGSJIfDoXHjxmnq1Klas2aNMjMz9dBDD6lr16668847JZ19/fFdd92liIgIpaenKz09XRERERo2bJj8/f0lSaGhoercubPCw8OVmZmpNWvWaNq0aYqIiDDvjIWFhclut2vs2LHKzs5WUlKS5syZo6ioqIt+cyQAAOezcOFCFRYWql+/fmrdurU5ffDBB2ZNbm6uDh48aM537NhRn3zyidatW6dbbrlFzz33nF5//XVe9w8AV5l6fabthx9+UHh4uHJzc+VwONStWzclJydr4MCBks7+7s3Jkyc1ceJEFRQUqEePHkpJSTF/o02SXn31Vbm4uGjkyJE6efKkBgwYoPj4ePM32iRp5cqVmjJlivmWyREjRmjBggXm+gYNGmj16tWaOHGievfuLTc3N4WFhSk2NtascTgcSk1N1aRJkxQUFCRPT09FRUU5Pa8GAEB1Xcwv8MTHx1dYFhISoq1bt9ZCiwAAVnFZv9OGS8fvtKG+8Fs4uNbVxe+0XYlq8rrQN+FS0TfhWlcnv9MGAAAAAKhdhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAsIj169dr+PDh8vX1lc1m04cfflhl/bp162Sz2SpM3377bd00GABQJ1zquwEAAOCs4uJide/eXQ8//LDuu+++i95u9+7d8vDwMOdbtWpVG80DANQTQhsAABYxePBgDR48+JK38/LyUrNmzWq+QQAAS2B4JAAAV7hbb71VrVu31oABA7R27doqa0tKSlRUVOQ0AQCsjdAGAMAVqnXr1lq8eLESExO1atUq+fv7a8CAAVq/fv15t4mJiZHD4TAnPz+/OmwxAKA6GB4JAMAVyt/fX/7+/uZ8cHCwcnJyFBsbq759+1a6TXR0tKKiosz5oqIighsAWBx32gAAuIr07NlTe/fuPe96u90uDw8PpwkAYG2ENgAAriKZmZlq3bp1fTcDAFCDGB4JAIBFnDhxQt999505v2/fPmVlZal58+Zq166doqOjdejQIS1fvlySFBcXpw4dOqhLly4qLS3VihUrlJiYqMTExPo6BQBALSC0AQBgEVu2bFH//v3N+fJnz8aMGaP4+Hjl5ubq4MGD5vrS0lJNmzZNhw4dkpubm7p06aLVq1dryJAhdd52AEDtIbQBAGAR/fr1k2EY510fHx/vND99+nRNnz69llsFAKhvPNMGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMLqNbTFxMTo9ttvV9OmTeXl5aV77rlHu3fvdqoxDEOzZs2Sr6+v3Nzc1K9fP+3YscOppqSkRJMnT1bLli3l7u6uESNG6Pvvv3eqKSgoUHh4uBwOhxwOh8LDw3Xs2DGnmoMHD2r48OFyd3dXy5YtNWXKFJWWljrVbN++XSEhIXJzc1ObNm00e/bsKh8aBwAAAIDLUa+hLS0tTZMmTVJ6erpSU1N1+vRphYaGqri42KyZO3eu5s2bpwULFmjz5s3y8fHRwIEDdfz4cbMmMjJSSUlJSkhI0IYNG3TixAkNGzZMZWVlZk1YWJiysrKUnJys5ORkZWVlKTw83FxfVlamoUOHqri4WBs2bFBCQoISExM1depUs6aoqEgDBw6Ur6+vNm/erPnz5ys2Nlbz5s2r5SsFAAAA4FpVr6/8T05OdppfunSpvLy8lJGRob59+8owDMXFxWnmzJm69957JUnLli2Tt7e33nvvPT322GMqLCzUkiVL9O677+rOO++UJK1YsUJ+fn76/PPPNWjQIO3atUvJyclKT09Xjx49JElvvfWWgoODtXv3bvn7+yslJUU7d+5UTk6OfH19JUmvvPKKxo4dqxdeeEEeHh5auXKlfvnlF8XHx8tutysgIEB79uzRvHnzFBUVJZvNVodXDwAAAMC1wFLPtBUWFkqSmjdvLknat2+f8vLyFBoaatbY7XaFhITo66+/liRlZGTo1KlTTjW+vr4KCAgwazZu3CiHw2EGNknq2bOnHA6HU01AQIAZ2CRp0KBBKikpUUZGhlkTEhIiu93uVHP48GHt37+/0nMqKSlRUVGR0wQAAAAAF8syoc0wDEVFRem3v/2tAgICJEl5eXmSJG9vb6dab29vc11eXp5cXV3l6elZZY2Xl1eFY3p5eTnVnHscT09Pubq6VllTPl9ec66YmBjzOTqHwyE/P78LXAkAAAAA+H8sE9oef/xxbdu2Te+//36FdecOOzQM44JDEc+tqay+JmrKX0JyvvZER0ersLDQnHJycqpsNwAAAAD8miVC2+TJk/XRRx9p7dq1atu2rbncx8dHUsW7WPn5+eYdLh8fH5WWlqqgoKDKmh9++KHCcY8cOeJUc+5xCgoKdOrUqSpr8vPzJVW8G1jObrfLw8PDaQIAAACAi1Wvoc0wDD3++ONatWqVvvjiC3Xs2NFpfceOHeXj46PU1FRzWWlpqdLS0tSrVy9JUmBgoBo2bOhUk5ubq+zsbLMmODhYhYWF+uabb8yaTZs2qbCw0KkmOztbubm5Zk1KSorsdrsCAwPNmvXr1zv9DEBKSop8fX3VoUOHGroqAAAAAPD/1GtomzRpklasWKH33ntPTZs2VV5envLy8nTy5ElJZ4ccRkZGas6cOUpKSlJ2drbGjh2rxo0bKywsTJLkcDg0btw4TZ06VWvWrFFmZqYeeughde3a1XybZKdOnXTXXXcpIiJC6enpSk9PV0REhIYNGyZ/f39JUmhoqDp37qzw8HBlZmZqzZo1mjZtmiIiIsy7Y2FhYbLb7Ro7dqyys7OVlJSkOXPm8OZIAAAAALWmXl/5v3DhQklSv379nJYvXbpUY8eOlSRNnz5dJ0+e1MSJE1VQUKAePXooJSVFTZs2NetfffVVubi4aOTIkTp58qQGDBig+Ph4NWjQwKxZuXKlpkyZYr5lcsSIEVqwYIG5vkGDBlq9erUmTpyo3r17y83NTWFhYYqNjTVrHA6HUlNTNWnSJAUFBcnT01NRUVGKioqq6UsDAAAAAJIkm1H+Jg3UiaKiIjkcDhUWFl7W822Bf1peg63CtSDj5dH13QSgXtXU5+/VpiavC30TLhV9E651F/sZbIkXkQAAAAAAKkdoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwDAItavX6/hw4fL19dXNptNH3744QW3SUtLU2BgoBo1aqTrr79eixYtqv2GAgDqFKENAACLKC4uVvfu3bVgwYKLqt+3b5+GDBmiPn36KDMzUzNmzNCUKVOUmJhYyy0FANQll/puAAAAOGvw4MEaPHjwRdcvWrRI7dq1U1xcnCSpU6dO2rJli2JjY3XffffVUisBAHWNO20AAFyhNm7cqNDQUKdlgwYN0pYtW3Tq1KlKtykpKVFRUZHTBACwNkIbAABXqLy8PHl7ezst8/b21unTp3X06NFKt4mJiZHD4TAnPz+/umgqAOAyENoAALiC2Ww2p3nDMCpdXi46OlqFhYXmlJOTU+ttBABcHp5pAwDgCuXj46O8vDynZfn5+XJxcVGLFi0q3cZut8tut9dF8wAANYQ7bQAAXKGCg4OVmprqtCwlJUVBQUFq2LBhPbUKAFDTCG0AAFjEiRMnlJWVpaysLElnX+mflZWlgwcPSjo7tHH06NFm/YQJE3TgwAFFRUVp165deuedd7RkyRJNmzatPpoPAKglDI8EAMAitmzZov79+5vzUVFRkqQxY8YoPj5eubm5ZoCTpI4dO+qTTz7Rk08+qTfeeEO+vr56/fXXed0/AFxlCG0AAFhEv379zBeJVCY+Pr7CspCQEG3durUWWwUAqG8MjwQAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAAC3Op7wYAuPYcnN21vpuAK0y7v26v7yYAAFBv6vVO2/r16zV8+HD5+vrKZrPpww8/dFpvGIZmzZolX19fubm5qV+/ftqxY4dTTUlJiSZPnqyWLVvK3d1dI0aM0Pfff+9UU1BQoPDwcDkcDjkcDoWHh+vYsWNONQcPHtTw4cPl7u6uli1basqUKSotLXWq2b59u0JCQuTm5qY2bdpo9uzZMgyjxq4HAAAAAJyrXkNbcXGxunfvrgULFlS6fu7cuZo3b54WLFigzZs3y8fHRwMHDtTx48fNmsjISCUlJSkhIUEbNmzQiRMnNGzYMJWVlZk1YWFhysrKUnJyspKTk5WVlaXw8HBzfVlZmYYOHari4mJt2LBBCQkJSkxM1NSpU82aoqIiDRw4UL6+vtq8ebPmz5+v2NhYzZs3rxauDAAAAACcVa/DIwcPHqzBgwdXus4wDMXFxWnmzJm69957JUnLli2Tt7e33nvvPT322GMqLCzUkiVL9O677+rOO++UJK1YsUJ+fn76/PPPNWjQIO3atUvJyclKT09Xjx49JElvvfWWgoODtXv3bvn7+yslJUU7d+5UTk6OfH19JUmvvPKKxo4dqxdeeEEeHh5auXKlfvnlF8XHx8tutysgIEB79uzRvHnzFBUVJZvNVgdXDAAAAMC1xrIvItm3b5/y8vIUGhpqLrPb7QoJCdHXX38tScrIyNCpU6ecanx9fRUQEGDWbNy4UQ6HwwxsktSzZ085HA6nmoCAADOwSdKgQYNUUlKijIwMsyYkJER2u92p5vDhw9q/f/95z6OkpERFRUVOEwAAAABcLMuGtry8PEmSt7e303Jvb29zXV5enlxdXeXp6VlljZeXV4X9e3l5OdWcexxPT0+5urpWWVM+X15TmZiYGPNZOofDIT8/v6pPHAAAAAB+xbKhrdy5ww4Nw7jgUMRzayqrr4ma8peQVNWe6OhoFRYWmlNOTk6VbQcAAACAX7NsaPPx8ZFU8S5Wfn6+eYfLx8dHpaWlKigoqLLmhx9+qLD/I0eOONWce5yCggKdOnWqypr8/HxJFe8G/prdbpeHh4fTBAAAAAAXy7KhrWPHjvLx8VFqaqq5rLS0VGlpaerVq5ckKTAwUA0bNnSqyc3NVXZ2tlkTHByswsJCffPNN2bNpk2bVFhY6FSTnZ2t3NxcsyYlJUV2u12BgYFmzfr1651+BiAlJUW+vr7q0KFDzV8AAAAAAFA9h7YTJ04oKytLWVlZks6+fCQrK0sHDx6UzWZTZGSk5syZo6SkJGVnZ2vs2LFq3LixwsLCJEkOh0Pjxo3T1KlTtWbNGmVmZuqhhx5S165dzbdJdurUSXfddZciIiKUnp6u9PR0RUREaNiwYfL395ckhYaGqnPnzgoPD1dmZqbWrFmjadOmKSIiwrwzFhYWJrvdrrFjxyo7O1tJSUmaM2cOb44EAAAAUKvq9ZX/W7ZsUf/+/c35qKgoSdKYMWMUHx+v6dOn6+TJk5o4caIKCgrUo0cPpaSkqGnTpuY2r776qlxcXDRy5EidPHlSAwYMUHx8vBo0aGDWrFy5UlOmTDHfMjlixAin34Zr0KCBVq9erYkTJ6p3795yc3NTWFiYYmNjzRqHw6HU1FRNmjRJQUFB8vT0VFRUlNlmAAAAAKgNNqP8bRqoE0VFRXI4HCosLLys59sC/7S8BluFa0HGy6Pruwmmg7O71ncTcIVp99ftl72Pmvr8vdrU5HWhb8KlslLfBNSHi/0MtuwzbQAAAAAAQhsAAAAAWBqhDQAAAAAsjNAGAICFvPnmm+rYsaMaNWqkwMBAffnll+etXbdunWw2W4Xp22+/rcMWAwBqG6ENAACL+OCDDxQZGamZM2cqMzNTffr00eDBg3Xw4MEqt9u9e7dyc3PN6cYbb6yjFgMA6gKhDQAAi5g3b57GjRun8ePHq1OnToqLi5Ofn58WLlxY5XZeXl7y8fExp1//7A0A4MpHaAMAwAJKS0uVkZFh/qZoudDQUH399ddVbnvrrbeqdevWGjBggNauXVtlbUlJiYqKipwmAIC1EdoAALCAo0ePqqysTN7e3k7Lvb29lZeXV+k2rVu31uLFi5WYmKhVq1bJ399fAwYM0Pr16897nJiYGDkcDnPy8/Or0fMAANQ8l/puAAAA+H9sNpvTvGEYFZaV8/f3l7+/vzkfHBysnJwcxcbGqm/fvpVuEx0draioKHO+qKiI4AYAFsedNgAALKBly5Zq0KBBhbtq+fn5Fe6+VaVnz57au3fvedfb7XZ5eHg4TQAAayO0AQBgAa6urgoMDFRqaqrT8tTUVPXq1eui95OZmanWrVvXdPMAAPWI4ZEAAFhEVFSUwsPDFRQUpODgYC1evFgHDx7UhAkTJJ0d2njo0CEtX75ckhQXF6cOHTqoS5cuKi0t1YoVK5SYmKjExMT6PA0AQA0jtAEAYBF/+MMf9OOPP2r27NnKzc1VQECAPvnkE7Vv316SlJub6/SbbaWlpZo2bZoOHTokNzc3denSRatXr9aQIUPq6xQAALWA0AYAgIVMnDhREydOrHRdfHy80/z06dM1ffr0OmgVAKA+8UwbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCXOq7AQAAAEB9Ozi7a303AVeYdn/dXmfH4k4bAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoa0a3nzzTXXs2FGNGjVSYGCgvvzyy/puEgDgKnGpfUxaWpoCAwPVqFEjXX/99Vq0aFEdtRQAUFcIbZfogw8+UGRkpGbOnKnMzEz16dNHgwcP1sGDB+u7aQCAK9yl9jH79u3TkCFD1KdPH2VmZmrGjBmaMmWKEhMT67jlAIDaRGi7RPPmzdO4ceM0fvx4derUSXFxcfLz89PChQvru2kAgCvcpfYxixYtUrt27RQXF6dOnTpp/PjxeuSRRxQbG1vHLQcA1CaX+m7AlaS0tFQZGRl6+umnnZaHhobq66+/rnSbkpISlZSUmPOFhYWSpKKiostqS1nJycvaHteey/03V5OO/1JW303AFaYm/v2W78MwjMveV22oTh+zceNGhYaGOi0bNGiQlixZolOnTqlhw4YVtqmtfkmib8Klo2/Clawu+yZC2yU4evSoysrK5O3t7bTc29tbeXl5lW4TExOjZ599tsJyPz+/WmkjcD6O+RPquwlA9cU4amxXx48fl8NRc/urKdXpY/Ly8iqtP336tI4eParWrVtX2IZ+CVZC34QrWh32TYS2arDZbE7zhmFUWFYuOjpaUVFR5vyZM2f0008/qUWLFufdBtVXVFQkPz8/5eTkyMPDo76bA1wS/v3WLsMwdPz4cfn6+tZ3U6p0KX3M+eorW16Ofqlu8b9rXMn491v7LrZvIrRdgpYtW6pBgwYVvvHMz8+v8E1nObvdLrvd7rSsWbNmtdVE/P88PDz4cMEVi3+/tceKd9jKVaeP8fHxqbTexcVFLVq0qHQb+qX6wf+ucSXj32/tupi+iReRXAJXV1cFBgYqNTXVaXlqaqp69epVT60CAFwNqtPHBAcHV6hPSUlRUFBQpc+zAQCuTIS2SxQVFaW3335b77zzjnbt2qUnn3xSBw8e1IQJjMkGAFyeC/Ux0dHRGj16tFk/YcIEHThwQFFRUdq1a5feeecdLVmyRNOmTauvUwAA1AKGR16iP/zhD/rxxx81e/Zs5ebmKiAgQJ988onat29f302Dzg77eeaZZyoM/QGuBPz7xYX6mNzcXKffbOvYsaM++eQTPfnkk3rjjTfk6+ur119/Xffdd199nQLOwf+ucSXj36912AyrvvsYAAAAAMDwSAAAAACwMkIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmjDVePNN99Ux44d1ahRIwUGBurLL7+s7yYBF2X9+vUaPny4fH19ZbPZ9OGHH9Z3kwDUEPomXKnom6yF0IarwgcffKDIyEjNnDlTmZmZ6tOnjwYPHuz0amzAqoqLi9W9e3ctWLCgvpsCoAbRN+FKRt9kLbzyH1eFHj166LbbbtPChQvNZZ06ddI999yjmJiYemwZcGlsNpuSkpJ0zz331HdTAFwm+iZcLeib6h932nDFKy0tVUZGhkJDQ52Wh4aG6uuvv66nVgEArmX0TQBqEqENV7yjR4+qrKxM3t7eTsu9vb2Vl5dXT60CAFzL6JsA1CRCG64aNpvNad4wjArLAACoS/RNAGoCoQ1XvJYtW6pBgwYVvrnMz8+v8A0nAAB1gb4JQE0itOGK5+rqqsDAQKWmpjotT01NVa9eveqpVQCAaxl9E4Ca5FLfDQBqQlRUlMLDwxUUFKTg4GAtXrxYBw8e1IQJE+q7acAFnThxQt999505v2/fPmVlZal58+Zq165dPbYMwOWgb8KVjL7JWnjlP64ab775pubOnavc3FwFBATo1VdfVd++feu7WcAFrVu3Tv3796+wfMyYMYqPj6/7BgGoMfRNuFLRN1kLoQ0AAAAALIxn2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2oArQL9+/RQZGVnfzagV69atk81m07Fjx6qs69Chg+Li4i56v1fzNQOAq82lfGZfbL9xIZfarwD1yaW+GwDg/1m3bp369++vgoICNWvWzFy+atUqNWzYsEaPNXbsWB07dkwffvhhje73UvXq1Uu5ublyOBySpPj4eEVGRlbojDdv3ix3d/eL3u+516xDhw6KjIwkyAEAgCsOoQ24AjRv3ry+m1BrXF1d5ePjc8G6Vq1aXdJ+r+ZrBgAAri0MjwRqSL9+/fT444/r8ccfV7NmzdSiRQv9+c9/lmEYZs2KFSsUFBSkpk2bysfHR2FhYcrPz5ck7d+/X/3795ckeXp6ymazaezYsea+f32HqLS0VNOnT1ebNm3k7u6uHj16aN26deb6+Ph4NWvWTJ999pk6deqkJk2a6K677lJubq4kadasWVq2bJn+9a9/yWazyWazOW1/qedVUFCg0aNHy9PTU40bN9bgwYO1d+9ec/2BAwc0fPhweXp6yt3dXV26dNEnn3wiyXmYy7p16/Twww+rsLDQbNesWbMkOQ9j+eMf/6gHH3zQqZ2nTp1Sy5YttXTp0grXrF+/fjpw4ICefPJJc7/FxcXy8PDQP//5T6f9fPzxx3J3d9fx48crvR4AgNpVVV/5a1999ZW6d++uRo0aqUePHtq+fbvT+q+//lp9+/aVm5ub/Pz8NGXKFBUXF9fVaQA1itAG1KBly5bJxcVFmzZt0uuvv65XX31Vb7/9trm+tLRUzz33nP7zn//oww8/1L59+8xg5ufnp8TEREnS7t27lZubq9dee63S4zz88MP66quvlJCQoG3btumBBx7QXXfd5RSUfv75Z8XGxurdd9/V+vXrdfDgQU2bNk2SNG3aNI0cOdIMcrm5uerVq1e1z2vs2LHasmWLPvroI23cuFGGYWjIkCE6deqUJGnSpEkqKSnR+vXrtX37dr300ktq0qRJheP06tVLcXFx8vDwMNtV3uZfGzVqlD766COdOHHCXPbZZ5+puLhY9913X4X6VatWqW3btpo9e7a5X3d3dz344INmyCu3dOlS3X///WratOl5rwcAoPZU1Vf+2p/+9CfFxsZq8+bN8vLy0ogRI8x+Z/v27Ro0aJDuvfdebdu2TR988IE2bNigxx9/vI7PBqghBoAaERISYnTq1Mk4c+aMueypp54yOnXqdN5tvvnmG0OScfz4ccMwDGPt2rWGJKOgoKDCvp944gnDMAzju+++M2w2m3Ho0CGnmgEDBhjR0dGGYRjG0qVLDUnGd999Z65/4403DG9vb3N+zJgxxt13333Z57Vnzx5DkvHVV1+Z648ePWq4ubkZf//73w3DMIyuXbsas2bNqnT/557z0qVLDYfDUaGuffv2xquvvmoYhmGUlpYaLVu2NJYvX26u/+Mf/2g88MADTu0uv2bnbl9u06ZNRoMGDcxreeTIEaNhw4bGunXrqr4oAIAade5n9q+dr69MSEgwa3788UfDzc3N+OCDDwzDMIzw8HDj0UcfddrPl19+aVx33XXGyZMnDcOovF8ArIo7bUAN6tmzp2w2mzkfHBysvXv3qqysTJKUmZmpu+++W+3bt1fTpk3Vr18/SdLBgwcv+hhbt26VYRi66aab1KRJE3NKS0vTf//7X7OucePG+s1vfmPOt27dutLhJZd7Xrt27ZKLi4t69Ohhrm/RooX8/f21a9cuSdKUKVP0/PPPq3fv3nrmmWe0bdu2arWjXMOGDfXAAw9o5cqVkqTi4mL961//0qhRoy5pP3fccYe6dOmi5cuXS5LeffddtWvXTn379r2s9gEAqu9i+8rg4GDzv5s3b+7U72RkZCg+Pt6pnxw0aJDOnDmjffv21dm5ADWF0AbUkeLiYoWGhqpJkyZasWKFNm/erKSkJElnh4JcrDNnzqhBgwbKyMhQVlaWOe3atctpOOW5b5u02WxOz6HVlPPt0zAMM+iNHz9e//vf/xQeHq7t27crKChI8+fPv6zjjho1Sp9//rny8/P14YcfqlGjRho8ePAl72f8+PHmEMmlS5fq4YcfdgqoAIC6c7l9Zfnn95kzZ/TYY4859ZP/+c9/tHfvXqcvNIErBW+PBGpQenp6hfkbb7xRDRo00LfffqujR4/qxRdflJ+fnyRpy5YtTvWurq6SZN6Zq8ytt96qsrIy5efnq0+fPtVuq6ura5XH+bWqzqtz5846ffq0Nm3aZD4X9+OPP2rPnj3q1KmTuY2fn58mTJigCRMmKDo6Wm+99ZYmT55c7Xb16tVLfn5++uCDD/Tpp5/qgQceMK/fpZzvQw89pOnTp+v111/Xjh07NGbMmAseGwBQOy6mryyXnp6udu3aSTr7Qqw9e/bo5ptvliTddttt2rFjh2644Ya6aThQy7jTBtSgnJwcRUVFaffu3Xr//fc1f/58PfHEE5Kkdu3aydXVVfPnz9f//vc/ffTRR3ruueectm/fvr1sNpv+/e9/68iRI04v2ih30003adSoURo9erRWrVqlffv2afPmzXrppZfMNzJejA4dOmjbtm3avXu3jh49aj68fanndeONN+ruu+9WRESENmzYoP/85z966KGH1KZNG919992SpMjISH322Wfat2+ftm7dqi+++MIp0J3brhMnTmjNmjU6evSofv7550rrbDabwsLCtGjRIqWmpuqhhx664PmuX79ehw4d0tGjR83lnp6euvfee/WnP/1JoaGhatu2bZX7AQDUnovpK8vNnj1ba9asUXZ2tsaOHauWLVvqnnvukSQ99dRT2rhxoyZNmqSsrCzt3btXH330UaVfFgJXAkIbUINGjx6tkydP6o477tCkSZM0efJkPfroo5LO/s5YfHy8/vGPf6hz58568cUXFRsb67R9mzZt9Oyzz+rpp5+Wt7f3ed9ytXTpUo0ePVpTp06Vv7+/RowYoU2bNpnfSl6MiIgI+fv7KygoSK1atdJXX31VrfMqb09gYKCGDRum4OBgGYahTz75xByiWVZWpkmTJqlTp06666675O/vrzfffLPSY/Xq1UsTJkzQH/7wB7Vq1Upz5849b7tGjRqlnTt3qk2bNurdu3eV5zt79mzt379fv/nNbyr85tu4ceNUWlqqRx55pMp9AABq18X0leVefPFFPfHEEwoMDFRubq4++ugjc8RFt27dlJaWpr1796pPnz669dZb9Ze//EWtW7euy9MBaozNqI2HXIBrUL9+/XTLLbeYvyV2tbhaz+vXVq5cqSeeeEKHDx+ucoglAABAfeCZNgDXrJ9//ln79u1TTEyMHnvsMQIbAACwJIZHArhmzZ07V7fccou8vb0VHR1d380BAACoFMMjAQAAAMDCuNMGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAs7P8D13p+F1uhAyoAAAAASUVORK5CYII=\n"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"sum_by_sub_type = y.groupby(\"sub_type\").sum()\nsns.barplot(x=sum_by_sub_type.index, y=sum_by_sub_type.label)\nplt.title(\"Sub-types balance\")\nplt.xticks(rotation=30)\n\nsub_types = sum_by_sub_type.index","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:14.028647Z","iopub.execute_input":"2026-06-13T05:07:14.029001Z","iopub.status.idle":"2026-06-13T05:07:15.008072Z","shell.execute_reply.started":"2026-06-13T05:07:14.028965Z","shell.execute_reply":"2026-06-13T05:07:15.00691Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"sum_by_id = y.groupby(\"id\").sum()\nsns.countplot(x=sum_by_id.label, palette=\"flare\")\nplt.title('Nb of positive labels / patient (\"any\" included)')","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:15.009614Z","iopub.execute_input":"2026-06-13T05:07:15.011617Z","iopub.status.idle":"2026-06-13T05:07:18.123482Z","shell.execute_reply.started":"2026-06-13T05:07:15.011575Z","shell.execute_reply":"2026-06-13T05:07:18.122248Z"}},"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'Nb of positive labels / patient (\"any\" included)')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":12},{"cell_type":"markdown","source":"### Observation\n* **High mismatch**\n* 14% of positive patients i.e. ~108 000\n* 5,5% of positive labels i.e. ~256 000\n* epidural is the rarest case ~3 000 (3% of IH)","metadata":{}},{"cell_type":"markdown","source":"## Visualization","metadata":{}},{"cell_type":"code","source":"data = dcm.dcmread(TRAIN_IMG_DIR + train_img_filenames[9])\nprint(data)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:18.124917Z","iopub.execute_input":"2026-06-13T05:07:18.125343Z","iopub.status.idle":"2026-06-13T05:07:18.147458Z","shell.execute_reply.started":"2026-06-13T05:07:18.125274Z","shell.execute_reply":"2026-06-13T05:07:18.146374Z"}},"outputs":[{"name":"stdout","text":"Dataset.file_meta -------------------------------\n(0002, 0002) Media Storage SOP Class UID         UI: CT Image Storage\n(0002, 0003) Media Storage SOP Instance UID      UI: 10000000208341\n(0002, 0010) Transfer Syntax UID                 UI: Implicit VR Little Endian\n(0002, 0012) Implementation Class UID            UI: 1.2.3.4\n(0002, 0013) Implementation Version Name         SH: 'RSNA Challenge 2019'\n-------------------------------------------------\n(0008, 0018) SOP Instance UID                    UI: ID_8192d735e\n(0008, 0060) Modality                            CS: 'CT'\n(0010, 0020) Patient ID                          LO: 'ID_b4a5aa19'\n(0020, 000d) Study Instance UID                  UI: ID_3f35938aea\n(0020, 000e) Series Instance UID                 UI: ID_1ff3a48327\n(0020, 0010) Study ID                            SH: ''\n(0020, 0032) Image Position (Patient)            DS: [-132, -56, -93]\n(0020, 0037) Image Orientation (Patient)         DS: [1, 0, 0, 0, 1, 0]\n(0028, 0002) Samples per Pixel                   US: 1\n(0028, 0004) Photometric Interpretation          CS: 'MONOCHROME2'\n(0028, 0010) Rows                                US: 512\n(0028, 0011) Columns                             US: 512\n(0028, 0030) Pixel Spacing                       DS: [0.48828125, 0.48828125]\n(0028, 0100) Bits Allocated                      US: 16\n(0028, 0101) Bits Stored                         US: 12\n(0028, 0102) High Bit                            US: 11\n(0028, 0103) Pixel Representation                US: 0\n(0028, 1050) Window Center                       DS: [00036, 00036]\n(0028, 1051) Window Width                        DS: [00080, 00080]\n(0028, 1052) Rescale Intercept                   DS: '-1024.0'\n(0028, 1053) Rescale Slope                       DS: '1.0'\n(7fe0, 0010) Pixel Data                          OW: Array of 524288 elements\n","output_type":"stream"}],"execution_count":13},{"cell_type":"code","source":"plt.imshow(data.pixel_array, cmap=plt.cm.bone)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:18.151359Z","iopub.execute_input":"2026-06-13T05:07:18.15173Z","iopub.status.idle":"2026-06-13T05:07:18.419832Z","shell.execute_reply.started":"2026-06-13T05:07:18.151703Z","shell.execute_reply":"2026-06-13T05:07:18.418777Z"}},"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7a9c23a2d0d0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAa4AAAGiCAYAAAC/NyLhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9a6wtyV0fDP+6+t69LvtybnM8YzNgmySPARGT1y9WEpxgGxEBQYlkJCREIj5AAEsjjCAOX0yU2MFSIBEoSJFQHBER50uci0QQjpI4QRYS+A0KOM/L8/Dgy4xnzsw5Z++z97r2rfr5UN29qmtVdVf36rX3PmfWT9rae3dXV1VXV9Wv/pf6l5HneY4DDjjggAMOeEpArrsCBxxwwAEHHNAFB+I64IADDjjgqcKBuA444IADDniqcCCuAw444IADniociOuAAw444ICnCgfiOuCAAw444KnCgbgOOOCAAw54qnAgrgMOOOCAA54qHIjrgAMOOOCApwoH4jrggAMOOOCpwrUS1z/7Z/8ML774IjzPw7vf/W78j//xP66zOgcccMABBzwFuDbi+jf/5t/gpZdews/93M/hf/7P/4m/9Jf+Er77u78bX/3qV6+rSgcccMABBzwFMK4ryO573vMe/Pk//+fxq7/6q9W1P/tn/yy+//u/H5/4xCeuo0oHHHDAAQc8BbCuo9A4jvGFL3wBf/fv/t3a9Q9+8IP4/Oc/v5U+iiJEUVT9TynF2dkZTk9PYRjG3ut7wAEHHHDAsMjzHLPZDPfv3wch3ZR/10Jcjx49QpZluHv3bu363bt38eDBg630n/jEJ/DzP//zV1W9Aw444IADrggvv/wynn/++U7PXKtzhigt5XkulaA++tGP4uLiovqp28GMp/Cnqd67vlPXdlGlF6+hJa3snoi28tvqrlN+Wz265tl0TVamCjptpsqj6bkudRgCbd+mrS5d+lhTPqr66Naz77hqKlu3z3VJJ7vXp/5d3l237ru2K8N4PEZXXIvEdevWLZimuSVdvfHGG1tSGAC4rgvXdSU5GTdCVViaCfXrok6X513y6Za3qrzqSaPeAesLCQO8OZRPq8pDtJ7K3qtMYxhG7W85DEVb16+LC6CmeqjKlF3fvrbdJiqLcT2fHOV3kudPIJqey3RiW8vL2++YENtY9j7lfXXfYM/I8tiUsf23WI/Ns+19SCyzC5rK3y4DkH3fpnxVeRkG2brW9R0236r9GVXfbM+/uwzE3l0urLThWiQux3Hw7ne/G5/97Gdr1z/72c/ive997+Dl5Xm+NREMiaHJs62u+3qfvnluT0jb15vaqJwIh0L7ZCEvq2xX2X3+WtPzuvUT20wn/32g3yTeXr9dv2mf9lBpbMR6DYFm0tJDW/pd66o7T/Dpyr7Zpeyhx68OrkXiAoCf+qmfwg/90A/h277t2/Dt3/7t+Of//J/jq1/9Kn7sx35s8LL23bBD5a0ruQ1JlLLVc/m3rJyubdmWni+riRB02qQPoYur9qEha9cuz5b16vr8Pvp8U559+2RTfrqTbpc69PkOumWIdd6XNqhPP1KhTx/prmEaHtdGXD/wAz+Ax48f4+///b+P1157De9617vwm7/5m3jb2962l/L22chDTRL85HudnWJb1ZY33itXaKpJVpZX22DSkZrENG0Ta9N79EWXyVzVLn3Jc9dJv2t6MQ3/7a8asm/fhL7js8tzbaSl6nNN0pvue/btz33mruuQsLbqcF37uHbB5eUlptMpboqNq8RQK5EhJlVVHjrXZWlkg1J8X11SUqVR29Dk5fCQ3ZO9T9N9tV1JXZ7qvk69+OdV5W/b0IZV07WRZldibnpGt810y9ZpU7GsvtJWV2JsahtZHWX5idoQ1TN9xmFb3frWuwtY3jkuLi4wmUw6PXuIVTgghlx9Xodqs4kgdN6NT1NKjk1k0HVyVf0vu9ekOhTroFKNDqkWa5JgddGVQHTzHEIaaXunoReYfaSEoaUyWd9uW5CJ6VX59pGa+9ZDhaHnoCHzOxDXDYSq012HcCwrc1d1pmoSbxtsfYmu6Xmdd+CJrUkyk+W3b5vHVWscupRXtpeuemyI/gS0Sz8y7ELeu6rGxfKb+lPfRUqbVqDpe3RVyzaVMxQOxHUF6DModNQqOioq1fW+A1W3E3fppG2SXVeSVKk3ZPXTneRkdSqfbVOR6dZ5F8lpX9Ahe137WNMi5KoIWCyX/3Y66r2u5fD5ti2o+kriOv2OX3QNQXa62FcfPhDXFWCXCa18vsv1IcsYMs+u0oc4kHdV0TWV02dxwJfRVI5u3n0lwl0XRrugqzq5a95tamFxbOlM4Lr594XKvqZKK0OXtrwJCxwZ9lmvA3FpYIgPsOsA2fV5HdLQVbF1maT5VV5fKazpmlifXb7VEOrYNpWR6v++GMI+pYtd+mAf26YOZNJKUzrV/zJ0tevy18oymsZUV6mzq4alSbpsg5i2r910X5L0gbieIgwxcbRBRnBD2SOaBqqucV8cFDp162OXUdW7j1OAqg77tL3o5q/77C556ToxdIEOoajqojOpyoil6wJORSZdpVRVfZv6hi5pNb1nk61Np1wdMu2LA3FpoOsgu6miuw52nbB2tfOIZcrUQbLn9i1ByCYb3XfVlWSHxq7SZ5+JZ1+SpU49yjp3teWooDsW+qp4dQhrKFu0LoaSlPZt3jgQ1w2GanAOpbos8xp6culCfn1Wdaq017Vg2Ee5+1Kx6ObLS4qiuldnoh7S0UQlrXZ1MtjFjql6TldV2ZZG1D7wCweVZqKryl72TfjrbaTVpnnYt3qQx4G49oCuK3kd280QuKqJXWfVrWNE1yE1HQlgaHuSbp67SjxDQ5d0mtA0IfZVo7bd1+0/svQq1XcXlZkMQ0tzsnx3/VYqiMTY9T2vm7SAA3E9deiyyhoaOhN2XyNu1/uqCXRXB5Cm62L+4iTTd/AOZUMcGrxELltE9CGsfdu2ZGn47ybWWVeCKcG3xy7t0FR3XWlVrIcsL9kz/N+iZNdEqLqak6tYIB+I64qhMvB2nUS7rMbaJtRdVXT7eEYnn13sXrJB38Xm0MVYrbKP8Wlkz+liCBVrW9t26be8ZKcj2TShL7Go8ij/70OAffPhn9WR9lRtLabVIRkdzYZu3flnVG3TpU12wYG4dsS+Vxe7rsbbdPBdO5nOhNZFJSVbtcpWtUODt9uI5bc9x6eTrbz5v2+C5KSLXdpbNvGqSKqv1NSWXld9K/vWOosWVR11bUNNEpCq//WRZIbqc7rtc1UmCB4H4toRQ3SSPhNG11W2bADso4Pz/+8ykajKGKKdZOov2XO7krruvatCV2lHhiGkdh0MoWnok78sz74ScZt0pHoX3bRt93WlZp38VWU25blPHIjriqG7MlShj11mqEmziy5fdzUqe6Yt/VAkz0t1XSb1LirLpvL1cbVONW22DtnfQ0E1mTYtNvqoH/uohVXS9T6gu3DqqjHg82/Ks48avo/asS8OxHUN2KXTD6HK2bV8HbVNWz34fHQHicxWJEvXVoc2NKmpVHYO1bsMM1C7q7Fac9SYuJtUuzoTV99v0MXu2Bdd24x/bx1Jpc/E35SPjqSro87Uqas4tprKvi5V+IG4nkJ0FdH7qh/a6tBUrsrmoZOfOEnsIn3J6ikjvDZyaipXrHvb9xFX89c1+GXvIJMy+PR9+0wfG5LsepNmYaj66NRlyG+oM4aa0KSSlC3oxO8uq79MklOV0/b+bSrTPjgQ1zXgJtg72tCljroqAn5i1y1zCLtMVzStNnedIG/Ct+/yDm22E121Yt+yyjL6Pit7Xva/TFpvUls21a2LXavPRK6qV9fFax+zQ1fsq78fiEuBfU6YQ9mddq3jviccvhz+nXeZ/NtW4G0TrSzPPvXQSbuLSvU60EUNKEPXCU+nP1xlGw09kTfZn3SklLYyddV/fdSFYlm7ktbQC7gDcSnQdSWpe20IdO1EQ9ajK/l0NRo35SOqLfjrTfYYnbrIbDp96qyyDTXld5VSmM536/ttdZ8Tv9/QaqQ+uKpFnOoZvk108mhSU/at8y6qzy4S7xD9/UBcPaAzSaquqe51/ZhdV/862GUF3Gbg1XlGdU/X5tCUvkv79slLNhGX17uudK8KbeqxrnnI0LZq7zJJN+Wtiy79dwiopC1VuTp56ZYjltFVAyD23S4LjCabm24eTTgQ1w1BH8mkq61i10lmCOjaB1TY1cakq55pkpz61EU2YHW+9dDfQaf9ddRMfRZeqkmrr51sl8WIjs21CX1JWPb9m/qEbjlN47tPXbu2rc7CfUjJ+kBce0YXO1QXVcF1oM/KV3dwivf7qCvaoJKkRMJuI3DVZK6r/urybkOoWJvyFFWwQ6KvZDF02U3/6xAj30Yq1VwX0uoyJ+jUic9bVSb/7C7aEdm7d1l0DDWmD8S1Z/RR6Q2lb98lD9ngKidk3Q7ZVf2iq4KQEV1fNNVbpSrZBV1sAVeNIdpURoRd33lf7dymwlW9vzhp71K/LmrsoW1DfaVLVX1k17pKfn1xIK6BoZrUdew0ZVpVPqrrfVUUOs8PNYnoDH4ZKTWtUvsOhCZ1zZCSwVAqqKuoQxu5dJn02she/M67SCBd0UWlWUJHamnKq+mZNkmpfH5XFbsKuv1NRyLbl6ZEhgNxDQwdkX2XvLvYbLpANjh030VXCpORRNuqsq8uXjbg29DVxqc7gei211VO4Cr0tSEO0Q9vwvvvij4Tt+qZNpuQTnuptAdivqp0bWYA2aK06Z2GwoG4NLDPVfhQhNZWTpmOXz2L+nJdFeUQEloX21Hbc03XddAkxfYdgH0JYJ9Qfec+UoiYr275XcrsupDogr5kMXQdxHJV/6u+XZskrFpY7Cq1Nc0dV7EAORCXJob6EFdlx9Dt0H3yBdQG/qZ8dx0sV0EgbdjXgLwOSUO1WlZBh3iaFkzXBZ266pB5mySyD3WzqnyZ+rGvNqarTaqPmnRoHIhLQBc9tCr9ENjVkFpCh7zEAdE0oTVNdDrqubb7qsHfNGl2+T597IF9yLWrLeSq0LV/q57pkk41ueqQ5pCq8D7oUn6byly2wOvSv7rYv5uItUtZXdPomht2xYG4NHGdK8a+GMrw2tZBmyYgUZXQZN9qKltH797FJqdbrk7+TwvENm9rr74r5iZ1ZFe1s669RadOuuVeFfpIp136bpNda1dtTJ85Y0gciEvAVdsmmiaH61htikQjmzzE+7IydCe9LpOkatLr+hxfruy6rkSoSwT7wD5XszL7Xh81lMz2oSqv6XsMoX1oG2N9SbqrXUinz7ZJqCKGlFh1pO82FeJVjIMDce2ALnp+FfatF99nJ+pCCPvUd+9qrwP0JIE+KrN9EdsuC56mibGPKlHMsyt0JL99YN/vVZaxi2q76bps8aL77XXbVnfc6pDWkHPAgbh2RN+BLqbfJ8HIBk9Xvfq+IQ4kHcNwk/pnn9KI7srypti7VATdlfx0JNF9aiyGbD/dibspnc7YbyKtq9CoNBGhLqHqqvd1xsNQ73wgrh3Q9UPsU+poK1dE1w7UZnTukrdqMpDZwXTyE9MNSVpDTKxXrUIcIk0bZATYlez6pNsH+kh8fcZUH9La95whqv7FcnXqfB3f7kBcNxx9VlNDQ3eVNYSNQLVi7VPOUITRxVHjJk7AMgyhAmv6X2fC3bcqULfMqxxjQzqc7IKmRXdXu12Z31XiQFwFrmLw9Pm4OqShO0GUaJtUVKvJLk4LbRiiLfgVocrw3YV0hsZ1kpguxBV104TW9fpQ9doXhpx0y/HRVerWUdf1sYmpoPq+sjGj66hxHeR7IK4C17Xy0YWOEbUJMpFfd5B1temoBp+q3F1VbF1UNGJ5XdWQsjxuMrqopHSv76IS1MV12wV1ytbVAgwtCeuQRdOYHaJN2+xd+8aBuATsW23QJrk0oWmC11mVySbsfejQRUlIRJ8Or6pn1+u690vsqs5qsv8Mgb4SuWzS7Ssptz3fJG1clZpuH2rJPnn17fv882W7NdnemiSrXe2g101awIG4trCL10yXMvp2+iGf03mfPqqIXfPoWoYOaV+34XzfBnaxjCGcNLpOUE3qsl3HznUQ/z7K3aUf6NS1zyJhiDF+1TgQV08MbdweOr3u87oDt6vqRpz0VJNZV7Vl0ypyF2PzUIP6qiB73+uYUNoWBjdhkgPa3cJV6u19ff+2RU/XvryLWv267FS74E1HXEN1xK6r8qssd18rKF3y4gfC0HaAvh5ZTVKArr1AVe51EkbXNLvWtUvf0v32uuXuywlERVBDLU775NPF1rWLvWsf9boKPPXEdRPE3OtarcsIcR9l7oMsdbBPG4iuZ5XOc1eBIcrt+k5dCV11X2zXvu9ynZNmHw2Jbn13daDReeZZIi3gGSCufYrzQDfVmIg+dpMu6DoJ6HrGDe2woaMSbHuu/F/nma7Y1ch+VQO6j/11CElHtw5taqx9OEgMgV2kV5n0Lc5Juy4AmspVLVx5FehQzlA3SaX41BNXCb6Rh56QdVRjbfeGJgMeshVtXw+xtrRDSCJdJkNV+UNJW12l5aHbtQv6TnC7Tjii5KSS9Juk2KeZtLrmp5Jy+mqH2r6fiiR3+ea6fea6vuczQVy6K/M+H1L3A5ZksQ+7QhN2VRU2rSRVBNNX2tiFMPj74sSgsjmpJu0hFhFXPWD5d76Ola+uVNI0Fm8aae2CJiIWx0+f/sb34b6OHDLsQ5vSH/3r8UwQVxfsU7XYJnnta7IRJ4q+ZCJDm9G6zVbUBUOQLj/BN61+255/WjCk009bXyjbtGtf3qe2YUj0XdgOnb6LSljVr/uolbtgmO/Zvx7PNHE1SUDXQV5DoW1CFieWvu+6D0O6Tp67rC5lq31RWumSXx90b+9+Rvxygupih71Ke9w+x1l35Ghr56GcKbpqXvh+2aReVJFUl+8/VH+/blvXM01cTdDV396cgcewqyPBENAljyHVG6o8dPMR7TR8HXaxnw3Ttt3y4A3vXerQ9f26qnOHaYubMd6GNDfw6DImmhZcTdhX3YfCEHPqM01cu676rsOW0IYmu81NQl8S4L/ZPt5J18itk171zD5wlStlHZtK0/3+Npkcu6iP5PmV9dg9X7FPd33PLl56fRZPN3GhLWIoqe+ZJi4eQ3zQq/IMbLqmwhASzFWji2qmSWUylGSni+tsvyHK7kLeMtVqG2mp8mq7PixpyfIczu6js8hpU/M15dlXit7XQvumzBkl3jTEpQsdctIZnDrP7iN9+UyXd2h7ZheJte35NntAm1qq63uKz/Yp/6ZJ4fuAShoY0k6yf3RbzLXZhdvGVVtfVHlbNuU1hIpwV+xKWn0IuQ3PFHE1TUJDrahUxv2+0oOYT1NduhqPu9qGuqrRdOrT1PZtNhpxoPdtN5363uTJmFedqlTF+4I4gXbtIzcD7Y4ZJYZoV/H76M4Ru0hP+/wuu/a3ZtVwPzzlxCU/TXTfA4ifSPqWpUNGfIcZmrxU6dvqofuMLlSr+iHL0MlHl+R0PMP0oTehXiUh6LzHzSWo/uhKEvtoI34+GXJhohpj16/yPrjDV9jV4Kk7AakkLx10XY2Jq2xd6WcIw2+f53fJfxfVnwwyu0MfhxGxfJXaZ98TzlXjJtShG2Tf1sDQ9rO2hY1KO9OkglU9N3Q9r9seNoS6+Sknrv3E6ivT7ntF0uZwMIR95bomnn20XVfvKX4S2VUy1k1bTz9MG/T5hkO3/9MhZQ3jgNWEq/4W1y8VdX+mbZ4dYk56yolrN3RxAGhKs4vzQleVVIldHER27Th9n9/VuC0ru6vtTWdF21QG/83apOB26LXj0E4zXXGVNrXdsV/VcttcsEt5Q7fxLtLWrg5ZqmtD9dk3NXGV6Es+Q9p4mmxmshWLqJ7SeYernOhkZavUbvxzusSichbY1QtRB/rfXSfd0+PssF2fm1W/IUmri214Xyr5Mn8VdOzsfWzT+1QlDpXnM0Vc+7Ld6Ii+u0o9qg7WRUJRpW/q3PuaHHXaRJZGl7yb0qrSi2WroNMmw7abvtebrlNQm9NLX9TzuEop7OrU9k3zgO7Euw8HIxW61Gmfdq2rXGg9U8S1zw6iq1bsAx3DbFdbi6puXfXNu3TIPk4LQ6oxdSf5vuUPN1CvjgDE9tgPAQ9vJ7pudFUdqjQC/HM6+fStl3hPN+8+qsR9O3vIYF1ZSTcIspUHv/pvWpmU6YZcvYiShzjhD0mWfZw79rmSKvOXkZwOoeuWwaOPna1JmpXkgnYy4tPoq3pkbaOuh7qeKvJqmwiHUBe296fyPl8X9XgV0Vct3GTLVGFIZ40+iyadeagLGfXRRPQfm/3nlWeWuPoQi7hCaSKvq4au1DQE0ciIRNYeTW3UZRXWpNbqOmk0TeiyBYJOW/Gr52HVLXW1m9jmhJgbux8MoKoHQZ5TIM+RYyNV5jmtTWiyd+hCcF0IX/5ufdupm/PMVslaxNjer4aU/tvutal2u85FfTQrXe5ft9T8zBLXrquLMk1TXmIeXSd3ESpprkk61J1Mu0qKuu9yHQSv+i5NKpumfHTK018Q5MJvmVRVlyQYSREQYoIYBMS0YJoWCDGL3wTEMMsXKisFmmeglILSDDmlyGi6+T+noJTWyExEV7X0vqXvqwH/fdrJY+vpgReFOuXwi459SoKq8bSrxmMf6Gzj+u///b/je7/3e3H//n0YhoF/9+/+Xe1+nuf42Mc+hvv378P3fbzvfe/DF7/4xVqaKIrw4Q9/GLdu3UIYhvi+7/s+vPLKKzu9iAy76I3b9MO6HbDLYO9Kck0rQ9UkzhPYvqBqr662JtlAUuWhm/cQg7Cbuky8Z1S/CTFhWTYc24XnhQiCCUbjY4zHJ5hMTjGd3q5+JpNT9jM+wWR8gvHkBOPxKcZj9ns0PsZodIxReIQwnML3x/C8EI7jw7Zd2JZTleU4HjwvhO+PEIZT9lzxrO+P4LoBLMsGIUSjvQww8iVbP3rt0x1NC7Dmuvarh9jv2tqkjx2xzVbWVn5XG5Yu+o4VvXL6j8POEtdiscC3fMu34G//7b+Nv/k3/+bW/U9+8pP4xV/8RXzqU5/CO9/5TvyDf/AP8IEPfAB//Md/jPF4DAB46aWX8B//43/Epz/9aZyenuIjH/kIvud7vgdf+MIXYJpm75cRoSKNfa0e2uxiXXXYuunbJDRVfdru8/mqJglV+/a1L/RRfegsLJomOt2JpSUFIInQsGk/Uv1PiAlCTNi2C8tyYFsOHNeDZTmwTBumZVcSF68u5Oub5/lGoqIUNGeSFqUUOc2Q0QxZloJyUhiAgiwdOLYL2/FgFtKdYRjIsgxpGiOKllguL7FazRHHa2RZUkhxfKxEUr2LZdkwiQViWkVbUWRZijRNkGUJ0jQZaKG0i/qRl4D154SmfqlLHm1jU1ciVvXnIUhr6Dlx3xKake/QowzDwGc+8xl8//d/PwDWMPfv38dLL72En/3ZnwXApKu7d+/iF37hF/CjP/qjuLi4wO3bt/Hrv/7r+IEf+AEAwKuvvooXXngBv/mbv4nv+q7vai338vIS0+kUol2gL3SNkqLI3rUMPo+mNCX6EtdNgC5xiAOwSV3Rx/6iQ4S7q8DYhLqZ1LmJ3SBAMcGXJGHbbvVjWXaNsCzTBjHNgrRIYdvalnyqFXpOBTtXXqkJUdq7QGGAwCCkKo9JYk5VrzLPLEuRJBFWy0tcXj7GxeVDzOdPEMdrUJpV6e2a5DZm72LayEGRpimiaInVao7l8gKr1RxpGhdESndu537PlRhWrT3E2OtjYtjnglzHtjZcOTkuLi4wmUw6PTuojetLX/oSHjx4gA9+8IPVNdd18R3f8R34/Oc/jx/90R/FF77wBSRJUktz//59vOtd78LnP/95KXFFUYQoiqr/Ly8vh6x2ZwmlbQLWyUP2nJimizqyS3oV2oijC1R2uV308nz7iPVSrT5lBCqiL2nxZFIRjUE4KYYjCtuF4/pwHB+Ow6Sryn5FrJqNy+CdMngi5Bw0wPcTMLKSvQsjTxNGkb9pmiDEKlSBBkDqh3cCQJ5RJJNTTCa3MLk8xdn5AywWT5AkcUVaYThlqs3wCK4XwradmtTGSIuR32z2GKvlDFG0RJolFXnp2ww36tXdID6/ybuvRqTP4lJHQ9JEZH3HpCwv2b2nAYMS14MHDwAAd+/erV2/e/cuvvKVr1RpHMfB8fHxVpryeRGf+MQn8PM///PKcnf9kHw+fdV9XSbmJmmkbfXfRXWhi7Y8992ZddqVnyjayL1pkbAr+O9kmlbNmaKc1C3LqUkk5Y/j+LAtByZnPwIAozQ1G3K7Ja9mlE1eTdKmYRR5kToRVvdJkR/lFma2Bdtz4Hgu/GCMIJxiNjvDer2AaZpw3QBheIQwmML1PJi2VeVJKUWWpPDcEJ4XwLaZbc22HMwXFtbrRU31yC9E5IsPVZ/uIn3J1IP157uSVhd0VeWryusiCbWNKVnam6i5UWEvXoVdxd62NB/96EfxUz/1U9X/l5eXeOGFF5Tl9YFqJc9DpxwdEuU7SdvEo3p21zbtgn125qaVn446UCX9tj3XFRvJilS2J8uyYZo2bNuBbXtbZBUEE/jeCI7rwbY9EGLAMAkIUftE6UxwKjVnH3Vpnm0/S0BgEAOWbRUEewuW5SCKliCEEZfvj2C7NkzLrAmBZiF5EssEMc0a6ZbtF8drJEkE0fNRJTVXda2ui78BPRIryWoXW1l3Ff6uC8quZfYt62khLWBg4rp37x4AJlU999xz1fU33nijksLu3buHOI5xfn5ek7reeOMNvPe975Xm67ouXNcdsqpb6CtZ8EQlTiK6xKKSGFR56HawLum6Gnj7dPIuRCtO4H1sUm0qQl0YhlEjLNGpwnH8gqxGBWFtPPosp1ADmuUErlFfWaI8Z9fzbQ+3TZ+rS06qd85ziddb+Rxh+ZF8Y1dzPAeGMYXrBux/x4FpW9U7ieUaxIDFqT8NGIU61ITj+livF4jjNdI0Ac1S0JwK9aPFu5GK1LIsRen0wciO2Uf0YSj+vvnosmDu8kyftDcFgxLXiy++iHv37uGzn/0svvVbvxUAEMcxPve5z+EXfuEXAADvfve7Yds2PvvZz+JDH/oQAOC1117DH/3RH+GTn/zkkNXpDH7F19W+JMuj7bk2chLv9zHi6uK6O2+bxKsir13JvQ3l5GsSE1YhWTmOB8d24XJqwFK6ct0AjuuCWGblIVuq45T1a+tD4m9JXqwdAMM0qmQGjC1CEYltS+1Kmc2MYrMYMwwDlmPBtM2KxA1jk9eGSIpncgPEZGTteA4IOYZlMzvfaj3Her1g9q4krrwhRbXhplLMYzJNE6RpjDSJEScRsiwZwNlj0377wFWMyzbCUo2PPvPGULa1ITQgnYlrPp/jT/7kT6r/v/SlL+EP/uAPcHJygre+9a146aWX8PGPfxzveMc78I53vAMf//jHEQQBfvAHfxAAMJ1O8SM/8iP4yEc+gtPTU5ycnOCnf/qn8U3f9E14//vfv/MLdUWTjWQXUtDpLH0m31315ap8dDFUx2vKn4dKopXVRVcK001nGEZhu7Ir5wrX9eG5IVw3gFtIV74/qiQs0zZr9iuASSM8ebVORoLzgqq6TADbvkm4snKxKGJUhFb2vTzPAZNJc6XkpZoQZW3Ok4coNROTwHYdEItJqkE8RRyvEEWrwk1+s4maEWBWESHLOwOlWUVcSbJGHK0RxSskSYQkibaI71mCjCzEa21miS7XVeV3eaYtP93FfRM6E9fv//7v46/8lb9S/V/ann74h38Yn/rUp/AzP/MzWK1W+PEf/3Gcn5/jPe95D377t3+72sMFAL/0S78Ey7LwoQ99CKvVCt/5nd+JT33qU4Pu4RoCQ9m0xPRDkuF1QLdduqz0mgaYzGYlDmSdQdyUp1gP07QqKctxfLhuUG3aLVWCPGGVKkFe9VupgklZt019a+VJJI260KEY4BJJjictlHWpRDADRjnBFwRW5l+RmLHd1m0rZdU3AgDQjerQNE04nguajpBltFD/ZYUqMCvUhln1N78XbUNcMeJ4XZDfklM7DuFu3/xO+4ZKuyJbRMiIWndu6ZKuLK8rZM8O2aY77eO6Lgy9j2tXdCGjp80I2hdNnX7XNlCpTEuIg191T0SNtEwLjuMxycr14fsT+P4Ivj9CEEzhVq7tTJqQOVxUZFqTttreTfhfRVoSGITzIlQVKJ3wNuTF/pdLsaL0q7IhipMV//5bkl55PaOgNOekrxRZxoir3MScpjHSNEYcR4jjFeJ4jfV6wVSP6wWieIU0jWuqS13sa4LdFbp9vevzuirIfc5VpZ3y2vdxvZlxIK86+qgvuqDr6lJHamD2m01kCbeyX40RBNOKuHx/BNv2YJrMe26ob1kSCF93vn78+8jfoUhXvkvhwchsXxyx5nlBIMw+RbMi+gZl13VW/WWd2kiZE/YYiMGkMO5bGIaBnBCQisxs5FnplEErqStJYmRZUqgIQyRJBM8LsV4vsFrNsVpdVhLYLtLXvkmr6RuqpC4Zuti/umgldEjruuewZ5a49rGqV2EIm9gB+pARkIqU2gZrzR5TkpbjFQQ1RhBMEASTKv6f43iVlKXKt7Z6F9R5ec6rDLfrw0s9InFVP8RgrvWFt6JlmzBtC5ZlwnJsWI4Fx7Nhuw4sx4JlM9d0YpKqnbIkRRKnSOMU0TJCtIoQryLEUQKa0kJdRysJTZTKxPfmSbN2nX9x9kflQMKrKkUJDqaJPM9h5jnynBGZ4/jME7EgMaY6HFVqw+VyjOXiAosiXFWpPuwjffUlLx1pqIm0ZOlkeXaZm3TT60pywxH7Fdq4nhbwq+yrKk833YHkdoeOnaytfVWkxciKSVmjcAq/+L90vihtsX2/o0odKKrqynwJITAtJt3ZjgXLseF4DtzAhRd68AIPXsj+dkMPbuDC91yErgvXtmGbJkxOlZlRiiTLsIpjrOIYy8UKy9kKy4sFFpdLrBdrrBdrJFGCNE6Y1JNmlTqvySFGqdoU2Nrg8zDkJG5wbuu5mYNQCtM2kWcUtu0V8RBjZOkIcRIhCKZYhUfw5+eYz8+xWFwgWi+0onXoOg2oSE1FOm0Q+49K2lL93YQu/bKrE8Ywc5eBvuT1zBJXE3QmG1GVccDTD5VEVu7NKh0wwnCK8fiYiw4Rwi1c3HXJsLUukgmeqfaYJGVaJmzXhu1YcAMXbuDC8Rx4Ix9e6CEYBwiPQozDAFPfx9jz4Dk2XGtDVE22EZrnzM08o4jSBFGSYhFFuFytMI/WWM0ZeUXLCPE6RhonSOIUNM2QZVRKtlmSIU2YFJfGCdI0Q5ZmoCnd2J1o8Qxft5y58vOfh/fEZKpOA8Q0keds0UAzCkpt0NQBpTl8ykJNjUbHmExOsVxeYjY7w+XlIyyXs1rEDpkNrG0hpCtlDGHT7SLRDKlZugl2L10cnDN64ipVkQcMA3HgGQZzd+clrTA8Ko4KOa7sWrzHoMyBgc+vdJAAAKOQcjabj7cPiyztT5ZtwXIsuL4Lx3fg+i78kc+kp4KsbNeG5zoIXReB42Di+whdtyZRldLUMo6xiCJESQIAMAmBSQhs04RV/DhmsS+LU0NSSpFRijjLkKQpojTFOokRpxniNEWSsYk/y7ftR1lKkcYJ4nWM9YKR3+JigcXFAsvZEtEyQpYwMssFF/qyOUVC3GpTrv1Km1yeF5HyC4mwlMTW6wXm83PMLhmBzRcXiGsOHBu3exl0JDD+HYYgrbZnZJKhrk2sT3n7xME54xqw64c+kNbVQrbCFtWDYXiE8egYk/EJgnAKzwthu3blMaiyOxGztD0xm1PptGFaZhXmybIskEJqMC0Tpm3Csi0mVbk23EL153gObI/ZphzHhmNZcC0LtmXBqUiHwCLsN81zLKKIqfziGPP1GherFebnMywulkiiBIQYldTm+i6LQ2hZCBwHrm3BNi34tg3fceDaNjzbRui6MAwDWSGdZAU50DyvruXIYZQHYRpGTYqL0xSrOMb5comzsws8eeMJnrx+jtn5HMvLgsTSDDTLpGrC2nejTKHEJDBeQmCSGGCA5ASUUJgArNyCk7tVaKrR6Bjh6AgXFw8xn59juZwhSYrIHcUesPJ3U59pgo6Kr2teKqjtjPuZU26SpFXiqSeumyS5qD7wkKuxA3ZDRTYFablugCAYYzRiBziyQxWP2GGKhaQFSFzBiVE4RljM/mSazAmisEPVnCVsE47vwHZLScqDF3rwAw+h68J3HFimCVL0BcqRBICKIEqpL6M5MppinSSI0xSP53OcP3qCy7MZZmczLC+WmJ/PsF6skaYZLMuEN/YRTkKERyG8wKtI0vFsmLYFx3MwCgqVo23DtawaSZqEwDJZhPosz5GkKWieFxIcATGYRJfnOVKaIU4zOEUenm3j+HiC+Qu3sXiywOXjS1w8vGB1nS0Rr2NkScocNoroHjwRVB6hNC8IjP+em9/EJLVnCSEwbbPYzsAIbDY7w8XFQywWT+qhp2iqJYXp9C8Zhhjr+yKQq7NpDYennrj2bYvq6l3Y5foB+4PKhiHatMKQSVqTyS22Mg8n8LwAlmNLVTKi1GQ7diU9WQ4jK9Nmnny268DxHTieA3/kIxj7GI9DTAOm4nOLKPEWISCGgZRmlbSSZBnSLEOWU2Q0BzGAJEuRZqxOSZZhtl7jydklHn3tER698ghP3niC+fkc6+UaUbREkqyZZ55pM9vdZITR8QjB2Ic38uF6DizHBjENmJZVOXvYrg3HtSvy9R2nRmZplmGVJCCGgZHnIXAcFhrLANKM4nK1wsPZDJcXcywuFkjjFIZhVPmPjke489Y7mJ/PcPbgHOevn2NxscB6sQZNM1BsVIaysUMzurkn2YTNf3N2jAuTgC3LrfblzWYjXF4+xnJ5ycJPpXElgZWHbvYhr30sRss8+9jJVAtm1T2xzLZ014WnnriA3XW8OnnvCwep6+pQxh20bbfYn8WcMEppKwymcFy3mMwLSatYwZeEZdksZp9pmbAcq/LyY3/bBZmxa17gIZj4cEMPk1GIie9h5HpwbRsAkBbkFBf1o3mOlFKkWYak+CntSRnnzJGkKRbzFc4enOHx1x7j9a+8jrPXzpgXXbREUsXyYxOwZVrV9WQdI1qGCJYR3MCtjiQxTQKzUF1WJFy8q+PasIp3AwCaUqRJCsu24I88BKEPkxCmHlyscfHwAo++xoh08WSONM1ACEEw9jG5PcXtF27j9gu38fyL93H3hTt48vgCj189w9lrZ5ifz7Car5FEcWXDKiGVxrLtSVhGOISwuImWZcK2HHgeC9t1efkIi8Ul1uv5JgJHmkhjKLaBt38Oqcbr+2zTc0M5GV0XngnielpxcI2/GjApi1T2LM8bIQynhffgKcJwUkTDcGtRz0sbimEYlRRVkpRpmtV+KcuxK1uV49pwfGZL8ic+wkL9FrourCLfZRxjHceI0rT6/qVakOb5RtrKaBFJgjkelP1lcbnE2atneP0rr+Pxq49x/ugRVstLJIXTAYs6wfImxAQ7QXmjX6v2ZZUbngmYB2BGK5tYaaMzi1iDFWllGbKUuccDgO3YcHwHhBhYLyJcPr7E+evnjIRm51hHC6QpcxApD6A8vn0Lb3n7fbzlnc/jha+/j2/8+rdi/cJzeO3hYzx69TEef+0xLh9fYjVbIlrFxQbpfMsTU1QnyiBeN20LnhnAsp2qP7juGWazM6xWc8RFDMQ0TQovRCq1fzWVs6vT1q55tD3/LMw1zxRx7bPD7MuLkFd1Xgdk9XpaiVRUb5T/l56DrsuOHxmFRwhHR8zdPZzA98ZwfQ+WZdVdsI2NazqvDqzUaI4F1yvVgS5zsgg23oCh68Ir9lEBQJRsvPTWcYIoLibG0l2cbgLW5hllxFWoxcqNxmmS4ckbT/Doaw/x8OWHeHL2COvVHDly2JZTnZ4MFDYeYsF2Clf/0IU/DuCPfITTgB1XQgiQ50iTDFmagmY5k3SSDDTNkBIDlOYwU5YvLeoUryKkBXmZpglKKWZnM5w9OMOTszdwcfGoIoLSdlQetPn48RHO3niIR197hPn5DF//LV+PF2/fxsnXvRWPbp3gwXOnePy1Rzh/4wmevPEEy4sFs4Olem7sfH+QgRACy7EQGlPWN0ybtZPtYrmcIVovEJM10pQgTZg8rENebfXRQdP8w98Xx+hVjtmbMD88U8S1C9rUjUN8qH3m3RfXXZ9diJuXWFX3LcveqAZ9dpovIyx29Lzvj+B4LizbAv/ahmFUR5OU6j/TZqrB0vPPKX8KO5brO3BDD+MwgGfbMAlBRtk+qXwNxGmKdRRXzgjxOkFW7nUqCCxLs8L9m7PJWQRe4IF4DrJlhKjYX5VlGTvY0QsrUnAcpxY9Y6PGtJjNraivF3pwfRemxSSxNMkQLSOs5iskUQKaZYBhwHFteCMf/siH7ViAYSCntHJ1j9cx29uVpJifz/Dw9Vfw8OHLuLx8jChaIsuSzXsYJkzLLhwkHuHx46/h8WuP8ehrj3H+7nfgnW9/K26Px5gGAc5Pj/Do/AKPXzvDk9fPcfHoArPzOaJlhDTehHPaxfZjORYCMoJJLJiWXRz46WJpO9XRK4ZBgCQCgJ1sX32gkuJU+xGvCtdNWsCBuLawL4LqMkHfhBXNvtFGOjpoi3Bgmla1qTgIJhiFR4y4ggn8YMIiu3tO7RTf8lmDkJqjRUUGhVTFvPKYZ57FbRIOfK/aW1Xup1qu1tWmXJ6s0jhFmqQsTmDGIqQz9d4mjJNpEkYeRUSMJEqY56LLHD4AZnMiFkvneJt9YF7owfGdSrVZvhuxmMRhWqQow4TrgzlmeDaixRppksENXExOJzi6c4SjIKicMAAwV/fFAvPCqWJxsUASp3j04AHynLIwTOsFMpoW5Raeh5mNrAiYG0VLrFZzXF4+xuNXH+Ps2x7jhT/7Vrxw+xaORyP4joPxOMTlveNCBckksMvHl1gv1siS+mZi1eQujj1+fBHLhOt5gLE5wqb6XRwcahhGFSexibyedfLQ3V92FXhTEVdbwwPDdIhdvQufddIqMZSalFcLAoUqyLThuD58f4xRpRY8KqK7jyvPQf4UX149yBwTLNieDctiv/n9VuVG4dJz0As8BJ4L17JgEoKUUrYJeLnCerZCvI5Z5AlKAX7TbNnvCEByVpfSIcLx3Y3tzGcE6/iFh+LERxonsCwTSczIwbKtjfRXEGn5PL9QMIs4i1lKQbMECRKYFoHl2BgfjTA+GsFybYTjAM8dHWEaBDA57z1isI3MX3/nDtKCnJ8sFzi+e4RgHCD4/03xla98EY8ffw2LxRMkSYzyVGNKM2SGASRG9X8crzCbneHs9Yf42p+8ikff+nbc/4bncBSEGBX2wZPjCY7vnWB+Psf56+e4eMjc/1eXKyRxUtnB2LdsXjhu9RfLhEu8YrsB23JgFic4w2BbAAwYlRNNlqVbfXdfnoQyXBdpNd3TqdOQc+xTTlx5MeF0UxW0qceGaOA3g9S0C2SDfhcSq5FW4TUWhtPCxf0Io9ERgkrKcmGaZmXPKsMLlaRlOxYsd+MpaBXqQacgENd3q5iArsf+D1wHFmGBYRdRhGUcYb2Iiph/MdJCOgAA23Oqc7Mo3YQ7ytKscF83GVE6VhV9I17FSAuCCiYB0iSFaVlVOKayv1WOIoVqsPSA5PsiKd41yzbxB5m7eo7J6QSnJxPcmUwwcj3kyHG+WOLRbIbZbIE4SmDZFsaTEPemU9ydTvHCyQneenqKt926jbd/3fP4xv/PN+JLf/h/4Ctf/Ape/tP/Gw8fvozZ/BxRtGQRMwrpxjBYpI71eoEkibBcXODx49fw6JVHePFdX4d7X/8cTp87wdF0jNB1EZ66SI+miF64g9lyjcvHlzh7cIbLx5dYXiwRrSIWairJahHvq2/c4AzFvA7dDXGZFtv2YFqwLJt9B8NAHKPasNwF1zG5D4W2Oum63A/5Tk85cXVvjKvoEE1usQdsY1cbV/l3uanY90dF6KbjiriYlFVEwjBJpRosN70aBpSkZRcqQqYuLMir2JMU+Gwfk2EYSLMM6yTBah0hXsWIVlG1sda0TFiGWUlz/IGPpZt3mjKHiHITMykipKdxWtm+zMIlf3w8ghd6lbqRFo4LjHw3kqPoeZfTHBlXJq+uNQwgiWKYBsHI9WAYBl5+fIYvf/lVnL32GLPzeeF1SOCPfXz51gR33noH3/DcPdw/OsJxEGD6wgt4+927ePXtb8Of/H9fx1e++GfwpT/8Mr72p1/Fw4cvY7F4gjhasU3VhbdjnrMo9FG8wpMnryOnGaLVGhePLvH8O59H9OJd3Lp9jFGxOfooCPC2W7eRviXD46+f4/VzFpXj8vElFhdLrOargsTSGpGxKB2S05+xsZVZjgUfY1Y3GLU6svQUOc2q/9v6M2+rbEObVCP2/b7oQo5997Lp5t8XTzlx7Ye0hvIMOri660GUuFT/y66Vv8uDH5lqkAVaLUM4eYUDhu3YNVtWOSYNAyAmI4sy3FIpsZR2rdJz0A02nnmB51ZOGFGaYL6OsLxkYZbKeHwGYSGgABQu3RTRMpIGei3/N02zIjAAzLuvkNhYpA6zkKwcts+rOKIkiRIka36irpchqtIYEZLKCSVGgmgVY5UkWCcJniyX+JP/+6v46v/+Ki4fX1b1NgwDpkXgfMXBgz99gFeffxV333YXL96/i3tHR5j4Pr7hzl28cHKKR297K/702/4MXv7Tr+Gr/+fLePClBzh/+Ajz+ZNq31SaxEizpFLBRfEaFxcPYb+ysSe6gVstDgzDQOA6mAYBjsMA94+OcHbnNl6/uMCTs0sWkeNyUQUKjlcxkihGHCVVrESaZYUHJa21CSGkUK2OijbanAZQdpo8z5HHOYC0Rn78N5T12z7zz5CE1SUfXTUo/15X6R39lBPXzUaTauKA7QHR9r8qDSEmHMcrwjUdYzK5VRDXVCplAXXSKqUg23Mqm5DtbGxLlSdeESrJH/nwXAeWSSr39mjJVIPRisXgM8tYhSYBLY4FSdZs8iyJraxEua9qI/XZzLbmFOq0griylE3sZhWlw0Ke50iipDqKpJTysuJMrTzPAbpNkKXXpO1YcEOvcjoBAGIYWEQRXnn9IR586QHOHpyxqBZVxArmaBetYqzma8zOZnj48kO8+tyrOLl3guM7R3ju6AinoxFOwhAnL76It9+9gy+//QV87ZU38ODLD/DolUeYnc2weDLHclnsn4oj0JzCNG2E4QRu4LIwTnmOeBXjEkyld7laYb5eY+L7GHkebNPESRjCtSyMPA9n4wCLiznmTxZsL9gyqtqmJPiS7GnK9qXxh06W7vIewmLTOqlpUWi+kbiyLK21qww6E7oszb5saG1E1DWdbt5D4kBce8aBsPYLnrSOju5gPD6tpC1xb5Y41kSicAriKg9hLAmLj9RuuzZch0lZ6zjBarkhjFIqYpMdi2WYJSmidVy5sEfruNq3Vaqn+FW7aRKkDju23k6LCBuFyiuJ04p0ygC+Wco2DceFejKOkspLkc+3fK6uWmWx/JI4hRu4yHNgcsom8Pl6jbMH57h4eFGRVrUBuGzPjCKhMdIkxXrBbE6vf/l1hNMQX7lzhON7x3jLc7fx/OkpQtfFO+7dw8lohJM7R3jjLY9w+fiSqfeeLCo3/DzPGWmEHsJJiOntCVyfeVOW903TxCpY4yJcYuoHzP7lunAsC9MgqNqx3L6wctcF2dvMScZhjjIW165pnNYk1I3kVZcm8pyCFqcrl1IzT148+pDAvmxCutjFDte9vv0ltANxHbAXNHldDWED5CWt8fgUx8d3cXR0l4VuCqdwPKeSsspqVPHvajYtRlquv/HCK4PPOp5bHdDojXw4BWEZhsE2ES8iLGfs4MU0TmGapHKbN4iBeBVjOVtiNVtivYgQrxm58e9tGEZNGswI2TgU5DnyjCJax8WhjoX7fPlClB1tX9q4+FOLxbaWtV8GIIkNpDEjnmSdwB/7mN9d4TLNcPbaGZaXixpp8Ru08zL6RkYRZ0wdt5qtcPnoEo9ffYxg7ONrd47wp2+5hZN7J7h7NIVtmjgKQ5AXCMbHIxzfPcZytiz2jlHYjlWdOVYSfxKnhXNKAkpzEGIURO0iDmPMAw/TIMDI82ARgtBlkqNJNpH6CWHqTcs2EdkmzChBaqdIbBPEZHa7NE5qm5xLycswgup7UUpZVBLkVVzDPK9LbH1x3YvcvurMtjxl6XdVKx6I64ArgThZ9+m49dUo8x4MwyMcHd3B0dFdHB3dKTYUOyBmXcraChdUqAcrL8HqSJEibJPnwCn2Qrm+yzYgE8JiCBYqv2gZYb1kNhTDMFicP4ep79bzNVaXKywuF9VpwlmSIsvqExzzYCsnVwLTYFJSlqbIVzloliFaCcTFSVSU0hpZ1e0tYvvVv0eZiDkwsHwvH13gyesjZCnF/MmcSXkC4Yv5VTya5chzZj9KYtY+i8slLt54goenE7xx7wThUQjXcwBiIMsoO3LFd6toJMHYx+nxFNMgAKUUD2cznD++QLRkaj5axF9M04xJSmnGfigLTsxCa5lwLQvwvPr7mwSmZcEwSaUCNKotEMVGZqPuWk8IgeHYyHMUbZ0iS5k9LkniirjyPJH26T7qtquCSFT78gFQqfzZ6/drgwNxDYim1cV1r6auGm2Dsov9b1slQSrvwen0No6O7mI6vY0wHFfRzlkdJHkRA4QYsGyrsFd5G3Iq3MdLx4zyGrFMppKjKYsuMVsiLogkKyQgx3NhWiZolmE5W2F5ucR6vsJ6GbHwSKU7vOAsYRAD1DRBMlrEA7RgEIrMYGrANEkrNVmapNWm25Ks5LYRsf0am5flkeeIVjEuHl7AcmzkNMfycglahHWqpFRpZsJBkMSoqRGTdYLVnB0sOT4ZIxj7rIyCNMvQVnZxjEw6pYx8XBc0zxEnrN2jZVQ5VKRJxp5NWNSONEqQhDHWIbN7OZYJxzKrc8XYAsGstkGU18r+xbdjEifIDbY4KO+XNi920GYGmmfFgZQZsiyt1IZd7VJdJJcht+cMRZpt9eJVrdvpDqrCvUK303TZ5/A0QKbu69LhVel3UUkYBoFJ2BlL4/FJIW3dwWg0ge05ykman3gthzkiBGMf/jiojvKwbItFlbCsKuKEYaByR084KStZsxV2GTWeEANpwlRapUdbtIyQRMyeknH7uGr1oqV7trlZ+BCjIhM2QacVaZXeiqVDxxCo8qEUy9kK2VffAABm2yrIVfYtau9hYOuIkVKNyCK9M+mKOZPEsBxmv2MefoygDYMF6qWUIklTHIUhLEIw8j1E05CpEylFnjDyYhJYzr5NnDIpeB1jPYoxCnx4tg3LNCvVYVnPclsA7xJvpcUJynaxBSFJQUCrtiFgakM/H1UqQhZNgxEXC2q8sXux92+WwLrMC0N5Ou+Sp2zc6nocytMZeNNLXPuUap5W4tkVuiTVh9B0nlMNNst2EASTyhEjCMbVpt5t92Eun8KpwfEdBGMfwSSsnC7KQyMNwtJYNluZM1UZrews68W6CPiascC3jgPLtlhk9UJtGK+ZpJGmKfMGTLKN/UlsA2KAhWdnkg1NKTJShBWiOZMmOEkrp+r9Q/I2bL7PZ5XnQJakWM2KKBfZZpNtUz7ldxTTbLSR7D3WizVTEaYZHI9t6i3teGU70ywDMQ1kSYrZNEQ4DuBYbAO4F3osxmOeAymQZVll88vznHlfFo4WWZIiHTHHDZMQ+LaN1HdBy/1yXNR9SmkRL9JiZEsp8txElnD7vIgBswj/ROkIeU6542NYCKsmlWHZTl2xr3mtT566JCX7f2g8M8T1ZiWXfYMnlz7uvryqoMuKTU5apDoUcTw+wXR6C2F4xGxakgMFq2ulqqggrXASMJXVJEQwCaoDIHmwlXxcRbOgGUW8ZpuKo2UEYjLHDstmNq3S5bokNZptJkXRDgVw60wKUFAABEaZNt3Ew6OUTchlHptvoWzy8pW1JDIxHaV5IWkUR59wEldVd20NBOfAkefM4zEHsiRDEjnF4oAgp7Tmkj4jzLY2f7KowluVe+pKl/24lL7yIjCxYVQLjDRmqtU4SpAcjRC6LohhwLVtZF7hzFJ8H45di/enIKkJk+agGYGRZ7X2MS0C12e2M6YizJCmCdLC3rVRGZaLlP6T+XXYwGT7srrs+RLz2BeeGeI6YD9oUnfwHbtNJTiEWoQQAtsuwzmx2INe4FcRzvn9UFxmleee7drwRz7GJ2OMTyYIj5jEVZ41BRQeclGCWIhCzlbzG7sWMZ1CSjMQFZJYGXKotMNQmqvZo6honucwYFTqK5ox+1aJMh+R+LjXq7KTZK+FimAKkmpboHT7lryDDGX2o2IhYDvWZpN12c6U7UsDmIo2WrGI9cEkKLYrOJVhP0syZHlaOZhkGSm8A5naME1S5BlFOgkQ+B6IYcC2WBxIWi4uuEUZzfKK0PI8h1lsGC+/TUnglm0C8EDpUeFlyCSujKbF3jmKLNuNdNom/yHJQWaX0/nW1+nG/8wR15vREeKqoTL09vUW5CHuNdpcZ9KW6wbw/UkVe9CyzS2xQTZpG4YB22En9o5PJpjemiCYhvBcBwCQ0uKARJozdV2p3uPOyoJhwLRNuMYmmkNWOA6UMQNLd/eqHTT6Yk5zGKZRSSY0K/d4obLFIN92xOCz7tLlVd9JlKx0oPO9a5+nsB+Vz1p0o2I0TMLUo5XalKkC02LTcOlIU57UnMQJ0ph5J+aUwuDaLU1IFQar3F7guSy6veM7WzZCdjgm21LApGwUsQ5N5EmKHBvHE8NgIby8wAfyY1Ca1uxdOa1Hre/anrzjyD4gk6qAdvIpn+vqgCLLp/ir87Mlnjni2tcHPxBiHTqdvytUez0IMasjSnx/jPHoGEEwYQch1ghUWlFmY0mBLGMhmPyxj5M7x5gGAYhhYBlHSNbM+SJeFfutqsC1gFWEWCKmUam0yvO7VvNVtbrPUqbmE9uDEAJq0M0wbWqvfOPm3rQQGLor1iSjFmlNNoHp5F8+izzfqPdydowLMdlWAEopjIyp/TKDxVtMrbQgKbZZeHQUwioi6GdJhjyKkXGEx8ozKokqL2yL+TSHWwZD9t1af0mLhUqWMomaUgqTWpUUhioKCSonFMu24IUBcpxyEiNTH9KcIk1Le1eOUmXYNlZ0xs8ui8PtxU8/TUjfcV4v/+CccW3oo7d+1ghwHyoLPm9CSBGHcMQOgAwn8P0xO56jmHErlU8tugO3qqYZC3y7ZIcCToMAd6dTJGmKJMuQJovKRpWsY2SFe7rj2tXRJYQQdpZWsR9rWYQTKqMuZFlWre75+hsGqtBPuYIVKg83CpRWr9Jus/F+G4awdCa+UnXI3qFfHqp8mSTJ2gtANQsZhgEUXoN8nzItE2ZqViq8Uu1rFBJwntswjBRZxjw0syyrObGUvymloGOmcgQAYhHYng1KmdoySy1krlNsQgZAc1B7Y6PMi71zoODUhha8IMSktLdVHoY58nxR/A3w5NW9zepkN+TicB95yDQwMpPBLgT8piAuFVl00dmrpIGuHeEmk1bXVfQQJCyT2vh7LDqGD88bFceTsHiEtmsz5wtuUq/UagBAN2u58loSxVheLrG8XAIApr6PJMtwsWL7lZKIkVZaSAOWZRXnbrlsgswoEkqRZSxQblRsLE4Lz79yYt1a1ZoERmkjofU6bbcpitiCTEKjWd5IILuig0ZzpzJEiQ7YqERJblRSZklafHqaZqA2m6oMYsC4XDKvxKLSpkVgWg5yyjwNmSdmVkjajBxXhV2s7COmbVZhnQBU+8ly7vvwQYlLj9CNFJdXZ7nZjo1wPKkO2eTjGDIy2z4CRXfc9NFm9J2bhkQf23YXvCmIq4vnWpc8VZ5yN6HjDA2VWnBX8moiSkJM2LYL1/WLs7XY+Vq+P668+UTCEtVYfP6U5ohXEebnM1wsl8jzHJ5twy7OhspzlianOUybVBuZ0yStIkGUR9XHRWDbtHDjZqRVn+Tq72Igzw2AlJVpaRe6kRJ0FxP89xhWQtPLR5aOr7pgityoRTPmyZgp7Du0kG6ISZAmBCgDGZukioJhWgSk+DFNE8TiFxJs0VKNS2Kw06E9h0V+d9npzxVRFu7xrMyi32cbJ41KgittasWG9mA0rte72O9F6Vquxu4AlU1ZxE3Q6BycMwbCPomkr576JkJH/31V70aKY9Mdx4fvjRD448KTsLRtoUZaKq9G3tjNNFE51osIs8sFFlGEaRDAMk0mFRnsmfLYEMMwmNv1MkKyjhGt42ozchntPeHi24mr9LK9DMNgRn0qly6rcEMCKJW/lwwyaVnnU1XtuOPE2pZ/G1i7MecHMbmRE1BSRNkvHDtoShlRFbEjGXGxyBimRWATC+yYr7yQwphX6HphgFhko4L22D48N/SqepTfl9WfNSL7Fijsc9uLCcNg3oZ+OKqupUVoKLbnK1b20aYxpTsGn8XFchPeFMTFSwtDftguut6nCV3ccFVegLuWX9q1PC9EEE4Rjpj7u++HhTsym2REiUTmzlu6w5f34nWExcUCl+v1JiCraRYn3pIqrzTJNpHX14UrfFocGVKc6ZSltDDm5xs1UskExrYHFr/qF+MnsjSbvysibJn5RdLaxXagAq/uM4xuamX+nVT2skplKWRpGOxiqUrMUgN5nsAgBCQjNSmTECZxVYd+2iZMm4WvKlW6lNIqtmSZv+XYME0TbuhVNjIAVZ8ppfEN4tpiBRQwCsnMdiwYxhiGYVYhvth+r8vK9lW+M//+XcdOk+1ITCfTCD1tc5KINwVx8bhKMnnaOwePps7e1TbWhtL1vSKuYIwgmMD3R1WooFItJ1PX8nUpo2EQYgCcGipLMqzjGFGa1sjEMEm1Z4vtKYoRrxN2llOUFJuB8yLSQrnJOK82KoOTugyCrZlaZdOrpMKinrlE3SimV6lH2yCq9Mq/RXtXZSOshX0q0zaTrm75Oc2RG7x6UyR6wCTFd84ockJAM8DIN7EaKzIlBEZigKYUVpKxfXtmeZo0AYkMJoUV5FW+h+u7bDO0SWAVAZbzTB6lZFNHJmnL3sm0TPhhgBN6D1mWIIqWSJKoCMjb16mlXRsiGwfPImkBbwLi4j9UkyPAARvIJJi2ld2Q0pZZHFfieSGnIpzC8dxigyxqm0dVdWdSFHOpLvMmplG5tqeUVgdBpmnKqR1ReZKV7tDMVT6uVv6lTYsnsC17Ds1r5KWlNuNUi9i26Suxa59WPc6PnzZblyiViXlv279yjnzqm3xLMM/KQpo1SXXeGSjYnrvCDd20zIrsy+j0aVyckzXyYdkm3CLkU7nISOMUMYmLklzYBovUbzt2zQO0dNcn5ibeZWQYKCUvANUer/I9TctEMBrjJLuP9XqBdbREliVKlaGq7WXQHWsq2/tVYZ8k+cwT17Nkg9oFTStyXcPvVYAQE1YRHcP3JxiNmRdhEIxgFZ5lNKsHM5WpB0tJyyCcOomw04PLqO95nmMVR1jHCUCZl5hlWUhpgrzwdMsy5m0YF0eLlOWUHmulxCVKP5VtqySvBvBSR4WWRVb/lbucVMp6yIhjiHKU6sK87syScxHZS0eWvPI6zGFkFDnXl0viKr0R+T5Q5Zvn8McBC5xMCItxWGxhSOOkCN9lAcSGZVrwiwWOYaA4CsUs1I5m1Z9YtkzyKh16xIM2LdvCaDTBrVvPY7G4QBytCnf5DisSAU0SlM63uqpxvW+SfOaJq4RKnXSVH/K6CVNuwG+eqLrWWye96lsQUqoI/SKs06Swa41hKkhLzKN8h9IZg0fp/lwG1aV5jrj0HrNMWI7FXKlj5kkYr2Os5yus5psYhGVZpYRVxSGsFcT/YxTu7RuSaJQUJWJN2ySgkmj4+yqyqq6VdeSieOjkpVN+s5SWS3c3sXcmANmWzEqpi/8OojRbBlwmhDljlDYvyy/6EaFI0gRJzB4yLRO268B2bBiGXWsTQgioZRanAGzCi1XSdhFZo6o7d36Z5dgYjY5xcvIclstLRNFSapdtmo+6Om9s2q9+/yrnH137f1+8aYirr+Q1FOG06Z6vCjJD/tAOFn09pUzTgmO7VSzC8fgUozKIbrGBt23Ql2qd0ubB18dyLPjF6bqlOz2lFFlexiNkpw3PL9hm5DL+YLJOKgeMMr9StVU5YtRAtsmLew5Azftw47nGgu2Swle+z+BWq+W2r4m2LTGPKl2PUFBdupHyPYv2yI2NRJMT1pob+yY2IbnA9WeTgOQ5UkJgximSKGZ7/6x0s6jJ2bExOaXMvmWz2JOWww61dAOmmi6jpdhxCtMyN3bSdLM52ci36wAwd3ov8HF8fA+L+RMs5k+QpPHWGJS3Yf+xeN2L5Dbsahd/0xCXiC564n0QzVWTV5utb0gblU6H5MmGEY4Jy3LgugGCYILJ+ASj0THcwGera8GDUCYpVraIwsGhKIjZKUwWo67cv1O6RJdJomWE+cUcl48ucfn4EtFijThKqpiFtc3N5UOK98nzvAgNtP3OMtscn74kLwBaHoWsTPW9hirX/ld6OTaQlqpqul1JJb3VpUNJIQWBgW5OgK4tIEppLDeqPVlZSpHGKQstZTPyMQhhIZpiCoPEWJkrAIAb5LCKw0SZsw7Lw7LYuWtl/cpDLLMkQ5onoCgk1lofYKcShOEUR8d3cf7kdayjBeI4AnpG07gJ2pvrxpuWuLpg6E5y1SK7TMLSrUcf4uaJUeX9JKYvYxEG4QST8Skmk1sIgjEsq1DtlKTFGcH5MoyCnETSqqStwjhfepCZJjshFwCWcYT5+RwXbzzB5eNLLC6WSKKkdmhjF0IuJQKAIMfGbrRFfsJzeSZsnu4ZqLUPupBWjfB6dmWpulLQlja1e2lbpFkZH5KrTymhGUyVSDOKLGWbyNkGZQKQzRaJNE4QY9PXsyyrFjiWZSE3GZHR1IJpW5UkXx5zYxbnrxkG65ul6rgkL2IacDwH4/EJxuMTzOfnSNOkss918wgdhrT6alhuCmkeiOsZQxvRqDyNutql2sA7K/D5q0irjEU4Hp9ienQH4eioCsdTnmlVkhZfj3IDaqX+MYzaRGAYxTlcngN/5MPx2dEYgefCNi2s4hiz8znOHpzh7ME5VrMl4nVSO2W4nERZ/fm6N787KAUMo3I44DNQkjoKBwVerdhiQ1KhIgLO5qJCKXHpqgW7SFWq9G2SomiX29i4OBtTmrFQTfwCpoj1CDBbFy0OqiRmArvYTrHJlzl95HFa9ZtS9ZjTHG7gwrYtOBaLrpJmGSzbRE4p5hcL6TlwMiIyLYIgmGA6vY0nT94oXOTjzgRynaQ1VPlD4Jkmrr6rg5uyqtBFbZWuIIzyWpszRlMZOujiBccmms2erSCYYjI5xbiIRWgYRp20hHrwklZp0xI980rblhu4zKvMseD4DnzHgUkIFlGE2dkMs7MZVrMlolVckFaVhVDnbcmgpUGU7SC1L0oIS1YPsYiyXiq7lQz8u0jz1SC8vpCpCHXSl+RVenRmGeccQ7j+UWvH4iRp06wCIfOEU0laRVSO6jphkrrnOhh5HjzbrqSk+ZNFde4XTTdnpRkGmEaAbqvibZc5aoThtJK6rgM3YW7bVZPQ4qj7dKPvB9rVcHjVaDPudlENNuXDlyez03RtM8PY7Nny/QkmE6Yi9MKA7cspVr8VaXFRLdpIq7xvWiZcz4E38llEBcti5GWZyCjFbLHE7GyGxcUC0Sou7CVlHu3v0DjxN5KW7FqdtAxDXgfenKOyE+lCKTUORFqqd6jKaTPjce1R2giZpEWRFqGZ+MMeSym5/Ls8Qbo8ayuNWUBkUKb+c33mYQqwY2+yJK327MWrmNk5KUXgODgdjXAUhgCA1Yz1m+XFEvE6qkJCie/C6lwE9rVMjMIjTCancN0AhJhVmq64KfPTddXjmZa4dsFNWJU0QUauTWpCVfpdoKuSVElbhJiwHY+dsTU+xmRyC2FYBNCl+ZZ6kH8/kbRk9TGIwaSrSQAv9GC7zDnD91xYxMQ6SXD56BKzsxmiZYScUq5+6vfmJZW2Jtwmr+b0qjQ8QbURgYgmW1VJLE31EqU4UbrrA1V5MomReRMWru9gcQOrbQgl2RcV2qgICZBRZAaL9G8W+ZShuii1YNsWrJEF27MRLdaVtJ0lLJpKeXxKOs5gmQS+Y2O9SHBxPsPZg3PMz2eI11G1CZk5fBhbUlfpKEKIATfwMR6fIgjGWC4ukGXpU62y66vR2hUH4npKoeNCu4suu3y+jYBUpNQGdjhkqSIcYzw+wWg0rUI6ldEoyvx4qVFGWmJ9DMOAZZnwAg9e4MFxbZi2CduzEbouTEJwuVrh8tEFlhcLdixJsVIf2s7T9VlRHamCeK+LmlCWh44zhir/JsmPr1fbe8v+ruxO+cZOSouQTHy+JYFR3uYlvFOeMxd4YqYgFoHrOXCDEF7gMWeLZRHai7LNyWnMSMw0CNKM4vF8jvMHZ5idzZgtVJScubiFshe0HRtBwPYnPnnyBtIsqRyPbgIZXUU9VPbuLnhmiWuID7DrxH8VkNm32hww+PQqYuLJQrwuXhPR1iEJIZWKMPDHmExOMZ3ehucFzK5V7NdiievqPwAb0mqw15mWCcd34Y88OL5T3bccC65tYbZe441XH+HR1x5jOVsVE6GchOXkzL+vPol17UpNNjVVXm0SVFP6Ks+OKsJ2ybP+uxNy4agYiUq1ulU6xORGdV7W5rEcWcIOFKUpixifZxSBZSKYBBifjpElGRYXCywvl9wp2KyA2XqN1x6f4fFrZ1jOllJVMOsv7H+DbBxzWEgoZltjTkgncN0AcbyuTrvm8wGuZ965yXMdj2eWuIb4ADftI8omUZmBv8lBgle56eY/JCqHDMuG6/gIwikmk1v16BgKD0JAIC0FQZd7ddzAhV2cdgsAtmsj8D1kNMeDh2d48Kev4fLxJTurSWLT0Xdc0X//Xe1nu6roRKhsaDrQrYtM8mqrR02KAmq7nWTOKxDui9UqpbQkTpBlGYuiEqeFtMO+dTgJEBQb1N3AxexsVrnM0zzHKopw+egSy8slsqQ89kSyeOROSC4djABUTiGO57IwZv4Yy+WsFjX+acbQpogmPLPE9SyhHBhN5CSmUaUTsWUXkuQjpt8FG4cMH36hIgzDIxZAtxjkKhWhStIq75cwTZPZskYeTIuF6XF9F5OTMVzbwoOzc7zyx6/g4csPsV6sQbMNaYkqqutYvMhUgLs0u+x5XVVlFzQRmSgp1lSUGs4lvWyFlHfYKO1bG+mmDNlUnr+VxglGx2OMJyGOT6cwLRPJOqkCMi+iCOv5Csk6ru3BMghg5BuCAlAjr7L+bG8Z659hOMV4corZ/BxpGiPLNh6NN23BrAvp9o49SY8H4noK0CYdtTlJyFyw2/LfB+oOGSOMRseFtDWCaZob13egJm2VpFXbXKyAaZnwQhfhJGSehB5zyDi6c4RwFOD8yQyv/F+v4LUvvYb5xUJ6WjGP9rbvJgGVk/ZGotCz+6jIREVITeSwr8/dtwyVFNpH8qtJapS5y5N0E9SWLYbY31lWElbKXNvXcXUCwPHxBCcnU0RJAte2kaQpkizdPtzTMGAY8pOb63XknDRMA74fYjq5hYuLh1iv5jXiusnoupjbFwkfiOsZgq4b/3WpJZjDhFM4ZLCwTkEwrtyR2WTDVISEc2/nSavpHUsvMG/kwx/78Ec+wkmAyekE4SjAYrnCgy+/jte/8gYWTxbMe0xi1+qKNvLpOzGL6cXJWbyn+1l17VE66CLJNWHI+a3mMFGQVpZkTFrnFj8kYaSVxCwWZZYy1aHlsDO5bk0nGHseMkqRUoq0kNa2tpcYBphnO6kvErm9hxVx0bwK+juenGI0Osbl5ePKSeMm4yapMw/EdUPQZe+YyrvvuiSpJvB2NdO0YNsugsL9fTQ+rhwyyrS863vNvbjFNscicbMguuE0RDAJMDoa4fT+CY6CEE+WC7z+pdfx2p++hstHl4XhnctDUBNu6i8jnG7tqiIgWVnlfbX9Rj+/PmWp1Kb8M02QSXn8NbHcLmXIiFuWN78YyQ2KLMmRcf2J5cVJ88Qo4hGy89dsx2JS+ijENAiQ5zkWUYQ0y0AsAlIE2s2xeRkDADEBmm2kqyYVvGWbVSSN87MHiOMV8jy5EWNWhMw5a6Ccez95IK5rxhCuoSVER43rhtjhqyC64RSj0Ql8f1J3yIBg1+JOLm5DadcKpgHCaYjR0Qgnz53gzmSCZRTj0SuP8MZX38DsbIYk3pyhVJbTR2Iqr5WqP/6aLI8uZYgTs8580aVc2cS/T+g6ZMjAk6uMqJT5k9LDj32gHIBBt1m/9AQs3dLNIq7l5ckYp+MxQtdFkjJVnmVZsB2rGmeVsxMKEgQFzco6qWN1GoTA8Vxm4x0dYb54sjcnjTb1nsq7eEuyHBwG+pLXgbiuCCpCGbqj3hTSElFJW8G4Cnvjum6tXWqSlrGRtEo0qgg9G8E4QDgJEU5DTG5NcDoaIaM53nh0joevPGKkFSXV/p9dokI0e292k4pUaFIx7jqXqBxAVFHidaEiGfFeF7SRlu7zle1LvGkYxWKGVs4blm0hmIaYTRhxeY4N22KblR3PgWkRpEldo1AWYhAo25BJXYCR56yMYjycnz9AkkQAhlUX6swHbc5ONxEH4roi3FRCGRoyqY8QAsty4PtskI7HJwgCJm2J3pLlQX3sBNr6ii8XZ65iwrBsk6kIj0KMjkdMVeh7SLMMjy9nePjyQ1w+ukC8iqrDIEvojs8mdSF/T+VAoVuOSvIS7+l0p77v1lQfnTxU9ds4Tgwr6Ynl1bc0tD9PaQ7DyJEl9f1ijucgnATwHQeB48C1LGZDLaKwsA3I2+xsGJUSsSbN8N6NKI5IcV0fo9ExfH+M9XoBSrPB5oq+Hn27kNZV7UF7pmMVHnD1EEnLMAxYpg3XDRAGE4xGRwiCSeWQwacjhDD1YElaQuevBgOXfxn5PZgwaSsYs/BOlFKczeY4e/UMFw8vsF6skaZZ7dm2sdVFTdeWR1uaJnWe7FrZPDoqvzY13RBEopuH+K5925Z//yYVo25eTFWYg2YZomWE1XyFy8eXOH/9Cc4XC+R5Dte24Lg23GKfl1kciwMU6mbOPsveVa5hqVzj8xxmIXX5/giWZQ864bd5Ou4Kpb35CqS1A3HtgJsuTg+FjStv99mNEALH9VlYpwk7j8jzwtoR6ACvT0eNtGS693LGMgzmkBFMQ4xPxhgdj4q9WwRxkuLy8SWePHyC5eWCRfHONkeV6EAkBV0pRzYx6zgd6HSnkiC6kI2MpBrrI6hQu3Rz0dansrvp5t9mn5OVJytXt71oxiSi9WKN2dkMZ689xqPHT7BKEtimBcd34YUevMCtDqQEUN/AbmycQGTjJs/zyqZLCIHvjxCGR1Xg3adlXtldMuu/WjoQ1w54s6j/2jooPzhl0pbnhhhXh0NOqyNLtmxbRC5pifmWz5gWi44xPhljcjJGOAng+i5MgyCJEqwul+x8reIk4y7S1nb53dLr5NEkCckm2r4E0nStLY9dbHNDpO2aV5P0pa2uLYLxruYrnD04x8OXH+LxfA4ATG04DhBMQ7ieUwsrVW54Lj0VVYuz8lppU3QcH6NwyhZ0xvVOyfua0+RRNfoT34G4DtCCqKdXrSR5EEJgOx7CETvKIQyP4PoeCCFbBMd+o5Kk2lQOBjFg2iaCcYDx0Qjh0Qh+4MGxLCTFpLOarxGvWaBUqhn5ffu91av4faOrJFJCR0LsanPTgY6UI6bpos7rRD4951/+tOo0TrB4ssDDlx/i9VcfYRXH8Gxm4wonAdzQg2UrjiYxjJqdll2q/89IDrAcC54/hueFMAt1oc4YGBr78mjcRwSaA3G9yaETEqotjcorybIcBMEER0e3cTS9gzAcwzQ3A533yCKmsX0QpKKM0h7mhR7GJ2OMT8YIRj7CwksxWkVYXiwQrSKkcVqc2SR/j30sMHUlpSY1mkrFKLvOE1WTlLRPAu5DKDq2LtGOp2tH63JdVT7NciRRjIuHF3jw5Qd4/fwJ8jyHF7pMPX08giNIXfU8t+1d2wvAjbowCKZwHL86p4vP5yqwD6LcF/keiOtNDt1OxZNM2zPlZmPXDTCZ3MLR0T2Eo6PqyBKetAghWytTvkxZ3uVm42AcMNKahpj4PlzbRloY16N1XAVUzQvblryuWq+vfOc2xwedclRqvS42LJkkM9R8wddFpxzV+4vEKRJuU74iUfdxnNH9Brx9KkspolWEJ6+f49ErjzBfr2GbbINyUIQVM4tAvFtahBapq3TSMAwDjuMhDCdwXV9p53pabF/6ONi49opnr8N0QxtZyfTXtu1iPD7G6elz7MRX3y02hOZCgNK6XUu0lcnUkobBDogMj0KMjkJMwgCB4yCjFMvVGuvFGvE6RhIxNWGWUX0W0HzHTV265qN3XSYd6UzWfbuqjlRY/t0muQ1ht2pLU5Yv+Ov0wpbtUdiDRdMM8ycLdg7X5QLEMOD6LsJpgGAcwPacTT+u8txIWGWE+fL/LSmMGLBdB74/ge+PC+9CtX3sutDXQUvMY4MrsnF94hOfwF/4C38B4/EYd+7cwfd///fjj//4j7cq9rGPfQz379+H7/t43/vehy9+8Yu1NFEU4cMf/jBu3bqFMAzxfd/3fXjllVd6v8S+sevHugmdrglNHbJJdcdHD+Cvm6aFMJzi9PQtOD5+Dl7gg5hGTV2n2mRc1qdJujNNAi/wmOv7yIdjMdf6y9UKy4sl1os1omWEeBUjjRNlIN2rtiE0qf94UmiCSpXYRz3Wlk4kqi7PqNJ2kSJ17skIrAuqehVkxZNW2TcozZFECS4fX2L2eAaa5/BcB16xd9ALvUoFzvKs60MJqZ8Nxo8d1tdZ5BffHyHwx3Acf4sEhyCNXdE0Xq66bp2I63Of+xx+4id+Ar/7u7+Lz372s0jTFB/84AexWCyqNJ/85Cfxi7/4i/iVX/kV/N7v/R7u3buHD3zgA5jNZlWal156CZ/5zGfw6U9/Gr/zO7+D+XyO7/me70GWZbJin3pcd4fTRZPjRdtzJUppazq5hePje8yuZZnIc9ROeq1JWxx0nDKsYhOo67swTRN5nmMZx5jPllhcLrCaLREto4K01O+zj8mgi4pPla4reZV/lxN4U/m7vm6Zv4qI+r5TmUZF7rI66OYv1rktfxnSJMV6EWFxMUeaZQgK78JwEsIf+8w1XoiDyFeOvZtc6mJ2SaYu9IMxHMeT2rlu+gJYBzxh75RPvkMODx8+xJ07d/C5z30Of/kv/2XkeY779+/jpZdews/+7M8CYNLV3bt38Qu/8Av40R/9UVxcXOD27dv49V//dfzAD/wAAODVV1/FCy+8gN/8zd/Ed33Xd7WWe3l5iel0CmB/H1PUWT/tkHnxibv6y3uytG15lmkd28X06A6+7uvehXv3vh7BKIRBNqcab5wxto8paVzNFV4HpmVidDzCva+7h9sv3MbkdALXsbGOYpy99hhnD84xP59jWZBXvGan3e6u4ijruH1tU3/9lb/OxKujLlNJYG1pVeoxVdSJprrIyhbLaGob2Tuo0sjKLtPzv1V1EMFLXLxHoRj6ipjsAMi7L97Fn33Pn8EL925jvo7w+uuP8eBPH+C1/+dVdpI2pXJHoDyvxcfM8xxZlhUaCkZ6yTrGwzdewVdf/j/x8OHLWK1mW/lcx5y0q1egSt1Z7uW6uLjAZDLplOdONq6LiwsAwMnJCQDgS1/6Eh48eIAPfvCDVRrXdfEd3/Ed+PznPw8A+MIXvoAkSWpp7t+/j3e9611VGhFRFOHy8rL2s288S6QF8Kq5OlGIIZf4tIBeO5TpTdOC549wenofx8f3lCpC8ZiSEjou9qZJ4HgOHJ/Fi8uyDIv5ErOzGWbnc6zmK8TrmLnAFwcHXsW31FX1AduT6RC2GV6iUOUpqiQrouCjqUti7HWRbvj7usTHp+lCWvw98bf4nq115gm7lJw4Jw2a5UiTFIsnC8zOZkgzCt9x4AYu/BGLpEGaYl8WKkNeKttSF9ps/ATBRCp1iWr2q0KXsq5q3uxNXHme46d+6qfwF//iX8S73vUuAMCDBw8AAHfv3q2lvXv3bnXvwYMHcBwHx8fHyjQiPvGJT2A6nVY/L7zwQt9q98KzIKLrgO90XQir/NuyHEynt3F6+haMRtPaHpe6FIcaabXuW+EGrFmE3TFNUuy1SbGar7F4Msd6vmJ2rSQtJLwOersGqAhC9xndZ8X7XUhN1ybUBU31bSJqHemMz58nlzbSGnooqsgcQO08LQCgGdsfeP76E1wsl3AtC77HImm4oVeddMA/Iy1PSl4sWLTrBgiCSRVFA6iPn33NRSpVeleovCFvzD6un/zJn8T/+l//C//6X//rrXsykbCt4k1pPvrRj+Li4qL6efnll/tWuxeeJelLpt7b1rnrqQr5NMwhY4Jbt57H8dFdOL4LgO2FEW1buvkKhcC0TNieDdO2QGmOOEoQLSOsF2us5uvCrlVKWlnng/maJpvyN5+En2xVdpR92JxEqUjVlCoi0KmXmIdKguPz5a+12aF2IX9ZncRrXd5RrHd1jYjzGJBECZ48fIJHD86Q0gyh68INmaOQG7iV2o/lKTRaNdZQ2Xcrm3KxGdlx2N5HWezCWvoB5yTRk7f8+yYv2HsR14c//GH8h//wH/Bf/+t/xfPPP19dv3fvHgBsSU5vvPFGJYXdu3cPcRzj/PxcmUaE67qYTCa1nwMYdNRrsme65N+GyiFjehsnJ/fghUE1mZf7qKq0EoeM1rKL9KZFYDs2rCJGHM0o4nWMaBUhiWKkacaOY8/YgYCqTcdd37Vt1a9jiyp/y6SLJrsYb4PhfzeVL6rN2lAFiK2pstTvoSpPMk83kqr4vCzPtrxk7diWVxO2CJFrEwCgGcVqvsLFwwvM1xFsy4LrOUzqClwQS39KFdWFeQ4Qy4TnhfC8ESzLgcGFgNrHAlq1SL3JpAV0JK48z/GTP/mT+Lf/9t/iv/yX/4IXX3yxdv/FF1/EvXv38NnPfra6FscxPve5z+G9730vAODd7343bNuupXnttdfwR3/0R1WaA/QhiuGy1ZN4T0zXxx2eh2laCINpoSI8gV1EfqcZrUjLMIro74WasCuISWDa7FgJ23VgFmrIZB0X6sFNdIwszSopb1eIEpR4b+tax7OsZBO4VFqR2E/K2HjsvdX15v/XsfmUi44miCpN8fm+aJPUVBJdl/p2QbXoKA4bzSlFvIoxO5vhyQXzlA5CH8Gk2NPlbKQkaf/jpC72rwHQzd5G0zIrdaHj+DAFO9fQaFTR7xGlY0ZfdDqP6yd+4ifwG7/xG/j3//7fYzweV5LVdDqF77O9By+99BI+/vGP4x3veAfe8Y534OMf/ziCIMAP/uAPVml/5Ed+BB/5yEdwenqKk5MT/PRP/zS+6Zu+Ce9///t7v8gBdeOt7Jo4oHYhK1715zg+pkd3cHx0l200Ngx2RITC/V1HbSyCEALbtSvHjJIcs4xuImTkOVDYtXLZDNgRTaoqXciksybJSoc0gG2C5L3iVGU31U0kgaY6ttZNIfE1SWaq+0MRko50K0svS0vTDOvlGrPzOY6Pxhh5HkZHI8wmMzieg2gZFX1RTV7I2fcyck5FT3Pmveg4CAIWu3A+P4eRxk+tuaKr2UEXnYjrV3/1VwEA73vf+2rX/8W/+Bf4W3/rbwEAfuZnfgar1Qo//uM/jvPzc7znPe/Bb//2b2M8Hlfpf+mXfgmWZeFDH/oQVqsVvvM7vxOf+tSnapv4DlDrmWXXuxhXVa7+XTpWmdY0Lfj+GEdHdxCEU5gWC6BbSlv8JKgjbUlJyySFmtBipOUyO1cap0jjhElYKa0cMmiWD+pNKCOTPIfUbXr7fdSToIogmsir7wnFTc3epgrVyU+XcPtAbCcVyeuoJVXosv0lz4E0TrG4WOByscLpZIxw5COchnADF4vLReueVDZ+ikWdSTithwFSSF2uG8CybESRVrUGe78hobYbG8W361ennfZxXReuYh/XdUMlPamITAdNKgzZ3q62ehFC4Hkh3vKWd+Jtb/s/cHLrLkyLsDONsgy0OG2YWCZM06ydX9SWf/FP5ZThBi6Obh/h6O4RxscjGIQUwXSXiFYsSsZytqzCPTXt3dKVmpqald/3tOUsoXkCr2xC1pE2moir6+m/XUhLJa10tSGJz6gISOdaW510FgoqyNIbBgvPFEwD3H7hNp578Tk895bbAIAHrz7EV///L+ONr76BaBm1L57yvFhoUWRZBkII26xPc8wvL/DlL38RX/va/4XZ7AxZlupXXECXrS1XiWvbx3XA/iDz9JNJWU17O2T2L9WeLf6ebgcnxKykrTA8glkYpimt27bY3q2NulALXB0IIbCcwr7l2DAIQU4pO2OrKINSiixJkSXbe7eGHK+lTYn/n4f2+6HdNqSS1HTL0HnvLirB0jZWamH7amNV2jOZ/UosU7TR8X+r8uPL7EOy4nN5niPPKJJ1gvVijWUcgeY5bM+B67uwHKs6i0vlHl6vZ51YDGLAslx4XgjbdgvbsKHMT13/7bF93RiqLgfiuuFo3nW+TU667uuyvHTAG3Nt28Vkcorp9DYczwFQd38HABQH6hnloXod1VzMKcOEW5w8Wx4jQbPN+9OMIokSxOuYqWha3qevkK6qu8y2pJpQW8voYd9qutey4FeSiCqt1O7HR4RQ/K1bH1k9+s5zu5Brc75s8k3jBNEqqmxadhGKzHHt4piedkMab/vl3eItx4Lvj4q4hf2m6T6L0X1iyL1oB+LCsEbDIaFWdcnViKJEpSK3pg6t62FkmlZx1tbdQtpi8Qg3x4hs1ImqY0uU78stt02TqQnDaYhgGsAfeZVjRilpRasIq/kKSbGHS5S22oruM7ltkRXnNt01r6byZQQouq7r5K/Ke1eopM8+drgSovSlXReN76ijim17DmBOQWmaIYlixFECwzDgey78sQ/Xd0F62uvLvmuapVt8CNO0dlb33YQ5blsC7N9HDsSFm7EaEaHyBhQ38vJpZc/roGkDsgqEmAjDKSaTW3A8B4aBmkMGS1SXtvi6tZZjGJW0xc4+Yu7GTjEpEJMNgGgZYTlbIl5t27V0SavpOu9yfhXQcyTgVGWaBCa+Z1ey3rIhDdQmbepS/rrqng7x72KX2y6P2aVomiFLKTs6h1IWSWPks43Ilpq4theL2+pC0yJwXR9BMIZlOUL66yehLlAvjvu/RyevwgOuFqoOKusIqntd3FF1nTIMw4DrBphOb2M8OoZl16O/s3So2ba26iOwisoF3g1cjE/GmJyM4Y98OJ6DJIoBgDlkXC6wnq1YmCfF5lx+9d60kt+a3Fsm5j4Bafn7KhuWsjxd8yB/NIck+kNXdG0XWbnaeWssNrbKanDSUJWzCxhpU2Qps6tGywhRnLCI8ZMAwSSE7T6BMTdA85boLYYBA6yvi2PVcfzimBMPq5VZ7fW6iQttEftygy9xkLhuKEQJqKmz7tJJ+gyC8rytyeQWXM9j+dDN7n8AMExSGZX5YKVcReV15QjSciyMpiGmt6YIpiH80IPvstVnvIqxuFxgcblEEqfIy6jcCvLSMc7XNvRqeu4Vr9L4/76g47BRU9+12LO6OGo01ktzP5kOyaicNsS0Momq7buo69W8gGMSF/OcTeK0it6S5zlClx0wyYLukppNWJmvMEZK+61pm/D8ceOpyG9WHIjrGtCHLNpsTyJ5ydKr3OB16sN7Ndm2i9HoGKPRMSzHBiB6EqKwbZFqduA3HyvfhbdtWUxFeHT3GOOTMTs40nVA8xzL2QqXjy9x+fiycDvOahNal2jnIlG1tQUfEqmPA0YbeeyKrn2r1hZ7cGZoe7dK5dmhLcV6qv7uC502LD0L0zhFvIqZ1JWmsAjhnIj0HaVKDQW/SLVs5qDh+5Na3MKbSGC7BDPogwNxXTHaHC500naBrrOFbl7MBX7ENhwHYxDT4DwJ+XTs6JJKcmzcpMtmG14d6QYuTu4d4/YLt3F8OsVRGMA0CC6ezPDw5Yd4/NoZlhdLZEkqTL6boKWid5ss2oTsHaXvXjpEaE6w6o2X7c/uAuk+P+l7NuWhvrftJVh8sxZbm0j0TZJem+QnSsaqviWSmCjJ9QE/nijNkRSehYvLBebLFWiew3JsOL5Tc9BoGsviYq7sw4QwlfxoNIXj1KWum0Resq06Q847MhyI64rR5OHHg3fC4FdiTRJL2+BQldelgzFvwilGo2PYrr2R2PiAtuUk1kJa0nc3DFi2hdHxCKf3bzHSCgKMPA+z9ZqR1quPsbxYIImT6nldRwF+oqsFlVVMum2BZ5XlNH6L4QisT15tRMFLNDXbnQbR8+SuoyLUWZttdZEOe+XEMoeQKit1IaXFVoxC4lpGSCmFaZvs6B2LRYpvc0mvXefHkWHAdm34fnHMyZ4D7upg1/ljKByI6xrRZJvS3Y/Vqj/nymrzRNQpz3V8jEfHCMNJFd5J7MysPnrOHsU/1XOmZcKf+Ljz1ju487Y7OA4DeLaNPM9xeXaJ8wdnWFwsNnatXHBG6EPqDaSlrj+v2dzvwNXNv7G+LWGp2u7JNlrXfnqoTkX1Hk+UMjtXTWITnU4U0pcsP758mdqxua4bEsopC+icJhmSiG1GXicxmH3W1ooUX41Lg3nRgmzO5wKYW3wYThAGE1i2o+wLV0Vk+5akdHEgrmuETKJq0hVrE4HkWlnGLqqG8oTj8eQEnhcUeUJQE6K2078LSGHXunX/FM99w3N4/uQEI9eDYRiYrdfsKIknCyRRgrzDWVvStungMbjJh7tfcxrQlPZ6zi1Dr3BrE3XLZuar2gYAtDuKiPf4b1TbBiE4pOi2u9z+qNZbllJXljLiWs1WWM3XyDMK0yTsbC7NBam42KMZBfIcpsXCqgXhtLYZuc9C97oxJLkeiOspBU90qg3JYvryd59ObhgGTNNGEEzYhuPitNec1tWEhll3ytB4kbIA2I6FyekEd7/uHl64fQvTIIBJCNZJjPPZHLPzOYtDWIR00h0HPOnXJruBNsx2QZexWyfKZmlZJYm0QdUesvvKMjWKVL23SkpTkQjvzMDXb8sRaSDS5bd3SO8VpxFk5WbkVQxKcxhFYOguY620DZd5l2U7DtvP5The70XhVUKcm5q26PTFgbhuCLqo/FTegTr3dTwNVfVzbBfj8QmCYLyJAk9pVabMKUP1DkLmsB0bk9MJ7r/9Pt724n2cFqcJLOMYZ/MFLh9dYjVbMWcMTkXYdXJSOWi02bv6zBWS1+yEDTHoen5yf/exA0migcjaR1Wmbt1k1/TIT1RJb+opSyc66bTVr5Oak9ZFudKNvdxrZdkWLMeu4nfy6ZoqUR/H7DIL/zSB749hmrZ+Ja8BOnb2IYj3QFx7QNu+K510XVcqOpKXrMPodiJC2FELYXgE1/UrNWE5wBhpFStGLs/GCbQwapiWCX/k4c7b7uKFt78F94+PYRoG5us13ri8xPnjC1w+vsRqvmIHRuYDRW2QTMY6EoZoFymvqdK3XWtDnxXqkBLkVUijor3LMPSkUxl5iROkzlEwvKpbdn07/fYJ2+Xfpm3CcixYjgWjlJBURrbau9T3c5V1Lk9h8P0RbMsBKQ6XvGmSl2rBvI96HohrYMjIQ4U+ElZdXaLWcw/tBm+aNoJwgtFoWu3dEgcuUxMKXpMK9+ly0BKTRcc4uX+K57/xeXzdrVvwbBurOMbj+Qxnj57g8uEFZmczrBdrZGl9z5ZIPltOA7ohkRSGfb4Jm+wlQ43NK7Kx67mTawcV3t3mxv+W3dNB3QO0Lj13CYslLkzEOpTbN6jk5GmgOM3AMmE7G89CZWGy9xC0J5vwTxM4rg9i3Cx1oczj+eAO/5Sh7wdrM8DLXGpl7vFDGm15EnYcD6PRMYJgCss2N/epnpu+VGoo7FpHt4/w/Dufxzc8dw8jz8MyivDg4gIPHz3B/HyO5WyF1WxZc8pQERaX9aZ8jYlZRnBNk1eTbWYX8hlirOuHW9qoAWVlN0mkW2n3NEn1yVZcsKjyaNucLl4X71FKkSYpspTWHDbyvLBx2SYI3351o2VVMVH9aYjXjeIMsGACzw1ATAt9I8Y/K3hzv31PDO162uRJqMJVrLjKMkzTgueFGI+O4XguUNhcxNiEopqwUWVaqgjHAe689Tbe8sIdRlpxjLPFAo/OLjB7PGP7Y4qjI0RpqyxX/Nkqqoe9R4a28El8fZqw72/X1clCN48hoUPw+5Zi+/SLjTS2CbSbpmll3yodhwhhXoXEagnVVGSoUvOXdS+jxbteCNty9i7RdIFuXbbng/597EBcPTBUh1HZpfj7bc/tG0zt4WA8OsZ4cgq7DPGUlZswi/qbRB6TsIDoYEBMFhrn9P4p7r/9Lbg7mSJJU5wvFnh4cYmLhxdYFlLWerFGtI5BuePQ2whii+AU6sNdnDt2la60ytsxfx1VaZfzvQCZHahbfxTtSTqLD1U+VzEMlJJZ0f9pSjdOSoVGwC4OPrXs4kgSQY3fBF7iqrnFuyF8fwzbcZV53BQyk2Gb4PrX9UBcO0LmQNHFU098jv9p0xXLnh8SzOGCOWWMJyfw/TFTfZR15E453grxJNjlRNiOhfHJGPdevIcXbp3CcxxEaYrL1QqzsxmWsyXyQhUTLSOkcbo14W3efdDXVkKmjty3s0VfVRn/Wxei7bB2b6fztUT19XDS1FVAGcC40DpUklZGQTM2bm3PgRuUpyHL1f4sc6Ex+PFO63OB7biFW7wPQt7cB3sciGtg6DpcNKVXef9dx2qKEBNhMMF4fArX9wQ1YVm3bTVhCVmdiUnghh5OnjvBnfu3MPF95HmOKEkwWyyxuFwgK7wHq5ON0420NRRRdTmMcevZPX+KXb+1uD+rD/HoxHZsrYfC9qpVfkNxfN/rKqkBguS8AynTjB1tQrOs0j4QQuDZNtzAhe1YTBvRoYKGsAAso8VbjgXfG8F1g2Jz881y0rhKHIhrR3TtODInizKfJieLtvK6Eltb+kracnxMj+5gMjllJw8XAynPOPuW4E2okiTLe7ZjYXprirtvu4v7x8ewCEGSprhYrdh+rcsV8jxHmmRYXi7Y0ehCpIxtTy991VHrsSUazbizCq/D4kanPNm76xBW1R+FiXwIO1mZf19tQJNkXd7jr8nuV/ckRCUGYu6KPEd1LlcSp8jSDJSyqBm+48D1XdiuszlUUvxIQqfl7cWGYXDhn0rvQhN+MEEQTGBZ2+Gf+PH3rBPagbj2iLZ9WPvaVa4DncnENC34wRiTya0qxBOl7BwikYxke8dkA4uYBK7v4uTeCe7cOUbousiRYxFFOD+/xOJiwYzdlGI1X2E5WyGNE+nEXY75rqtt0eNMNkG2O1holNOQqKtNSNvuo4rZJ3jYNW4UbZFEr0o1K5YltoFEy9aen2p7Bupt14XIypBP8TpGGqcAAMcy4QYuHM+Bydl/t16q9j6bxatpmbUoGgBAiAHPCxGGUzi2V7nF8+NPps15FknsQFwd0HXl2LQRuEly0ilj6M4oIyLH8TAenzJpqzjAUQy3VNq3VLNGbV8HYYdDjk/GOH3LKW6NJ7AIQZSkOFuw6BjRMoJpmqAZxWq2QryKJdKp/B06Gfar87eERTB3XQV954GrWoQ0S1f1mH4srbr/FekUxMen2fzfvS/qPiNLpiVVy75ph2NsanlJjlGpfgqpK1knWM6YmjsqTuj2XAde6MFybLmqUPifd38vpa4NIbHrtmsj8MdwvRAGYerCree32kK+wNwFu9j2uad6l38grg7oar/ir3VZ/bTtheJXV0M5ZYhlmqYF3x8X524JkeAL8mKkxaQoHTsdIQTBOMDpW27h/t1bmHgeiGFgEUW4uJhjNV8xN2LbRLyOi0gZqXSi4rPnNS59mqJx0u/p8TYUyvdpU432t9XVHTl6tV+Ph4bfUiKvuxiyindcUXma8h6nOpIXU2uniBZrzM/nWDxZIEpSmITAC124gQvT1J9qZRqMMsSUZVsIwinCkB0uyadR1a3pf51navXgnEVk9dbFrt//QFwDo8sH3XUFpJLoukDm/WcYLFJGGE4xHp/A8Zwi7SYSfM2+pRlJoZK27p/i1mgEx7KQ0gwXqyXmT+ZI4xTENJAlGZaXSyZtSaLAd3nVJilEPJuL/83eQ7+cIdCFePuQ6BCS0k2B7mKlbRO1uCARiU2/PjmylCJexVgv1lhEEWiew/FceKEH07ZY8OmtCtaNdeJCVPQ0Lg+XDIJpFXS3Sx110zTtLd2VtPqkF3EgrhsCsYOKaOowuxLgthqTxUabTm9hFB5VgUJLl19e526aZjX4mmx2LB6hj9O3nOK5u6fwHBtxmuJiucLjs0ssL5fV84vLBbN1JWlDnfXerW3yke3n0lEX7gOyT9hF0pOSb4Mrt075VXrekaGHdKtPyDJtw7atS7RtDcnBum0ta1tiMlV/nKRIswy2ZyOYBLA9QV0ovFQuaVDRdlWqCx3PwWh0BM8LIYug0VcT06YZGn6h0z+/A3FdE8RVlez+VdlIZGrCIBgzF3iPnYdFaV6TtgzDkMYmlObP27aeO8U0CJBR5pDxcDbD/HyGNElhORbzJLxYIl7HVRR4eZ37v6/Mm0wksOsmL9UE3vp8Q0DZbXXjdh9ra9eqvYo5uKu9qQlNdrch5kyVynejaeDbv/jpKHkR02TetwCy4lyucBLCCzy5urBhHhDd4su2Ny0TQTBBEExh2+rNyPz76XgcXoUEPtScdiCua0CTRMV3nqvoSDLblG27GI2Oq3O3ykEjSmZtZwNtJDMWSPf47jFOjidwLQtplmEerfHkyQyr+bp6d+ZJuASVhHfalL37ezdBdBG/avJSQdAqbRORjvt7RTxG7XfpaFCV1RZtQyJxtUlhbe3YZ7EmtkkfdPPwrB+XUrUbV3dimkzlnWUwDAPBxMfoKITtSU4wLhhyi1CM+sGSVdsU6kLfH2M8PoHnhVW0eBmuej5pgso21gcH4roGtBHUdXYw02SbHMfjU3heWDhlFLYtzinDMOSbjsX3IiZh0tbxCCfPneAoYG71cZZhEUVYzpZIkxSmZSKJEiyeLNhhkQ3OEkDLBNkyeUtPNx7o4MGhoDaQ1383oc1eV/tWxKhJULptoaVWM+q/h0TlnKJQqfL/q4hW1ZbNJFxXLZfEQrMMNMtgYHOyuRt6mN6awh95cjsX/wINYFE6WLmO52AyOUUYTmGadm3h22Y+uK4tN0POawfiuiao3ElVnoNXUY/SKcMPxgjDKWyXDYhcUBMCqMUm5J8XYRgGHN/B5NYUJ6dT2IVDxjqOMVuukawTEJNUtq3VfAWabsck5FVTyolGY2Ox3kR7fQuHdrWP+h12iQQiy6vLdaClbhLHkKHcs5scNXYZOtUiidbHiKzeec7SJXGKeLVxhzdtC67rYHrnCOF0xE5W0HznWll0I+kBTF3InKdOCyeNzYkNqjljqLlE5jwi/q9KU7/fvy4H4toRba6jTc9sO0XIwz/tcyIVJSTH8TAKjxCGU1ilmjDPubhpzMuvKTYhD0KYjv/W/VPcGo9hE4I0o5hHaywuF0jjBKZJkMZM2kqiROj0es4AqpN6xaarVuiKSX5r0O1JCtv1m3Z5vKaB6kBsbU4eujYuGdq819qfF/7vFY6qmWy7Vi2nFGmcYr1cI8soQteF5zoIXAent45wcu8YblhIXRp2KRhCHy02/1OawzAAzwsxmZyy7SoSdWGbw1cfdJ3v+HltyAX4gbh6oq0zyPZa8dLUvgmpD8qAuqPxMVw3qCamUkUh1l+ErD2sIrzT6d0TTHx2cnKaZZgt11jPVwApbVtrdlCkYt9WX/B58WqlEvpnVw1XJ5ZfXbLuA91Hm0i/i5SmIq+bAJ136FvXLoeTpkmK1XyNaBXBMAy4tgXTIJj4Po7uHiMYsziDFcSVmWJRW15j6kjKbNGuXdiip7Adb2/zCT9/qcwcVz2nPfPENYwqYlvULfNuyv+mEpQMzNnChO+P2GGRjlWpCeuDiGyMxoK0xa+qDGJULvDH945xZ8KiZGSUYpUkiFYRaJbDNE0kcYrFRbNtqwlDS0Wi7WefEA3W2ypkMX13+1bfNKLH5a7Yfpf+363rkNrHEBSPx6E0R5ZkiJYRlpdLrJMEZhGWybEsHJ1MMD4ZV2MLkJsMUBtvxTwi2eRvWgS+P8J4fFxTF141VFoifj6QL9r7f5Snmrh0CGGXwSEjKLWOW05ufF1vCoGppMAyxFMYTmDZ8mMTDMMAscxWN/jStnV0Z4rT+0zaAoAky7CKY8SrmLlu5zkWFwssL5dM2tIgIVG907YK1rVtlfXm8+Tz4O8PAbFfqcB3pcru0iJF6UCrrXeIWbi9Ot9c59P0xVY/6PCdm6C7OKjK5foKpRTxOsbyconLyzmWcYyUMpvtSRji5N4x/JGvdtLg8zUMGITAtDaHUpZl0CJsl+O5GI9PEQTTKyGuNk2T7L5Mu/CmtnER0nK6qAK6ZNZ3UA1NUldBeJWaMJzCdQMQLjI1JGrCcjUlI+jyt+u7mN45wp1J4QJPKeI0xTpJkBWHQkbLCLMzFqNQdENn+Wz/8PdEyIKk6kxEOu7f7He3wbZrX5BNxm22GRFNwWO3YhIq1Kh9pVqVk0DTfXk+7d9Ql3AabaWar9nUH8sz5JazFZaLFeI0Q5KlcG2bOWkchcxJA3JpRfyfeeeKR50wD1/TNOH7Y4ThRGtPVx/oeivyaWXPDomnmrhc14dtOTBNq1PDNKlmymtDT1C7GEiH9iqUdURCTHjeCEHI1IQwjMq+xdedEKMKM6OSGAxiwLRNhEchTu6d4CQcwSyOLllEEaJlxM4xSjPMn8xZBPjCtqV2mqj/rTWRKbwMZc8N4Y24/ZzMJrRbZIKu0oBWrD1+P5ICYnR5vj5baQU1kTLPTmN2uzyZzbJLXn3vqRYSAIsuUzporBfM1pVkKdLCLnUyGWN6awrHc2AowjVttZs4xipHKRapw/dHGI2OG/d0qchnKELRX4DwsQ7fpKpC35/A80ewbbciry4fQrQv8Nd2ISGVqHwd0C3btl2E4QRBMK5Wgzk3QICik5fE0qDuMQwDrufg6PYR7t0+wbhQE0ZpinlUOmFkWM3Zacey87ZYPuU71H/LoPpcOg4Fovdc05En/DuqSEjVd1TXu3h+8XXSIe6m8mTpq7YWJLSmzdgy25XOu6i80FTQkbj3Ab7c1jJzFnA3WcdI46Q4p4tW7zX2PExuTeAG7nbfFMikqQ0ppdU3sV0HYTiF541gKrRQTXPSLuTVZiKRlTkEWT7VxBUEIwTBBL7PTgW1JYerNaHPqlfWAdqktut00uAHgarzEmLCtl0E/gS2XXgnKdQ5hsasaRgG3NDD0Z0j3B6P4dssinWcpoijBGmSIssyrGYrrOYrZJIoGaqmkqXTIS1RtSNVwW0dsa58RS6Nul1VfUUc7F3QRt4qVZ92/hrqxK714tFG8joLR3m+TYsMvTzk0mP7M/WfHLQ8WLI4HTkrYm4SA3BsG+EkgDfy696FYgVaVKy8+t40TXhuWAQMsDstkHbRAnWVsrb/f5PauGzbR+CPERb7jjx/BMfxYTV8vKGgK2rvoiLsiyYVVQl+4iSEBdUNwgls165Ga2nfEvNgUn6dEPkf0yIYH49wfOcIR2EImudYJQlWcYwsYbateBVjcbFAsk5q0paUUCR2LpXKSuWoIVMv8tJFV3SRKlTp9J6v15lfU2ip7RqdK9R1kx0B0oS+w61p0SeXHNrz7EtUsn63+Vu/LlmWIV7HSNYJ0iRDtI4RJQloDriWheOjCSaFd2GfhhMXPcQkcL2QaUssB7LAu/X32l4s6Jar6jMqKW9fc5/cdewpAdsES+ASE5Zlw7JsrNcLRNEKcbxClrGTdJvQpC4s/wbaiUrM5zo9CMWO3WTTY/YtC74/gu+PqmPGxU5Xbjgu4xPK2qNsA8uxMToe42Q0AgBcrlaYrVZYJZvNxav5Cqsi3FO97nqrXNnf0rQSl+7a8xLnBBUxtEHHrqODpjbg1aYlgXdpj7Kem/T5Vn8X7ZX1Z+vtI9ZnV7TZn5vK4OuiSi9mWdZb1m719xSl54Z60BxJlCCJYtDUQ7yKsYpjUEphEoKx5yGcjmB7NtaL9fZ7CmPLMIwt2WRDIiy5bTvw/REcx8NqNVNXTsBQfVas277xVBMXpRk7eNBkx1wTg4AQC6ZpgxgEUUFeWSY/HkMcpF1tUyqd7XWSVgnVipXvqCUB2bYDzxsVxt1yAivUHvzETph3U9sM5XgOJqcTeLaN+ZqdTTRbr5FkzN09XjNpizlpMDVhTnPpYYZDNyVfDo+2E375SWLQ+gh5yiZf8Z74bDnxyibgWrtqnADcrkEo0zUma3i+XFTJ25lPoypfbC8dMmuDqAFvez8V2bE8mJ0rjhJQmiONU6zWEeKUzUOe4yCYBnB9F0triTSWL675Mby9uAaLHWrmMEzmDOW6AWzbBSn2ju3DqUusl+y+Llj1+tXxqSauKFrCQFDpdS3bgcFJX9bawWo1B8BITiZtlGgyHIqdoEnqarp/lWhzWS1R2bcCZt8qRyR/9paO1JkXOi3TthCMfYyOmSfhrCCuJGNeg0mUFKfEzpHE21EydCQefpKRTfpb6UW1oYK8VOiiSukKnnT4/3WeEa/xv1l9it8d31f0IFRP0Or/xffaKkNyXdc5Rfa/lOi591aqlhvUg13qUltwFKGf2IZ6NoaiZYR5tMbY8+CYJibHY4yORpidsSN9dBhzQxx8uTkMgy3eXTdgW1lMC0jjlrq3LxLanpVBJQwMPSc+1cS1XF4CyOEiYFIWJ30ZhlGtPNZrgiSJkKaJdCJuUqnpuSi3k9pNhWEYcBwfnhduomV01GUDqEaT5VgIpiFGAfMkjFOmrjVggGaUnQ77ZL7lSSiTtrqqDatrijO2ZGn4/5ucM2R2NVV9+qzeVddUqjj5xN+gYhwguohImLL/xfS7QEdlqlPGVQxJsQyasdOQsyQFfBdpnGIZxUgoxdhzcXsyxuR0gsevPa7tYdRFqQGo5inCjiNyHK/ysN7FtroLVHbLbbLsX4+nnLhmoDRDmiaVmGxZdiVFGAaBQUwQYmG9niPPFzW1YRfCahONr2qlMSSYfcuE54XwvE0MNRVhlceYiBtTc24WcQMXk9MJpkVcQlq0S55TRKsIs7MZ5hcLJHGqFd6p6xiTnWRcz6/NpimXfnRVVG3kooO2fHWfMwwwVzZskzl/rfZMy/aBJrIaWpXalFfrgkbYgD4kiSole+5+XkTQWC/WcEMPaZwgjhN2KrJp4dZ4guN7x3j9K69jebFEmuSlfr5W2apvGnIHmbLfEmLAshw4jq8dQaOv1MXPbX0X+LviqSauJFkDOa3sWJ43Yuqqgrwsi7lh8x8ojleV5CVCdNlsk8hEZwzRdrQvDKW/NgwDlmXD80LW4c3tfBvVq3Qzq5feif7Ix+R0UoV4sopNllGaYnm5xOxshvViDVpEzugaD6911S9RC6rqz19TqZR0P6P4/WXt1vebDUkOpWTZtuFatz5lnWR/ywlYPVl2kaJU5VflFO+otGkaG57gy5S1b00NqFmPPM+RrGOsFxFGSQZqWUiihEWNoSxy/PHpFOE0xPmDM6SJJCNVX60tqDbONaZpVYt3HfTvj4b07/J/UQOl0nABBt6UNq48z5GkMShHXpSyPV2W5RSecIzAXDeovnae50jTRHvFoUtCOulEA2efzjPkysU0bXheUAsXU6ogtlVl26o3XqVo2RbCSYCjkwlGnod1ksCxLJAswyWl1b6tNK47y3SzN9Xr1AbZJK0yLndB90lZTwJoUwkOsR7abCbmjP89v4EImZRaT9+PMFUSr85QyGlenELQnlZHbauDPAeyjCJeR8jSDAYxkEYJFlGEVRzDtW2chCHCaQjLsRGvJYvp4iU3E//2HMNrO0yTwLYdmMQCc4mXbervb9tqf+d2YUC427usp564ABSElYHSDFmaIE0T+P6o2tNgwIBpmrAdFxlNK0eN8rfOXixgm3S6PCNeF/++DhBiwnV8eN4Ytm1XMwGv/qsmNpOweGkSu1GZxvZsTG5P8dzREQLHQZKlIITAAhDFCRaXC0SrqLbhuO8mWRagt+NzTW1P+9VFmZ80Tf1vfuIVJ/wSTZJA0/WudeUlX5VEqyOJie/F/78L6Yqk1QfbCzF1frplNNUrSzPEqxhpnMIwGJEt1xEWUYSR52HiMycm27WLBRaXqURHvdlHySSVWpI8h2ESJnHZ6kAMu8w5bV7YOqg/D7wpJa4S5ao/TWMgz0FzipxSuF5Yic0bcdqGZTnIshR5TpWqMdnKpGlFsU+X+H24tgKMuBzXg+v6MIto8IzQKRcPLa+cXQDUVC+lJ2Ge5zAIYW7wJ2McBQFMQpDRHMQA4izDcrbE8mK5teG4CbXJVBW+SMNjrnxe1Y593Hj7fF4VCbVJGjrXdOpXjoGtvirZq1XmIyOtNlWaVHW3J9uXsi4t9lOVBMfnIX1O6G9S1WKZJi9ORF7HlRYjiWJEaYqMUni2jdE0hBu4IOcE1ODGhUwFh+aFMCEEluXANIcJwKDyJu46F+1DynsmiKsErzqkNENGU7huUJ0OWg5cy7KRZXYhpTVPom0doMnOVZa5K/aRR+mY4Th+4UJLChIqyUsdlqiSyHIu2KdhwAs9TE4mCF0XWeEGbBETcbbG4skCy9myigq/qYd6omg7gXcrjcbE02fF2FU92ZaH+L/u51Wlk5GLnDza+vL2uzZO4h3qLX4b3XbcVVLrohbWeR8VyauQFZHiszSDaZmIC3VhkmUIXReTyQjBOMAT67xu56qV0aLdqVShzM5lWTaMHQLYtpWrIs99LbBleOaIC0DlOUgps305tgdSeswVEyohZuUuryKvrm7yMulM50M2OYEMBVHNSQiBbTnwvRFcx2cbjw2jap/yGdZWRcQMQqTSj2EU9q1piDuTCXzHxiJiJ8BapskiZxTBdGlaJy6ZKqlVomiQsrYIotEJQbA3SmwhMtLSkZCaJv2u+6qa0GSTEevUhq6Sko7qctd5TFV+18VEU5vL6qv6flr14foQpTmLEB8lcAMXeaEuXMYxJr6HkzAs1IUO87TNWhbSxGB9lJYF5LV7lmkzd/gi2K7oKNEFuqrBJmcNVbpd8ZQTVw5A7sVS2r3yQvqyuAC8vEGznhcAqCWlrkTWdH3XtGK92nTa26pMAst2mCOL7ZSJWXqq