{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":59093,"databundleVersionId":7469972,"sourceType":"competition"}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Import Libraries","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy \nimport seaborn as sns\nimport os","metadata":{"execution":{"iopub.status.busy":"2024-05-12T08:59:07.835709Z","iopub.execute_input":"2024-05-12T08:59:07.8365Z","iopub.status.idle":"2024-05-12T08:59:10.554452Z","shell.execute_reply.started":"2024-05-12T08:59:07.836444Z","shell.execute_reply":"2024-05-12T08:59:10.553184Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"markdown","source":"# EDA","metadata":{}},{"cell_type":"code","source":"train = pd.read_csv(\"/kaggle/input/hms-harmful-brain-activity-classification/train.csv\")\ntrain.head()","metadata":{"execution":{"iopub.status.busy":"2024-05-12T08:59:15.715837Z","iopub.execute_input":"2024-05-12T08:59:15.716264Z","iopub.status.idle":"2024-05-12T08:59:16.340139Z","shell.execute_reply.started":"2024-05-12T08:59:15.716233Z","shell.execute_reply":"2024-05-12T08:59:16.339087Z"},"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"       eeg_id  eeg_sub_id  eeg_label_offset_seconds  spectrogram_id  \\\n0  1628180742           0                       0.0          353733   \n1  1628180742           1                       6.0          353733   \n2  1628180742           2                       8.0          353733   \n3  1628180742           3                      18.0          353733   \n4  1628180742           4                      24.0          353733   \n\n   spectrogram_sub_id  spectrogram_label_offset_seconds    label_id  \\\n0                   0                               0.0   127492639   \n1                   1                               6.0  3887563113   \n2                   2                               8.0  1142670488   \n3                   3                              18.0  2718991173   \n4                   4                              24.0  3080632009   \n\n   patient_id expert_consensus  seizure_vote  lpd_vote  gpd_vote  lrda_vote  \\\n0       42516          Seizure             3         0         0          0   \n1       42516          Seizure             3         0         0          0   \n2       42516          Seizure             3         0         0          0   \n3       42516          Seizure             3         0         0          0   \n4       42516          Seizure             3         0         0          0   \n\n   grda_vote  other_vote  \n0          0           0  \n1          0           0  \n2          0           0  \n3          0           0  \n4          0           0  ","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>eeg_id</th>\n      <th>eeg_sub_id</th>\n      <th>eeg_label_offset_seconds</th>\n      <th>spectrogram_id</th>\n      <th>spectrogram_sub_id</th>\n      <th>spectrogram_label_offset_seconds</th>\n      <th>label_id</th>\n      <th>patient_id</th>\n      <th>expert_consensus</th>\n      <th>seizure_vote</th>\n      <th>lpd_vote</th>\n      <th>gpd_vote</th>\n      <th>lrda_vote</th>\n      <th>grda_vote</th>\n      <th>other_vote</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1628180742</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>353733</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>127492639</td>\n      <td>42516</td>\n      <td>Seizure</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1628180742</td>\n      <td>1</td>\n      <td>6.0</td>\n      <td>353733</td>\n      <td>1</td>\n      <td>6.0</td>\n      <td>3887563113</td>\n      <td>42516</td>\n      <td>Seizure</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1628180742</td>\n      <td>2</td>\n      <td>8.0</td>\n      <td>353733</td>\n      <td>2</td>\n      <td>8.0</td>\n      <td>1142670488</td>\n      <td>42516</td>\n      <td>Seizure</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1628180742</td>\n      <td>3</td>\n      <td>18.0</td>\n      <td>353733</td>\n      <td>3</td>\n      <td>18.0</td>\n      <td>2718991173</td>\n      <td>42516</td>\n      <td>Seizure</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1628180742</td>\n      <td>4</td>\n      <td>24.0</td>\n      <td>353733</td>\n      <td>4</td>\n      <td>24.0</td>\n      <td>3080632009</td>\n      <td>42516</td>\n      <td>Seizure</td>\n      <td>3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"train.info()","metadata":{"execution":{"iopub.status.busy":"2024-05-12T08:59:22.715211Z","iopub.execute_input":"2024-05-12T08:59:22.715644Z","iopub.status.idle":"2024-05-12T08:59:22.755765Z","shell.execute_reply.started":"2024-05-12T08:59:22.71561Z","shell.execute_reply":"2024-05-12T08:59:22.754938Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 106800 entries, 0 to 106799\nData columns (total 15 columns):\n #   Column                            Non-Null Count   Dtype  \n---  ------                            --------------   -----  \n 0   eeg_id                            106800 non-null  int64  \n 1   eeg_sub_id                        106800 non-null  int64  \n 2   eeg_label_offset_seconds          106800 non-null  float64\n 3   spectrogram_id                    106800 non-null  int64  \n 4   spectrogram_sub_id                106800 non-null  int64  \n 5   spectrogram_label_offset_seconds  106800 non-null  float64\n 6   label_id                          106800 non-null  int64  \n 7   patient_id                        106800 non-null  int64  \n 8   expert_consensus                  106800 non-null  object \n 9   seizure_vote                      106800 non-null  int64  \n 10  lpd_vote                          106800 non-null  int64  \n 11  gpd_vote                          106800 non-null  int64  \n 12  lrda_vote                         106800 non-null  int64  \n 13  grda_vote                         106800 non-null  int64  \n 14  other_vote                        106800 non-null  int64  \ndtypes: float64(2), int64(12), object(1)\nmemory usage: 12.2+ MB\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Explaining the data","metadata":{}},{"cell_type":"markdown","source":"* Each row of the train.csv represents a window of 50 seconds of the signal in its corresponding parquet file.