3sclehKWSYhFEE5DTIMABgykGYVJDMRphtnlAvMnMyRRUntmU8f6b613FslTsM2oXOE377+9aty+JilXuKYzkYnQPWa+q3TSB7w3ZR8Jaiu/AexZOmgiljyXq5dlG5LbpFgdNH0nSimSmIV/Kr1XsyxDnDDxauL7GB0Vdq55e6PxjjVFqdU9wwCMwiFNtbDuqglqS7eb3av/quYpJy6JGouTdAzDQJrGyHOKNE0qEToHIzZIJ3yxMUtiZCQpK1N1bXhs6tC1fFEaNAwDrhvA80cwbXl8QkA0CEvyojmIyY4xGZ+MMfF95MjZ/i0YWMUxLh5eYHGxrM7cugq0ucXzhK6j4tCRbGT3mtWWjUVqk0nTxLm9SNjY+kops8nRRcxbXGSo3nNrEaHY3N2V6Pjn+LK36ke3+zt/vZr2G/oJ74gk2yBf1kOsG3cFNKNI1gnWiwhZksJyLNA0wzKOEacZfMfB+HQML/QwP58jy7fD01XZcgvL8r34MZvnzG7Nn0/YhVj6zmHX4WT21BNX22SeZVlx1DUFzdJKhKY0Q4626MVlvmKa7dXOLmha/dfrJyeQrpv/WIQRG74/QhhOYFnW1ixZy5PUT2Ct1Z2w48Xd0MP4ZAzPtpFx9rFKTbiKioXCAOojYTWtJcEQo/IOVn3zvCBbUQ2V583Sl9gsXSdhXcjUY6o6yKRPUX0tkldT3VTkovMObSq6IaQzWf22nAsa9nPxdRXboznCfkud8hxZkmK9WCOOErihBwBIsgxpliFwHYzDAF7ogVgEiJtXQ6Jarv4/qi1A5SbkXTU+OurBMt3BxtUJeh+m9CI0isC8KlWYPF+xDFHtpn/aq0xdJV5rStsHsvxZNOkxXDeoPKDYBF1fxUmlLeFdTcuEF3o4GoVwLBNxmoHmOVJK8WS5xPxizrwJJWrCXu8jkFZfm5G+bl5fRaj7mVREo/N8F6IUty3IVKKyzde6qsCh1YIqe++2ZqWd+Grft8Gpgn+nUs2ort92+W3IczBvwmWE8ckYhklYWchBDIKJ78P1XZiWWftGMhMIb+OSef0RwpwzdAPtNnkpyu635aPvCLPbRPAMEJc+KKUwDLZ/q/yoMl0xg1qSE6HjSdhGWPx12T1dEV8qFW0NAgLH8TAaHcFx/GLAFoF1OQIrn63Vl1utl1latolwEuJkNCrsW2x/3DKOMT+fYTVbVd6ETSTQpy93cZPn3eK30kukD9lErjthtb2LLJ+2MrqoK2XtfFWr4SYpsEk1yJ5r7vc6qsU+B18OoZZVgVKKOEpY0N203GrCNH4mIfAdB27gwjQL56dsM/ZkY7vNJd4kFgzSftTiVUpI8rKBbW2WHp5y4tqWfNrQtJppyls3/6HSDe1ZyOdnFvEJfX/CAusSsvEmpKK0Vfwu9nKxvlZO/pvzt8KjEKHrAmAryRw5llGE2fkc8SoSVv6qOsqvb00yuqpBIU9+Nd0Wx7Bv83eZB+Tqre18+tSlWYUlkboGUm/WVJQN6lVRauuCpn4is23p9JctkldI8bxNkCe7LZVj9W5sQUhTys7oihM4mYM4TZEWiznPtuF4DgyTqBdiioWsqPY1DAJimoWDBoueoXLe6uKgobKZNeXVblvrT5pPOXExqaiPm+deatPwUbvaoYBm8upi3+KfIYSAmBY8N2Qbj02zpibk929p1dUw4HgORkchAsdBlufIKPs5Xyxw+fgScZRwA6z7RKy7GpY9p59Wd7HRvR7is03S1hDllM8PQaJt9ZDVW0VKYp3KdE1l6EoFImmVz/ZF075BlUq1SRrM0gxZmhVjLUecpOxEcErhWhYc34FlWTVbrOxdqoWkIVH7GmXYJw8WtwlZpYUp0UWd2Hd+24U4ZXjKiWv4YLZNA6WNLHZ1iR/6XVSwLBsuF1gXQLWpuGnlVKoKRWnVdm14Ix+2aVbnD+V5jnXEomNnSVZIdCjyKZ9tlyy01DeKQL2qcrbLEKRvwQtOJBwddZFs4t5W3TU/24bmvqqXh/iMalLuUrcr6sataAu0q5WHVOW6uSdel/dhFo2GphlgsD2RWZZhnSRIKYVr23ADd3OskMRprGlOqvXfMl5hcUahSt1Yf8fdVIb95y2mtemDp5y4GHSkD50P0/wByue3o4BfFeHw0FEzyiQ45i5rF8fACHvbBEP+tteSUVn+eDWM4zsIfA8mIUiyDEmWIaMUWZIynb60jvK/VemaPl/bpCQSTvmM/rEn2/WQSU9tXayJQLcll/bJpO9ks/V+ygjqw9lAVO/OfxvVpK9dRkvU+yrPDh6pXV5f1UeQ58gziiyjQM429BsGO/Inz3PYpgkv8GA7m7BrOmCkVf9GpcewZZaBdtvz6Atdj0NZ+l3nzGeCuLq6ZsrE5CbHiuKprStDDGpRf9xWlz4qR/F/23LgOoX7LTYrwo1HIQVQxCckQlsJdTRN5lEYui5onmOdJNVPEqfVdoRN/cX3qb+b+puJ76ivDiuflZEXgFY3ef75smyd8sRr4oS2r/WOiqCVGgHlKcG79+99runEPiAe2SKezdZks+LT60pnbarUTfMxFTxTF1JQmoOAtW9GKQLHwcj3YHvsRIsM2dZY2P6/LGMTCMAo5hLHdmE7nvRcLtl8w98T0eZ12BcsnzetqrAOvlFbVV7YSBWyNE35DIkm/fE+vH4MwwAxzUqVABT2gby0c9VJpjJuc6NUdN5wXBuB48AkBGmWIclSrBPmRZUlaaGGRFWWarBXA1BCUnydRJUjoJ6YVPnU2kTibVjm16YuG0K1Jq9rv++ueuy6NAM8ZAuNviQu6wMVATc44Ihp265tpdFYLMnVizlySpGmKdIkhWmbTCtBKTvHznFgOZaQT3NQaLG/VvEKLbs61kmGrpJS23OyPGRasC52tTY8M8TVRbxuutancZue7+LpKMMQkw2fBzEILMuGZdrSjl2qFwghIJYJ0zSrOIbS/CwTbiFxWSbbh5LRHKs4Zkc6JFmHduyfRnayryraQe25kpMVIYKgkEbKfGUqQ75MmZS2pUrqgbZFjY4atNJMCNEzlCovVVka6YZe/+lK21V6zQ3FMrWl+L/OdxPrx7wLc9C0fiIFzSmIAQSOA8e1NfM2YJgEoFmZSZUnMdkRTuVJ8LJ+0ndxzufVxxljOy+gr9TVrgTl8Ku/+qv45m/+ZkwmE0wmE3z7t387/tN/+k/V/TzP8bGPfQz379+H7/t43/vehy9+8Yu1PKIowoc//GHcunULYRji+77v+/DKK6/0qjwP3iaj+hHTyZ5typO/pqqD6n+V44PsuY34r+fh1wkG26RIzM2aReaNRSzCSMuUzMZcXqZlwvVdtmIkBKRonyTLEK0idmhknmtP0k1Si2HUf5R5dDTEV/lrSGz8D39NvC8+w5cj/i0+U15rrot+v2gkuLKfCUfdi3VsgkxCFttFXb68XZvSqurQSJyFk4bsRyxDVuddhmGes/JLtblhGLBsC1YR+NuAAc+2YbvORrtRvZdk7iqCXpe2Mh6GUW5CLs4iNMjW8yJU858Muun2jU7E9fzzz+Mf/aN/hN///d/H7//+7+Ov/tW/ir/+1/96RU6f/OQn8Yu/+Iv4lV/5Ffze7/0e7t27hw984AOYzWZVHi+99BI+85nP4NOf/jR+53d+B/P5HN/zPd+zddzFTYSK7HjxuGmS0JXmZHnz2JXQ2jofP0C4QqVpTZPAcW24tg2TEJiEwC5UhuvFuohPqB8xQzWBdR0rqvA+qgmuuidZmfdVZ8mebSpbB2pVoEI9xUlZbWpxGfqQl9jOsnuqPBoXJEbz/zzE/Vx90LQI0bnGE2Oe56CFSzwxCWzThGNuTqiwTLPaUynWuVZ/o/0kZ9O0NlHiFXOOuDjWlaRuCjoR1/d+7/fir/21v4Z3vvOdeOc734l/+A//IUajEX73d38XeZ7jn/yTf4Kf+7mfw9/4G38D73rXu/Av/+W/xHK5xG/8xm8AAC4uLvBrv/Zr+Mf/+B/j/e9/P771W78V/+pf/Sv84R/+If7zf/7PPaqv7zY6FGQfvIv3lziZ9EHfVQ97jiifLetZ/W6wEZRpTNuC47twCjVhmfdqHWE1XyFLts/f0oVsNS6MYS0JTIY2iU08LJD/LeYjm1DbJugmtKk2dWCQ+oKKv17PT7ZqF8vU729qbUTTM/2lu7a828ameJ5b46LGUKsomyTGnLIbWbER2TAMOJYFx7bhWBaIYcAipAr5pPMeG5t0zv1fqAuJAct2YJrbXopN85XqXp85b9/oRFw8sizDpz/9aSwWC3z7t387vvSlL+HBgwf44Ac/WKVxXRff8R3fgc9//vMAgC984QtIkqSW5v79+3jXu95VpZEhiiJcXl7WfhianSvEBh6i0ZskIZW3jq6q8SqgqiN/DwByLvyTKh9mCCawXRuWadYIOV7FSKKk9aDOep7tZLTLBCgSIJ+WvybLRyYBqsrSVX31fQ9ZObXrEhWY/HlhfDREbdjFhly/v734UN3jr6ugksJUzhfijw6a6qzznXhnkdJ7lxgGbEKYep0QWKYJ0zLZga7Keqi/T608k7nElzaupjG/D+iTY//6dCauP/zDP8RoNILruvixH/sxfOYzn8Gf+3N/Dg8ePAAA3L17t5b+7t271b0HDx7AcRwcHx8r08jwiU98AtPptPp54YUXtOraZLcCNFZjHVaZfclItZoZYlUjs+WVZbKzytSdixY6+eq0Y8lsahDmoejYFkxiIKMUaZYhyymyJGMehfxqv6eqTSSTtmbpI4F1BT+ZXfPik9Whhaiqb98QXULqLt6TgHXJuy1N3zYWgwt3Iak+93RBKUWWspMpSKFaJ4bBfnjSaiissa0MZv+yrEJViO3x3xVNPgObsrfnrKb5jP3df5B2Jq5v/MZvxB/8wR/gd3/3d/F3/s7fwQ//8A/jf//v/13dl71QW4O1pfnoRz+Ki4uL6ufll18un2wUbUV00fH3MVR2le7qk3q7a35X8HrrrXoK9avfZ8fA5BndlpgEIjQtE7bFBkhKKaI0RZxmSOIEWUprrvBDoEteupLbLvXTeXZfJLolFUokrbY+LuujMulCR70pPicuNnTbQUZmTdKt+Mz2YYtyYm+Tqmv3qjz7S9Sl5ypNKdJibGWUguZFKDYiV+PXyCLffjdZetO0lO7wQ0KcP1QkJ3Ny2wWd38xxHLz97W/Ht33bt+ETn/gEvuVbvgX/9J/+U9y7dw8AtiSnN954o5LC7t27hziOcX5+rkwjg+u6lSdj+VOi6UMD8g+sYxfrI/E0rUZ00pcE3iWPrnVmHmQZMpohz2jjajTP28s1LQLXYkbgJE0RJwmSLEWWZJVahL1ra/UV5Xd/Zh/QUWOKacu/d8WWKpCfrDXVglrl1JwJ9OpSoq8KV7WoEJ9pUiHK7+mMF+7vhlMGZBualXly6WXqSGKSylM3zjJEaQpKmUs8O/Ou5R2MYtuGJETbps8ZxZlc1t5VDzKNTpdn+mJnSs7zHFEU4cUXX8S9e/fw2c9+troXxzE+97nP4b3vfS8A4N3vfjds266lee211/BHf/RHVZpukEs7tRQKYlP9vy/Do06+Q0uAKrsaLU6Ebgqom+e0sc6VIdg0KwNzRikbjEmKNE5YbLYqfWv1a3Vmf8ttGDqr/+Yy6itmUTLgCVM2gYrP6RKaDuT9dTsdL1mw/9tjTbaVKZO8uqjq+IlTVl8+TRN2koCpOJkXY6BFVcjHNWx0SmpJ02Y7Y0Guy/2OTEOR0oxFW5MsuLe+J3e9SVNVSnClnWsXXLcjhgydNiD/vb/39/Dd3/3deOGFFzCbzfDpT38a/+2//Tf81m/9FgzDwEsvvYSPf/zjeMc73oF3vOMd+PjHP44gCPCDP/iDAIDpdIof+ZEfwUc+8hGcnp7i5OQEP/3TP41v+qZvwvvf//4e1R9WDVVC50PLVGxXhTbVKn+/TgRsncJOhE4LiQjc/Xoem8HDLRGEScG0TFiFioNFhqdIaYY0zVhS4QO12Rd3t+upr3dRV8kgm0N0SLRLmXV1s9qup3L3brVZNdm4ym/TErS4Dbrv0CXPrs/pElaVn2zzeVP+XYP2cpqUvBwnxSnImSokl6LzqGxF5TgtPUr7kJbYl2TaqS55dk2vi07E9frrr+OHfuiH8Nprr2E6neKbv/mb8Vu/9Vv4wAc+AAD4mZ/5GaxWK/z4j/84zs/P8Z73vAe//du/jfF4XOXxS7/0S7AsCx/60IewWq3wnd/5nfjUpz7FjtfYAaK6bdd8dk2nXsW2E14Xu6Asv+a8KSjNkGUpc9CoQhvxA2tb8pG9A8Bcb22r7nabZswALfMo7ENMCo1J4ypeNub5/0UiEwlclDREqUzMr628JsgmiKbndVWDMgKSRRipPcP1p60j7PXmVSmayItPI+apm7/ojKEL3UDLfTa1K9WtlCLJUqTF+DAMAyw4jVFFatlqByGyC5OGKQyDSFX6xOgnaYl9UdRGtfkwtJlm6vNi/0VqJ+L6tV/7tcb7hmHgYx/7GD72sY8p03ieh1/+5V/GL//yL3cpWlXiFkFchwQkQiXx6EKXFNvSbupQ1wjnlCLLEmQZOyfLUHj3yGxtVR4FuRHLhElYZ0+LyAA0Z3HZ9gFezcfXRUwjThyy12gioqaJR8SuUn9NslWQsOoZsZ/pLtx4BwbZIkvMh2+rLl26z3CUfU/ZdWl5PY8vqZfX3JZd6iPLFwBollcnhZMqv217lYhWk0PZLwgBIVatfzR9X1U9267LzC4qdTWv3lSl08UzE6vwJhBWiT6OFU3Py/JSSVtiWhnJ0TxDmm4it5vWtjeTTMduGPwJyCVBsOdKFWGWy09c3eXzqCSZdnVR832F+aCz5NR0v0kqlKUT0zepCDflt6yCuajpsg3IjZ6vQhxDsU6i1KqecJVFdEqjgu6RJlVZGmllbdicvkjLfUOxTYjJThOvzsErEtNSatLcf8fyl7goGAZKSaZJEtLV6PRBE/HV67Gpa1fs31/ygEbJRUwjN2xvDO98Gn7lojbMEzEzUEqRpjGSZA1a2KJ4NUWZN/eIvM5lNOoiGgfNgUxxIGUpJe3PprFbPqIqUEYgKqIT/5e9q1Jt1HC9yk9wCNi2cfDv0TIhNUVM76UdkP/N6qZ+pkzbVCSfTqsuPe1ZXaHqx+L3Vr0/MUk1ZnjpLs/kWgrmCSyOJ7VqedNnt/tLFzQuaNokPwWGEjCecomrPAZDLtrfJPUh0L8eXVSHIvKcbp3Lk2UpkiRCkkTscDsuH/ZDUHoVQnQCaJkos0pVqJ4gdKUQXfADtqyiSlXYpDLk8+CvN9W3jczEezJJSl8l2S5tqa5tOWXIouHL8t+S0Mq07ZKmrF1lRMdfa8pX9k21204mqTY4r4jts8sG5jwHjHwTNcMwWGxC2zRhEgKjOJw2y+qR45kaH1sN0kQYlVYEbOx3gczEoVaXXu+c+pQT1/YeqNrdG0JYgHrS6eO+XOank27LvgV2UGSaxkjTBFmWbhw0qDyAZ05zQPCdEVWQJiEwi9856oNvu06t1dZ6RkdFx/+vo8YSJ1HdPFQQiUql+qsd+CicJ9W3j/DP1voa7SadyOI2Npcpv95E/LokJiPA1vp0ICCZI0t7VJJNfWVl10I+ZZvvQQyj2iScUQqaUa32FW1EvMqeSUKbRaboxFXVS7KoF//el0fgEHhmVIU3tYFL8KpAmTGcT6Obnw7qB0MaMGCA0qwgrnjjoGGIddxEqW5SR/EqTMeymGs8Wuwmu2lqlHnwk6BqImxTWapITFWuSp0lu97kcq12QddvLJXrssxRqKs9SO59p9emsuea8mp6TrUAaIK4t6qvClJn4aN6FoZR8941SRFot9jTldIMtHDWaKscy6N5vshzWixS26P3tHkC7gO75v+US1x1aHtU3YCVxFWULxX9Udq4EiRxVGxEpjCFNUzpastd2FZZFEFDE7oJDUUKqUvlzcRnx2Nrkpeo1WRqJlV+/ATXtCJWoe3zqCQzmTNDrV4thCESWNd+MpRHq/SbtTgotElUXdpfVwXbJd8hPA75ckvokrZhGCAmO+vONi3YplmdycXCpImxPdV62ZK8VN+p3PKiS0pXMScOSYbPFHENLa3sC02d5CrsckyfniJO1kjTuIgEL0tHQWndjVWcKWiaIal2/+dVpGvmPaX/DrIJTjV56ZKW6v++qJFOg31kiBBMutHdZeod2X2VNCbLU3XNMOSeiZt0DYTegYi6QFw0SPPsuZFaVZZMfamTPyMuE5bFSKvUUABg+7riFLTBQYP/u0mSyvO8CDJAIdq5dlE788+LWpemviQz4bB7/cfJM6Mq5KHS594U6Lip8p1zH/XPshRxvEYULZEkCZuQDAMg26pCMcJGCRZBniIpdv+bhMApImmUYW1EiGqa8v8uUpFqQhRVhGLebRDVi41qq4ZTdLtgl2/bZDRnkftJ7bqoWuratyovtYZ31pM85NfaJLamsprsgUOji4q0vjGafRezOEiyJC8AiJIUSRRX+x/b3dWb35VmKShlp49LpbiekKknm9zfWV03BLaLNoDHMyVxlWhq2JvqaaizEupT95q0BBT2Jyp4FjI7FzFZfLPcKAdP87omz3OkSYqMUpjEYKoPwjyliLlRF9YcEDSlKBEqMpGpilQTY9uc1tV+IkoiQ0HpySXsxdLaW6SIlFE37qvUuburj2TejK3PNNmMWhYVnVWrCttiV2z1a8V+u/IoE6vwKLRMdqxJlKZI4pQ5b5QLBF7LoSinzFec4zKasWOJJFLNVc59zWUZ6Ct1PZMSVxO6OED0RZOk1FeCGoJw+QgZlGZIk6iwc6WQOWhUaoZyhS1hGZpSxGkKgNm3ShBigLA4NlqH9rWRj4zw+OroNEtXyQvYVv/Jvm2bHaHJzbyrBKQK36SDbScF+QpYtdArCa760dnEK6rphGNueO1zH2GpTeJVtVElXXc4ULJ8rlVVqCAtwyQwbbMgrWKcwQDNc6yTmKkKqUS1x62oyiDCtX4i9KXShq2ycT0LeCYlLp2Voig+DymJNel/28TqpnoOgkrCo0jSGHGyZhuRKQXATmDNMgPIUKWjlCgcOJjEtYpj0BwwufN/TNsCseo+9KLU0yQFya5L7Rma0QxkZYr2GKmkpr1/R95/KvWapE+qoj0o+0IXt+6GtlXtX9Lpp+J9UQLUqVtTuqYFTNehOZQzhkqq7zo0CSEwTRNOoZkokVKKdZwgjRP1eC/Iqjwnb7uOG1E0z2jNY1gHN00T1YZnkrh0Gv+q1IdD6JSB/mobtjqj4IVrtsE4r9SFaRKDphS5sylTZmsTQTOKNE6xjmKkWVapP0xCYNnsKPJ6O4t16/w6ze/aEhR2K71Aoqo8N+nV/URngqjc0yX7g5q+r85mWBkh69jqmvLUIVUlCeqoBGle2FTbiUClUpapQndVR+qClxTb6l/aHEuJi9UhRw4Ws3AdxUiTTJ1BhwqlaYo4XiFNE/DOGU22LpW6+KbimVAVNnnX6OCq1Yd9OsiQ9SujYmRZykI/pTGyLFWWq+zweY40ThAtI6RZBrNoR8skcDwXjufAtHaL+q+CTMWzywpbNLTv2txdJ4Km71ttEC9/jLrKSqZW1XmXNhWrbnvK8hAdV5ry4if/LouNrXpobhjuipqkL2lb8TvIFxaMuGzHhmUWC0dKkdGcnRq+ipnEJdghm/pFTdVbRZXPkWUJ4nhdSVyyOUc2Hw09B4pl8NqHXfFMEJeO+u2mrCZUnbGpfqoO0KPwWp6MuFiUeErpZpKp7B6kll528GSWUcTrGEmWbexjMOD4TkFc211M1yal+SrSfPexDhlqgSPGHVR9T56s9OsobwOe7Pq0v8pTV7RZydKW6aT5tu1rk9i+2sirzwKmX5vI8ynrUdXHYGpCy7ZgORYsYiKhFGlxJtc6jhGtIqRJtt12XKVollc2sLIvMlsyP06BJIkRx6ste5muN2D9HfvPm6LqmbenHtzhNdG4ouU+jvh322qlS/ltq6e2Z3UnTVV9ZTNAliVIEhZFg3fQIKJRPaPSSSZNUqwul1jGMQBmciKGAdd34YVe4RYvqsXqK+y+EoEKus802U+a1VZ6Cwn+uzV9P5UHYRvKYvlPK/tbdk/Mow2i6pj/W+Yg0WVsiH1jaOjtiVM/27TtQdXWAEdeBiMv0yKwPRuWaYJSiihJEKXMRhwtI2SJoPXgViBVu4sLBWLUxivNKOJ4jThagRZaFJE0ZP+rMISpQ9q/DQNQHKekgzcNcakgDkLxbz6deL3rRx3K8UM2iTSVo7RR5RRJEjM7Vxojy7LN84QvhxaDcrtNsiTDcrbC5WoFALAI0+EHnotgGsDxnZpdRwZdNdH2e3aTsGQTN39PzEc2GVd2KkWBldqlWPkT0+i8Gbssu2mvVKPUIVPd5fK/Vc/LJAd2r/09ZO7ZOgs91W1V39D9/l0D5DYSFedlupGa2/NmfYFtPjYMg0laSYJ1EmO2XmO9WDMbF98RBTZUqdv4ts6SFFG0RJxEoDltbfOnFc+kc4Yu9vFRdzXgd4XuRMJilxEQY2NzYvu5EsTxCnG8Bk0p4Jbqje1I8ZTSDcsUoJQiWkWYr9egOYVVbDz2bBvhJIQXephZJmi8Cea7Kb9eT1nz6DaZSDwyItKFSvWlo2oxim0ABiHVu9Ks7gnG58fbKFT2oHIO64LyGf5Z/m/hM7ZCtQes9TmFinFrcSVxrNGXBvXS6UBLOpPEmBSxRZaGwRyWCvtWSikMg208XkQR4nVcqfbyPN+SRfiFY5PnYZpmiGMWEYdSieoR8oUtf+9p8DB8yiUuuYpPFzI1TpMYLVtJqvLUfgMNlZPqGVVdxLyanFfSNMF6vcB6PUcSR9WERgipSx85c7Ol/H4usIG7mq9wPl8gTjNYhA1MYhgIj0KMjkawXXtrctGRsJrVdbuRU58yS5SSlGkVXmIOs12YtlmRlmmZbDM3ZadBi/tvav2qZW9Wn/UOT1BtaVh9+pfHS5kytI0H3l7WVge+3wy9DtxyghG+Sxf7mUhopmXCcmyYhCBJ02rvY0Yp5tEa0TJinr0ScqrUsblsD1xRp4JwkmSN1WqGNIkbx33TnMNrdPj0XaFatAyBp5y46g1coq8Hi2ofi4rAxA/cFbzaSeZ+3pRvV8cTlZqTUrZCW63miOIVaEZRekAZfPSLnJHWdoRzimgZYX4+wyKKABSnIWcZfM/F5NYEbuAyW1eLurALmubCJsmtywStitRuGGBqH8eG7diwHQuWbTEPyqpdKdIkBc0y0Gw/Ybu26tuiOtMlsba0yjwa3OdVY0v2v079ZOglXbdtM1B4r+oSGTPlFGGeXBuGwaJkRAVx5cgRLesSF3uu/iE39q3tccwTeRyvsV4vkKQ8cTVLXbLFtriAF6HTn/t8Z1085cTFoGr4qyx/iOdUxvwm25pK0lLbYOhW+iSJsF4vEEXLys5Vr089bmFxsyojiRLMLxaYrVbIijyjNIVhGAgnIcJJCMu2tkhD1vdlklh5jf8pr5d5qfIRJTNV2iZI+1elTi3/3qTL8xw0zUAzKiUtmbQ1tAs3K6f5R5Ze9r+eo4hkUpVN+oYQfaMjQ6r6jVjnpr+38hTiCfJ/q/pccx23x6tpW3B8B7ZpIk5Ttu+x2IQcr5krfBlgVyQtPk/2U/csLNNnaYYoWiLiHDOKjGp1adIoqXCd86sMzwRxidD9GG1oGlx9xec+aFI/ip23hKrOIijNKuJarWZIi6MVSjdbwgXdLYlLJMs0TjA/n+NssUCUJACAKE2QZhmCsY/prSn8kQeDtHc3kWh4cmqbtMp0fe5JJRQxzh6XiGZMosoyiizlJhLC2JHSvDgYsJ20xL+HQle1NXtGsXiQhItSgZdMN99PTwOitBn1kaZy+d+1fIX3GlKyK9+FFNKW67sghlFtHfFsGzQH1os14pVatcfqtb3toHKgKokrSZnmZL0AzbeD9V432QyJZ5K4hkQbKYirx+v04lF5E9ZWavl2hIac0o2KIVlXA0RUFwIAuFNcS6RJhuXlAmeLOeI0Bc1zJHGKJElhew7GJ2P4kwCWbRXl9bFH6kkKItHp5KmU/rYmtXLyRWG3orVrtDjFVqZS1YHMKUPrOamUulm1iyofHfLXbZOt8mT1I/LF1aY8HVV3a5LeECUq1asopTlBbSi+JyEEblBsDzGMIig1C667jmOs5mskcVq95Lbpo6HuZNPh4zjGcnmJOFmD0kyalw6eBk/ENyVxychGRj59VyjXSWa66kYeNGexzVarOdbrBdKk3P+x0aFv5cPllaUZlpcrXD66xKqQuPI8RxIlMAxgdDzC5LSwdRUDfFua6fe+Muls3wtLftNteZhmmqTIkrRQD25v/Kzshh2M/I3So2RfHF9e8cf2NajbSYfsqzzIdv+q58UfU8/2MJU/Ki1BH8jq3KYSFdO2/d0FMvIiFoEXenADFzTPkdKsOodrtl5jOVsiSxQBcfONY0a93nWNSJ7niOMV1qs5kiTa0oywrPTnoZtOXm9Kd/g2tVrbgNJTk2yn2ZUQu0D1Tjm29yLlOYsmHUVLrFZzpHEK27GqwUFNAlQrOBSDgj+2hGK9XOPi0SWWUQTPtmFZFqLFGnFkwh/5OH3uBPPz/7e9d421JKvuw3/1PO9z7vvevt0zPTMwmOABEg8JBkWBBIxlgVFEJMc2H5DiD3FsECODrGA+QCSLQZaCnYg8FIJsHMuaL5jIkvNgUOwhCPmfCTBhHnie3T39uO973nVOvfb+f9i1q3bV2fU6997uvj1nta76nKpde+/ap2r/9lrrt9YewZk4cKZ2LDku13rE70Ulq6x4TgS4+Dglvmfk2eMThKIw4CUAFOoDPtfC0n2R0YRW3GRZaKWdJZIK+D3k1X9aQinbKUAzdPYsEQLf80EJiWnu4TN5yqxKUasW5TRfQVHLnz2nwDAN1Ft1VCsmvMBHbOo6XEIwtCaYjibw/QQxQ+ggpTTY7JVZTRRFjS0mAcD3CKaTEazJEJ7nnPB+EpvH3oVyz2pcRTQqLjINhddRtr2sOk5Sf1nJaytpPiJBwl1uLgxOSlfWsh2T3amL4fEAw+kUFV1HrWKC+BT2eApVU9DZWMLKhRXU2jVoRny9lAStMit/mVCaPjFlrc6BfECIjUNgNuWgxc/LiBy8rXnvq4j2kCV52n9RDSV2TcGgZEVl+7zx0AHDNKDyXbKTi8g5NXHRvCneomzBcrJxjNcjqzcWtK0o0E2daVyGAUopNIVtJOl6HqyhxbJmeH5Ud+K9ZbsZ09D8F5urApDxHBeT6Qi2bUm1LX5dUTktjfis5JwDV7F0O9IrT2gqFMvJVPKs82Ifb6dE5IrZYFgKxi60rAHTulz+ksjNhUkGlOd6GPXG6PeHIJSiXatBN3XYlo3p2Ea9VsXapTWsbK0wJ3VgLpRTqE82uciuldWZNtll1l00i7rEJDgPaMkmx6RZNGu8ipqqy47DbD/lvmBF4WbFSKtSdZa3j4dI5E2SsvtL3n+xPmaXTQO+Ga08z0coPA+qpsKsmqg1qzA0DT4h4S4KU9eF1WfARcnsViVR+5LFthYFuFNCYNsTjEY9lkiAxLPM30kQOqvF+TkHLiay1aRM05GBWdqPWlRjK2JHzvIznaUfTGa24gQNWT94MLJlDeHaLkDlcWaERKvA8HpCMB1NMDweYuq6qBoGqo0qKKUY98eY2g7ayy2sXVxDa6UF3TTmJiPI77VYuZOuvE+Lti4CTtI8yP/y+pc0F0V1ZPcxaUbL6l+e5PnruDZKCAXxCHzXl+4nlXl9yu1kLVCyTK5Z9ckAUrZwKAJoigJomoZqo4pqsxaa4HSNTbuW48AaWnBsV6g73nFKuIUj2pU8spawYr5Hgvd2ANe1C81JReQ0fPVnBZjnHLjkqzxR0ymqUaUBW2brCXObrK5kn5L9StZVVPIepLS6KaWhnytenoD4XuDnGgQmB1ZGZBeG6Z+COCVxrO2Jjf5hH/2JBUPT0KhVoRk6pqMJxr0RdE3D6sVVrF1cDRLwqjGiRtokVVQTkE0kedclAUQ6eckyKaT8XqdBvOD9KnLNPCahNO2ljMxM6ClmQ2ZO9eF7fkhi8bxgW/mMBWBS0kAiD9h4d8TyRa4rKrI6xLHQTR31Vh21aiWMgdQUlWXMsCawBhb8lH24RDNh1Ld4zCAAFo4y6sOyBjPaVlnJA6m7hbRxzoGLybwspTwtKk9LS9Pq0vqX1feyIvYhbfKS9VO8v+R3CgrPdWBZQ1jWMIVdyHIXcq1LnAicqYvB4QDd3pClfKpUYFQMeJ6P4fEQo+EYzXoNG5c3sbS5hErNjK+MEwAmTi7FtA/5sax3LdlWHtglsyZkZVEQzVmy/qa1l6YtzLt4LfJ8ieMnjlkeqMfqiGVDF4KxfRqQMYRFT0DQyOpjXrfLzqFciy1yL2nXZ2nDSSBXAhp8c7kJU9cxcV0QSmHoOigoJkOLMQp9CdgE40a8OMArigJFU6OtTCgNzIRdTKfjE5kJ83z/d5Pf654ALlHyBrmI3yv5Xaalycol6xLLyz4n68qqJ62/RcrJtdJZcw2lFD6JtC7XZhvRzT68LBhZ3OpEUZi5cDywMDgawPa80Fyoqiqm1jQ47mJppY31i2uotxuhnyONzTfPBBO/p+j/NHAq0kYysWqeyVCc/ItMsGkgl/yerSlIiCEpVoG8fiQlOW5JYEuvj50kgeaF4Bknkn28AGRqq4V+p8T4pGnheQsWad9SFhSyZ0lRAN3Q0WjX0VppQVEA23GhqSpMTYNPKCajIEdhiumUa1vJd1VRWK5MKAp8j2AyGWE85v6t+TPC3y6AOg2t7dwDV55qm/wxTupPylOj+V+amTBvchH7WNYUOI89Otkf3/ei3IW2FVKWZcHI3JQhfp+Op+jt9zGcTlEzDHSaDZhVE75HMOyOMOyOYOo61i9vYOXCCir1SjghpO13NM/Plas5SYCiiDZRRtJW5cm2y8wRJwHy056M0oBHSkwJGJi+F6TBytg6JK+9NM16Xk0q2UbRBYfY1qyFgG2m2l5ro9Gpw/F8eJ4HU2dhARPHwfB4ICdmUCpYNKJOqKoW3ziSUri2g+HwGKNRL9xTL17V7Jxwp82Bp/EcnnPgkv9IWZK2ojgNU57MtyXWLXuA8urJ65fMFJh1P6GEfVPDP94nHtM1nY7heZG5UAx4BBAzF/Jjru1icDRAdzyGoevo1Gqot2vQDQ3O1MGoO8LYtrHUamLt4ioanUYsAW/Whn3JVa4MnOYBuviEk1++qA8r2Y9c89Ip4EraO1B2wcY1Rtk9yLTAmfaE37Eo6M8mNZ5tT6Ytp4l4vazfybEvAnp59UT3woKOWytt6KqGydQGCIWp6/B8H/3RGMMui5mM6mGVM/MqEWK3KDgpgy8eFUUBIYGZcNiFPR1LrSjxfhZ/wE5KyjhrOefAJZc8NozMhyXKSTS0LAKIrA95fU2Wz5IZEkbq/RPQtG2zKQUhHmx7gslkBNd2wroVRUlsMJk0FyrwPR+j/gj9gz4830enXkej04RZNUF9AmswxuBwAABY2lxGZ60dBDsnuiFJfFrUjBUfk3Ir8hg4ZmgD6UHK+XWnmadOKiezJBQDKV6Wn08TWUb15PciuRplbaX9jmkLGdnnZF2yY5n3p6T/doqiQDd01Nt11Fo1uL4P27KhaCx+y/Y8jLojWH1L8CMrYaWUIuY/jiwygpkQLATFsoYYjrps40gym3w3y0eftSgWy7Gxy2dY3065J4FLJkUGOvljlv1Rsla6eWCZdk2W301ss6gvI8ufpigKKCh834fjTAJ24SRMIqtqysw+XYTQOEOMsqDj491j9CcWmtUqtpY7qHcaoJRi2B3h6NYhur0B6rUqVi6sotauSxPwJneYzZrss3YLzpN5zEtlTFxFVuh5IJalYcrLlzfBFTku03rTJAucuEZWhIUp07al7SmzAJd3TRlJ06DD55M/E9xMuNpGtVGFM7Hhu164QBvbNgZHA0xGE+b3ExqglML3fPiuD9/3wDNlqKoakjL4O+5MbQyHx7Cs/omzZcjvVz5HnMQXFp+/5v9R3jDAlZQsICuiMclWMfO0m7Y6yntA8jS5tGtnbd2zWaRZxngn2GBynLLVSZwaz8ENigLP9TE47GOvP4CiKFhrtdFcbgIAJsMJevt99A8HoJSis95Ba7kJQxLXBcyaDrN2nJWtlMXJJesvq05Zn9KIJDJJW+nnSVGwmp1Q53euJ9vM0q7mbIJdW2JTxiKSBbJFNcm0enMBmlsEgudF0zXUWzW0VlrQNA2u40EzdDQrVWiKisnUxrgXNxOK7SV9W4qiRLs1BKQMQiim0/EMm/C0/JhlNLSy9UZ1zV/fOQeu0xlQmXaT5j+SkS6SqnXZHzrPrJlmfhS/F1Hbma1c7P8saHHh5sKpsNVJWFbY6oSVZVoXjzchPiNiHN08xGg6xXK9jo3lJVQbVRCfwJnaGPfHmExtNFt1LG0so9qIEvBm0czF9Emzf+LLVtyHkVw5x8dMUl5Ce09b6SfbS2sjJCuIgJpDXpADYgH1buaa2e/hZJwzNlnVS8e6IGBlLUKyFghpYCXWmSYykCrTlqIAisq2MGmttNBabsL3fbi2C6NqoFFhSXat/hijHktmPbMIITTcMJLVGfm2RG3LnTJSxmBwmJpUN97f8ma90wKrs5BzDlzFzHDzDH6amiz7LgOXog9KcmUlglCWvytLI8yzXYegJdYTrH4UMDu777NN6cbWIGQXKooS30Ax0LoI8VlWhCA2h1LGLjy8dYRb3S50TcP28jJWLqyi0alDM3S4tovJwIKqqljaWEK904Cqa6nAUmSVnP3ixv8vWmeWpF2fNGslAVZaV4KcIibsLcK+i+4v8ezEnslsM1vWsTTQyHrEiwBA0fO8vtTxU7L/LytpAJgcQ5m2W21U0V5tw6xVYFs2PMeFFqR5mjgO+ocDTIZW3EwI9tuJFHgOWkltixKCyWSMfv8Aw2EXnufG6pC9B7cbgJLujdOWcw5ccckjY3CZ34ySb0KUtZcnSSfovH2at/2wH4LqTogPz2VbnUwmo5BdmOxvpHWRIJsGBSUEnuNhcDjArd1DWI6DtWYTly9fwPqlddRbdRBCMBlN4fk+GksNNDsN6LqW+9uUBZukqUvUIGQmpJNInklJ1i8ZKPHfNDkWya1MyvYt7XPRusQxPA3gT+uf+D2vb3kaFv9f7GcWeCfvq+z96YaOWrPGfLqEwpk6oBTQdQ2UUvTGQZyjZQvt8ncf6QHHmhr6gV3Hw2jUw2BwFCbVLSoyn3lauSLXp8k8bpQycu6Ba14H4UnltBg1MtOjePwkdRaRsE3JNT7xMJ0MMRp14UxtEMKSpkaOYk7WYI+R7xN4HjN/EJ9g3B9j79oedns9mLqOh7e2cP9P3YeVCyvQdR2u7cB1PbQa9XCFilCbm39izPtZxHpPC8CKmqak7QnZxMWkszKzWpb2Fddw5AuhYpprMd+OWKfs2EnBrewigH/O63vZ/hTSmAMzYaVeQWulhWqjykhLhKLWrKJTrwMABkcDDI8HcB0vpkFyUgYhcfp79I6xcsQnmI4t9Hp7GA6PZ0gZeWxBmW/+JG6KOyXnHriKAMjdZKeV+cD46jpOfJj/wZCxDmVlSDLuIzFOhBA4ro3xuM8cwD6Jmws1VaiPmQypH5kMnYmD451jXNnbx2g6xUqjgctra1jZWkatWQXAthuvmyxQs9qoxFafSZE5jGUiM3GllUtORkVW2kUfp+QkKr2nhM+OHxOJIWkBven9m51cimgdaZpGWXPZWUpWu7Kg5jIALLsm617jgMb23WosNbC0scSC7l0fhqljeW0Ja80mfEoCNuE0DDrmvxVP7yTu3qCq8bgtAHAdF4PBIbrdvYCUQQDMWoHSQCr/3uUWpaLv3u2Scw9cReROrw5ESa5iivbtJJplFnNy5pzQBiF+sDPyEJY1gOdEWay5ozjZJR6U7HssoerweIhbr9zClYMDeMTHcqOBTqeFWrsO3TQAABVdR3uljUanCV3Yq2t2AombOO7UgqWoGStP0oAzbWXPVvX54DXP856cpIuY7ooCQlGttsiCo/CiIQXEioisDdk9iMdYwHEFK1vLWFrvQFVVOBMbZq2C7eVlNKtVDCZT9A/6LM1TYL1g9TCfsh9kgU/S32O+rfEIvf4+BoOjmUwZae952vk0clk0DnceoNLknAPX3Tmo80gemGWZEouupGYfXAJK/JkHODgJgGld0+kYw+ERJpNx8MIpUUxXuCLkvi4eg+KDBIGXu1d28dKr17HbH0DXVKw0Gmi066jUKwAYCG6021jeXGIpoISYriyzXtZEVFZrLaIdZV2X3g85EBWdD2TXFdW8kn0U/xSlvIk0TdvIazevrnnOi33gn1VNbl4tK3na6Ow5FrfV2VjC2sV1VGoVTEYTOLaLWqOKpXodju/jYO8I/cM+PMcVYhSDNFhe/D1UdRWapkW+LUrh2C76/UMcH+9iMhnC92fp9NE9pMd/ysAs6325G8HrnANXJHfj4J6lpD18eVT8pBmRBCY+LkpiRqKUwHVtjEY9jEc9uI4bL4v42DNmlB/GdkVa1028vLsL2/XQrtXQbjdhVJjGRQhBq1rF0uYy6u06NAm7sMhEKRufMqvsLDNh2fbTTHOzO/wqM2WSn2XH0iboSDPK9m3l1R8emzOwWwZypyGi5hdqOzJT75zgVVZZVRRAM3S0V1pYv28d7bU2fJ9gOp7CMA2stVqoGAYOhwMc3jxibEIhDpBSBAH8vD418R6z44RQTMYjHB/vYDg8DoKTeWfj718ZK07y+91kncqScw5ckW8ImJ2434hgJnOmysZDXlaSvYJS+L6HyWTIWEzWJNS6FMFxnBxr3yeB1kVgT2wcXD/A1Z9cw06vh6phYLXZRL1Vh6IocHwfhq5jY2MFy5vLMKtmWF+eNhP1M92MVUaTkmkiWf0QwS4L+MLyM/n4RC1a3mbyPmMTtbCT9Cw7cdbEV/aVkJFDkv3Lk9Mul7wm9beRhhhk15c2PmnmTs3Q0VhqYPOBLWxe3kSzWgnTpDWXm1htNuF6Hm7sHeJ45xj2xGEB7ByQhJyEjIyhQtUjE6ESPJC2ZaPX20e3u4uJNcjUtqI+xy00RebFIgveu0HOOXBFTugs++6dArK7ATzzTZABqULYYVU4CYCZ/xxniuGoi9E40rpCX5dgLoyBY0DU8F0P1nCC3at7uHJzF5bjYKnRwEqrCc3QMbZt2K6LpXody1vLaHTqsZiuooBTXBub71xe+TLXlp3Ms0yNRbWLsiYwmdwuTSa1fclCoUz9YpD3PBJPHswS6a5fXMOFh7aw1Gxg6rhwpg7MqoHVdgtVw8DxeIyD6wcYHg9BCYlpW1HcFgcuHrOlhtYPz/UxGnZxdHQLo1EXnu8WApEiITsiq7DQ/aeYG283qJ1z4IoDU1JEhp4YG3O7ACXtBy3e9tk9DHEafmQuZC+PxguFZZjWNcBo1IVtRfkLxYDkWM8Tm016rofB0QC7r+3gVrcLU9Ow0migXq3A9TyM7CkMXcfy5jI660swKsbMOJ105Z6mEcm0sTSgEIFEnDxl2l4WUKRpV1n9T9Yfq1dgIpZ5vk8yifPrZ45JzIvzvm5pv1Xh6zN8XrLfKa3uZLZ7RQEqNRPLG0u48KZtrC534BGC4WAMz/VRbdbQqdfhE4Jb3S6Odo4xHU9BKWMLAmD0dy+xiWTifaKEYGpN0O3todvdhWNPTgUkZD5yGXGsyBx2Jxbo5xy4itl2kzTzOwFiohSP10o7d/IHVxwHtupj4JUV6+E4NkajLsZWP8xfGGpdaWZIn+18SwK7/8H1A7x+bQej6RSNSgWdeg2KomA0ZWlrtpaXsPnAJtqrbeimIbzAcp+V1CSYMXFmmvEkJrk0cEq7Lqvuom1ngVoRiZ5v2bnsa/P6WOheJSmxitxDXn+zNCzZ+KX196T7vikKYFRMdNaXcPEtl7B1cR0AMBiMmG+rYmC51USrWsHInmLn2i56e114jhuMBSNk+K4X07b4u6QK+945totedw+HhzdCbYv1Yf70cvJ7Sne33A2Wo6Sca+DKQv0002Hyh7jTttv52j7dh4gQHyTIRJ0GqpQS+L4LyxpgPO7BtaMXiG8yyYORo7ElzNfleiDB/6PeGPuv72On3wMANCtVVA2Dbf3guahXKtjYXsPaxVXUWzVp1vioT7Ofy2Rtj+4zf0KWAWayjuTnIqasLDBM087SpCjgpdVdZAxk950EiryxyKo/T4r2O3k+LfdlXt+SvkNFVQS/1ibW71tH1TAwsCYYDywAQHOpgY0224drrx+QMkbT8N2iFCH9XbR0RCZ31pbvMfr7cXcX/f4BXNeOzVcyjaiID2te9uDdBGDnGriAdKfjrJkpnkInjbxw53+YMhPv/ICb1EB94odMJe6vClsJfV0BNX5wzOK63LjWpYZmjmhTyhC8fMYydKYOurtd3Ly+j5HNta46KrqOqeOCEILNTgdbD17A8tYKKjUzpnXl+ShmkvJKfCEzGppwLKt8UoqY9GT/x/p7gsdN1tcifcsyjWb1UQaiJzU1Zsk895c11mltyNpKE1VT0WjXsX7fOrYeYGSMvmVheDyEa7uoNqq40FnCaqsFy3Gwc/MA3d1ujI1LfALiRYHGvH1R26KUwp7Y6Hb3cHx8C5PJKHw/5aEt6WDG6o+T2NLktHxnZy3nGrhUdTa3XRqIycqlyZ0DsbI/+vz9m3WwEvi+F5oLk9oTL+N5DsZWH6NRF67thhnhFUWJbTIparRibBfTukbYu7aHW90e9MDX1ahU4Pg+BpMJdE3D/Rc3ceFNF9BebUMz9BgYkWDzyllqeTFNRUkxXeVpVfJxlINeGhAUBbuTHi8qSRBPKzOjwRQcaxlIlhWx/uTCI+1eZOez+ie2Je2DqkDTVdQD0Np+6AKarQaG1hS9gz7GgzFUTcXKSgdbS0swNQ03u8fYvbqL8WAcZsogfmL/OiAebKyym/U9gtGoi253F8NhV5IBnqLMfFHUsnRSVqFMYTgLOdfApakaVOEvDcROIrdXG1OQDkY08Xd6Evm5/OCPpK7QCCFwnCksqx9kjY9IGmJONTEehYMXYxkSuLaL3n4PuzcPMJpOUTVNtKpV6KoKy3Fg2TbatSouXt7C+v0baASxXbyv4WjNwXBLMytlaRxFpMzkLNP0yrYtA9+zfDzTAK7seCX7mAZ8efeSvC5PwxSvSSszc2+JXbjNqoml9SVsPrCF9lobU9tB/7CPUX8EAGh0GtheWkKnXsdwOsWtGwfo7bEFHn+HWDLqCIDYexKAVwBaoCw572BwiH7/IEikmyBxZMwVZzFPyQDppNrZSUTPL3L3im6YAPjGa/yPq8qRGp40E/Jj80iaH03UMM5GeLsU8QeWJs7PLyQwF2qaLqR0UiH6vtgmkzaGwy7Gox5qtQY0vRK+fERToVKEGavF8eAsQ+L5GHWZ1nX90gZWmg0sNRqYuC6ORiMMJhOoioKNdhvW2y7DmTogr+5g3BtFG1aekiQ1iZNKUjvh9eZNrFkTalJErU527Wk/grKNM5PgVRT407SbIlpP1vmsMeDjVGZckn4to8LyaW4+uImljSW4jof+fi/0a3XWOriwsYoLS0sghODqwQFuvXoLw+6IWQhoPEOGNLWTyjrKsr93cXy8i9GwO5PaqYicljkvzf1yp10q51rjAtgA6roR/JnRn2YEE3CkjcnMhyfRpIr41rKl6AMklkvWn6WllehJAPgkMBcCcT+YKJ7nhgHJk8kYxA9WjzwGRfB1RWMU+b1IsN1Db6+LnRv7GE