\n* The time of the first sample in the window is represented in the “eeg_label_offset_seconds” column with its corresponding id in the “eeg_sub_id” column (see the figure below)\n* Windows can be overlapped with each other depending on the offset given.\n![signal.png](attachment:8f67506b-539d-435d-bc29-9ca7739cbe2e.png)\n\n* Spectrograms represent 10 min window of the signal\n* The middle time of the window is the same in eeg and spectrogram.\n![Screenshot 2024-03-07 225428.png](attachment:a89e8368-a9f1-4ae4-9a2d-bbcc35018e7e.png)\n","metadata":{},"attachments":{"8f67506b-539d-435d-bc29-9ca7739cbe2e.png":{"image/png":"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"},"a89e8368-a9f1-4ae4-9a2d-bbcc35018e7e.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Each patient has multiple eeg_id => Each patient has multiple parquet file ","metadata":{}},{"cell_type":"code","source":"print(f\"Number of patients:{train['patient_id'].nunique()}\")","metadata":{"execution":{"iopub.status.busy":"2024-05-12T09:00:22.291673Z","iopub.execute_input":"2024-05-12T09:00:22.292087Z","iopub.status.idle":"2024-05-12T09:00:22.299844Z","shell.execute_reply.started":"2024-05-12T09:00:22.292055Z","shell.execute_reply":"2024-05-12T09:00:22.299036Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"Number of patients:1950\n","output_type":"stream"}]},{"cell_type":"code","source":"print(f\"Number of unique EEGs:{train['eeg_id'].nunique()}\")","metadata":{"execution":{"iopub.status.busy":"2024-05-12T09:00:26.865814Z","iopub.execute_input":"2024-05-12T09:00:26.866206Z","iopub.status.idle":"2024-05-12T09:00:26.874953Z","shell.execute_reply.started":"2024-05-12T09:00:26.866174Z","shell.execute_reply":"2024-05-12T09:00:26.8738Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"Number of unique EEGs:17089\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## What are the missing values","metadata":{}},{"cell_type":"code","source":"L = os.listdir(\"/kaggle/input/hms-harmful-brain-activity-classification/train_eegs\")\nprint(f\"There are {len(list(L))} file in the train_eegs folder which does not match the number of the unique eeg_id(17089) in train.csv\")","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:15:01.79116Z","iopub.execute_input":"2024-05-06T10:15:01.792222Z","iopub.status.idle":"2024-05-06T10:15:01.804309Z","shell.execute_reply.started":"2024-05-06T10:15:01.792176Z","shell.execute_reply":"2024-05-06T10:15:01.803002Z"},"trusted":true},"execution_count":28,"outputs":[{"name":"stdout","text":"There are 17300 file in the train_eegs folder which does not match the number of the unique eeg_id(17089) in train.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"missing_eeg_ids = [int(num[:-8]) for num in L if int(num[:-8]) not in train['eeg_id'].unique()]\nprint(f\"There are {len(missing_eeg_ids)} missing value\")","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:15:41.793762Z","iopub.execute_input":"2024-05-06T10:15:41.79428Z","iopub.status.idle":"2024-05-06T10:16:02.904809Z","shell.execute_reply.started":"2024-05-06T10:15:41.794248Z","shell.execute_reply":"2024-05-06T10:16:02.903603Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":"There are 211 missing value\n","output_type":"stream"}]},{"cell_type":"markdown","source":"No missing values in spectrograms","metadata":{}},{"cell_type":"code","source":"F = os.listdir(\"/kaggle/input/hms-harmful-brain-activity-classification/train_spectrograms\")\nprint(f'There are {len(F)} spectrograms parquet file')","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:19:46.481747Z","iopub.execute_input":"2024-05-06T10:19:46.482203Z","iopub.status.idle":"2024-05-06T10:19:46.491546Z","shell.execute_reply.started":"2024-05-06T10:19:46.48217Z","shell.execute_reply":"2024-05-06T10:19:46.490778Z"},"trusted":true},"execution_count":33,"outputs":[{"name":"stdout","text":"There are 11138 spectrograms parquet file\n","output_type":"stream"}]},{"cell_type":"code","source":"print(f\"Number of unique spectograms:{train['spectrogram_id'].nunique()}\")","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:16:27.01934Z","iopub.execute_input":"2024-05-06T10:16:27.019825Z","iopub.status.idle":"2024-05-06T10:16:27.029701Z","shell.execute_reply.started":"2024-05-06T10:16:27.019766Z","shell.execute_reply":"2024-05-06T10:16:27.028164Z"},"trusted":true},"execution_count":31,"outputs":[{"name":"stdout","text":"Number of unique spectograms:11138\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Some parquet files only have 1 windowed label.","metadata":{}},{"cell_type":"code","source":"id_counts = train.groupby('eeg_id').size()\nsingle_row_ids = id_counts[id_counts == 1]\nnum_single_row_ids = len(single_row_ids)\nprint(\"Number of IDs with only one row:\", num_single_row_ids)","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:03:05.0396Z","iopub.execute_input":"2024-05-06T10:03:05.040563Z","iopub.status.idle":"2024-05-06T10:03:05.068723Z","shell.execute_reply.started":"2024-05-06T10:03:05.040516Z","shell.execute_reply":"2024-05-06T10:03:05.067464Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"Number of IDs with only one row: 6324\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Length of Signals","metadata":{}},{"cell_type":"code","source":"EEG_IDS = train.eeg_id.unique()\nPATH = '/kaggle/input/hms-harmful-brain-activity-classification/train_eegs/'\nlen_of_eeg_signals = {}\nfor i, eeg_id in enumerate(EEG_IDS):    \n    Signals = pd.read_parquet(f'{PATH}{eeg_id}.parquet')\n    len_of_eeg_signals[eeg_id] = len(Signals)","metadata":{"execution":{"iopub.status.busy":"2024-05-06T08:40:16.309799Z","iopub.execute_input":"2024-05-06T08:40:16.310277Z","iopub.status.idle":"2024-05-06T08:48:58.229271Z","shell.execute_reply.started":"2024-05-06T08:40:16.31024Z","shell.execute_reply":"2024-05-06T08:48:58.227257Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"values = list(len_of_eeg_signals.values())","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Each sample is 0.005 seconds since the sampling frequency is 200 Hz => The total time of the signal = no_of_samples * 0.005","metadata":{}},{"cell_type":"code","source":"plt.hist(values, bins=100, color='skyblue', edgecolor='black')\nplt.xlim(0, 200000)\nplt.xlabel('Number of samples')\nplt.ylabel('Count')\nplt.title('distribution of the length of signals')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:40:39.725614Z","iopub.execute_input":"2024-05-06T10:40:39.726163Z","iopub.status.idle":"2024-05-06T10:40:40.137203Z","shell.execute_reply.started":"2024-05-06T10:40:39.726124Z","shell.execute_reply":"2024-05-06T10:40:40.135876Z"},"trusted":true},"execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAmcAAAHHCAYAAAD6Rv9iAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABRZElEQVR4nO3deVxV1f7/8fcBZRAFVGQqRRxSnBXTyDRLEocGbpZZVFimZVCZXS1vpWSD81Bm2qjV1WvZLeuqkXOmoilKTshVr0OpQA6Aswjr90c/9tcjqIgoW309H4/ziLP22mt/1t54eLfPPvs4jDFGAAAAsAWXsi4AAAAA/4dwBgAAYCOEMwAAABshnAEAANgI4QwAAMBGCGcAAAA2QjgDAACwEcIZAACAjRDOAAAAbIRwhuteQkKCHA6HU1vNmjXVs2fPy77tnTt3yuFwaOrUqVZbz549VbFixcu+7QIOh0MJCQlXbHslsXr1at16663y8vKSw+FQSkrKRY9Rs2ZN3X333aVf3Fnat2+v9u3bX/btXKqC3/v9+/df9m0lJiaqWbNm8vDwkMPhUFZWVonH6tmzp2rWrFlqtV2qK/VagesL4QwoJXPnzrVtyLFzbReSm5urBx98UAcPHtS4ceP05ZdfKiQkpMi+mzdvVkJCgnbu3Hlli7Sxd955R7NmzSqz7R84cEDdu3eXp6enJk6cqC+//FJeXl5lVg9wNShX1gUAdpSWliYXl4v7f5e5c+dq4sSJFxWCQkJCdPz4cZUvX/4iK7w456vt+PHjKlfOvi8F27dv165du/Txxx/rqaeeOm/fzZs364033lD79u1tdXalLL3zzjt64IEHFB0dXSbbX716tQ4fPqw333xTkZGRlzzexx9/rPz8/FKoDLAv+74iA2XI3d39so5/+vRp5efny83NTR4eHpd1WxdS1tu/kMzMTEmSr69v2RaCEint43e5/0cGsAPe1sR1ZdmyZbr55pvl4eGh2rVr68MPPyyy39nXkeTm5uqNN95Q3bp15eHhoapVq+q2227T/PnzJf11HczEiRMl/XUNV8FD+r/rykaPHq3x48erdu3acnd31+bNm4u85qzA//73P0VFRcnLy0vBwcEaOnSojDHW8iVLlsjhcGjJkiVO65095vlqK2g7+4zaunXr1LlzZ3l7e6tixYrq0KGDVq5c6dRn6tSpcjgcWr58ufr3769q1arJy8tLf/vb3/Tnn38WfQDOsmjRIrVt21ZeXl7y9fXVfffdp9TUVGt5z549dfvtt0uSHnzwQTkcjnNezzV16lQ9+OCDkqQ77rjDmufZ+2fZsmVq1aqVPDw8VKtWLX3xxReFxsrKylK/fv1UvXp1ubu7q06dOhoxYkSJz9icPHlSQ4YMUZ06deTu7q7q1atr4MCBOnnypFM/h8Oh+Ph4zZo1S40aNZK7u7saNmyoxMTEQmMuWbJELVu2dPpdPvv6SYfDoaNHj+rzzz+39sfZ10dlZWWpZ8+e8vX1lY+Pj5544gkdO3asWPOaOXOmwsPD5enpKT8/Pz366KPas2ePtbx9+/aKjY2VJN18881Fbv9Mhw8fVr9+/VSzZk25u7vL399fd911l9auXWv1KeqaswMHDuixxx6Tt7e3fH19FRsbq99+++2c13Pu2bNH0dHRqlixoqpVq6a///3vysvLcxpz9OjRuvXWW1W1alV5enoqPDxc33zzzQX3yYVeK4Di4MwZrhsbNmxQx44dVa1aNSUkJOj06dMaMmSIAgICLrhuQkKChg0bpqeeekqtWrVSTk6O1qxZo7Vr1+quu+7S008/rb1792r+/Pn68ssvixxjypQpOnHihPr06SN3d3dVqVLlnH/s8/Ly1KlTJ91yyy0aOXKkEhMTNWTIEJ0+fVpDhw69qHkXp7Yzbdq0SW3btpW3t7cGDhyo8uXL68MPP1T79u31888/q3Xr1k79n3vuOVWuXFlDhgzRzp07NX78eMXHx+urr74673YWLFigzp07q1atWkpISNDx48c1YcIEtWnTRmvXrlXNmjX19NNP64YbbtA777yj559/XjfffPM5j1e7du30/PPP67333tM//vEPhYWFSZL1X0natm2bHnjgAfXq1UuxsbH67LPP1LNnT4WHh6thw4aSpGPHjun222/Xnj179PTTT6tGjRpasWKFBg0apH379mn8+PEX3Idnys/P17333qtly5apT58+CgsL04YNGzRu3Dj997//LXQ92LJly/Ttt9/q2WefVaVKlfTee++pW7du2r17t6pWrSrpr/DcqVMnBQUF6Y033lBeXp6GDh2qatWqOY315ZdfWr+zffr0kSTVrl3bqU/37t0VGhqqYcOGae3atfrkk0/k7++vESNGnHdeU6dO1RNPPKGbb75Zw4YNU0ZGht59910tX75c69atk6+vr1599VXVq1dPH330kYYOHarQ0NBC2z/TM888o2+++Ubx8fFq0KCBDhw4oGXLlik1NVUtWrQ45/6955579Ouvv6pv376qX7++vv/+eysUni0vL09RUVFq3bq1Ro8erQULFmjMmDGqXbu2+vbta/V79913de+99yomJkanTp3SjBkz9OCDD2r27Nnq2rXrOedwodcKoFgMcJ2Ijo42Hh4eZteuXVbb5s2bjaurqzn7n0JISIiJjY21njdt2tR07dr1vOPHxcUVGscYY3bs2GEkGW9vb5OZmVnksilTplhtsbGxRpJ57rnnrLb8/HzTtWtX4+bmZv78809jjDGLFy82kszixYsvOOa5ajPGGElmyJAh1vPo6Gjj5uZmtm/fbrXt3bvXVKpUybRr185qmzJlipFkIiMjTX5+vtX+4osvGldXV5OVlVXk9go0a9bM+Pv7mwMHDlhtv/32m3FxcTGPP/641VYwz5kzZ553PGOMmTlzZpH7xJi/jqkks3TpUqstMzPTuLu7m5deeslqe/PNN42Xl5f573//67T+K6+8YlxdXc3u3bvPW8Ptt99ubr/9duv5l19+aVxcXMwvv/zi1G/y5MlGklm+fLnVJsm4ubmZbdu2WW2//fabkWQmTJhgtd1zzz2mQoUKZs+ePVbb1q1bTbly5QodZy8vL6ff5QJDhgwxksyTTz7p1P63v/3NVK1a9bxzPHXqlPH39zeNGjUyx48ft9pnz55tJJnBgwdbbQW/J6tXrz7vmMYY4+PjY+Li4s7bJzY21oSEhFjP//3vfxtJZvz48VZbXl6eufPOO8/5b2vo0KFOYzZv3tyEh4c7tR07dqzQnBs1amTuvPNOp/aSvFYAF8Lbmrgu5OXl6aefflJ0dLRq1KhhtYeFhSkqKuqC6/v6+mrTpk3aunVriWvo1q1boTMb5xMfH2/9XPB216lTp7RgwYIS13AheXl5mjdvnqKjo1WrVi2rPSgoSI888oiWLVumnJwcp3X69Onj9FZa27ZtlZeXp127dp1zO/v27VNKSop69uypKlWqWO1NmjTRXXfdpblz55birP5PgwYN1LZtW+t5tWrVVK9ePf3vf/+z2mbOnKm2bduqcuXK2r9/v/WIjIxUXl6eli5delHbnDlzpsLCwlS/fn2n8e68805J0uLFi536R0ZGOp1datKkiby9va0a8/LytGDBAkVHRys4ONjqV6dOHXXu3PmiapP+Olt1prZt2+rAgQOFjvOZ1qxZo8zMTD377LNO1yx27dpV9evX15w5cy66Dumvf2erVq3S3r17i71OYmKiypcvr969e1ttLi4uiouLO+c6Rc35zN8BSfL09LR+PnTokLKzs9W2bVunt1jPNYdLfa0ACGe4Lvz55586fvy46tatW2hZvXr1Lrj+0KFDlZWVpZtuukmNGzfWgAEDtH79+ouqITQ0tNh9XVxcnMKRJN10002SdFlvE/Hnn3/q2LFjRe6TsLAw5efn6/fff3dqPzPsSlLlypUl/fUH7VwKgtu5trN//34dPXr0ouu/kLNrlf6q98xat27dqsTERFWrVs3pUfBJw4IL3Itr69at2rRpU6HxCo7n2eNdqMbMzEwdP35cderUKdSvqLYLKe3jV79+/fMG8/MZOXKkNm7cqOrVq6tVq1ZKSEgoFJqKqiUoKEgVKlRwaj/XvvDw8Cj0P0ln/w5I0uzZs3XLLbfIw8NDVapUUbVq1TRp0iRlZ2eft57SeK0AuOYMKIZ27dpp+/bt+v777zVv3jx98sknGjdunCZPnnzB2zsUOPP/xEvD2TfOLXD2hc2Xm6ura5Ht5owPL9hFcWrNz8/XXXfdpYEDBxbZtyBUFVd+fr4aN26ssWPHFrm8evXqF11jabLT8evevbvatm2r7777TvPmzdOoUaM0YsQIffvttyU6K1iUc833TL/88ovuvfdetWvXTh988IGCgoJUvnx5TZkyRdOnTz/vuqXxWgEQznBdqFatmjw9PYt8qyEtLa1YY1SpUkVPPPGEnnjiCR05ckTt2rVTQkKC9YJ7rrBUEvn5+frf//7nFAT++9//SpL1SbWCMxxn3229qLMWxa2tWrVqqlChQpH7ZMuWLXJxcSkUJkqi4Cay59qOn59fiW5UWhrHoHbt2jpy5Eip3JOrYLzffvtNHTp0KJX6/P395eHhoW3bthVaVlRbaf5eFjjz+BW8PVsgLS3tnDcJLo6goCA9++yzevbZZ5WZmakWLVro7bffPmc4CwkJ0eLFi3Xs2DGns2dF7Yvi+ve//y0PDw/99NNPTrfVmTJlSrHWv9BrBXAhvK2J64Krq6uioqI0a9Ys7d6922pPTU3VTz/9dMH1Dxw44PS8YsWKqlOnjtOtEArCxKV8Nc2Z3n//fetnY4zef/99lS9fXh06dJD01x8lV1fXQtdAffDBB4XGKm5trq6u6tixo77//nunt08zMjI0ffp03XbbbfL29i7hjP5PUFCQmjVrps8//9yppo0bN2revHnq0qVLicYtjWPQvXt3JSUlFfl7kZWVpdOnT1/0eHv27NHHH39caNnx48cv+u1bV1dXRUZGatasWU7XZm3btk0//vhjof5eXl6l9jtZoGXLlvL399fkyZOd/g38+OOPSk1NPe+nGc8lLy+v0FuG/v7+Cg4OLnTLkTNFRUUpNzfXaf/m5+dbt48pCVdXVzkcDqez0Dt37izWNy0U57UCuBDOnOG68cYbbygxMVFt27bVs88+q9OnT2vChAlq2LDhBa8JadCggdq3b6/w8HBVqVJFa9assT7yXyA8PFyS9PzzzysqKkqurq7q0aNHiWr18PBQYmKiYmNj1bp1a/3444+aM2eO/vGPf1jXy/j4+OjBBx/UhAkT5HA4VLt2bc2ePbvIa6Iupra33npL8+fP12233aZnn31W5cqV04cffqiTJ09q5MiRJZpPUUaNGqXOnTsrIiJCvXr1sm6l4ePjU+KvmmrWrJlcXV01YsQIZWdny93dXXfeeaf8/f2LPcaAAQP0ww8/6O6777Zus3H06FFt2LBB33zzjXbu3Ck/P79ij/fYY4/p66+/1jPPPKPFixerTZs2ysvL05YtW/T111/rp59+UsuWLS9qngkJCZo3b57atGmjvn37Ki8vT++//74aNWpU6HtHw8PDtWDBAo0dO1bBwcEKDQ0tdDuUi1W+fHmNGDFCTzzxhG6//XY9/PDD1q00atasqRdffPGixzx8+LBuvPFGPfDAA2ratKkqVqyoBQsWaPXq1RozZsw514uOjlarVq300ksvadu2bapfv75++OEHHTx4UFLJzhx27dpVY8eOVadOnfTII48oMzNTEydOVJ06dUrltQK4oDL9rChwhf38888mPDzcuLm5mVq1apnJkydbtxQ409kfj3/rrbdMq1atjK+vr/H09DT169c3b7/9tjl16pTV5/Tp0+a5554z1apVMw6Hwxqz4NYWo0aNKlTPuW6l4eXlZbZv3246duxoKlSoYAICAsyQIUNMXl6e0/p//vmn6datm6lQoYKpXLmyefrpp83GjRsLjXmu2owpfCsNY4xZu3atiYqKMhUrVjQVKlQwd9xxh1mxYoVTn3PdIuFct/goyoIFC0ybNm2Mp6en8fb2Nvfcc4/ZvHlzkeMV51Yaxhjz8ccfm1q1alm3SCmoIyQkpMhbHJx96wtjjDl8+LAZNGiQqVOnjnFzczN+fn7m1ltvNaNHj3Y65kUparxTp06ZESNGmIYNGxp3d3dTuXJlEx4ebt544w2TnZ1t9ZNU5K0kzv59NMaYhQsXmubNmxs3NzdTu3Zt88knn5iXXnrJeHh4OPXbsmWLadeunfH09DSSrHEKfu8Lbs1SoOC47tix47zzNMaYr776yjRv3ty4u7ubKlWqmJiYGPPHH38UOd6FbqVx8uRJM2DAANO0aVNTqVIl4+XlZZo2bWo++OADp35n30rDmL/+HTzyyCOmUqVKxsfHx/Ts2dMsX77cSDIzZsxwWtfLy6vQtot6Dfj0009N3bp1jbu7u6lfv76ZMmVKqb1WABfiMMaGV+0CAC5adHQ0t3H4/2bNmqW//e1vWrZsmdq0aVPW5QAXhWvOAOAqdPz4cafnW7du1dy5c8/59VbXsrP3RV5eniZMmCBvb+9zfrMAYGdccwYAV6FatWqpZ8+eqlWrlnbt2qVJkybJzc3tnLcAuZY999xzOn78uCIiInTy5El9++23WrFihd55551Sv4UNcCXwtiYAXIWeeOIJLV68WOnp6XJ3d1dERITeeeed6/JM0fTp0zVmzBht27ZNJ06cUJ06ddS3b18uwsdVi3AGAABgI1xzBgAAYCOEMwAAABvhAwGlJD8/X3v37lWlSpUuy9elAACA0meM0eHDhxUcHCwXF3ucsyKclZK9e/eWyncOAgCAK+/333/XjTfeWNZlSCKclZpKlSpJ+uvglsZ3DwIAgMsvJydH1atXt/6O2wHhrJQUvJXp7e1NOAMA4Cpjp0uS7PHmKgAAACQRzgAAAGyFcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARghnAAAANkI4AwAAsBHCGQAAgI0QzgAAAGyEcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARsqVdQG4OLt379b+/fsvaQw/Pz/VqFGjlCoCAACliXB2Fdm9e7fqh4Xp+LFjlzSOZ4UK2pKaSkADAMCGCGdXkf379+v4sWPq/tYk+YfWLdEYmTu26uvX+mr//v2EMwAAbIhwdhXyD62rG8KalnUZAADgMuADAQAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABspEzD2dKlS3XPPfcoODhYDodDs2bNspbl5ubq5ZdfVuPGjeXl5aXg4GA9/vjj2rt3r9MYBw8eVExMjLy9veXr66tevXrpyJEjTn3Wr1+vtm3bysPDQ9WrV9fIkSML1TJz5kzVr19fHh4eaty4sebOnXtZ5gwAAHA+ZRrOjh49qqZNm2rixImFlh07dkxr167V66+/rrVr1+rbb79VWlqa7r33Xqd+MTEx2rRpk+bPn6/Zs2dr6dKl6tOnj7U8JydHHTt2VEhIiJKTkzVq1CglJCToo48+svqsWLFCDz/8sHr16qV169YpOjpa0dHR2rhx4+WbPAAAQBEcxhhT1kVIksPh0Hfffafo6Ohz9lm9erVatWqlXbt2qUaNGkpNTVWDBg20evVqtWzZUpKUmJioLl266I8//lBwcLAmTZqkV199Venp6XJzc5MkvfLKK5o1a5a2bNkiSXrooYd09OhRzZ4929rWLbfcombNmmny5MnFqj8nJ0c+Pj7Kzs6Wt7d3CffC+a1du1bh4eGKn7ZAN4Q1LdEYe1J/0/sxkUpOTlaLFi1KuUIAAK4uV+Lv98W6qq45y87OlsPhkK+vryQpKSlJvr6+VjCTpMjISLm4uGjVqlVWn3bt2lnBTJKioqKUlpamQ4cOWX0iIyOdthUVFaWkpKRz1nLy5Enl5OQ4PQAAAC7VVRPOTpw4oZdfflkPP/ywlWzT09Pl7+/v1K9cuXKqUqWK0tPTrT4BAQFOfQqeX6hPwfKiDBs2TD4+PtajevXqlzZBAAAAXSXhLDc3V927d5cxRpMmTSrrciRJgwYNUnZ2tvX4/fffy7okAABwDShX1gVcSEEw27VrlxYtWuT0fnBgYKAyMzOd+p8+fVoHDx5UYGCg1ScjI8OpT8HzC/UpWF4Ud3d3ubu7l3xiAAAARbD1mbOCYLZ161YtWLBAVatWdVoeERGhrKwsJScnW22LFi1Sfn6+WrdubfVZunSpcnNzrT7z589XvXr1VLlyZavPwoULncaeP3++IiIiLtfUAAAAilSm4ezIkSNKSUlRSkqKJGnHjh1KSUnR7t27lZubqwceeEBr1qzRtGnTlJeXp/T0dKWnp+vUqVOSpLCwMHXq1Em9e/fWr7/+quXLlys+Pl49evRQcHCwJOmRRx6Rm5ubevXqpU2bNumrr77Su+++q/79+1t1vPDCC0pMTNSYMWO0ZcsWJSQkaM2aNYqPj7/i+wQAAFzfyjScrVmzRs2bN1fz5s0lSf3791fz5s01ePBg7dmzRz/88IP++OMPNWvWTEFBQdZjxYoV1hjTpk1T/fr11aFDB3Xp0kW33Xab0z3MfHx8NG/ePO3YsUPh4eF66aWXNHjwYKd7od16662aPn26PvroIzVt2lTffPONZs2apUaNGl25nQEAAKAyvuasffv2Ot9t1opzC7YqVapo+vTp5+3TpEkT/fLLL+ft8+CDD+rBBx+84PYAAAAuJ1tfcwYAAHC9IZwBAADYCOEMAADARghnAAAANkI4AwAAsBHCGQAAgI0QzgAAAGyEcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARghnAAAANkI4AwAAsBHCGQAAgI0QzgAAAGyEcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARghnAAAANkI4AwAAsBHCGQAAgI0QzgAAAGyEcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARghnAAAANkI4AwAAsBHCGQAAgI0QzgAAAGyEcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARghnAAAANkI4AwAAsBHCGQAAgI0QzgAAAGyEcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARghnAAAANlKm4Wzp0qW65557FBwcLIfDoVmzZjktN8Zo8ODBCgoKkqenpyIjI7V161anPgcPHlRMTIy8vb3l6+urXr166ciRI0591q9fr7Zt28rDw0PVq1fXyJEjC9Uyc+ZM1a9fXx4eHmrcuLHmzp1b6vMFAAC4kDINZ0ePHlXTpk01ceLEIpePHDlS7733niZPnqxVq1bJy8tLUVFROnHihNUnJiZGmzZt0vz58zV79mwtXbpUffr0sZbn5OSoY8eOCgkJUXJyskaNGqWEhAR99NFHVp8VK1bo4YcfVq9evbRu3TpFR0crOjpaGzduvHyTBwAAKILDGGPKughJcjgc+u677xQdHS3pr7NmwcHBeumll/T3v/9dkpSdna2AgABNnTpVPXr0UGpqqho0aKDVq1erZcuWkqTExER16dJFf/zxh4KDgzVp0iS9+uqrSk9Pl5ubmyTplVde0axZs7RlyxZJ0kMPPaSjR49q9uzZVj233HKLmjVrpsmTJxer/pycHPn4+Cg7O1ve3t6ltVucrF27VuHh4YqftkA3hDUt0Rh7Un/T+zGRSk5OVosWLUq5QgAAri5X4u/3xbLtNWc7duxQenq6IiMjrTYfHx+1bt1aSUlJkqSkpCT5+vpawUySIiMj5eLiolWrVll92rVrZwUzSYqKilJaWpoOHTpk9TlzOwV9CrZTlJMnTyonJ8fpAQAAcKlsG87S09MlSQEBAU7tAQEB1rL09HT5+/s7LS9XrpyqVKni1KeoMc7cxrn6FCwvyrBhw+Tj42M9qlevfrFTBAAAKMS24czuBg0apOzsbOvx+++/l3VJAADgGmDbcBYYGChJysjIcGrPyMiwlgUGBiozM9Np+enTp3Xw4EGnPkWNceY2ztWnYHlR3N3d5e3t7fQAAAC4VLYNZ6GhoQoMDNTChQuttpycHK1atUoRERGSpIiICGVlZSk5Odnqs2jRIuXn56t169ZWn6VLlyo3N9fqM3/+fNWrV0+VK1e2+py5nYI+BdsBAAC4Uso0nB05ckQpKSlKSUmR9NeHAFJSUrR79245HA7169dPb731ln744Qdt2LBBjz/+uIKDg61PdIaFhalTp07q3bu3fv31Vy1fvlzx8fHq0aOHgoODJUmPPPKI3Nzc1KtXL23atElfffWV3n33XfXv39+q44UXXlBiYqLGjBmjLVu2KCEhQWvWrFF8fPyV3iUAAOA6V64sN75mzRrdcccd1vOCwBQbG6upU6dq4MCBOnr0qPr06aOsrCzddtttSkxMlIeHh7XOtGnTFB8frw4dOsjFxUXdunXTe++9Zy338fHRvHnzFBcXp/DwcPn5+Wnw4MFO90