5tNKtVlvapXgehFMfjMRzPw6XVFVx6yyWsXFiBWTWh6WossDQchTmG4KzePXGFL34v25/b5C7IJbQkfYbSOnKAIU3bKWKyTdZTRJLt5Zk0Y+0nQEvVVNQ7zES4tr0KABgeDzHqjeG7Hiq1Cta2VvDA2hoalQp2+31cvXoLxzvHjMREIxahHwYbR9nfWWon1jnm25qi3z9g2pYziZkIs1h/ycVzksgRjYUSq0s8nqZZ3WkSW1LONXB5nhvsvBtNtJqmMxAzIhDTND0EMg5mRXxj80jyAeOf5VK0rduzuhFJGsxcqM6MCV8tOs4Ug+ERo+gGjudwCwZtlqgRXUtnGIY3j49BKcVyo461VgvtWg2u76FnsY0mL21vYPtNF9BeYxR5NYUdVkbK/syiliNKmp9tHr9OnuZSdOLNKjOTeHYOFmayP8k/abuS8UjzRcnGIA3g5plL8/oqbjOjqmxjyNULq9i4fwOVegXWYIxRdwTf82BWTSxvLuGhjQ1stNsY2zZe3NnBrVduwRowYBNBKx4vqUR7bSmz2pYlZMgoOy8lA4STx7IAKw8Y7wY516ZCnvGBEIVtghhMlJGZiwXTapoeMyMS4gOUgkL4jjjoJKXoauMk185KnhkwaTY8uRDiw/dc+JoLTdPDMRTHiFIKz2PU+F5vH43GEjRjOdSGNAQBzJ4PQvgEQwCoLK5LUeB7CmzLxtHNI1y9egvby8u4vLaG9XYLPqVwPQ+D6QQ9a4ylegP3PXQR474F3yMYHg9ZolJKZya/03638kyJMhPavH3Iui45meeZC1PrSVLBS4B/WR9c2Wtk7RTRyE5jzGfAMwgyNiom2qttbF7eQHuljanFMrxPRhNUahV0NpbwwIVNXFpZBgC8sreHq89dxfGtIzhTRl7yvDhosXYVIYSEdYT4BNZoiOOjHfR7+7BtKzeRbpaL4qyBJtn+7QS2cw1csVUFaDDP+yGQKaoGRSEzqwZVFc1WhGWKCIAs8s1kxTTNZyNOXiszw/G7EWpIqfn01XbeF5/48AkzGWqqDqow04b44vHku8PhMYbDY1QqddSaNfYSqgoUwldo4movWGT4BFRVQXwf4/4Iu1d28drFdVxY6qBZqWKjDbieB0IpJo6Die5gpdHA9sPbcG2mZY8DMw2Qn3+u+P3PAsK8UvT6LP9RpuaUmKyT38X20/pS1HSX1YcyIutH8h7Eclmal5jFQtaXtHrL9JXHa61dXEVnYwmEUgy7I0xGUwBAo1PHha013L+2ClM3cPP4GC+9eh371/ZgDScgvs/2pvOTZAxJsDGlcKcOBoMjdHt7sCbl8xHKzqWBSfrcU07E2NjbKecauLhIg41BAb7xoaCNJUFM1w1wIkeaRsbNY2elkUlKxe5EDl5n86Dw+/dcB5pmQDWZj5A/oKLZgaWBGqHfP0C91oJZNWGYOgD5C8PrVhQFCiFQfAX2xMHBjQO89jfXcHltDW+9cIH5uQK7/o1uF2Pbhq6puLi2Cvq32G+18+otjAdWDLzO4t05i9V8WHciYW0SbLL6kVV3no/oJOfTrkm2nVZHnim0cJsZmqLYRpE6Y8BIKNuyR9PCeK2Ny5swTB3D4yHG/TEURUFzuYn1+9bx4Po6OrU6DgYD/OjKVVx9/ioGRwO4tgPP9QW/lhizpcQJGQDLRzga4OjwJvr9AzjONPauJTWrNP9zfBzSb/40QIu3f7u1LeAeAa6kzATnCdrYLJBFGhnP0SdqZGlAxs5ng5msL7Jz2Q9gmQciaVrMMzXKryWEwPNdaJ4DXTcYgKlqcO+R1sUYhlMMh8doNJZQq7egG43wnhRNhUopKFXD6zjgMR+DApUosPoWbr1yC8/dt47VZhPby8tYbjTgEwLb83A0GmFs22hXa7i0uc7ML44L+vo+Rr0xqO/PTLhp2kR88o+Pe5lJLkujydN0wvaE3Y/F65Kfk32TmiyVYqto2WQ+lzkv0BSLmgTTymVdlwTxkwCqrD5ZnYyMoaHaqGLlwiq2HthCZ7kFazzB4HAAd+qi1mSJdd+8sYnVVgvD6RTPXLuGV595FUe3jmBbdipocbAKN4gE37LEQq+7i+PuLiaT0exWQ5LP/PudJE3cKb/XuQYuRinVcsrMmubSgEwkbaSZFmN0+xww4/XI+pI8N68pMuPOec0Fy8fLEcICkn3fg6bqUBUNJAD5uNblBwzDQ7Ray6jUqtANxpKiVAXVKFTK6xTBi0BRfBBVhed66O33cPXZq1hf6qBRqWCl2cRKswHb8+D5PvqTCWzPQ7NaxaWtddiWDdfx4DoeS15K4jR52SQ1O5Flj3ORiS/tOkqLT+ay73kgXFROag6cuZYD1gk3awTKA1IW4KRJmXtVFEBRVVTqFSxtsJyZnfU2fEow6o1hTx0YVQOdjSXct7mOraUleL6Pl3Z38cqPX8PetT1MhpMYaMUZukHMlq4Fe86xG3IdF8PhMQ6PbmE87pWmv6eBl2xRneaXyluA58nCx1VCZPtHceFxEvFjs8AhAlloxsowLUY/jhabwJNgNnM8tZ/pTtXyAJZ8cLIepDQTZCS+78F17YCNKde6RF9Xv3+AWq2FerMRmFtYeagUlCqByZGEWqzvK1B8H4qqwJk42H1tB8+3amhWq/iZBy6japhYa7Xg+T4IpRjbNqaug2a1isuXL4BSCs/xcLTDVrnUzxrnYERSbrnIyrWIVie2lVVP2nVZbci0pTytLk9rybo+6UdKfi5Sf5akmfKKAFSyvbxxyqs7BK2aiaWNJWw9tIW1i2vQVQ294wGsgQVN17C0voRL2xu4tLICTVXxyt4enn/2Fdx8+Sbzu3rB7t8k/t5z0piqa7MmwkEfBwfX0e3uhMHG4mK4CCBkPb9poJKlyZWVhanwFCTyWc2CV7xcyg+daVqMNDIukVamJbQvuWYm+tTyyBtl+x5J3oOUdp4BGjfpeZ4DzzMD4NLDrBriPRJCYNsWBoMjtForME0TZpBjUFGUkKyR7DPbKVmBrzCT03hg4cZLN1Br1bHSaOChjQ3UTRNLjQYsx8HUdTG2bShQsNJswLt/E5PRBK7jYkD7wSZ9JHPiSpPiPspy9RZrO71u8V44yJxUAysCXjLQypJ5tSbxfspqUez5Sj+WbC+trxy0zIqBVrCT8dr2KmoVE8OxBWtggRCCequG1c1lbC8vo2aa2On18DevvY5br9wKyULixpCs7ojpLG4QCYWxCKfWBMfHt3B0dBPj8SC2s3EZMCjmdrgzpr00heEkcqI4rscffxyKouCxxx4Lj1FK8cUvfhHb29uo1Wp4//vfj+effz52nW3b+NSnPoW1tTU0Gg189KMfxY0bN07SFfDMGQACgGF/4vFi9czuRcO3tyfEg++77M9zw3gn8Y+1H5kYNU2HFviJtCCWTNcM9qcbsbiyNHZOFjNI/HzaD6UIXr7P0tYwivxsDkPXtTEaHqPfP8RkMg4zXKhCxuukyYKBHgM+3yPwHBe9/T6uPHsFT7/4Cl4/OgKlFK1qBSuNBprVKgBgZE/hE4rNdgeX33IfLv3UJXTWl2BWDChC2inWDh+f+Sf8ed6xrPZEM6Ksbn5tWh2lzV8ZJsnU6zLMgWXGMWscimqsp+nCkYKWosAwDbRW29i4fwMb92+g0axj6rqw+hbcqYNqnfm8Hlxfx0qjgdF0iheu38DrL7yO491juLbD4rUS2lYIWkGgsaZHLEJnYqPX3cP+/usYDA7hutNwDil3T1T6ObrHswOrIgAks1idtE9zA9fTTz+N//Sf/hPe8Y53xI7/3u/9Hr7yla/gq1/9Kp5++mlsbW3h537u5zAcDsMyjz32GL71rW/hiSeewPe+9z2MRiN85CMfCfd4KivJ3XuTKno8CJaUArMYgAXgJIKZ77shoBHfmwG0pMofApkEzHiANE+5lNznSpSkL4739eQy6+vyPAeey7QZRVGhaXG/Ijf92fYE/f4BBoOjMChZUWZ3SU5eR7wA+H0K13ZwdPMIL/3fl/D/vfQybvW6UBUVnXodq80mmpUqPJ+gNx7DIwSXVpbx0FsvM/DaWGLZ5NWkiTjlTjM12jJjli5Z72cREx//XMRnxp614v263YvvIvcglk27Ng2M5wFURWHpnForLaxfWsf6/Rtod5oAgMloAmfqQDcNLF9YxoObG9jsdOD6Hl7e28XVZ6/i4PoBbMuOQGsmD2Gwq7GusUWcqgKKAtfxMBgcY//gdbZBZIJFWEbuBB1dbFu22C9y3UlkLuAajUb4+Mc/jq997WtYXl4Oj1NK8Qd/8Af4/Oc/j4997GN45JFH8I1vfAOWZeFP//RPAQD9fh9f//rX8a//9b/GBz/4Qfydv/N38Cd/8id49tln8Z3vfGeum0iCk8w8mKWNldHI+H2mamZBfYR4oME+VzyNEk9gK/64WVqZTBvL+sFlxJKTPtRc63I9Bz7x2IuozCY1ppTC9RxYVh+DwSEsaxRue6IK1N9kvzgJhJtXKAVc28HB9QO89v9ew/97/Tp6lgVT17DSbGK50UBF1zG2bRyPRiAU2F5ewuW33IftN22jvdYJNS82FpEpLAkA2SYVXib+f1Z58a8s8M2rWXFTW9rvLLvvvH7kaUhRm/nXx9pPbAYq/p/0NxXpT9kxntW2FOimgXqnjtWLq1i7tIZGuwFCCMYjC5PhBABQ79RxcW0Vm50OVEXB64dHeO3F69h/fR+T0QSe47EgY9cXrC7s+QuzYwiWAOITTMYWjo5u4fh4B9PpeG4TYfJ++P9p4SinITLTX9n55o6YCn/zN38TH/7wh/HBD34wdvzKlSvY3d3Fhz70ofBYpVLB+973Pnz/+98HAPzgBz+A67qxMtvb23jkkUfCMkmxbRuDwSD2J0oR4JGBmQhiRSXZlqjtJDUzDmRcO+OAFgezSDMDZoHMMCrQdRNGkLqK5V6cTcWU7I/sePKafOcs6xPXulzXZlpX0EeZyXA6HaPfP0Svt4+pNQnzGIqpoGSgx3eCpYR9ngwZRf6F//s3+NHVq+iOLdRNRtZYbTWhaxpG9hRHwyEIBS6vruLNjzyI+956X6h5qdpsai92r9IhSjXb5YkMFJKT70lEZjbMAqIiaZyywEL2XXZ9sn/J43l9yzNjprVRtI+yeqJrGWhxn9bG/RtoLjNNazgYszyEno9aq4YLW2u4uLyMmmHgVreLF166ihsv3QjitdxQ0+LJvnn9mrDBqqoFcVeEwLZs9Hp7ODi4jtGoWyjQuKikAVZSmyuqGRVto6ycFLhKkzOeeOIJ/PCHP8TTTz89c253dxcAsLm5GTu+ubmJa9euhWVM04xparwMvz4pjz/+OP7Vv/pXqX1K07DKAFKaJM2QeUxFVkZuukuuqBQoUf2I3kweTyb6yiilQUwUBSV+mOVDpN8XJxikgxcnjLC6ovvwfQ+OM4WmGTDNagCgbBdX8f5834dlDdDv7aNabcAwDJi1SnQ/mgol+G3iMWEsnxsMHSpUEADWwMKNF29ANw0oioK/ffkymtUqNtsdOJ6Po9EIE8dBbzzGarOJ+1dXobyV9f2moqB/2IczcQBCAOSPTXLyzTPzlTVNJa8vUm9aO/PMHWlaXVp78wKDOH4x8MnwmYnaV1JLTpOyYxDdFwOt5nITa5fWsH7feghaU2uKSZD1otasYn1jBZdWVtCsVtEdj/GTGzdx48Ub6O51A7+WD+L5M6AVmgfF7BiKAs/xMBp2cXR0C8PhcbDPlh+bG+ad1IuQMk6q1WW1XabOkxI0SgHX9evX8elPfxrf/va3UQ0c5WmdEqXITWWV+dznPoff+q3fCr8PBgPcd999wrVyjSvp65KdTwO3tGuTQCa/NvsHEYEmfKBAGXgBoZYiAhkHMDbha6FmlwZiRfuSFNHcIF4b+rrCoGSdpYOiNPbiEeLD8xwMhseoVBuoVOrQDB2arkENFHyqkFhb/DrWf0AzNGjQQEAw7I7w+k9eh6IoqBoG3rq9jU69Do8Q6JqGo+EQU9dFz7KwVK/jvpUVqG9jjvCdV2+hu98LfBD+TKxXuXHh4yn/nvycpdVlaSh54DLvfCPTVoqABT8mtl/0kSrz6Mn6U7T+omMNAIqqwjANlsrp0lqoaamqCmfqwLZsAECtVcfq2hIuLS9jtdnE1HXx6v4+rv/kdRzdOsJ0PGXblBAyQ8YQrRuqFm0OSQljEfYHB+j39zGdjmOErpNoQWIdyc/JMmchs4ves2sLKAlcP/jBD7C/v49HH300POb7Pr773e/iq1/9Kl588UUATKu6cOFCWGZ/fz/Uwra2tuA4Drrdbkzr2t/fx3vf+15pu5VKBZVKZeZ4kQBkIAKZWTOfHJDSwKkIaJUtK2MEhT84ZZ99n0iTCLN0VREFP5r8IzA5ycomuUojhMB1plBVDZVKHYqqQqWzsV2+72E6HaHfZ1pXpVJDrVEPMgWooMGmkIQoobmUt6MoBKqvgKoqFCggvo/B0QBXnrsCVVXg/h0fb7t4EavNJqqGgYqu4zAAr6PRCJ16HZdWVlB7u4nmchM3XrqBo5tHsAZjOFM3oMuXBXP557KS9O0kwSLZTh4ozoJo8PwkMnLI+pEEzywNUNaWrC9FtEoewJwHTjKtrajWmiwTgi6nvK+2sbq9GmpaiqLAmTqYjqcgPkGtVcPa6hIuLi9jrdUCAFw5OMDLL1zBzmu7sIYW29Hb9UITN+tfxKBF6M+NbsJ1PAyHxzg62sFw2A2IXfEE3ycVmQVldkzOJlg4uehNC/c5jbZL2dI+8IEP4Nlnn8UzzzwT/r3rXe/Cxz/+cTzzzDN46KGHsLW1hSeffDK8xnEcPPXUUyEoPfroozAMI1ZmZ2cHzz33XCpwnVQ4AUP0aWVpUWl+L9nxNIKHjAAyL5NxhpLvucGWLl74IGiaDsOohD6x+H5k8VVgmmT5zfhxz3cD80ZA1FD1meso5dnjh+j39jEaMbMKpYh2Sg63Ppn1k3GKPCWMrOG7HkbdEa698Dqe/dGLeOHmTUxdF+1aDVudDjbabdRMk2le4zFsz8N6q4W/9dD9ePhnHsblt92P1e011Fo1ZnYU2JppZi7ZudnfKd+MJ4KCbOJNtpcEipOI7N6K1j+jqUh8TPPUn5djUNZOGQ01DYRVTUOlXkFrtY31S+sBEaMOSilsy8ZkNIHv+TCrBtqdJjY7bay1WjB1HfuDAV559Tp2Xt3BqDuC53gh7Z1bOqK5IzLvhyZCAL5HMBmP0OvuzexqLCM7nJacFlHjtJiOp3VvpTSuVquFRx55JHas0WhgdXU1PP7YY4/hS1/6Eh5++GE8/PDD+NKXvoR6vY5f/dVfBQB0Oh382q/9Gj7zmc9gdXUVKysr+OxnP4u3v/3tM2SPIlLEHCieS5oHxe/FtSTxQZ0FQFHyTJHFtLe4VqYoCkCFOoJM+BygOKWegYBIDJkFz6SWJ7YlW7ExP5YL17GhqqwdUAoPiJkM2Z5dEwyGx6h2mzCMKjRDD9JBqeCEDBFQRbAGY9OzLVJUBb7roX/Yx5XnrsJ1WBqot128iE69Hq6KKaWwHAdHwyE69ToalQreenEbq+0Wrm8sYe/KHo53jzHuj4N8cl7g/+L3Jv5uyd8g/VyZdzFtApa1VUQjKSMyLS6v70XAah5NKM0kys+l9StNE5WZMFk9zNdUa9awtN7ByvYqljeWUG1UQSmFO3Hh2i6IT1CpmVheW8J9qyvYbHdQN03s9Pt49rVruPb81Rm/Fnte48lzRRYhz45BCWMRHh/v4vDoJiyrH2MRzo7D6WhfaXJS/9LdIKeeOeO3f/u3MZlM8Bu/8Rvodrt497vfjW9/+9toBZMLAPz+7/8+dF3HL/3SL2EymeADH/gA/uiP/mgmPqiIpAFHFrAkqfFJSYsLS9aZpkGJ5sakCbJIHUXNiyLoKISCEvbGR1qWCk1TQxDzfZ9R9MO9ydL6n25u4EQN25lADeLNNN0I01yJyUEJIbCnY/R7+zADbbDRarJ0UKoK6PweePqsaMwIQQheKmWrV89xMTga4PUXroH4PobvnOJvX76M5QaL8fIJgTIeYzSd4mg0CrQytrNyu1bDytoSDnaOcHjjEN39Lsa9CMBoDoEjbWLM/p1mv6dpaEXAah5JAm5e+8nrsjSdeee+k95jUqMV/4+VC0yD9U4jNA22lptQdQ2+64cZ3AEwYFtp476VFVxYWkLVMLA/GOCZV17DKz96BQc3DmGPp/BcTsaY9Udx8pGYHQOUwrFdDAZHODq6GQQa2zNJdE8TSGQ+prRjRTWgs/RXzSMKPYfQOxgM0Ol0oGlG6oBmaTR5YFH2fB6QlWlHVq6MhBoM4iDGtybhPjC24ou0sKKPAS+naTrzXdVaMIxKSMrwfT92X9wftrS0ga2th7CysoVKvQJFYSQURiWOJoLkmGiaDlVXg+3NgySlmobmUgObD27hLY++Be+4fB9Wmy3YAUnjeMyyyVMKmLqORqWCmsGelbFtY6/fx9FeF0e3DnF06xjWwMJ0PGUaWGJREL/3dE0hS4OIfpv080XmBbGdtGuzfGFZ7ZSdBfKAK0uzPOkcKBuHuFmTaVlm1URnvYO1i2ssYe5SC5RSjEcWnCnLdKHpKiq1CpY6LWwvLWGz00HVMHA0GuHpV17Fy//3Jexe3YPVH6ckz41MhJqmBkSkOItw0Ovi5s2XsLt7Bf3+QWoS3ZNOxVkmx9tBmCgrrE8U/X4f7Xa71LXnPlehDKBk5sCkyLJpyM6l1ZHmA8sDrywtLa9cUbNinFlEQHy+qaYS+L3Y/2Ecme+FPjRZfTJhW5rYLHN8sMu0rpsAHPh+1H9CfGYyHBzCNKswjQpUdQVmzQzIGgH13+fsLG4y5NcTwBNs5iojbIx6Y3gv3YQ7dTEejPHTb34A962sYKPdRqNSQd+yMLZt2J6HsW3D8TxUDQONSgVv2tzE9vIyji5tYPfWAY52jnG8c4zh8RDOhGWdh4TEkWW+Sv09JBtFFrkuvF4kFxQonwUo85j08uqQncsD1SImyiJ9mF0YMLAwKwZq7TpWL6zgwpu2sX5hFZ16Ha7noTe24NhMla+3aljqtLDcaGC91cJSowFVAa4fH+PHr17FS//3Jey/vh8sasRtSiIyBoAwuDjKDsP6wQONj49v4fDwBobD48zM70VYgUnJ0pqS584CtM6K6JEn5x64uBQ1w4nleVkZk1AGiKelvYnlkibFrLbKSgzEKEuOS4gf08JUVQPVdJamKgAwETiyHkpuMtR0IwSvkExCEAMfx5liMDhi9HjdgKovQTc0RtagLG5LoT4AzkyKZ98nHkt4rEINwWsymmDv2h48x4UzcWC/9UE8sL6GTr2GRqWCsW1jOJ1iNJ3C9jwMp1NYjoOqYaBmGLgY7Pt1dGENe7cOcXD9AL2DHkbdEaPQ+z5LmnoCGj2XNNAo62OSHZ+N0Zmnh/mSBKEsLVPub5o9P29fk9crqgrd0GHWTLRX21i7uIYLD23h0uY6zCDTSm9sYWpNoSgKqs0aNpY62F5ewmqzhZppwvU8XDs8xA9feBlXnmPpnDjTkNPeZZoWBy1xjy1QlouQmQh3MBp2Q9AqCkhFRKShp/mkxefjrMBL7M/tkHMNXJSSMFiXf+dSdOKfJSvMrxGJ5bIALQ2skvWXjTHLkggE/JgWxjN16LoRAViQnkpmukuaH3zfg21bUFUVlUodum4AlIJSF0AEzL7vwbIG6Hb3WCYQo4Jaow5NZ/4rAKAaBXwCYNavRgigeD6oRkPCBgjBdDzFwfUDRme2pui99TL+1vY21lqtUMPqGQZG02mogfUtCxNdZ3R6Qw9jdfa3VnCwc4SD6wfoH/Yx7jEA8zwGYFlmxMyxJxSKlrYqFsc25foCGkp28Gn2tUUII2VMpMnrkvdYjLwRB+NkW5x4AUUJAau51MTSxhI27t/A1sV1rLdaUBQFfcvCYX8AZ+JAURU0Og2sNpu4tLKCrcA02J9M8NLODp59/hVcee4qekH8HyWEAZcXhW2IfcxiEY5GfRwd3USvtxdjEcqIUEVFBk5ZWlVSgztt8JKZI2+HnGvg4iIDgKL+o7IAJGp1Zdot4wcrU1c5JmM08SqKAvgEhChss8iAiWjoJigYIPmeC0KVGFuQ1a+E/1PKApMdZwpV1WGaFegGq8PzXKGvFJ7nYDTqQtO0wGR4AbVmLaTFAwBRFFCfhGS/yC/HPquBL4z7vEAInKmD490uHNvFqDvC8JExHnnwcrj9hK6pqJkGqlMTo+kUfcvCMPhfVVU0KhW0azVcWlnGSqOB5Y0lHO910d3ror/fwzjwgbm2C9/zc2fe2ERdYFsQETiSRI3T1FCS16Z9l91eEZ9aUtJMnHl+NnbfNHacEhrERjHtStVU6DqjuNc7DSxvLGPt0hrWtlaw2emgZhiwHAcHwyGGgzGciQ29YqDeqmGz3cFmEEZhBHT3H127hpd+/CpuvnQTg6MBPMcFIVTIjCFfxInaFr8vQiim1hT93j6Oj29hPO7Dl5jh5yFlzENLl9UhamqnJbfTZHjugUsWOJyULE0nOwNGOYJHmpQFrTxfWVnavbz/4sTAJmNCSKSBacz8x02IvhDcnAQxbgrUwgz3WoyOLwKm604xGnVxbNagGyY0bT0gayih5iWaDeMMygDQhNRu7Boaxnp5jgfXdmFPbPQfuIQH1tfQqFTQqFSgKio0RYFPCDziYzB24NouxqqFYX2CZrWKiqGHLMSljSX09nvoH/TR2+9icDyEPZ6Ggcy8X/P6imQkA7Gu8JjgJ8sjfMgkz7dUFhTz7ncWqJRwnMr0N/we3D9Po2RUDAZYrTqW1pewvLWM1e2Awl4x4ROKrmXheDSCNZrAc1xoho5qvYrVZgubnQ7WWs0gYe4hfnz9Ol754SvYubIT7as1A1riMy/sy8f9WqoQ6+h6sMZ9dHt7GI34jsblU7OdRPJiw2YWsXdATsKmPPfABaRP2mV8XVnXpPm/TlNOw6eVFBklX16Owqc+FCrXwIimQ/WDrVtInMTBAUVqMgTgeU4sIz7bdHKCXm8/9LN1tDWYFSMKSPaDSdonANRA+0pQ5T0AhALQY+BlDSzsvLaDyWiC7l4Pu2+9Dw+sr2Oj3UbdNNGp18O++4Si77hwAqDroQ/N0FFr1tCsVrDcaKB1fxVLG0vorHdCDWx4PGQaWAqJA4gm2yJkhqzjlDKtTUbyCM1lOZJmnis7Z6TWk+jbbJm49iTT2NK1MwXQVGgBS7DWrKG91kZnrYPOWhurmytYbtRRNZiP6mAwxHA6heu4IB6BqiqoteqoBXu6bbTbWG404PkEr+4f4Nm/eRXXXngdBzcOwhyFxKdh7kwZ2zUyDwZ77ulaLK2TPZmi199Hr7cP256kgshZApgsjGXWF1oOsPLMlLLy8e+z84/nOaX6wOWeAK4sDSpNO0kDnyyQmhewivi7yois/3kxbLK2WD3xh5v9H2lgmsYIHIZuQlXVwPwXNx9G4OUG4KWhUqkFKakoKHXCctwvNp2O0evtBzsra2h1llGpmoHmBVCBsMFegLh5l4GZCrgeCOF0eYD6PmzLxvGtY0zHU4z7Yxzff4yLl7fw4Po6lup1NKvV2I7UI2uC6WgCazCB53mw+mOMGlUGYPUaOrUazG0d9VYN7ZUWjne7gQ8sigMjvh/TkML/c8Ar+i1yzueAlqjViGWKmPiKmv5kdYbXZeyYnFZnlvaY9F/VWzV01jpor3ewsrWCdqeJdq2Giq7DIz6ORkP0RxZsywYhhDELG1U0KhXUKyba1RqWGg3mz7IsXDk4wEs/uYrX/+b10J/FiDgsRIOGLFc6Y7WQmgiDgXFsF6NRF93uHsbjfkzbmheo5vWFpZkD08AmD8jS6kxmv4l9RnxFEnfT0DcmcLFBiFNTufCHLSsAOXndSRiC5fo8KzKTZ1rbyf7nEUzmATICEgQ1+1D5BpeqDsVg4AUkM2UwQFKgwFYZeBmGGYKX77thOQDwfReTyQi93h503QDLwbgMw9RjZkOqUaggiGjyNOw7Yy4q0MB8Y4DKJk5C4DrM3+XaLsb9MYbHQwweHuPyxjo2Ox1UdANLjQYURYGuqehSCnviwLWdaGPAIDi1Wa/B0DR0Oi3UGzU0lppoH7TR3eticDTAZDgJ48AoIUCgIUXjPL9vSiYyTUtkFIq+sqSfrDg5olz5sB8JAEv679Laij5HgGVUDNTbdbRX21jeWsba9irabZajEgBs10XfsmA7TGP2bBeqrqHeqmO52cBys4l2tYp6xURFN+ATgv3BAC9cv4Hrf3Mdu1d2MTgchLsXc4tAVoAx729yuxKA+bYm4xG6x7vo9w/gOJOZEJN5THNZdHfxfBpIyY7Jy85uXJsKQsIPmnddmpxE4zzXwCVKFp28rL9IPF4kNquMlInzKtJuETNmmp8rm+Wohg83DZKBcvOhaVTgqWpoBhRzrnm+C9jRw2zoJgzDBMDAioNPRNboBdu7UKiqima7A8PUpYQNRtBQxCxNwWRDAc8HdIR0eRAC36WwBj7cqQtraGHUG6F3fw8XH7yASyvLaFQqWG7UoQcZWzhQ+a7P2I4q65freVBVFYamMbLHkoZKrYLGUoMB4tEA/YM+JsMJnEnAQgxTAvF+zgdeSbIG+z99xcx+s2T5WQ1L5ksTZV6NrIyIAMwJF5qmwqiaqDWraHSaWNleweqFVWysLqFZrcL1fXTHY1iTKZyJA9/1oSiAZuiodxpoN+pYb7ex1myiVauhahgghKBrWXhtfx+vvHodr//kdXR3uyw/YWAOFAErvkVJcpNaCYswMBFOx1P0evs4PLqJ8bgnTet0Wv6kNEBKtpGmDSU1oWRZWT+LMgiT2uUsRZ9Ij5eRcw1cNIhNSjsHnNx3JNPOzsLHVVTStKYsYkoa+1BW56z2xim0UdYNTt5QFCWmffHynu9CcaZhkl9NM6Dr0fWhVhdslTK2BlBUDXpgjmy02kGMlwpNBxRfAVEYCQQ+CfcnE7U9ShH60niKKIBCAZi/o0fgOR4mowkmowmGlzexvbGKtVYLddPEarMFSgFNU+E6HhRVgW7qMEw97OvE9wMTI6BqChrtBksp1Kqj3qpjcDTAuDfCZDSFaztwHW8mDkwEsLTP/Dv7bcTfSYlfgMS5M5AkgMk0MCWhYQKIZYHn18b6qvAtP1RoOss4YVQMNp7tBlorLSxtLGF5YwkrzSZMTYPlOCywfGjBmTihKdusVdDpNLHabGKl2cBqs4VGpQJdVWE5Dvb6ffzk1i1c/ck17F7dQ2+/B2fqgHh+tDWJ58eCi5MSUd8hBBpHg8RNhPF9tk7DQpMOIGIsWex/AZTm0YbSACoNkMI5QzyHdODKO15EzjVw8R+FaxSyjBnisbKAUzR263ZKETJJ8lwZyaPS860YdN1gWTNMDa7rBNqXAF6eg+l0DEVRUKs1oWlGWJe446vINBRzVYrgpYKwzB8BgIl0edZngcyhKPCDF4ytigEFLMP8ZEjg2S6m4ynTlO4fYPuBLVxcWUG7VoWpaWhUKpg4zO6uKgoIpbA9LzJHuUz70g2NpRWqVQKGWw3N5SaGx0MMj4csjdRoAnvKtIJoPzD+ssvHX3Y8F5MENMljap2m2TIGugJ4hQxIgaDCmHeRVsUTLhsVE7qpw6waqDZrzK+41ER7rY2lVgNVw4Tn++iNx7DGE7YY8JhGbGgGas0aVlpNbHU6WG02GTNU1+EFZsFX9/fx2jW2+ePBzUNMBhO4DmOF+h4Jdy+OLAGzZne+H17cRBiP2bJGQxwe3MDR0S1MJsOZXY2zfhe5eW9WywMQ23A2TUOSmQKlBCKJ321mHuHgJMnjOXtt1nMnc2/M/yCea+AC4hpHEUp40Ym+SIzU3QBkXIqSScr4xJIial+eS0F1GmynEpkC+QtLKSNrOM4Uum7CNGsx8IpvPknguiyzRmi3h4pas8F8XqoKhVLWL4/xC5nfK2UwCAUBn4zUMMch9X04UwLP8+FMnDBH4fTNDt50YQudWg3NahUe8eH5BD4hGNs2+hMLw8EY4/4YxCdMUwjiiGrtOjrNBjq1OlqtBpqdBuqtGkY9Vn4ymsC2bDhTB57tsjx3gRYWp1jH/xcBJjax5dn1UiTLvyTT/LKqjJsvleB7FGTNNSpFV0LGnaprMEydaVamDt00GGBVDOimAbNmotGuo95poNGqoxVsVNu3LEymNttKJMieUqlXYFRMNGtVrDabWGu1sNpsom6y+MH+ZILrR0d46dYOrv/NdRxcP8DgaBDTsjgBQ9Sy5ASniEEoghbP/M78WhaOjm7i4PAGRqNuaEKP6pKb30SAEsuIe+/FQCtjxRG3PtDZe0rRhsRr846lt50dXpQ235xk/jz3wAXIwSSZyqnIYBUdyLsJsIr0JS+1lOzByo5vY8AAj/msdN0IwYv5nMQM8X64a7Kum1AUM9TIxFUpiwWbYDTqgvsQlrHJNC9TZy8yEIv1YvbBZG7G4IXzaUz74oQPSimo62FKGH3eD0DMdz08dPECNtptLNUboJTC8X1oqoqpG/jmgj3CCBhxw9c8GFUThFKYug5T16FrapDgtQKzYqBar2JqTUPwch0X7tSNkrXyiTOx+s3zZ2XRm9NW93Envnh89rPMIhkH08gvxbfTUbVZrYqDlGZo0A0duqlD13UoKsLdiM2qiWqjinqH0dZ1TcPEdWE7LgMbQliwca0CQ9fQrFbRrFZZxv9GA61aDaamhZuJvrizg6uv3cTOqzvo7h5jMpqGzE9GuvFSfVkRqUsAkhlNK/oNbMtGr7uHg4PrGPQPZkyEM2Y8AYzERNiyssnfm8RMznJgoqCx88nPZUVmscrzp98OuSeAK4+FdxZt3c2SRsQowjaUmVtldYbg5XvwgBC8mN8rMhsSQuC5DhxVg6rqYRku4maYLMbLCleMvueCkO2QsMFe8uDl91l5qtAQwKK+RX0EoYBKoWgR2UTVVJBA++JU6MloglFvjPsfvICH1jdCqjWpVNCq1bC83IZRMUA8n8V9BVu8A8DUZTno9ABUG7UqtCCrw2TEGIfT8ZRpXY4HZ2LDsdk+UJ7jsUk18LEQ0c+SMeHITENJSfqX5p3AZP4pTddCU59ZNWHW2P+VeiUEK65paZoWmQyFTTxVTQ2DiasVE7qmgVAKa8pAnpl7FVTrVbTqVbSrtRCwGpUKqoYBXdPgE4JbvR6uHR7iyvUd3Hz5Jo5uHmE8GLO9tgLShe/5Amj5ifGYZSFzTQuqEgMtPt62ZaPb3cPu3hUcHd3C1B6DEB9x0AtAXVFDkEoSK+ILywigYqZLSmdAqejvmTdn5WUJyrPQ3Ak518DF7c/8cxZBIXldVrk8IkMRosNpxWfNI2lgk6XGJ7WyNFr+zPWgIAF48ZyHAEL6OwD4xAsya0RZNQyjEp2XaF7D4TEDpiDeqtnuwKwYgQlFgaZQKEQJJ3qq0CBgmd8XFepEFA+mRpMmQOE5LsZ9As/1YE9sjPtjjP+WjTdvbGK11YShaViu12GoKtxOh/lbrDF6wzF814eqq3BsFsTMAqpVGDpjH9ZMNpFbAwtGxWCTKGEkkTAxcABmru3Cc73QH0Z8H54bMBO5VplkSrAbDb6m+zPS5rekViVT7vhEHY67rkEzNJgccBpVVJu1gKBSQ7VZQ6VegWkaUBUFPiUgPo/f86MFRgAGFdNA1TRAKaO32w4DdEopzKqJZr2Gdq2KTq0ebg7KiRceIehbFm50u3jl1g5uvXILhzcOMTgaBCENfqRlBb6suJaVzr5Tg0wYnIghmgdpQMbo9Q6wt3sFh4c3MJ2Og8wzETBxIFTVWYIEr4f9CVsBBQBVRGM6LQBJs7DcDQCVJucauIDiq4msc3nxXWll8vpUBIiyzHgnkSz1XgZo85A7wpUfKBCADzMJMsah73vhC0uIH5A11DA4OaonnhrK9/0wKSk/5/se2ksrMCsGFJWvXlkfeaYDqipQmA0R3PEbTQ7suEKUwLwYbLYZZJpnQctHoXY0ftjCm+/fxlawqWDNNKEqChzfR80wYGgs47jtuGFeO494oITCNZi2VdEN6KrKUlqpCiNo+MzH5rse28k58N34rg/XcUNQcx0GpPw7Z7/F48PktEQFkTmwyKI8i6whkiq4T8qoMLp6tVFFpVFFvVVHLQAso2KgXg3ARVPhExZO4FMCPwBgP/itFUWBqbMpyHZdTG0H1CfQTR3ViomlRgMrjQbage+xZpowNQ0UFCN7ip1eH39z6xZuvbaDvWt76Afas+t4oWmXmwa5LyvtHY/7kgTTYPCMiD4t27LR7x9g59ar2D94HZY1BCjz94pAJb5zou+JUlIIoG4ncOSxku82OffAxSVtgPNIG7LrT6I1zRuHlSbz9CWPgJEWoyK7vgh4KYoCQuNmQ06XjwgYPjMLBnFf1WojyGfIXmTf92JxL4xtaGM4PAalBJ7nglKCVmsFlXqFaUyB30vTFQZIHg+cBoD0HIKiOYbHfVFC4Ngu/OMhC1rujTA8HuKhn7of96+uhtnmK5TA8334lEBVhKBo1wOlCksu7PogoylsNTInaoHfx/cJFJ4gtlYBU6QCMxb/C0DNntiwLTsidwRmxdAnRmbvUcQx3rcs82NyshS1Qci3XAAANWhJREFUq5CuHvinuFmvUqug3q6hWq8GJsIKjCozDRJCMHXdEJxcL8iIHpgKNR6bF9yD6/tQg05zc2HNNLHcqGOp3kCnXkfVMELAGts2dvp9vLa/jxtXbuHWqzvoH/YxGVghYIHSWK5BGWgl71k0C8bjtCLTIPEprNEY3e4u9vevhZoWgHBrn2hcSbjf3d0IVGmS5VLgUmYxLvoNT/P+7hngKqItyc7LtJ2ibLzbJWVNk0XKi+XiK095lo14HSmEgYTZUNx1GQCI78EOfF+qqsE0q6HmpSiMgh6xEtlLzYOUIz+YjxZZRbVehWZo4UytqgBVOXGDzGhesX5SsMz4QTsqVQGoUBQK36WYjCbwXI9tlTKeovfwNt566SI2Ox2Yuo6KrqNZqYZjMdZsWIoNeB5UVYHnBoQPn98ri1XifeUmTb1iQNe1wIzG/FsAQAmB5/pwbZf5w4J+OIFPLDSPkiAoO0E756qW6NfxfRJqfFEqo1lkZ1oG801xMgWPrzJrTKMyqyYanTqqzRp0Qw/HgVIK6vmwXR9TSuEEmUg49V0J8vppBvN7aboKVVHYeAY09qphoF4x0arWQj8jANieh8PhEK8fHeG1azex89oujneOMAyyoxAvCsWgFDHQSmavSDIG2X0rMwQMkcziOh6s0RBHRzs4OHg9yIwxhaKo4W/INSumGfshUMXBKs1nfOdBC5D7s5JAlLeYls1Fpw1e9wRwJWO4ik7cRcrMY8Y7zR/oNLQ2LmnkleTnoibCqF6B3aYwgKKUxuKyRM3Lti1AYfF3PCFvkrDBr+Ga12jYDRmKnuug7a+j3mxAD1JEUSDYxC94BhQa7O0Vj5viAEgpQD3C5ngtivtSVACeD4dQ9Pb7sKcOBkcDDB8e4r4HLmB7aQmdeh31iomqaaJRqWAwmaKvW5i6LmzPhTJxQHwfriOCUbAdi66GE7ji+VADsGVZ+VUomgoQCs3woZs6as0qfI+E5kNOLkgKBxtupiKEBOQP5n9zJpHG5jkeo4PTyC/I/Tm6oQfEiwCwaiZj81UNVKoRAaNar8LUdXi+H5r4oPIYOxYv50yZ2c4M7k8hfgAwJgzTQNUwwz3T2jWWE7JiGKjoOgxdh6oAY9vG0WiEm90uXnv9Fvav7eHwxiFGvTGcqRNuM8M1Ig4ckaYVmSWl1PMMsyB7XiPT4PHRDo6Ob2E87sF1nbAOZk3guyek5yVMe+dOmiThNKWMtUZ2bbL8Wck9AVxJVAeKM2LOwilZxseVJkWvLVN/kXs/qXDwAvHhIw5qfAXq0wC8ghe8UqkzUoPBtjdRoMAL0kPxaz3fhWUNg2wbLnzig5A11JutGGmDWWvUmM9L9PfMMvAUKELcl0IUUFWFqlF4AKy+BXfKgpZ7+13sXlrHpUub2A52T+7U6jA0pinYngfLtjE0prBMA5oRpCXymPbkux4o1WCYSmgW5Jsbck1H0dTQDKgEGcd1k2k+lYSPS9wqnlPQFR4u4PmhD42DFQcx7lfjGhsAQcvSoOmMxm5UGWiZNRYkrBvB5pu6HqbJmroufErAXWzEp1AcF5RQGISy7UQaVVTrTEP1fR+apqFZraBZqaJiGGhWq1iu10Nau08pJo6N49EYVw8Pcf3mHg5e38fhzSOM+2NMx9MYYAEI/ZwMtCIShgy0QsBSsrUsz/UxGY3R6+/j8PAGBoNDTCaj0GwdAhbxmakcgAywkiLzrZ/WYrcMeCTbFOfOvOtP6kY5qdwTwAXIzV2yiTrPd3Oag1vG5Jg8ftqrFpndOSlF/VqsTPpGdBy8KPGiSH9hkuE+LduZhHWxAGU9Mt84jI0oUoM9z8FkQkAI22LFdadY8jbRbHZg1ioRE0wNfFeIzIZZZAUGWMzUSVXut1LDc4QQ+HseJkML3b0euvs9HDywiTdf2sZmsINu1TBAKMHEcdGxbYxtG4P6BKOpDSfwVbkO0yQZHZ+EAbHcrxLS9wEh8ziLj1L5xpnC+KtgWg4hFK4d/RbiT6LpKnSzClqnIAG7znc9BjCCeZHT1vlvqpt6SFPnBAqfsBRrHiHwCAnbqpsVEEoZi5AQOJoaBhUDCJiBtZAJCACmrqNumqgYOmpmBYaugxCCfrD5442jI9zcOcDelT1097sYdUchU5AHb3MzKYCMXIPxtEdJLYuDvghahFA4ExvDQRfH3V30evsYjbpwnAk814FPvJiGlZXaSfZOyfw/4vcsyXuPyyya08yCRa/Pq08ms3Pw7AabReRcAxd/IPkDJDufJjLbbfKaeVYteWWz+iOWOe22ZQ902TGLyszu9cOPJ48FFDdpG4T4IXgRwsyGmsZyFgIAXAVAMjGvG5gMXdj2BLZtwba30G6votaoh8lxoTLCBksTxZzjDBTS/F4B0YFvSaISEBKtxrkGMx3bsPpjdPe66O33cfGhC9heZjsn10wTS/U62rUaXN/D2LYxnNqwAiCbOA7cIGaLg5gzjbZ8caduGL/EYp+CiVYI9BXNWPw6z/XhBcQEVVOg6cynxH1LahBHxcyRWmjCVXVmstR1jcVdaUqopWmGhooZxUnxzTd5yiVK2fWGacDQNGiBma0S+AB5PkmfEFQMA61qNWAasvoABl6aqoBQ4Hg0wuFwiJvdLg6uH+Do5iH6h32MeuPYztOiSVD8I2F291l/VlLLCuOyEtnduS9rMh6h3z/E8fEOBoMjTKdjuK4N33eZti9YA/IkC2jm8aUXXdzOu/BN+rKKumDK1M/rPUl95xq42I3HYzFmz8fBICu26TTV36KmyqL1yeo/jf6WBT9WvnhUfpY/jE80jmuHwZUVsxpso8L8Xq6rhBtYRn4yEmYoIMQPcyUukXXUGs1waxRFiTJt8Fgv7vdK07wirVCBSimoQoT9vihcwrQWe+pgOppgcDTA/sVVrF9YxWaQL69Tr6NZYRN1p+Zh6rqwHAe262Js25i6Lqaui3G9wogFPgHxfUyMKQMizo4jCqBSUJ/FI4njByCkyHMWIqU09FEZpgHd9OHpWlyrEjY9VH0VxCNAFcw/pmlh/Z7jwfKZhsVZeaqqhu1RwoK6PceDG9DkNbXC2JKBj0pRFHiBL03XtHB7EQCwPReeTzCY2AywDo+wf3UPx7tdDI+HjCATM2nSmDkQIcEk+t3kZq9Z02DEGoxvSWJbzJd63GXbkozHPdi2FT5fjPVafm8tmTUoeubS86lmMZ3PmixWBLDmBbTT6Pe5Bi7RBFAEwU8KUnl1Z2lNp/2gnbSuoqbSrJcuOp4RCJQjjFHnxrTASoXlNdQ0AwoUuEFMmEiXZ0DmwLIGgdnQhutO0bHX0Wwtw6yazMQWbI/CzUo8y7wiSRU1C6rMFKZQNvkqfjDhEQriMS3HGk5wvHOE/Y0l3Fxfwsr2Ci6tr2Kt1UanVkPNZGbEpXodPqWwXReO58FyHIxtG67nwSMEE8fByJ5i1KszH47rh/n0RNZheP9Cvj1KERILNC2ITSMEvsdMraE5zGeEjZD6HYhRNVGtV2BUTXD6PAkIKjyIV1FVVGomVI0xORVNCYklvA+KAlR0nQVeG0aoTXm+z7Sw4H21XRcHgyF2+33s7R7i4MYhens9lk+Qbwvjk1DD4r/d7AaPsxR3cU4AZgOJk6ZBrrGOhwP0+4fodndjWpbnOYGW78UAK0ZImuu5l5vp0iwiZRfApyVZ81ayz7eTeX2ugStLRPDIMomlmQxPsorI8h+dVE7r4chaRZXxdbG60vPipcksWBA4zjQ8b5oUqqpDCXZfFs2Lot+L76bseW6Ykd52Jmi311Ct12LaF1UgZJkXzYfpfY9MiCzzBjchKooSsv0mwwkGx0Mc3jhE82oTu1srWFrvYGVjmeU+bDRCEGvXaqEm4gXag+v7cDwPE9fFaHWKwWSCieNg6rpwpw5jBU6d0DcVaVlaqIkBCNmKHFDYvTBtKhwvnplDFbKOBL+f63hh1vMw/iv0ZTE/m1E1gEDb4iZHRVVgaBoqOgvUblYZ41BXVRbXFjAXJ8EWI7d6Pdy4uoPDm4fo7/cwHrBtSjzXS/hCwUCUa1wZWdxZH+NmQQAzjEExZID4JNSyjo5vodfdgzUZwrYteK4Dz3dZ2jEJ8SLNv5snMoASz+XJnQjLyQKmIqbLs+jzPQNcMqZOWpmkyAZ/Hu3sdtBB0zSi0zAxyvx880jRF3rWJ0ZCmjGlBIZRha4x8NKDScnzXCiKF05mnDzhujZGI0ZTZn82Ot46Go0WjKoZrrwBGjMfEpAYeKWlToo0vSAzfUDiIESB4rEYKduyMe6N0d/vodqsobXcRGulHewt1cFqsxVmgqiZJvMHmSbqobmK+ZFs1wup9WPbxmga+cg8zw/TRvFYMa6dRMAlmM/VuGlR3O2X/2kB8UMVtRJVCWOvADBGYaMCPQiy1TUNZmBa1FQVuqaiUamgGfiyjADUbM/FxHXRG4+x0+vheI/5sI53jjDuWzOUdj7kIWD53HcVB6ysZ5STL2SBxAgYOr7rY2qxjR+73R30evuwrCEjYHhOyBaUJa2VPx/5YSSz/Sw/x9xO0Er6u/jnO2EaTMq5Bq6kj4tLmq8r+Tm/7uJylqB1GgzINJNfFmhnmQ3TXtT5VqE8toqCEA+OE61wqVEJgpn1cKNJz1Ph+14sUSqP92IOdAe2bWFiDbG0vIlmcxmVWhVGkPiVgxdnpPFEvdx8GJFPlFj/+GeW+5DZxqjACOSpm5ypjWF3hO5uN8w2UWvWUG/X0VxqorncRGOpgaVWE51aDS0haWzNNMI8hwDgEQLX82B7HpzArEgpS6M0cV24vhduwZL2GxBC4Pg+bNeFF+zMzEGBEBoClSpoa5qmQte0EIAMTUPVMKAF5w1dh6lp0DUNmsqSyGoq+3M8D/3JhMVgDYc4OOrhePcYx7eOMTwexpLfitoVj3UT+5bmv5I9Z2L2C5XHyimJxUiQIcUaDdHt7uH4+BZGoy4mk1FgGnRZHCJo7NkqK1k+ojTwvZ1xUGXkbusPcM6BSyZFQEu2aihKRU3WmdZWmXrzpMhLIGs3q39F2Uvpfq1iQcpFgEykKgcXhzsrU0qh6yZ0nULjGeZ15rfyPRd+wvfA8xz6PkvsazsTTCYjtFsraDSXYFbNkHnITYd8wqSq4HQXgEzOQgwAjQMYP64FWpjCtj5xbYftuHw8nMmmXm1Uw8S0jXYDtXYtBDPuJ9LVCBBqJsuRyGOoSMD2I5SG5ixRCE8nRQhsz8PUcULg48e8wNTItSZD04P2FBiaHqZjUlU18FNF3/nvw/12E9fFxLHRtybo90cYdYfoH/YxOBxgPLAwGVoCKzHSrooCFntG0jZPjMgXyT2zuJbF0mhNMRweo9fbR7+3j9G4F5iamS8LlEpBazb+L/kMzxLAst6vrPezSOjKeZV5TaxJueeAa3Zllh9gnPZwlPF9lT1eVvJegjQNqCzIyj4X6Vs0PnKzW57MaAm+B5fGJzCi6TPaF1wFhESmQ0BkHfrwfRf2dIzJZIAlewPN1nLAPDSY/ycAMEqjHXzDNnNYiKxs4p6FLPQsq4ICgGlinqPAnjihSU4L9u4Ss1RU69UwYa1ZZYG/RhBTVW/UGGOxWg239NACU52mqjA0Daauwwg1ochf5ROeYzFKdOv6HvzgnkWtSQ39RHGNk1IKx/Pg+j6mjoOJ42AwneB4NMZ4ZGE6tjEejGH1LYz6I1h9C1NrGvqvxBRVsXHmCw9CZ0BrVitJxGPx78l9wQSzIPEJnImN0aiPweAI/d4+hqMuLKsPx5mGIRaRm0H+Y5chZJShtSdN9GUtKWcJbKdd/2mAFnCPAFcawGStfmRq+jyOxyJ9OokUqSfp18ujzspMhVlAJbtWHNuT+sRYfcLKlusvxIfnRX0ghDHcNJ1ADwCsYqrwfC/UvmTEDdexmelwMkJrvIJOZx2NxlJoPuRzHN/Bl4MY84EhoX3x/sT7HUkUSBwSBBQl1MRUlYZpoFwgphWESW11FaqmzewezDdc5DsA6yajvmu6BrNqoNKootWoh+mTOMCZQVyVpiihX0qmQXBA4+Dm+T4834fr+6G/bTCZYjSdYji2YPUtloy4N8I02OnZnjpheinOSEyaAcNxC4BKbD++8ImnaIqOR0HEkU8uQb4AMwvyuKzB4Ajd7h6Gw2OMx304ziQwLXuJ91xuHswCK9l7V3bhJ/4vOxe//9urhZ0lG3teOdfAJbN1l1HPb9fKZl7V/6QPqNwHlZ+vsEx9WZLGNixjLqCUxONnNG7KIdB1g2lf/DlwAUXxY8QN9ueCTH14vgfbtjCdjtFqraLVWka93oZZrUA3dIHUwLahpzSa4EUWIus/+5oWjM0+C/cbaGJEJTGtgQYTLsCS5hJFgecAkEzWYlqnmA9HU6Hremh+rDWrqLXqqLfqqDaqLL+gaaBmGKgYLGDY0HVoihJqV5RS+JTA8fyQ8ej5PmzPw8RxYFs2rKHFNsYcTTAZTcNNMkOg8v2YGZASmvgd5FpVdI/p2lV0LDIJpgEWwIgo9sTGcHiEweAozH4xnY7hOFPBR5qtZZWR28WqS763ZwlkSRBOWnfuFJCda+BKI2cA+T4eWfmiqn3xvsU/l33A5vW5nfQ+5tGgiq4ys/0EEQiI/i7ieyBECSc6tnJnq3ndMMOYL0bccGPEDf7n+z4IseB5DhxnCssaYDg8Qru9hmZzCbVaiwGYroemJk6hFwGMqjQMgEXo2ZIzEcXv7D8K+HEzF1FJ6C8KqdwhkM36WQDEmIIAwryGYb5BnWXNMEydZc8wdRimAc3QwmOapkHV4xoNZXZPNr4x2r0XZKpn2d7FHIiUkJlMFrF7TwQK8+P8d4z/9qIWryT+R2iClaZq4mxBj6XSsqwh+v2D0Cw4mQzh2BNGcfe90Jd1VlJ0UXjWPvDTkDRNMI3WfzvkXAOXqHHlTd55prB5tK/TBqJk/Wnf56lTrCutnnk10nJjNzvJp2lffGJREExKfkTECPfyAgMx7vsydLY9Og8aFX1flAopo1zGPJxORhgO22g2l9FotFGrNVGp1GBUTCmAJZmI3CQYTcKzKZmStGl2z4GZiyigColpESDx8UmOn0IlQElY1jfF9eEKAKcogMI3NoxN+vkaL9/vixASZvfgmpQ4rmE/JOZUMW+g7F7i3+VsweQ+WfxeZGbB6djCYHCI/uAAg8ERRiOW/SJJvojdp8Q8KDelZi/O7iSRQgQS/n0eKXP9nTQbnmvgYj+WVhqkikjWD3ja6nnSNl5UgyprFs0Dpnm1sXL2/CxfQc4KmMZz0cWIG4HvS9M0xj40Vfi+LmUessnUhT/14Do2JtMRLKuPWq2FRqODRmMJ9XoL1WpdCmCKqkXBu0pgOoQyA2LcVJh2b7xPPL5MCa5PiyVjpkWJf4pQQJ01q1GPZ0ZXMAsSswCbxpyTaVNI+KbYuM6CdB5ZJy2kQvQPir4sEXR5fz3XhzN1MBodh2bB8biHyWQUMwtmgVYRyWfSps8LacdP021wGvNRmmnwbpNzDVxFyAEnsTufpumwaDvzPMhFqbgnXYWJ9ZwGIYPVHZ+kZZNbUvPiZkBNI4Fpi0BVCXziQVN1Zj5UtYDAoUL1WYYJEcD4HyEs27fr2LCsIYbDY9TrbdTrbbSay6g3OqhWGzAqhhAXxLKui34cABGdPtA+RFNiBGCzoCT+H4KYFLzYtivcvxYbNxKZ1NixqD4ZGMbGWVWkQBT7DSj/veLf08x/aSAoez6TZkGuYbHPAmipSqx9z2X09ok1DLSsQwyHXUwmgxCwuFmQjV72PcbvtzygZVluTmrOu53gkedDOwlX4LTkXANX0sclI0GkDfLtWL2cpaSB3Tz9zmINFSVzpDGqskAuSwtITq6KaIKjFBQEvs/KaWBmQ7bjsgtC/cDvpTPtSzfhqz7gKWHOOXErilADI14YvGxZA4zHPTQaS2g0OqjX26jVWjAqBnRDhyJQ6QElBmJcE1P4fczkRYTwuRyLjfuL0ssqYR/Ec5kmWn+2njRTNTfnJYkVMpGZApOfRW1QJF7E/H4CYAEI/ViTySgkX4xG3ZhZMA2wZsdL3u95yBrzhszc7TKvr/0s5VwDlyhpsRB368Nyp1TwMv4zoPz4ycIM0uvOZhfGJntR62InQUFACECpC02LtpDnG/yxLTyMgH2owjQrzHzoexDTRvG2Ii3MD/MejscDVCq1ALw6aDTaqNfaqFSr0Aw9JAjIQAwIQFEAMQBQYtpN3KSYN1Zpfq/kmLHPs/F1Sa1Idt3sdxKWpzxObaYPaqJsmgmwuA+LXcP7w9JAubaLyWSE0aiLweAQw+ExLGsYJMWdzqRqkt1bnmSbTYtN4veypC1as0KPTnuuO9fAFa3+opituxWoknI3gNZJ+lF0lXVSs2LmhE4pKPVBBYKOpurBbEfg8Y0TfRe6bjINTNOC7Tn0wPcxaz4UfWE8gNmyBqhUjlCrNZkWVm+jVm8zIodhzIAYglyGqqbFtDGAmRSjWxD8QinmOhHYZL6p5FhFwJTmj5T5YBRpXbJysrqj45r0Ol5G9F0BCFmCAGLUdi4csDzHxWQyxmjURb9/gNGwC2syFPbKitPbo+vTNVf58dmte+L3cLoLvXtBivrGk9awk8i5Bi5OzgDiqH+aA1RGzqK90wz+m4c5WbSuMlpcVE5Cf5e2FS8j075E+ruqalDVaG8ptlutHRA4jHBDRVVV4ftqsMdTPHiZ/08IAQHzn7muHWhhfVSrjYDA0UKt1kS12oBpVmFUzDBpbWj6CkgdXBuL3ZtgXoQq3CvvxwxrURyX+Lhx31d+jJxoshN/g5zLBMky8yZ9cGLdnNIuki3yNCzbtjAes/CF4fA4jMcKM7gn6O1Zz1S+mbBIPs6zD8g9T4vwPJG5D04q5xq4ZCqqSAnl527XA3AW7ZxFnWfNUMpy5MbLyU1WWf6Y1Nib0O/Fg49JAF4MyLgfi1AfqspTR6nQdSMAqHQNjPeDaWAeXHca+FeOYZpVmGYN1WoDtVoTtVorALEaTNNkmzdqmsCES0yoqujnikyM4b1rmOlHOLbSLVnC4QhAbGaYMkFHVk+SkCEDuNk6hS+q6MeKsxxlGpbv+XBtN1gk9DAcdjEKUjTxAGIe1sA7JT4XkQ8u37eVRT64nckCZP06TbnTQLgwFQrCX4As08jdsmq50w+OKCcxD5YxC2THvMxm0Eg3zxRUBYJZlu3Z5UMNgnt5X0QA48c4gOWZEMU+smBmEm5gaVlD6LoB06yiUqmjWm2Ef5VKnWliRhW6roUZ2MU4JJGcIAIZwuz0mAlG5hqafBgYavFRE02I0pHkAChuh8J/n+T3nN8ibRGSBVb8Hj3XCwHLsvoYjXoMsMZ9TG0rDCAmhICKYRGSxUwZgkXWQquMSZyXv1vec1Hu1AL4rORcAxeXrIf0rAe3aP1pTvGsesVr7wbJYhImj+XHvBRnehXxvQiFw4/cfBjuAqxqUBUVqsZZiCozM6rpAMb9pzINTKzb9104QSZ6XTeg62agdVVRMWuoVBuoVGqomDXohhlkvDeg6qxNWVCtcFNhHkWZuRFAmD2Df+Z9LLIw4D63uLkv6S8rRh6RiRIDRPEa1lfPY5k4JpMhLGuA0bCL4aiL6WSIyXQE17EjwKIkZhaU9SNPyvqoysUp3h3v6u2SO8EoBO4B4EpOammxI2c1sOX8RsWdCOfhBRBNs/P2N/l7lRoj0DhNfrZyUPBt5dUIwIgXmBEDwKIqKCFQNS3wj6kBI1EL/F9+OGmKe4CJ9yASOjzPgaKw/cBUTYOmsWz2hm7CMKuheZH/b3Ag0wxouhFmjecMOyCupSQnf0VBCGzchyQbW2SNVapk+R6FLyR5TngvYymxGFj5vg/PiXJHWtaQ7YtlDULSBc92kWYSTLL/khaY1DvKCfifvc+78128U6DBRRy/2619nWvgKrqiBNJXTeddhb4bTBNZcStlGYVltFIg4duQTbLBzB6FR0T+Kk6d51qYRrWY/4vTs5kGxkCLj7eohSX7H4KYQgDfDeqZQoECJfCraZoRAZZuwjQr0PUKDKMC06jACL7rOktlxQFVVYXUUBB8RkKCYJmkjWc6uy7xXWKqDO9Vko9QbJeTNXioge+7sO1JSHThmhb3X4kswSztKtn/srT3eXxZd5Ocrk+tiBk4nZW80Lhuk5x0oM8iQ8U8fTjNtuap76yCLdNepCIvmOSi6HMYPsG+ciah6rshG1EL9/1in0UA46DHtK9ZLUw2kfJrWPMKPM8JP6uKBiUwVWqqBk03oGsGdMOEYVRh6GZwTIeq6TB0k4GspoWAFpoaoUZ5CZXZDRdlw8a7GwFRxKykhAQaazzGjfvQCI0nMk4ffraztes6cF0brjuFbU9CbYttMeLA85zQfyULGk6aL4tI0eelbHxjsg12TfrioPQze5uliA/zbgL3exK4irDasjSwIv6lu+FHPO0+nEZ9eeOVp4Gd5AVPal9SU+KMhsSc/H4ARIriwU+CmKpD041Qu2FxRypUVZjMCQm3W0ljAfLv4jGmlSEGZtz8yjU/BlBqDFTZnxECGPfhhUG8UAAlnuOP1Z+WMy8AV8rvIw5USbAS7y1tgUEpy+zv+S58z4XrOaH5z/fdMMaOaVdxwJIzAGcn1qwFjuwz+y5/FoukbpKJyGKUMzRPaQF2xnLS/txO0+U9CVxFzVN3MyidJ0kDelmKn9OQImSNcALM84NFlYb+MM4cZHFeHtsZ2DdCLYwDhAhkosbCNTGRkJMFZLPHGZjGwSwCHq5NZQGVODYy7UsEnbj5L/r9pNpU8t0QUjeF9Qbgx8MHKCHhJp/c/Eeo4DsMGIJJSnvWeCWPpbkM0ghFyXMnfT5lvrW7EZzOUpI+77OMqb3ngKtskO1Z1n/eJW8FVSY3W/HFRAkGIYpNDjMBy+mVBf/5gKLA90noC/NSTIkigLB+RJpYTPtK0VaSn5P3Nnvej5XJi8ma/Z6++3UxdmwR1p6ocZLEWPD91CKGYJbk+bDTYrai8/EJU/ZMihrWaWZ5SRJHssom5byCXtpYL+K4ciSJ8vOKrI6yg38nnb7Je5+n73nXZZ1LmzCKmgrPwo8hvTZNI+MT7wwrMTIlcnMe84OpAaEjInXwTPB8wlaoGoIYNyuK91pEu4ifj/pWfHzjGhUbt+LPhlzjyWlbYnaUgRY376b3Pf5s8P7LnpkiTDcZK/a039d5n8vC5KRzCnAnlXsOuIDoRZY5W4u+5FmpXs6DHywtHqVMn4qWzWIbJctl1yMEys7xMuY6lyUglfw+U0YAMP5VJFt4nhPGh0UkC32GJMH2jYtPrKI2xtsWwSxpfkqa9eYxxYpjNM8Yy7WKePLcGeYh4iZU4WIpeIX1ZPi7orbTgbTIO3DeLShzL9hKWjbmkbNcuN+TwJVn2jq5PTuujdypWIYyUsbenHW+aHaStDQ6WZI0n2WZWrKuzSyH9IlS9l1oIKTliaxEAKE5kTMGuTYWUdg1AcAi8gW/pbjmpc2AmVgmyf5K09LSxi7tunwqdPp5sU5Ro6KEhL6suJ+M8gtnwEs064YEm4zYLNn9ZL2PZ/1+nhcNaHYRdPp9PsuxvieB6zSJAEXbSYLi7QawImaRsvXx62Sr1KJjfDJzbdm4HHm6ocw2ivq/WKW8ocThyGQHIEZ9j/xfEZBxGjxmGH/R/+G9h+CjCu3PApp431ySgMWp96yPfmw36WT5+PH0Z0uc/OJUeTFkQN7XPCkSv5XV57y+z1Nv3nNVhFa+kJPLPQlcwOxLcrvALKu9PBNlGdPcvNfKysrMp3n+qayYl2S5MmMvKy9jwqVfL9faykwkuWAmA1QlHuTMxiQyKYobI7LvohamhoCmKGrUbgJ4xFaVEEPj24hQRQ4SqqKxnaE1A5T6cBwbor+L1ZX9XM6YADlrMjAHciCMkzPKgZY45lk+rzxSBm+zzLPHysZNtfJ688HrLOW0gPG80PRlcs8Clyi3G7TS5LT6Ib6Qp6HZncTmnxULw78XJQ6IvolZckkxNpu8j/kvqOjb4hNmYSo9q5A3FnyNA7m44zIQ18r4/yKQzR6LU+Kl95k0eybKscwfShCvNctq5DFt/FgSdGb9cbNxa2J90feUZ0rmnxLGPEvjYveXnd7pJD7dk5Ajztp/dNbEjfMAXvcscN0tYAXMTsRpK8GiYHRWvrSs9mWAxKVIf8WyqRNv6oq/nMkwT3LZemI+vDLgldqezNzK/o/fsw8RyOL/C2AGJQTIuDkwOX6+cE4J009xoAlNhXQ2rZIsFioNnGRsPvG6NBNrmpTJ9l4WvE7r3Slsij6B5nZSmZd8c9rv21nIPQtcJ5EsoJmPLSfXSoqWl4FFEQLFPC9omfsr7bM4JbAtu6JNmhhTJ5KUjQhz8yHGG5s9JpgRZ4snj/PfLlmPH/Yp3a9TbqJKo+Enzxerq4DWnmXWK5jtXTaxZrELk3R3Vn5+8EqSGtLKZEmSxn+7pCjR6W7XtoAFcEklC2juhCaX9qLJjs/TP1n4QF4bRYkgsnJFTYdlRfZiyie0/Bc4D9xKaWGckSj2JXUVnrcYiZvlijIvk0zEvJV1ms/zLMhHeSbBE9WdYSGY917KsF3vJikabrIwFS5EKmWdxkCGXyPFh3Ra8VppwFgW0LJMjachZWnzMr/EvPFNhcyJSZDgYFa0jZRnJsu3JCsb/T7pvshku1nfMxorVqykplVGCxSfObnfNH6sqCZWZmKXlb3TzMOFxnUO5awmzjIyb9vpdv50f5koReK40lahaW3MEw9WxBRaVMpOImnXzx3IWTYn4glkHq07bWxPFN8k81kV8BvKgr2jy/NBt6z/Jc1UmFW+iOQBT9FFUJFn9zxqdrdD3nDAdTeRNspKthNaHlgaLyM3ec7DUjwtE+BpLSTEFXkZv1fyWGEQlGgKRcErLJfsw1wMMPnvIIu9K1BZej9kz1VJJ/5JTYJpwdbZ15wuA5dLFngVATbxcxbrtWwoyGkDXJr5/U4D6RsOuO5VOQkTqChZJE97ktHZxQk0+f9pgBWr7+Q+EtHhfpKXMgleSZ9YpoZWwhc2c12i7IlMeikEkzJAxe8vyxSYNemfhmQt1MTP85I15o3lkvmakuMhMy/ycmn1nxX1Xma2vdNSaub44he/GK4C+N/W1lZ4nlKKL37xi9je3katVsP73/9+PP/887E6bNvGpz71KaytraHRaOCjH/0obty4cTp3c0qSRlR4Iwg3rYh/WWX5WOWZnuYlkeT9DqfxUqVpX2V9KuG1wr+kiLFiKZ2Z/c7/kt/F4+I52bWy8qVuqrjPSgTn7CrlY5xHrpEdL/O+Jp/rO/WuZwFV1jVpGlqezLsgKKI53m4pveT96Z/+aezs7IR/zz77bHju937v9/CVr3wFX/3qV/H0009ja2sLP/dzP4fhcBiWeeyxx/Ctb30LTzzxBL73ve9hNBrhIx/5CHzflzV3RyRvwr7XpPhLUy7jfN4CoMj1Wb/DaQNOWr1infPWK07oc/vCTmuiKKvRJS9PAeUiKZqiZrMnQ9FHNPcCokB84Z1+z086+ZcZmzKLuiJ13knNq7SpUNf1mJbFhVKKP/iDP8DnP/95fOxjHwMAfOMb38Dm5ib+9E//FP/8n/9z9Pt9fP3rX8d/+S//BR/84AcBAH/yJ3+C++67D9/5znfw8z//8ye8nYXMI3m+szj9ev6YLpnZUDx+FpPIWWQxOEmdMtPhqZM6ZIDO2+EmvwJkCi5p/SsLxGnjNhM3l6Nlxa8lmQBU5Lk6q4D+InLSZzIrruwkdZfxrd0JKT1TvPzyy9je3saDDz6IX/7lX8Zrr70GALhy5Qp2d3fxoQ99KCxbqVTwvve9D9///vcBAD/4wQ/gum6szPb2Nh555JGwjExs28ZgMIj9cUkzVZ2VvFFNiHmSnDySpsY0f0OeKfIkcrdnAMjUUFK0mkzJiT1jXwqYlNL8UhmalvR4BsAXAf80bSLO2st/fu510/9ZBjOfdt1F3RB5UurKd7/73fjjP/5j/M//+T/xta99Dbu7u3jve9+Lo6Mj7O7uAgA2Nzdj12xubobndnd3YZomlpeXU8vI5PHHH0en0wn/7rvvvvDcaQxCGbnTpoXbLWUnf9lvIQOqvBibu01kL/BJSRynLim/Fd8iJKsvpwWiaav/vOeorEmwKKOQ1a3mgljaPFI2y81pyTzmUZF7kFfHSRd1aeExaX+nLaVq/IVf+AX8k3/yT/D2t78dH/zgB/EXf/EXAJhJkEtWYGea5JX53Oc+h36/H/5dv369TLfvKbmXVo5lH+yT3vs8dOq8sjLfV9lJJ5kbMQ9E8j7PK/NoeWkakfi57CRZevwK+EpFkflqi6fkKnd+XjmpppMEMdn5+Pf0BAdJy0nyc5F3+LQB7EQ1NRoNvP3tb8fLL78c+r2SmtP+/n6ohW1tbcFxHHS73dQyMqlUKmi327G/N6rcrZpJMR9XfO8pRVGCjRbVQi/qadz7idiCOcAn1juP7yvLDJdk66UF9Bap5ySSNW4n1ZbmnayTDME8TSsNyMqnfro73sUsTUdmwi9SD5ekLzpLbqdJ9kQjb9s2fvKTn+DChQt48MEHsbW1hSeffDI87zgOnnrqKbz3ve8FADz66KMwDCNWZmdnB88991xYZiGzcrc5RmVS5iUOQUt4UdhnpTCIle/f6dWXNfHeTskCoiLnigJZEuyzALuIpMVqFQ0gL5sFo6zZqtyzXKxs0XZlfS0KSkXqTuuLCOpZoSxZ4CRbQMyryeZJKVbhZz/7WfziL/4i7r//fuzv7+N3f/d3MRgM8IlPfAKKouCxxx7Dl770JTz88MN4+OGH8aUvfQn1eh2/+qu/CgDodDr4tV/7NXzmM5/B6uoqVlZW8NnPfjY0PS5ELtGEcff7grJkZrJSEG6IKJN541UKtZ1Sf/KasoGed2KRUdS0eKptnsLvkJc1In2BIM/6ws8VocEXkaKamKzNNB9QfpvJDBVn877LtKq80JWscU/WW+R3OAl4lQKuGzdu4Fd+5VdweHiI9fV1/OzP/iz++q//GpcvXwYA/PZv/zYmkwl+4zd+A91uF+9+97vx7W9/G61WK6zj93//96HrOn7pl34Jk8kEH/jAB/BHf/RH0DQtrdk7KqcZyX9SmfchvhsBr+jqOil5KW9OQ+apR0blPksQy8pKcZqSNxZlTKN5/rCzftey3gM+0cro9fn+GwV5xqusRVgRMkWWpCdgLpahpgjIiPUVlXzGJ4W4Z1ypuundMiuXkMFggE6nA00zzoUZbSGnKydi8+XEEonHy0zKWTFIt+MZnWcRkHVdWX/VaQe3nkSyEgvPu4BL+33zniHZNVmSlsWe1ZkVjJ9/XVl/VRmRaXD5bVD4vot+v1+at3AucxWm2drvNrkbNZ17QcTJcp6gS5kpKllnEZOWrE9Z7eUdK9Ne2T6k1S3TfOd5rwghEjPXnUoVlLaImP95STt2Erq5HGwoILJFY/4lP2M+ST7PIvDM9pVSvjFpBGrxutM3P5Xfi1ifEmiv8TZmr5l/Hj+XwMVTSBHi3eGeFJG7J5XVQhaykLtNZPND1pwxz3xStL7TmKvK3g+bzzudTqlWzqWpkBCCF198EW9729tw/fr1NzQ9Pk0GgwHuu+++xfikyGJ8smUxPtmyGJ98yRsjSimGwyG2t7ehquUsU+dS41JVFRcvXgSAN3xcV54sxidbFuOTLYvxyZbF+ORL1hiV1bS4LBwwC1nIQhaykHMlC+BayEIWspCFnCs5t8BVqVTwhS98AZVK5U535a6Uxfhky2J8smUxPtmyGJ98OcsxOpfkjIUsZCELWcgbV86txrWQhSxkIQt5Y8oCuBaykIUsZCHnShbAtZCFLGQhCzlXsgCuhSxkIQtZyLmScwlc//7f/3s8+OCDqFarePTRR/G///f/vtNdui3y3e9+F7/4i7+I7e1tKIqC//pf/2vsPKUUX/ziF7G9vY1arYb3v//9eP7552NlbNvGpz71KaytraHRaOCjH/0obty4cRvv4uzk8ccfx9/9u38XrVYLGxsb+Mf/+B/jxRdfjJV5I4/Rf/gP/wHveMc7woDQ97znPfjv//2/h+ffyGMjk8cffzzcronLG3mMvvjFL4Z75fE/voEwcJvHhp4zeeKJJ6hhGPRrX/safeGFF+inP/1p2mg06LVr1+50185c/tt/+2/085//PP3mN79JAdBvfetbsfNf/vKXaavVot/85jfps88+S//pP/2n9MKFC3QwGIRlfv3Xf51evHiRPvnkk/SHP/wh/Yf/8B/Sd77zndTzvNt8N6cvP//zP0//8A//kD733HP0mWeeoR/+8Ifp/fffT0ejUVjmjTxGf/7nf07/4i/+gr744ov0xRdfpL/zO79DDcOgzz33HKX0jT02Sfk//+f/0AceeIC+4x3voJ/+9KfD42/kMfrCF75Af/qnf5ru7OyEf/v7++H52zk25w64/t7f+3v013/912PH3vrWt9J/+S//5R3q0Z2RJHARQujW1hb98pe/HB6bTqe00+nQ//gf/yOllNJer0cNw6BPPPFEWObmzZtUVVX6P/7H/7htfb9dsr+/TwHQp556ilK6GCOZLC8v0//8n//zYmwEGQ6H9OGHH6ZPPvkkfd/73hcC1xt9jL7whS/Qd77zndJzt3tszpWp0HEc/OAHP8CHPvSh2PEPfehD+P73v3+HenV3yJUrV7C7uxsbm0qlgve9733h2PzgBz+A67qxMtvb23jkkUfuyfHr9/sAgJWVFQCLMRLF93088cQTGI/HeM973rMYG0F+8zd/Ex/+8IdndmVfjBHw8ssvY3t7Gw8++CB++Zd/Ga+99hqA2z825yrJ7uHhIXzfx+bmZuz45uYmdnd371Cv7g7h9y8bm2vXroVlTNPE8vLyTJl7bfwopfit3/ot/P2///fxyCOPAFiMEQA8++yzeM973oPpdIpms4lvfetbeNvb3hZOHG/ksQGAJ554Aj/84Q/x9NNPz5x7oz8/7373u/HHf/zHeMtb3oK9vT387u/+Lt773vfi+eefv+1jc66Ai0uZTfneaDLP2NyL4/fJT34SP/7xj/G9731v5twbeYx+6qd+Cs888wx6vR6++c1v4hOf+ASeeuqp8PwbeWyuX7+OT3/60/j2t7+NarWaWu6NOka/8Au/EH5++9vfjve85z1405vehG984xv42Z/9WQC3b2zOlalwbW0NmqbNoPP+/v4M0r/RhLN7ssZma2sLjuOg2+2mlrkX5FOf+hT+/M//HH/5l3+JS5cuhccXYwSYpok3v/nNeNe73oXHH38c73znO/Fv/s2/WYwNmClrf38fjz76KHRdh67reOqpp/Bv/+2/ha7r4T2+kcdIlEajgbe//e14+eWXb/vzc66AyzRNPProo3jyySdjx5988km8973vvUO9ujvkwQcfxNbWVmxsHMfBU089FY7No48+CsMwYmV2dnbw3HPP3RPjRynFJz/5SfzZn/0Z/tf/+l948MEHY+cXYzQrlFLYtr0YGwAf+MAH8Oyzz+KZZ54J/971rnfh4x//OJ555hk89NBDb/gxEsW2bfzkJz/BhQsXbv/zU4rKcRcIp8N//etfpy+88AJ97LHHaKPRoFevXr3TXTtzGQ6H9Ec/+hH90Y9+RAHQr3zlK/RHP/pRGArw5S9/mXY6Hfpnf/Zn9Nlnn6W/8iu/IqWjXrp0iX7nO9+hP/zhD+k/+kf/6J6g6lJK6b/4F/+Cdjod+ld/9Vcxyq5lWWGZN/IYfe5zn6Pf/e536ZUrV+iPf/xj+ju/8ztUVVX67W9/m1L6xh6bNBFZhZS+scfoM5/5DP2rv/or+tprr9G//uu/ph/5yEdoq9UK597bOTbnDrgopfTf/bt/Ry9fvkxN06Q/8zM/E9Kd73X5y7/8Swpg5u8Tn/gEpZRRUr/whS/Qra0tWqlU6D/4B/+APvvss7E6JpMJ/eQnP0lXVlZorVajH/nIR+jrr79+B+7m9EU2NgDoH/7hH4Zl3shj9M/+2T8L35v19XX6gQ98IAQtSt/YY5MmSeB6I48Rj8syDINub2/Tj33sY/T5558Pz9/OsVlsa7KQhSxkIQs5V3KufFwLWchCFrKQhSyAayELWchCFnKuZAFcC1nIQhaykHMlC+BayEIWspCFnCtZANdCFrKQhSzkXMkCuBaykIUsZCHnShbAtZCFLGQhCzlXsgCuhSxkIQtZyLmSBXAtZCELWchCzpUsgGshC1nIQhZyrmQBXAtZyEIWspBzJQvgWshCFrKQhZwr+f8BCkPev0sHfUEAAAAASUVORK5CYII=\n"},"metadata":{}}],"execution_count":14},{"cell_type":"markdown","source":"### Utils\nhttps://www.kaggle.com/code/redwankarimsony/ct-scans-dicom-files-windowing-explained\n\nThese files contain a 16-bit relative grayscale image and represents the X-ray absorbance of the tissue. Hence, you can identify the type of the tissue (Air, Fat, Water, Soft tissue, Blood, Bone).\n\nYou need to get the absolute density in [HU level](https://en.wikipedia.org/wiki/Hounsfield_scale) to normalize the dataset. It is obtained by linear transformation with the coefficients present in the file","metadata":{}},{"cell_type":"code","source":"def get_img(path_img, *, windowing=True):\n    def get_first_field(x):\n        return np.int16(x[0]) if isinstance(x, dcm.multival.MultiValue) else np.int16(x)\n\n    def get_windowing_info(data: dcm.dataset.FileDataset):\n        return {\"window_center\": get_first_field(data.WindowCenter),\n                \"window_width\": get_first_field(data.WindowWidth),\n                \"intercept\": data.RescaleIntercept,\n                \"slope\": data.RescaleSlope}\n\n    def window_image(img, info):\n        \"\"\"linear transformation and min/max windowing\"\"\"\n        img = img*info[\"slope\"] + info[\"intercept\"]  # for translation adjustments given in the file\n        img_min = info[\"window_center\"] - info[\"window_width\"]//2, # minimum HU level,\n        img_max = info[\"window_center\"] + info[\"window_width\"]//2  # maximum HU level\n        return np.clip(img, img_min, img_max)\n    \n    data = dcm.dcmread(path_img)\n    image = data.pixel_array\n    \n    if windowing:\n        info = get_windowing_info(data)\n        image = window_image(image, info)\n\n    return image","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:18.421205Z","iopub.execute_input":"2026-06-13T05:07:18.421588Z","iopub.status.idle":"2026-06-13T05:07:18.432703Z","shell.execute_reply.started":"2026-06-13T05:07:18.421552Z","shell.execute_reply":"2026-06-13T05:07:18.431698Z"}},"outputs":[],"execution_count":15},{"cell_type":"code","source":"img = get_img(TRAIN_IMG_DIR + train_img_filenames[9])\nplt.imshow(img, cmap=plt.cm.bone)\nimg","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:18.433913Z","iopub.execute_input":"2026-06-13T05:07:18.434391Z","iopub.status.idle":"2026-06-13T05:07:18.697624Z","shell.execute_reply.started":"2026-06-13T05:07:18.434364Z","shell.execute_reply":"2026-06-13T05:07:18.69643Z"}},"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"array([[-4., -4., -4., ..., -4., -4., -4.],\n       [-4., -4., -4., ..., -4., -4., -4.],\n       [-4., -4., -4., ..., -4., -4., -4.],\n       ...,\n       [-4., -4., -4., ..., -4., -4., -4.],\n       [-4., -4., -4., ..., -4., -4., -4.],\n       [-4., -4., -4., ..., -4., -4., -4.]])"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":16},{"cell_type":"code","source":"img = get_img(TRAIN_IMG_DIR + train_img_filenames[9], windowing=False)\nplt.imshow(img, cmap=plt.cm.bone)\nimg","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:18.698908Z","iopub.execute_input":"2026-06-13T05:07:18.699283Z","iopub.status.idle":"2026-06-13T05:07:18.897323Z","shell.execute_reply.started":"2026-06-13T05:07:18.699256Z","shell.execute_reply":"2026-06-13T05:07:18.89637Z"}},"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"array([[25, 25, 25, ..., 21, 22, 25],\n       [25, 24, 24, ..., 21, 23, 24],\n       [23, 25, 24, ..., 23, 23, 24],\n       ...,\n       [53, 53, 54, ..., 51, 54, 54],\n       [59, 59, 59, ..., 53, 53, 54],\n       [59, 59, 60, ..., 55, 54, 54]], dtype=uint16)"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":17},{"cell_type":"code","source":"def get_patient_ids(sub_type=None, num=10):\n    if sub_type is not None:\n        # 2 times faster than y.loc[(y[\"sub_type\"] == sub_type) & (y[\"label\"] == 1)]\n        return y.query(\"sub_type == @sub_type and label == 1\").iloc[:num, 0]\n    else:\n        return y.iloc[:num, 0]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:18.898703Z","iopub.execute_input":"2026-06-13T05:07:18.899624Z","iopub.status.idle":"2026-06-13T05:07:18.905376Z","shell.execute_reply.started":"2026-06-13T05:07:18.899582Z","shell.execute_reply":"2026-06-13T05:07:18.904341Z"}},"outputs":[],"execution_count":18},{"cell_type":"code","source":"metadata = {}\nbins = np.linspace(0.30, 0.70, num=35)\n\nfor sub_type in sub_types:\n    metadata[sub_type] = {\"rows\": [], \"columns\": [], \"pixel_spacing\": []}\n    patient_ids = get_patient_ids(sub_type, 1000)\n    \n    for patient_id in patient_ids:\n        data = dcm.dcmread(TRAIN_IMG_DIR + patient_id + \".dcm\")\n        metadata[sub_type][\"rows\"].append(data.Rows)\n        metadata[sub_type][\"columns\"].append(data.Columns)\n        metadata[sub_type][\"pixel_spacing\"].append(float(data.PixelSpacing[0]))       \n        \n    print(sub_type, \":\")\n    print(\"    list of unique row size :\", np.unique(metadata[sub_type][\"rows\"]))\n    print(\"    list of unique column size :\", np.unique(metadata[sub_type][\"columns\"]))\n    plt.hist(metadata[sub_type][\"pixel_spacing\"], bins, alpha=0.5, label=sub_type)\n\nplt.title(\"pixel_spacing distribution\")\nplt.xlabel(\"pixel_spacing\")\nplt.legend(loc=\"upper right\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:07:18.906709Z","iopub.execute_input":"2026-06-13T05:07:18.907482Z","iopub.status.idle":"2026-06-13T05:08:20.052394Z","shell.execute_reply.started":"2026-06-13T05:07:18.907432Z","shell.execute_reply":"2026-06-13T05:08:20.051339Z"}},"outputs":[{"name":"stdout","text":"any :\n    list of unique row size : [512 666]\n    list of unique column size : [512]\nepidural :\n    list of unique row size : [512]\n    list of unique column size : [512]\nintraparenchymal :\n    list of unique row size : [512]\n    list of unique column size : [512]\nintraventricular :\n    list of unique row size : [512 768]\n    list of unique column size : [512 768]\nsubarachnoid :\n    list of unique row size : [512]\n    list of unique column size : [512]\nsubdural :\n    list of unique row size : [512 666]\n    list of unique column size : [512]\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAigAAAHFCAYAAADYPwJEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAABXQ0lEQVR4nO3deVxN+eM/8Ndt36O0Ki0kRdaGsYwiZR/GjH3LPsIIjWUwYiiM1GTsW32yzWeMfAzGiJEtksRYGgwRoyZLSqH1/P7w63zdbuim5ZTX8/G4j4d7zvv9Pu/3OZf78j7LlQmCIICIiIhIQlSqugNERERExTGgEBERkeQwoBAREZHkMKAQERGR5DCgEBERkeQwoBAREZHkMKAQERGR5DCgEBERkeQwoBAREZHkMKAQvYW7uzvc3d0rrP2wsDDIZDLcuXOnwrZRmfz9/SGTyaq6G3K8vb1ha2srt0wmk8Hf31+pdg4ePKh0nZK2VXTMz58/r3Rbb/LgwQP4+/vj4sWLCuukeEyISkOtqjtAJGVr1qyp6i5UK2PHjkW3bt2quhvvdObMGVhZWSlV5+DBg1i9erXSIaUs21LWgwcPsHDhQtja2qJ58+Zy66rLMSEqjgGF6C2cnZ2rugvVipWVVYV/GZeHjz/+uELbFwQBL1++hLa2doVv612qyzEhKo6neOiDUzTlnZCQgH79+sHAwACGhoYYNmwYHj58KFe2+CmepUuXQkVFBb/++qtcOW9vb+jo6ODy5cvisiNHjsDDwwMGBgbQ0dFB+/btcfTo0ffu//Pnz+Hn5wc7OztoaWnByMgIrq6u2Llzp1x/9PT0cPXqVXh4eEBXVxcmJiaYPHkynj9/Ltfe6tWr0bFjR5iamkJXVxcuLi5Yvnw58vLyFLZ96NAheHh4wNDQEDo6OnByckJgYKC4vqTTCba2tujVqxcOHTqEli1bQltbG40aNcKWLVsU2j916hTatm0LLS0t1K1bF/Pnz8emTZtKfRosLCwMjo6O0NTUhJOTE/7zn/+UWK74aZd37VNvb2+sXr1arFv0KuqTTCbD5MmTsW7dOjg5OUFTUxPh4eElbqtIeno6Ro0aBSMjI+jq6qJ37964ffu2wr7z9vZWqPv65zI6OhofffQRAGDUqFFi34q2WdIxKSwsxPLly9GoUSNoamrC1NQUI0aMwP379xW206RJE8TFxeGTTz6Bjo4O7O3tsXTpUhQWFpa4b4nKC2dQ6IP12WefYcCAAfjyyy9x9epVzJ8/H9euXUNsbCzU1dVLrDNr1iycPHkSI0eOREJCAmxsbLB161aEh4dj06ZNcHFxAQBs27YNI0aMQJ8+fRAeHg51dXWsX78eXbt2xe+//w4PD48y93v69OmIiIjA4sWL0aJFC2RnZ+PKlSt4/PixXLm8vDz06NEDEyZMwOzZsxETE4PFixfj7t27cgHr1q1bGDJkCOzs7KChoYFLly5hyZIl+Ouvv+RCxObNmzFu3Di4ublh3bp1MDU1xY0bN3DlypV39vnSpUuYMWMGZs+eDTMzM2zatAljxoxBgwYN0LFjRwDAn3/+CU9PTzRs2BDh4eHQ0dHBunXrsG3btlLtl7CwMIwaNQp9+vRBUFAQMjIy4O/vj5ycHKiovP3/Yu/ap/Pnz0d2djZ2796NM2fOiPUsLCzEP+/duxcnT57Et99+C3Nzc5iamr51m2PGjIGnpyd27NiBe/fuYd68eXB3d8eff/6JWrVqlWrMANCyZUts3boVo0aNwrx589CzZ08AeOusycSJE7FhwwZMnjwZvXr1wp07dzB//nxER0fjwoULqFOnjlg2NTUVQ4cOxYwZM7BgwQJERkZizpw5sLS0xIgRI0rdTyKlCUQfmAULFggAhGnTpskt3759uwBA2LZtm7jMzc1NcHNzkyv36NEjwcrKSmjdurVw4cIFQUdHRxg2bJi4Pjs7WzAyMhJ69+4tV6+goEBo1qyZ0Lp1a3HZ1q1bBQBCUlJSqfvfpEkToW/fvm8tM3LkSAGA8MMPP8gtX7JkiQBAOHXqVIn1CgoKhLy8POE///mPoKqqKjx58kQQBEF49uyZYGBgIHTo0EEoLCx843aL9u3rbGxsBC0tLeHu3bvishcvXghGRkbChAkTxGX9+/cXdHV1hYcPH8r1x9nZ+Z37qKCgQLC0tBRatmwp1787d+4I6urqgo2NjVx5AMKCBQvE96XZp5MmTVIY2+vtGRoaivvrbdsqOuafffaZXLnTp08LAITFixeLy2xsbISRI0cqtFn8cxkXFycAELZu3apQtvgxSUxMFAAIPj4+cuViY2MFAMI333wjtx0AQmxsrFxZZ2dnoWvXrgrbIipPPMVDH6yhQ4fKvR8wYADU1NRw7Nixt9YzNjbGTz/9hAsXLqBdu3aoV68e1q1bJ66PiYnBkydPMHLkSOTn54uvwsJCdOvWDXFxccjOzi5zv1u3bo3ffvsNs2fPRnR0NF68eFHqMQ4ZMgQA5MaYkJCATz/9FMbGxlBVVYW6ujpGjBiBgoIC3LhxQxxTZmYmfHx8ynRHSPPmzVGvXj3xvZaWFho2bIi7d++Ky44fP47OnTvL/e9dRUUFAwYMeGf7169fx4MHDzBkyBC5/tnY2KBdu3bvrK/MPn2Tzp07o3bt2qUuX/zYtGvXDjY2Nu/8/L2vovaLnzpq3bo1nJycFE5Dmpubo3Xr1nLLmjZtKnfsiCoCAwp9sMzNzeXeq6mpwdjYWOFUSUnatGmDxo0b4+XLl5g4cSJ0dXXFdf/++y8A4IsvvoC6urrca9myZRAEAU+ePClzv0NDQzFr1izs3bsXnTp1gpGREfr27YubN2+WOJ7XFY25aIzJycn45JNP8M8//+CHH37AyZMnERcXJ15vUfRFXXRtTlkvtizeDwDQ1NSUCwKPHz+GmZmZQrmSlhVXNJ7ix/RNy4or7T59m9dP95TGm/pams/f+yhqv6T+WlpaKmy/NMeOqCIwoNAHKzU1Ve59fn4+Hj9+XOI/yMUtWLAAly9fRqtWrfDtt9/KXdxYNAOwatUqxMXFlfgqzZfum+jq6mLhwoX466+/kJqairVr1+Ls2bPo3bt3ieN5XdGYi8a4d+9eZGdnY8+ePRg2bBg6dOgAV1dXaGhoyNUzMTEBAIWLKMuTsbGxGO5K6vO76r6pbGnql3afvo2yM0tv6uvrnz8tLS3k5OQolHv06JFS23pdUfspKSkK6x48eCA3g0VUlRhQ6IO1fft2uff//e9/kZ+f/84Hs0VFRSEwMBDz5s1DVFQUDA0NMXDgQOTm5gIA2rdvj1q1auHatWtwdXUt8VU8AJSVmZkZvL29MXjwYFy/fl3hDp3iY9yxYwcAiGMs+lLV1NQUywiCgI0bN8rVa9euHQwNDbFu3ToIglAufS/Ozc0Nf/zxh9yXb2FhIX7++ed31nV0dISFhQV27twp17+7d+8iJiZGqX68aZ8W7aPymjkofmxiYmJw9+5duc+fra0t/vzzT7lyN27cwPXr1+WWKdO3zp07A4DCxcdxcXFITEx8rwu4icoT7+KhD9aePXugpqYGT09P8S6eZs2avfWah5SUFAwbNgxubm5YsGABVFRU8NNPP6Fjx46YOXMmQkJCoKenh1WrVmHkyJF48uQJvvjiC5iamuLhw4e4dOkSHj58iLVr15a5323atEGvXr3QtGlT1K5dG4mJiYiIiEDbtm2ho6MjltPQ0EBQUBCysrLw0UcfiXfxdO/eHR06dAAAeHp6QkNDA4MHD8bMmTPx8uVLrF27Funp6XLb1NPTQ1BQEMaOHYsuXbpg3LhxMDMzw99//41Lly7hxx9/LPN4isydOxe//vorPDw8MHfuXGhra2PdunXi9TpvuxNHRUUF3333HcaOHYvPPvsM48aNw9OnT+Hv71+qUzyl2adFd2gtW7YM3bt3h6qqKpo2bVrmsHn+/HmMHTsW/fv3x7179zB37lzUrVsXPj4+Ypnhw4dj2LBh8PHxweeff467d+9i+fLl4oxWkfr160NbWxvbt2+Hk5MT9PT0YGlpCUtLS4XtOjo6Yvz48Vi1ahVUVFTQvXt38S4ea2trTJs2rUzjISp3VXuNLlHlK7qrIT4+Xujdu7egp6cn6OvrC4MHDxb+/fdfubKv3y2Rn58vuLm5CWZmZkJKSopcue+//14AIERGRorLjh8/LvTs2VMwMjIS1NXVhbp16wo9e/YUfv75Z7FMWe7imT17tuDq6irUrl1b0NTUFOzt7YVp06YJjx49EsuMHDlS0NXVFf7880/B3d1d0NbWFoyMjISJEycKWVlZcu39+uuvQrNmzQQtLS2hbt26wtdffy389ttvAgDh2LFjcmUPHjwouLm5Cbq6uoKOjo7g7OwsLFu2TGHfvs7Gxkbo2bOnwjhKukPq5MmTQps2bQRNTU3B3Nxc+Prrr4Vly5YJAISnT5++c99s2rRJcHBwEDQ0NISGDRsKW7ZsEUaOHPnOu3hKs09zcnKEsWPHCiYmJoJMJpM7bgCESZMmldin4tsqOuaHDx8Whg8fLtSqVUvQ1tYWevToIdy8eVOubmFhobB8+XLB3t5e0NLSElxdXYU//vijxH23c+dOoVGjRoK6urrcNks6JgUFBcKyZcuEhg0bCurq6kKdOnWEYcOGCffu3ZMr5+bmJjRu3FhhTCXtU6LyJhOECpqvJZIof39/LFy4EA8fPqyx59u9vb2xe/duZGVlVXVX3puXlxfu3Lkj3lFERB8GnuIhIsmYPn06WrRoAWtrazx58gTbt29HVFQUNm/eXNVdI6JKxoBCJBGCIKCgoOCtZVRVVWv0L9MWFBTg22+/RWpqKmQyGZydnREREYFhw4ZVddeIqJLxFA+RRBQ9qv1tjh079s67jIiIagIGFCKJePz4MZKSkt5axtHREfr6+pXUIyKiqsOAQkRERJLDB7URERGR5FTLi2QLCwvx4MED6Ovr1+gLBomIiGoSQRDw7NkzWFpavvXhi0A1DSgPHjyAtbV1VXeDiIiIyuDevXvv/PHRahlQii4SvHfvHgwMDKq4N0RERFQamZmZsLa2LtXF/tUyoBSd1jEwMGBAISIiqmZKc3kGL5IlIiIiyWFAISIiIslhQCEiIiLJqZbXoBARfYgKCgqQl5dX1d0geisNDY133kJcGgwoREQSJwgCUlNT8fTp06ruCtE7qaiowM7ODhoaGu/VDgMKEZHEFYUTU1NT6Ojo8AGVJFlFD1JNSUlBvXr13uuzyoBCRCRhBQUFYjgxNjau6u4QvZOJiQkePHiA/Px8qKurl7kdXiRLRCRhRdec6OjoVHFPiEqn6NROQUHBe7XDgEJEVA3wtA5VF+X1WWVAISIiIslhQCEiIiLJ4UWyRETVVHDUjUrb1jTPhpW2LSKAMyhEREQkQQwoRERUIQ4dOoQOHTqgVq1aMDY2Rq9evXDr1i0AwJ07dyCTybBnzx506tQJOjo6aNasGc6cOQMAyM7OhoGBAXbv3i3X5q+//gpdXV08e/as0sdDlYsBhYiIKkR2djamT5+OuLg4HD16FCoqKvjss89QWFgolpk7dy78/Pxw8eJFNGzYEIMHD0Z+fj50dXUxaNAgbN26Va7NrVu34osvvoC+vn5lD4cqGa9BIaIK9XDVj0rXMZkyuQJ6QpXt888/l3u/efNmmJqa4tq1a9DT0wMA+Pn5oWfPngCAhQsXonHjxvj777/RqFEjjB07Fu3atcODBw9gaWmJR48eYf/+/YiKiqr0sVDl4wwKERFViFu3bmHIkCGwt7eHgYEB7OzsAADJyclimaZNm4p/trCwAACkpaUBAFq3bo3GjRvjP//5DwAgIiIC9erVQ8eOHStrCFSFGFCIiKhC9O7dG48fP8bGjRsRGxuL2NhYAEBubq5Y5vVHoRc94Ov1U0Bjx44VT/Ns3boVo0aN4kPrPhAMKEREVO4eP36MxMREzJs3Dx4eHnByckJ6errS7QwbNgzJyckIDQ3F1atXMXLkyAroLUkRr0EhIqJyV7t2bRgbG2PDhg2wsLBAcnIyZs+eXaZ2+vXrh6+//hpeXl6wsrKqgN6SFDGgEBFVU1J+eJqKigp27dqFr776Ck2aNIGjoyNCQ0Ph7u6udFtjxozBjh07MHr06PLvKEkWAwoREVWILl264Nq1a3LLBEEo8c8AUKtWLYVlAJCSkgJjY2P06dOnYjpKksSAQkREkvT8+XMkJSUhMDAQEyZMgIaGRlV3iSoRL5IlIiJJWr58OZo3bw4zMzPMmTOnqrtDlYwBhYiIJMnf3x95eXk4evSo+GA3+nAwoBAREZHkMKAQERGR5DCgEBERkeQwoBAREZHkMKAQERGR5PA5KERUoeJS45Su06MC+kFE1QtnUIiISJLCwsJQq1att5bx9/dH8+bNK6U/lbkt4gwKEVH1dSyw8rbVqfIflDZw4ED06MH5tA8VAwoREUmStrY2tLW1K3w7ubm5fIy+BPEUDxERVQhBELB8+XLY29tDW1sbzZo1w+7duwEA0dHRkMlkOHDgAJo1awYtLS20adMGly9fFuuXdIpn6dKlMDMzg76+PsaMGYOXL1/KrXd3d4evr6/csr59+8Lb21t8b2tri8WLF8Pb2xuGhoYYN24cAGDWrFlo2LAhdHR0YG9vj/nz5yMvL6/8dggphTMoRFSh0p/YVnUXqIrMmzcPe/bswdq1a+Hg4IATJ05g2LBhMDExEct8/fXX+OGHH2Bubo5vvvkGn376KW7cuAF1dXWF9v773/9iwYIFWL16NT755BNEREQgNDQU9vb2Svft+++/x/z58zFv3jxxmb6+PsLCwmBpaYnLly9j3Lhx0NfXx8yZM8u2A+i9MKAQEVG5y87OxsqVK/HHH3+gbdu2AAB7e3ucOnUK69evx/jx4wEACxYsgKenJwAgPDwcVlZWiIyMxIABAxTaDAkJwejRozF27FgAwOLFi3HkyBGFWZTS6Ny5M/z8/OSWvR5WbG1tMWPGDPz0008MKFWEAYWIiMrdtWvX8PLlSzF8FMnNzUWLFi3E90XhBQCMjIzg6OiIxMTEEttMTEzEl19+Kbesbdu2OHbsmNL9c3V1VVi2e/duhISE4O+//0ZWVhby8/NhYGCgdNtUPhhQiIio3BUWFgIADhw4gLp168qt09TUxK1bt95YVyaTlXm7KioqEARBbllJ15Ho6urKvT979iwGDRqEhQsXomvXrjA0NMSuXbsQFBRU5r7Q++FFskREVO6cnZ2hqamJ5ORkNGjQQO5lbW0tljt79qz45/T0dNy4cQONGjUqsU0nJye58sXrA4CJiQlSUlLE9wUFBbhy5co7+3v69GnY2Nhg7ty5cHV1hYODA+7evVuqsVLF4AwKEVWonPzCqu4CVQF9fX34+flh2rRpKCwsRIcOHZCZmYmYmBjo6enBxsYGALBo0SIYGxvDzMwMc+fORZ06ddC3b98S25w6dSpGjhwJV1dXdOjQAdu3b8fVq1flLpLt3Lkzpk+fjgMHDqB+/foIDg7G06dP39nfBg0aIDk5Gbt27cJHH32EAwcOIDIysjx2BZWRUgElPz8f/v7+2L59O1JTU2FhYQFvb2/MmzcPKiqvJmMEQcDChQuxYcMGpKeno02bNli9ejUaN24stpOTkwM/Pz/s3LkTL168gIeHB9asWQMrK6vyHR0RUU1WBQ9PU8Z3330HU1NTBAYG4vbt26hVqxZatmyJb775RjwFtHTpUkydOhU3b95Es2bNsG/fvjc+k2TgwIG4desWZs2ahZcvX+Lzzz/HxIkT8fvvv4tlRo8ejUuXLmHEiBFQU1PDtGnT0KlTp3f2tU+fPpg2bRomT56MnJwc9OzZE/Pnz4e/v3+57AtSnkwofrLuLZYsWYLg4GCEh4ejcePGOH/+PEaNGoXFixdj6tSpAIBly5ZhyZIlCAsLQ8OGDbF48WKcOHEC169fh76+PgBg4sSJ+PXXXxEWFgZjY2PMmDEDT548QXx8PFRVVd/Zj8zMTBgaGiIjI4MXMBFJ3JZx85WuM3rjdxXQk+rp5cuXSEpKgp2dHbS0tKq6O+UmOjoanTp1Qnp6+jsfZ0/Vy9s+s8p8fys1g3LmzBn06dMHPXv2BPDqNqydO3fi/PnzAF7NnoSEhGDu3Lno168fgFe3jZmZmWHHjh2YMGECMjIysHnzZkRERKBLly4AgG3btsHa2hpHjhxB165dlekSERER1UBKXSTboUMHHD16FDdu3AAAXLp0CadOnRJ/KyEpKQmpqanw8vIS62hqasLNzQ0xMTEAgPj4eOTl5cmVsbS0RJMmTcQyxeXk5CAzM1PuRURERDWXUjMos2bNQkZGBho1agRVVVUUFBRgyZIlGDx4MAAgNTUVAGBmZiZXz8zMTLwaOjU1FRoaGqhdu7ZCmaL6xQUGBmLhwoXKdJWIJOLFy5R3F6IPjru7u8LtwESvU2oG5aeffsK2bduwY8cOXLhwAeHh4VixYgXCw8PlyhW/h10QhHfe1/62MnPmzEFGRob4unfvnjLdJiIiompGqRmUr7/+GrNnz8agQYMAAC4uLrh79y4CAwMxcuRImJubA4B4h0+RtLQ0cVbF3Nwcubm5SE9Pl5tFSUtLQ7t27UrcrqamJjQ1NZUbGREREVVbSs2gPH/+XLyduIiqqqp4u5idnR3Mzc0RFRUlrs/NzcXx48fF8NGqVSuoq6vLlUlJScGVK1feGFCIiIjow6LUDErv3r2xZMkS1KtXD40bN0ZCQgJWrlyJ0aNHA3h1asfX1xcBAQFwcHCAg4MDAgICoKOjgyFDhgAADA0NMWbMGMyYMQPGxsYwMjKCn58fXFxcxLt6iIiI6MOmVEBZtWoV5s+fDx8fH6SlpcHS0hITJkzAt99+K5aZOXMmXrx4AR8fH/FBbYcPHxafgQIAwcHBUFNTw4ABA8QHtYWFhZXqGShERERU8yn1oDap4IPaiKqP1cPHKl1nUsSmCuhJ9VRTH9RGNVd5PaiNPxZIREQVwt3dHb6+vlXdjWopLCxMsk/YjY6OhkwmK9VvHL0P/lggEVE1tebimkrblk9zH6Xr7NmzB+rq6qUqe+fOHdjZ2SEhIQHNmzdXeltU8zCgEBFRhTAyMir3NnNzc9/4Y4KVoaq3/yHhKR4iIqoQr5/isbW1RUBAAEaPHg19fX3Uq1cPGzZsEMva2dkBAFq0aAGZTAZ3d3cAgLe3N/r27YvAwEBYWlqiYcOGAF79hpurqyv09fVhbm6OIUOGIC0tTWyv6DTEgQMH0KxZM2hpaaFNmza4fPmyWObx48cYPHgwrKysoKOjAxcXF+zcuVNhDJMnT8b06dNRp04deHp6AgCuXbuGHj16QE9PD2ZmZhg+fDgePXokV++rr77CzJkzYWRkBHNzc4VfRn769CnGjx8PMzMzaGlpoUmTJti/f79cmd9//x1OTk7Q09NDt27dkJLy6snMJ06cgLq6usIT2GfMmIGOHTsC+L/TRPv374ejoyN0dHTwxRdfIDs7G+Hh4bC1tUXt2rUxZcoUFBQUiG28a99WFgYUIiKqFEFBQXB1dUVCQgJ8fHwwceJE/PXXXwCAc+fOAQCOHDmClJQU7NmzR6x39OhRJCYmIioqSvwCz83NxXfffYdLly5h7969SEpKgre3t8I2v/76a6xYsQJxcXEwNTXFp59+iry8PACvLuZs1aoV9u/fjytXrmD8+PEYPnw4YmNj5doIDw+HmpoaTp8+jfXr1yMlJQVubm5o3rw5zp8/j0OHDuHff//FgAEDFOrp6uoiNjYWy5cvx6JFi8RngBUWFqJ79+6IiYnBtm3bcO3aNSxdulTubtbnz59jxYoViIiIwIkTJ5CcnAw/Pz8AQMeOHWFvb4+IiAixfH5+PrZt24ZRo0bJtREaGopdu3bh0KFDiI6ORr9+/XDw4EEcPHgQERER2LBhA3bv3i3WKe2+rWg8xUNERJWiR48e8PF5dS3LrFmzEBwcjOjoaDRq1AgmJiYAAGNjY/Gp5EV0dXWxadMmuVMrRc/fAgB7e3uEhoaidevWyMrKgp6enrhuwYIF4qxHeHg4rKysEBkZiQEDBqBu3briFz4ATJkyBYcOHcLPP/+MNm3aiMsbNGiA5cuXi++//fZbtGzZEgEBAeKyLVu2wNraGjdu3BBneZo2bYoFCxYAABwcHPDjjz/i6NGj8PT0xJEjR3Du3DkkJiaK5e3t7eXGnZeXh3Xr1qF+/foAgMmTJ2PRokXi+jFjxmDr1q34+uuvAQAHDhzA8+fP5YJSXl4e1q5dK7bxxRdfICIiAv/++y/09PTg7OyMTp064dixYxg4cKBS+7aicQaFiIgqRdOmTcU/y2QymJubl+rUgYuLi8J1HwkJCejTpw9sbGygr68vnhJKTk6WK9e2bVvxz0ZGRnB0dERiYiIAiD9427RpUxgbG0NPTw+HDx9WaMPV1VXufXx8PI4dOwY9PT3x1ahRIwDArVu3ShwvAFhYWIjjvXjxIqysrMRwUhIdHR0xWBSvD7w6/fX333/j7NmzAF6FpAEDBkBXV/eNbZiZmcHW1lYuaJiZmcm1W9p9W9E4g0JERJWi+B09MplM/KmUt3n9CxcAsrOz4eXlBS8vL2zbtg0mJiZITk5G165dkZub+872in6YNigoCMHBwQgJCYGLiwt0dXXh6+ur0Ebx7RcWFqJ3795YtmyZQtuv/w7d28arra39zn6WVP/1R5eZmpqid+/e2Lp1K+zt7XHw4EFER0e/s4239et99215YkAhIqIqVzRD8vrFmm/y119/4dGjR1i6dCmsra0BAOfPny+x7NmzZ1GvXj0AQHp6Om7cuCHOdpw8eRJ9+vTBsGHDALwKHjdv3oSTk9Nbt9+yZUv88ssvsLW1hZpa2b5GmzZtivv378udEiqLsWPHYtCgQbCyskL9+vXRvn37MrcFKLdvKxpP8RARUZUzNTWFtra2eMFpRkbGG8vWq1cPGhoaWLVqFW7fvo19+/bhu+++K7HsokWLcPToUVy5cgXe3t6oU6cO+vbtC+DVtSVRUVGIiYlBYmIiJkyYoHBXTEkmTZqEJ0+eYPDgwTh37hxu376Nw4cPY/To0aUKWADg5uaGjh074vPPP0dUVBSSkpLw22+/4dChQ6WqX6Rr164wNDTE4sWL5S6OLStl9m1F4wwKEVE1VZaHp0mVmpoaQkNDsWjRInz77bf45JNPFE5XFDExMUFYWBi++eYbhIaGomXLllixYgU+/fRThbJLly7F1KlTcfPmTTRr1gz79u0TZ2vmz5+PpKQkdO3aFTo6Ohg/fjz69u371nAEAJaWljh9+jRmzZqFrl27IicnBzY2NujWrRtUVEr///5ffvkFfn5+GDx4MLKzs9GgQQMsXbq01PUBQEVFBd7e3ggICMCIESOUqlsSZfZtReNv8RBRheJv8bwf/hZP2URHR6NTp05IT0+X7CPjy8u4cePw77//Yt++fVXdFQDl91s8nEEhIiKqhjIyMhAXF4ft27fjf//7X1V3p9wxoBAREVVDffr0wblz5zBhwgTxWS81CQMKERHVOO7u7qiGVzAo5U3X6NQUvIuHiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIgqhLu7O3x9fau6G5Lh7++P5s2bl1t70dHRkMlkePr0abm1KSV8DgoRUTX1cNWPlbYtkymTla6zZ88eqKurl6rsnTt3YGdnh4SEhHL9Eq9o7u7uaN68OUJCQt5Z1s/PD1OmTKn4TtUQDChERFQhjIyMyr3N3Nxc8cf+qgtBEFBQUAA9PT3o6elVdXfkSHl/8hQPERFViNdP8dja2iIgIACjR4+Gvr4+6tWrhw0bNohl7ezsAAAtWrSATCaDu7s7AMDb2xt9+/ZFYGAgLC0t0bBhQwDAtm3b4OrqCn19fZibm2PIkCFIS0sDABQWFsLKygrr1q2T68+FCxcgk8lw+/ZtAK9+y2b8+PEwNTWFgYEBOnfujEuXLonli07JREREwNbWFoaGhhg0aBCePXsm9u348eP44YcfIJPJIJPJcOfOHfHUy++//w5XV1doamri5MmTJZ7i2bJlCxo3bgxNTU1YWFhg8uRXM1V37tyBTCbDxYsXxbJPnz6FTCZ74xNkHz9+jMGDB8PKygo6OjpwcXHBzp07FY7J5MmTMX36dNSpU0fSj8hnQCEiokoRFBQEV1dXJCQkwMfHBxMnTsRff/0FADh37hwA4MiRI0hJScGePXvEekePHkViYiKioqKwf/9+AK/+5//dd9/h0qVL2Lt3L5KSkuDt7Q0AUFFRwaBBg7B9+3a57e/YsQNt27aFvb09BEFAz549kZqaioMHDyI+Ph4tW7aEh4cHnjx5Ita5desW9u7di/3792P//v04fvw4li5dCgD44Ycf0LZtW4wbNw4pKSlISUmBtbW1WHfmzJkIDAxEYmIimjZtqrA/1q5di0mTJmH8+PG4fPky9u3bhwYNGpR5/758+RKtWrXC/v37ceXKFYwfPx7Dhw9HbGysXLnw8HCoqanh9OnTWL9+fZm3V9F4ioeIiCpFjx494OPjAwCYNWsWgoODER0djUaNGsHExAQAYGxsDHNzc7l6urq62LRpk9ypiNGjR4t/tre3R2hoKFq3bo2srCzo6elh6NChWLlyJe7evQsbGxsUFhZi165d+OabbwAAx44dw+XLl5GWlgZNTU0AwIoVK7B3717s3r0b48ePB/BqNiYsLAz6+voAgOHDh+Po0aNYsmQJDA0NoaGhAR0dHYU+A8CiRYveOkOxePFizJgxA1OnThWXffTRR6XfocXUrVsXfn5+4vspU6bg0KFD+Pnnn9GmTRtxeYMGDbB8+fIyb6eycAaFiIgqxeuzCDKZDObm5uJpmbdxcXFRuE4iISEBffr0gY2NDfT19cVTQsnJyQBenSpq1KiReIrj+PHjSEtLw4ABAwAA8fHxyMrKgrGxsXhtiJ6eHpKSknDr1i1xO7a2tmI4AQALC4tS9RkAXF1d37guLS0NDx48gIeHR6naKo2CggIsWbIETZs2Fcd1+PBhcZ+Upl9SwhkUIiKqFMXv6JHJZCgsLHxnPV1dXbn32dnZ8PLygpeXF7Zt2wYTExMkJyeja9euyM3NFcsNHToUO3bswOzZs7Fjxw507doVderUAfBqZsTCwqLE6zlq1ar13n0uqd+v09bWfmtdFZVX8wev/yJzXl7eW+sEBQUhODgYISEhcHFxga6uLnx9feX2ybv6JSUMKEREVOWKZkgKCgreWfavv/7Co0ePsHTpUvGaj/PnzyuUGzJkCObNm4f4+Hjs3r0ba9euFde1bNkSqampUFNTg62t7Xv1uzR9Lk5fXx+2trY4evQoOnXqpLC+6JRXSkoKWrRoAQByF8yW5OTJk+jTpw+GDRsG4FUIu3nzJpycnJTunxTwFA8REVU5U1NTaGtr49ChQ/j333+RkZHxxrL16tWDhoYGVq1ahdu3b2Pfvn347rvvFMrZ2dmhXbt2GDNmDPLz89GnTx9xXZcuXdC2bVv07dsXv//+O+7cuYOYmBjMmzevxLDzJra2toiNjcWdO3fw6NGjUs+uAK/uEgoKCkJoaChu3ryJCxcuYNWqVQBezbB8/PHHWLp0Ka5du4YTJ05g3rx5b22vQYMGiIqKQkxMDBITEzFhwgSkpqaWuj9SwxkUIqJqqiwPT5MqNTU1hIaGYtGiRfj222/xySefvPF2WhMTE4SFheGbb75BaGgoWrZsiRUrVuDTTz9VKDt06FBMmjQJI0aMkDutIpPJcPDgQcydOxejR4/Gw4cPYW5ujo4dO8LMzKzU/fbz88PIkSPh7OyMFy9eICkpqdR1R44ciZcvXyI4OBh+fn6oU6cOvvjiC3H9li1bMHr0aLi6usLR0RHLly+Hl5fXG9ubP38+kpKS0LVrV+jo6GD8+PHo27fvW8OelMmE109wVROZmZkwNDRERkYGDAwMqro7RPQWq4ePVbrOpIhNFdCT6unly5dISkqCnZ0dtLS0qro7RO/0ts+sMt/fPMVDREREksOAQkRERJLDgEJERESSw4BCREREksOAQkRERJLDgEJERESSw4BCREREksOAQkRERJLDgEJERESSw4BCRESSY2tri5CQkKruRonCwsLkfvG4Krfj7++P5s2bV3hfqgJ/i4eIqJo69+vtSttW6972lbYtemXgwIHo0aNHVXejyjCgEBHRB6GgoAAymQwqKtXj5IG2trbcDxx+aKrHUSIiompn9+7dcHFxgba2NoyNjdGlSxdkZ2fD3d0dvr6+cmX79u0Lb29vuWXPnj3DkCFDoKenB0tLS6xatUpu/cqVK+Hi4gJdXV1YW1vDx8cHWVlZ4vqiUyT79++Hs7MzNDU1cffuXcTFxcHT0xN16tSBoaEh3NzccOHCBbm2nz59ivHjx8PMzAxaWlpo0qQJ9u/fL1fm999/h5OTE/T09NCtWzekpKSI67y9vdG3b1+sWLECFhYWMDY2xqRJk5CXlyeWSU9Px4gRI1C7dm3o6Oige/fuuHnzpkL/X7d06VKYmZlBX18fY8aMwcuXL995HKorBhQiIip3KSkpGDx4MEaPHo3ExERER0ejX79+EASh1G18//33aNq0KS5cuIA5c+Zg2rRpiIqKEterqKggNDQUV65cQXh4OP744w/MnDlTro3nz58jMDAQmzZtwtWrV2Fqaopnz55h5MiROHnyJM6ePQsHBwf06NEDz549AwAUFhaie/fuiImJwbZt23Dt2jUsXboUqqqqcu2uWLECEREROHHiBJKTk+Hn5ye37WPHjuHWrVs4duwYwsPDERYWhrCwMHG9t7c3zp8/j3379uHMmTMQBAE9evSQCzGv++9//4sFCxZgyZIlOH/+PCwsLLBmzZpS78/qhqd4iIio3KWkpCA/Px/9+vWDjY0NAMDFxUWpNtq3b4/Zs2cDABo2bIjTp08jODgYnp6eACA3C2NnZ4fvvvsOEydOlPvSzsvLw5o1a9CsWTNxWefOneW2s379etSuXRvHjx9Hr169cOTIEZw7dw6JiYlo2LAhAMDeXv4anLy8PKxbtw7169cHAEyePBmLFi2SK1O7dm38+OOPUFVVRaNGjdCzZ08cPXoU48aNw82bN7Fv3z6cPn0a7dq1AwBs374d1tbW2Lt3L/r376+wP0JCQjB69GiMHTsWALB48WIcOXKkxs6icAaFiIjKXbNmzeDh4QEXFxf0798fGzduRHp6ulJttG3bVuF9YmKi+P7YsWPw9PRE3bp1oa+vjxEjRuDx48fIzs4Wy2hoaKBp06Zy7aSlpeHLL79Ew4YNYWhoCENDQ2RlZSE5ORkAcPHiRVhZWYnhpCQ6OjpiOAEACwsLpKWlyZVp3Lix3KzL62USExOhpqaGNm3aiOuNjY3h6OgoN8bXJSYmlrhPaioGFCIiKneqqqqIiorCb7/9BmdnZ6xatQqOjo5ISkqCioqKwqmeN53WKE4mkwEA7t69ix49eqBJkyb45ZdfEB8fj9WrVyu0pa2tLdYp4u3tjfj4eISEhCAmJgYXL16EsbExcnNzxTrvoq6urtCv4mMqqUxhYSEAvPFUlyAICv39UDGgEBFRhZDJZGjfvj0WLlyIhIQEaGhoIDIyEiYmJnIXlBYUFODKlSsK9c+ePavwvlGjRgCA8+fPIz8/H0FBQfj444/RsGFDPHjwoFT9OnnyJL766iv06NEDjRs3hqamJh49eiSub9q0Ke7fv48bN26UZdil4uzsjPz8fMTGxorLHj9+jBs3bsDJyanEOk5OTiXuk5qK16AQEVG5i42NxdGjR+Hl5QVTU1PExsbi4cOHcHJygq6uLqZPn44DBw6gfv36CA4OxtOnTxXaOH36NJYvX46+ffsiKioKP//8Mw4cOAAAqF+/PvLz87Fq1Sr07t0bp0+fxrp160rVtwYNGiAiIgKurq7IzMzE119/LTdr4ubmho4dO+Lzzz/HypUr0aBBA/z111+QyWTo1q1buewfBwcH9OnTB+PGjcP69euhr6+P2bNno27duujTp0+JdaZOnYqRI0fC1dUVHTp0wPbt23H16lWF62NqCgYUIqJqSsoPTzMwMMCJEycQEhKCzMxM2NjYICgoCN27d0deXh4uXbqEESNGQE1NDdOmTUOnTp0U2pgxYwbi4+OxcOFC6OvrIygoCF27dgUANG/eHCtXrsSyZcswZ84cdOzYEYGBgRgxYsQ7+7ZlyxaMHz8eLVq0QL169RAQEKBwB84vv/wCPz8/DB48GNnZ2WjQoAGWLl1aPjvn/9u6dSumTp2KXr16ITc3Fx07dsTBgwcVTg0VGThwIG7duoVZs2bh5cuX+PzzzzFx4kT8/vvv5dovqZAJytzzJRGZmZkwNDRERkYGDAwMqro7RPQWq4ePVbrOpIhNFdCT6unly5dISkqCnZ0dtLS0qro7RO/0ts+sMt/fvAaFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkh4+6JyKqpmJ+3l5p22rXf2ilbQsAbG1t4evrC19fX6XqyWQyREZGom/fvhXSr6ra1oeIMyhEREQkOQwoRERE/19BQQEKCwuruhsEBhQiIqogu3fvhouLC7S1tWFsbIwuXbogOzsb7u7uCqdu+vbtC29vb7llz549w5AhQ6CnpwdLS0usWrVKbv3NmzfRsWNHaGlpwdnZGVFRUXLro6OjIZPJ8PTpU3HZxYsXIZPJcOfOHQBAWFgYatWqhf3798PZ2Rmampq4e/cu4uLi4OnpiTp16sDQ0BBubm64cOFCee0aKgUGFCIiKncpKSkYPHgwRo8ejcTERERHR6Nfv34QBKHUbXz//fdo2rQpLly4gDlz5mDatGliCCksLES/fv2gqqqKs2fPYt26dZg1a1aZ+vr8+XMEBgZi06ZNuHr1KkxNTfHs2TOMHDkSJ0+exNmzZ+Hg4IAePXrg2bNnZdoGKY8XyRIRUblLSUlBfn4++vXrBxsbGwCAi4uLUm20b98es2fPBgA0bNgQp0+fRnBwMDw9PXHkyBEkJibizp07sLKyAgAEBASge/fuSvc1Ly8Pa9asQbNmzcRlnTt3liuzfv161K5dG8ePH0evXr2U3gYpT+kZlH/++QfDhg2DsbExdHR00Lx5c8THx4vrBUGAv78/LC0toa2tDXd3d1y9elWujZycHEyZMgV16tSBrq4uPv30U9y/f//9R0NERJLQrFkzeHh4wMXFBf3798fGjRuRnp6uVBtt27ZVeJ+YmAgASExMRL169cRwUlL50tLQ0EDTpk3llqWlpeHLL79Ew4YNYWhoCENDQ2RlZSE5OblM2yDlKRVQ0tPT0b59e6irq+O3337DtWvXEBQUhFq1aollli9fjpUrV+LHH39EXFwczM3N4enpKTct5uvri8jISOzatQunTp1CVlYWevXqhYKCgnIbGBERVR1VVVVERUXht99+g7OzM1atWgVHR0ckJSVBRUVF4VRPXl5eqdqVyWQAUOKpoqJ1RVRUVBTKlrQdbW1thbre3t6Ij49HSEgIYmJicPHiRRgbGyM3N7dU/aT3p1RAWbZsGaytrbF161a0bt0atra28PDwQP369QG8+hCEhIRg7ty56NevH5o0aYLw8HA8f/4cO3bsAABkZGRg8+bNCAoKQpcuXdCiRQts27YNly9fxpEjR8p/hEREVCVkMhnat2+PhQsXIiEhARoaGoiMjISJiQlSUlLEcgUFBbhy5YpC/bNnzyq8b9SoEQDA2dkZycnJePDggbj+zJkzcuVNTEwAQG5bFy9eLFXfT548ia+++go9evRA48aNoampiUePHpWqLpUPpQLKvn374Orqiv79+8PU1BQtWrTAxo0bxfVJSUlITU2Fl5eXuExTUxNubm6IiYkBAMTHxyMvL0+ujKWlJZo0aSKWKS4nJweZmZlyLyIikq7Y2FgEBATg/PnzSE5Oxp49e/Dw4UM4OTmhc+fOOHDgAA4cOIC//voLPj4+cnfaFDl9+jSWL1+OGzduYPXq1fj5558xdepUAECXLl3g6OiIESNG4NKlSzh58iTmzp0rV79BgwawtraGv78/bty4gQMHDiAoKKhU/W/QoAEiIiKQmJiI2NhYDB06FNra2u+9X6j0lLpI9vbt21i7di2mT5+Ob775BufOncNXX30FTU1NjBgxAqmpqQAAMzMzuXpmZma4e/cuACA1NRUaGhqoXbu2Qpmi+sUFBgZi4cKFynSViKjGq+ynuyrDwMAAJ06cQEhICDIzM2FjY4OgoCB0794deXl5uHTpEkaMGAE1NTVMmzYNnTp1UmhjxowZiI+Px8KFC6Gvr4+goCB07doVwKvTN5GRkRgzZow4ox8aGopu3bqJ9dXV1bFz505MnDgRzZo1w0cffYTFixejf//+7+z/li1bMH78eLRo0QL16tVDQEAA/Pz8ym8H0TvJBCXu+dLQ0ICrq6vcTMdXX32FuLg4nDlzBjExMWjfvj0ePHgACwsLscy4ceNw7949HDp0CDt27MCoUaOQk5Mj17anpyfq16+PdevWKWw3JydHrnxmZiasra2RkZEBAwMDpQZMRJVr9fCxSteZFLGpAnpSPb18+RJJSUmws7ODlpZWVXeH6J3e9pnNzMyEoaFhqb6/lTrFY2FhAWdnZ7llTk5O4lXN5ubmAKAwE5KWlibOqpibmyM3N1fhau7XyxSnqakJAwMDuRcRERHVXEoFlPbt2+P69etyy27cuCHe425nZwdzc3O5p/nl5ubi+PHjaNeuHQCgVatWUFdXlyuTkpKCK1euiGWIiIjow6bUNSjTpk1Du3btEBAQgAEDBuDcuXPYsGEDNmzYAODVFdu+vr4ICAiAg4MDHBwcEBAQAB0dHQwZMgQAYGhoiDFjxmDGjBkwNjaGkZER/Pz84OLigi5dupT/CImIiKjaUSqgfPTRR4iMjMScOXOwaNEi2NnZISQkBEOH/t+FWjNnzsSLFy/g4+OD9PR0tGnTBocPH4a+vr5YJjg4GGpqahgwYABevHgBDw8PhIWFQVVVtfxGRkRERNWWUhfJSoUyF9kQUdXiRbLvp+iCQ1tbW97mStXCixcvcOfOncq9SJaIiCqXuro6gFc/aEdUHRQ9bfd9z4rwxwKJiCRMVVUVtWrVQlpaGgBAR0dH4bHsRFJRWFiIhw8fQkdHB2pq7xcxGFCIiCSu6BEORSGFSMpUVFRQr1699w7SDChERBInk8lgYWEBU1PTUv+oHlFV0dDQEH+o8X0woBARVROqqqq825E+GLxIloiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgk570CSmBgIGQyGXx9fcVlgiDA398flpaW0NbWhru7O65evSpXLycnB1OmTEGdOnWgq6uLTz/9FPfv33+frhAREVENUuaAEhcXhw0bNqBp06Zyy5cvX46VK1fixx9/RFxcHMzNzeHp6Ylnz56JZXx9fREZGYldu3bh1KlTyMrKQq9evVBQUFD2kRAREVGNUaaAkpWVhaFDh2Ljxo2oXbu2uFwQBISEhGDu3Lno168fmjRpgvDwcDx//hw7duwAAGRkZGDz5s0ICgpCly5d0KJFC2zbtg2XL1/GkSNHymdUREREVK2VKaBMmjQJPXv2RJcuXeSWJyUlITU1FV5eXuIyTU1NuLm5ISYmBgAQHx+PvLw8uTKWlpZo0qSJWKa4nJwcZGZmyr2IiIio5lJTtsKuXbtw4cIFxMXFKaxLTU0FAJiZmcktNzMzw927d8UyGhoacjMvRWWK6hcXGBiIhQsXKttVIiIiqqaUmkG5d+8epk6dim3btkFLS+uN5WQymdx7QRAUlhX3tjJz5sxBRkaG+Lp3754y3SYiIqJqRqmAEh8fj7S0NLRq1QpqampQU1PD8ePHERoaCjU1NXHmpPhMSFpamrjO3Nwcubm5SE9Pf2OZ4jQ1NWFgYCD3IiIioppLqYDi4eGBy5cv4+LFi+LL1dUVQ4cOxcWLF2Fvbw9zc3NERUWJdXJzc3H8+HG0a9cOANCqVSuoq6vLlUlJScGVK1fEMkRERPRhU+oaFH19fTRp0kRuma6uLoyNjcXlvr6+CAgIgIODAxwcHBAQEAAdHR0MGTIEAGBoaIgxY8ZgxowZMDY2hpGREfz8/ODi4qJw0S0RERF9mJS+SPZdZs6ciRcvXsDHxwfp6elo06YNDh8+DH19fbFMcHAw1NTUMGDAALx48QIeHh4ICwuDqqpqeXeHiIiIqiGZIAhCVXdCWZmZmTA0NERGRgavRyGSuNXDxypdZ1LEpgroCRFVNWW+v/lbPERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDkMKERERCQ5DChEREQkOQwoREREJDlKBZTAwEB89NFH0NfXh6mpKfr27Yvr16/LlREEAf7+/rC0tIS2tjbc3d1x9epVuTI5OTmYMmUK6tSpA11dXXz66ae4f//++4+GiIiIagSlAsrx48cxadIknD17FlFRUcjPz4eXlxeys7PFMsuXL8fKlSvx448/Ii4uDubm5vD09MSzZ8/EMr6+voiMjMSuXbtw6tQpZGVloVevXigoKCi/kREREVG1JRMEQShr5YcPH8LU1BTHjx9Hx44dIQgCLC0t4evri1mzZgF4NVtiZmaGZcuWYcKECcjIyICJiQkiIiIwcOBAAMCDBw9gbW2NgwcPomvXru/cbmZmJgwNDZGRkQEDA4Oydp+IKsHq4WOVrjMpYlMF9ISIqpoy39/vdQ1KRkYGAMDIyAgAkJSUhNTUVHh5eYllNDU14ebmhpiYGABAfHw88vLy5MpYWlqiSZMmYpnicnJykJmZKfciIiKimqvMAUUQBEyfPh0dOnRAkyZNAACpqakAADMzM7myZmZm4rrU1FRoaGigdu3abyxTXGBgIAwNDcWXtbV1WbtNRERE1UCZA8rkyZPx559/YufOnQrrZDKZ3HtBEBSWFfe2MnPmzEFGRob4unfvXlm7TURERNVAmQLKlClTsG/fPhw7dgxWVlbicnNzcwBQmAlJS0sTZ1XMzc2Rm5uL9PT0N5YpTlNTEwYGBnIvIiIiqrmUCiiCIGDy5MnYs2cP/vjjD9jZ2cmtt7Ozg7m5OaKiosRlubm5OH78ONq1awcAaNWqFdTV1eXKpKSk4MqVK2IZIiIi+rCpKVN40qRJ2LFjB/73v/9BX19fnCkxNDSEtrY2ZDIZfH19ERAQAAcHBzg4OCAgIAA6OjoYMmSIWHbMmDGYMWMGjI2NYWRkBD8/P7i4uKBLly7lP0IiIiKqdpQKKGvXrgUAuLu7yy3funUrvL29AQAzZ87Eixcv4OPjg/T0dLRp0waHDx+Gvr6+WD44OBhqamoYMGAAXrx4AQ8PD4SFhUFVVfX9RkNEREQ1wns9B6Wq8DkoRNUHn4NCREUq7TkoRERERBWBAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCSHAYWIiIgkhwGFiIiIJIcBhYiIiCRHrao7QFRjHQusnO10mlM52yEiqkQMKEQV5NyVukrXad3knwroCRFR9cNTPERERCQ5nEEhKoVzv96ulO3ExCUrXaddp7JtKzjqhtJ1pnk2LNvGiIiUxIBCVEGOPlX+dI2bpvLb+XrhBOUrAbCuNVb5Sp5l2hQRkdIYUIhK4czuFcpXamCtdJVTyk+gACZlqANAuLC1DLU+KtvGiIiUxIBCVEFU/y1L2lCeQbpBGWtml2s/iCSnLHfS8a44yWBAIZIQ3Yw8pevkGFdAR6paWW/RLsuXSxm2FfOonvLbKaN2/YdW2raIpKRKA8qaNWvw/fffIyUlBY0bN0ZISAg++eSTquwSUbkpS9goC838rDLWlJVrP8rTDyfjylRvahkvGFbWmVuPla7Ttn5NTJJEFafKAspPP/0EX19frFmzBu3bt8f69evRvXt3XLt2DfXqVd7/Tqj6CloaqnSd1JyrZdqWbWFBmepJmVphrtJ1wr/sX4YtGSpdQ/NW2b7Mf/abqXSd/j1rK11H5/o9peucUbrGK+3KWI+ouquygLJy5UqMGTMGY8e+upMgJCQEv//+O9auXYvAwEp6AidJxqbJ05Wuo/zXHvBcrazXa6SXsV7Fq6yZGgDIfKn8tsrysKWCQqEMtYCMl/lK1/np8F9l2JJpGeoQkTKqJKDk5uYiPj4es2fPllvu5eWFmJiYqugSVbEneKF0nbJ8MRspXYNeVyhYKl1HBcrP1JRVWT5H+mXYTm6h8hcYl2XWpazKcuv5kLspStfJ+yxE6ToA0Lq3vfKVKuunI0gyqiSgPHr0CAUFBTAzM5NbbmZmhtTUVIXyOTk5yMnJEd9nZGQAADIzMyu2oxXs0br1ZapX58uyPfdCWWvXzVK6jqpWmzJtS+Wh8v/gK/9VRO9P+bBRefM7wMtc5Wde/sz9V+k6tV8qP4PyUqVsQW3FwBFK1zFRVf4amaMFyp9WK9gRoHQdAMh4ovy/Ezf+UH4Ws7v+30rXqdNK2t8r8wKnlqmeb21npetUxHdN0fe2IJTi76pQBf755x8BgBATEyO3fPHixYKjo6NC+QULFggA+OKLL7744ouvGvC6d+/eO7NClcyg1KlTB6qqqgqzJWlpaQqzKgAwZ84cTJ/+f9coFBYW4smTJzA2NoZMVr53ImRmZsLa2hr37t2DgUFZr1eQrpo+PqDmj5Hjq/5q+hg5vuqvosYoCAKePXsGS8t3ny6ukoCioaGBVq1aISoqCp999pm4PCoqCn369FEor6mpCU1N+WeA16pVq0L7aGBgUGM/eEDNHx9Q88fI8VV/NX2MHF/1VxFjNDQ0LFW5KruLZ/r06Rg+fDhcXV3Rtm1bbNiwAcnJyfjyyy+rqktEREQkEVUWUAYOHIjHjx9j0aJFSElJQZMmTXDw4EHY2NhUVZeIiIhIIqr0SbI+Pj7w8fGpyi4o0NTUxIIFCxROKdUUNX18QM0fI8dX/dX0MXJ81Z8UxigThNLc60NERERUecrykEciIiKiCsWAQkRERJLDgEJERESSw4BCREREklPjA8qaNWtgZ2cHLS0ttGrVCidPnnxj2VOnTqF9+/YwNjaGtrY2GjVqhODgYIVyv/zyC5ydnaGpqQlnZ2dERkZW5BDeqbzHGBYWBplMpvB6+fJlRQ+lRMqM73WnT5+GmpoamjdvrrBOSsewvMcnteMHKDfG6OjoEvv/11/yvzpcXY9hacYntWOo7Gc0JycHc+fOhY2NDTQ1NVG/fn1s2bJFroyUjh9Q/mOszsfQ29u7xL43btxYrlyFH8Py+XUdadq1a5egrq4ubNy4Ubh27ZowdepUQVdXV7h7926J5S9cuCDs2LFDuHLlipCUlCREREQIOjo6wvr168UyMTExgqqqqhAQECAkJiYKAQEBgpqamnD27NnKGpacihjj1q1bBQMDAyElJUXuVRWUHV+Rp0+fCvb29oKXl5fQrFkzuXVSOoYVMT4pHT9BUH6Mx44dEwAI169fl+t/fn6+WKY6H8PSjE9Kx7Asn9FPP/1UaNOmjRAVFSUkJSUJsbGxwunTp8X1Ujp+glAxY6zOx/Dp06dyfb53755gZGQkLFiwQCxTGcewRgeU1q1bC19++aXcskaNGgmzZ88udRufffaZMGzYMPH9gAEDhG7dusmV6dq1qzBo0KD362wZVcQYt27dKhgaGpZXF99LWcc3cOBAYd68ecKCBQsUvsCldAwrYnxSOn6CoPwYi77A09PT39hmdT6GpRmflI6hsuP77bffBENDQ+Hx48dvbFNKx08QKmaM1fkYFhcZGSnIZDLhzp074rLKOIY19hRPbm4u4uPj4eXlJbfcy8sLMTExpWojISEBMTExcHNzE5edOXNGoc2uXbuWus3yVFFjBICsrCzY2NjAysoKvXr1QkJCQrn1u7TKOr6tW7fi1q1bWLBgQYnrpXIMK2p8gDSOH/B+n9EWLVrAwsICHh4eOHbsmNy66n4MgbePD5DGMSzL+Pbt2wdXV1csX74cdevWRcOGDeHn54cXL16IZaRy/ICKGyNQfY9hcZs3b0aXLl3knvReGcewSp8kW5EePXqEgoIChV9HNjMzU/gV5eKsrKzw8OFD5Ofnw9/fH2PHjhXXpaamlqnNilBRY2zUqBHCwsLg4uKCzMxM/PDDD2jfvj0uXboEBweHChlLScoyvps3b2L27Nk4efIk1NRK/nhL5RhW1PikcvyAso3RwsICGzZsQKtWrZCTk4OIiAh4eHggOjoaHTt2BFC9j2FpxieVY1iW8d2+fRunTp2ClpYWIiMj8ejRI/j4+ODJkyfiNRpSOX5AxY2xOh/D16WkpOC3337Djh075JZXxjGssQGliEwmk3svCILCsuJOnjyJrKwsnD17FrNnz0aDBg0wePDg92qzIpX3GD/++GN8/PHHYtn27dujZcuWWLVqFUJDQ8t/AO9Q2vEVFBRgyJAhWLhwIRo2bFgubVaG8h6f1I4foNz+dnR0hKOjo/i+bdu2uHfvHlasWCF+gSvbZkUr7/FJ7RgqM77CwkLIZDJs375d/NXalStX4osvvsDq1auhra2tdJuVobzHWJ2P4evCwsJQq1Yt9O3bt9zaLK0aG1Dq1KkDVVVVhTSXlpamkPqKs7OzAwC4uLjg33//hb+/v/jlbW5uXqY2K0JFjbE4FRUVfPTRR7h582b5dLyUlB3fs2fPcP78eSQkJGDy5MkAXv1DIggC1NTUcPjwYXTu3Fkyx7CixldcVR0/4P0+o6/7+OOPsW3bNvF9dT2Gb1J8fMVVl7+DwKsZorp164pf3ADg5OQEQRBw//59ODg4SOb4ARU3xuKq0zEsIggCtmzZguHDh0NDQ0NuXWUcwxp7DYqGhgZatWqFqKgoueVRUVFo165dqdsRBAE5OTni+7Zt2yq0efjwYaXaLC8VNcaS1l+8eBEWFhZl7mtZKDs+AwMDXL58GRcvXhRfX375JRwdHXHx4kW0adMGgHSOYUWNr7iqOn5A+X1GExIS5PpfXY/hmxQfX3HV5e8g8Gqm4MGDB8jKyhKX3bhxAyoqKrCysgIgneMHVNwYi6tOx7DI8ePH8ffff2PMmDEK6yrlGJbb5bYSVHRr1ebNm4Vr164Jvr6+gq6urngl8uzZs4Xhw4eL5X/88Udh3759wo0bN4QbN24IW7ZsEQwMDIS5c+eKZU6fPi2oqqoKS5cuFRITE4WlS5dK4va48hyjv7+/cOjQIeHWrVtCQkKCMGrUKEFNTU2IjY2V/PiKK+kuFykdw4oYn5SOnyAoP8bg4GAhMjJSuHHjhnDlyhVh9uzZAgDhl19+EctU52NYmvFJ6RgqO75nz54JVlZWwhdffCFcvXpVOH78uODg4CCMHTtWLCOl4ycIFTPG6nwMiwwbNkxo06ZNiW1WxjGs0QFFEARh9erVgo2NjaChoSG0bNlSOH78uLhu5MiRgpubm/g+NDRUaNy4saCjoyMYGBgILVq0ENasWSMUFBTItfnzzz8Ljo6Ogrq6utCoUSO5f1iqQnmP0dfXV6hXr56goaEhmJiYCF5eXkJMTExlDkmOMuMrrqQvcEGQ1jEs7/FJ7fgJgnJjXLZsmVC/fn1BS0tLqF27ttChQwfhwIEDCm1W12NYmvFJ7Rgq+xlNTEwUunTpImhrawtWVlbC9OnThefPn8uVkdLxE4TyH2N1P4ZPnz4VtLW1hQ0bNryxzYo+hjJBEITym48hIiIien819hoUIiIiqr4YUIiIiEhyGFCIiIhIchhQiIiISHIYUIiIiEhyGFCIiIhIchhQiIiISHIYUIg+cLa2tggJCSm39ry9vUv8YTEp8vf3R/Pmzau6G0RUAj6ojegD9/DhQ+jq6kJHR6dc2vP29sbTp0+xd+/ecmmvImVlZSEnJwfGxsZV3RUiKqbG/poxEZWOiYlJVXehyujp6UFPT6+qu0FEJeApHqIazt3dHZMnT8bkyZNRq1YtGBsbY968eSiaPH39FE90dDQ0NDRw8uRJsX5QUBDq1KmDlJQUAMA///yDgQMHonbt2jA2NkafPn1w586dMvVt9+7dcHFxgba2NoyNjdGlSxdkZ2cD+L9TRQsXLoSpqSkMDAwwYcIE5ObmivUPHTqEDh06iOPq1asXbt26JbeN+/fvY9CgQTAyMoKuri5cXV0RGxsLQPEUT9E2V6xYAQsLCxgbG2PSpEnIy8sTy6SkpKBnz57Q1taGnZ0dduzYUe6nyYiIAYXogxAeHg41NTXExsYiNDQUwcHB2LRpk0I5d3d3+Pr6Yvjw4cjIyMClS5cwd+5cbNy4ERYWFnj+/Dk6deoEPT09nDhxAqdOnYKenh66desmFxxKIyUlBYMHD8bo0aORmJiI6Oho9OvXD6+fdT569CgSExNx7Ngx7Ny5E5GRkVi4cKG4Pjs7G9OnT0dcXByOHj0KFRUVfPbZZygsLATw6hSOm5sbHjx4gH379uHSpUuYOXOmuL4kx44dw61bt3Ds2DGEh4cjLCwMYWFh4voRI0bgwYMHiI6Oxi+//IINGzYgLS1NqbETUSmU608PEpHkuLm5CU5OTkJhYaG4bNasWYKTk5MgCIJgY2MjBAcHi+tycnKEFi1aCAMGDBAaN24s9xPymzdvFhwdHeXaysnJEbS1tYXff/9dEIRXv4zap0+fd/YrPj5eACD+5HtxI0eOFIyMjITs7Gxx2dq1awU9PT2FXxgvkpaWJgAQLl++LAiCIKxfv17Q19cXHj9+XGL54r8GPXLkSMHGxkbIz88Xl/Xv318YOHCgIAivfsEWgBAXFyeuv3nzpgBAbh8S0fvjDArRB+Djjz+GTCYT37dt2xY3b95EQUGBQlkNDQ1s27YNv/zyC168eCF36iI+Ph5///039PX1xes3jIyM8PLlS4VTK+/SrFkzeHh4wMXFBf3798fGjRuRnp6uUOb1i3fbtm2LrKws3Lt3DwBw69YtDBkyBPb29jAwMICdnR0AIDk5GQBw8eJFtGjRAkZGRqXuV+PGjaGqqiq+t7CwEGdIrl+/DjU1NbRs2VJc36BBA9SuXVupsRPRu/EiWSJSEBMTAwB48uQJnjx5Al1dXQBAYWEhWrVqhe3btyvUUfZiW1VVVURFRSEmJgaHDx/GqlWrMHfuXMTGxopB402Kwlbv3r1hbW2NjRs3wtLSEoWFhWjSpIl4uklbW1upPgGAurq6wraKTgkJb7jp8U3LiajsOINC9AE4e/aswnsHBwe5mYIit27dwrRp07Bx40Z8/PHHGDFihPgF3bJlS9y8eROmpqZo0KCB3MvQ0FDpfslkMrRv3x4LFy5EQkICNDQ0EBkZKa6/dOkSXrx4IddvPT09WFlZ4fHjx0hMTMS8efPg4eEBJycnhRmYpk2b4uLFi3jy5InSfStJo0aNkJ+fj4SEBHHZ33//jadPn5ZL+0T0fxhQiD4A9+7dw/Tp03H9+nXs3LkTq1atwtSpUxXKFRQUYPjw4fDy8sKoUaOwdetWXLlyBUFBQQCAoUOHok6dOujTpw9OnjyJpKQkHD9+HFOnTsX9+/eV6lNsbCwCAgJw/vx5JCcnY8+ePXj48CGcnJzEMrm5uRgzZgyuXbuG3377DQsWLMDkyZOhoqIi3kW0YcMG/P333/jjjz8wffp0uW0MHjwY5ubm6Nu3L06fPo3bt2/jl19+wZkzZ8qwF18FlC5dumD8+PE4d+4cEhISMH78eGhra8udQiOi98dTPEQfgBEjRuDFixdo3bo1VFVVMWXKFIwfP16h3JIlS3Dnzh38+uuvAABzc3Ns2rQJAwYMgKenJ5o3b44TJ05g1qxZ6NevH549e4a6devCw8MDBgYGSvXJwMAAJ06cQEhICDIzM2FjY4OgoCB0795dLOPh4QEHBwd07NgROTk5GDRoEPz9/QEAKioq2LVrF7766is0adIEjo6OCA0Nhbu7u1hfQ0MDhw8fxowZM9CjRw/k5+fD2dkZq1evVn4n/n//+c9/MGbMGHTs2BHm5uYIDAzE1atXoaWlVeY2iUgRnyRLVMO5u7ujefPm1e45HdXlibT379+HtbU1jhw5Ag8Pj6ruDlGNwRkUIiIl/PHHH8jKyoKLiwtSUlIwc+ZM2NraomPHjlXdNaIahQGFiCpEcnIynJ2d37j+2rVrqFevXiX2qHzk5eXhm2++we3bt6Gvr4927dph+/btCnf/ENH74SkeIqoQ+fn5b30Evq2tLdTU+H8kIioZAwoRERFJDm8zJiIiIslhQCEiIiLJYUAhIiIiyWFAISIiIslhQCEiIiLJYUAhIiIiyWFAISIiIslhQCEiIiLJ+X9HRLx3EYUcowAAAABJRU5ErkJggg==\n"},"metadata":{}}],"execution_count":19},{"cell_type":"code","source":"pixels = {}\nplt.figure(figsize=(15,5))\n\nfor sub_type in sub_types:\n    pixels[sub_type] = []\n    patient_ids = get_patient_ids(sub_type, 15)\n    \n    for patient_id in patient_ids:\n        pixels[sub_type].extend(get_img(TRAIN_IMG_DIR + patient_id + \".dcm\").flatten())\n        \n    sns.histplot(pixels[sub_type], label=sub_type)\n\nplt.title(\"Pixels distribution\")\nplt.xlabel(\"Pixels greyness (HU unit)\")\nplt.legend(loc=\"upper right\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:08:20.053751Z","iopub.execute_input":"2026-06-13T05:08:20.054061Z","iopub.status.idle":"2026-06-13T05:08:47.130887Z","shell.execute_reply.started":"2026-06-13T05:08:20.054036Z","shell.execute_reply":"2026-06-13T05:08:47.12983Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1500x500 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":20},{"cell_type":"markdown","source":"# Preprocessor","metadata":{}},{"cell_type":"code","source":"df = y.set_index([\"id\", \"sub_type\"]).unstack(level=-1)\ndev_set_size = 10_000\ny_train = df.iloc[:-dev_set_size]\ny_dev = df.iloc[-dev_set_size:]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:08:47.132381Z","iopub.execute_input":"2026-06-13T05:08:47.133102Z","iopub.status.idle":"2026-06-13T05:08:52.613576Z","shell.execute_reply.started":"2026-06-13T05:08:47.133061Z","shell.execute_reply":"2026-06-13T05:08:52.612689Z"}},"outputs":[],"execution_count":21},{"cell_type":"code","source":"def preprocess(path_img, img_size):\n    def resize(img, size):\n        return cv2.resize(img, size[:2])\n    \n    def rescale(img):\n        \"\"\"rescaling to 0-1\"\"\"\n        img = (img + 40) / 160\n        return np.clip(img, 0, 1)\n    \n    def fill_channels(img):\n        return np.stack((img,)*3, axis=-1)  # to 3 channels\n    \n    img = get_img(path_img)\n    img = resize(img, img_size)\n    img = rescale(img)\n    img = fill_channels(img)\n    \n    return img","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:08:52.614674Z","iopub.execute_input":"2026-06-13T05:08:52.614935Z","iopub.status.idle":"2026-06-13T05:08:52.621425Z","shell.execute_reply.started":"2026-06-13T05:08:52.61491Z","shell.execute_reply":"2026-06-13T05:08:52.620426Z"}},"outputs":[],"execution_count":22},{"cell_type":"code","source":"preprocess(TRAIN_IMG_DIR + train_img_filenames[9], (4,4))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:08:52.622726Z","iopub.execute_input":"2026-06-13T05:08:52.623471Z","iopub.status.idle":"2026-06-13T05:08:52.670503Z","shell.execute_reply.started":"2026-06-13T05:08:52.623434Z","shell.execute_reply":"2026-06-13T05:08:52.669494Z"}},"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"array([[[0.225    , 0.225    , 0.225    ],\n        [0.225    , 0.225    , 0.225    ],\n        [0.225    , 0.225    , 0.225    ],\n        [0.225    , 0.225    , 0.225    ]],\n\n       [[0.225    , 0.225    , 0.225    ],\n        [0.725    , 0.725    , 0.725    ],\n        [0.409375 , 0.409375 , 0.409375 ],\n        [0.225    , 0.225    , 0.225    ]],\n\n       [[0.225    , 0.225    , 0.225    ],\n        [0.39375  , 0.39375  , 0.39375  ],\n        [0.4109375, 0.4109375, 0.4109375],\n        [0.225    , 0.225    , 0.225    ]],\n\n       [[0.225    , 0.225    , 0.225    ],\n        [0.225    , 0.225    , 0.225    ],\n        [0.725    , 0.725    , 0.725    ],\n        [0.225    , 0.225    , 0.225    ]]])"},"metadata":{}}],"execution_count":23},{"cell_type":"markdown","source":"https://www.tensorflow.org/api_docs/python/tf/keras/utils/Sequence","metadata":{}},{"cell_type":"markdown","source":"# Data Loader","metadata":{}},{"cell_type":"code","source":"class DataSequence(keras.utils.Sequence):\n\n    def __init__(self, img_dir, ids, labels=None, batch_size=32, img_size=(224, 224, 3),\n                 *args, **kwargs):\n\n        self.img_dir = img_dir\n        self.ids = ids\n        self.labels = labels\n        self.batch_size = batch_size\n        self.img_size = img_size\n\n    def __len__(self):\n        return len(self.ids)//self.batch_size + 1\n\n    def __getitem__(self, index):\n        ids_batch = self.ids[index*self.batch_size : (index+1)*self.batch_size]\n        \n        if self.labels is not None:\n            X = self.generate_img_batch(ids_batch)\n            Y = self.generate_labels_batch(ids_batch)\n            return X, Y\n        else:\n            X = self.generate_img_batch(ids_batch)\n            return X\n    \n    def generate_img_batch(self, ids_batch):\n        X = np.zeros((self.batch_size, *self.img_size))\n        for i, id_p in enumerate(ids_batch):\n            X[i] = preprocess(self.img_dir+id_p+\".dcm\", self.img_size)\n        return X\n    \n    def generate_labels_batch(self, ids_batch):\n        Y = np.zeros((self.batch_size, self.labels.shape[1]), dtype=np.float32)\n        for i, id_p in enumerate(ids_batch):\n            Y[i] = self.labels.loc[id_p].values\n        return Y","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:08:52.671671Z","iopub.execute_input":"2026-06-13T05:08:52.672007Z","iopub.status.idle":"2026-06-13T05:08:52.682006Z","shell.execute_reply.started":"2026-06-13T05:08:52.671972Z","shell.execute_reply":"2026-06-13T05:08:52.680865Z"}},"outputs":[],"execution_count":24},{"cell_type":"markdown","source":"https://keras.io/api/applications/","metadata":{}},{"cell_type":"markdown","source":"# Model","metadata":{}},{"cell_type":"code","source":"base_model = ResNet50(include_top=False, weights='imagenet')\n\nfor layer in base_model.layers:\n    layer.trainable = False\n\nx = base_model.output\nx = GlobalAveragePooling2D()(x)\nx = Dropout(0.2)(x)\nx = Dense(224, activation=\"relu\")(x)\nx = Dropout(0.1)(x)\npredictions = Dense(6, activation='sigmoid')(x)\n\nmodel = Model(inputs=base_model.input, outputs=predictions)\n\nmodel.compile(optimizer='adam', loss='binary_crossentropy')  # multi-label classifications","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:08:52.683226Z","iopub.execute_input":"2026-06-13T05:08:52.684101Z","iopub.status.idle":"2026-06-13T05:09:00.809958Z","shell.execute_reply.started":"2026-06-13T05:08:52.684066Z","shell.execute_reply":"2026-06-13T05:09:00.809114Z"}},"outputs":[{"name":"stdout","text":"Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n94765736/94765736 [==============================] - 4s 0us/step\n","output_type":"stream"}],"execution_count":25},{"cell_type":"code","source":"train_gen = DataSequence(\n    TRAIN_IMG_DIR,\n    y_dev.index[:2000],   # moderate subset\n    y_dev,\n    batch_size=16,\n    img_size=(224, 224, 3)\n)\n\nhistory = model.fit(\n    train_gen,\n    steps_per_epoch=25,\n    epochs=5,\n    workers=2,\n    use_multiprocessing=False\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:09:00.811129Z","iopub.execute_input":"2026-06-13T05:09:00.811516Z","iopub.status.idle":"2026-06-13T05:09:25.990984Z","shell.execute_reply.started":"2026-06-13T05:09:00.811479Z","shell.execute_reply":"2026-06-13T05:09:25.989772Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/5\n25/25 [==============================] - 11s 87ms/step - loss: 0.2465\nEpoch 2/5\n25/25 [==============================] - 3s 129ms/step - loss: 0.2113\nEpoch 3/5\n25/25 [==============================] - 3s 136ms/step - loss: 0.1930\nEpoch 4/5\n25/25 [==============================] - 3s 122ms/step - loss: 0.2217\nEpoch 5/5\n25/25 [==============================] - 3s 103ms/step - loss: 0.1819\n","output_type":"stream"}],"execution_count":26},{"cell_type":"code","source":"dev_gen = DataSequence(TRAIN_IMG_DIR, y_dev.index, y_dev, batch_size=32)\nmodel.evaluate(dev_gen)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:09:25.992784Z","iopub.execute_input":"2026-06-13T05:09:25.993721Z","iopub.status.idle":"2026-06-13T05:12:16.806046Z","shell.execute_reply.started":"2026-06-13T05:09:25.993687Z","shell.execute_reply":"2026-06-13T05:12:16.804915Z"}},"outputs":[{"name":"stdout","text":"313/313 [==============================] - 170s 542ms/step - loss: 0.1827\n","output_type":"stream"},{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"0.18273407220840454"},"metadata":{}}],"execution_count":27},{"cell_type":"markdown","source":"# Submission","metadata":{}},{"cell_type":"code","source":"sample_submission = pd.read_csv(SAMPLE_SUBMISSION)\ntest_ids = sample_submission.ID.str.rsplit(\"_\", n=1, expand=True)[0].unique()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:16.807783Z","iopub.execute_input":"2026-06-13T05:12:16.808023Z","iopub.status.idle":"2026-06-13T05:12:19.638378Z","shell.execute_reply.started":"2026-06-13T05:12:16.808001Z","shell.execute_reply":"2026-06-13T05:12:19.637523Z"}},"outputs":[],"execution_count":28},{"cell_type":"code","source":"sample_submission","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:19.639591Z","iopub.execute_input":"2026-06-13T05:12:19.640177Z","iopub.status.idle":"2026-06-13T05:12:19.653516Z","shell.execute_reply.started":"2026-06-13T05:12:19.640129Z","shell.execute_reply":"2026-06-13T05:12:19.652258Z"}},"outputs":[{"execution_count":29,"output_type":"execute_result","data":{"text/plain":"                                   ID  Label\n0               ID_0fbf6a978_epidural    0.5\n1       ID_0fbf6a978_intraparenchymal    0.5\n2       ID_0fbf6a978_intraventricular    0.5\n3           ID_0fbf6a978_subarachnoid    0.5\n4               ID_0fbf6a978_subdural    0.5\n...                               ...    ...\n727387  ID_6b455e140_intraparenchymal    0.5\n727388  ID_6b455e140_intraventricular    0.5\n727389      ID_6b455e140_subarachnoid    0.5\n727390          ID_6b455e140_subdural    0.5\n727391               ID_6b455e140_any    0.5\n\n[727392 rows x 2 columns]","text/html":"<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>ID</th>\n      <th>Label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>ID_0fbf6a978_epidural</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>ID_0fbf6a978_intraparenchymal</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>ID_0fbf6a978_intraventricular</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>ID_0fbf6a978_subarachnoid</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>ID_0fbf6a978_subdural</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>727387</th>\n      <td>ID_6b455e140_intraparenchymal</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>727388</th>\n      <td>ID_6b455e140_intraventricular</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>727389</th>\n      <td>ID_6b455e140_subarachnoid</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>727390</th>\n      <td>ID_6b455e140_subdural</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>727391</th>\n      <td>ID_6b455e140_any</td>\n      <td>0.5</td>\n    </tr>\n  </tbody>\n</table>\n<p>727392 rows × 2 columns</p>\n</div>"},"metadata":{}}],"execution_count":29},{"cell_type":"code","source":"test_gen = DataSequence(TEST_IMG_DIR, test_ids, batch_size=32, img_size=(224, 224, 3))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:19.655026Z","iopub.execute_input":"2026-06-13T05:12:19.655506Z","iopub.status.idle":"2026-06-13T05:12:19.663025Z","shell.execute_reply.started":"2026-06-13T05:12:19.655451Z","shell.execute_reply":"2026-06-13T05:12:19.662121Z"}},"outputs":[],"execution_count":30},{"cell_type":"code","source":"y_test = model.predict(\n    test_gen,\n    steps=50,\n    workers=2,\n    use_multiprocessing=False,\n    verbose=1\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:19.66422Z","iopub.execute_input":"2026-06-13T05:12:19.664672Z","iopub.status.idle":"2026-06-13T05:12:38.837921Z","shell.execute_reply.started":"2026-06-13T05:12:19.664642Z","shell.execute_reply":"2026-06-13T05:12:38.835463Z"}},"outputs":[{"name":"stdout","text":"50/50 [==============================] - 18s 344ms/step\n","output_type":"stream"}],"execution_count":31},{"cell_type":"code","source":"import os\n\nbase = '/kaggle/input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection/stage_2_train'\n\nfile = os.listdir(base)[0]\n\ndcm_path = os.path.join(base, file)\n\nprint(dcm_path)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:38.83945Z","iopub.execute_input":"2026-06-13T05:12:38.84153Z","iopub.status.idle":"2026-06-13T05:12:45.416233Z","shell.execute_reply.started":"2026-06-13T05:12:38.841476Z","shell.execute_reply":"2026-06-13T05:12:45.415235Z"}},"outputs":[{"name":"stdout","text":"/kaggle/input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection/stage_2_train/ID_27a354d42.dcm\n","output_type":"stream"}],"execution_count":32},{"cell_type":"code","source":"# ============================================================\n# AI-ENHANCED DICOM (OpenCV)\n# ============================================================\n\nenhanced = (preprocessed * 255).astype(np.uint8)\n\n# contrast enhancement\nenhanced = cv2.equalizeHist(enhanced)\n\n# sharpening kernel\nkernel = np.array([\n    [0, -1, 0],\n    [-1, 5,-1],\n    [0, -1, 0]\n])\n\nenhanced = cv2.filter2D(enhanced, -1, kernel)\n\n# quick preview\nplt.figure(figsize=(6,6))\n\nplt.imshow(enhanced, cmap='inferno')\n\nplt.title(\"AI-Enhanced DICOM (OpenCV)\")\n\nplt.axis('off')\n\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:45.417498Z","iopub.execute_input":"2026-06-13T05:12:45.417965Z","iopub.status.idle":"2026-06-13T05:12:45.711412Z","shell.execute_reply.started":"2026-06-13T05:12:45.417936Z","shell.execute_reply":"2026-06-13T05:12:45.710159Z"}},"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_30/1386847414.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# ============================================================\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0menhanced\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mpreprocessed\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muint8\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# contrast enhancement\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'preprocessed' is not defined"],"ename":"NameError","evalue":"name 'preprocessed' is not defined","output_type":"error"}],"execution_count":33},{"cell_type":"code","source":"for layer in model.layers:\n    print(layer.name)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:45.712265Z","iopub.status.idle":"2026-06-13T05:12:45.712668Z","shell.execute_reply.started":"2026-06-13T05:12:45.712502Z","shell.execute_reply":"2026-06-13T05:12:45.71252Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"layer_name = 'conv2_block2_out'\n\nfrom tensorflow.keras.models import Model\n\nfeature_extractor = Model(\n    inputs=model.input,\n    outputs=model.get_layer(layer_name).output\n)\n\nfeature_maps = feature_extractor.predict(tensor)\n\nprint(feature_maps.shape)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:45.715027Z","iopub.status.idle":"2026-06-13T05:12:45.71547Z","shell.execute_reply.started":"2026-06-13T05:12:45.715258Z","shell.execute_reply":"2026-06-13T05:12:45.715276Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fm = feature_maps[0]\n\nprint(\"Feature tensor shape:\", fm.shape)\n\n# pick earlier visual-feature channel\nfeature_map = fm[:, :, 180]\n\n# normalize\nfeature_map = (\n    feature_map - feature_map.min()\n) / (\n    feature_map.max() - feature_map.min()\n)\n\n# upscale while preserving CNN texture\nfeature_map = cv2.resize(\n    feature_map,\n    (256,256),\n    interpolation=cv2.INTER_NEAREST\n)\n\nmean_activation = np.mean(feature_map)\n\nplt.figure(figsize=(8,8))\n\nplt.imshow(\n    feature_map,\n    cmap='inferno'\n)\n\nplt.title(\" Feature Map\")\n\nplt.axis('off')\n\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:45.716519Z","iopub.status.idle":"2026-06-13T05:12:45.716853Z","shell.execute_reply.started":"2026-06-13T05:12:45.716698Z","shell.execute_reply":"2026-06-13T05:12:45.716715Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fm = feature_maps[0]\n\nprint(\"Feature tensor shape:\", fm.shape)\n\n# choose a stronger semantic channel\nfeature_map = fm[:, :, 220]\n\n# normalize\nfeature_map = (\n    feature_map - feature_map.min()\n) / (\n    feature_map.max() - feature_map.min()\n)\n\n# remove harsh borders\nfeature_map = feature_map[2:-2, 2:-2]\n\n# LIGHT smoothing only\nfeature_map = cv2.GaussianBlur(\n    feature_map,\n    (3,3),\n    0\n)\n\n# upscale cleanly\nfeature_map = cv2.resize(\n    feature_map,\n    (256,256),\n    interpolation=cv2.INTER_CUBIC\n)\n\nmean_activation = np.mean(feature_map)\n\nplt.figure(figsize=(8,8))\n\nplt.imshow(\n    feature_map,\n    cmap='inferno'\n)\n\nplt.title(\n    f\"ResNet50 Feature Map\\nMean Activation: {mean_activation:.4f}\"\n)\n\nplt.axis('off')\n\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:45.718938Z","iopub.status.idle":"2026-06-13T05:12:45.719231Z","shell.execute_reply.started":"2026-06-13T05:12:45.71909Z","shell.execute_reply":"2026-06-13T05:12:45.719105Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"fig, ax = plt.subplots(1, 3, figsize=(18,6))\n\n# ============================================================\n# PREPROCESSED DICOM\n# ============================================================\n\nax[0].imshow(preprocessed, cmap='gray')\n\nax[0].set_title(\"Preprocessed DICOM\")\n\nax[0].axis('off')\n\n# ============================================================\n# AI-ENHANCED (OpenCV)\n# ============================================================\n\nax[1].imshow(enhanced, cmap='inferno')\n\nax[1].set_title(\"AI-Enhanced DICOM (OpenCV)\")\n\nax[1].axis('off')\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-06-13T05:12:45.720571Z","iopub.status.idle":"2026-06-13T05:12:45.720862Z","shell.execute_reply.started":"2026-06-13T05:12:45.720719Z","shell.execute_reply":"2026-06-13T05:12:45.720734Z"}},"outputs":[],"execution_count":null}]}