K79dZbNX36dL322mv6xz/+obp162rWrFlq1KjRFdgLAAAA/8c29zm72nGfMwAArj7c5wwAAADnRTgDAACwEcIZAACAjRDOAAAAbIRwBgAAYCOEMwAAABshnAEAANgI4QwAAMBGCGcAAAA2QjgDAACwEcIZAACAjRDOAAAAbIRwBgAAYCOEMwAAABshnAEAANgI4QwAAMBGCGcAAAA2QjgDAACwEcIZAACAjRDOAAAAbIRwBgAAYCOEMwAAABshnAEAANgI4QwAAMBGCGcAAAA2QjgDAACwEcIZAACAjRDOAAAAbIRwBgAAYCOEMwAAABshnAEAANgI4QwAAMBGCGcAAAA2QjgDAACwEcIZAACAjRDOAAAAbIRwBgAAYCOEMwAAABshnAEAANgI4QwAAMBGCGcAAAA2QjgDAACwEcIZAACAjRDOAAAAbIRwBgAAYCO2Dmd5eXl6/fXXFRoaKk9PT9WuXVtvvvmmjDFWH2OMBg8erKCgIHl6eioyMlJbt251GufgwYOKiYmRt7e3fH191atXLx05csSpz/r169W2bVt5eHioevXqGjly5BWZIwAAwJlsHc5GjBihSZMm6f3331dqaqpGjBihkSNHasKECVafkSNH6r333tPkyZO1atUqeXl5KSoqSidOnLD6xMTEaNOmTZo/f75mz56tpUuXqk+fPtbynJwcdezYUSEhIUpOTtaoUaOUkJCgjz766IrOFwAAoFxZF3A+K1as0H333aeuXbtKkmrWrKl//etf+vXXXyX9ddZs/Pjxeu2113TfffdJkr744gsFBARo1qxZ6tGjh1JTU5WYmKjVq1erZcuWkqQJEyaoS5cuGj16tIKDgzVt2jSdOnVKn332mdzc3NSwYUOlpKRo7NixTiEOAADgcrP1mbNbb71VCxcu1H//+19J0m+//aZly5apc+fOkqQdO3YoPT1dkZGR1jo+Pj5q3bq1kpKSJElJSUny9fW1gpkkRUZGysXFRatWrbL6tGvXTm5ublafqKgopaWl6dChQ0XWdvLkSeXk5Dg9AAAALpWtz5y98sorysnJUf369eXq6qq8vDy9/fbbiomJkSSlp6dLkgICApzWCwgIsJalp6fL39/faXm5cuVUpUoVpz6hoaGFxihYVrly5UK1DRs2TG+88UYpzBIAAOD/2PrM2ddff61p06Zp+vTpWrt2rT7//HONHj1an3/+eVmXpkGDBik7O9t6/P7772VdEgAAuAbY+szZgAED9Morr6hHjx6SpMaNG2vXrl0aNmyYYmNjFRgYKEnKyMhQUFCQtV5GRoaaNWsmSQoMDFRmZqbTuKdPn9bBgwet9QMDA5WRkeHUp+B5QZ+zubu7y93d/dInCQAAcAZbnzk7duyYXFycS3R1dVV+fr4kKTQ0VIGBgVq4cKG1PCcnR6tWrVJERIQkKSIiQllZWUpOTrb6LFq0SPn5+WrdurXVZ+nSpcrNzbX6zJ8/X/Xq1SvyLU0AAIDLxdbh7J577tHbb7+tOXPmaOfOnfruu+80duxY/e1vf5MkORwO9evXT2+99ZZ++OEHbdiwQY8//riCg4MVHR0tSQoLC1OnTp3Uu3dv/frrr1q+fLni4+PVo0cPBQcHS5IeeeQRubm5qVevXtq0aZO++uorvfvuu+rfv39ZTR0AAFynbP225oQJE/T666/r2WefVWZmpoKDg/X0009r8ODBVp+BAwfq6NGj6tOnj7KysnTbbbcpMTFRHh4eVp9p06YpPj5eHTp0kIuLi7p166b33nvPWu7j46N58+YpLi5O4eHh8vPz0+DBg7mNBgAAuOIc5szb7aPEcnJy5OPjo+zsbHl7e1+Wbaxdu1bh4eGKn7ZAN4Q1LdEYe1J/0/sxkUpOTlaLFi1KuUIAAK4uV+Lv98Wy9duaAAAA1xvCGQAAgI0QzgAAAGyEcAYAAGAjhDMAAAAbIZwBAADYCOEMAADARghnAAAANkI4AwAAsBHCGQAAgI0QzgAAAGyEcAYAAGAjJQpntWrV0oEDBwq1Z2VlqVatWpdcFAAAwPWqROFs586dysvLK9R+8uRJ7dmz55KLAgAAuF6Vu5jOP/zwg/XzTz/9JB8fH+t5Xl6eFi5cqJo1a5ZacQAAANebiwpn0dHRkiSHw6HY2FinZeXLl1fNmjU1ZsyYUisOAADgenNR4Sw/P1+SFBoaqtWrV8vPz++yFAUAAHC9uqhwVmDHjh2lXQcAAABUwnAmSQsXLtTChQuVmZlpnVEr8Nlnn11yYQAAANejEoWzN954Q0OHDlXLli0VFBQkh8NR2nUBAABcl0oUziZPnqypU6fqscceK+16AAAArmslus/ZqVOndOutt5Z2LQAAANe9EoWzp556StOnTy/tWgAAAK57JXpb88SJE/roo4+0YMECNWnSROXLl3daPnbs2FIpDgAA4HpTonC2fv16NWvWTJK0ceNGp2V8OAAAAKDkShTOFi9eXNp1AAAAQCW85gwAAACXR4nOnN1xxx3nffty0aJFJS4IAADgelaicFZwvVmB3NxcpaSkaOPGjYW+EB0AAADFV6JwNm7cuCLbExISdOTIkUsqCAAA4HpWqtecPfroo3yvJgAAwCUo1XCWlJQkDw+P0hwSAADgulKitzXvv/9+p+fGGO3bt09r1qzR66+/XiqFAQAAXI9KFM58fHycnru4uKhevXoaOnSoOnbsWCqFAQAAXI9KFM6mTJlS2nUAAABAJQxnBZKTk5WamipJatiwoZo3b14qRQEAAFyvShTOMjMz1aNHDy1ZskS+vr6SpKysLN1xxx2aMWOGqlWrVpo1AgAAXDdK9GnN5557TocPH9amTZt08OBBHTx4UBs3blROTo6ef/750q4RAADgulGiM2eJiYlasGCBwsLCrLYGDRpo4sSJfCAAAADgEpTozFl+fr7Kly9fqL18+fLKz8+/5KIAAACuVyUKZ3feeadeeOEF7d2712rbs2ePXnzxRXXo0KHUigMAALjelCicvf/++8rJyVHNmjVVu3Zt1a5dW6GhocrJydGECRNKu0YAAIDrRomuOatevbrWrl2rBQsWaMuWLZKksLAwRUZGlmpxAAAA15uLOnO2aNEiNWjQQDk5OXI4HLrrrrv03HPP6bnnntPNN9+shg0b6pdffrlctQIAAFzzLiqcjR8/Xr1795a3t3ehZT4+Pnr66ac1duzYUitO+utatkcffVRVq1aVp6enGjdurDVr1ljLjTEaPHiwgoKC5OnpqcjISG3dutVpjIMHDyomJkbe3t7y9fVVr169dOTIEac+69evV9u2beXh4aHq1atr5MiRpToPAACA4riocPbbb7+pU6dO51zesWNHJScnX3JRBQ4dOqQ2bdqofPny+vHHH7V582aNGTNGlStXtvqMHDlS7733niZPnqxVq1bJy8tLUVFROnHihNUnJiZGmzZt0vz58zV79mwtXbpUffr0sZbn5OSoY8eOCgkJUXJyskaNGqWEhAR99NFHpTYXAACA4rioa84yMjKKvIWGNVi5cvrzzz8vuagCI0aMUPXq1Z2+yzM0NNT62Rij8ePH67XXXtN9990nSfriiy8UEBCgWbNmqUePHkpNTVViYqJWr16tli1bSpImTJigLl26aPTo0QoODta0adN06tQpffbZZ3Jzc1PDhg2VkpKisWPHOoU4AACAy+2izpzdcMMN2rhx4zmXr1+/XkFBQZdcVIEffvhBLVu21IMPPih/f381b95cH3/8sbV8x44dSk9Pd/oggo+Pj1q3bq2kpCRJUlJSknx9fa1gJkmRkZFycXHRqlWrrD7t2rWTm5ub1ScqKkppaWk6dOhQkbWdPHlSOTk5Tg8AAIBLdVHhrEuXLnr99ded3jIscPz4cQ0ZMkR33313qRX3v//9T5MmTVLdunX1008/qW/fvnr++ef1+eefS5LS09MlSQEBAU7rBQQEWMvS09Pl7+/vtLxcuXKqUqWKU5+ixjhzG2cbNmyYfHx8rEf16tUvcbYAAAAX+bbma6+9pm+//VY33XST4uPjVa9ePUnSli1bNHHiROXl5enVV18tteLy8/PVsmVLvfPOO5Kk5s2ba+PGjZo8ebJiY2NLbTslMWjQIPXv3996npOTQ0ADAACX7KLCWUBAgFasWKG+fftq0KBBMsZIkhwOh6KiojRx4sRCZ6AuRVBQkBo0aODUFhYWpn//+9+SpMDAQEl/XQt35tupGRkZatasmdUnMzPTaYzTp0/r4MGD1vqBgYHKyMhw6lPwvKDP2dzd3eXu7l7CmQEAABTtor8hICQkRHPnztX+/fu1atUqrVy5Uvv379fcuXOdLtYvDW3atFFaWppT23//+1+FhIRI+uvDAYGBgVq4cKG1PCcnR6tWrVJERIQkKSIiQllZWU6fIl20aJHy8/PVunVrq8/SpUuVm5tr9Zk/f77q1avn9MlQAACAy61EX98kSZUrV9bNN9+sVq1aXbYA8+KLL2rlypV65513tG3bNk2fPl0fffSR4uLiJP11xq5fv35666239MMPP2jDhg16/PHHFRwcrOjoaEl/nWnr1KmTevfurV9//VXLly9XfHy8evTooeDgYEnSI488Ijc3N/Xq1UubNm3SV199pXfffdfpbUsAAIAroURf33Sl3Hzzzfruu+80aNAgDR06VKGhoRo/frxiYmKsPgMHDtTRo0fVp08fZWVl6bbbblNiYqI8PDysPtOmTVN8fLw6dOggFxcXdevWTe+995613MfHR/PmzVNcXJzCw8Pl5+enwYMHcxsNAABwxTlMwYVjuCQ5OTny8fFRdnZ2kd+gUBrWrl2r8PBwxU9boBvCmpZojD2pv+n9mEglJyerRYsWpVwhAABXlyvx9/tilfhtTQAAAJQ+whkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI1dVOBs+fLgcDof69etntZ04cUJxcXGqWrWqKlasqG7duikjI8Npvd27d6tr166qUKGC/P39NWDAAJ0+fdqpz5IlS9SiRQu5u7urTp06mjp16hWYEQAAgLOrJpytXr1aH374oZo0aeLU/uKLL+o///mPZs6cqZ9//ll79+7V/fffby3Py8tT165dderUKa1YsUKff/65pk6dqsGDB1t9duzYoa5du+qOO+5QSkqK+vXrp6eeeko//fTTFZsfAACAdJWEsyNHjigmJkYff/yxKleubLVnZ2fr008/1dixY3XnnXcqPDxcU6ZM0YoVK7Ry5UpJ0rx587R582b985//VLNmzdS5c2e9+eabmjhxok6dOiVJmjx5skJDQzVmzBiFhYUpPj5eDzzwgMaNG1cm8wUAANevqyKcxcXFqWvXroqMjHRqT05OVm5urlN7/fr1VaNGDSUlJUmSkpKS1LhxYwUEBFh9oqKilJOTo02bNll9zh47KirKGgMAAOBKKVfWBVzIjBkztHbtWq1evbrQsvT0dLm5ucnX19epPSAgQOnp6VafM4NZwfKCZefrk5OTo+PHj8vT07PQtk+ePKmTJ09az3Nyci5+cgAAAGex9Zmz33//XS+88IKmTZsmDw+Psi7HybBhw+Tj42M9qlevXtYlAQCAa4Ctw1lycrIyMzPVokULlStXTuXKldPPP/+s9957T+XKlVNAQIBOnTqlrKwsp/UyMjIUGBgoSQoMDCz06c2C5xfq4+3tXeRZM0kaNGiQsrOzrcfvv/9eGlMGAADXOVuHsw4dOmjDhg1KSUmxHi1btlRMTIz1c/ny5bVw4UJrnbS0NO3evVsRERGSpIiICG3YsEGZmZlWn/nz58vb21sNGjSw+pw5RkGfgjGK4u7uLm9vb6cHAADApbL1NWeVKlVSo0aNnNq8vLxUtWpVq71Xr17q37+/qlSpIm9vbz333HOKiIjQLbfcIknq2LGjGjRooMcee0wjR45Uenq6XnvtNcXFxcnd3V2S9Mwzz+j999/XwIED9eSTT2rRokX6+uuvNWfOnCs7YQAAcN2zdTgrjnHjxsnFxUXdunXTyZMnFRUVpQ8++MBa7urqqtmzZ6tv376KiIiQl5eXYmNjNXToUKtPaGio5syZoxdffFHvvvuubrzxRn3yySeKiooqiykBAIDr2FUXzpYsWeL03MPDQxMnTtTEiRPPuU5ISIjmzp173nHbt2+vdevWlUaJAAAAJWbra84AAACuN4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGylX1gWgbKSmppZ4XT8/P9WoUaMUqwEAAAUIZ9eZw/sz5HBx0aOPPlriMTwrVNCW1FQCGgAAlwHh7Dpz/HCOTH6+ur81Sf6hdS96/cwdW/X1a321f/9+whkAAJeBra85GzZsmG6++WZVqlRJ/v7+io6OVlpamlOfEydOKC4uTlWrVlXFihXVrVs3ZWRkOPXZvXu3unbtqgoVKsjf318DBgzQ6dOnnfosWbJELVq0kLu7u+rUqaOpU6de7umVKf/QurohrOlFP0oS6AAAQPHZOpz9/PPPiouL08qVKzV//nzl5uaqY8eOOnr0qNXnxRdf1H/+8x/NnDlTP//8s/bu3av777/fWp6Xl6euXbvq1KlTWrFihT7//HNNnTpVgwcPtvrs2LFDXbt21R133KGUlBT169dPTz31lH766acrOl8AAABbv62ZmJjo9Hzq1Kny9/dXcnKy2rVrp+zsbH366aeaPn267rzzTknSlClTFBYWppUrV+qWW27RvHnztHnzZi1YsEABAQFq1qyZ3nzzTb388stKSEiQm5ubJk+erNDQUI0ZM0aSFBYWpmXLlmncuHGKioq64vMGAADXL1ufOTtbdna2JKlKlSqSpOTkZOXm5ioyMtLqU79+fdWoUUNJSUmSpKSkJDVu3FgBAQFWn6ioKOXk5GjTpk1WnzPHKOhTMEZRTp48qZycHKcHAADApbpqwll+fr769eunNm3aqFGjRpKk9PR0ubm5ydfX16lvQECA0tPTrT5nBrOC5QXLztcnJydHx48fL7KeYcOGycfHx3pUr179kucIAABw1YSzuLg4bdy4UTNmzCjrUiRJgwYNUnZ2tvX4/fffy7okAABwDbD1NWcF4uPjNXv2bC1dulQ33nij1R4YGKhTp04pKyvL6exZRkaGAgMDrT6//vqr03gFn+Y8s8/Zn/DMyMiQt7e3PD09i6zJ3d1d7u7ulzw3AACAM9n6zJkxRvHx8fruu++0aNEihYaGOi0PDw9X+fLltXDhQqstLS1Nu3fvVkREhCQpIiJCGzZsUGZmptVn/vz58vb2VoMGDaw+Z45R0KdgDAAAgCvF1mfO4uLiNH36dH3//feqVKmSdY2Yj4+PPD095ePjo169eql///6qUqWKvL299dxzzykiIkK33HKLJKljx45q0KCBHnvsMY0cOVLp6el67bXXFBcXZ535euaZZ/T+++9r4MCBevLJJ7Vo0SJ9/fXXmjNnTpnNHQAAXJ9sfeZs0qRJys7OVvv27RUUFGQ9vvrqK6vPuHHjdPfdd6tbt25q166dAgMD9e2331rLXV1dNXv2bLm6uioiIkKPPvqoHn/8cQ0dOtTqExoaqjlz5mj+/Plq2rSpxowZo08++YTbaAAAgCvO1mfOjDEX7OPh4aGJEydq4sSJ5+wTEhKiuXPnnnec9u3ba926dRddIwAAQGmy9ZkzAACA6w3hDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEbKlXUBuDqlpqZe0vp+fn6qUaNGKVUDAMC1g3CGi3J4f4YcLi569NFHL2kczwoVtCU1lYAGAMBZCGe4KMcP58jk56v7W5PkH1q3RGNk7tiqr1/rq/379xPOAAA4C+EMJeIfWlc3hDUt6zIAALjm8IEAAAAAGyGcAQAA2AjhDAAAwEYIZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADbCF5+jzKSmpl7S+n5+fqpRo0YpVQMAgD0QznDFHd6fIYeLix599NFLGsezQgVtSU0loAEArimEM1xxxw/nyOTnq/tbk+QfWrdEY2Tu2KqvX+ur/fv3E84AANcUwhnKjH9oXd0Q1rSsywAAwFb4QAAAAICNEM4AAABshHAGAABgI4QzAAAAG+EDAbiqca80AMC1hnCGqxL3SgMAXKsIZ2eZOHGiRo0apfT0dDVt2lQTJkxQq1atyrosnKU075X2yy+/KCwsrERjcOYNAFDaCGdn+Oqrr9S/f39NnjxZrVu31vjx4xUVFaW0tDT5+/uXdXkowqXcK600zr65e3jo3998o6CgoBKPQcADAJyJcHaGsWPHqnfv3nriiSckSZMnT9acOXP02Wef6ZVXXinj6lDaLvXs2451qzR37Ou6++67L6kOAh4A4EyEs//v1KlTSk5O1qBBg6w2FxcXRUZGKikpqQwrw+VW0rNvmTu2XvJbq3YJeCdPnpS7u/sl1XCtjEHQBVDWCGf/3/79+5WXl6eAgACn9oCAAG3ZsqVQ/5MnT+rkyZPW8+zsbElSTk7OZavxyJEjkqQ9qet16tjREo3x586tlzTGpa5/LY1RsH7uieMlruFY1gGZ/Hy1fTxOvoE3lGiM9O1btPrbLy8t4DkckjElX/8aGsPdw0NffvFFodeCi+Hi4qL8/PwSr2+XMexQQ2mMYYca7DKGHWqwyxgF6x89+tfrt7nU155S5DB2qqYM7d27VzfccINWrFihiIgIq33gwIH6+eeftWrVKqf+CQkJeuONN650mQAA4DLYvn27atWqVdZlSOLMmcXPz0+urq7KyMhwas/IyFBgYGCh/oMGDVL//v2t51lZWQoJCdHu3bvl4+Nz2eu1i5ycHFWvXl2///67vL29y7qcK4Z5M+/rAfNm3teD7Oxs1ahRQ1WqVCnrUiyEs//Pzc1N4eHhWrhwoaKjoyVJ+fn5WrhwoeLj4wv1d3d3L/K6Fh8fn+vql7qAt7c3876OMO/rC/O+vlyv83Zxsc+XJhHOztC/f3/FxsaqZcuWatWqlcaPH6+jR49an94EAAC43AhnZ3jooYf0559/avDgwUpPT1ezZs2UmJh4SRcGAwAAXAzC2Vni4+OLfBvzQtzd3TVkyJBLvg3A1YZ5M+/rAfNm3tcD5m2fefNpTQAAABuxz9VvAAAAIJwBAADYCeEMAADARghnAAAANkI4KyUTJ05UzZo15eHhodatW+vXX38t65KKNGzYMN18882qVKmS/P39FR0drbS0NKc+7du3l8PhcHo888wzTn12796trl27qkKFCvL399eAAQN0+vRppz5LlixRixYt5O7urjp16mjq1KmF6rlS+y0hIaHQnOrXr28tP3HihOLi4lS1alVVrFhR3bp1K/RtEVfbnCWpZs2ahebtcDgUFxcn6do51kuXLtU999yj4OBgORwOzZo1y2m5MUaDBw9WUFCQPD09FRkZqa1btzr1OXjwoGJiYuTt7S1fX1/16tXL+j7bAuvXr1fbtm3l4eGh6tWra+TIkYVqmTlzpurXry8PDw81btxYc+fOvehaSmPeubm5evnll9W4cWN5eXkpODhYjz/+uPbu3es0RlG/I8OHD79q5y1JPXv2LDSnTp06OfW51o63pCL/rTscDo0aNcrqczUe7+L83bLTa3hxarkgg0s2Y8YM4+bmZj777DOzadMm07t3b+Pr62syMjLKurRCoqKizJQpU8zGjRtNSkqK6dKli6lRo4Y5cuSI1ef22283vXv3Nvv27bMe2dnZ1vLTp0+bRo0amcjISLNu3Tozd+5c4+fnZwYNGmT1+d///mcqVKhg+vfvbzZv3mwmTJhgXF1dTWJiotXnSu63IUOGmIYNGzrN6c8//7SWP/PMM6Z69epm4cKFZs2aNeaWW24xt95661U9Z2OMyczMdJrz/PnzjSSzePFiY8y1c6znzp1rXn31VfPtt98aSea7775zWj58+HDj4+NjZs2aZX777Tdz7733mtDQUHP8+HGrT6dOnUzTpk3NypUrzS+//GLq1KljHn74YWt5dna2CQgIMDExMWbjxo3mX//6l/H09DQffvih1Wf58uXG1dXVjBw50mzevNm89tprpnz58mbDhg0XVUtpzDsrK8tERkaar776ymzZssUkJSWZVq1amfDwcKcxQkJCzNChQ51+B858Pbja5m2MMbGxsaZTp05Oczp48KBTn2vteBtjnOa7b98+89lnnxmHw2G2b99u9bkaj3dx/m7Z6TX8QrUUB+GsFLRq1crExcVZz/Py8kxwcLAZNmxYGVZVPJmZmUaS+fnnn62222+/3bzwwgvnXGfu3LnGxcXFpKenW22TJk0y3t7e5uTJk8YYYwYOHGgaNmzotN5DDz1koqKirOdXcr8NGTLENG3atMhlWVlZpnz58mbmzJlWW2pqqpFkkpKSjDFX55yL8sILL5jatWub/Px8Y8y1eazP/qOVn59vAgMDzahRo6y2rKws4+7ubv71r38ZY4zZvHmzkWRWr15t9fnxxx+Nw+Ewe/bsMcYY88EHH5jKlStb8zbGmJdfftnUq1fPet69e3fTtWtXp3pat25tnn766WLXUlrzLsqvv/5qJJldu3ZZbSEhIWbcuHHnXOdqnHdsbKy57777zrnO9XK877vvPnPnnXc6tV3tx9uYwn+37PQaXpxaioO3NS/RqVOnlJycrMjISKvNxcVFkZGRSkpKKsPKiic7O1uSCn3h67Rp0+Tn56dGjRpp0KBBOnbsmLUsKSlJjRs3dvrmhKioKOXk5GjTpk1WnzP3SUGfgn1SFvtt69atCg4OVq1atRQTE6Pdu3dLkpKTk5Wbm+tUS/369VWjRg2rlqt1zmc6deqU/vnPf+rJJ5+Uw+Gw2q/FY32mHTt2KD093Wn7Pj4+at26tdPx9fX1VcuWLa0+kZGRcnFx0apVq6w+7dq1k5ubm9UnKipKaWlpOnTokNXnfPuiOLVcTtnZ2XI4HPL19XVqHz58uKpWrarmzZtr1KhRTm/1XK3zXrJkifz9/VWvXj317dtXBw4ccJrTtX68MzIyNGfOHPXq1avQsqv9eJ/9d8tOr+HFqaU4+IaAS7R//37l5eUV+oqngIAAbdmypYyqKp78/Hz169dPbdq0UaNGjaz2Rx55RCEhIQoODtb69ev18ssvKy0tTd9++60kKT09vcj5Fiw7X5+cnBwdP35chw4duqL7rXXr1po6darq1aunffv26Y033lDbtm21ceNGpaeny83NrdAfrICAgAvOp2DZ+fqU1ZzPNmvWLGVlZalnz55W27V4rM9WUGdR2z9zDv7+/k7Ly5UrpypVqjj1CQ0NLTRGwbLKlSufc1+cOcaFarlcTpw4oZdfflkPP/yw05daP//882rRooWqVKmiFStWaNCgQdq3b5/Gjh1r1Xy1zbtTp066//77FRoaqu3bt+sf//iHOnfurKSkJLm6ul4Xx/vzzz9XpUqVdP/99zu1X+3Hu6i/W3Z6DS9OLcVBOLuOxcXFaePGjVq2bJlTe58+fayfGzdurKCgIHXo0EHbt29X7dq1r3SZpaJz587Wz02aNFHr1q0VEhKir7/+Wp6enmVY2ZXz6aefqnPnzgoODrbarsVjjcJyc3PVvXt3GWM0adIkp2X9+/e3fm7SpInc3Nz09NNPa9iwYbb6OpuL0aNHD+vnxo0bq0mTJqpdu7aWLFmiDh06lGFlV85nn32mmJgYeXh4OLVf7cf7XH+3rjW8rXmJ/Pz85OrqWuiTGBkZGQoMDCyjqi4sPj5es2fP1uLFi3XjjTeet2/r1q0lSdu2bZMkBQYGFjnfgmXn6+Pt7S1PT88y32++vr666aabtG3bNgUGBurUqVPKyso6Zy1X+5x37dqlBQsW6Kmnnjpvv2vxWBds43zbDwwMVGZmptPy06dP6+DBg6XyO3Dm8gvVUtoKgtmuXbs0f/58p7NmRWndurVOnz6tnTt3WjVfjfM+U61ateTn5+f0e32tHm9J+uWXX5SWlnbBf+/S1XW8z/V3y06v4cWppTgIZ5fIzc1N4eHhWrhwodWWn5+vhQsXKiIiogwrK5oxRvHx8fruu++0aNGiQqevi5KSkiJJCgoKkiRFRERow4YNTi9uBS/6DRo0sPqcuU8K+hTsk7Leb0eOHNH27dsVFBSk8PBwlS9f3qmWtLQ07d6926rlap/zlClT5O/vr65du56337V4rENDQxUYGOi0/ZycHK1atcrp+GZlZSk5Odnqs2jRIuXn51uBNSIiQkuXLlVubq7VZ/78+apXr54qV65s9TnfvihOLaWpIJht3bpVCxYsUNWqVS+4TkpKilxcXKy3/a7GeZ/tjz/+0IEDB5x+r6/F413g008/VXh4uJo2bXrBvlfD8b7Q3y07vYYXp5biThqXaMaMGcbd3d1MnTrVbN682fTp08f4+vo6fSrELvr27Wt8fHzMkiVLnD5KfezYMWOMMdu2bTNDhw41a9asMTt27DDff/+9qVWrlmnXrp01RsFHkjt27GhSUlJMYmKiqVatWpEfSR4wYIBJTU01EydOLPIjyVdqv7300ktmyZIlZseOHWb58uUmMjLS+Pn5mczMTGPMXx99rlGjhlm0aJFZs2aNiYiIMBEREVf1nAvk5eWZGjVqmJdfftmp/Vo61ocPHzbr1q0z69atM5LM2LFjzbp166xPJQ4fPtz4+vqa77//3qxfv97cd999Rd5Ko3nz5mbVqlVm2bJlpm7duk63VsjKyjIBAQHmscceMxs3bjQzZswwFSpUKHSLgXLlypnRo0eb1NRUM2TIkCJvMXChWkpj3qdOnTL33nuvufHGG01KSorTv/eCT6etWLHCjBs3zqSkpJjt27ebf/7zn6ZatWrm8ccfv2rnffjwYfP3v//dJCUlmR07dpgFCxaYFi1amLp165oTJ05YY1xrx7tAdna2qVChgpk0aVKh9a/W432hv1vG2Os1/EK1FAfhrJRMmDDB1KhRw7i5uZlWrVqZlStXlnVJRZJU5GPKlCnGGGN2795t2rVrZ6pUqWLc3d1NnTp1zIABA5zufWWMMTt37jSdO3c2np6exs/Pz7z00ksmNzfXqc/ixYtNs2bNjJubm6lVq5a1jTNdqf320EMPmaCgIOPm5mZuuOEG89BDD5lt27ZZy48fP26effZZU7lyZVOhQgXzt7/9zezbt++qnnOBn376yUgyaWlpTu3X0rFevHhxkb/XsbGxxpi/Ptr/+uuvm4CAAOPu7m46dOhQaH8cOHDAPPzww6ZixYrG29vbPPHEE+bw4cNOfX777Tdz2223GXd3d3PDDTeY4cOHF6rl66+/NjfddJNxc3MzDRs2NHPmzHFaXpxaSmPeO3bsOOe/94L73CUnJ5vWrVsbHx8f4+HhYcLCwsw777zjFGKutnkfO3bMdOzY0VSrVs2UL1/ehISEmN69exf6H4Fr7XgX+PDDD42np6fJysoqtP7Verwv9HfLGHu9hhenlgtx/P+JAwAAwAa45gwAAMBGCGcAAAA2QjgDAACwEcIZAACAjRDOAAAAbIRwBgAAYCOEMwAAABshnAGwrZ07d8rhcFhfK2UHW7Zs0S233CIPDw81a9asrMu5KD179lR0dHRZlwHgAghnAM6pZ8+ecjgcGj58uFP7rFmz5HA4yqiqsjVkyBB5eXkpLS2t0PfwAUBpIJwBOC8PDw+NGDFChw4dKutSSs2pU6dKvO727dt12223KSQkpFhfJA4AF4twBuC8IiMjFRgYqGHDhp2zT0JCQqG3+MaPH6+aNWtazwveUnvnnXcUEBAgX19fDR06VKdPn9aAAQNUpUoV3XjjjZoyZUqh8bds2aJbb71VHh4eatSokX7++Wen5Rs3blTnzp1VsWJFBQQE6LHHHtP+/fut5e3bt1d8fLz69esnPz8/RUVFFTmP/Px8DR06VDfeeKPc3d3VrFkzJSYmWssdDoeSk5M1dOhQORwOJSQkFDnON998o8aNG8vT01NVq1ZVZGSkjh49KklavXq17rrrLvn5+cnHx0e333671q5d67S+w+HQhx9+qLvvvlsVKlRQWFiYkpKStG3bNrVv315eXl669dZbtX379kLH4MMPP1T16tVVoUIFde/eXdnZ2UXWWDDfYcOGKTQ0VJ6enmratKm++eYba/mhQ4cUExOjatWqydPTU3Xr1i3y+AAoXYQzAOfl6uqqd955RxMmTNAff/xxSWMtWrRIe/fu1dKlSzV27FgNGTJEd999typXrqxVq1bpmWee0dNPP11oOwMGDNBLL72kdevWKSIiQvfcc48OHDggScrKytKdd96p5s2ba82aNUpMTFRGRoa6d+/uNMbnn38uNzc3LV++XJMnTy6yvnfffVdjxozR6NGjtX79ekVFRenee+/V1q1bJUn79u1Tw4YN9dJLL2nfvn36+9//XmiMffv26eGHH9aTTz6p1NRULVmyRPfff78Kvsb48OHDio2N1bJly7Ry5UrVrVtXXbp00eHDh53GefPNN/X4448rJSVF9evX1yOPPKKnn35agwYN0po1a2SMUXx8vNM627Zt09dff63//Oc/SkxM1Lp16/Tss8+e83gMGzZMX3zxhSZPnqxNmzbpxRdf1KOPPmqF39dff12bN2/Wjz/+qNTUVE2aNEl+fn7nHA9AKbmor0kHcF2JjY019913nzHGmFtuucU8+eSTxhhjvvvuO3Pmy8eQIUNM06ZNndYdN26cCQkJcRorJCTE5OXlWW316tUzbdu2tZ6fPn3aeHl5mX/961/GGGN27NhhJJnhw4dbfXJzc82NN95oRowYYYwx5s033zQdO3Z02vbvv/9uJJm0tDRjjDG33367ad68+QXnGxwcbN5++22ntptvvtk8++yz1vOmTZuaIUOGnHOM5ORkI8ns3Lnzgtszxpi8vDxTqVIl85///Mdqk2Ree+0163lSUpKRZD799FOr7V//+pfx8PCwng8ZMsS4urqaP/74w2r78ccfjYuLi9m3b58xxvl4njhxwlSoUMGsWLHCqZ5evXqZhx9+2BhjzD333GOeeOKJYs0DQOnhzBmAYhkxYoQ+//xzpaamlniMhg0bysXl/152AgIC1LhxY+u5q6urqlatqszMTKf1IiIirJ/LlSunli1bWnX89ttvWrx4sSpWrGg96tevL0lOb/uFh4eft7acnBzt3btXbdq0cWpv06bNRc25adOm6tChgxo3bqwHH3xQH3/8sdP1ehkZGerdu7fq1q0rHx8feXt768iRI9q9e7fTOE2aNLF+DggIkCSnfRUQEKATJ04oJyfHaqtRo4ZuuOEG63lERITy8/OVlpZWqM5t27bp2LFjuuuuu5z23RdffGHtt759+2rGjBlq1qyZBg4cqBUrVhR7PwAouXJlXQCAq0O7du0UFRWlQYMGqWfPnk7LXFxcrLftCuTm5hYao3z58k7PHQ5HkW35+fnFruvIkSO65557NGLEiELLgoKCrJ+9vLyKPealcHV11fz587VixQrNmzdPEyZM0KuvvqpVq1YpNDRUsbGxOnDggN59912FhITI3d1dERERhT6kcOZ+KfhkbFFtF7OvznTkyBFJ0pw5c5wCnSS5u7tLkjp37qxdu3Zp7ty5mj9/vjp06KC4uDiNHj26RNsEUDycOQNQbMOHD9d//vMfJSUlObVXq1ZN6enpTgGtNO9NtnLlSuvn06dPKzk5WWFhYZKkFi1aaNOmTapZs6bq1Knj9LiYQObt7a3g4GAtX77cqX358uVq0KDBRdXrcDjUpk0bvfHGG1q3bp3c3Nz03XffWeM9//zz6tKlixo2bCh3d3enDy9cit27d2vv3r3W85UrV8rFxUX16tUr1LdBgwZyd3fX7t27C+236tWrW/2qVaum2NhY/fOf/9T48eP10UcflUqtAM6NM2cAiq1x48aKiYnRe++959Tevn17/fnnnxo5cqQeeOABJSYm6scff5S3t3epbHfixImqW7euwsLCNG7cOB06dEhPPvmkJCkuLk4ff/yxHn74YQ0cOFBVqlTRtm3bNGPGDH3yySdydXUt9nYGDBigIUOGqHbt2mrWrJmmTJmilJQUTZs2rdhjrFq1SgsXLlTHjh3l7++vVatW6c8//7TCZN26dfXll1+qZcuWysnJ0YABA+Tp6XlxO+QcPDw8FBsbq9GjRysnJ0fPP/+8unfvrsDAwEJ9K1WqpL///e968cUXlZ+fr9tuu03Z2dlavny5vL29FRsbq8GDBys8PFwNGzbUyZMnNXv2bGseAC4fzpwBuChDhw4t9FZaWFiYPvjgA02cOFFNmzbVr7/+WuQnGUtq+PDhGj58uJo2baply5bphx9+sD41WHC2Ky8vTx07dlTjxo3Vr18/+fr6Ol3fVhzPP/+8+vfvr5deekmNGzdWYmKifvjhB9WtW7fYY3h7e2vp0qXq0qWLbrrpJr322msaM2aMOnfuLEn69NNPdejQIbVo0UKPPfaYnn/+efn7+19UnedSp04d3X///erSpYs6duyoJk2a6IMPPjhn/zfffFOvv/66hg0bprCwMHXq1Elz5sxRaGioJMnNzU2DBg1SkyZN1K5dO7m6umrGjBmlUiuAc3OYsy8UAQBcdRISEjRr1ixbfdUVgJLhzBkAAICNEM4AAABshLc1AQAAbIQzZwAAADZCOAMAALARwhkAAICNEM4AAABshHAGAABgI4QzAAAAGyGcAQAA2AjhDAAAwEYIZwAAADby/wDGh0vij+nJDwAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"markdown","source":"## Categorical Values","metadata":{}},{"cell_type":"code","source":"categorical_columns = train.select_dtypes(include=['object', 'category']).columns\ncategorical_summary = train[categorical_columns].describe()\ncategorical_summary","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:47:13.323712Z","iopub.execute_input":"2024-05-06T10:47:13.324252Z","iopub.status.idle":"2024-05-06T10:47:13.362238Z","shell.execute_reply.started":"2024-05-06T10:47:13.324214Z","shell.execute_reply":"2024-05-06T10:47:13.360588Z"},"trusted":true},"execution_count":37,"outputs":[{"execution_count":37,"output_type":"execute_result","data":{"text/plain":"       expert_consensus\ncount            106800\nunique                6\ntop             Seizure\nfreq              20933","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>expert_consensus</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>106800</td>\n    </tr>\n    <tr>\n      <th>unique</th>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>top</th>\n      <td>Seizure</td>\n    </tr>\n    <tr>\n      <th>freq</th>\n      <td>20933</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"categorical_columns","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:47:28.300757Z","iopub.execute_input":"2024-05-06T10:47:28.301321Z","iopub.status.idle":"2024-05-06T10:47:28.310289Z","shell.execute_reply.started":"2024-05-06T10:47:28.301281Z","shell.execute_reply":"2024-05-06T10:47:28.308881Z"},"trusted":true},"execution_count":38,"outputs":[{"execution_count":38,"output_type":"execute_result","data":{"text/plain":"Index(['expert_consensus'], dtype='object')"},"metadata":{}}]},{"cell_type":"code","source":"list(train['expert_consensus'].unique())","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:48:08.358441Z","iopub.execute_input":"2024-05-06T10:48:08.358923Z","iopub.status.idle":"2024-05-06T10:48:08.372046Z","shell.execute_reply.started":"2024-05-06T10:48:08.358887Z","shell.execute_reply":"2024-05-06T10:48:08.371004Z"},"trusted":true},"execution_count":39,"outputs":[{"execution_count":39,"output_type":"execute_result","data":{"text/plain":"['Seizure', 'GPD', 'LRDA', 'Other', 'GRDA', 'LPD']"},"metadata":{}}]},{"cell_type":"code","source":"sns.countplot(data=train, x='expert_consensus')\nplt.title('Distribution of Expert Consensus')\nplt.xlabel('Expert Consensus')\nplt.ylabel('Count')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-05-06T10:48:12.896025Z","iopub.execute_input":"2024-05-06T10:48:12.897083Z","iopub.status.idle":"2024-05-06T10:48:13.20409Z","shell.execute_reply.started":"2024-05-06T10:48:12.89704Z","shell.execute_reply":"2024-05-06T10:48:13.202717Z"},"trusted":true},"execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"We need to note here that the above distribution is on the overlapped windows, not unique EEG_ids ","metadata":{}},{"cell_type":"markdown","source":"## Distribution of Votes","metadata":{}},{"cell_type":"code","source":"targets = ['seizure_vote', 'lpd_vote', 'gpd_vote', 'lrda_vote', 'grda_vote', 'other_vote']\nplt.figure(figsize=(15, 10))\nfor i, column in enumerate(targets, 1):\n    plt.subplot(2, 4, i)\n    sns.histplot(train[column], kde=False, bins=30)\n    plt.title(column)\nplt.tight_layout()","metadata":{"execution":{"iopub.status.busy":"2024-05-06T11:58:46.38735Z","iopub.execute_input":"2024-05-06T11:58:46.387845Z","iopub.status.idle":"2024-05-06T11:58:48.81862Z","shell.execute_reply.started":"2024-05-06T11:58:46.387806Z","shell.execute_reply":"2024-05-06T11:58:48.817722Z"},"trusted":true},"execution_count":48,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1500x1000 with 6 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between Votes","metadata":{}},{"cell_type":"code","source":"correlation_targets = train[targets].corr()\nplt.figure(figsize=(12, 8))\nsns.heatmap(correlation_targets, annot=True, cmap='coolwarm', fmt=\".2f\")\nplt.title('Correlation Matrix of Vote Columns')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-05-06T11:00:30.789114Z","iopub.execute_input":"2024-05-06T11:00:30.790078Z","iopub.status.idle":"2024-05-06T11:00:31.195759Z","shell.execute_reply.started":"2024-05-06T11:00:30.790032Z","shell.execute_reply":"2024-05-06T11:00:31.194849Z"},"trusted":true},"execution_count":42,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x800 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"There is some negative correlation between grda_votes and seizure_votes and between seizure_votes and other_votes.","metadata":{}},{"cell_type":"markdown","source":"## Which sample are Idealized, Proto and Edge cases","metadata":{}},{"cell_type":"markdown","source":"* Idealizedd: High level of agreement (>90% of specific vote)\n* Proto: ~1/2 give a label as \"other\" and ~1/2 give anthor label of the remaining votes\n* Edge: vote are ~splited  between 2 of the 5 named patterns","metadata":{}},{"cell_type":"code","source":"\nIdealized = []\nProto = []\nEdge = []\nfor i in range(len(train)):\n    votes = list(train.iloc[i][-6:])\n    sum_1 = sum(votes)\n    #votes_prob = [i/sum_1 for i in votes]\n    max_index = max(range(len(votes)), key = lambda i: votes[i])\n    last_prob = votes[-1]/sum_1\n    if votes[max_index]/sum_1 > 0.9:\n                Idealized.append(train.iloc[i]['eeg_id'])\n    elif last_prob >= 0.45:\n            second_largest_prob = sorted(votes)[-2]\n            if last_prob >= 0.45 and second_largest_prob >= 0.45:\n                    Proto.append(train.iloc[i]['eeg_id'])\n            else:\n                    Edge.append(train.iloc[i]['eeg_id'])\n    else:\n                Edge.append(train.iloc[i]['eeg_id']) \n    ","metadata":{"execution":{"iopub.status.busy":"2024-05-06T11:42:43.558854Z","iopub.execute_input":"2024-05-06T11:42:43.559478Z","iopub.status.idle":"2024-05-06T11:43:03.279473Z","shell.execute_reply.started":"2024-05-06T11:42:43.55944Z","shell.execute_reply":"2024-05-06T11:43:03.278278Z"},"trusted":true},"execution_count":44,"outputs":[]},{"cell_type":"code","source":"print(f\"The dataset is formed of:\\n{len(Idealized)} Idealized window\\n{len(Proto)} Proto window\\n{len(Edge)} Edge window\")","metadata":{"execution":{"iopub.status.busy":"2024-05-06T11:43:50.552659Z","iopub.execute_input":"2024-05-06T11:43:50.553141Z","iopub.status.idle":"2024-05-06T11:43:50.55988Z","shell.execute_reply.started":"2024-05-06T11:43:50.553109Z","shell.execute_reply":"2024-05-06T11:43:50.558572Z"},"trusted":true},"execution_count":46,"outputs":[{"name":"stdout","text":"The dataset is formed of:\n54977 Idealized window\n11487 Proto window\n40336 Edge window\n","output_type":"stream"}]}]}